FileBase /isis1/Yuta/YutaData/YutaMouse32-150324/YutaMouse32-150324 ElecNo 1 UseFeatures 11111111111111111111111111111100000 DropLastNFeatures 0 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 200 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB -1.000000 AlwaysSplitBimodal 1 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 help 0 WARNING: You have chosen not to set a RAM limit, this may cause problems. This run is expected to use between 14.56 and 21.84 GB of RAM. Memory request: 7.28 GB would take us to total of 7.28 GB. ---------------------------------------------------------- Loaded 3908522 data points of dimension 30. MEMO: A lower score indicates a better clustering Starting from 20 clusters... Memory request: 2.43 GB would take us to total of 9.71 GB. ------ Running on subset of 1302840 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 17 (3226 points): Lose 3063.624612 but Gain 3491.854150 Iteration 0F (143.280000 sec): 19 clusters Score: Raw -188747793.414817 + Penalty 62853.374694 = -188684940.040124 nChanged 1234604 Deleting Class 10 (1942 points): Lose 3174.239655 but Gain 3491.854150 Iteration 1F (188.630000 sec): 18 clusters Score: Raw -201303803.652288 + Penalty 59361.520544 = -201244442.131744 nChanged 464480 Iteration 2F (231.390000 sec): 18 clusters Score: Raw -202839867.048155 + Penalty 59361.520544 = -202780505.527611 nChanged 264002 Iteration 3F (274.320000 sec): 18 clusters Score: Raw -203631334.612932 + Penalty 59361.520544 = -203571973.092388 nChanged 169391 Iteration 4F (316.850000 sec): 18 clusters Score: Raw -203887479.464501 + Penalty 59361.520544 = -203828117.943957 nChanged 122164 Iteration 5F (359.180000 sec): 18 clusters Score: Raw -204046821.182952 + Penalty 59361.520544 = -203987459.662408 nChanged 93291 Iteration 6F (402.020000 sec): 18 clusters Score: Raw -204151917.009622 + Penalty 59361.520544 = -204092555.489078 nChanged 71599 Iteration 7F (445.820000 sec): 18 clusters Score: Raw -204239785.360337 + Penalty 59361.520544 = -204180423.839793 nChanged 63347 Iteration 8Q (462.080000 sec): 18 clusters Score: Raw -204323410.565417 + Penalty 59361.520544 = -204264049.044873 nChanged 59832 Iteration 9Q (477.780000 sec): 18 clusters Score: Raw -204403343.765403 + Penalty 59361.520544 = -204343982.244859 nChanged 52257 Iteration 10Q (492.990000 sec): 18 clusters Score: Raw -204451054.201055 + Penalty 59361.520544 = -204391692.680511 nChanged 42068 Iteration 11Q (507.580000 sec): 18 clusters Score: Raw -204480129.788467 + Penalty 59361.520544 = -204420768.267923 nChanged 34017 Iteration 12Q (521.920000 sec): 18 clusters Score: Raw -204499551.900343 + Penalty 59361.520544 = -204440190.379800 nChanged 27809 Iteration 13Q (535.790000 sec): 18 clusters Score: Raw -204511580.046592 + Penalty 59361.520544 = -204452218.526048 nChanged 22479 Iteration 14Q (549.420000 sec): 18 clusters Score: Raw -204520274.885739 + Penalty 59361.520544 = -204460913.365195 nChanged 18738 Iteration 15Q (562.840000 sec): 18 clusters Score: Raw -204527328.729442 + Penalty 59361.520544 = -204467967.208898 nChanged 15875 Iteration 16Q (576.090000 sec): 18 clusters Score: Raw -204533304.434815 + Penalty 59361.520544 = -204473942.914271 nChanged 13444 Iteration 17Q (588.600000 sec): 18 clusters Score: Raw -204538893.613208 + Penalty 59361.520544 = -204479532.092664 nChanged 11790 Iteration 18Q (600.840000 sec): 18 clusters Score: Raw -204543238.624836 + Penalty 59361.520544 = -204483877.104292 nChanged 10417 Iteration 19Q (613.030000 sec): 18 clusters Score: Raw -204546571.691441 + Penalty 59361.520544 = -204487210.170897 nChanged 9158 Writing temp clu file Because OldScore, -204483877.104292, is greater than current (better) Score,-204487210.170897 Compute initial score before splitting: Score: Raw -204546571.691441 + Penalty 59361.520544 = -204487210.170897 Memory request: 0.07 GB would take us to total of 9.78 GB. Trying to split cluster 1 (35844 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (613.570000 sec): 2 clusters Score: Raw -5798626.415614 + Penalty 2600.759004 = -5796025.656610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (613.770000 sec): 3 clusters Score: Raw -5777006.711107 + Penalty 5201.518008 = -5771805.193099 nChanged 16194 SP:Iteration 1F (613.970000 sec): 3 clusters Score: Raw -5786072.468958 + Penalty 5201.518008 = -5780870.950950 nChanged 2104 SP:Iteration 2F (614.180000 sec): 3 clusters Score: Raw -5787078.223035 + Penalty 5201.518008 = -5781876.705027 nChanged 2241 SP:Iteration 3F (614.390000 sec): 3 clusters Score: Raw -5788388.456901 + Penalty 5201.518008 = -5783186.938893 nChanged 2504 SP:Iteration 4F (614.590000 sec): 3 clusters Score: Raw -5790088.418726 + Penalty 5201.518008 = -5784886.900718 nChanged 2814 SP:Iteration 5F (614.800000 sec): 3 clusters Score: Raw -5792256.771914 + Penalty 5201.518008 = -5787055.253906 nChanged 2626 SP:Iteration 6F (615.000000 sec): 3 clusters Score: Raw -5794296.966218 + Penalty 5201.518008 = -5789095.448210 nChanged 2154 SP:Iteration 7F (615.200000 sec): 3 clusters Score: Raw -5795956.013506 + Penalty 5201.518008 = -5790754.495498 nChanged 1690 SP:Iteration 8Q (615.410000 sec): 3 clusters Score: Raw -5797222.021581 + Penalty 5201.518008 = -5792020.503572 nChanged 1330 SP:Iteration 9Q (615.610000 sec): 3 clusters Score: Raw -5798243.993478 + Penalty 5201.518008 = -5793042.475470 nChanged 1026 SP:Iteration 10Q (615.810000 sec): 3 clusters Score: Raw -5798975.795701 + Penalty 5201.518008 = -5793774.277692 nChanged 661 SP:Iteration 11Q (616.010000 sec): 3 clusters Score: Raw -5799413.965159 + Penalty 5201.518008 = -5794212.447151 nChanged 465 SP:Iteration 12Q (616.210000 sec): 3 clusters Score: Raw -5799703.626538 + Penalty 5201.518008 = -5794502.108530 nChanged 330 SP:Iteration 13Q (616.410000 sec): 3 clusters Score: Raw -5799878.789639 + Penalty 5201.518008 = -5794677.271631 nChanged 226 SP:Iteration 14Q (616.590000 sec): 3 clusters Score: Raw -5799996.907912 + Penalty 5201.518008 = -5794795.389904 nChanged 156 SP:Iteration 15Q (616.780000 sec): 3 clusters Score: Raw -5800074.806404 + Penalty 5201.518008 = -5794873.288396 nChanged 109 SP:Iteration 16Q (616.970000 sec): 3 clusters Score: Raw -5800122.047128 + Penalty 5201.518008 = -5794920.529120 nChanged 80 SP:Iteration 17Q (617.160000 sec): 3 clusters Score: Raw -5800159.348837 + Penalty 5201.518008 = -5794957.830829 nChanged 71 SP:Iteration 18Q (617.340000 sec): 3 clusters Score: Raw -5800198.353163 + Penalty 5201.518008 = -5794996.835155 nChanged 46 SP:Iteration 19Q (617.520000 sec): 3 clusters Score: Raw -5800213.054925 + Penalty 5201.518008 = -5795011.536917 nChanged 32 SP:Iteration 20F (617.720000 sec): 3 clusters Score: Raw -5800229.320594 + Penalty 5201.518008 = -5795027.802586 nChanged 27 SP:Iteration 21Q (617.900000 sec): 3 clusters Score: Raw -5800241.348508 + Penalty 5201.518008 = -5795039.830500 nChanged 19 SP:Iteration 22Q (618.090000 sec): 3 clusters Score: Raw -5800249.882454 + Penalty 5201.518008 = -5795048.364446 nChanged 29 SP:Iteration 23Q (618.270000 sec): 3 clusters Score: Raw -5800259.220178 + Penalty 5201.518008 = -5795057.702170 nChanged 17 SP:Iteration 24Q (618.450000 sec): 3 clusters Score: Raw -5800264.918310 + Penalty 5201.518008 = -5795063.400302 nChanged 23 SP:Iteration 25Q (618.620000 sec): 3 clusters Score: Raw -5800271.467288 + Penalty 5201.518008 = -5795069.949280 nChanged 16 SP:Iteration 26Q (618.800000 sec): 3 clusters Score: Raw -5800275.358833 + Penalty 5201.518008 = -5795073.840825 nChanged 14 SP:Iteration 27Q (618.980000 sec): 3 clusters Score: Raw -5800278.878328 + Penalty 5201.518008 = -5795077.360320 nChanged 13 SP:Iteration 28Q (619.160000 sec): 3 clusters Score: Raw -5800281.140292 + Penalty 5201.518008 = -5795079.622284 nChanged 8 SP:Iteration 29Q (619.330000 sec): 3 clusters Score: Raw -5800284.314626 + Penalty 5201.518008 = -5795082.796618 nChanged 10 SP:Iteration 30Q (619.510000 sec): 3 clusters Score: Raw -5800287.397474 + Penalty 5201.518008 = -5795085.879466 nChanged 9 SP:Iteration 31Q (619.690000 sec): 3 clusters Score: Raw -5800289.768622 + Penalty 5201.518008 = -5795088.250614 nChanged 9 SP:Iteration 32Q (619.870000 sec): 3 clusters Score: Raw -5800291.077152 + Penalty 5201.518008 = -5795089.559143 nChanged 3 SP:Iteration 33Q (620.050000 sec): 3 clusters Score: Raw -5800291.536852 + Penalty 5201.518008 = -5795090.018844 nChanged 4 SP:Iteration 34Q (620.230000 sec): 3 clusters Score: Raw -5800292.123893 + Penalty 5201.518008 = -5795090.605885 nChanged 3 SP:Iteration 35Q (620.410000 sec): 3 clusters Score: Raw -5800292.489966 + Penalty 5201.518008 = -5795090.971958 nChanged 2 SP:Iteration 36Q (620.590000 sec): 3 clusters Score: Raw -5800292.859133 + Penalty 5201.518008 = -5795091.341125 nChanged 0 SP:Iteration 37F (620.790000 sec): 3 clusters Score: Raw -5800292.859133 + Penalty 5201.518008 = -5795091.341125 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 2 (22001 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (620.910000 sec): 2 clusters Score: Raw -3442155.317092 + Penalty 2479.713110 = -3439675.603982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (621.040000 sec): 3 clusters Score: Raw -3429659.434399 + Penalty 4959.426220 = -3424700.008179 nChanged 9688 SP:Iteration 1F (621.160000 sec): 3 clusters Score: Raw -3437521.659780 + Penalty 4959.426220 = -3432562.233560 nChanged 2771 SP:Iteration 2F (621.290000 sec): 3 clusters Score: Raw -3442737.287485 + Penalty 4959.426220 = -3437777.861264 nChanged 3485 SP:Iteration 3F (621.420000 sec): 3 clusters Score: Raw -3449640.309572 + Penalty 4959.426220 = -3444680.883352 nChanged 2387 SP:Iteration 4F (621.540000 sec): 3 clusters Score: Raw -3453034.954348 + Penalty 4959.426220 = -3448075.528128 nChanged 992 SP:Iteration 5Q (621.660000 sec): 3 clusters Score: Raw -3453772.595707 + Penalty 4959.426220 = -3448813.169487 nChanged 454 SP:Iteration 6Q (621.790000 sec): 3 clusters Score: Raw -3454110.966272 + Penalty 4959.426220 = -3449151.540052 nChanged 316 SP:Iteration 7Q (621.910000 sec): 3 clusters Score: Raw -3454357.193881 + Penalty 4959.426220 = -3449397.767660 nChanged 243 SP:Iteration 8Q (622.020000 sec): 3 clusters Score: Raw -3454507.744343 + Penalty 4959.426220 = -3449548.318123 nChanged 201 SP:Iteration 9Q (622.140000 sec): 3 clusters Score: Raw -3454601.376075 + Penalty 4959.426220 = -3449641.949854 nChanged 146 SP:Iteration 10Q (622.250000 sec): 3 clusters Score: Raw -3454652.648734 + Penalty 4959.426220 = -3449693.222514 nChanged 119 SP:Iteration 11Q (622.360000 sec): 3 clusters Score: Raw -3454687.007754 + Penalty 4959.426220 = -3449727.581534 nChanged 89 SP:Iteration 12Q (622.480000 sec): 3 clusters Score: Raw -3454707.772978 + Penalty 4959.426220 = -3449748.346758 nChanged 81 SP:Iteration 13Q (622.580000 sec): 3 clusters Score: Raw -3454728.144953 + Penalty 4959.426220 = -3449768.718733 nChanged 73 SP:Iteration 14Q (622.690000 sec): 3 clusters Score: Raw -3454744.309868 + Penalty 4959.426220 = -3449784.883648 nChanged 59 SP:Iteration 15Q (622.800000 sec): 3 clusters Score: Raw -3454758.460062 + Penalty 4959.426220 = -3449799.033841 nChanged 66 SP:Iteration 16Q (622.910000 sec): 3 clusters Score: Raw -3454773.870634 + Penalty 4959.426220 = -3449814.444414 nChanged 67 SP:Iteration 17Q (623.020000 sec): 3 clusters Score: Raw -3454791.336627 + Penalty 4959.426220 = -3449831.910407 nChanged 51 SP:Iteration 18Q (623.130000 sec): 3 clusters Score: Raw -3454802.927931 + Penalty 4959.426220 = -3449843.501711 nChanged 51 SP:Iteration 19Q (623.240000 sec): 3 clusters Score: Raw -3454815.061506 + Penalty 4959.426220 = -3449855.635285 nChanged 46 SP:Iteration 20F (623.360000 sec): 3 clusters Score: Raw -3454824.457063 + Penalty 4959.426220 = -3449865.030842 nChanged 49 SP:Iteration 21Q (623.470000 sec): 3 clusters Score: Raw -3454833.799481 + Penalty 4959.426220 = -3449874.373261 nChanged 54 SP:Iteration 22Q (623.580000 sec): 3 clusters Score: Raw -3454845.433572 + Penalty 4959.426220 = -3449886.007352 nChanged 46 SP:Iteration 23Q (623.690000 sec): 3 clusters Score: Raw -3454856.921756 + Penalty 4959.426220 = -3449897.495536 nChanged 67 SP:Iteration 24Q (623.800000 sec): 3 clusters Score: Raw -3454873.893592 + Penalty 4959.426220 = -3449914.467372 nChanged 62 SP:Iteration 25Q (623.910000 sec): 3 clusters Score: Raw -3454887.442611 + Penalty 4959.426220 = -3449928.016391 nChanged 59 SP:Iteration 26Q (624.020000 sec): 3 clusters Score: Raw -3454899.268612 + Penalty 4959.426220 = -3449939.842392 nChanged 57 SP:Iteration 27Q (624.130000 sec): 3 clusters Score: Raw -3454909.061061 + Penalty 4959.426220 = -3449949.634841 nChanged 56 SP:Iteration 28Q (624.240000 sec): 3 clusters Score: Raw -3454920.059860 + Penalty 4959.426220 = -3449960.633640 nChanged 67 SP:Iteration 29Q (624.340000 sec): 3 clusters Score: Raw -3454932.575969 + Penalty 4959.426220 = -3449973.149749 nChanged 65 SP:Iteration 30Q (624.450000 sec): 3 clusters Score: Raw -3454944.953849 + Penalty 4959.426220 = -3449985.527628 nChanged 60 SP:Iteration 31Q (624.560000 sec): 3 clusters Score: Raw -3454955.407497 + Penalty 4959.426220 = -3449995.981277 nChanged 63 SP:Iteration 32Q (624.670000 sec): 3 clusters Score: Raw -3454966.592731 + Penalty 4959.426220 = -3450007.166510 nChanged 52 SP:Iteration 33Q (624.780000 sec): 3 clusters Score: Raw -3454974.979241 + Penalty 4959.426220 = -3450015.553020 nChanged 49 SP:Iteration 34Q (624.890000 sec): 3 clusters Score: Raw -3454982.848478 + Penalty 4959.426220 = -3450023.422258 nChanged 39 SP:Iteration 35Q (625.000000 sec): 3 clusters Score: Raw -3454988.955058 + Penalty 4959.426220 = -3450029.528838 nChanged 40 SP:Iteration 36Q (625.110000 sec): 3 clusters Score: Raw -3454994.285760 + Penalty 4959.426220 = -3450034.859540 nChanged 34 SP:Iteration 37Q (625.220000 sec): 3 clusters Score: Raw -3454999.402406 + Penalty 4959.426220 = -3450039.976186 nChanged 34 SP:Iteration 38Q (625.340000 sec): 3 clusters Score: Raw -3455004.303081 + Penalty 4959.426220 = -3450044.876861 nChanged 40 SP:Iteration 39Q (625.450000 sec): 3 clusters Score: Raw -3455010.003718 + Penalty 4959.426220 = -3450050.577498 nChanged 36 SP:Iteration 40F (625.570000 sec): 3 clusters Score: Raw -3455015.348672 + Penalty 4959.426220 = -3450055.922452 nChanged 37 SP:Iteration 41Q (625.680000 sec): 3 clusters Score: Raw -3455020.605271 + Penalty 4959.426220 = -3450061.179051 nChanged 30 SP:Iteration 42Q (625.780000 sec): 3 clusters Score: Raw -3455023.739909 + Penalty 4959.426220 = -3450064.313689 nChanged 22 SP:Iteration 43Q (625.900000 sec): 3 clusters Score: Raw -3455026.358493 + Penalty 4959.426220 = -3450066.932273 nChanged 17 SP:Iteration 44Q (626.000000 sec): 3 clusters Score: Raw -3455027.913037 + Penalty 4959.426220 = -3450068.486817 nChanged 18 SP:Iteration 45Q (626.110000 sec): 3 clusters Score: Raw -3455029.460154 + Penalty 4959.426220 = -3450070.033933 nChanged 16 SP:Iteration 46Q (626.220000 sec): 3 clusters Score: Raw -3455030.949474 + Penalty 4959.426220 = -3450071.523254 nChanged 16 SP:Iteration 47Q (626.330000 sec): 3 clusters Score: Raw -3455032.295687 + Penalty 4959.426220 = -3450072.869467 nChanged 14 SP:Iteration 48Q (626.450000 sec): 3 clusters Score: Raw -3455033.697901 + Penalty 4959.426220 = -3450074.271681 nChanged 18 SP:Iteration 49Q (626.550000 sec): 3 clusters Score: Raw -3455035.413828 + Penalty 4959.426220 = -3450075.987608 nChanged 14 SP:Iteration 50Q (626.660000 sec): 3 clusters Score: Raw -3455036.831925 + Penalty 4959.426220 = -3450077.405704 nChanged 16 SP:Iteration 51Q (626.770000 sec): 3 clusters Score: Raw -3455037.924757 + Penalty 4959.426220 = -3450078.498537 nChanged 10 SP:Iteration 52Q (626.890000 sec): 3 clusters Score: Raw -3455038.931498 + Penalty 4959.426220 = -3450079.505277 nChanged 10 SP:Iteration 53Q (626.990000 sec): 3 clusters Score: Raw -3455039.890515 + Penalty 4959.426220 = -3450080.464295 nChanged 7 SP:Iteration 54Q (627.110000 sec): 3 clusters Score: Raw -3455040.855131 + Penalty 4959.426220 = -3450081.428911 nChanged 13 SP:Iteration 55Q (627.220000 sec): 3 clusters Score: Raw -3455042.144255 + Penalty 4959.426220 = -3450082.718035 nChanged 16 SP:Iteration 56Q (627.330000 sec): 3 clusters Score: Raw -3455043.325252 + Penalty 4959.426220 = -3450083.899032 nChanged 10 SP:Iteration 57Q (627.440000 sec): 3 clusters Score: Raw -3455044.232835 + Penalty 4959.426220 = -3450084.806614 nChanged 15 SP:Iteration 58Q (627.550000 sec): 3 clusters Score: Raw -3455045.550617 + Penalty 4959.426220 = -3450086.124397 nChanged 12 SP:Iteration 59Q (627.670000 sec): 3 clusters Score: Raw -3455047.153845 + Penalty 4959.426220 = -3450087.727625 nChanged 15 SP:Iteration 60F (627.790000 sec): 3 clusters Score: Raw -3455048.661399 + Penalty 4959.426220 = -3450089.235179 nChanged 9 SP:Iteration 61Q (627.890000 sec): 3 clusters Score: Raw -3455049.368719 + Penalty 4959.426220 = -3450089.942499 nChanged 7 SP:Iteration 62Q (628.010000 sec): 3 clusters Score: Raw -3455049.794654 + Penalty 4959.426220 = -3450090.368434 nChanged 6 SP:Iteration 63Q (628.110000 sec): 3 clusters Score: Raw -3455050.071845 + Penalty 4959.426220 = -3450090.645625 nChanged 2 SP:Iteration 64Q (628.230000 sec): 3 clusters Score: Raw -3455050.237061 + Penalty 4959.426220 = -3450090.810841 nChanged 2 SP:Iteration 65Q (628.330000 sec): 3 clusters Score: Raw -3455050.335060 + Penalty 4959.426220 = -3450090.908840 nChanged 1 SP:Iteration 66Q (628.440000 sec): 3 clusters Score: Raw -3455050.384517 + Penalty 4959.426220 = -3450090.958297 nChanged 2 SP:Iteration 67Q (628.550000 sec): 3 clusters Score: Raw -3455050.519960 + Penalty 4959.426220 = -3450091.093740 nChanged 1 SP:Iteration 68Q (628.660000 sec): 3 clusters Score: Raw -3455050.635066 + Penalty 4959.426220 = -3450091.208846 nChanged 1 SP:Iteration 69Q (628.770000 sec): 3 clusters Score: Raw -3455050.719467 + Penalty 4959.426220 = -3450091.293247 nChanged 3 SP:Iteration 70Q (628.880000 sec): 3 clusters Score: Raw -3455050.959217 + Penalty 4959.426220 = -3450091.532997 nChanged 2 SP:Iteration 71Q (628.990000 sec): 3 clusters Score: Raw -3455051.087041 + Penalty 4959.426220 = -3450091.660821 nChanged 1 SP:Iteration 72Q (629.090000 sec): 3 clusters Score: Raw -3455051.185014 + Penalty 4959.426220 = -3450091.758794 nChanged 2 SP:Iteration 73Q (629.200000 sec): 3 clusters Score: Raw -3455051.288974 + Penalty 4959.426220 = -3450091.862753 nChanged 2 SP:Iteration 74Q (629.310000 sec): 3 clusters Score: Raw -3455051.402102 + Penalty 4959.426220 = -3450091.975882 nChanged 0 SP:Iteration 75F (629.430000 sec): 3 clusters Score: Raw -3455051.402102 + Penalty 4959.426220 = -3450091.975882 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 9.78 GB. Trying to split cluster 3 (10648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (629.490000 sec): 2 clusters Score: Raw -1543058.405907 + Penalty 2299.735585 = -1540758.670322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (629.550000 sec): 3 clusters Score: Raw -1537440.606670 + Penalty 4599.471171 = -1532841.135499 nChanged 4501 SP:Iteration 1F (629.610000 sec): 3 clusters Score: Raw -1540609.595769 + Penalty 4599.471171 = -1536010.124598 nChanged 1126 SP:Iteration 2F (629.670000 sec): 3 clusters Score: Raw -1542260.782475 + Penalty 4599.471171 = -1537661.311304 nChanged 1206 SP:Iteration 3F (629.730000 sec): 3 clusters Score: Raw -1544173.248307 + Penalty 4599.471171 = -1539573.777136 nChanged 1028 SP:Iteration 4F (629.790000 sec): 3 clusters Score: Raw -1545435.116292 + Penalty 4599.471171 = -1540835.645121 nChanged 705 SP:Iteration 5F (629.840000 sec): 3 clusters Score: Raw -1546132.007685 + Penalty 4599.471171 = -1541532.536515 nChanged 490 SP:Iteration 6Q (629.900000 sec): 3 clusters Score: Raw -1546519.456072 + Penalty 4599.471171 = -1541919.984902 nChanged 352 SP:Iteration 7Q (629.950000 sec): 3 clusters Score: Raw -1546827.625240 + Penalty 4599.471171 = -1542228.154069 nChanged 285 SP:Iteration 8Q (630.010000 sec): 3 clusters Score: Raw -1547066.393554 + Penalty 4599.471171 = -1542466.922384 nChanged 255 SP:Iteration 9Q (630.060000 sec): 3 clusters Score: Raw -1547213.657327 + Penalty 4599.471171 = -1542614.186156 nChanged 198 SP:Iteration 10Q (630.120000 sec): 3 clusters Score: Raw -1547319.059462 + Penalty 4599.471171 = -1542719.588292 nChanged 144 SP:Iteration 11Q (630.170000 sec): 3 clusters Score: Raw -1547384.485319 + Penalty 4599.471171 = -1542785.014149 nChanged 110 SP:Iteration 12Q (630.230000 sec): 3 clusters Score: Raw -1547423.841907 + Penalty 4599.471171 = -1542824.370737 nChanged 75 SP:Iteration 13Q (630.280000 sec): 3 clusters Score: Raw -1547449.854868 + Penalty 4599.471171 = -1542850.383697 nChanged 55 SP:Iteration 14Q (630.330000 sec): 3 clusters Score: Raw -1547469.425211 + Penalty 4599.471171 = -1542869.954040 nChanged 44 SP:Iteration 15Q (630.380000 sec): 3 clusters Score: Raw -1547484.059694 + Penalty 4599.471171 = -1542884.588523 nChanged 31 SP:Iteration 16Q (630.430000 sec): 3 clusters Score: Raw -1547513.728859 + Penalty 4599.471171 = -1542914.257688 nChanged 43 SP:Iteration 17Q (630.490000 sec): 3 clusters Score: Raw -1547545.393159 + Penalty 4599.471171 = -1542945.921989 nChanged 53 SP:Iteration 18Q (630.540000 sec): 3 clusters Score: Raw -1547570.289438 + Penalty 4599.471171 = -1542970.818267 nChanged 47 SP:Iteration 19Q (630.590000 sec): 3 clusters Score: Raw -1547591.058603 + Penalty 4599.471171 = -1542991.587432 nChanged 38 SP:Iteration 20F (630.650000 sec): 3 clusters Score: Raw -1547603.094872 + Penalty 4599.471171 = -1543003.623702 nChanged 28 SP:Iteration 21Q (630.700000 sec): 3 clusters Score: Raw -1547611.359717 + Penalty 4599.471171 = -1543011.888547 nChanged 26 SP:Iteration 22Q (630.750000 sec): 3 clusters Score: Raw -1547621.964709 + Penalty 4599.471171 = -1543022.493538 nChanged 28 SP:Iteration 23Q (630.810000 sec): 3 clusters Score: Raw -1547633.329467 + Penalty 4599.471171 = -1543033.858296 nChanged 22 SP:Iteration 24Q (630.860000 sec): 3 clusters Score: Raw -1547647.487542 + Penalty 4599.471171 = -1543048.016371 nChanged 36 SP:Iteration 25Q (630.910000 sec): 3 clusters Score: Raw -1547668.011470 + Penalty 4599.471171 = -1543068.540299 nChanged 33 SP:Iteration 26Q (630.970000 sec): 3 clusters Score: Raw -1547685.727341 + Penalty 4599.471171 = -1543086.256171 nChanged 36 SP:Iteration 27Q (631.020000 sec): 3 clusters Score: Raw -1547706.050770 + Penalty 4599.471171 = -1543106.579599 nChanged 44 SP:Iteration 28Q (631.070000 sec): 3 clusters Score: Raw -1547727.985346 + Penalty 4599.471171 = -1543128.514175 nChanged 41 SP:Iteration 29Q (631.130000 sec): 3 clusters Score: Raw -1547750.873654 + Penalty 4599.471171 = -1543151.402483 nChanged 39 SP:Iteration 30Q (631.180000 sec): 3 clusters Score: Raw -1547767.456905 + Penalty 4599.471171 = -1543167.985734 nChanged 45 SP:Iteration 31Q (631.230000 sec): 3 clusters Score: Raw -1547786.032581 + Penalty 4599.471171 = -1543186.561411 nChanged 33 SP:Iteration 32Q (631.280000 sec): 3 clusters Score: Raw -1547801.067434 + Penalty 4599.471171 = -1543201.596263 nChanged 29 SP:Iteration 33Q (631.330000 sec): 3 clusters Score: Raw -1547812.053239 + Penalty 4599.471171 = -1543212.582068 nChanged 32 SP:Iteration 34Q (631.390000 sec): 3 clusters Score: Raw -1547820.757487 + Penalty 4599.471171 = -1543221.286316 nChanged 23 SP:Iteration 35Q (631.440000 sec): 3 clusters Score: Raw -1547828.045310 + Penalty 4599.471171 = -1543228.574139 nChanged 29 SP:Iteration 36Q (631.490000 sec): 3 clusters Score: Raw -1547836.855659 + Penalty 4599.471171 = -1543237.384488 nChanged 18 SP:Iteration 37Q (631.550000 sec): 3 clusters Score: Raw -1547839.762485 + Penalty 4599.471171 = -1543240.291314 nChanged 11 SP:Iteration 38Q (631.600000 sec): 3 clusters Score: Raw -1547842.984173 + Penalty 4599.471171 = -1543243.513002 nChanged 14 SP:Iteration 39Q (631.650000 sec): 3 clusters Score: Raw -1547845.825653 + Penalty 4599.471171 = -1543246.354483 nChanged 7 SP:Iteration 40F (631.710000 sec): 3 clusters Score: Raw -1547847.156169 + Penalty 4599.471171 = -1543247.684999 nChanged 7 SP:Iteration 41Q (631.760000 sec): 3 clusters Score: Raw -1547850.096251 + Penalty 4599.471171 = -1543250.625080 nChanged 11 SP:Iteration 42Q (631.820000 sec): 3 clusters Score: Raw -1547852.750250 + Penalty 4599.471171 = -1543253.279079 nChanged 10 SP:Iteration 43Q (631.870000 sec): 3 clusters Score: Raw -1547854.577485 + Penalty 4599.471171 = -1543255.106315 nChanged 7 SP:Iteration 44Q (631.930000 sec): 3 clusters Score: Raw -1547856.416516 + Penalty 4599.471171 = -1543256.945345 nChanged 4 SP:Iteration 45Q (631.990000 sec): 3 clusters Score: Raw -1547857.000200 + Penalty 4599.471171 = -1543257.529029 nChanged 4 SP:Iteration 46Q (632.040000 sec): 3 clusters Score: Raw -1547857.996507 + Penalty 4599.471171 = -1543258.525336 nChanged 5 SP:Iteration 47Q (632.100000 sec): 3 clusters Score: Raw -1547859.219065 + Penalty 4599.471171 = -1543259.747895 nChanged 9 SP:Iteration 48Q (632.150000 sec): 3 clusters Score: Raw -1547860.261650 + Penalty 4599.471171 = -1543260.790479 nChanged 5 SP:Iteration 49Q (632.210000 sec): 3 clusters Score: Raw -1547860.856068 + Penalty 4599.471171 = -1543261.384898 nChanged 4 SP:Iteration 50Q (632.270000 sec): 3 clusters Score: Raw -1547861.711522 + Penalty 4599.471171 = -1543262.240351 nChanged 5 SP:Iteration 51Q (632.320000 sec): 3 clusters Score: Raw -1547862.104286 + Penalty 4599.471171 = -1543262.633115 nChanged 2 SP:Iteration 52Q (632.380000 sec): 3 clusters Score: Raw -1547862.436406 + Penalty 4599.471171 = -1543262.965235 nChanged 1 SP:Iteration 53Q (632.430000 sec): 3 clusters Score: Raw -1547862.559972 + Penalty 4599.471171 = -1543263.088802 nChanged 0 SP:Iteration 54F (632.490000 sec): 3 clusters Score: Raw -1547862.559972 + Penalty 4599.471171 = -1543263.088802 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 9.78 GB. Trying to split cluster 4 (5699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (632.530000 sec): 2 clusters Score: Raw -712697.583206 + Penalty 2144.715408 = -710552.867798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (632.570000 sec): 3 clusters Score: Raw -711752.968914 + Penalty 4289.430816 = -707463.538099 nChanged 2444 SP:Iteration 1F (632.600000 sec): 3 clusters Score: Raw -728585.679619 + Penalty 4289.430816 = -724296.248803 nChanged 785 SP:Iteration 2F (632.630000 sec): 3 clusters Score: Raw -732402.878614 + Penalty 4289.430816 = -728113.447798 nChanged 266 SP:Iteration 3Q (632.650000 sec): 3 clusters Score: Raw -733957.026349 + Penalty 4289.430816 = -729667.595533 nChanged 166 SP:Iteration 4Q (632.680000 sec): 3 clusters Score: Raw -734925.925300 + Penalty 4289.430816 = -730636.494484 nChanged 145 SP:Iteration 5Q (632.700000 sec): 3 clusters Score: Raw -735897.556622 + Penalty 4289.430816 = -731608.125807 nChanged 184 SP:Iteration 6Q (632.730000 sec): 3 clusters Score: Raw -737219.238296 + Penalty 4289.430816 = -732929.807480 nChanged 218 SP:Iteration 7Q (632.750000 sec): 3 clusters Score: Raw -738824.759507 + Penalty 4289.430816 = -734535.328691 nChanged 227 SP:Iteration 8Q (632.780000 sec): 3 clusters Score: Raw -740999.190788 + Penalty 4289.430816 = -736709.759972 nChanged 96 SP:Iteration 9Q (632.800000 sec): 3 clusters Score: Raw -742176.494464 + Penalty 4289.430816 = -737887.063648 nChanged 102 SP:Iteration 10Q (632.820000 sec): 3 clusters Score: Raw -744505.532692 + Penalty 4289.430816 = -740216.101877 nChanged 80 SP:Iteration 11Q (632.850000 sec): 3 clusters Score: Raw -745182.527078 + Penalty 4289.430816 = -740893.096262 nChanged 81 SP:Iteration 12Q (632.870000 sec): 3 clusters Score: Raw -745993.806457 + Penalty 4289.430816 = -741704.375641 nChanged 66 SP:Iteration 13Q (632.890000 sec): 3 clusters Score: Raw -746793.085420 + Penalty 4289.430816 = -742503.654604 nChanged 37 SP:Iteration 14Q (632.910000 sec): 3 clusters Score: Raw -747183.841105 + Penalty 4289.430816 = -742894.410289 nChanged 33 SP:Iteration 15Q (632.930000 sec): 3 clusters Score: Raw -747423.883863 + Penalty 4289.430816 = -743134.453047 nChanged 18 SP:Iteration 16Q (632.960000 sec): 3 clusters Score: Raw -747579.419547 + Penalty 4289.430816 = -743289.988732 nChanged 17 SP:Iteration 17Q (632.980000 sec): 3 clusters Score: Raw -747684.816248 + Penalty 4289.430816 = -743395.385432 nChanged 8 SP:Iteration 18Q (633.000000 sec): 3 clusters Score: Raw -747747.192091 + Penalty 4289.430816 = -743457.761275 nChanged 8 SP:Iteration 19Q (633.030000 sec): 3 clusters Score: Raw -747776.064263 + Penalty 4289.430816 = -743486.633447 nChanged 3 SP:Iteration 20F (633.060000 sec): 3 clusters Score: Raw -748019.487425 + Penalty 4289.430816 = -743730.056609 nChanged 65 SP:Iteration 21Q (633.080000 sec): 3 clusters Score: Raw -748585.903615 + Penalty 4289.430816 = -744296.472799 nChanged 85 SP:Iteration 22Q (633.100000 sec): 3 clusters Score: Raw -749898.480676 + Penalty 4289.430816 = -745609.049860 nChanged 76 SP:Iteration 23Q (633.120000 sec): 3 clusters Score: Raw -754189.345161 + Penalty 4289.430816 = -749899.914346 nChanged 4 SP:Iteration 24Q (633.150000 sec): 3 clusters Score: Raw -754215.205279 + Penalty 4289.430816 = -749925.774463 nChanged 4 SP:Iteration 25Q (633.170000 sec): 3 clusters Score: Raw -754235.351757 + Penalty 4289.430816 = -749945.920941 nChanged 1 SP:Iteration 26Q (633.190000 sec): 3 clusters Score: Raw -754236.851049 + Penalty 4289.430816 = -749947.420233 nChanged 0 SP:Iteration 27F (633.220000 sec): 3 clusters Score: Raw -754245.733683 + Penalty 4289.430816 = -749956.302867 nChanged 3 SP:Iteration 28Q (633.240000 sec): 3 clusters Score: Raw -754267.579545 + Penalty 4289.430816 = -749978.148729 nChanged 2 SP:Iteration 29Q (633.270000 sec): 3 clusters Score: Raw -754272.533875 + Penalty 4289.430816 = -749983.103059 nChanged 1 SP:Iteration 30Q (633.290000 sec): 3 clusters Score: Raw -754273.650128 + Penalty 4289.430816 = -749984.219312 nChanged 0 SP:Iteration 31F (633.320000 sec): 3 clusters Score: Raw -754279.182947 + Penalty 4289.430816 = -749989.752131 nChanged 1 SP:Iteration 32Q (633.340000 sec): 3 clusters Score: Raw -754285.961211 + Penalty 4289.430816 = -749996.530395 nChanged 1 SP:Iteration 33Q (633.360000 sec): 3 clusters Score: Raw -754287.105590 + Penalty 4289.430816 = -749997.674775 nChanged 0 SP:Iteration 34F (633.390000 sec): 3 clusters Score: Raw -754287.105590 + Penalty 4289.430816 = -749997.674775 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 9.78 GB. Trying to split cluster 5 (1260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (633.410000 sec): 2 clusters Score: Raw -147444.596079 + Penalty 1770.439016 = -145674.157063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (633.420000 sec): 3 clusters Score: Raw -147867.043053 + Penalty 3540.878032 = -144326.165021 nChanged 446 SP:Iteration 1F (633.430000 sec): 3 clusters Score: Raw -151154.566552 + Penalty 3540.878032 = -147613.688520 nChanged 175 SP:Iteration 2F (633.430000 sec): 3 clusters Score: Raw -153145.611216 + Penalty 3540.878032 = -149604.733184 nChanged 63 SP:Iteration 3Q (633.440000 sec): 3 clusters Score: Raw -153919.877151 + Penalty 3540.878032 = -150378.999119 nChanged 28 SP:Iteration 4Q (633.450000 sec): 3 clusters Score: Raw -154239.410235 + Penalty 3540.878032 = -150698.532203 nChanged 11 SP:Iteration 5Q (633.450000 sec): 3 clusters Score: Raw -154308.563560 + Penalty 3540.878032 = -150767.685528 nChanged 8 SP:Iteration 6Q (633.450000 sec): 3 clusters Score: Raw -154435.207725 + Penalty 3540.878032 = -150894.329693 nChanged 9 SP:Iteration 7Q (633.460000 sec): 3 clusters Score: Raw -154513.751356 + Penalty 3540.878032 = -150972.873324 nChanged 8 SP:Iteration 8Q (633.470000 sec): 3 clusters Score: Raw -154544.355834 + Penalty 3540.878032 = -151003.477802 nChanged 6 SP:Iteration 9Q (633.470000 sec): 3 clusters Score: Raw -154604.989407 + Penalty 3540.878032 = -151064.111375 nChanged 1 SP:Iteration 10Q (633.470000 sec): 3 clusters Score: Raw -154605.529205 + Penalty 3540.878032 = -151064.651173 nChanged 0 SP:Iteration 11F (633.480000 sec): 3 clusters Score: Raw -154607.221128 + Penalty 3540.878032 = -151066.343096 nChanged 2 SP:Iteration 12Q (633.490000 sec): 3 clusters Score: Raw -154616.979803 + Penalty 3540.878032 = -151076.101772 nChanged 3 SP:Iteration 13Q (633.490000 sec): 3 clusters Score: Raw -154633.203781 + Penalty 3540.878032 = -151092.325749 nChanged 4 SP:Iteration 14Q (633.500000 sec): 3 clusters Score: Raw -154640.272881 + Penalty 3540.878032 = -151099.394849 nChanged 1 SP:Iteration 15Q (633.500000 sec): 3 clusters Score: Raw -154649.448670 + Penalty 3540.878032 = -151108.570638 nChanged 4 SP:Iteration 16Q (633.510000 sec): 3 clusters Score: Raw -154713.014200 + Penalty 3540.878032 = -151172.136168 nChanged 5 SP:Iteration 17Q (633.510000 sec): 3 clusters Score: Raw -154797.208075 + Penalty 3540.878032 = -151256.330043 nChanged 4 SP:Iteration 18Q (633.520000 sec): 3 clusters Score: Raw -154814.937158 + Penalty 3540.878032 = -151274.059126 nChanged 3 SP:Iteration 19Q (633.530000 sec): 3 clusters Score: Raw -154818.973214 + Penalty 3540.878032 = -151278.095182 nChanged 4 SP:Iteration 20F (633.530000 sec): 3 clusters Score: Raw -154823.271245 + Penalty 3540.878032 = -151282.393213 nChanged 2 SP:Iteration 21Q (633.540000 sec): 3 clusters Score: Raw -154824.311709 + Penalty 3540.878032 = -151283.433677 nChanged 1 SP:Iteration 22Q (633.540000 sec): 3 clusters Score: Raw -154824.958860 + Penalty 3540.878032 = -151284.080828 nChanged 1 SP:Iteration 23Q (633.550000 sec): 3 clusters Score: Raw -154825.770517 + Penalty 3540.878032 = -151284.892485 nChanged 2 SP:Iteration 24Q (633.550000 sec): 3 clusters Score: Raw -154827.990799 + Penalty 3540.878032 = -151287.112767 nChanged 1 SP:Iteration 25Q (633.560000 sec): 3 clusters Score: Raw -154828.872247 + Penalty 3540.878032 = -151287.994215 nChanged 0 SP:Iteration 26F (633.570000 sec): 3 clusters Score: Raw -154828.872247 + Penalty 3540.878032 = -151287.994215 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 9.78 GB. Trying to split cluster 6 (8407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (633.610000 sec): 2 clusters Score: Raw -1360343.760691 + Penalty 2241.131353 = -1358102.629338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (633.660000 sec): 3 clusters Score: Raw -1355894.484465 + Penalty 4482.262706 = -1351412.221760 nChanged 3475 SP:Iteration 1F (633.710000 sec): 3 clusters Score: Raw -1357724.881893 + Penalty 4482.262706 = -1353242.619187 nChanged 564 SP:Iteration 2F (633.750000 sec): 3 clusters Score: Raw -1357992.902160 + Penalty 4482.262706 = -1353510.639454 nChanged 434 SP:Iteration 3F (633.800000 sec): 3 clusters Score: Raw -1358205.438639 + Penalty 4482.262706 = -1353723.175934 nChanged 372 SP:Iteration 4Q (633.850000 sec): 3 clusters Score: Raw -1358397.770835 + Penalty 4482.262706 = -1353915.508129 nChanged 327 SP:Iteration 5Q (633.890000 sec): 3 clusters Score: Raw -1358581.959359 + Penalty 4482.262706 = -1354099.696653 nChanged 318 SP:Iteration 6Q (633.940000 sec): 3 clusters Score: Raw -1358791.540461 + Penalty 4482.262706 = -1354309.277755 nChanged 329 SP:Iteration 7Q (633.990000 sec): 3 clusters Score: Raw -1359024.578519 + Penalty 4482.262706 = -1354542.315814 nChanged 344 SP:Iteration 8Q (634.030000 sec): 3 clusters Score: Raw -1359252.669911 + Penalty 4482.262706 = -1354770.407205 nChanged 349 SP:Iteration 9Q (634.080000 sec): 3 clusters Score: Raw -1359497.537449 + Penalty 4482.262706 = -1355015.274744 nChanged 400 SP:Iteration 10Q (634.130000 sec): 3 clusters Score: Raw -1359774.831767 + Penalty 4482.262706 = -1355292.569061 nChanged 398 SP:Iteration 11Q (634.180000 sec): 3 clusters Score: Raw -1360081.065436 + Penalty 4482.262706 = -1355598.802730 nChanged 414 SP:Iteration 12Q (634.230000 sec): 3 clusters Score: Raw -1360428.352421 + Penalty 4482.262706 = -1355946.089715 nChanged 385 SP:Iteration 13Q (634.270000 sec): 3 clusters Score: Raw -1360780.613354 + Penalty 4482.262706 = -1356298.350648 nChanged 341 SP:Iteration 14Q (634.320000 sec): 3 clusters Score: Raw -1361124.418485 + Penalty 4482.262706 = -1356642.155779 nChanged 282 SP:Iteration 15Q (634.370000 sec): 3 clusters Score: Raw -1361431.800794 + Penalty 4482.262706 = -1356949.538089 nChanged 185 SP:Iteration 16Q (634.410000 sec): 3 clusters Score: Raw -1361556.727192 + Penalty 4482.262706 = -1357074.464487 nChanged 110 SP:Iteration 17Q (634.450000 sec): 3 clusters Score: Raw -1361615.104880 + Penalty 4482.262706 = -1357132.842174 nChanged 68 SP:Iteration 18Q (634.490000 sec): 3 clusters Score: Raw -1361644.934326 + Penalty 4482.262706 = -1357162.671621 nChanged 47 SP:Iteration 19Q (634.540000 sec): 3 clusters Score: Raw -1361660.965660 + Penalty 4482.262706 = -1357178.702954 nChanged 30 SP:Iteration 20F (634.580000 sec): 3 clusters Score: Raw -1361670.469327 + Penalty 4482.262706 = -1357188.206621 nChanged 15 SP:Iteration 21Q (634.630000 sec): 3 clusters Score: Raw -1361675.524601 + Penalty 4482.262706 = -1357193.261895 nChanged 13 SP:Iteration 22Q (634.670000 sec): 3 clusters Score: Raw -1361680.194248 + Penalty 4482.262706 = -1357197.931543 nChanged 11 SP:Iteration 23Q (634.710000 sec): 3 clusters Score: Raw -1361683.535922 + Penalty 4482.262706 = -1357201.273216 nChanged 4 SP:Iteration 24Q (634.750000 sec): 3 clusters Score: Raw -1361684.215398 + Penalty 4482.262706 = -1357201.952693 nChanged 3 SP:Iteration 25Q (634.790000 sec): 3 clusters Score: Raw -1361685.449317 + Penalty 4482.262706 = -1357203.186611 nChanged 4 SP:Iteration 26Q (634.830000 sec): 3 clusters Score: Raw -1361686.216329 + Penalty 4482.262706 = -1357203.953624 nChanged 1 SP:Iteration 27Q (634.870000 sec): 3 clusters Score: Raw -1361686.421864 + Penalty 4482.262706 = -1357204.159159 nChanged 1 SP:Iteration 28Q (634.910000 sec): 3 clusters Score: Raw -1361686.757211 + Penalty 4482.262706 = -1357204.494505 nChanged 0 SP:Iteration 29F (634.950000 sec): 3 clusters Score: Raw -1361686.757211 + Penalty 4482.262706 = -1357204.494505 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 7 (12363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (635.020000 sec): 2 clusters Score: Raw -1891694.287129 + Penalty 2336.770928 = -1889357.516201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (635.090000 sec): 3 clusters Score: Raw -1884837.033020 + Penalty 4673.541856 = -1880163.491164 nChanged 5296 SP:Iteration 1F (635.160000 sec): 3 clusters Score: Raw -1888702.025459 + Penalty 4673.541856 = -1884028.483603 nChanged 1189 SP:Iteration 2F (635.230000 sec): 3 clusters Score: Raw -1890290.822350 + Penalty 4673.541856 = -1885617.280494 nChanged 1430 SP:Iteration 3F (635.290000 sec): 3 clusters Score: Raw -1892785.933891 + Penalty 4673.541856 = -1888112.392035 nChanged 1529 SP:Iteration 4F (635.360000 sec): 3 clusters Score: Raw -1895062.130386 + Penalty 4673.541856 = -1890388.588530 nChanged 1036 SP:Iteration 5F (635.430000 sec): 3 clusters Score: Raw -1896302.775159 + Penalty 4673.541856 = -1891629.233302 nChanged 499 SP:Iteration 6Q (635.490000 sec): 3 clusters Score: Raw -1896730.285208 + Penalty 4673.541856 = -1892056.743352 nChanged 240 SP:Iteration 7Q (635.560000 sec): 3 clusters Score: Raw -1896912.217626 + Penalty 4673.541856 = -1892238.675770 nChanged 140 SP:Iteration 8Q (635.620000 sec): 3 clusters Score: Raw -1897010.967738 + Penalty 4673.541856 = -1892337.425881 nChanged 95 SP:Iteration 9Q (635.680000 sec): 3 clusters Score: Raw -1897075.387112 + Penalty 4673.541856 = -1892401.845255 nChanged 76 SP:Iteration 10Q (635.740000 sec): 3 clusters Score: Raw -1897116.236230 + Penalty 4673.541856 = -1892442.694374 nChanged 67 SP:Iteration 11Q (635.800000 sec): 3 clusters Score: Raw -1897155.709838 + Penalty 4673.541856 = -1892482.167982 nChanged 49 SP:Iteration 12Q (635.860000 sec): 3 clusters Score: Raw -1897193.766554 + Penalty 4673.541856 = -1892520.224697 nChanged 53 SP:Iteration 13Q (635.920000 sec): 3 clusters Score: Raw -1897235.871572 + Penalty 4673.541856 = -1892562.329715 nChanged 56 SP:Iteration 14Q (635.970000 sec): 3 clusters Score: Raw -1897273.071197 + Penalty 4673.541856 = -1892599.529341 nChanged 49 SP:Iteration 15Q (636.030000 sec): 3 clusters Score: Raw -1897314.342585 + Penalty 4673.541856 = -1892640.800729 nChanged 50 SP:Iteration 16Q (636.090000 sec): 3 clusters Score: Raw -1897359.209131 + Penalty 4673.541856 = -1892685.667275 nChanged 64 SP:Iteration 17Q (636.140000 sec): 3 clusters Score: Raw -1897427.378128 + Penalty 4673.541856 = -1892753.836271 nChanged 69 SP:Iteration 18Q (636.190000 sec): 3 clusters Score: Raw -1897510.601916 + Penalty 4673.541856 = -1892837.060059 nChanged 65 SP:Iteration 19Q (636.250000 sec): 3 clusters Score: Raw -1897567.593306 + Penalty 4673.541856 = -1892894.051449 nChanged 43 SP:Iteration 20F (636.310000 sec): 3 clusters Score: Raw -1897604.238592 + Penalty 4673.541856 = -1892930.696735 nChanged 41 SP:Iteration 21Q (636.370000 sec): 3 clusters Score: Raw -1897639.958814 + Penalty 4673.541856 = -1892966.416958 nChanged 40 SP:Iteration 22Q (636.420000 sec): 3 clusters Score: Raw -1897674.364170 + Penalty 4673.541856 = -1893000.822314 nChanged 31 SP:Iteration 23Q (636.470000 sec): 3 clusters Score: Raw -1897703.927317 + Penalty 4673.541856 = -1893030.385461 nChanged 20 SP:Iteration 24Q (636.520000 sec): 3 clusters Score: Raw -1897725.878466 + Penalty 4673.541856 = -1893052.336610 nChanged 20 SP:Iteration 25Q (636.570000 sec): 3 clusters Score: Raw -1897736.095818 + Penalty 4673.541856 = -1893062.553961 nChanged 7 SP:Iteration 26Q (636.620000 sec): 3 clusters Score: Raw -1897738.192902 + Penalty 4673.541856 = -1893064.651045 nChanged 4 SP:Iteration 27Q (636.670000 sec): 3 clusters Score: Raw -1897739.323845 + Penalty 4673.541856 = -1893065.781989 nChanged 2 SP:Iteration 28Q (636.720000 sec): 3 clusters Score: Raw -1897739.684528 + Penalty 4673.541856 = -1893066.142672 nChanged 2 SP:Iteration 29Q (636.770000 sec): 3 clusters Score: Raw -1897740.160599 + Penalty 4673.541856 = -1893066.618743 nChanged 0 SP:Iteration 30F (636.840000 sec): 3 clusters Score: Raw -1897740.160599 + Penalty 4673.541856 = -1893066.618743 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 9.78 GB. Trying to split cluster 8 (41610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (637.190000 sec): 2 clusters Score: Raw -6609661.583898 + Penalty 2637.751759 = -6607023.832139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (637.420000 sec): 3 clusters Score: Raw -6584332.006953 + Penalty 5275.503518 = -6579056.503436 nChanged 19080 SP:Iteration 1F (637.650000 sec): 3 clusters Score: Raw -6595826.943151 + Penalty 5275.503518 = -6590551.439633 nChanged 2843 SP:Iteration 2F (637.880000 sec): 3 clusters Score: Raw -6598501.012352 + Penalty 5275.503518 = -6593225.508834 nChanged 3451 SP:Iteration 3F (638.110000 sec): 3 clusters Score: Raw -6602014.927949 + Penalty 5275.503518 = -6596739.424432 nChanged 3734 SP:Iteration 4F (638.340000 sec): 3 clusters Score: Raw -6605158.099353 + Penalty 5275.503518 = -6599882.595835 nChanged 3351 SP:Iteration 5F (638.570000 sec): 3 clusters Score: Raw -6607585.904862 + Penalty 5275.503518 = -6602310.401344 nChanged 2847 SP:Iteration 6F (638.800000 sec): 3 clusters Score: Raw -6609714.422811 + Penalty 5275.503518 = -6604438.919294 nChanged 2445 SP:Iteration 7F (639.020000 sec): 3 clusters Score: Raw -6611649.120615 + Penalty 5275.503518 = -6606373.617097 nChanged 1969 SP:Iteration 8Q (639.250000 sec): 3 clusters Score: Raw -6613092.714513 + Penalty 5275.503518 = -6607817.210995 nChanged 1416 SP:Iteration 9Q (639.470000 sec): 3 clusters Score: Raw -6613933.432121 + Penalty 5275.503518 = -6608657.928604 nChanged 978 SP:Iteration 10Q (639.690000 sec): 3 clusters Score: Raw -6614424.248125 + Penalty 5275.503518 = -6609148.744607 nChanged 655 SP:Iteration 11Q (639.910000 sec): 3 clusters Score: Raw -6614675.225641 + Penalty 5275.503518 = -6609399.722124 nChanged 452 SP:Iteration 12Q (640.120000 sec): 3 clusters Score: Raw -6614805.973742 + Penalty 5275.503518 = -6609530.470224 nChanged 327 SP:Iteration 13Q (640.330000 sec): 3 clusters Score: Raw -6614873.723679 + Penalty 5275.503518 = -6609598.220161 nChanged 246 SP:Iteration 14Q (640.540000 sec): 3 clusters Score: Raw -6614922.517605 + Penalty 5275.503518 = -6609647.014087 nChanged 252 SP:Iteration 15Q (640.750000 sec): 3 clusters Score: Raw -6614967.168040 + Penalty 5275.503518 = -6609691.664522 nChanged 196 SP:Iteration 16Q (640.960000 sec): 3 clusters Score: Raw -6615001.043408 + Penalty 5275.503518 = -6609725.539890 nChanged 182 SP:Iteration 17Q (641.160000 sec): 3 clusters Score: Raw -6615030.669927 + Penalty 5275.503518 = -6609755.166410 nChanged 132 SP:Iteration 18Q (641.370000 sec): 3 clusters Score: Raw -6615050.950248 + Penalty 5275.503518 = -6609775.446731 nChanged 126 SP:Iteration 19Q (641.580000 sec): 3 clusters Score: Raw -6615069.519149 + Penalty 5275.503518 = -6609794.015631 nChanged 118 SP:Iteration 20F (641.810000 sec): 3 clusters Score: Raw -6615087.009101 + Penalty 5275.503518 = -6609811.505584 nChanged 113 SP:Iteration 21Q (642.030000 sec): 3 clusters Score: Raw -6615101.667836 + Penalty 5275.503518 = -6609826.164318 nChanged 111 SP:Iteration 22Q (642.240000 sec): 3 clusters Score: Raw -6615116.163642 + Penalty 5275.503518 = -6609840.660125 nChanged 96 SP:Iteration 23Q (642.450000 sec): 3 clusters Score: Raw -6615127.115771 + Penalty 5275.503518 = -6609851.612254 nChanged 70 SP:Iteration 24Q (642.660000 sec): 3 clusters Score: Raw -6615135.451383 + Penalty 5275.503518 = -6609859.947866 nChanged 76 SP:Iteration 25Q (642.860000 sec): 3 clusters Score: Raw -6615143.660859 + Penalty 5275.503518 = -6609868.157341 nChanged 79 SP:Iteration 26Q (643.070000 sec): 3 clusters Score: Raw -6615150.886148 + Penalty 5275.503518 = -6609875.382631 nChanged 63 SP:Iteration 27Q (643.270000 sec): 3 clusters Score: Raw -6615155.947752 + Penalty 5275.503518 = -6609880.444234 nChanged 62 SP:Iteration 28Q (643.480000 sec): 3 clusters Score: Raw -6615161.014330 + Penalty 5275.503518 = -6609885.510812 nChanged 47 SP:Iteration 29Q (643.680000 sec): 3 clusters Score: Raw -6615164.811406 + Penalty 5275.503518 = -6609889.307888 nChanged 41 SP:Iteration 30Q (643.880000 sec): 3 clusters Score: Raw -6615168.011631 + Penalty 5275.503518 = -6609892.508113 nChanged 31 SP:Iteration 31Q (644.090000 sec): 3 clusters Score: Raw -6615170.293178 + Penalty 5275.503518 = -6609894.789661 nChanged 28 SP:Iteration 32Q (644.290000 sec): 3 clusters Score: Raw -6615172.116231 + Penalty 5275.503518 = -6609896.612714 nChanged 23 SP:Iteration 33Q (644.490000 sec): 3 clusters Score: Raw -6615173.761388 + Penalty 5275.503518 = -6609898.257870 nChanged 23 SP:Iteration 34Q (644.700000 sec): 3 clusters Score: Raw -6615175.284233 + Penalty 5275.503518 = -6609899.780715 nChanged 22 SP:Iteration 35Q (644.900000 sec): 3 clusters Score: Raw -6615176.587471 + Penalty 5275.503518 = -6609901.083954 nChanged 20 SP:Iteration 36Q (645.100000 sec): 3 clusters Score: Raw -6615177.835112 + Penalty 5275.503518 = -6609902.331594 nChanged 15 SP:Iteration 37Q (645.300000 sec): 3 clusters Score: Raw -6615178.759535 + Penalty 5275.503518 = -6609903.256017 nChanged 18 SP:Iteration 38Q (645.510000 sec): 3 clusters Score: Raw -6615180.121931 + Penalty 5275.503518 = -6609904.618413 nChanged 18 SP:Iteration 39Q (645.710000 sec): 3 clusters Score: Raw -6615181.636761 + Penalty 5275.503518 = -6609906.133243 nChanged 22 SP:Iteration 40F (645.940000 sec): 3 clusters Score: Raw -6615182.943193 + Penalty 5275.503518 = -6609907.439675 nChanged 23 SP:Iteration 41Q (646.140000 sec): 3 clusters Score: Raw -6615184.322000 + Penalty 5275.503518 = -6609908.818482 nChanged 28 SP:Iteration 42Q (646.340000 sec): 3 clusters Score: Raw -6615185.978392 + Penalty 5275.503518 = -6609910.474875 nChanged 26 SP:Iteration 43Q (646.550000 sec): 3 clusters Score: Raw -6615187.689169 + Penalty 5275.503518 = -6609912.185651 nChanged 27 SP:Iteration 44Q (646.750000 sec): 3 clusters Score: Raw -6615189.454801 + Penalty 5275.503518 = -6609913.951283 nChanged 15 SP:Iteration 45Q (646.950000 sec): 3 clusters Score: Raw -6615190.260412 + Penalty 5275.503518 = -6609914.756894 nChanged 13 SP:Iteration 46Q (647.150000 sec): 3 clusters Score: Raw -6615190.828493 + Penalty 5275.503518 = -6609915.324975 nChanged 7 SP:Iteration 47Q (647.360000 sec): 3 clusters Score: Raw -6615191.066306 + Penalty 5275.503518 = -6609915.562788 nChanged 5 SP:Iteration 48Q (647.570000 sec): 3 clusters Score: Raw -6615191.334634 + Penalty 5275.503518 = -6609915.831116 nChanged 8 SP:Iteration 49Q (647.770000 sec): 3 clusters Score: Raw -6615191.735529 + Penalty 5275.503518 = -6609916.232011 nChanged 10 SP:Iteration 50Q (647.970000 sec): 3 clusters Score: Raw -6615192.210109 + Penalty 5275.503518 = -6609916.706592 nChanged 7 SP:Iteration 51Q (648.180000 sec): 3 clusters Score: Raw -6615192.485266 + Penalty 5275.503518 = -6609916.981748 nChanged 6 SP:Iteration 52Q (648.380000 sec): 3 clusters Score: Raw -6615192.782623 + Penalty 5275.503518 = -6609917.279105 nChanged 11 SP:Iteration 53Q (648.580000 sec): 3 clusters Score: Raw -6615193.196921 + Penalty 5275.503518 = -6609917.693403 nChanged 4 SP:Iteration 54Q (648.790000 sec): 3 clusters Score: Raw -6615193.318277 + Penalty 5275.503518 = -6609917.814759 nChanged 5 SP:Iteration 55Q (648.990000 sec): 3 clusters Score: Raw -6615193.730806 + Penalty 5275.503518 = -6609918.227289 nChanged 8 SP:Iteration 56Q (649.190000 sec): 3 clusters Score: Raw -6615194.631645 + Penalty 5275.503518 = -6609919.128127 nChanged 8 SP:Iteration 57Q (649.390000 sec): 3 clusters Score: Raw -6615195.517392 + Penalty 5275.503518 = -6609920.013874 nChanged 10 SP:Iteration 58Q (649.590000 sec): 3 clusters Score: Raw -6615196.200510 + Penalty 5275.503518 = -6609920.696992 nChanged 6 SP:Iteration 59Q (649.790000 sec): 3 clusters Score: Raw -6615196.555759 + Penalty 5275.503518 = -6609921.052241 nChanged 5 SP:Iteration 60F (650.020000 sec): 3 clusters Score: Raw -6615197.066801 + Penalty 5275.503518 = -6609921.563283 nChanged 3 SP:Iteration 61Q (650.230000 sec): 3 clusters Score: Raw -6615197.229621 + Penalty 5275.503518 = -6609921.726104 nChanged 5 SP:Iteration 62Q (650.430000 sec): 3 clusters Score: Raw -6615197.530045 + Penalty 5275.503518 = -6609922.026527 nChanged 4 SP:Iteration 63Q (650.630000 sec): 3 clusters Score: Raw -6615197.798018 + Penalty 5275.503518 = -6609922.294501 nChanged 6 SP:Iteration 64Q (650.840000 sec): 3 clusters Score: Raw -6615198.001338 + Penalty 5275.503518 = -6609922.497821 nChanged 5 SP:Iteration 65Q (651.040000 sec): 3 clusters Score: Raw -6615198.154112 + Penalty 5275.503518 = -6609922.650594 nChanged 5 SP:Iteration 66Q (651.250000 sec): 3 clusters Score: Raw -6615198.438888 + Penalty 5275.503518 = -6609922.935370 nChanged 4 SP:Iteration 67Q (651.460000 sec): 3 clusters Score: Raw -6615198.648410 + Penalty 5275.503518 = -6609923.144892 nChanged 5 SP:Iteration 68Q (651.660000 sec): 3 clusters Score: Raw -6615198.880660 + Penalty 5275.503518 = -6609923.377142 nChanged 1 SP:Iteration 69Q (651.860000 sec): 3 clusters Score: Raw -6615198.916824 + Penalty 5275.503518 = -6609923.413306 nChanged 2 SP:Iteration 70Q (652.070000 sec): 3 clusters Score: Raw -6615199.082855 + Penalty 5275.503518 = -6609923.579337 nChanged 5 SP:Iteration 71Q (652.290000 sec): 3 clusters Score: Raw -6615199.412542 + Penalty 5275.503518 = -6609923.909024 nChanged 8 SP:Iteration 72Q (652.500000 sec): 3 clusters Score: Raw -6615199.852442 + Penalty 5275.503518 = -6609924.348924 nChanged 8 SP:Iteration 73Q (652.710000 sec): 3 clusters Score: Raw -6615200.244915 + Penalty 5275.503518 = -6609924.741398 nChanged 5 SP:Iteration 74Q (652.920000 sec): 3 clusters Score: Raw -6615200.589911 + Penalty 5275.503518 = -6609925.086393 nChanged 8 SP:Iteration 75Q (653.140000 sec): 3 clusters Score: Raw -6615201.107051 + Penalty 5275.503518 = -6609925.603534 nChanged 6 SP:Iteration 76Q (653.340000 sec): 3 clusters Score: Raw -6615201.743428 + Penalty 5275.503518 = -6609926.239911 nChanged 7 SP:Iteration 77Q (653.540000 sec): 3 clusters Score: Raw -6615202.074008 + Penalty 5275.503518 = -6609926.570491 nChanged 3 SP:Iteration 78Q (653.740000 sec): 3 clusters Score: Raw -6615202.136740 + Penalty 5275.503518 = -6609926.633222 nChanged 1 SP:Iteration 79Q (653.940000 sec): 3 clusters Score: Raw -6615202.150099 + Penalty 5275.503518 = -6609926.646581 nChanged 0 SP:Iteration 80F (654.170000 sec): 3 clusters Score: Raw -6615202.150099 + Penalty 5275.503518 = -6609926.646581 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 9.78 GB. Trying to split cluster 9 (1400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (654.220000 sec): 2 clusters Score: Raw -218877.387388 + Penalty 1796.568424 = -217080.818964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (654.220000 sec): 3 clusters Score: Raw -218508.170879 + Penalty 3593.136848 = -214915.034031 nChanged 384 SP:Iteration 1F (654.230000 sec): 3 clusters Score: Raw -218897.783223 + Penalty 3593.136848 = -215304.646375 nChanged 99 SP:Iteration 2F (654.240000 sec): 3 clusters Score: Raw -219023.933569 + Penalty 3593.136848 = -215430.796721 nChanged 66 SP:Iteration 3Q (654.250000 sec): 3 clusters Score: Raw -219120.217901 + Penalty 3593.136848 = -215527.081053 nChanged 52 SP:Iteration 4Q (654.260000 sec): 3 clusters Score: Raw -219183.811505 + Penalty 3593.136848 = -215590.674657 nChanged 40 SP:Iteration 5Q (654.260000 sec): 3 clusters Score: Raw -219221.972993 + Penalty 3593.136848 = -215628.836146 nChanged 19 SP:Iteration 6Q (654.270000 sec): 3 clusters Score: Raw -219236.368169 + Penalty 3593.136848 = -215643.231321 nChanged 11 SP:Iteration 7Q (654.280000 sec): 3 clusters Score: Raw -219249.942777 + Penalty 3593.136848 = -215656.805929 nChanged 8 SP:Iteration 8Q (654.290000 sec): 3 clusters Score: Raw -219258.446520 + Penalty 3593.136848 = -215665.309672 nChanged 11 SP:Iteration 9Q (654.290000 sec): 3 clusters Score: Raw -219269.573915 + Penalty 3593.136848 = -215676.437068 nChanged 13 SP:Iteration 10Q (654.300000 sec): 3 clusters Score: Raw -219281.553884 + Penalty 3593.136848 = -215688.417036 nChanged 17 SP:Iteration 11Q (654.310000 sec): 3 clusters Score: Raw -219301.025339 + Penalty 3593.136848 = -215707.888491 nChanged 26 SP:Iteration 12Q (654.320000 sec): 3 clusters Score: Raw -219334.207502 + Penalty 3593.136848 = -215741.070655 nChanged 33 SP:Iteration 13Q (654.320000 sec): 3 clusters Score: Raw -219391.105898 + Penalty 3593.136848 = -215797.969050 nChanged 38 SP:Iteration 14Q (654.330000 sec): 3 clusters Score: Raw -219463.688227 + Penalty 3593.136848 = -215870.551379 nChanged 48 SP:Iteration 15Q (654.340000 sec): 3 clusters Score: Raw -219556.497750 + Penalty 3593.136848 = -215963.360902 nChanged 59 SP:Iteration 16Q (654.350000 sec): 3 clusters Score: Raw -219704.670009 + Penalty 3593.136848 = -216111.533161 nChanged 75 SP:Iteration 17F (654.360000 sec): 3 clusters Score: Raw -219989.075101 + Penalty 3593.136848 = -216395.938254 nChanged 106 SP:Iteration 18F (654.360000 sec): 3 clusters Score: Raw -220533.776007 + Penalty 3593.136848 = -216940.639159 nChanged 92 SP:Iteration 19F (654.370000 sec): 3 clusters Score: Raw -221337.235277 + Penalty 3593.136848 = -217744.098430 nChanged 50 SP:Iteration 20F (654.380000 sec): 3 clusters Score: Raw -222564.109812 + Penalty 3593.136848 = -218970.972965 nChanged 2 SP:Iteration 21Q (654.380000 sec): 3 clusters Score: Raw -222649.922224 + Penalty 3593.136848 = -219056.785376 nChanged 1 SP:Iteration 22Q (654.390000 sec): 3 clusters Score: Raw -222679.918416 + Penalty 3593.136848 = -219086.781568 nChanged 0 SP:Iteration 23F (654.400000 sec): 3 clusters Score: Raw -222679.918416 + Penalty 3593.136848 = -219086.781568 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 9.78 GB. Trying to split cluster 11 (15800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (654.490000 sec): 2 clusters Score: Raw -2497223.858864 + Penalty 2397.605774 = -2494826.253089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (654.580000 sec): 3 clusters Score: Raw -2488372.561814 + Penalty 4795.211549 = -2483577.350265 nChanged 6816 SP:Iteration 1F (654.670000 sec): 3 clusters Score: Raw -2492489.847345 + Penalty 4795.211549 = -2487694.635797 nChanged 1185 SP:Iteration 2F (654.760000 sec): 3 clusters Score: Raw -2493454.363737 + Penalty 4795.211549 = -2488659.152188 nChanged 1065 SP:Iteration 3F (654.840000 sec): 3 clusters Score: Raw -2494089.733868 + Penalty 4795.211549 = -2489294.522319 nChanged 981 SP:Iteration 4F (654.930000 sec): 3 clusters Score: Raw -2494639.123358 + Penalty 4795.211549 = -2489843.911809 nChanged 925 SP:Iteration 5F (655.020000 sec): 3 clusters Score: Raw -2495237.380613 + Penalty 4795.211549 = -2490442.169064 nChanged 992 SP:Iteration 6F (655.110000 sec): 3 clusters Score: Raw -2496015.388374 + Penalty 4795.211549 = -2491220.176825 nChanged 1123 SP:Iteration 7F (655.200000 sec): 3 clusters Score: Raw -2497128.782065 + Penalty 4795.211549 = -2492333.570517 nChanged 1160 SP:Iteration 8F (655.280000 sec): 3 clusters Score: Raw -2498525.734945 + Penalty 4795.211549 = -2493730.523397 nChanged 940 SP:Iteration 9F (655.370000 sec): 3 clusters Score: Raw -2499977.335184 + Penalty 4795.211549 = -2495182.123636 nChanged 658 SP:Iteration 10Q (655.460000 sec): 3 clusters Score: Raw -2501283.074018 + Penalty 4795.211549 = -2496487.862469 nChanged 384 SP:Iteration 11Q (655.540000 sec): 3 clusters Score: Raw -2501826.753024 + Penalty 4795.211549 = -2497031.541475 nChanged 189 SP:Iteration 12Q (655.620000 sec): 3 clusters Score: Raw -2501994.496086 + Penalty 4795.211549 = -2497199.284538 nChanged 93 SP:Iteration 13Q (655.700000 sec): 3 clusters Score: Raw -2502043.998199 + Penalty 4795.211549 = -2497248.786651 nChanged 52 SP:Iteration 14Q (655.780000 sec): 3 clusters Score: Raw -2502102.123542 + Penalty 4795.211549 = -2497306.911993 nChanged 25 SP:Iteration 15Q (655.850000 sec): 3 clusters Score: Raw -2502116.133672 + Penalty 4795.211549 = -2497320.922123 nChanged 17 SP:Iteration 16Q (655.930000 sec): 3 clusters Score: Raw -2502121.973275 + Penalty 4795.211549 = -2497326.761726 nChanged 13 SP:Iteration 17Q (656.010000 sec): 3 clusters Score: Raw -2502137.395880 + Penalty 4795.211549 = -2497342.184331 nChanged 7 SP:Iteration 18Q (656.090000 sec): 3 clusters Score: Raw -2502140.119087 + Penalty 4795.211549 = -2497344.907539 nChanged 7 SP:Iteration 19Q (656.170000 sec): 3 clusters Score: Raw -2502141.801534 + Penalty 4795.211549 = -2497346.589985 nChanged 4 SP:Iteration 20F (656.250000 sec): 3 clusters Score: Raw -2502155.073869 + Penalty 4795.211549 = -2497359.862321 nChanged 7 SP:Iteration 21Q (656.340000 sec): 3 clusters Score: Raw -2502157.556233 + Penalty 4795.211549 = -2497362.344684 nChanged 6 SP:Iteration 22Q (656.410000 sec): 3 clusters Score: Raw -2502158.860149 + Penalty 4795.211549 = -2497363.648600 nChanged 1 SP:Iteration 23Q (656.490000 sec): 3 clusters Score: Raw -2502159.118537 + Penalty 4795.211549 = -2497363.906988 nChanged 1 SP:Iteration 24Q (656.570000 sec): 3 clusters Score: Raw -2502159.590091 + Penalty 4795.211549 = -2497364.378542 nChanged 4 SP:Iteration 25Q (656.660000 sec): 3 clusters Score: Raw -2502160.528383 + Penalty 4795.211549 = -2497365.316835 nChanged 1 SP:Iteration 26Q (656.740000 sec): 3 clusters Score: Raw -2502160.795705 + Penalty 4795.211549 = -2497365.584157 nChanged 3 SP:Iteration 27Q (656.820000 sec): 3 clusters Score: Raw -2502161.505082 + Penalty 4795.211549 = -2497366.293534 nChanged 1 SP:Iteration 28Q (656.900000 sec): 3 clusters Score: Raw -2502161.621596 + Penalty 4795.211549 = -2497366.410048 nChanged 0 SP:Iteration 29F (656.980000 sec): 3 clusters Score: Raw -2502161.621596 + Penalty 4795.211549 = -2497366.410048 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 9.78 GB. Trying to split cluster 12 (810227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (662.640000 sec): 2 clusters Score: Raw -128950525.346430 + Penalty 3374.057294 = -128947151.289136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (667.260000 sec): 3 clusters Score: Raw -128404225.544265 + Penalty 6748.114588 = -128397477.429677 nChanged 397329 SP:Iteration 1F (671.640000 sec): 3 clusters Score: Raw -128648377.649725 + Penalty 6748.114588 = -128641629.535137 nChanged 23921 SP:Iteration 2Q (676.120000 sec): 3 clusters Score: Raw -128654397.088200 + Penalty 6748.114588 = -128647648.973612 nChanged 27804 SP:Iteration 3Q (680.500000 sec): 3 clusters Score: Raw -128663638.724056 + Penalty 6748.114588 = -128656890.609467 nChanged 34562 SP:Iteration 4Q (684.950000 sec): 3 clusters Score: Raw -128679042.468921 + Penalty 6748.114588 = -128672294.354333 nChanged 43419 SP:Iteration 5F (689.250000 sec): 3 clusters Score: Raw -128705018.696597 + Penalty 6748.114588 = -128698270.582009 nChanged 52792 SP:Iteration 6F (693.560000 sec): 3 clusters Score: Raw -128744934.893628 + Penalty 6748.114588 = -128738186.779040 nChanged 58099 SP:Iteration 7F (697.950000 sec): 3 clusters Score: Raw -128794897.321390 + Penalty 6748.114588 = -128788149.206801 nChanged 55736 SP:Iteration 8F (702.280000 sec): 3 clusters Score: Raw -128843399.993786 + Penalty 6748.114588 = -128836651.879198 nChanged 46582 SP:Iteration 9F (706.590000 sec): 3 clusters Score: Raw -128882248.279352 + Penalty 6748.114588 = -128875500.164764 nChanged 35323 SP:Iteration 10Q (710.790000 sec): 3 clusters Score: Raw -128909474.496430 + Penalty 6748.114588 = -128902726.381842 nChanged 25398 SP:Iteration 11Q (714.940000 sec): 3 clusters Score: Raw -128927939.337059 + Penalty 6748.114588 = -128921191.222471 nChanged 19014 SP:Iteration 12Q (718.960000 sec): 3 clusters Score: Raw -128941842.299354 + Penalty 6748.114588 = -128935094.184766 nChanged 14549 SP:Iteration 13Q (722.860000 sec): 3 clusters Score: Raw -128953446.923364 + Penalty 6748.114588 = -128946698.808775 nChanged 11584 SP:Iteration 14Q (726.660000 sec): 3 clusters Score: Raw -128963078.331647 + Penalty 6748.114588 = -128956330.217058 nChanged 9105 SP:Iteration 15Q (730.400000 sec): 3 clusters Score: Raw -128969576.849594 + Penalty 6748.114588 = -128962828.735006 nChanged 7091 SP:Iteration 16Q (734.140000 sec): 3 clusters Score: Raw -128973198.455070 + Penalty 6748.114588 = -128966450.340482 nChanged 5147 SP:Iteration 17Q (737.810000 sec): 3 clusters Score: Raw -128974782.739475 + Penalty 6748.114588 = -128968034.624887 nChanged 3494 SP:Iteration 18Q (741.480000 sec): 3 clusters Score: Raw -128975450.979994 + Penalty 6748.114588 = -128968702.865406 nChanged 2338 SP:Iteration 19Q (745.140000 sec): 3 clusters Score: Raw -128975741.400940 + Penalty 6748.114588 = -128968993.286352 nChanged 1536 SP:Iteration 20F (749.660000 sec): 3 clusters Score: Raw -128975877.015352 + Penalty 6748.114588 = -128969128.900764 nChanged 1062 SP:Iteration 21Q (753.440000 sec): 3 clusters Score: Raw -128975941.257285 + Penalty 6748.114588 = -128969193.142697 nChanged 756 SP:Iteration 22Q (757.140000 sec): 3 clusters Score: Raw -128975973.338958 + Penalty 6748.114588 = -128969225.224369 nChanged 546 SP:Iteration 23Q (760.820000 sec): 3 clusters Score: Raw -128975990.578650 + Penalty 6748.114588 = -128969242.464061 nChanged 366 SP:Iteration 24Q (764.600000 sec): 3 clusters Score: Raw -128975999.998272 + Penalty 6748.114588 = -128969251.883684 nChanged 294 SP:Iteration 25Q (768.290000 sec): 3 clusters Score: Raw -128976006.821533 + Penalty 6748.114588 = -128969258.706945 nChanged 252 SP:Iteration 26Q (771.960000 sec): 3 clusters Score: Raw -128976011.274659 + Penalty 6748.114588 = -128969263.160071 nChanged 172 SP:Iteration 27Q (775.670000 sec): 3 clusters Score: Raw -128976013.553813 + Penalty 6748.114588 = -128969265.439224 nChanged 130 SP:Iteration 28Q (779.470000 sec): 3 clusters Score: Raw -128976015.013778 + Penalty 6748.114588 = -128969266.899190 nChanged 96 SP:Iteration 29Q (783.270000 sec): 3 clusters Score: Raw -128976016.003273 + Penalty 6748.114588 = -128969267.888685 nChanged 76 SP:Iteration 30Q (787.080000 sec): 3 clusters Score: Raw -128976016.801667 + Penalty 6748.114588 = -128969268.687079 nChanged 71 SP:Iteration 31Q (790.900000 sec): 3 clusters Score: Raw -128976017.438853 + Penalty 6748.114588 = -128969269.324265 nChanged 50 SP:Iteration 32Q (794.700000 sec): 3 clusters Score: Raw -128976017.932851 + Penalty 6748.114588 = -128969269.818263 nChanged 54 SP:Iteration 33Q (798.520000 sec): 3 clusters Score: Raw -128976018.391350 + Penalty 6748.114588 = -128969270.276762 nChanged 60 SP:Iteration 34Q (802.320000 sec): 3 clusters Score: Raw -128976018.903204 + Penalty 6748.114588 = -128969270.788616 nChanged 42 SP:Iteration 35Q (806.070000 sec): 3 clusters Score: Raw -128976019.237431 + Penalty 6748.114588 = -128969271.122843 nChanged 37 SP:Iteration 36Q (809.870000 sec): 3 clusters Score: Raw -128976019.460912 + Penalty 6748.114588 = -128969271.346324 nChanged 24 SP:Iteration 37Q (813.720000 sec): 3 clusters Score: Raw -128976019.620709 + Penalty 6748.114588 = -128969271.506121 nChanged 26 SP:Iteration 38Q (817.570000 sec): 3 clusters Score: Raw -128976019.789857 + Penalty 6748.114588 = -128969271.675269 nChanged 22 SP:Iteration 39Q (821.420000 sec): 3 clusters Score: Raw -128976019.893181 + Penalty 6748.114588 = -128969271.778593 nChanged 17 SP:Iteration 40F (826.170000 sec): 3 clusters Score: Raw -128976019.974942 + Penalty 6748.114588 = -128969271.860353 nChanged 10 SP:Iteration 41Q (830.010000 sec): 3 clusters Score: Raw -128976020.036901 + Penalty 6748.114588 = -128969271.922313 nChanged 11 SP:Iteration 42Q (833.880000 sec): 3 clusters Score: Raw -128976020.098055 + Penalty 6748.114588 = -128969271.983467 nChanged 15 SP:Iteration 43Q (837.730000 sec): 3 clusters Score: Raw -128976020.178304 + Penalty 6748.114588 = -128969272.063715 nChanged 11 SP:Iteration 44Q (841.580000 sec): 3 clusters Score: Raw -128976020.220662 + Penalty 6748.114588 = -128969272.106074 nChanged 8 SP:Iteration 45Q (845.420000 sec): 3 clusters Score: Raw -128976020.255472 + Penalty 6748.114588 = -128969272.140884 nChanged 9 SP:Iteration 46Q (849.270000 sec): 3 clusters Score: Raw -128976020.289815 + Penalty 6748.114588 = -128969272.175227 nChanged 6 SP:Iteration 47Q (853.120000 sec): 3 clusters Score: Raw -128976020.307266 + Penalty 6748.114588 = -128969272.192678 nChanged 0 SP:Iteration 48F (857.860000 sec): 3 clusters Score: Raw -128976020.307266 + Penalty 6748.114588 = -128969272.192678 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 9.78 GB. Trying to split cluster 13 (37217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (858.520000 sec): 2 clusters Score: Raw -5661425.402066 + Penalty 2610.081189 = -5658815.320876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (858.750000 sec): 3 clusters Score: Raw -5638916.419935 + Penalty 5220.162379 = -5633696.257556 nChanged 16853 SP:Iteration 1F (858.970000 sec): 3 clusters Score: Raw -5648550.630904 + Penalty 5220.162379 = -5643330.468525 nChanged 2164 SP:Iteration 2F (859.190000 sec): 3 clusters Score: Raw -5649717.133867 + Penalty 5220.162379 = -5644496.971488 nChanged 2388 SP:Iteration 3F (859.410000 sec): 3 clusters Score: Raw -5651331.042338 + Penalty 5220.162379 = -5646110.879959 nChanged 2660 SP:Iteration 4F (859.630000 sec): 3 clusters Score: Raw -5653654.194201 + Penalty 5220.162379 = -5648434.031822 nChanged 2872 SP:Iteration 5F (859.850000 sec): 3 clusters Score: Raw -5656490.020086 + Penalty 5220.162379 = -5651269.857708 nChanged 2867 SP:Iteration 6F (860.070000 sec): 3 clusters Score: Raw -5659073.532076 + Penalty 5220.162379 = -5653853.369697 nChanged 2418 SP:Iteration 7F (860.290000 sec): 3 clusters Score: Raw -5660965.199199 + Penalty 5220.162379 = -5655745.036820 nChanged 1855 SP:Iteration 8Q (860.500000 sec): 3 clusters Score: Raw -5661980.687084 + Penalty 5220.162379 = -5656760.524706 nChanged 1295 SP:Iteration 9Q (860.720000 sec): 3 clusters Score: Raw -5662502.476295 + Penalty 5220.162379 = -5657282.313916 nChanged 977 SP:Iteration 10Q (860.930000 sec): 3 clusters Score: Raw -5662885.312007 + Penalty 5220.162379 = -5657665.149628 nChanged 817 SP:Iteration 11Q (861.150000 sec): 3 clusters Score: Raw -5663184.193239 + Penalty 5220.162379 = -5657964.030860 nChanged 690 SP:Iteration 12Q (861.360000 sec): 3 clusters Score: Raw -5663418.335358 + Penalty 5220.162379 = -5658198.172979 nChanged 590 SP:Iteration 13Q (861.570000 sec): 3 clusters Score: Raw -5663616.198170 + Penalty 5220.162379 = -5658396.035791 nChanged 594 SP:Iteration 14Q (861.790000 sec): 3 clusters Score: Raw -5663851.902338 + Penalty 5220.162379 = -5658631.739959 nChanged 643 SP:Iteration 15Q (862.000000 sec): 3 clusters Score: Raw -5664114.271910 + Penalty 5220.162379 = -5658894.109531 nChanged 620 SP:Iteration 16Q (862.210000 sec): 3 clusters Score: Raw -5664363.594994 + Penalty 5220.162379 = -5659143.432615 nChanged 590 SP:Iteration 17Q (862.410000 sec): 3 clusters Score: Raw -5664594.476144 + Penalty 5220.162379 = -5659374.313765 nChanged 607 SP:Iteration 18Q (862.630000 sec): 3 clusters Score: Raw -5664815.835241 + Penalty 5220.162379 = -5659595.672862 nChanged 586 SP:Iteration 19Q (862.830000 sec): 3 clusters Score: Raw -5665028.975448 + Penalty 5220.162379 = -5659808.813069 nChanged 574 SP:Iteration 20F (863.050000 sec): 3 clusters Score: Raw -5665247.049235 + Penalty 5220.162379 = -5660026.886856 nChanged 537 SP:Iteration 21Q (863.270000 sec): 3 clusters Score: Raw -5665423.291327 + Penalty 5220.162379 = -5660203.128948 nChanged 465 SP:Iteration 22Q (863.480000 sec): 3 clusters Score: Raw -5665562.230296 + Penalty 5220.162379 = -5660342.067917 nChanged 463 SP:Iteration 23Q (863.690000 sec): 3 clusters Score: Raw -5665706.673676 + Penalty 5220.162379 = -5660486.511297 nChanged 433 SP:Iteration 24Q (863.890000 sec): 3 clusters Score: Raw -5665828.061278 + Penalty 5220.162379 = -5660607.898899 nChanged 374 SP:Iteration 25Q (864.100000 sec): 3 clusters Score: Raw -5665913.736212 + Penalty 5220.162379 = -5660693.573834 nChanged 293 SP:Iteration 26Q (864.310000 sec): 3 clusters Score: Raw -5665974.095284 + Penalty 5220.162379 = -5660753.932905 nChanged 291 SP:Iteration 27Q (864.520000 sec): 3 clusters Score: Raw -5666033.025255 + Penalty 5220.162379 = -5660812.862876 nChanged 243 SP:Iteration 28Q (864.730000 sec): 3 clusters Score: Raw -5666076.747702 + Penalty 5220.162379 = -5660856.585323 nChanged 234 SP:Iteration 29Q (864.930000 sec): 3 clusters Score: Raw -5666114.910360 + Penalty 5220.162379 = -5660894.747981 nChanged 220 SP:Iteration 30Q (865.140000 sec): 3 clusters Score: Raw -5666150.920424 + Penalty 5220.162379 = -5660930.758045 nChanged 209 SP:Iteration 31Q (865.350000 sec): 3 clusters Score: Raw -5666185.131110 + Penalty 5220.162379 = -5660964.968731 nChanged 221 SP:Iteration 32Q (865.550000 sec): 3 clusters Score: Raw -5666223.689699 + Penalty 5220.162379 = -5661003.527320 nChanged 220 SP:Iteration 33Q (865.760000 sec): 3 clusters Score: Raw -5666263.855479 + Penalty 5220.162379 = -5661043.693100 nChanged 234 SP:Iteration 34Q (865.960000 sec): 3 clusters Score: Raw -5666305.353421 + Penalty 5220.162379 = -5661085.191042 nChanged 216 SP:Iteration 35Q (866.170000 sec): 3 clusters Score: Raw -5666345.321185 + Penalty 5220.162379 = -5661125.158806 nChanged 193 SP:Iteration 36Q (866.370000 sec): 3 clusters Score: Raw -5666382.096627 + Penalty 5220.162379 = -5661161.934248 nChanged 190 SP:Iteration 37Q (866.570000 sec): 3 clusters Score: Raw -5666415.649539 + Penalty 5220.162379 = -5661195.487160 nChanged 200 SP:Iteration 38Q (866.780000 sec): 3 clusters Score: Raw -5666448.529373 + Penalty 5220.162379 = -5661228.366994 nChanged 175 SP:Iteration 39Q (866.980000 sec): 3 clusters Score: Raw -5666475.704930 + Penalty 5220.162379 = -5661255.542551 nChanged 144 SP:Iteration 40F (867.200000 sec): 3 clusters Score: Raw -5666497.365120 + Penalty 5220.162379 = -5661277.202742 nChanged 153 SP:Iteration 41Q (867.410000 sec): 3 clusters Score: Raw -5666519.758580 + Penalty 5220.162379 = -5661299.596201 nChanged 162 SP:Iteration 42Q (867.610000 sec): 3 clusters Score: Raw -5666542.751678 + Penalty 5220.162379 = -5661322.589299 nChanged 163 SP:Iteration 43Q (867.820000 sec): 3 clusters Score: Raw -5666567.126048 + Penalty 5220.162379 = -5661346.963670 nChanged 148 SP:Iteration 44Q (868.030000 sec): 3 clusters Score: Raw -5666587.065173 + Penalty 5220.162379 = -5661366.902794 nChanged 136 SP:Iteration 45Q (868.230000 sec): 3 clusters Score: Raw -5666605.687748 + Penalty 5220.162379 = -5661385.525369 nChanged 118 SP:Iteration 46Q (868.440000 sec): 3 clusters Score: Raw -5666623.176694 + Penalty 5220.162379 = -5661403.014315 nChanged 122 SP:Iteration 47Q (868.640000 sec): 3 clusters Score: Raw -5666644.701630 + Penalty 5220.162379 = -5661424.539251 nChanged 131 SP:Iteration 48Q (868.840000 sec): 3 clusters Score: Raw -5666664.957207 + Penalty 5220.162379 = -5661444.794828 nChanged 130 SP:Iteration 49Q (869.050000 sec): 3 clusters Score: Raw -5666681.850721 + Penalty 5220.162379 = -5661461.688342 nChanged 104 SP:Iteration 50Q (869.250000 sec): 3 clusters Score: Raw -5666696.726017 + Penalty 5220.162379 = -5661476.563638 nChanged 104 SP:Iteration 51Q (869.460000 sec): 3 clusters Score: Raw -5666712.634486 + Penalty 5220.162379 = -5661492.472107 nChanged 115 SP:Iteration 52Q (869.660000 sec): 3 clusters Score: Raw -5666732.568588 + Penalty 5220.162379 = -5661512.406209 nChanged 140 SP:Iteration 53Q (869.860000 sec): 3 clusters Score: Raw -5666757.640555 + Penalty 5220.162379 = -5661537.478176 nChanged 138 SP:Iteration 54Q (870.060000 sec): 3 clusters Score: Raw -5666782.405057 + Penalty 5220.162379 = -5661562.242678 nChanged 135 SP:Iteration 55Q (870.260000 sec): 3 clusters Score: Raw -5666806.391595 + Penalty 5220.162379 = -5661586.229216 nChanged 140 SP:Iteration 56Q (870.460000 sec): 3 clusters Score: Raw -5666831.692329 + Penalty 5220.162379 = -5661611.529950 nChanged 164 SP:Iteration 57Q (870.670000 sec): 3 clusters Score: Raw -5666863.883679 + Penalty 5220.162379 = -5661643.721300 nChanged 165 SP:Iteration 58Q (870.870000 sec): 3 clusters Score: Raw -5666897.635667 + Penalty 5220.162379 = -5661677.473288 nChanged 179 SP:Iteration 59Q (871.070000 sec): 3 clusters Score: Raw -5666936.964614 + Penalty 5220.162379 = -5661716.802235 nChanged 168 SP:Iteration 60F (871.290000 sec): 3 clusters Score: Raw -5666975.753629 + Penalty 5220.162379 = -5661755.591250 nChanged 188 SP:Iteration 61Q (871.490000 sec): 3 clusters Score: Raw -5667023.091113 + Penalty 5220.162379 = -5661802.928734 nChanged 211 SP:Iteration 62Q (871.690000 sec): 3 clusters Score: Raw -5667074.110101 + Penalty 5220.162379 = -5661853.947722 nChanged 201 SP:Iteration 63Q (871.890000 sec): 3 clusters Score: Raw -5667110.800899 + Penalty 5220.162379 = -5661890.638520 nChanged 174 SP:Iteration 64Q (872.080000 sec): 3 clusters Score: Raw -5667148.747693 + Penalty 5220.162379 = -5661928.585314 nChanged 192 SP:Iteration 65Q (872.280000 sec): 3 clusters Score: Raw -5667190.561500 + Penalty 5220.162379 = -5661970.399121 nChanged 191 SP:Iteration 66Q (872.480000 sec): 3 clusters Score: Raw -5667234.431019 + Penalty 5220.162379 = -5662014.268640 nChanged 185 SP:Iteration 67Q (872.680000 sec): 3 clusters Score: Raw -5667273.778408 + Penalty 5220.162379 = -5662053.616029 nChanged 176 SP:Iteration 68Q (872.870000 sec): 3 clusters Score: Raw -5667310.268777 + Penalty 5220.162379 = -5662090.106398 nChanged 144 SP:Iteration 69Q (873.070000 sec): 3 clusters Score: Raw -5667340.741044 + Penalty 5220.162379 = -5662120.578665 nChanged 133 SP:Iteration 70Q (873.260000 sec): 3 clusters Score: Raw -5667363.442057 + Penalty 5220.162379 = -5662143.279678 nChanged 113 SP:Iteration 71Q (873.460000 sec): 3 clusters Score: Raw -5667384.316006 + Penalty 5220.162379 = -5662164.153627 nChanged 121 SP:Iteration 72Q (873.650000 sec): 3 clusters Score: Raw -5667407.579395 + Penalty 5220.162379 = -5662187.417016 nChanged 119 SP:Iteration 73Q (873.840000 sec): 3 clusters Score: Raw -5667428.485371 + Penalty 5220.162379 = -5662208.322992 nChanged 120 SP:Iteration 74Q (874.030000 sec): 3 clusters Score: Raw -5667449.699889 + Penalty 5220.162379 = -5662229.537510 nChanged 130 SP:Iteration 75Q (874.200000 sec): 3 clusters Score: Raw -5667472.700845 + Penalty 5220.162379 = -5662252.538466 nChanged 123 SP:Iteration 76Q (874.390000 sec): 3 clusters Score: Raw -5667496.508831 + Penalty 5220.162379 = -5662276.346452 nChanged 133 SP:Iteration 77Q (874.580000 sec): 3 clusters Score: Raw -5667528.577944 + Penalty 5220.162379 = -5662308.415565 nChanged 140 SP:Iteration 78Q (874.770000 sec): 3 clusters Score: Raw -5667567.762454 + Penalty 5220.162379 = -5662347.600075 nChanged 147 SP:Iteration 79Q (874.970000 sec): 3 clusters Score: Raw -5667621.558942 + Penalty 5220.162379 = -5662401.396563 nChanged 181 SP:Iteration 80F (875.190000 sec): 3 clusters Score: Raw -5667734.004044 + Penalty 5220.162379 = -5662513.841665 nChanged 225 SP:Iteration 81Q (875.370000 sec): 3 clusters Score: Raw -5667993.823234 + Penalty 5220.162379 = -5662773.660855 nChanged 250 SP:Iteration 82Q (875.570000 sec): 3 clusters Score: Raw -5668522.579119 + Penalty 5220.162379 = -5663302.416740 nChanged 315 SP:Iteration 83Q (875.750000 sec): 3 clusters Score: Raw -5668938.729947 + Penalty 5220.162379 = -5663718.567568 nChanged 291 SP:Iteration 84Q (875.940000 sec): 3 clusters Score: Raw -5669107.226850 + Penalty 5220.162379 = -5663887.064471 nChanged 212 SP:Iteration 85Q (876.120000 sec): 3 clusters Score: Raw -5669178.630672 + Penalty 5220.162379 = -5663958.468293 nChanged 138 SP:Iteration 86Q (876.300000 sec): 3 clusters Score: Raw -5669221.466561 + Penalty 5220.162379 = -5664001.304182 nChanged 122 SP:Iteration 87Q (876.490000 sec): 3 clusters Score: Raw -5669259.076019 + Penalty 5220.162379 = -5664038.913640 nChanged 118 SP:Iteration 88Q (876.670000 sec): 3 clusters Score: Raw -5669292.889929 + Penalty 5220.162379 = -5664072.727550 nChanged 107 SP:Iteration 89Q (876.850000 sec): 3 clusters Score: Raw -5669318.787133 + Penalty 5220.162379 = -5664098.624754 nChanged 76 SP:Iteration 90Q (877.030000 sec): 3 clusters Score: Raw -5669336.690256 + Penalty 5220.162379 = -5664116.527877 nChanged 70 SP:Iteration 91Q (877.210000 sec): 3 clusters Score: Raw -5669350.934135 + Penalty 5220.162379 = -5664130.771756 nChanged 72 SP:Iteration 92Q (877.390000 sec): 3 clusters Score: Raw -5669366.790038 + Penalty 5220.162379 = -5664146.627659 nChanged 62 SP:Iteration 93Q (877.570000 sec): 3 clusters Score: Raw -5669377.186615 + Penalty 5220.162379 = -5664157.024236 nChanged 53 SP:Iteration 94Q (877.750000 sec): 3 clusters Score: Raw -5669384.819210 + Penalty 5220.162379 = -5664164.656831 nChanged 45 SP:Iteration 95Q (877.930000 sec): 3 clusters Score: Raw -5669391.316265 + Penalty 5220.162379 = -5664171.153886 nChanged 50 SP:Iteration 96Q (878.110000 sec): 3 clusters Score: Raw -5669398.811376 + Penalty 5220.162379 = -5664178.648997 nChanged 48 SP:Iteration 97Q (878.290000 sec): 3 clusters Score: Raw -5669408.992982 + Penalty 5220.162379 = -5664188.830603 nChanged 49 SP:Iteration 98Q (878.470000 sec): 3 clusters Score: Raw -5669418.189865 + Penalty 5220.162379 = -5664198.027486 nChanged 47 SP:Iteration 99Q (878.650000 sec): 3 clusters Score: Raw -5669427.789663 + Penalty 5220.162379 = -5664207.627284 nChanged 53 SP:Iteration 100F (878.860000 sec): 3 clusters Score: Raw -5669438.028805 + Penalty 5220.162379 = -5664217.866426 nChanged 57 SP:Iteration 101Q (879.040000 sec): 3 clusters Score: Raw -5669450.773449 + Penalty 5220.162379 = -5664230.611071 nChanged 67 SP:Iteration 102Q (879.220000 sec): 3 clusters Score: Raw -5669470.888890 + Penalty 5220.162379 = -5664250.726511 nChanged 83 SP:Iteration 103Q (879.410000 sec): 3 clusters Score: Raw -5669499.756831 + Penalty 5220.162379 = -5664279.594452 nChanged 105 SP:Iteration 104Q (879.590000 sec): 3 clusters Score: Raw -5669543.185958 + Penalty 5220.162379 = -5664323.023580 nChanged 136 SP:Iteration 105Q (879.770000 sec): 3 clusters Score: Raw -5669610.280287 + Penalty 5220.162379 = -5664390.117909 nChanged 150 SP:Iteration 106Q (879.940000 sec): 3 clusters Score: Raw -5669691.935911 + Penalty 5220.162379 = -5664471.773532 nChanged 180 SP:Iteration 107Q (880.120000 sec): 3 clusters Score: Raw -5669814.887744 + Penalty 5220.162379 = -5664594.725365 nChanged 228 SP:Iteration 108Q (880.300000 sec): 3 clusters Score: Raw -5670027.312109 + Penalty 5220.162379 = -5664807.149730 nChanged 268 SP:Iteration 109Q (880.480000 sec): 3 clusters Score: Raw -5670322.212677 + Penalty 5220.162379 = -5665102.050298 nChanged 295 SP:Iteration 110Q (880.660000 sec): 3 clusters Score: Raw -5670660.893437 + Penalty 5220.162379 = -5665440.731058 nChanged 285 SP:Iteration 111Q (880.840000 sec): 3 clusters Score: Raw -5670912.453898 + Penalty 5220.162379 = -5665692.291519 nChanged 233 SP:Iteration 112Q (881.010000 sec): 3 clusters Score: Raw -5671003.758559 + Penalty 5220.162379 = -5665783.596180 nChanged 147 SP:Iteration 113Q (881.190000 sec): 3 clusters Score: Raw -5671050.383070 + Penalty 5220.162379 = -5665830.220691 nChanged 82 SP:Iteration 114Q (881.370000 sec): 3 clusters Score: Raw -5671070.782397 + Penalty 5220.162379 = -5665850.620018 nChanged 46 SP:Iteration 115Q (881.540000 sec): 3 clusters Score: Raw -5671085.148078 + Penalty 5220.162379 = -5665864.985699 nChanged 22 SP:Iteration 116Q (881.720000 sec): 3 clusters Score: Raw -5671098.059010 + Penalty 5220.162379 = -5665877.896631 nChanged 23 SP:Iteration 117Q (881.890000 sec): 3 clusters Score: Raw -5671100.174542 + Penalty 5220.162379 = -5665880.012163 nChanged 11 SP:Iteration 118Q (882.070000 sec): 3 clusters Score: Raw -5671101.162476 + Penalty 5220.162379 = -5665881.000097 nChanged 13 SP:Iteration 119Q (882.240000 sec): 3 clusters Score: Raw -5671102.497944 + Penalty 5220.162379 = -5665882.335565 nChanged 11 SP:Iteration 120F (882.460000 sec): 3 clusters Score: Raw -5671339.514024 + Penalty 5220.162379 = -5666119.351645 nChanged 98 SP:Iteration 121Q (882.640000 sec): 3 clusters Score: Raw -5671555.207553 + Penalty 5220.162379 = -5666335.045174 nChanged 162 SP:Iteration 122Q (882.820000 sec): 3 clusters Score: Raw -5671642.827472 + Penalty 5220.162379 = -5666422.665093 nChanged 134 SP:Iteration 123Q (883.000000 sec): 3 clusters Score: Raw -5671689.087883 + Penalty 5220.162379 = -5666468.925504 nChanged 110 SP:Iteration 124Q (883.170000 sec): 3 clusters Score: Raw -5671717.610953 + Penalty 5220.162379 = -5666497.448574 nChanged 100 SP:Iteration 125Q (883.350000 sec): 3 clusters Score: Raw -5671737.659869 + Penalty 5220.162379 = -5666517.497490 nChanged 76 SP:Iteration 126Q (883.530000 sec): 3 clusters Score: Raw -5671750.797965 + Penalty 5220.162379 = -5666530.635586 nChanged 62 SP:Iteration 127Q (883.710000 sec): 3 clusters Score: Raw -5671761.624279 + Penalty 5220.162379 = -5666541.461900 nChanged 56 SP:Iteration 128Q (883.890000 sec): 3 clusters Score: Raw -5671771.732630 + Penalty 5220.162379 = -5666551.570251 nChanged 55 SP:Iteration 129Q (884.060000 sec): 3 clusters Score: Raw -5671785.513457 + Penalty 5220.162379 = -5666565.351078 nChanged 62 SP:Iteration 130Q (884.240000 sec): 3 clusters Score: Raw -5671807.193618 + Penalty 5220.162379 = -5666587.031239 nChanged 73 SP:Iteration 131Q (884.420000 sec): 3 clusters Score: Raw -5671834.896885 + Penalty 5220.162379 = -5666614.734506 nChanged 92 SP:Iteration 132Q (884.600000 sec): 3 clusters Score: Raw -5671866.041868 + Penalty 5220.162379 = -5666645.879489 nChanged 101 SP:Iteration 133Q (884.780000 sec): 3 clusters Score: Raw -5671905.823359 + Penalty 5220.162379 = -5666685.660981 nChanged 111 SP:Iteration 134Q (884.960000 sec): 3 clusters Score: Raw -5671945.548673 + Penalty 5220.162379 = -5666725.386294 nChanged 101 SP:Iteration 135Q (885.140000 sec): 3 clusters Score: Raw -5671972.764976 + Penalty 5220.162379 = -5666752.602597 nChanged 91 SP:Iteration 136Q (885.320000 sec): 3 clusters Score: Raw -5671995.682285 + Penalty 5220.162379 = -5666775.519906 nChanged 70 SP:Iteration 137Q (885.490000 sec): 3 clusters Score: Raw -5672011.418068 + Penalty 5220.162379 = -5666791.255689 nChanged 48 SP:Iteration 138Q (885.670000 sec): 3 clusters Score: Raw -5672019.848320 + Penalty 5220.162379 = -5666799.685941 nChanged 40 SP:Iteration 139Q (885.850000 sec): 3 clusters Score: Raw -5672028.639045 + Penalty 5220.162379 = -5666808.476666 nChanged 32 SP:Iteration 140F (886.070000 sec): 3 clusters Score: Raw -5672115.897709 + Penalty 5220.162379 = -5666895.735330 nChanged 79 SP:Iteration 141Q (886.260000 sec): 3 clusters Score: Raw -5672196.130444 + Penalty 5220.162379 = -5666975.968065 nChanged 120 SP:Iteration 142Q (886.440000 sec): 3 clusters Score: Raw -5672272.879932 + Penalty 5220.162379 = -5667052.717553 nChanged 143 SP:Iteration 143Q (886.630000 sec): 3 clusters Score: Raw -5672341.899209 + Penalty 5220.162379 = -5667121.736830 nChanged 112 SP:Iteration 144Q (886.810000 sec): 3 clusters Score: Raw -5672376.528212 + Penalty 5220.162379 = -5667156.365833 nChanged 96 SP:Iteration 145Q (887.000000 sec): 3 clusters Score: Raw -5672401.632393 + Penalty 5220.162379 = -5667181.470014 nChanged 79 SP:Iteration 146Q (887.180000 sec): 3 clusters Score: Raw -5672413.983300 + Penalty 5220.162379 = -5667193.820921 nChanged 52 SP:Iteration 147Q (887.360000 sec): 3 clusters Score: Raw -5672419.887442 + Penalty 5220.162379 = -5667199.725063 nChanged 42 SP:Iteration 148Q (887.550000 sec): 3 clusters Score: Raw -5672423.935761 + Penalty 5220.162379 = -5667203.773382 nChanged 25 SP:Iteration 149Q (887.730000 sec): 3 clusters Score: Raw -5672426.108779 + Penalty 5220.162379 = -5667205.946400 nChanged 20 SP:Iteration 150Q (887.910000 sec): 3 clusters Score: Raw -5672427.763509 + Penalty 5220.162379 = -5667207.601130 nChanged 17 SP:Iteration 151Q (888.100000 sec): 3 clusters Score: Raw -5672429.044300 + Penalty 5220.162379 = -5667208.881921 nChanged 13 SP:Iteration 152Q (888.280000 sec): 3 clusters Score: Raw -5672430.194732 + Penalty 5220.162379 = -5667210.032353 nChanged 15 SP:Iteration 153Q (888.460000 sec): 3 clusters Score: Raw -5672431.307417 + Penalty 5220.162379 = -5667211.145038 nChanged 12 SP:Iteration 154Q (888.650000 sec): 3 clusters Score: Raw -5672432.350353 + Penalty 5220.162379 = -5667212.187974 nChanged 16 SP:Iteration 155Q (888.830000 sec): 3 clusters Score: Raw -5672433.682007 + Penalty 5220.162379 = -5667213.519628 nChanged 11 SP:Iteration 156Q (889.010000 sec): 3 clusters Score: Raw -5672434.585996 + Penalty 5220.162379 = -5667214.423617 nChanged 9 SP:Iteration 157Q (889.170000 sec): 3 clusters Score: Raw -5672435.548858 + Penalty 5220.162379 = -5667215.386479 nChanged 11 SP:Iteration 158Q (889.350000 sec): 3 clusters Score: Raw -5672436.692716 + Penalty 5220.162379 = -5667216.530338 nChanged 9 SP:Iteration 159Q (889.510000 sec): 3 clusters Score: Raw -5672437.462548 + Penalty 5220.162379 = -5667217.300169 nChanged 7 SP:Iteration 160F (889.720000 sec): 3 clusters Score: Raw -5672439.048663 + Penalty 5220.162379 = -5667218.886284 nChanged 8 SP:Iteration 161Q (889.890000 sec): 3 clusters Score: Raw -5672439.790120 + Penalty 5220.162379 = -5667219.627741 nChanged 9 SP:Iteration 162Q (890.060000 sec): 3 clusters Score: Raw -5672440.450562 + Penalty 5220.162379 = -5667220.288184 nChanged 3 SP:Iteration 163Q (890.230000 sec): 3 clusters Score: Raw -5672440.567889 + Penalty 5220.162379 = -5667220.405510 nChanged 2 SP:Iteration 164Q (890.400000 sec): 3 clusters Score: Raw -5672440.673756 + Penalty 5220.162379 = -5667220.511377 nChanged 2 SP:Iteration 165Q (890.570000 sec): 3 clusters Score: Raw -5672440.753100 + Penalty 5220.162379 = -5667220.590721 nChanged 2 SP:Iteration 166Q (890.750000 sec): 3 clusters Score: Raw -5672440.917547 + Penalty 5220.162379 = -5667220.755168 nChanged 4 SP:Iteration 167Q (890.920000 sec): 3 clusters Score: Raw -5672441.094227 + Penalty 5220.162379 = -5667220.931848 nChanged 2 SP:Iteration 168Q (891.090000 sec): 3 clusters Score: Raw -5672441.181293 + Penalty 5220.162379 = -5667221.018914 nChanged 0 SP:Iteration 169F (891.290000 sec): 3 clusters Score: Raw -5672441.181293 + Penalty 5220.162379 = -5667221.018914 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 9.78 GB. Trying to split cluster 14 (56650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (891.570000 sec): 2 clusters Score: Raw -8779453.397547 + Penalty 2714.272522 = -8776739.125025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (891.880000 sec): 3 clusters Score: Raw -8744229.259958 + Penalty 5428.545044 = -8738800.714914 nChanged 26100 SP:Iteration 1F (892.190000 sec): 3 clusters Score: Raw -8759124.095953 + Penalty 5428.545044 = -8753695.550908 nChanged 2767 SP:Iteration 2Q (892.510000 sec): 3 clusters Score: Raw -8760232.181823 + Penalty 5428.545044 = -8754803.636779 nChanged 3097 SP:Iteration 3F (892.820000 sec): 3 clusters Score: Raw -8761779.538403 + Penalty 5428.545044 = -8756350.993359 nChanged 3668 SP:Iteration 4F (893.130000 sec): 3 clusters Score: Raw -8764000.690522 + Penalty 5428.545044 = -8758572.145478 nChanged 4068 SP:Iteration 5F (893.440000 sec): 3 clusters Score: Raw -8766859.496523 + Penalty 5428.545044 = -8761430.951478 nChanged 4072 SP:Iteration 6F (893.750000 sec): 3 clusters Score: Raw -8769893.520442 + Penalty 5428.545044 = -8764464.975398 nChanged 3500 SP:Iteration 7F (894.060000 sec): 3 clusters Score: Raw -8772529.681057 + Penalty 5428.545044 = -8767101.136013 nChanged 2790 SP:Iteration 8Q (894.370000 sec): 3 clusters Score: Raw -8774578.384586 + Penalty 5428.545044 = -8769149.839542 nChanged 2238 SP:Iteration 9Q (894.680000 sec): 3 clusters Score: Raw -8776285.210666 + Penalty 5428.545044 = -8770856.665622 nChanged 1652 SP:Iteration 10Q (894.970000 sec): 3 clusters Score: Raw -8777536.384399 + Penalty 5428.545044 = -8772107.839355 nChanged 1210 SP:Iteration 11Q (895.260000 sec): 3 clusters Score: Raw -8778424.311859 + Penalty 5428.545044 = -8772995.766815 nChanged 788 SP:Iteration 12Q (895.530000 sec): 3 clusters Score: Raw -8778974.310930 + Penalty 5428.545044 = -8773545.765886 nChanged 527 SP:Iteration 13Q (895.800000 sec): 3 clusters Score: Raw -8779333.316530 + Penalty 5428.545044 = -8773904.771486 nChanged 349 SP:Iteration 14Q (896.050000 sec): 3 clusters Score: Raw -8779568.566465 + Penalty 5428.545044 = -8774140.021421 nChanged 234 SP:Iteration 15Q (896.300000 sec): 3 clusters Score: Raw -8779721.562244 + Penalty 5428.545044 = -8774293.017199 nChanged 125 SP:Iteration 16Q (896.550000 sec): 3 clusters Score: Raw -8779802.860738 + Penalty 5428.545044 = -8774374.315694 nChanged 94 SP:Iteration 17Q (896.790000 sec): 3 clusters Score: Raw -8779878.150164 + Penalty 5428.545044 = -8774449.605120 nChanged 73 SP:Iteration 18Q (897.020000 sec): 3 clusters Score: Raw -8779933.454735 + Penalty 5428.545044 = -8774504.909691 nChanged 52 SP:Iteration 19Q (897.260000 sec): 3 clusters Score: Raw -8779967.539700 + Penalty 5428.545044 = -8774538.994656 nChanged 40 SP:Iteration 20F (897.560000 sec): 3 clusters Score: Raw -8779998.527277 + Penalty 5428.545044 = -8774569.982233 nChanged 34 SP:Iteration 21Q (897.790000 sec): 3 clusters Score: Raw -8780020.759499 + Penalty 5428.545044 = -8774592.214455 nChanged 23 SP:Iteration 22Q (898.030000 sec): 3 clusters Score: Raw -8780037.166167 + Penalty 5428.545044 = -8774608.621123 nChanged 23 SP:Iteration 23Q (898.260000 sec): 3 clusters Score: Raw -8780055.159083 + Penalty 5428.545044 = -8774626.614038 nChanged 14 SP:Iteration 24Q (898.490000 sec): 3 clusters Score: Raw -8780065.352665 + Penalty 5428.545044 = -8774636.807621 nChanged 14 SP:Iteration 25Q (898.710000 sec): 3 clusters Score: Raw -8780072.327988 + Penalty 5428.545044 = -8774643.782944 nChanged 8 SP:Iteration 26Q (898.940000 sec): 3 clusters Score: Raw -8780079.999000 + Penalty 5428.545044 = -8774651.453956 nChanged 9 SP:Iteration 27Q (899.170000 sec): 3 clusters Score: Raw -8780086.538661 + Penalty 5428.545044 = -8774657.993617 nChanged 6 SP:Iteration 28Q (899.400000 sec): 3 clusters Score: Raw -8780088.583709 + Penalty 5428.545044 = -8774660.038665 nChanged 1 SP:Iteration 29Q (899.630000 sec): 3 clusters Score: Raw -8780089.151460 + Penalty 5428.545044 = -8774660.606416 nChanged 2 SP:Iteration 30Q (899.850000 sec): 3 clusters Score: Raw -8780089.889777 + Penalty 5428.545044 = -8774661.344733 nChanged 1 SP:Iteration 31Q (900.080000 sec): 3 clusters Score: Raw -8780090.649890 + Penalty 5428.545044 = -8774662.104846 nChanged 1 SP:Iteration 32Q (900.300000 sec): 3 clusters Score: Raw -8780090.971045 + Penalty 5428.545044 = -8774662.426001 nChanged 1 SP:Iteration 33Q (900.530000 sec): 3 clusters Score: Raw -8780091.092038 + Penalty 5428.545044 = -8774662.546994 nChanged 0 SP:Iteration 34F (900.830000 sec): 3 clusters Score: Raw -8780091.092038 + Penalty 5428.545044 = -8774662.546994 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 15 (19693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (900.950000 sec): 2 clusters Score: Raw -2999685.858444 + Penalty 2452.228593 = -2997233.629850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (901.060000 sec): 3 clusters Score: Raw -2988446.615606 + Penalty 4904.457187 = -2983542.158420 nChanged 8545 SP:Iteration 1F (901.170000 sec): 3 clusters Score: Raw -2993279.322031 + Penalty 4904.457187 = -2988374.864844 nChanged 1256 SP:Iteration 2F (901.270000 sec): 3 clusters Score: Raw -2993888.526244 + Penalty 4904.457187 = -2988984.069057 nChanged 1166 SP:Iteration 3F (901.380000 sec): 3 clusters Score: Raw -2994481.597005 + Penalty 4904.457187 = -2989577.139818 nChanged 1091 SP:Iteration 4F (901.480000 sec): 3 clusters Score: Raw -2995061.592766 + Penalty 4904.457187 = -2990157.135580 nChanged 1097 SP:Iteration 5F (901.590000 sec): 3 clusters Score: Raw -2995704.854903 + Penalty 4904.457187 = -2990800.397716 nChanged 1097 SP:Iteration 6F (901.690000 sec): 3 clusters Score: Raw -2996441.389686 + Penalty 4904.457187 = -2991536.932499 nChanged 1080 SP:Iteration 7F (901.800000 sec): 3 clusters Score: Raw -2997212.975766 + Penalty 4904.457187 = -2992308.518579 nChanged 994 SP:Iteration 8F (901.910000 sec): 3 clusters Score: Raw -2997927.746271 + Penalty 4904.457187 = -2993023.289084 nChanged 833 SP:Iteration 9Q (902.010000 sec): 3 clusters Score: Raw -2998527.911414 + Penalty 4904.457187 = -2993623.454227 nChanged 680 SP:Iteration 10Q (902.120000 sec): 3 clusters Score: Raw -2999097.531560 + Penalty 4904.457187 = -2994193.074374 nChanged 554 SP:Iteration 11Q (902.220000 sec): 3 clusters Score: Raw -2999656.894874 + Penalty 4904.457187 = -2994752.437687 nChanged 422 SP:Iteration 12Q (902.320000 sec): 3 clusters Score: Raw -3000075.107667 + Penalty 4904.457187 = -2995170.650481 nChanged 328 SP:Iteration 13Q (902.420000 sec): 3 clusters Score: Raw -3000372.922456 + Penalty 4904.457187 = -2995468.465269 nChanged 240 SP:Iteration 14Q (902.510000 sec): 3 clusters Score: Raw -3000617.705867 + Penalty 4904.457187 = -2995713.248680 nChanged 188 SP:Iteration 15Q (902.600000 sec): 3 clusters Score: Raw -3000829.609439 + Penalty 4904.457187 = -2995925.152252 nChanged 169 SP:Iteration 16Q (902.690000 sec): 3 clusters Score: Raw -3001039.429251 + Penalty 4904.457187 = -2996134.972065 nChanged 131 SP:Iteration 17Q (902.770000 sec): 3 clusters Score: Raw -3001192.809407 + Penalty 4904.457187 = -2996288.352220 nChanged 123 SP:Iteration 18Q (902.850000 sec): 3 clusters Score: Raw -3001298.704018 + Penalty 4904.457187 = -2996394.246831 nChanged 107 SP:Iteration 19Q (902.930000 sec): 3 clusters Score: Raw -3001396.111045 + Penalty 4904.457187 = -2996491.653859 nChanged 82 SP:Iteration 20F (903.040000 sec): 3 clusters Score: Raw -3001451.125530 + Penalty 4904.457187 = -2996546.668343 nChanged 71 SP:Iteration 21Q (903.120000 sec): 3 clusters Score: Raw -3001487.759665 + Penalty 4904.457187 = -2996583.302478 nChanged 48 SP:Iteration 22Q (903.200000 sec): 3 clusters Score: Raw -3001510.867155 + Penalty 4904.457187 = -2996606.409968 nChanged 38 SP:Iteration 23Q (903.280000 sec): 3 clusters Score: Raw -3001524.564948 + Penalty 4904.457187 = -2996620.107761 nChanged 24 SP:Iteration 24Q (903.360000 sec): 3 clusters Score: Raw -3001532.400904 + Penalty 4904.457187 = -2996627.943717 nChanged 27 SP:Iteration 25Q (903.430000 sec): 3 clusters Score: Raw -3001540.275443 + Penalty 4904.457187 = -2996635.818256 nChanged 20 SP:Iteration 26Q (903.510000 sec): 3 clusters Score: Raw -3001544.864747 + Penalty 4904.457187 = -2996640.407560 nChanged 11 SP:Iteration 27Q (903.590000 sec): 3 clusters Score: Raw -3001547.197808 + Penalty 4904.457187 = -2996642.740622 nChanged 6 SP:Iteration 28Q (903.670000 sec): 3 clusters Score: Raw -3001548.474142 + Penalty 4904.457187 = -2996644.016955 nChanged 2 SP:Iteration 29Q (903.750000 sec): 3 clusters Score: Raw -3001548.878967 + Penalty 4904.457187 = -2996644.421780 nChanged 1 SP:Iteration 30Q (903.830000 sec): 3 clusters Score: Raw -3001549.066883 + Penalty 4904.457187 = -2996644.609696 nChanged 3 SP:Iteration 31Q (903.910000 sec): 3 clusters Score: Raw -3001549.693549 + Penalty 4904.457187 = -2996645.236363 nChanged 0 SP:Iteration 32F (904.020000 sec): 3 clusters Score: Raw -3001549.693549 + Penalty 4904.457187 = -2996645.236363 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 16 (176089 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (904.870000 sec): 2 clusters Score: Raw -28350227.382841 + Penalty 2995.528717 = -28347231.854124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (905.830000 sec): 3 clusters Score: Raw -28235211.350599 + Penalty 5991.057435 = -28229220.293164 nChanged 84441 SP:Iteration 1F (906.790000 sec): 3 clusters Score: Raw -28285659.250221 + Penalty 5991.057435 = -28279668.192786 nChanged 7353 SP:Iteration 2Q (907.760000 sec): 3 clusters Score: Raw -28290653.335139 + Penalty 5991.057435 = -28284662.277704 nChanged 9119 SP:Iteration 3F (908.720000 sec): 3 clusters Score: Raw -28299153.914343 + Penalty 5991.057435 = -28293162.856908 nChanged 11322 SP:Iteration 4F (909.680000 sec): 3 clusters Score: Raw -28307439.976934 + Penalty 5991.057435 = -28301448.919500 nChanged 12564 SP:Iteration 5F (910.630000 sec): 3 clusters Score: Raw -28315533.399439 + Penalty 5991.057435 = -28309542.342004 nChanged 12964 SP:Iteration 6F (911.580000 sec): 3 clusters Score: Raw -28324000.029706 + Penalty 5991.057435 = -28318008.972272 nChanged 12913 SP:Iteration 7F (912.540000 sec): 3 clusters Score: Raw -28332590.798377 + Penalty 5991.057435 = -28326599.740943 nChanged 11930 SP:Iteration 8F (913.510000 sec): 3 clusters Score: Raw -28340838.942270 + Penalty 5991.057435 = -28334847.884835 nChanged 10598 SP:Iteration 9F (914.470000 sec): 3 clusters Score: Raw -28348592.713867 + Penalty 5991.057435 = -28342601.656432 nChanged 9198 SP:Iteration 10F (915.430000 sec): 3 clusters Score: Raw -28355529.304653 + Penalty 5991.057435 = -28349538.247218 nChanged 7748 SP:Iteration 11Q (916.380000 sec): 3 clusters Score: Raw -28360878.202290 + Penalty 5991.057435 = -28354887.144855 nChanged 6312 SP:Iteration 12Q (917.310000 sec): 3 clusters Score: Raw -28364573.048055 + Penalty 5991.057435 = -28358581.990620 nChanged 5079 SP:Iteration 13Q (918.220000 sec): 3 clusters Score: Raw -28367040.521347 + Penalty 5991.057435 = -28361049.463912 nChanged 4127 SP:Iteration 14Q (919.110000 sec): 3 clusters Score: Raw -28368715.560617 + Penalty 5991.057435 = -28362724.503182 nChanged 3406 SP:Iteration 15Q (919.980000 sec): 3 clusters Score: Raw -28369902.143830 + Penalty 5991.057435 = -28363911.086395 nChanged 2848 SP:Iteration 16Q (920.840000 sec): 3 clusters Score: Raw -28370757.498039 + Penalty 5991.057435 = -28364766.440605 nChanged 2480 SP:Iteration 17Q (921.700000 sec): 3 clusters Score: Raw -28371417.349170 + Penalty 5991.057435 = -28365426.291735 nChanged 2082 SP:Iteration 18Q (922.540000 sec): 3 clusters Score: Raw -28371900.907615 + Penalty 5991.057435 = -28365909.850180 nChanged 1724 SP:Iteration 19Q (923.380000 sec): 3 clusters Score: Raw -28372264.092603 + Penalty 5991.057435 = -28366273.035168 nChanged 1500 SP:Iteration 20F (924.320000 sec): 3 clusters Score: Raw -28372565.375613 + Penalty 5991.057435 = -28366574.318178 nChanged 1326 SP:Iteration 21Q (925.150000 sec): 3 clusters Score: Raw -28372826.211337 + Penalty 5991.057435 = -28366835.153902 nChanged 1171 SP:Iteration 22Q (925.980000 sec): 3 clusters Score: Raw -28373043.945207 + Penalty 5991.057435 = -28367052.887772 nChanged 994 SP:Iteration 23Q (926.800000 sec): 3 clusters Score: Raw -28373213.443867 + Penalty 5991.057435 = -28367222.386432 nChanged 841 SP:Iteration 24Q (927.620000 sec): 3 clusters Score: Raw -28373342.648920 + Penalty 5991.057435 = -28367351.591486 nChanged 682 SP:Iteration 25Q (928.450000 sec): 3 clusters Score: Raw -28373437.602587 + Penalty 5991.057435 = -28367446.545152 nChanged 564 SP:Iteration 26Q (929.270000 sec): 3 clusters Score: Raw -28373509.748616 + Penalty 5991.057435 = -28367518.691181 nChanged 482 SP:Iteration 27Q (930.100000 sec): 3 clusters Score: Raw -28373564.518640 + Penalty 5991.057435 = -28367573.461206 nChanged 381 SP:Iteration 28Q (930.910000 sec): 3 clusters Score: Raw -28373603.671481 + Penalty 5991.057435 = -28367612.614046 nChanged 337 SP:Iteration 29Q (931.740000 sec): 3 clusters Score: Raw -28373635.486170 + Penalty 5991.057435 = -28367644.428735 nChanged 301 SP:Iteration 30Q (932.550000 sec): 3 clusters Score: Raw -28373663.147386 + Penalty 5991.057435 = -28367672.089951 nChanged 256 SP:Iteration 31Q (933.370000 sec): 3 clusters Score: Raw -28373685.173129 + Penalty 5991.057435 = -28367694.115694 nChanged 206 SP:Iteration 32Q (934.190000 sec): 3 clusters Score: Raw -28373701.450444 + Penalty 5991.057435 = -28367710.393009 nChanged 196 SP:Iteration 33Q (935.010000 sec): 3 clusters Score: Raw -28373715.268668 + Penalty 5991.057435 = -28367724.211233 nChanged 174 SP:Iteration 34Q (935.820000 sec): 3 clusters Score: Raw -28373725.890988 + Penalty 5991.057435 = -28367734.833553 nChanged 148 SP:Iteration 35Q (936.630000 sec): 3 clusters Score: Raw -28373734.284322 + Penalty 5991.057435 = -28367743.226888 nChanged 114 SP:Iteration 36Q (937.440000 sec): 3 clusters Score: Raw -28373739.866311 + Penalty 5991.057435 = -28367748.808876 nChanged 100 SP:Iteration 37Q (938.250000 sec): 3 clusters Score: Raw -28373744.376279 + Penalty 5991.057435 = -28367753.318844 nChanged 88 SP:Iteration 38Q (939.060000 sec): 3 clusters Score: Raw -28373748.091560 + Penalty 5991.057435 = -28367757.034125 nChanged 64 SP:Iteration 39Q (939.850000 sec): 3 clusters Score: Raw -28373750.625437 + Penalty 5991.057435 = -28367759.568002 nChanged 51 SP:Iteration 40F (940.780000 sec): 3 clusters Score: Raw -28373752.439987 + Penalty 5991.057435 = -28367761.382552 nChanged 42 SP:Iteration 41Q (941.590000 sec): 3 clusters Score: Raw -28373753.673948 + Penalty 5991.057435 = -28367762.616513 nChanged 35 SP:Iteration 42Q (942.390000 sec): 3 clusters Score: Raw -28373754.662908 + Penalty 5991.057435 = -28367763.605473 nChanged 27 SP:Iteration 43Q (943.190000 sec): 3 clusters Score: Raw -28373755.500460 + Penalty 5991.057435 = -28367764.443026 nChanged 30 SP:Iteration 44Q (943.990000 sec): 3 clusters Score: Raw -28373756.443253 + Penalty 5991.057435 = -28367765.385818 nChanged 32 SP:Iteration 45Q (944.790000 sec): 3 clusters Score: Raw -28373757.507629 + Penalty 5991.057435 = -28367766.450194 nChanged 38 SP:Iteration 46Q (945.580000 sec): 3 clusters Score: Raw -28373758.992404 + Penalty 5991.057435 = -28367767.934970 nChanged 42 SP:Iteration 47Q (946.370000 sec): 3 clusters Score: Raw -28373760.463968 + Penalty 5991.057435 = -28367769.406533 nChanged 29 SP:Iteration 48Q (947.170000 sec): 3 clusters Score: Raw -28373761.379986 + Penalty 5991.057435 = -28367770.322551 nChanged 30 SP:Iteration 49Q (947.960000 sec): 3 clusters Score: Raw -28373762.255252 + Penalty 5991.057435 = -28367771.197818 nChanged 29 SP:Iteration 50Q (948.750000 sec): 3 clusters Score: Raw -28373763.069524 + Penalty 5991.057435 = -28367772.012089 nChanged 27 SP:Iteration 51Q (949.570000 sec): 3 clusters Score: Raw -28373763.821398 + Penalty 5991.057435 = -28367772.763963 nChanged 17 SP:Iteration 52Q (950.390000 sec): 3 clusters Score: Raw -28373764.231800 + Penalty 5991.057435 = -28367773.174365 nChanged 15 SP:Iteration 53Q (951.200000 sec): 3 clusters Score: Raw -28373764.620814 + Penalty 5991.057435 = -28367773.563379 nChanged 13 SP:Iteration 54Q (952.010000 sec): 3 clusters Score: Raw -28373764.955363 + Penalty 5991.057435 = -28367773.897929 nChanged 13 SP:Iteration 55Q (952.820000 sec): 3 clusters Score: Raw -28373765.249036 + Penalty 5991.057435 = -28367774.191601 nChanged 12 SP:Iteration 56Q (953.630000 sec): 3 clusters Score: Raw -28373765.488195 + Penalty 5991.057435 = -28367774.430760 nChanged 12 SP:Iteration 57Q (954.450000 sec): 3 clusters Score: Raw -28373765.732733 + Penalty 5991.057435 = -28367774.675299 nChanged 10 SP:Iteration 58Q (955.260000 sec): 3 clusters Score: Raw -28373765.914672 + Penalty 5991.057435 = -28367774.857237 nChanged 5 SP:Iteration 59Q (956.080000 sec): 3 clusters Score: Raw -28373766.043823 + Penalty 5991.057435 = -28367774.986388 nChanged 6 SP:Iteration 60F (957.030000 sec): 3 clusters Score: Raw -28373766.162633 + Penalty 5991.057435 = -28367775.105199 nChanged 3 SP:Iteration 61Q (957.830000 sec): 3 clusters Score: Raw -28373766.198577 + Penalty 5991.057435 = -28367775.141142 nChanged 3 SP:Iteration 62Q (958.630000 sec): 3 clusters Score: Raw -28373766.243378 + Penalty 5991.057435 = -28367775.185943 nChanged 1 SP:Iteration 63Q (959.430000 sec): 3 clusters Score: Raw -28373766.252553 + Penalty 5991.057435 = -28367775.195118 nChanged 0 SP:Iteration 64F (960.380000 sec): 3 clusters Score: Raw -28373766.252553 + Penalty 5991.057435 = -28367775.195118 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 9.78 GB. Trying to split cluster 18 (45671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (960.670000 sec): 2 clusters Score: Raw -7359449.069673 + Penalty 2660.846263 = -7356788.223410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (960.920000 sec): 3 clusters Score: Raw -7331229.019789 + Penalty 5321.692526 = -7325907.327263 nChanged 20987 SP:Iteration 1F (961.170000 sec): 3 clusters Score: Raw -7344031.154532 + Penalty 5321.692526 = -7338709.462006 nChanged 2839 SP:Iteration 2F (961.420000 sec): 3 clusters Score: Raw -7345715.122033 + Penalty 5321.692526 = -7340393.429507 nChanged 3251 SP:Iteration 3F (961.670000 sec): 3 clusters Score: Raw -7348119.315329 + Penalty 5321.692526 = -7342797.622803 nChanged 3657 SP:Iteration 4F (961.920000 sec): 3 clusters Score: Raw -7351054.563189 + Penalty 5321.692526 = -7345732.870663 nChanged 3563 SP:Iteration 5F (962.170000 sec): 3 clusters Score: Raw -7353700.840452 + Penalty 5321.692526 = -7348379.147927 nChanged 2929 SP:Iteration 6F (962.410000 sec): 3 clusters Score: Raw -7355451.268638 + Penalty 5321.692526 = -7350129.576113 nChanged 2053 SP:Iteration 7Q (962.660000 sec): 3 clusters Score: Raw -7356313.731549 + Penalty 5321.692526 = -7350992.039023 nChanged 1406 SP:Iteration 8Q (962.910000 sec): 3 clusters Score: Raw -7356781.299628 + Penalty 5321.692526 = -7351459.607102 nChanged 1033 SP:Iteration 9Q (963.160000 sec): 3 clusters Score: Raw -7357060.054535 + Penalty 5321.692526 = -7351738.362009 nChanged 808 SP:Iteration 10Q (963.410000 sec): 3 clusters Score: Raw -7357251.760181 + Penalty 5321.692526 = -7351930.067655 nChanged 703 SP:Iteration 11Q (963.650000 sec): 3 clusters Score: Raw -7357406.131161 + Penalty 5321.692526 = -7352084.438635 nChanged 658 SP:Iteration 12Q (963.900000 sec): 3 clusters Score: Raw -7357540.656601 + Penalty 5321.692526 = -7352218.964076 nChanged 658 SP:Iteration 13Q (964.140000 sec): 3 clusters Score: Raw -7357672.828745 + Penalty 5321.692526 = -7352351.136220 nChanged 661 SP:Iteration 14Q (964.380000 sec): 3 clusters Score: Raw -7357807.977370 + Penalty 5321.692526 = -7352486.284844 nChanged 667 SP:Iteration 15Q (964.630000 sec): 3 clusters Score: Raw -7357949.141493 + Penalty 5321.692526 = -7352627.448967 nChanged 660 SP:Iteration 16Q (964.870000 sec): 3 clusters Score: Raw -7358089.515596 + Penalty 5321.692526 = -7352767.823070 nChanged 636 SP:Iteration 17Q (965.110000 sec): 3 clusters Score: Raw -7358224.676753 + Penalty 5321.692526 = -7352902.984227 nChanged 605 SP:Iteration 18Q (965.350000 sec): 3 clusters Score: Raw -7358342.146821 + Penalty 5321.692526 = -7353020.454295 nChanged 586 SP:Iteration 19Q (965.580000 sec): 3 clusters Score: Raw -7358460.362319 + Penalty 5321.692526 = -7353138.669793 nChanged 565 SP:Iteration 20F (965.830000 sec): 3 clusters Score: Raw -7358574.145097 + Penalty 5321.692526 = -7353252.452571 nChanged 559 SP:Iteration 21Q (966.070000 sec): 3 clusters Score: Raw -7358692.175182 + Penalty 5321.692526 = -7353370.482656 nChanged 539 SP:Iteration 22Q (966.300000 sec): 3 clusters Score: Raw -7358810.755648 + Penalty 5321.692526 = -7353489.063123 nChanged 519 SP:Iteration 23Q (966.540000 sec): 3 clusters Score: Raw -7358921.251344 + Penalty 5321.692526 = -7353599.558818 nChanged 513 SP:Iteration 24Q (966.770000 sec): 3 clusters Score: Raw -7359024.345143 + Penalty 5321.692526 = -7353702.652618 nChanged 500 SP:Iteration 25Q (967.000000 sec): 3 clusters Score: Raw -7359130.943353 + Penalty 5321.692526 = -7353809.250828 nChanged 458 SP:Iteration 26Q (967.230000 sec): 3 clusters Score: Raw -7359224.578067 + Penalty 5321.692526 = -7353902.885541 nChanged 447 SP:Iteration 27Q (967.460000 sec): 3 clusters Score: Raw -7359318.834408 + Penalty 5321.692526 = -7353997.141882 nChanged 458 SP:Iteration 28Q (967.690000 sec): 3 clusters Score: Raw -7359430.361688 + Penalty 5321.692526 = -7354108.669162 nChanged 509 SP:Iteration 29Q (967.920000 sec): 3 clusters Score: Raw -7359549.275797 + Penalty 5321.692526 = -7354227.583271 nChanged 469 SP:Iteration 30Q (968.150000 sec): 3 clusters Score: Raw -7359656.545728 + Penalty 5321.692526 = -7354334.853202 nChanged 453 SP:Iteration 31Q (968.370000 sec): 3 clusters Score: Raw -7359757.864767 + Penalty 5321.692526 = -7354436.172241 nChanged 434 SP:Iteration 32Q (968.590000 sec): 3 clusters Score: Raw -7359851.176946 + Penalty 5321.692526 = -7354529.484420 nChanged 427 SP:Iteration 33Q (968.810000 sec): 3 clusters Score: Raw -7359941.155397 + Penalty 5321.692526 = -7354619.462871 nChanged 389 SP:Iteration 34Q (969.030000 sec): 3 clusters Score: Raw -7360023.868557 + Penalty 5321.692526 = -7354702.176031 nChanged 394 SP:Iteration 35Q (969.250000 sec): 3 clusters Score: Raw -7360110.883327 + Penalty 5321.692526 = -7354789.190801 nChanged 340 SP:Iteration 36Q (969.470000 sec): 3 clusters Score: Raw -7360176.929432 + Penalty 5321.692526 = -7354855.236907 nChanged 300 SP:Iteration 37Q (969.690000 sec): 3 clusters Score: Raw -7360234.607933 + Penalty 5321.692526 = -7354912.915408 nChanged 247 SP:Iteration 38Q (969.900000 sec): 3 clusters Score: Raw -7360275.965537 + Penalty 5321.692526 = -7354954.273011 nChanged 231 SP:Iteration 39Q (970.120000 sec): 3 clusters Score: Raw -7360316.309775 + Penalty 5321.692526 = -7354994.617249 nChanged 203 SP:Iteration 40F (970.360000 sec): 3 clusters Score: Raw -7360348.872850 + Penalty 5321.692526 = -7355027.180324 nChanged 185 SP:Iteration 41Q (970.580000 sec): 3 clusters Score: Raw -7360378.229507 + Penalty 5321.692526 = -7355056.536982 nChanged 174 SP:Iteration 42Q (970.790000 sec): 3 clusters Score: Raw -7360403.296602 + Penalty 5321.692526 = -7355081.604076 nChanged 152 SP:Iteration 43Q (971.000000 sec): 3 clusters Score: Raw -7360425.948286 + Penalty 5321.692526 = -7355104.255760 nChanged 124 SP:Iteration 44Q (971.210000 sec): 3 clusters Score: Raw -7360444.491063 + Penalty 5321.692526 = -7355122.798537 nChanged 113 SP:Iteration 45Q (971.420000 sec): 3 clusters Score: Raw -7360459.824860 + Penalty 5321.692526 = -7355138.132334 nChanged 89 SP:Iteration 46Q (971.630000 sec): 3 clusters Score: Raw -7360473.393319 + Penalty 5321.692526 = -7355151.700793 nChanged 85 SP:Iteration 47Q (971.840000 sec): 3 clusters Score: Raw -7360484.341625 + Penalty 5321.692526 = -7355162.649099 nChanged 74 SP:Iteration 48Q (972.050000 sec): 3 clusters Score: Raw -7360493.265318 + Penalty 5321.692526 = -7355171.572792 nChanged 61 SP:Iteration 49Q (972.260000 sec): 3 clusters Score: Raw -7360500.147639 + Penalty 5321.692526 = -7355178.455113 nChanged 58 SP:Iteration 50Q (972.470000 sec): 3 clusters Score: Raw -7360507.180189 + Penalty 5321.692526 = -7355185.487663 nChanged 61 SP:Iteration 51Q (972.680000 sec): 3 clusters Score: Raw -7360513.848233 + Penalty 5321.692526 = -7355192.155707 nChanged 51 SP:Iteration 52Q (972.890000 sec): 3 clusters Score: Raw -7360519.395009 + Penalty 5321.692526 = -7355197.702483 nChanged 52 SP:Iteration 53Q (973.100000 sec): 3 clusters Score: Raw -7360525.556044 + Penalty 5321.692526 = -7355203.863519 nChanged 54 SP:Iteration 54Q (973.310000 sec): 3 clusters Score: Raw -7360532.204587 + Penalty 5321.692526 = -7355210.512061 nChanged 45 SP:Iteration 55Q (973.520000 sec): 3 clusters Score: Raw -7360537.529979 + Penalty 5321.692526 = -7355215.837453 nChanged 41 SP:Iteration 56Q (973.720000 sec): 3 clusters Score: Raw -7360543.371044 + Penalty 5321.692526 = -7355221.678519 nChanged 41 SP:Iteration 57Q (973.930000 sec): 3 clusters Score: Raw -7360548.533903 + Penalty 5321.692526 = -7355226.841377 nChanged 45 SP:Iteration 58Q (974.130000 sec): 3 clusters Score: Raw -7360554.003805 + Penalty 5321.692526 = -7355232.311279 nChanged 36 SP:Iteration 59Q (974.340000 sec): 3 clusters Score: Raw -7360557.841008 + Penalty 5321.692526 = -7355236.148482 nChanged 33 SP:Iteration 60F (974.580000 sec): 3 clusters Score: Raw -7360560.936333 + Penalty 5321.692526 = -7355239.243808 nChanged 29 SP:Iteration 61Q (974.790000 sec): 3 clusters Score: Raw -7360563.802486 + Penalty 5321.692526 = -7355242.109960 nChanged 29 SP:Iteration 62Q (974.990000 sec): 3 clusters Score: Raw -7360568.370309 + Penalty 5321.692526 = -7355246.677783 nChanged 32 SP:Iteration 63Q (975.190000 sec): 3 clusters Score: Raw -7360573.817792 + Penalty 5321.692526 = -7355252.125266 nChanged 44 SP:Iteration 64Q (975.400000 sec): 3 clusters Score: Raw -7360579.982300 + Penalty 5321.692526 = -7355258.289774 nChanged 36 SP:Iteration 65Q (975.600000 sec): 3 clusters Score: Raw -7360584.804424 + Penalty 5321.692526 = -7355263.111898 nChanged 35 SP:Iteration 66Q (975.810000 sec): 3 clusters Score: Raw -7360588.777574 + Penalty 5321.692526 = -7355267.085049 nChanged 36 SP:Iteration 67Q (976.020000 sec): 3 clusters Score: Raw -7360592.981836 + Penalty 5321.692526 = -7355271.289310 nChanged 33 SP:Iteration 68Q (976.220000 sec): 3 clusters Score: Raw -7360597.413994 + Penalty 5321.692526 = -7355275.721468 nChanged 36 SP:Iteration 69Q (976.420000 sec): 3 clusters Score: Raw -7360601.395631 + Penalty 5321.692526 = -7355279.703105 nChanged 22 SP:Iteration 70Q (976.630000 sec): 3 clusters Score: Raw -7360603.405476 + Penalty 5321.692526 = -7355281.712950 nChanged 16 SP:Iteration 71Q (976.840000 sec): 3 clusters Score: Raw -7360604.887152 + Penalty 5321.692526 = -7355283.194626 nChanged 20 SP:Iteration 72Q (977.040000 sec): 3 clusters Score: Raw -7360606.965764 + Penalty 5321.692526 = -7355285.273238 nChanged 23 SP:Iteration 73Q (977.240000 sec): 3 clusters Score: Raw -7360609.338445 + Penalty 5321.692526 = -7355287.645919 nChanged 20 SP:Iteration 74Q (977.440000 sec): 3 clusters Score: Raw -7360612.060026 + Penalty 5321.692526 = -7355290.367500 nChanged 23 SP:Iteration 75Q (977.640000 sec): 3 clusters Score: Raw -7360614.282825 + Penalty 5321.692526 = -7355292.590299 nChanged 20 SP:Iteration 76Q (977.840000 sec): 3 clusters Score: Raw -7360616.433760 + Penalty 5321.692526 = -7355294.741234 nChanged 14 SP:Iteration 77Q (978.040000 sec): 3 clusters Score: Raw -7360617.770035 + Penalty 5321.692526 = -7355296.077510 nChanged 9 SP:Iteration 78Q (978.240000 sec): 3 clusters Score: Raw -7360618.768983 + Penalty 5321.692526 = -7355297.076457 nChanged 12 SP:Iteration 79Q (978.450000 sec): 3 clusters Score: Raw -7360619.775214 + Penalty 5321.692526 = -7355298.082688 nChanged 7 SP:Iteration 80F (978.690000 sec): 3 clusters Score: Raw -7360620.151026 + Penalty 5321.692526 = -7355298.458500 nChanged 5 SP:Iteration 81Q (978.890000 sec): 3 clusters Score: Raw -7360620.412906 + Penalty 5321.692526 = -7355298.720380 nChanged 1 SP:Iteration 82Q (979.090000 sec): 3 clusters Score: Raw -7360620.492171 + Penalty 5321.692526 = -7355298.799645 nChanged 1 SP:Iteration 83Q (979.290000 sec): 3 clusters Score: Raw -7360620.604143 + Penalty 5321.692526 = -7355298.911617 nChanged 4 SP:Iteration 84Q (979.490000 sec): 3 clusters Score: Raw -7360620.890740 + Penalty 5321.692526 = -7355299.198215 nChanged 5 SP:Iteration 85Q (979.700000 sec): 3 clusters Score: Raw -7360621.516777 + Penalty 5321.692526 = -7355299.824252 nChanged 2 SP:Iteration 86Q (979.900000 sec): 3 clusters Score: Raw -7360621.917623 + Penalty 5321.692526 = -7355300.225097 nChanged 4 SP:Iteration 87Q (980.100000 sec): 3 clusters Score: Raw -7360622.372456 + Penalty 5321.692526 = -7355300.679930 nChanged 4 SP:Iteration 88Q (980.300000 sec): 3 clusters Score: Raw -7360622.751318 + Penalty 5321.692526 = -7355301.058792 nChanged 2 SP:Iteration 89Q (980.500000 sec): 3 clusters Score: Raw -7360622.871304 + Penalty 5321.692526 = -7355301.178778 nChanged 2 SP:Iteration 90Q (980.700000 sec): 3 clusters Score: Raw -7360623.085078 + Penalty 5321.692526 = -7355301.392553 nChanged 6 SP:Iteration 91Q (980.900000 sec): 3 clusters Score: Raw -7360623.722264 + Penalty 5321.692526 = -7355302.029738 nChanged 3 SP:Iteration 92Q (981.110000 sec): 3 clusters Score: Raw -7360623.987749 + Penalty 5321.692526 = -7355302.295223 nChanged 2 SP:Iteration 93Q (981.310000 sec): 3 clusters Score: Raw -7360624.204824 + Penalty 5321.692526 = -7355302.512298 nChanged 3 SP:Iteration 94Q (981.510000 sec): 3 clusters Score: Raw -7360624.599672 + Penalty 5321.692526 = -7355302.907146 nChanged 3 SP:Iteration 95Q (981.720000 sec): 3 clusters Score: Raw -7360624.918179 + Penalty 5321.692526 = -7355303.225653 nChanged 4 SP:Iteration 96Q (981.920000 sec): 3 clusters Score: Raw -7360625.228095 + Penalty 5321.692526 = -7355303.535569 nChanged 2 SP:Iteration 97Q (982.120000 sec): 3 clusters Score: Raw -7360625.414688 + Penalty 5321.692526 = -7355303.722162 nChanged 2 SP:Iteration 98Q (982.320000 sec): 3 clusters Score: Raw -7360625.550348 + Penalty 5321.692526 = -7355303.857822 nChanged 1 SP:Iteration 99Q (982.520000 sec): 3 clusters Score: Raw -7360625.599932 + Penalty 5321.692526 = -7355303.907406 nChanged 0 SP:Iteration 100F (982.760000 sec): 3 clusters Score: Raw -7360625.599932 + Penalty 5321.692526 = -7355303.907406 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 19 (1058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (982.800000 sec): 2 clusters Score: Raw -156131.928952 + Penalty 1727.105632 = -154404.823320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (982.800000 sec): 3 clusters Score: Raw -155984.067010 + Penalty 3454.211264 = -152529.855746 nChanged 312 SP:Iteration 1F (982.810000 sec): 3 clusters Score: Raw -156952.736715 + Penalty 3454.211264 = -153498.525451 nChanged 160 SP:Iteration 2F (982.810000 sec): 3 clusters Score: Raw -158253.929240 + Penalty 3454.211264 = -154799.717976 nChanged 101 SP:Iteration 3F (982.820000 sec): 3 clusters Score: Raw -158850.659739 + Penalty 3454.211264 = -155396.448475 nChanged 41 SP:Iteration 4Q (982.820000 sec): 3 clusters Score: Raw -159127.920031 + Penalty 3454.211264 = -155673.708768 nChanged 16 SP:Iteration 5Q (982.820000 sec): 3 clusters Score: Raw -159224.335931 + Penalty 3454.211264 = -155770.124667 nChanged 5 SP:Iteration 6Q (982.830000 sec): 3 clusters Score: Raw -159285.372545 + Penalty 3454.211264 = -155831.161281 nChanged 7 SP:Iteration 7Q (982.830000 sec): 3 clusters Score: Raw -159340.373659 + Penalty 3454.211264 = -155886.162395 nChanged 4 SP:Iteration 8Q (982.840000 sec): 3 clusters Score: Raw -159346.927748 + Penalty 3454.211264 = -155892.716485 nChanged 1 SP:Iteration 9Q (982.840000 sec): 3 clusters Score: Raw -159348.649766 + Penalty 3454.211264 = -155894.438503 nChanged 0 SP:Iteration 10F (982.850000 sec): 3 clusters Score: Raw -159348.649766 + Penalty 3454.211264 = -155894.438503 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 29. Iteration 20F (1052.900000 sec): 30 clusters Score: Raw -204735962.974410 + Penalty 101263.770340 = -204634699.204070 nChanged 39745 Iteration 21Q (1070.580000 sec): 30 clusters Score: Raw -204754008.319127 + Penalty 101263.770340 = -204652744.548787 nChanged 18659 Iteration 22Q (1087.370000 sec): 30 clusters Score: Raw -204759766.320018 + Penalty 101263.770340 = -204658502.549679 nChanged 12895 Iteration 23Q (1104.260000 sec): 30 clusters Score: Raw -204762778.982730 + Penalty 101263.770340 = -204661515.212391 nChanged 9819 Iteration 24Q (1121.000000 sec): 30 clusters Score: Raw -204764792.942163 + Penalty 101263.770340 = -204663529.171823 nChanged 7591 Iteration 25Q (1137.510000 sec): 30 clusters Score: Raw -204766280.690381 + Penalty 101263.770340 = -204665016.920041 nChanged 6399 Iteration 26Q (1154.010000 sec): 30 clusters Score: Raw -204767468.208650 + Penalty 101263.770340 = -204666204.438311 nChanged 5406 Iteration 27Q (1170.400000 sec): 30 clusters Score: Raw -204768309.118071 + Penalty 101263.770340 = -204667045.347731 nChanged 4676 Iteration 28Q (1186.710000 sec): 30 clusters Score: Raw -204769073.629423 + Penalty 101263.770340 = -204667809.859083 nChanged 4169 Iteration 29Q (1202.980000 sec): 30 clusters Score: Raw -204770246.123448 + Penalty 101263.770340 = -204668982.353108 nChanged 3787 Iteration 30Q (1219.110000 sec): 30 clusters Score: Raw -204770828.784468 + Penalty 101263.770340 = -204669565.014128 nChanged 3326 Iteration 31Q (1235.220000 sec): 30 clusters Score: Raw -204771267.800996 + Penalty 101263.770340 = -204670004.030657 nChanged 3084 Iteration 32Q (1251.370000 sec): 30 clusters Score: Raw -204771690.461172 + Penalty 101263.770340 = -204670426.690832 nChanged 2794 Iteration 33Q (1267.530000 sec): 30 clusters Score: Raw -204772090.783678 + Penalty 101263.770340 = -204670827.013338 nChanged 2592 Iteration 34Q (1283.570000 sec): 30 clusters Score: Raw -204772497.960304 + Penalty 101263.770340 = -204671234.189964 nChanged 2516 Iteration 35Q (1299.840000 sec): 30 clusters Score: Raw -204772930.608946 + Penalty 101263.770340 = -204671666.838606 nChanged 2397 Iteration 36Q (1316.940000 sec): 30 clusters Score: Raw -204773375.694916 + Penalty 101263.770340 = -204672111.924577 nChanged 2317 Iteration 37Q (1333.420000 sec): 30 clusters Score: Raw -204773914.670436 + Penalty 101263.770340 = -204672650.900097 nChanged 2379 Iteration 38Q (1351.220000 sec): 30 clusters Score: Raw -204774567.578211 + Penalty 101263.770340 = -204673303.807871 nChanged 2392 Iteration 39Q (1368.010000 sec): 30 clusters Score: Raw -204775340.909473 + Penalty 101263.770340 = -204674077.139133 nChanged 2437 Iteration 40F (1441.450000 sec): 30 clusters Score: Raw -204779993.321923 + Penalty 101263.770340 = -204678729.551584 nChanged 2565 Iteration 41Q (1457.950000 sec): 30 clusters Score: Raw -204784332.423886 + Penalty 101263.770340 = -204683068.653546 nChanged 2522 Iteration 42Q (1475.450000 sec): 30 clusters Score: Raw -204784969.762191 + Penalty 101263.770340 = -204683705.991852 nChanged 2187 Iteration 43Q (1493.440000 sec): 30 clusters Score: Raw -204785350.944767 + Penalty 101263.770340 = -204684087.174427 nChanged 1863 Iteration 44Q (1512.530000 sec): 30 clusters Score: Raw -204785590.855744 + Penalty 101263.770340 = -204684327.085404 nChanged 1684 Iteration 45Q (1532.030000 sec): 30 clusters Score: Raw -204785775.650582 + Penalty 101263.770340 = -204684511.880242 nChanged 1490 Iteration 46Q (1551.660000 sec): 30 clusters Score: Raw -204785934.149605 + Penalty 101263.770340 = -204684670.379265 nChanged 1348 Iteration 47Q (1570.600000 sec): 30 clusters Score: Raw -204786059.346059 + Penalty 101263.770340 = -204684795.575719 nChanged 1225 Iteration 48Q (1589.290000 sec): 30 clusters Score: Raw -204786159.508575 + Penalty 101263.770340 = -204684895.738235 nChanged 1104 Iteration 49Q (1608.050000 sec): 30 clusters Score: Raw -204786248.456934 + Penalty 101263.770340 = -204684984.686594 nChanged 1030 Iteration 50Q (1626.350000 sec): 30 clusters Score: Raw -204786324.943662 + Penalty 101263.770340 = -204685061.173323 nChanged 903 Iteration 51Q (1645.750000 sec): 30 clusters Score: Raw -204786386.285594 + Penalty 101263.770340 = -204685122.515254 nChanged 867 Iteration 52Q (1664.630000 sec): 30 clusters Score: Raw -204786449.890627 + Penalty 101263.770340 = -204685186.120287 nChanged 823 Iteration 53Q (1683.940000 sec): 30 clusters Score: Raw -204786508.174615 + Penalty 101263.770340 = -204685244.404276 nChanged 836 Iteration 54Q (1703.040000 sec): 30 clusters Score: Raw -204786568.737442 + Penalty 101263.770340 = -204685304.967102 nChanged 863 Iteration 55Q (1722.130000 sec): 30 clusters Score: Raw -204786629.650556 + Penalty 101263.770340 = -204685365.880217 nChanged 821 Iteration 56Q (1740.260000 sec): 30 clusters Score: Raw -204786686.399920 + Penalty 101263.770340 = -204685422.629581 nChanged 798 Iteration 57Q (1758.380000 sec): 30 clusters Score: Raw -204786738.555950 + Penalty 101263.770340 = -204685474.785610 nChanged 781 Iteration 58Q (1776.830000 sec): 30 clusters Score: Raw -204786787.968411 + Penalty 101263.770340 = -204685524.198072 nChanged 741 Writing temp clu file Because OldScore, -204685474.785610, is greater than current (better) Score,-204685524.198072 Compute initial score before splitting: Score: Raw -204786787.968411 + Penalty 101263.770340 = -204685524.198072 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 1 (34587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1777.300000 sec): 2 clusters Score: Raw -5608740.793115 + Penalty 2591.905826 = -5606148.887289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1777.500000 sec): 3 clusters Score: Raw -5587661.155879 + Penalty 5183.811651 = -5582477.344227 nChanged 15709 SP:Iteration 1F (1777.700000 sec): 3 clusters Score: Raw -5596398.771470 + Penalty 5183.811651 = -5591214.959819 nChanged 1586 SP:Iteration 2Q (1777.910000 sec): 3 clusters Score: Raw -5596860.202395 + Penalty 5183.811651 = -5591676.390743 nChanged 1396 SP:Iteration 3Q (1778.100000 sec): 3 clusters Score: Raw -5597259.076962 + Penalty 5183.811651 = -5592075.265311 nChanged 1256 SP:Iteration 4Q (1778.310000 sec): 3 clusters Score: Raw -5597662.741948 + Penalty 5183.811651 = -5592478.930297 nChanged 1243 SP:Iteration 5Q (1778.520000 sec): 3 clusters Score: Raw -5598123.361601 + Penalty 5183.811651 = -5592939.549950 nChanged 1363 SP:Iteration 6Q (1778.720000 sec): 3 clusters Score: Raw -5598743.732343 + Penalty 5183.811651 = -5593559.920692 nChanged 1557 SP:Iteration 7Q (1778.930000 sec): 3 clusters Score: Raw -5599586.168890 + Penalty 5183.811651 = -5594402.357239 nChanged 1794 SP:Iteration 8F (1779.130000 sec): 3 clusters Score: Raw -5600703.530734 + Penalty 5183.811651 = -5595519.719083 nChanged 1966 SP:Iteration 9F (1779.320000 sec): 3 clusters Score: Raw -5602069.540854 + Penalty 5183.811651 = -5596885.729203 nChanged 2176 SP:Iteration 10F (1779.520000 sec): 3 clusters Score: Raw -5603773.910605 + Penalty 5183.811651 = -5598590.098954 nChanged 2057 SP:Iteration 11F (1779.700000 sec): 3 clusters Score: Raw -5605511.276308 + Penalty 5183.811651 = -5600327.464657 nChanged 1680 SP:Iteration 12Q (1779.890000 sec): 3 clusters Score: Raw -5606963.419198 + Penalty 5183.811651 = -5601779.607547 nChanged 1120 SP:Iteration 13Q (1780.060000 sec): 3 clusters Score: Raw -5607952.502585 + Penalty 5183.811651 = -5602768.690934 nChanged 622 SP:Iteration 14Q (1780.220000 sec): 3 clusters Score: Raw -5608510.023724 + Penalty 5183.811651 = -5603326.212072 nChanged 272 SP:Iteration 15Q (1780.370000 sec): 3 clusters Score: Raw -5608773.841134 + Penalty 5183.811651 = -5603590.029483 nChanged 134 SP:Iteration 16Q (1780.520000 sec): 3 clusters Score: Raw -5608902.416040 + Penalty 5183.811651 = -5603718.604388 nChanged 78 SP:Iteration 17Q (1780.660000 sec): 3 clusters Score: Raw -5608975.955609 + Penalty 5183.811651 = -5603792.143958 nChanged 41 SP:Iteration 18Q (1780.810000 sec): 3 clusters Score: Raw -5609024.017022 + Penalty 5183.811651 = -5603840.205370 nChanged 30 SP:Iteration 19Q (1780.950000 sec): 3 clusters Score: Raw -5609056.184190 + Penalty 5183.811651 = -5603872.372538 nChanged 17 SP:Iteration 20F (1781.130000 sec): 3 clusters Score: Raw -5609075.352056 + Penalty 5183.811651 = -5603891.540405 nChanged 10 SP:Iteration 21Q (1781.260000 sec): 3 clusters Score: Raw -5609086.905300 + Penalty 5183.811651 = -5603903.093649 nChanged 10 SP:Iteration 22Q (1781.390000 sec): 3 clusters Score: Raw -5609100.545906 + Penalty 5183.811651 = -5603916.734255 nChanged 9 SP:Iteration 23Q (1781.520000 sec): 3 clusters Score: Raw -5609109.913712 + Penalty 5183.811651 = -5603926.102060 nChanged 8 SP:Iteration 24Q (1781.650000 sec): 3 clusters Score: Raw -5609119.798700 + Penalty 5183.811651 = -5603935.987048 nChanged 5 SP:Iteration 25Q (1781.780000 sec): 3 clusters Score: Raw -5609123.944609 + Penalty 5183.811651 = -5603940.132958 nChanged 4 SP:Iteration 26Q (1781.910000 sec): 3 clusters Score: Raw -5609128.795779 + Penalty 5183.811651 = -5603944.984128 nChanged 4 SP:Iteration 27Q (1782.050000 sec): 3 clusters Score: Raw -5609132.611626 + Penalty 5183.811651 = -5603948.799975 nChanged 2 SP:Iteration 28Q (1782.190000 sec): 3 clusters Score: Raw -5609134.704279 + Penalty 5183.811651 = -5603950.892627 nChanged 0 SP:Iteration 29F (1782.400000 sec): 3 clusters Score: Raw -5609134.704279 + Penalty 5183.811651 = -5603950.892627 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 2 (7133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1782.470000 sec): 2 clusters Score: Raw -1157304.330593 + Penalty 2200.376821 = -1155103.953772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1782.520000 sec): 3 clusters Score: Raw -1153578.330278 + Penalty 4400.753642 = -1149177.576636 nChanged 2929 SP:Iteration 1F (1782.560000 sec): 3 clusters Score: Raw -1155208.935648 + Penalty 4400.753642 = -1150808.182006 nChanged 491 SP:Iteration 2F (1782.600000 sec): 3 clusters Score: Raw -1155451.930144 + Penalty 4400.753642 = -1151051.176501 nChanged 359 SP:Iteration 3F (1782.640000 sec): 3 clusters Score: Raw -1155629.894018 + Penalty 4400.753642 = -1151229.140376 nChanged 294 SP:Iteration 4Q (1782.690000 sec): 3 clusters Score: Raw -1155777.982097 + Penalty 4400.753642 = -1151377.228454 nChanged 261 SP:Iteration 5Q (1782.730000 sec): 3 clusters Score: Raw -1155899.664884 + Penalty 4400.753642 = -1151498.911242 nChanged 239 SP:Iteration 6Q (1782.770000 sec): 3 clusters Score: Raw -1156014.449557 + Penalty 4400.753642 = -1151613.695915 nChanged 225 SP:Iteration 7Q (1782.810000 sec): 3 clusters Score: Raw -1156133.990358 + Penalty 4400.753642 = -1151733.236716 nChanged 238 SP:Iteration 8Q (1782.850000 sec): 3 clusters Score: Raw -1156273.230187 + Penalty 4400.753642 = -1151872.476545 nChanged 259 SP:Iteration 9Q (1782.890000 sec): 3 clusters Score: Raw -1156445.257314 + Penalty 4400.753642 = -1152044.503672 nChanged 286 SP:Iteration 10Q (1782.930000 sec): 3 clusters Score: Raw -1156647.277211 + Penalty 4400.753642 = -1152246.523569 nChanged 310 SP:Iteration 11Q (1782.970000 sec): 3 clusters Score: Raw -1156934.769953 + Penalty 4400.753642 = -1152534.016310 nChanged 380 SP:Iteration 12F (1783.010000 sec): 3 clusters Score: Raw -1157427.353399 + Penalty 4400.753642 = -1153026.599756 nChanged 428 SP:Iteration 13F (1783.050000 sec): 3 clusters Score: Raw -1158343.736146 + Penalty 4400.753642 = -1153942.982504 nChanged 500 SP:Iteration 14F (1783.090000 sec): 3 clusters Score: Raw -1160462.368170 + Penalty 4400.753642 = -1156061.614528 nChanged 430 SP:Iteration 15F (1783.130000 sec): 3 clusters Score: Raw -1163003.555262 + Penalty 4400.753642 = -1158602.801620 nChanged 157 SP:Iteration 16Q (1783.160000 sec): 3 clusters Score: Raw -1163405.330008 + Penalty 4400.753642 = -1159004.576366 nChanged 28 SP:Iteration 17Q (1783.190000 sec): 3 clusters Score: Raw -1163431.284371 + Penalty 4400.753642 = -1159030.530728 nChanged 10 SP:Iteration 18Q (1783.210000 sec): 3 clusters Score: Raw -1163439.927435 + Penalty 4400.753642 = -1159039.173793 nChanged 5 SP:Iteration 19Q (1783.240000 sec): 3 clusters Score: Raw -1163443.420879 + Penalty 4400.753642 = -1159042.667237 nChanged 7 SP:Iteration 20F (1783.280000 sec): 3 clusters Score: Raw -1163446.549337 + Penalty 4400.753642 = -1159045.795695 nChanged 2 SP:Iteration 21Q (1783.310000 sec): 3 clusters Score: Raw -1163447.160518 + Penalty 4400.753642 = -1159046.406875 nChanged 0 SP:Iteration 22F (1783.350000 sec): 3 clusters Score: Raw -1163447.160518 + Penalty 4400.753642 = -1159046.406875 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 9.78 GB. Trying to split cluster 3 (4021 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1783.390000 sec): 2 clusters Score: Raw -568301.321526 + Penalty 2058.222905 = -566243.098621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1783.410000 sec): 3 clusters Score: Raw -566498.950840 + Penalty 4116.445810 = -562382.505030 nChanged 1553 SP:Iteration 1F (1783.430000 sec): 3 clusters Score: Raw -567923.167945 + Penalty 4116.445810 = -563806.722136 nChanged 524 SP:Iteration 2F (1783.450000 sec): 3 clusters Score: Raw -568810.163316 + Penalty 4116.445810 = -564693.717507 nChanged 458 SP:Iteration 3F (1783.470000 sec): 3 clusters Score: Raw -569688.738640 + Penalty 4116.445810 = -565572.292830 nChanged 363 SP:Iteration 4F (1783.500000 sec): 3 clusters Score: Raw -570625.969311 + Penalty 4116.445810 = -566509.523501 nChanged 267 SP:Iteration 5F (1783.520000 sec): 3 clusters Score: Raw -571159.699517 + Penalty 4116.445810 = -567043.253708 nChanged 127 SP:Iteration 6Q (1783.540000 sec): 3 clusters Score: Raw -571311.649811 + Penalty 4116.445810 = -567195.204001 nChanged 67 SP:Iteration 7Q (1783.560000 sec): 3 clusters Score: Raw -571368.280587 + Penalty 4116.445810 = -567251.834777 nChanged 39 SP:Iteration 8Q (1783.580000 sec): 3 clusters Score: Raw -571405.761953 + Penalty 4116.445810 = -567289.316144 nChanged 29 SP:Iteration 9Q (1783.600000 sec): 3 clusters Score: Raw -571426.853904 + Penalty 4116.445810 = -567310.408094 nChanged 23 SP:Iteration 10Q (1783.620000 sec): 3 clusters Score: Raw -571444.514056 + Penalty 4116.445810 = -567328.068246 nChanged 18 SP:Iteration 11Q (1783.640000 sec): 3 clusters Score: Raw -571458.484293 + Penalty 4116.445810 = -567342.038484 nChanged 15 SP:Iteration 12Q (1783.650000 sec): 3 clusters Score: Raw -571469.261814 + Penalty 4116.445810 = -567352.816004 nChanged 15 SP:Iteration 13Q (1783.670000 sec): 3 clusters Score: Raw -571475.619527 + Penalty 4116.445810 = -567359.173717 nChanged 4 SP:Iteration 14Q (1783.690000 sec): 3 clusters Score: Raw -571477.140195 + Penalty 4116.445810 = -567360.694385 nChanged 3 SP:Iteration 15Q (1783.710000 sec): 3 clusters Score: Raw -571478.876116 + Penalty 4116.445810 = -567362.430306 nChanged 2 SP:Iteration 16Q (1783.730000 sec): 3 clusters Score: Raw -571480.294029 + Penalty 4116.445810 = -567363.848219 nChanged 3 SP:Iteration 17Q (1783.750000 sec): 3 clusters Score: Raw -571481.132271 + Penalty 4116.445810 = -567364.686461 nChanged 2 SP:Iteration 18Q (1783.770000 sec): 3 clusters Score: Raw -571481.917439 + Penalty 4116.445810 = -567365.471629 nChanged 3 SP:Iteration 19Q (1783.790000 sec): 3 clusters Score: Raw -571483.117150 + Penalty 4116.445810 = -567366.671340 nChanged 3 SP:Iteration 20F (1783.810000 sec): 3 clusters Score: Raw -571486.858900 + Penalty 4116.445810 = -567370.413090 nChanged 4 SP:Iteration 21Q (1783.830000 sec): 3 clusters Score: Raw -571487.785897 + Penalty 4116.445810 = -567371.340087 nChanged 0 SP:Iteration 22F (1783.860000 sec): 3 clusters Score: Raw -571487.785897 + Penalty 4116.445810 = -567371.340087 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 31. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 4 (2959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1783.880000 sec): 2 clusters Score: Raw -406853.092892 + Penalty 1982.166450 = -404870.926442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1783.900000 sec): 3 clusters Score: Raw -405902.650223 + Penalty 3964.332900 = -401938.317324 nChanged 1093 SP:Iteration 1F (1783.910000 sec): 3 clusters Score: Raw -409403.137153 + Penalty 3964.332900 = -405438.804253 nChanged 541 SP:Iteration 2F (1783.930000 sec): 3 clusters Score: Raw -413096.925148 + Penalty 3964.332900 = -409132.592248 nChanged 344 SP:Iteration 3F (1783.940000 sec): 3 clusters Score: Raw -415784.223842 + Penalty 3964.332900 = -411819.890943 nChanged 212 SP:Iteration 4F (1783.960000 sec): 3 clusters Score: Raw -417571.920642 + Penalty 3964.332900 = -413607.587743 nChanged 142 SP:Iteration 5Q (1783.970000 sec): 3 clusters Score: Raw -419539.494317 + Penalty 3964.332900 = -415575.161417 nChanged 92 SP:Iteration 6Q (1783.980000 sec): 3 clusters Score: Raw -420331.514302 + Penalty 3964.332900 = -416367.181402 nChanged 91 SP:Iteration 7Q (1783.990000 sec): 3 clusters Score: Raw -421039.553246 + Penalty 3964.332900 = -417075.220347 nChanged 67 SP:Iteration 8Q (1784.000000 sec): 3 clusters Score: Raw -421725.972085 + Penalty 3964.332900 = -417761.639185 nChanged 25 SP:Iteration 9Q (1784.010000 sec): 3 clusters Score: Raw -422048.587150 + Penalty 3964.332900 = -418084.254251 nChanged 25 SP:Iteration 10Q (1784.020000 sec): 3 clusters Score: Raw -422662.724502 + Penalty 3964.332900 = -418698.391602 nChanged 20 SP:Iteration 11Q (1784.030000 sec): 3 clusters Score: Raw -424467.208203 + Penalty 3964.332900 = -420502.875303 nChanged 0 SP:Iteration 12F (1784.050000 sec): 3 clusters Score: Raw -424467.208203 + Penalty 3964.332900 = -420502.875303 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 32. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 5 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1784.060000 sec): 2 clusters Score: Raw -85441.814050 + Penalty 1616.748527 = -83825.065523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1784.070000 sec): 3 clusters Score: Raw -85945.326712 + Penalty 3233.497055 = -82711.829657 nChanged 229 SP:Iteration 1F (1784.070000 sec): 3 clusters Score: Raw -87074.172844 + Penalty 3233.497055 = -83840.675789 nChanged 70 SP:Iteration 2F (1784.070000 sec): 3 clusters Score: Raw -87426.434872 + Penalty 3233.497055 = -84192.937818 nChanged 29 SP:Iteration 3Q (1784.070000 sec): 3 clusters Score: Raw -87688.196235 + Penalty 3233.497055 = -84454.699180 nChanged 24 SP:Iteration 4Q (1784.080000 sec): 3 clusters Score: Raw -87827.621476 + Penalty 3233.497055 = -84594.124421 nChanged 15 SP:Iteration 5Q (1784.080000 sec): 3 clusters Score: Raw -88067.488480 + Penalty 3233.497055 = -84833.991425 nChanged 8 SP:Iteration 6Q (1784.080000 sec): 3 clusters Score: Raw -88119.524976 + Penalty 3233.497055 = -84886.027921 nChanged 4 SP:Iteration 7Q (1784.090000 sec): 3 clusters Score: Raw -88136.756216 + Penalty 3233.497055 = -84903.259161 nChanged 2 SP:Iteration 8Q (1784.090000 sec): 3 clusters Score: Raw -88143.217878 + Penalty 3233.497055 = -84909.720823 nChanged 2 SP:Iteration 9Q (1784.090000 sec): 3 clusters Score: Raw -88155.402815 + Penalty 3233.497055 = -84921.905760 nChanged 4 SP:Iteration 10Q (1784.090000 sec): 3 clusters Score: Raw -88163.657854 + Penalty 3233.497055 = -84930.160799 nChanged 1 SP:Iteration 11Q (1784.090000 sec): 3 clusters Score: Raw -88167.267172 + Penalty 3233.497055 = -84933.770118 nChanged 1 SP:Iteration 12Q (1784.100000 sec): 3 clusters Score: Raw -88178.897458 + Penalty 3233.497055 = -84945.400403 nChanged 1 SP:Iteration 13Q (1784.100000 sec): 3 clusters Score: Raw -88209.300789 + Penalty 3233.497055 = -84975.803734 nChanged 3 SP:Iteration 14Q (1784.100000 sec): 3 clusters Score: Raw -88280.243013 + Penalty 3233.497055 = -85046.745958 nChanged 5 SP:Iteration 15Q (1784.110000 sec): 3 clusters Score: Raw -88387.016218 + Penalty 3233.497055 = -85153.519163 nChanged 3 SP:Iteration 16Q (1784.110000 sec): 3 clusters Score: Raw -88623.282713 + Penalty 3233.497055 = -85389.785658 nChanged 3 SP:Iteration 17Q (1784.110000 sec): 3 clusters Score: Raw -88725.162329 + Penalty 3233.497055 = -85491.665274 nChanged 4 SP:Iteration 18Q (1784.110000 sec): 3 clusters Score: Raw -88730.779298 + Penalty 3233.497055 = -85497.282243 nChanged 3 SP:Iteration 19Q (1784.120000 sec): 3 clusters Score: Raw -88735.350530 + Penalty 3233.497055 = -85501.853475 nChanged 1 SP:Iteration 20F (1784.120000 sec): 3 clusters Score: Raw -88775.806440 + Penalty 3233.497055 = -85542.309385 nChanged 4 SP:Iteration 21Q (1784.120000 sec): 3 clusters Score: Raw -88940.423009 + Penalty 3233.497055 = -85706.925954 nChanged 7 SP:Iteration 22Q (1784.130000 sec): 3 clusters Score: Raw -89139.697359 + Penalty 3233.497055 = -85906.200305 nChanged 7 SP:Iteration 23Q (1784.130000 sec): 3 clusters Score: Raw -89313.939970 + Penalty 3233.497055 = -86080.442915 nChanged 4 SP:Iteration 24Q (1784.130000 sec): 3 clusters Score: Raw -89329.241022 + Penalty 3233.497055 = -86095.743967 nChanged 7 SP:Iteration 25Q (1784.130000 sec): 3 clusters Score: Raw -89347.518670 + Penalty 3233.497055 = -86114.021615 nChanged 3 SP:Iteration 26Q (1784.130000 sec): 3 clusters Score: Raw -89354.589781 + Penalty 3233.497055 = -86121.092726 nChanged 8 SP:Iteration 27Q (1784.140000 sec): 3 clusters Score: Raw -89390.291456 + Penalty 3233.497055 = -86156.794401 nChanged 9 SP:Iteration 28Q (1784.140000 sec): 3 clusters Score: Raw -89433.596199 + Penalty 3233.497055 = -86200.099144 nChanged 5 SP:Iteration 29Q (1784.140000 sec): 3 clusters Score: Raw -89445.841352 + Penalty 3233.497055 = -86212.344297 nChanged 2 SP:Iteration 30Q (1784.150000 sec): 3 clusters Score: Raw -89450.362652 + Penalty 3233.497055 = -86216.865597 nChanged 2 SP:Iteration 31Q (1784.150000 sec): 3 clusters Score: Raw -89453.754134 + Penalty 3233.497055 = -86220.257080 nChanged 3 SP:Iteration 32Q (1784.150000 sec): 3 clusters Score: Raw -89462.551024 + Penalty 3233.497055 = -86229.053969 nChanged 4 SP:Iteration 33Q (1784.150000 sec): 3 clusters Score: Raw -89484.536095 + Penalty 3233.497055 = -86251.039040 nChanged 11 SP:Iteration 34Q (1784.150000 sec): 3 clusters Score: Raw -89623.094435 + Penalty 3233.497055 = -86389.597380 nChanged 9 SP:Iteration 35Q (1784.160000 sec): 3 clusters Score: Raw -89723.539876 + Penalty 3233.497055 = -86490.042821 nChanged 4 SP:Iteration 36Q (1784.160000 sec): 3 clusters Score: Raw -89740.623573 + Penalty 3233.497055 = -86507.126518 nChanged 1 SP:Iteration 37Q (1784.160000 sec): 3 clusters Score: Raw -89752.751349 + Penalty 3233.497055 = -86519.254294 nChanged 1 SP:Iteration 38Q (1784.170000 sec): 3 clusters Score: Raw -89757.866052 + Penalty 3233.497055 = -86524.368997 nChanged 0 SP:Iteration 39F (1784.170000 sec): 3 clusters Score: Raw -89776.514081 + Penalty 3233.497055 = -86543.017026 nChanged 4 SP:Iteration 40F (1784.170000 sec): 3 clusters Score: Raw -89856.014339 + Penalty 3233.497055 = -86622.517285 nChanged 5 SP:Iteration 41Q (1784.170000 sec): 3 clusters Score: Raw -90068.400691 + Penalty 3233.497055 = -86834.903636 nChanged 5 SP:Iteration 42Q (1784.180000 sec): 3 clusters Score: Raw -90157.840323 + Penalty 3233.497055 = -86924.343268 nChanged 10 SP:Iteration 43Q (1784.180000 sec): 3 clusters Score: Raw -90230.012691 + Penalty 3233.497055 = -86996.515636 nChanged 8 SP:Iteration 44Q (1784.180000 sec): 3 clusters Score: Raw -90370.031901 + Penalty 3233.497055 = -87136.534846 nChanged 5 SP:Iteration 45Q (1784.190000 sec): 3 clusters Score: Raw -90515.660273 + Penalty 3233.497055 = -87282.163218 nChanged 5 SP:Iteration 46Q (1784.190000 sec): 3 clusters Score: Raw -90631.246348 + Penalty 3233.497055 = -87397.749293 nChanged 1 SP:Iteration 47Q (1784.190000 sec): 3 clusters Score: Raw -90635.755731 + Penalty 3233.497055 = -87402.258677 nChanged 0 SP:Iteration 48F (1784.190000 sec): 3 clusters Score: Raw -90635.755731 + Penalty 3233.497055 = -87402.258677 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 33. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 6 (12382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1784.260000 sec): 2 clusters Score: Raw -1997868.262024 + Penalty 2337.151773 = -1995531.110251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1784.330000 sec): 3 clusters Score: Raw -1991010.663116 + Penalty 4674.303546 = -1986336.359570 nChanged 5237 SP:Iteration 1F (1784.390000 sec): 3 clusters Score: Raw -1993829.649146 + Penalty 4674.303546 = -1989155.345601 nChanged 763 SP:Iteration 2F (1784.450000 sec): 3 clusters Score: Raw -1994230.558970 + Penalty 4674.303546 = -1989556.255424 nChanged 686 SP:Iteration 3F (1784.510000 sec): 3 clusters Score: Raw -1994647.814744 + Penalty 4674.303546 = -1989973.511198 nChanged 630 SP:Iteration 4F (1784.570000 sec): 3 clusters Score: Raw -1995171.032155 + Penalty 4674.303546 = -1990496.728610 nChanged 660 SP:Iteration 5F (1784.640000 sec): 3 clusters Score: Raw -1995759.365586 + Penalty 4674.303546 = -1991085.062040 nChanged 685 SP:Iteration 6F (1784.700000 sec): 3 clusters Score: Raw -1996351.851208 + Penalty 4674.303546 = -1991677.547663 nChanged 688 SP:Iteration 7F (1784.760000 sec): 3 clusters Score: Raw -1996839.364018 + Penalty 4674.303546 = -1992165.060472 nChanged 652 SP:Iteration 8F (1784.830000 sec): 3 clusters Score: Raw -1997283.476954 + Penalty 4674.303546 = -1992609.173408 nChanged 625 SP:Iteration 9F (1784.890000 sec): 3 clusters Score: Raw -1997763.136916 + Penalty 4674.303546 = -1993088.833370 nChanged 585 SP:Iteration 10Q (1784.950000 sec): 3 clusters Score: Raw -1998247.580057 + Penalty 4674.303546 = -1993573.276512 nChanged 473 SP:Iteration 11Q (1785.010000 sec): 3 clusters Score: Raw -1998664.311710 + Penalty 4674.303546 = -1993990.008164 nChanged 402 SP:Iteration 12Q (1785.070000 sec): 3 clusters Score: Raw -1998972.578334 + Penalty 4674.303546 = -1994298.274788 nChanged 307 SP:Iteration 13Q (1785.140000 sec): 3 clusters Score: Raw -1999172.361674 + Penalty 4674.303546 = -1994498.058128 nChanged 216 SP:Iteration 14Q (1785.200000 sec): 3 clusters Score: Raw -1999279.200525 + Penalty 4674.303546 = -1994604.896980 nChanged 170 SP:Iteration 15Q (1785.270000 sec): 3 clusters Score: Raw -1999356.014685 + Penalty 4674.303546 = -1994681.711139 nChanged 158 SP:Iteration 16Q (1785.330000 sec): 3 clusters Score: Raw -1999430.559717 + Penalty 4674.303546 = -1994756.256171 nChanged 131 SP:Iteration 17Q (1785.390000 sec): 3 clusters Score: Raw -1999494.196184 + Penalty 4674.303546 = -1994819.892639 nChanged 115 SP:Iteration 18Q (1785.450000 sec): 3 clusters Score: Raw -1999540.621244 + Penalty 4674.303546 = -1994866.317698 nChanged 103 SP:Iteration 19Q (1785.510000 sec): 3 clusters Score: Raw -1999585.079520 + Penalty 4674.303546 = -1994910.775975 nChanged 92 SP:Iteration 20F (1785.580000 sec): 3 clusters Score: Raw -1999632.346943 + Penalty 4674.303546 = -1994958.043397 nChanged 93 SP:Iteration 21Q (1785.640000 sec): 3 clusters Score: Raw -1999680.935710 + Penalty 4674.303546 = -1995006.632164 nChanged 79 SP:Iteration 22Q (1785.700000 sec): 3 clusters Score: Raw -1999720.923129 + Penalty 4674.303546 = -1995046.619584 nChanged 70 SP:Iteration 23Q (1785.760000 sec): 3 clusters Score: Raw -1999758.435283 + Penalty 4674.303546 = -1995084.131738 nChanged 71 SP:Iteration 24Q (1785.820000 sec): 3 clusters Score: Raw -1999798.086002 + Penalty 4674.303546 = -1995123.782456 nChanged 64 SP:Iteration 25Q (1785.880000 sec): 3 clusters Score: Raw -1999824.430224 + Penalty 4674.303546 = -1995150.126679 nChanged 40 SP:Iteration 26Q (1785.940000 sec): 3 clusters Score: Raw -1999837.398915 + Penalty 4674.303546 = -1995163.095369 nChanged 30 SP:Iteration 27Q (1786.000000 sec): 3 clusters Score: Raw -1999846.063495 + Penalty 4674.303546 = -1995171.759950 nChanged 32 SP:Iteration 28Q (1786.060000 sec): 3 clusters Score: Raw -1999854.180291 + Penalty 4674.303546 = -1995179.876745 nChanged 25 SP:Iteration 29Q (1786.120000 sec): 3 clusters Score: Raw -1999860.093839 + Penalty 4674.303546 = -1995185.790294 nChanged 16 SP:Iteration 30Q (1786.180000 sec): 3 clusters Score: Raw -1999863.244549 + Penalty 4674.303546 = -1995188.941004 nChanged 14 SP:Iteration 31Q (1786.240000 sec): 3 clusters Score: Raw -1999866.737136 + Penalty 4674.303546 = -1995192.433590 nChanged 8 SP:Iteration 32Q (1786.290000 sec): 3 clusters Score: Raw -1999868.696069 + Penalty 4674.303546 = -1995194.392523 nChanged 8 SP:Iteration 33Q (1786.350000 sec): 3 clusters Score: Raw -1999870.529335 + Penalty 4674.303546 = -1995196.225790 nChanged 6 SP:Iteration 34Q (1786.410000 sec): 3 clusters Score: Raw -1999871.901515 + Penalty 4674.303546 = -1995197.597969 nChanged 10 SP:Iteration 35Q (1786.470000 sec): 3 clusters Score: Raw -1999874.254327 + Penalty 4674.303546 = -1995199.950781 nChanged 9 SP:Iteration 36Q (1786.520000 sec): 3 clusters Score: Raw -1999875.780375 + Penalty 4674.303546 = -1995201.476830 nChanged 10 SP:Iteration 37Q (1786.580000 sec): 3 clusters Score: Raw -1999877.287474 + Penalty 4674.303546 = -1995202.983928 nChanged 10 SP:Iteration 38Q (1786.640000 sec): 3 clusters Score: Raw -1999879.081453 + Penalty 4674.303546 = -1995204.777907 nChanged 9 SP:Iteration 39Q (1786.690000 sec): 3 clusters Score: Raw -1999880.981047 + Penalty 4674.303546 = -1995206.677501 nChanged 12 SP:Iteration 40F (1786.760000 sec): 3 clusters Score: Raw -1999883.222920 + Penalty 4674.303546 = -1995208.919375 nChanged 9 SP:Iteration 41Q (1786.820000 sec): 3 clusters Score: Raw -1999885.513139 + Penalty 4674.303546 = -1995211.209593 nChanged 5 SP:Iteration 42Q (1786.880000 sec): 3 clusters Score: Raw -1999887.165771 + Penalty 4674.303546 = -1995212.862226 nChanged 6 SP:Iteration 43Q (1786.930000 sec): 3 clusters Score: Raw -1999888.293351 + Penalty 4674.303546 = -1995213.989806 nChanged 9 SP:Iteration 44Q (1786.990000 sec): 3 clusters Score: Raw -1999889.955022 + Penalty 4674.303546 = -1995215.651476 nChanged 5 SP:Iteration 45Q (1787.050000 sec): 3 clusters Score: Raw -1999890.854321 + Penalty 4674.303546 = -1995216.550775 nChanged 6 SP:Iteration 46Q (1787.110000 sec): 3 clusters Score: Raw -1999892.664258 + Penalty 4674.303546 = -1995218.360712 nChanged 7 SP:Iteration 47Q (1787.170000 sec): 3 clusters Score: Raw -1999894.322831 + Penalty 4674.303546 = -1995220.019285 nChanged 6 SP:Iteration 48Q (1787.220000 sec): 3 clusters Score: Raw -1999895.960956 + Penalty 4674.303546 = -1995221.657411 nChanged 3 SP:Iteration 49Q (1787.280000 sec): 3 clusters Score: Raw -1999896.403448 + Penalty 4674.303546 = -1995222.099902 nChanged 2 SP:Iteration 50Q (1787.340000 sec): 3 clusters Score: Raw -1999897.104855 + Penalty 4674.303546 = -1995222.801310 nChanged 2 SP:Iteration 51Q (1787.390000 sec): 3 clusters Score: Raw -1999897.336813 + Penalty 4674.303546 = -1995223.033267 nChanged 0 SP:Iteration 52F (1787.470000 sec): 3 clusters Score: Raw -1999897.336813 + Penalty 4674.303546 = -1995223.033267 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 7 (16022 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1787.550000 sec): 2 clusters Score: Raw -2469466.225138 + Penalty 2401.066078 = -2467065.159060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1787.640000 sec): 3 clusters Score: Raw -2460397.324332 + Penalty 4802.132156 = -2455595.192176 nChanged 6940 SP:Iteration 1F (1787.730000 sec): 3 clusters Score: Raw -2464614.625567 + Penalty 4802.132156 = -2459812.493411 nChanged 1293 SP:Iteration 2F (1787.830000 sec): 3 clusters Score: Raw -2465682.025509 + Penalty 4802.132156 = -2460879.893353 nChanged 1238 SP:Iteration 3F (1787.920000 sec): 3 clusters Score: Raw -2466668.610907 + Penalty 4802.132156 = -2461866.478751 nChanged 1178 SP:Iteration 4F (1788.010000 sec): 3 clusters Score: Raw -2467448.626376 + Penalty 4802.132156 = -2462646.494219 nChanged 1004 SP:Iteration 5F (1788.100000 sec): 3 clusters Score: Raw -2467996.089477 + Penalty 4802.132156 = -2463193.957321 nChanged 805 SP:Iteration 6F (1788.190000 sec): 3 clusters Score: Raw -2468429.862175 + Penalty 4802.132156 = -2463627.730019 nChanged 670 SP:Iteration 7Q (1788.280000 sec): 3 clusters Score: Raw -2468757.435905 + Penalty 4802.132156 = -2463955.303749 nChanged 557 SP:Iteration 8Q (1788.370000 sec): 3 clusters Score: Raw -2468995.057827 + Penalty 4802.132156 = -2464192.925671 nChanged 493 SP:Iteration 9Q (1788.470000 sec): 3 clusters Score: Raw -2469194.174418 + Penalty 4802.132156 = -2464392.042262 nChanged 434 SP:Iteration 10Q (1788.560000 sec): 3 clusters Score: Raw -2469375.684728 + Penalty 4802.132156 = -2464573.552572 nChanged 444 SP:Iteration 11Q (1788.650000 sec): 3 clusters Score: Raw -2469595.625781 + Penalty 4802.132156 = -2464793.493625 nChanged 511 SP:Iteration 12Q (1788.730000 sec): 3 clusters Score: Raw -2469879.360980 + Penalty 4802.132156 = -2465077.228824 nChanged 558 SP:Iteration 13Q (1788.830000 sec): 3 clusters Score: Raw -2470183.453223 + Penalty 4802.132156 = -2465381.321067 nChanged 534 SP:Iteration 14Q (1788.910000 sec): 3 clusters Score: Raw -2470474.070919 + Penalty 4802.132156 = -2465671.938763 nChanged 497 SP:Iteration 15Q (1789.000000 sec): 3 clusters Score: Raw -2470725.830345 + Penalty 4802.132156 = -2465923.698189 nChanged 458 SP:Iteration 16Q (1789.090000 sec): 3 clusters Score: Raw -2470951.509370 + Penalty 4802.132156 = -2466149.377214 nChanged 391 SP:Iteration 17Q (1789.180000 sec): 3 clusters Score: Raw -2471120.759507 + Penalty 4802.132156 = -2466318.627351 nChanged 311 SP:Iteration 18Q (1789.270000 sec): 3 clusters Score: Raw -2471247.203326 + Penalty 4802.132156 = -2466445.071170 nChanged 256 SP:Iteration 19Q (1789.360000 sec): 3 clusters Score: Raw -2471344.320752 + Penalty 4802.132156 = -2466542.188596 nChanged 222 SP:Iteration 20F (1789.450000 sec): 3 clusters Score: Raw -2471428.375938 + Penalty 4802.132156 = -2466626.243782 nChanged 182 SP:Iteration 21Q (1789.540000 sec): 3 clusters Score: Raw -2471498.347644 + Penalty 4802.132156 = -2466696.215488 nChanged 140 SP:Iteration 22Q (1789.620000 sec): 3 clusters Score: Raw -2471539.708157 + Penalty 4802.132156 = -2466737.576001 nChanged 114 SP:Iteration 23Q (1789.710000 sec): 3 clusters Score: Raw -2471570.524262 + Penalty 4802.132156 = -2466768.392106 nChanged 96 SP:Iteration 24Q (1789.800000 sec): 3 clusters Score: Raw -2471597.359723 + Penalty 4802.132156 = -2466795.227567 nChanged 64 SP:Iteration 25Q (1789.880000 sec): 3 clusters Score: Raw -2471612.604187 + Penalty 4802.132156 = -2466810.472031 nChanged 56 SP:Iteration 26Q (1789.970000 sec): 3 clusters Score: Raw -2471625.342251 + Penalty 4802.132156 = -2466823.210094 nChanged 43 SP:Iteration 27Q (1790.050000 sec): 3 clusters Score: Raw -2471634.430529 + Penalty 4802.132156 = -2466832.298373 nChanged 44 SP:Iteration 28Q (1790.140000 sec): 3 clusters Score: Raw -2471644.647261 + Penalty 4802.132156 = -2466842.515105 nChanged 35 SP:Iteration 29Q (1790.220000 sec): 3 clusters Score: Raw -2471652.667888 + Penalty 4802.132156 = -2466850.535732 nChanged 24 SP:Iteration 30Q (1790.310000 sec): 3 clusters Score: Raw -2471658.419702 + Penalty 4802.132156 = -2466856.287546 nChanged 24 SP:Iteration 31Q (1790.390000 sec): 3 clusters Score: Raw -2471662.180250 + Penalty 4802.132156 = -2466860.048094 nChanged 20 SP:Iteration 32Q (1790.480000 sec): 3 clusters Score: Raw -2471665.565209 + Penalty 4802.132156 = -2466863.433052 nChanged 20 SP:Iteration 33Q (1790.560000 sec): 3 clusters Score: Raw -2471668.788002 + Penalty 4802.132156 = -2466866.655846 nChanged 8 SP:Iteration 34Q (1790.650000 sec): 3 clusters Score: Raw -2471670.084444 + Penalty 4802.132156 = -2466867.952288 nChanged 7 SP:Iteration 35Q (1790.730000 sec): 3 clusters Score: Raw -2471671.058208 + Penalty 4802.132156 = -2466868.926052 nChanged 4 SP:Iteration 36Q (1790.810000 sec): 3 clusters Score: Raw -2471672.088488 + Penalty 4802.132156 = -2466869.956332 nChanged 7 SP:Iteration 37Q (1790.900000 sec): 3 clusters Score: Raw -2471673.232919 + Penalty 4802.132156 = -2466871.100762 nChanged 3 SP:Iteration 38Q (1790.980000 sec): 3 clusters Score: Raw -2471673.978563 + Penalty 4802.132156 = -2466871.846407 nChanged 3 SP:Iteration 39Q (1791.060000 sec): 3 clusters Score: Raw -2471674.278487 + Penalty 4802.132156 = -2466872.146331 nChanged 1 SP:Iteration 40F (1791.150000 sec): 3 clusters Score: Raw -2471674.405007 + Penalty 4802.132156 = -2466872.272850 nChanged 2 SP:Iteration 41Q (1791.230000 sec): 3 clusters Score: Raw -2471674.695430 + Penalty 4802.132156 = -2466872.563274 nChanged 1 SP:Iteration 42Q (1791.310000 sec): 3 clusters Score: Raw -2471674.767943 + Penalty 4802.132156 = -2466872.635786 nChanged 0 SP:Iteration 43F (1791.410000 sec): 3 clusters Score: Raw -2471674.767943 + Penalty 4802.132156 = -2466872.635786 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 8 (6109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1791.450000 sec): 2 clusters Score: Raw -959819.429599 + Penalty 2161.944556 = -957657.485043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1791.480000 sec): 3 clusters Score: Raw -956746.972149 + Penalty 4323.889113 = -952423.083036 nChanged 2399 SP:Iteration 1F (1791.510000 sec): 3 clusters Score: Raw -958154.466097 + Penalty 4323.889113 = -953830.576984 nChanged 497 SP:Iteration 2F (1791.550000 sec): 3 clusters Score: Raw -958479.541622 + Penalty 4323.889113 = -954155.652509 nChanged 381 SP:Iteration 3F (1791.580000 sec): 3 clusters Score: Raw -958753.770557 + Penalty 4323.889113 = -954429.881444 nChanged 347 SP:Iteration 4F (1791.620000 sec): 3 clusters Score: Raw -959025.425216 + Penalty 4323.889113 = -954701.536103 nChanged 351 SP:Iteration 5F (1791.650000 sec): 3 clusters Score: Raw -959344.905880 + Penalty 4323.889113 = -955021.016768 nChanged 360 SP:Iteration 6F (1791.690000 sec): 3 clusters Score: Raw -959694.902100 + Penalty 4323.889113 = -955371.012988 nChanged 360 SP:Iteration 7F (1791.720000 sec): 3 clusters Score: Raw -960028.588534 + Penalty 4323.889113 = -955704.699421 nChanged 338 SP:Iteration 8F (1791.750000 sec): 3 clusters Score: Raw -960345.154932 + Penalty 4323.889113 = -956021.265819 nChanged 282 SP:Iteration 9Q (1791.790000 sec): 3 clusters Score: Raw -960627.594763 + Penalty 4323.889113 = -956303.705650 nChanged 271 SP:Iteration 10Q (1791.820000 sec): 3 clusters Score: Raw -960882.632684 + Penalty 4323.889113 = -956558.743571 nChanged 212 SP:Iteration 11Q (1791.860000 sec): 3 clusters Score: Raw -961073.725125 + Penalty 4323.889113 = -956749.836012 nChanged 189 SP:Iteration 12Q (1791.890000 sec): 3 clusters Score: Raw -961255.081808 + Penalty 4323.889113 = -956931.192695 nChanged 179 SP:Iteration 13Q (1791.920000 sec): 3 clusters Score: Raw -961442.149209 + Penalty 4323.889113 = -957118.260096 nChanged 182 SP:Iteration 14Q (1791.950000 sec): 3 clusters Score: Raw -961610.077428 + Penalty 4323.889113 = -957286.188315 nChanged 131 SP:Iteration 15Q (1791.980000 sec): 3 clusters Score: Raw -961711.167413 + Penalty 4323.889113 = -957387.278300 nChanged 130 SP:Iteration 16Q (1792.010000 sec): 3 clusters Score: Raw -961811.961997 + Penalty 4323.889113 = -957488.072885 nChanged 120 SP:Iteration 17Q (1792.050000 sec): 3 clusters Score: Raw -961904.490512 + Penalty 4323.889113 = -957580.601399 nChanged 99 SP:Iteration 18Q (1792.080000 sec): 3 clusters Score: Raw -961975.994306 + Penalty 4323.889113 = -957652.105193 nChanged 79 SP:Iteration 19Q (1792.110000 sec): 3 clusters Score: Raw -962031.294733 + Penalty 4323.889113 = -957707.405620 nChanged 76 SP:Iteration 20F (1792.140000 sec): 3 clusters Score: Raw -962083.436671 + Penalty 4323.889113 = -957759.547558 nChanged 73 SP:Iteration 21Q (1792.170000 sec): 3 clusters Score: Raw -962143.048723 + Penalty 4323.889113 = -957819.159610 nChanged 68 SP:Iteration 22Q (1792.210000 sec): 3 clusters Score: Raw -962208.949246 + Penalty 4323.889113 = -957885.060133 nChanged 81 SP:Iteration 23Q (1792.240000 sec): 3 clusters Score: Raw -962282.983229 + Penalty 4323.889113 = -957959.094117 nChanged 68 SP:Iteration 24Q (1792.270000 sec): 3 clusters Score: Raw -962332.311571 + Penalty 4323.889113 = -958008.422458 nChanged 42 SP:Iteration 25Q (1792.300000 sec): 3 clusters Score: Raw -962351.729426 + Penalty 4323.889113 = -958027.840313 nChanged 21 SP:Iteration 26Q (1792.330000 sec): 3 clusters Score: Raw -962357.272104 + Penalty 4323.889113 = -958033.382992 nChanged 16 SP:Iteration 27Q (1792.360000 sec): 3 clusters Score: Raw -962361.831152 + Penalty 4323.889113 = -958037.942040 nChanged 8 SP:Iteration 28Q (1792.390000 sec): 3 clusters Score: Raw -962363.364111 + Penalty 4323.889113 = -958039.474998 nChanged 10 SP:Iteration 29Q (1792.420000 sec): 3 clusters Score: Raw -962365.661809 + Penalty 4323.889113 = -958041.772696 nChanged 8 SP:Iteration 30Q (1792.450000 sec): 3 clusters Score: Raw -962367.123222 + Penalty 4323.889113 = -958043.234109 nChanged 4 SP:Iteration 31Q (1792.480000 sec): 3 clusters Score: Raw -962367.721626 + Penalty 4323.889113 = -958043.832513 nChanged 3 SP:Iteration 32Q (1792.510000 sec): 3 clusters Score: Raw -962368.168431 + Penalty 4323.889113 = -958044.279318 nChanged 0 SP:Iteration 33F (1792.540000 sec): 3 clusters Score: Raw -962368.168431 + Penalty 4323.889113 = -958044.279318 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 34. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 9 (1054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1792.560000 sec): 2 clusters Score: Raw -171014.709582 + Penalty 1726.166237 = -169288.543345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1792.570000 sec): 3 clusters Score: Raw -170727.176340 + Penalty 3452.332474 = -167274.843866 nChanged 260 SP:Iteration 1F (1792.570000 sec): 3 clusters Score: Raw -170980.176320 + Penalty 3452.332474 = -167527.843846 nChanged 69 SP:Iteration 2F (1792.580000 sec): 3 clusters Score: Raw -171073.077748 + Penalty 3452.332474 = -167620.745274 nChanged 38 SP:Iteration 3Q (1792.590000 sec): 3 clusters Score: Raw -171125.438055 + Penalty 3452.332474 = -167673.105581 nChanged 24 SP:Iteration 4Q (1792.590000 sec): 3 clusters Score: Raw -171156.584421 + Penalty 3452.332474 = -167704.251948 nChanged 19 SP:Iteration 5Q (1792.600000 sec): 3 clusters Score: Raw -171180.203863 + Penalty 3452.332474 = -167727.871389 nChanged 18 SP:Iteration 6Q (1792.610000 sec): 3 clusters Score: Raw -171201.345844 + Penalty 3452.332474 = -167749.013370 nChanged 7 SP:Iteration 7Q (1792.610000 sec): 3 clusters Score: Raw -171212.810848 + Penalty 3452.332474 = -167760.478374 nChanged 9 SP:Iteration 8Q (1792.620000 sec): 3 clusters Score: Raw -171223.171505 + Penalty 3452.332474 = -167770.839032 nChanged 5 SP:Iteration 9Q (1792.620000 sec): 3 clusters Score: Raw -171228.459638 + Penalty 3452.332474 = -167776.127164 nChanged 5 SP:Iteration 10Q (1792.630000 sec): 3 clusters Score: Raw -171231.958236 + Penalty 3452.332474 = -167779.625763 nChanged 4 SP:Iteration 11Q (1792.630000 sec): 3 clusters Score: Raw -171236.382947 + Penalty 3452.332474 = -167784.050473 nChanged 3 SP:Iteration 12Q (1792.640000 sec): 3 clusters Score: Raw -171240.264752 + Penalty 3452.332474 = -167787.932278 nChanged 2 SP:Iteration 13Q (1792.650000 sec): 3 clusters Score: Raw -171242.141374 + Penalty 3452.332474 = -167789.808900 nChanged 2 SP:Iteration 14Q (1792.650000 sec): 3 clusters Score: Raw -171244.824288 + Penalty 3452.332474 = -167792.491815 nChanged 1 SP:Iteration 15Q (1792.660000 sec): 3 clusters Score: Raw -171245.330458 + Penalty 3452.332474 = -167792.997984 nChanged 3 SP:Iteration 16Q (1792.660000 sec): 3 clusters Score: Raw -171249.979627 + Penalty 3452.332474 = -167797.647154 nChanged 1 SP:Iteration 17Q (1792.670000 sec): 3 clusters Score: Raw -171250.755768 + Penalty 3452.332474 = -167798.423294 nChanged 0 SP:Iteration 18F (1792.670000 sec): 3 clusters Score: Raw -171250.755768 + Penalty 3452.332474 = -167798.423294 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 10 (7304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1792.720000 sec): 2 clusters Score: Raw -1123312.322811 + Penalty 2206.252001 = -1121106.070810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1792.760000 sec): 3 clusters Score: Raw -1119654.769783 + Penalty 4412.504001 = -1115242.265782 nChanged 2869 SP:Iteration 1F (1792.800000 sec): 3 clusters Score: Raw -1121452.406417 + Penalty 4412.504001 = -1117039.902416 nChanged 667 SP:Iteration 2F (1792.840000 sec): 3 clusters Score: Raw -1122255.657554 + Penalty 4412.504001 = -1117843.153553 nChanged 742 SP:Iteration 3F (1792.890000 sec): 3 clusters Score: Raw -1123711.023762 + Penalty 4412.504001 = -1119298.519761 nChanged 776 SP:Iteration 4F (1792.930000 sec): 3 clusters Score: Raw -1124777.629896 + Penalty 4412.504001 = -1120365.125894 nChanged 538 SP:Iteration 5F (1792.970000 sec): 3 clusters Score: Raw -1125293.124116 + Penalty 4412.504001 = -1120880.620114 nChanged 329 SP:Iteration 6Q (1793.010000 sec): 3 clusters Score: Raw -1125587.106309 + Penalty 4412.504001 = -1121174.602308 nChanged 215 SP:Iteration 7Q (1793.050000 sec): 3 clusters Score: Raw -1125780.393861 + Penalty 4412.504001 = -1121367.889859 nChanged 141 SP:Iteration 8Q (1793.090000 sec): 3 clusters Score: Raw -1125892.154625 + Penalty 4412.504001 = -1121479.650623 nChanged 96 SP:Iteration 9Q (1793.120000 sec): 3 clusters Score: Raw -1125956.103451 + Penalty 4412.504001 = -1121543.599449 nChanged 78 SP:Iteration 10Q (1793.160000 sec): 3 clusters Score: Raw -1125996.684785 + Penalty 4412.504001 = -1121584.180783 nChanged 46 SP:Iteration 11Q (1793.200000 sec): 3 clusters Score: Raw -1126016.363803 + Penalty 4412.504001 = -1121603.859802 nChanged 33 SP:Iteration 12Q (1793.230000 sec): 3 clusters Score: Raw -1126029.558872 + Penalty 4412.504001 = -1121617.054870 nChanged 22 SP:Iteration 13Q (1793.270000 sec): 3 clusters Score: Raw -1126039.695723 + Penalty 4412.504001 = -1121627.191721 nChanged 18 SP:Iteration 14Q (1793.310000 sec): 3 clusters Score: Raw -1126049.464743 + Penalty 4412.504001 = -1121636.960742 nChanged 18 SP:Iteration 15Q (1793.350000 sec): 3 clusters Score: Raw -1126057.172745 + Penalty 4412.504001 = -1121644.668744 nChanged 17 SP:Iteration 16Q (1793.380000 sec): 3 clusters Score: Raw -1126064.021819 + Penalty 4412.504001 = -1121651.517817 nChanged 11 SP:Iteration 17Q (1793.420000 sec): 3 clusters Score: Raw -1126068.496171 + Penalty 4412.504001 = -1121655.992170 nChanged 11 SP:Iteration 18Q (1793.450000 sec): 3 clusters Score: Raw -1126073.424606 + Penalty 4412.504001 = -1121660.920605 nChanged 13 SP:Iteration 19Q (1793.490000 sec): 3 clusters Score: Raw -1126077.152881 + Penalty 4412.504001 = -1121664.648879 nChanged 5 SP:Iteration 20F (1793.530000 sec): 3 clusters Score: Raw -1126078.880591 + Penalty 4412.504001 = -1121666.376589 nChanged 5 SP:Iteration 21Q (1793.570000 sec): 3 clusters Score: Raw -1126081.508376 + Penalty 4412.504001 = -1121669.004375 nChanged 5 SP:Iteration 22Q (1793.600000 sec): 3 clusters Score: Raw -1126083.563052 + Penalty 4412.504001 = -1121671.059050 nChanged 6 SP:Iteration 23Q (1793.640000 sec): 3 clusters Score: Raw -1126085.604938 + Penalty 4412.504001 = -1121673.100936 nChanged 7 SP:Iteration 24Q (1793.680000 sec): 3 clusters Score: Raw -1126088.223916 + Penalty 4412.504001 = -1121675.719914 nChanged 5 SP:Iteration 25Q (1793.710000 sec): 3 clusters Score: Raw -1126090.148012 + Penalty 4412.504001 = -1121677.644011 nChanged 5 SP:Iteration 26Q (1793.750000 sec): 3 clusters Score: Raw -1126091.559643 + Penalty 4412.504001 = -1121679.055642 nChanged 3 SP:Iteration 27Q (1793.790000 sec): 3 clusters Score: Raw -1126092.906711 + Penalty 4412.504001 = -1121680.402710 nChanged 3 SP:Iteration 28Q (1793.820000 sec): 3 clusters Score: Raw -1126094.160074 + Penalty 4412.504001 = -1121681.656073 nChanged 3 SP:Iteration 29Q (1793.860000 sec): 3 clusters Score: Raw -1126095.291807 + Penalty 4412.504001 = -1121682.787806 nChanged 3 SP:Iteration 30Q (1793.900000 sec): 3 clusters Score: Raw -1126096.148348 + Penalty 4412.504001 = -1121683.644347 nChanged 3 SP:Iteration 31Q (1793.930000 sec): 3 clusters Score: Raw -1126097.144679 + Penalty 4412.504001 = -1121684.640677 nChanged 4 SP:Iteration 32Q (1793.970000 sec): 3 clusters Score: Raw -1126098.551641 + Penalty 4412.504001 = -1121686.047640 nChanged 7 SP:Iteration 33Q (1794.010000 sec): 3 clusters Score: Raw -1126100.771810 + Penalty 4412.504001 = -1121688.267808 nChanged 6 SP:Iteration 34Q (1794.050000 sec): 3 clusters Score: Raw -1126103.276311 + Penalty 4412.504001 = -1121690.772310 nChanged 5 SP:Iteration 35Q (1794.080000 sec): 3 clusters Score: Raw -1126104.751269 + Penalty 4412.504001 = -1121692.247268 nChanged 5 SP:Iteration 36Q (1794.120000 sec): 3 clusters Score: Raw -1126106.490185 + Penalty 4412.504001 = -1121693.986184 nChanged 5 SP:Iteration 37Q (1794.150000 sec): 3 clusters Score: Raw -1126108.375295 + Penalty 4412.504001 = -1121695.871293 nChanged 5 SP:Iteration 38Q (1794.190000 sec): 3 clusters Score: Raw -1126112.127591 + Penalty 4412.504001 = -1121699.623590 nChanged 8 SP:Iteration 39Q (1794.230000 sec): 3 clusters Score: Raw -1126119.330432 + Penalty 4412.504001 = -1121706.826431 nChanged 25 SP:Iteration 40F (1794.270000 sec): 3 clusters Score: Raw -1126131.937052 + Penalty 4412.504001 = -1121719.433051 nChanged 20 SP:Iteration 41Q (1794.300000 sec): 3 clusters Score: Raw -1126139.295041 + Penalty 4412.504001 = -1121726.791040 nChanged 13 SP:Iteration 42Q (1794.340000 sec): 3 clusters Score: Raw -1126143.197405 + Penalty 4412.504001 = -1121730.693403 nChanged 9 SP:Iteration 43Q (1794.370000 sec): 3 clusters Score: Raw -1126146.505924 + Penalty 4412.504001 = -1121734.001923 nChanged 9 SP:Iteration 44Q (1794.410000 sec): 3 clusters Score: Raw -1126150.122305 + Penalty 4412.504001 = -1121737.618303 nChanged 5 SP:Iteration 45Q (1794.450000 sec): 3 clusters Score: Raw -1126151.587353 + Penalty 4412.504001 = -1121739.083351 nChanged 3 SP:Iteration 46Q (1794.490000 sec): 3 clusters Score: Raw -1126152.371402 + Penalty 4412.504001 = -1121739.867400 nChanged 2 SP:Iteration 47Q (1794.520000 sec): 3 clusters Score: Raw -1126153.080718 + Penalty 4412.504001 = -1121740.576716 nChanged 2 SP:Iteration 48Q (1794.560000 sec): 3 clusters Score: Raw -1126153.722443 + Penalty 4412.504001 = -1121741.218442 nChanged 3 SP:Iteration 49Q (1794.590000 sec): 3 clusters Score: Raw -1126154.607720 + Penalty 4412.504001 = -1121742.103718 nChanged 4 SP:Iteration 50Q (1794.630000 sec): 3 clusters Score: Raw -1126155.822346 + Penalty 4412.504001 = -1121743.318345 nChanged 4 SP:Iteration 51Q (1794.670000 sec): 3 clusters Score: Raw -1126157.429110 + Penalty 4412.504001 = -1121744.925108 nChanged 11 SP:Iteration 52Q (1794.700000 sec): 3 clusters Score: Raw -1126162.136542 + Penalty 4412.504001 = -1121749.632541 nChanged 10 SP:Iteration 53Q (1794.740000 sec): 3 clusters Score: Raw -1126166.099787 + Penalty 4412.504001 = -1121753.595786 nChanged 8 SP:Iteration 54Q (1794.770000 sec): 3 clusters Score: Raw -1126169.643302 + Penalty 4412.504001 = -1121757.139300 nChanged 11 SP:Iteration 55Q (1794.810000 sec): 3 clusters Score: Raw -1126173.171356 + Penalty 4412.504001 = -1121760.667354 nChanged 9 SP:Iteration 56Q (1794.850000 sec): 3 clusters Score: Raw -1126176.678896 + Penalty 4412.504001 = -1121764.174894 nChanged 8 SP:Iteration 57Q (1794.880000 sec): 3 clusters Score: Raw -1126179.528248 + Penalty 4412.504001 = -1121767.024247 nChanged 5 SP:Iteration 58Q (1794.920000 sec): 3 clusters Score: Raw -1126181.133284 + Penalty 4412.504001 = -1121768.629283 nChanged 3 SP:Iteration 59Q (1794.950000 sec): 3 clusters Score: Raw -1126182.060111 + Penalty 4412.504001 = -1121769.556109 nChanged 4 SP:Iteration 60F (1794.990000 sec): 3 clusters Score: Raw -1126182.756201 + Penalty 4412.504001 = -1121770.252199 nChanged 1 SP:Iteration 61Q (1795.030000 sec): 3 clusters Score: Raw -1126183.022109 + Penalty 4412.504001 = -1121770.518108 nChanged 2 SP:Iteration 62Q (1795.070000 sec): 3 clusters Score: Raw -1126183.257093 + Penalty 4412.504001 = -1121770.753092 nChanged 1 SP:Iteration 63Q (1795.110000 sec): 3 clusters Score: Raw -1126183.454993 + Penalty 4412.504001 = -1121770.950992 nChanged 3 SP:Iteration 64Q (1795.140000 sec): 3 clusters Score: Raw -1126185.053764 + Penalty 4412.504001 = -1121772.549762 nChanged 7 SP:Iteration 65Q (1795.170000 sec): 3 clusters Score: Raw -1126188.331317 + Penalty 4412.504001 = -1121775.827315 nChanged 10 SP:Iteration 66Q (1795.210000 sec): 3 clusters Score: Raw -1126192.102899 + Penalty 4412.504001 = -1121779.598897 nChanged 10 SP:Iteration 67Q (1795.250000 sec): 3 clusters Score: Raw -1126194.762225 + Penalty 4412.504001 = -1121782.258224 nChanged 5 SP:Iteration 68Q (1795.290000 sec): 3 clusters Score: Raw -1126196.309037 + Penalty 4412.504001 = -1121783.805036 nChanged 6 SP:Iteration 69Q (1795.320000 sec): 3 clusters Score: Raw -1126198.088916 + Penalty 4412.504001 = -1121785.584915 nChanged 4 SP:Iteration 70Q (1795.350000 sec): 3 clusters Score: Raw -1126199.894690 + Penalty 4412.504001 = -1121787.390689 nChanged 5 SP:Iteration 71Q (1795.390000 sec): 3 clusters Score: Raw -1126205.509760 + Penalty 4412.504001 = -1121793.005759 nChanged 15 SP:Iteration 72Q (1795.430000 sec): 3 clusters Score: Raw -1126215.538216 + Penalty 4412.504001 = -1121803.034214 nChanged 24 SP:Iteration 73Q (1795.470000 sec): 3 clusters Score: Raw -1126225.165425 + Penalty 4412.504001 = -1121812.661424 nChanged 22 SP:Iteration 74Q (1795.500000 sec): 3 clusters Score: Raw -1126239.248826 + Penalty 4412.504001 = -1121826.744825 nChanged 23 SP:Iteration 75Q (1795.540000 sec): 3 clusters Score: Raw -1126257.691765 + Penalty 4412.504001 = -1121845.187763 nChanged 33 SP:Iteration 76Q (1795.570000 sec): 3 clusters Score: Raw -1126301.387758 + Penalty 4412.504001 = -1121888.883757 nChanged 57 SP:Iteration 77Q (1795.610000 sec): 3 clusters Score: Raw -1126394.050769 + Penalty 4412.504001 = -1121981.546767 nChanged 81 SP:Iteration 78Q (1795.650000 sec): 3 clusters Score: Raw -1126555.173090 + Penalty 4412.504001 = -1122142.669089 nChanged 100 SP:Iteration 79Q (1795.680000 sec): 3 clusters Score: Raw -1126737.178286 + Penalty 4412.504001 = -1122324.674285 nChanged 109 SP:Iteration 80F (1795.720000 sec): 3 clusters Score: Raw -1126859.256197 + Penalty 4412.504001 = -1122446.752196 nChanged 119 SP:Iteration 81Q (1795.760000 sec): 3 clusters Score: Raw -1126953.108865 + Penalty 4412.504001 = -1122540.604864 nChanged 111 SP:Iteration 82Q (1795.790000 sec): 3 clusters Score: Raw -1127034.178428 + Penalty 4412.504001 = -1122621.674427 nChanged 105 SP:Iteration 83Q (1795.830000 sec): 3 clusters Score: Raw -1127102.239325 + Penalty 4412.504001 = -1122689.735324 nChanged 107 SP:Iteration 84Q (1795.860000 sec): 3 clusters Score: Raw -1127164.605323 + Penalty 4412.504001 = -1122752.101322 nChanged 94 SP:Iteration 85Q (1795.890000 sec): 3 clusters Score: Raw -1127222.061138 + Penalty 4412.504001 = -1122809.557137 nChanged 80 SP:Iteration 86Q (1795.930000 sec): 3 clusters Score: Raw -1127265.904990 + Penalty 4412.504001 = -1122853.400989 nChanged 76 SP:Iteration 87Q (1795.960000 sec): 3 clusters Score: Raw -1127314.573576 + Penalty 4412.504001 = -1122902.069575 nChanged 88 SP:Iteration 88Q (1795.990000 sec): 3 clusters Score: Raw -1127372.198862 + Penalty 4412.504001 = -1122959.694861 nChanged 122 SP:Iteration 89Q (1796.030000 sec): 3 clusters Score: Raw -1127453.273577 + Penalty 4412.504001 = -1123040.769576 nChanged 128 SP:Iteration 90Q (1796.060000 sec): 3 clusters Score: Raw -1127544.709115 + Penalty 4412.504001 = -1123132.205113 nChanged 158 SP:Iteration 91Q (1796.090000 sec): 3 clusters Score: Raw -1127687.602233 + Penalty 4412.504001 = -1123275.098232 nChanged 224 SP:Iteration 92Q (1796.130000 sec): 3 clusters Score: Raw -1127947.867856 + Penalty 4412.504001 = -1123535.363855 nChanged 271 SP:Iteration 93Q (1796.160000 sec): 3 clusters Score: Raw -1128283.522664 + Penalty 4412.504001 = -1123871.018663 nChanged 242 SP:Iteration 94Q (1796.190000 sec): 3 clusters Score: Raw -1128565.316238 + Penalty 4412.504001 = -1124152.812237 nChanged 173 SP:Iteration 95Q (1796.230000 sec): 3 clusters Score: Raw -1128757.364252 + Penalty 4412.504001 = -1124344.860251 nChanged 115 SP:Iteration 96Q (1796.260000 sec): 3 clusters Score: Raw -1128874.609193 + Penalty 4412.504001 = -1124462.105191 nChanged 76 SP:Iteration 97Q (1796.290000 sec): 3 clusters Score: Raw -1128950.101265 + Penalty 4412.504001 = -1124537.597264 nChanged 62 SP:Iteration 98Q (1796.330000 sec): 3 clusters Score: Raw -1128996.099158 + Penalty 4412.504001 = -1124583.595157 nChanged 39 SP:Iteration 99Q (1796.350000 sec): 3 clusters Score: Raw -1129015.913112 + Penalty 4412.504001 = -1124603.409111 nChanged 25 SP:Iteration 100F (1796.390000 sec): 3 clusters Score: Raw -1129033.493056 + Penalty 4412.504001 = -1124620.989054 nChanged 14 SP:Iteration 101Q (1796.430000 sec): 3 clusters Score: Raw -1129038.838856 + Penalty 4412.504001 = -1124626.334854 nChanged 8 SP:Iteration 102Q (1796.460000 sec): 3 clusters Score: Raw -1129041.229824 + Penalty 4412.504001 = -1124628.725822 nChanged 12 SP:Iteration 103Q (1796.490000 sec): 3 clusters Score: Raw -1129045.124231 + Penalty 4412.504001 = -1124632.620230 nChanged 7 SP:Iteration 104Q (1796.520000 sec): 3 clusters Score: Raw -1129046.898613 + Penalty 4412.504001 = -1124634.394611 nChanged 5 SP:Iteration 105Q (1796.560000 sec): 3 clusters Score: Raw -1129048.416454 + Penalty 4412.504001 = -1124635.912453 nChanged 6 SP:Iteration 106Q (1796.580000 sec): 3 clusters Score: Raw -1129049.615995 + Penalty 4412.504001 = -1124637.111994 nChanged 2 SP:Iteration 107Q (1796.620000 sec): 3 clusters Score: Raw -1129050.312945 + Penalty 4412.504001 = -1124637.808944 nChanged 1 SP:Iteration 108Q (1796.640000 sec): 3 clusters Score: Raw -1129050.615222 + Penalty 4412.504001 = -1124638.111220 nChanged 2 SP:Iteration 109Q (1796.680000 sec): 3 clusters Score: Raw -1129051.409993 + Penalty 4412.504001 = -1124638.905992 nChanged 2 SP:Iteration 110Q (1796.700000 sec): 3 clusters Score: Raw -1129052.025474 + Penalty 4412.504001 = -1124639.521472 nChanged 0 SP:Iteration 111F (1796.750000 sec): 3 clusters Score: Raw -1129052.025474 + Penalty 4412.504001 = -1124639.521472 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 35. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 11 (1936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1796.770000 sec): 2 clusters Score: Raw -293566.072620 + Penalty 1876.958058 = -291689.114562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1796.780000 sec): 3 clusters Score: Raw -292913.683494 + Penalty 3753.916117 = -289159.767378 nChanged 627 SP:Iteration 1F (1796.790000 sec): 3 clusters Score: Raw -293464.294567 + Penalty 3753.916117 = -289710.378451 nChanged 159 SP:Iteration 2F (1796.800000 sec): 3 clusters Score: Raw -293660.638849 + Penalty 3753.916117 = -289906.722733 nChanged 100 SP:Iteration 3F (1796.820000 sec): 3 clusters Score: Raw -293787.647591 + Penalty 3753.916117 = -290033.731474 nChanged 91 SP:Iteration 4Q (1796.830000 sec): 3 clusters Score: Raw -293903.121768 + Penalty 3753.916117 = -290149.205652 nChanged 83 SP:Iteration 5Q (1796.840000 sec): 3 clusters Score: Raw -294008.217622 + Penalty 3753.916117 = -290254.301506 nChanged 84 SP:Iteration 6Q (1796.850000 sec): 3 clusters Score: Raw -294152.565891 + Penalty 3753.916117 = -290398.649774 nChanged 89 SP:Iteration 7Q (1796.860000 sec): 3 clusters Score: Raw -294296.447823 + Penalty 3753.916117 = -290542.531706 nChanged 68 SP:Iteration 8Q (1796.870000 sec): 3 clusters Score: Raw -294387.366773 + Penalty 3753.916117 = -290633.450656 nChanged 48 SP:Iteration 9Q (1796.880000 sec): 3 clusters Score: Raw -294447.282136 + Penalty 3753.916117 = -290693.366019 nChanged 46 SP:Iteration 10Q (1796.890000 sec): 3 clusters Score: Raw -294497.619800 + Penalty 3753.916117 = -290743.703683 nChanged 25 SP:Iteration 11Q (1796.900000 sec): 3 clusters Score: Raw -294530.878769 + Penalty 3753.916117 = -290776.962652 nChanged 38 SP:Iteration 12Q (1796.910000 sec): 3 clusters Score: Raw -294572.570973 + Penalty 3753.916117 = -290818.654856 nChanged 32 SP:Iteration 13Q (1796.920000 sec): 3 clusters Score: Raw -294605.689037 + Penalty 3753.916117 = -290851.772921 nChanged 31 SP:Iteration 14Q (1796.930000 sec): 3 clusters Score: Raw -294641.032703 + Penalty 3753.916117 = -290887.116586 nChanged 32 SP:Iteration 15Q (1796.940000 sec): 3 clusters Score: Raw -294676.155883 + Penalty 3753.916117 = -290922.239767 nChanged 22 SP:Iteration 16Q (1796.950000 sec): 3 clusters Score: Raw -294699.726865 + Penalty 3753.916117 = -290945.810748 nChanged 13 SP:Iteration 17Q (1796.960000 sec): 3 clusters Score: Raw -294714.240546 + Penalty 3753.916117 = -290960.324429 nChanged 12 SP:Iteration 18Q (1796.970000 sec): 3 clusters Score: Raw -294726.108846 + Penalty 3753.916117 = -290972.192729 nChanged 13 SP:Iteration 19Q (1796.980000 sec): 3 clusters Score: Raw -294738.571232 + Penalty 3753.916117 = -290984.655115 nChanged 10 SP:Iteration 20F (1796.990000 sec): 3 clusters Score: Raw -294746.762093 + Penalty 3753.916117 = -290992.845976 nChanged 3 SP:Iteration 21Q (1797.000000 sec): 3 clusters Score: Raw -294751.925983 + Penalty 3753.916117 = -290998.009866 nChanged 6 SP:Iteration 22Q (1797.010000 sec): 3 clusters Score: Raw -294758.080268 + Penalty 3753.916117 = -291004.164151 nChanged 10 SP:Iteration 23Q (1797.020000 sec): 3 clusters Score: Raw -294763.627461 + Penalty 3753.916117 = -291009.711345 nChanged 4 SP:Iteration 24Q (1797.030000 sec): 3 clusters Score: Raw -294767.000950 + Penalty 3753.916117 = -291013.084833 nChanged 5 SP:Iteration 25Q (1797.040000 sec): 3 clusters Score: Raw -294770.223255 + Penalty 3753.916117 = -291016.307138 nChanged 2 SP:Iteration 26Q (1797.050000 sec): 3 clusters Score: Raw -294772.265074 + Penalty 3753.916117 = -291018.348957 nChanged 2 SP:Iteration 27Q (1797.060000 sec): 3 clusters Score: Raw -294773.446674 + Penalty 3753.916117 = -291019.530557 nChanged 1 SP:Iteration 28Q (1797.070000 sec): 3 clusters Score: Raw -294773.901222 + Penalty 3753.916117 = -291019.985105 nChanged 0 SP:Iteration 29F (1797.080000 sec): 3 clusters Score: Raw -294773.901222 + Penalty 3753.916117 = -291019.985105 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 12 (691227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1800.720000 sec): 2 clusters Score: Raw -110223535.375175 + Penalty 3334.663442 = -110220200.711733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1804.790000 sec): 3 clusters Score: Raw -109758742.218143 + Penalty 6669.326885 = -109752072.891259 nChanged 338090 SP:Iteration 1F (1808.790000 sec): 3 clusters Score: Raw -109964143.962194 + Penalty 6669.326885 = -109957474.635309 nChanged 18387 SP:Iteration 2Q (1812.880000 sec): 3 clusters Score: Raw -109969679.587640 + Penalty 6669.326885 = -109963010.260755 nChanged 22796 SP:Iteration 3Q (1816.970000 sec): 3 clusters Score: Raw -109979230.692941 + Penalty 6669.326885 = -109972561.366056 nChanged 28260 SP:Iteration 4Q (1821.040000 sec): 3 clusters Score: Raw -109994366.770310 + Penalty 6669.326885 = -109987697.443425 nChanged 34469 SP:Iteration 5Q (1825.100000 sec): 3 clusters Score: Raw -110015793.702753 + Penalty 6669.326885 = -110009124.375868 nChanged 39921 SP:Iteration 6F (1829.070000 sec): 3 clusters Score: Raw -110044829.234012 + Penalty 6669.326885 = -110038159.907127 nChanged 42993 SP:Iteration 7F (1833.050000 sec): 3 clusters Score: Raw -110079765.308107 + Penalty 6669.326885 = -110073095.981223 nChanged 42594 SP:Iteration 8F (1837.040000 sec): 3 clusters Score: Raw -110115718.663376 + Penalty 6669.326885 = -110109049.336491 nChanged 38542 SP:Iteration 9F (1841.020000 sec): 3 clusters Score: Raw -110145355.811161 + Penalty 6669.326885 = -110138686.484276 nChanged 30559 SP:Iteration 10Q (1844.730000 sec): 3 clusters Score: Raw -110165172.918217 + Penalty 6669.326885 = -110158503.591332 nChanged 22747 SP:Iteration 11Q (1848.340000 sec): 3 clusters Score: Raw -110177079.276720 + Penalty 6669.326885 = -110170409.949835 nChanged 17494 SP:Iteration 12Q (1851.900000 sec): 3 clusters Score: Raw -110184742.867261 + Penalty 6669.326885 = -110178073.540376 nChanged 14582 SP:Iteration 13Q (1855.490000 sec): 3 clusters Score: Raw -110190546.834520 + Penalty 6669.326885 = -110183877.507635 nChanged 13146 SP:Iteration 14Q (1858.960000 sec): 3 clusters Score: Raw -110195703.055337 + Penalty 6669.326885 = -110189033.728452 nChanged 12392 SP:Iteration 15Q (1862.400000 sec): 3 clusters Score: Raw -110200674.403034 + Penalty 6669.326885 = -110194005.076149 nChanged 11945 SP:Iteration 16Q (1865.860000 sec): 3 clusters Score: Raw -110205419.530271 + Penalty 6669.326885 = -110198750.203386 nChanged 11570 SP:Iteration 17Q (1869.280000 sec): 3 clusters Score: Raw -110209942.775048 + Penalty 6669.326885 = -110203273.448163 nChanged 10928 SP:Iteration 18Q (1872.700000 sec): 3 clusters Score: Raw -110214032.743981 + Penalty 6669.326885 = -110207363.417097 nChanged 10087 SP:Iteration 19Q (1876.090000 sec): 3 clusters Score: Raw -110217490.207617 + Penalty 6669.326885 = -110210820.880732 nChanged 9230 SP:Iteration 20F (1880.060000 sec): 3 clusters Score: Raw -110220398.272592 + Penalty 6669.326885 = -110213728.945708 nChanged 8297 SP:Iteration 21Q (1883.430000 sec): 3 clusters Score: Raw -110222765.489417 + Penalty 6669.326885 = -110216096.162532 nChanged 7201 SP:Iteration 22Q (1886.760000 sec): 3 clusters Score: Raw -110224620.974561 + Penalty 6669.326885 = -110217951.647676 nChanged 6364 SP:Iteration 23Q (1890.120000 sec): 3 clusters Score: Raw -110226113.777095 + Penalty 6669.326885 = -110219444.450210 nChanged 5579 SP:Iteration 24Q (1893.450000 sec): 3 clusters Score: Raw -110227289.146813 + Penalty 6669.326885 = -110220619.819928 nChanged 4923 SP:Iteration 25Q (1896.750000 sec): 3 clusters Score: Raw -110228245.732306 + Penalty 6669.326885 = -110221576.405421 nChanged 4382 SP:Iteration 26Q (1900.050000 sec): 3 clusters Score: Raw -110229020.580039 + Penalty 6669.326885 = -110222351.253154 nChanged 3884 SP:Iteration 27Q (1903.330000 sec): 3 clusters Score: Raw -110229641.218465 + Penalty 6669.326885 = -110222971.891580 nChanged 3391 SP:Iteration 28Q (1906.460000 sec): 3 clusters Score: Raw -110230118.855700 + Penalty 6669.326885 = -110223449.528815 nChanged 2971 SP:Iteration 29Q (1909.660000 sec): 3 clusters Score: Raw -110230508.430042 + Penalty 6669.326885 = -110223839.103157 nChanged 2675 SP:Iteration 30Q (1912.830000 sec): 3 clusters Score: Raw -110230844.647207 + Penalty 6669.326885 = -110224175.320322 nChanged 2376 SP:Iteration 31Q (1916.000000 sec): 3 clusters Score: Raw -110231121.519811 + Penalty 6669.326885 = -110224452.192926 nChanged 2044 SP:Iteration 32Q (1919.160000 sec): 3 clusters Score: Raw -110231336.440470 + Penalty 6669.326885 = -110224667.113586 nChanged 1762 SP:Iteration 33Q (1922.300000 sec): 3 clusters Score: Raw -110231502.574841 + Penalty 6669.326885 = -110224833.247956 nChanged 1514 SP:Iteration 34Q (1925.450000 sec): 3 clusters Score: Raw -110231633.012401 + Penalty 6669.326885 = -110224963.685516 nChanged 1335 SP:Iteration 35Q (1928.570000 sec): 3 clusters Score: Raw -110231735.006591 + Penalty 6669.326885 = -110225065.679706 nChanged 1175 SP:Iteration 36Q (1931.720000 sec): 3 clusters Score: Raw -110231816.996747 + Penalty 6669.326885 = -110225147.669862 nChanged 1048 SP:Iteration 37Q (1934.860000 sec): 3 clusters Score: Raw -110231884.207072 + Penalty 6669.326885 = -110225214.880187 nChanged 912 SP:Iteration 38Q (1937.990000 sec): 3 clusters Score: Raw -110231940.573591 + Penalty 6669.326885 = -110225271.246706 nChanged 845 SP:Iteration 39Q (1941.100000 sec): 3 clusters Score: Raw -110231991.626693 + Penalty 6669.326885 = -110225322.299808 nChanged 759 SP:Iteration 40F (1945.050000 sec): 3 clusters Score: Raw -110232034.213916 + Penalty 6669.326885 = -110225364.887031 nChanged 659 SP:Iteration 41Q (1948.170000 sec): 3 clusters Score: Raw -110232068.336735 + Penalty 6669.326885 = -110225399.009850 nChanged 566 SP:Iteration 42Q (1951.250000 sec): 3 clusters Score: Raw -110232095.521751 + Penalty 6669.326885 = -110225426.194866 nChanged 479 SP:Iteration 43Q (1954.450000 sec): 3 clusters Score: Raw -110232115.676052 + Penalty 6669.326885 = -110225446.349167 nChanged 430 SP:Iteration 44Q (1957.560000 sec): 3 clusters Score: Raw -110232134.635114 + Penalty 6669.326885 = -110225465.308229 nChanged 441 SP:Iteration 45Q (1960.670000 sec): 3 clusters Score: Raw -110232154.352182 + Penalty 6669.326885 = -110225485.025298 nChanged 397 SP:Iteration 46Q (1963.840000 sec): 3 clusters Score: Raw -110232170.168434 + Penalty 6669.326885 = -110225500.841549 nChanged 370 SP:Iteration 47Q (1966.900000 sec): 3 clusters Score: Raw -110232185.149927 + Penalty 6669.326885 = -110225515.823042 nChanged 349 SP:Iteration 48Q (1970.000000 sec): 3 clusters Score: Raw -110232199.291561 + Penalty 6669.326885 = -110225529.964676 nChanged 340 SP:Iteration 49Q (1973.150000 sec): 3 clusters Score: Raw -110232211.668787 + Penalty 6669.326885 = -110225542.341902 nChanged 296 SP:Iteration 50Q (1976.300000 sec): 3 clusters Score: Raw -110232222.374564 + Penalty 6669.326885 = -110225553.047679 nChanged 249 SP:Iteration 51Q (1979.450000 sec): 3 clusters Score: Raw -110232230.475876 + Penalty 6669.326885 = -110225561.148991 nChanged 240 SP:Iteration 52Q (1982.610000 sec): 3 clusters Score: Raw -110232238.275610 + Penalty 6669.326885 = -110225568.948725 nChanged 226 SP:Iteration 53Q (1985.760000 sec): 3 clusters Score: Raw -110232244.695520 + Penalty 6669.326885 = -110225575.368635 nChanged 191 SP:Iteration 54Q (1988.920000 sec): 3 clusters Score: Raw -110232249.507856 + Penalty 6669.326885 = -110225580.180971 nChanged 152 SP:Iteration 55Q (1992.070000 sec): 3 clusters Score: Raw -110232253.379875 + Penalty 6669.326885 = -110225584.052990 nChanged 153 SP:Iteration 56Q (1995.210000 sec): 3 clusters Score: Raw -110232256.832716 + Penalty 6669.326885 = -110225587.505831 nChanged 119 SP:Iteration 57Q (1998.400000 sec): 3 clusters Score: Raw -110232259.109586 + Penalty 6669.326885 = -110225589.782702 nChanged 105 SP:Iteration 58Q (2001.550000 sec): 3 clusters Score: Raw -110232261.411587 + Penalty 6669.326885 = -110225592.084702 nChanged 94 SP:Iteration 59Q (2004.690000 sec): 3 clusters Score: Raw -110232263.468426 + Penalty 6669.326885 = -110225594.141542 nChanged 94 SP:Iteration 60F (2008.710000 sec): 3 clusters Score: Raw -110232265.296693 + Penalty 6669.326885 = -110225595.969808 nChanged 77 SP:Iteration 61Q (2011.760000 sec): 3 clusters Score: Raw -110232266.708523 + Penalty 6669.326885 = -110225597.381638 nChanged 67 SP:Iteration 62Q (2014.930000 sec): 3 clusters Score: Raw -110232267.747954 + Penalty 6669.326885 = -110225598.421069 nChanged 51 SP:Iteration 63Q (2018.090000 sec): 3 clusters Score: Raw -110232268.707283 + Penalty 6669.326885 = -110225599.380398 nChanged 56 SP:Iteration 64Q (2021.280000 sec): 3 clusters Score: Raw -110232269.752814 + Penalty 6669.326885 = -110225600.425929 nChanged 52 SP:Iteration 65Q (2024.450000 sec): 3 clusters Score: Raw -110232270.743999 + Penalty 6669.326885 = -110225601.417115 nChanged 55 SP:Iteration 66Q (2027.610000 sec): 3 clusters Score: Raw -110232271.712581 + Penalty 6669.326885 = -110225602.385697 nChanged 55 SP:Iteration 67Q (2030.790000 sec): 3 clusters Score: Raw -110232272.772697 + Penalty 6669.326885 = -110225603.445813 nChanged 63 SP:Iteration 68Q (2033.960000 sec): 3 clusters Score: Raw -110232273.969005 + Penalty 6669.326885 = -110225604.642120 nChanged 67 SP:Iteration 69Q (2037.150000 sec): 3 clusters Score: Raw -110232275.258603 + Penalty 6669.326885 = -110225605.931718 nChanged 60 SP:Iteration 70Q (2040.330000 sec): 3 clusters Score: Raw -110232276.409024 + Penalty 6669.326885 = -110225607.082139 nChanged 47 SP:Iteration 71Q (2043.510000 sec): 3 clusters Score: Raw -110232277.218898 + Penalty 6669.326885 = -110225607.892013 nChanged 36 SP:Iteration 72Q (2046.660000 sec): 3 clusters Score: Raw -110232277.872644 + Penalty 6669.326885 = -110225608.545759 nChanged 38 SP:Iteration 73Q (2049.840000 sec): 3 clusters Score: Raw -110232278.470643 + Penalty 6669.326885 = -110225609.143758 nChanged 46 SP:Iteration 74Q (2053.010000 sec): 3 clusters Score: Raw -110232279.144395 + Penalty 6669.326885 = -110225609.817510 nChanged 40 SP:Iteration 75Q (2056.180000 sec): 3 clusters Score: Raw -110232279.758279 + Penalty 6669.326885 = -110225610.431395 nChanged 40 SP:Iteration 76Q (2059.350000 sec): 3 clusters Score: Raw -110232280.269409 + Penalty 6669.326885 = -110225610.942524 nChanged 25 SP:Iteration 77Q (2062.500000 sec): 3 clusters Score: Raw -110232280.644549 + Penalty 6669.326885 = -110225611.317664 nChanged 24 SP:Iteration 78Q (2065.670000 sec): 3 clusters Score: Raw -110232281.003760 + Penalty 6669.326885 = -110225611.676875 nChanged 22 SP:Iteration 79Q (2068.820000 sec): 3 clusters Score: Raw -110232281.302734 + Penalty 6669.326885 = -110225611.975850 nChanged 23 SP:Iteration 80F (2072.840000 sec): 3 clusters Score: Raw -110232281.643437 + Penalty 6669.326885 = -110225612.316552 nChanged 24 SP:Iteration 81Q (2076.010000 sec): 3 clusters Score: Raw -110232282.076441 + Penalty 6669.326885 = -110225612.749556 nChanged 21 SP:Iteration 82Q (2079.180000 sec): 3 clusters Score: Raw -110232282.351264 + Penalty 6669.326885 = -110225613.024379 nChanged 29 SP:Iteration 83Q (2082.330000 sec): 3 clusters Score: Raw -110232282.820004 + Penalty 6669.326885 = -110225613.493119 nChanged 27 SP:Iteration 84Q (2085.500000 sec): 3 clusters Score: Raw -110232283.195889 + Penalty 6669.326885 = -110225613.869004 nChanged 21 SP:Iteration 85Q (2088.660000 sec): 3 clusters Score: Raw -110232283.531388 + Penalty 6669.326885 = -110225614.204503 nChanged 27 SP:Iteration 86Q (2091.770000 sec): 3 clusters Score: Raw -110232283.961376 + Penalty 6669.326885 = -110225614.634491 nChanged 29 SP:Iteration 87Q (2094.930000 sec): 3 clusters Score: Raw -110232284.408902 + Penalty 6669.326885 = -110225615.082017 nChanged 21 SP:Iteration 88Q (2098.040000 sec): 3 clusters Score: Raw -110232284.675560 + Penalty 6669.326885 = -110225615.348675 nChanged 19 SP:Iteration 89Q (2101.180000 sec): 3 clusters Score: Raw -110232284.911604 + Penalty 6669.326885 = -110225615.584719 nChanged 9 SP:Iteration 90Q (2104.310000 sec): 3 clusters Score: Raw -110232285.046980 + Penalty 6669.326885 = -110225615.720095 nChanged 12 SP:Iteration 91Q (2107.440000 sec): 3 clusters Score: Raw -110232285.224525 + Penalty 6669.326885 = -110225615.897641 nChanged 11 SP:Iteration 92Q (2110.560000 sec): 3 clusters Score: Raw -110232285.378556 + Penalty 6669.326885 = -110225616.051671 nChanged 14 SP:Iteration 93Q (2113.710000 sec): 3 clusters Score: Raw -110232285.553061 + Penalty 6669.326885 = -110225616.226176 nChanged 9 SP:Iteration 94Q (2116.810000 sec): 3 clusters Score: Raw -110232285.659997 + Penalty 6669.326885 = -110225616.333112 nChanged 9 SP:Iteration 95Q (2119.940000 sec): 3 clusters Score: Raw -110232285.746722 + Penalty 6669.326885 = -110225616.419837 nChanged 4 SP:Iteration 96Q (2123.070000 sec): 3 clusters Score: Raw -110232285.783291 + Penalty 6669.326885 = -110225616.456406 nChanged 3 SP:Iteration 97Q (2126.180000 sec): 3 clusters Score: Raw -110232285.811525 + Penalty 6669.326885 = -110225616.484640 nChanged 5 SP:Iteration 98Q (2129.300000 sec): 3 clusters Score: Raw -110232285.889591 + Penalty 6669.326885 = -110225616.562707 nChanged 5 SP:Iteration 99Q (2132.350000 sec): 3 clusters Score: Raw -110232285.952015 + Penalty 6669.326885 = -110225616.625130 nChanged 3 SP:Iteration 100F (2136.310000 sec): 3 clusters Score: Raw -110232285.984885 + Penalty 6669.326885 = -110225616.658000 nChanged 3 SP:Iteration 101Q (2139.430000 sec): 3 clusters Score: Raw -110232286.032484 + Penalty 6669.326885 = -110225616.705599 nChanged 3 SP:Iteration 102Q (2142.540000 sec): 3 clusters Score: Raw -110232286.069819 + Penalty 6669.326885 = -110225616.742934 nChanged 5 SP:Iteration 103Q (2145.660000 sec): 3 clusters Score: Raw -110232286.127173 + Penalty 6669.326885 = -110225616.800288 nChanged 3 SP:Iteration 104Q (2148.780000 sec): 3 clusters Score: Raw -110232286.175998 + Penalty 6669.326885 = -110225616.849114 nChanged 3 SP:Iteration 105Q (2151.890000 sec): 3 clusters Score: Raw -110232286.205836 + Penalty 6669.326885 = -110225616.878951 nChanged 2 SP:Iteration 106Q (2155.010000 sec): 3 clusters Score: Raw -110232286.223336 + Penalty 6669.326885 = -110225616.896451 nChanged 2 SP:Iteration 107Q (2158.150000 sec): 3 clusters Score: Raw -110232286.237049 + Penalty 6669.326885 = -110225616.910164 nChanged 1 SP:Iteration 108Q (2161.230000 sec): 3 clusters Score: Raw -110232286.246718 + Penalty 6669.326885 = -110225616.919833 nChanged 2 SP:Iteration 109Q (2164.320000 sec): 3 clusters Score: Raw -110232286.268847 + Penalty 6669.326885 = -110225616.941962 nChanged 1 SP:Iteration 110Q (2167.420000 sec): 3 clusters Score: Raw -110232286.279120 + Penalty 6669.326885 = -110225616.952235 nChanged 0 SP:Iteration 111F (2171.400000 sec): 3 clusters Score: Raw -110232286.279120 + Penalty 6669.326885 = -110225616.952235 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 36. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 13 (13950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2171.850000 sec): 2 clusters Score: Raw -2202889.034540 + Penalty 2366.722227 = -2200522.312313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2171.930000 sec): 3 clusters Score: Raw -2195020.943767 + Penalty 4733.444454 = -2190287.499312 nChanged 6034 SP:Iteration 1F (2172.000000 sec): 3 clusters Score: Raw -2199008.853585 + Penalty 4733.444454 = -2194275.409130 nChanged 1529 SP:Iteration 2F (2172.080000 sec): 3 clusters Score: Raw -2201089.182287 + Penalty 4733.444454 = -2196355.737833 nChanged 1687 SP:Iteration 3F (2172.160000 sec): 3 clusters Score: Raw -2203416.899950 + Penalty 4733.444454 = -2198683.455496 nChanged 1398 SP:Iteration 4F (2172.230000 sec): 3 clusters Score: Raw -2204872.839024 + Penalty 4733.444454 = -2200139.394569 nChanged 873 SP:Iteration 5F (2172.310000 sec): 3 clusters Score: Raw -2205496.184321 + Penalty 4733.444454 = -2200762.739867 nChanged 505 SP:Iteration 6Q (2172.390000 sec): 3 clusters Score: Raw -2205773.953968 + Penalty 4733.444454 = -2201040.509514 nChanged 318 SP:Iteration 7Q (2172.470000 sec): 3 clusters Score: Raw -2205933.806279 + Penalty 4733.444454 = -2201200.361825 nChanged 231 SP:Iteration 8Q (2172.550000 sec): 3 clusters Score: Raw -2206051.820935 + Penalty 4733.444454 = -2201318.376481 nChanged 179 SP:Iteration 9Q (2172.620000 sec): 3 clusters Score: Raw -2206139.427960 + Penalty 4733.444454 = -2201405.983505 nChanged 143 SP:Iteration 10Q (2172.700000 sec): 3 clusters Score: Raw -2206207.411824 + Penalty 4733.444454 = -2201473.967370 nChanged 118 SP:Iteration 11Q (2172.780000 sec): 3 clusters Score: Raw -2206250.645324 + Penalty 4733.444454 = -2201517.200869 nChanged 95 SP:Iteration 12Q (2172.850000 sec): 3 clusters Score: Raw -2206285.769778 + Penalty 4733.444454 = -2201552.325324 nChanged 70 SP:Iteration 13Q (2172.930000 sec): 3 clusters Score: Raw -2206308.020417 + Penalty 4733.444454 = -2201574.575963 nChanged 55 SP:Iteration 14Q (2173.010000 sec): 3 clusters Score: Raw -2206324.203915 + Penalty 4733.444454 = -2201590.759460 nChanged 37 SP:Iteration 15Q (2173.080000 sec): 3 clusters Score: Raw -2206331.952995 + Penalty 4733.444454 = -2201598.508540 nChanged 26 SP:Iteration 16Q (2173.160000 sec): 3 clusters Score: Raw -2206338.881730 + Penalty 4733.444454 = -2201605.437276 nChanged 25 SP:Iteration 17Q (2173.230000 sec): 3 clusters Score: Raw -2206345.111318 + Penalty 4733.444454 = -2201611.666864 nChanged 21 SP:Iteration 18Q (2173.310000 sec): 3 clusters Score: Raw -2206349.214016 + Penalty 4733.444454 = -2201615.769562 nChanged 17 SP:Iteration 19Q (2173.380000 sec): 3 clusters Score: Raw -2206353.060370 + Penalty 4733.444454 = -2201619.615916 nChanged 23 SP:Iteration 20F (2173.460000 sec): 3 clusters Score: Raw -2206358.007458 + Penalty 4733.444454 = -2201624.563004 nChanged 20 SP:Iteration 21Q (2173.530000 sec): 3 clusters Score: Raw -2206362.829685 + Penalty 4733.444454 = -2201629.385230 nChanged 21 SP:Iteration 22Q (2173.610000 sec): 3 clusters Score: Raw -2206368.536093 + Penalty 4733.444454 = -2201635.091639 nChanged 25 SP:Iteration 23Q (2173.680000 sec): 3 clusters Score: Raw -2206374.798800 + Penalty 4733.444454 = -2201641.354346 nChanged 23 SP:Iteration 24Q (2173.750000 sec): 3 clusters Score: Raw -2206379.674259 + Penalty 4733.444454 = -2201646.229805 nChanged 15 SP:Iteration 25Q (2173.830000 sec): 3 clusters Score: Raw -2206382.791296 + Penalty 4733.444454 = -2201649.346842 nChanged 11 SP:Iteration 26Q (2173.900000 sec): 3 clusters Score: Raw -2206384.213886 + Penalty 4733.444454 = -2201650.769431 nChanged 5 SP:Iteration 27Q (2173.970000 sec): 3 clusters Score: Raw -2206385.031978 + Penalty 4733.444454 = -2201651.587524 nChanged 4 SP:Iteration 28Q (2174.050000 sec): 3 clusters Score: Raw -2206385.433152 + Penalty 4733.444454 = -2201651.988697 nChanged 1 SP:Iteration 29Q (2174.120000 sec): 3 clusters Score: Raw -2206385.592524 + Penalty 4733.444454 = -2201652.148069 nChanged 0 SP:Iteration 30F (2174.200000 sec): 3 clusters Score: Raw -2206385.592524 + Penalty 4733.444454 = -2201652.148069 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 37. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 14 (61385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2174.520000 sec): 2 clusters Score: Raw -9454376.112811 + Penalty 2734.180355 = -9451641.932457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2174.870000 sec): 3 clusters Score: Raw -9415965.030397 + Penalty 5468.360709 = -9410496.669688 nChanged 28591 SP:Iteration 1F (2175.220000 sec): 3 clusters Score: Raw -9432176.479916 + Penalty 5468.360709 = -9426708.119207 nChanged 2706 SP:Iteration 2Q (2175.580000 sec): 3 clusters Score: Raw -9433134.663512 + Penalty 5468.360709 = -9427666.302803 nChanged 2943 SP:Iteration 3Q (2175.930000 sec): 3 clusters Score: Raw -9434377.788568 + Penalty 5468.360709 = -9428909.427859 nChanged 3281 SP:Iteration 4F (2176.290000 sec): 3 clusters Score: Raw -9436055.341234 + Penalty 5468.360709 = -9430586.980524 nChanged 3825 SP:Iteration 5F (2176.630000 sec): 3 clusters Score: Raw -9438455.022117 + Penalty 5468.360709 = -9432986.661408 nChanged 4222 SP:Iteration 6F (2176.980000 sec): 3 clusters Score: Raw -9441557.695750 + Penalty 5468.360709 = -9436089.335041 nChanged 4254 SP:Iteration 7F (2177.330000 sec): 3 clusters Score: Raw -9445275.263098 + Penalty 5468.360709 = -9439806.902389 nChanged 3639 SP:Iteration 8F (2177.670000 sec): 3 clusters Score: Raw -9448787.567172 + Penalty 5468.360709 = -9443319.206463 nChanged 2565 SP:Iteration 9Q (2178.010000 sec): 3 clusters Score: Raw -9451127.508713 + Penalty 5468.360709 = -9445659.148003 nChanged 1659 SP:Iteration 10Q (2178.330000 sec): 3 clusters Score: Raw -9452337.346975 + Penalty 5468.360709 = -9446868.986265 nChanged 1072 SP:Iteration 11Q (2178.630000 sec): 3 clusters Score: Raw -9452974.980993 + Penalty 5468.360709 = -9447506.620284 nChanged 752 SP:Iteration 12Q (2178.920000 sec): 3 clusters Score: Raw -9453383.883778 + Penalty 5468.360709 = -9447915.523069 nChanged 584 SP:Iteration 13Q (2179.210000 sec): 3 clusters Score: Raw -9453694.546065 + Penalty 5468.360709 = -9448226.185356 nChanged 467 SP:Iteration 14Q (2179.490000 sec): 3 clusters Score: Raw -9453928.036617 + Penalty 5468.360709 = -9448459.675908 nChanged 421 SP:Iteration 15Q (2179.760000 sec): 3 clusters Score: Raw -9454124.190838 + Penalty 5468.360709 = -9448655.830129 nChanged 340 SP:Iteration 16Q (2180.040000 sec): 3 clusters Score: Raw -9454268.276336 + Penalty 5468.360709 = -9448799.915627 nChanged 313 SP:Iteration 17Q (2180.310000 sec): 3 clusters Score: Raw -9454389.052753 + Penalty 5468.360709 = -9448920.692044 nChanged 241 SP:Iteration 18Q (2180.580000 sec): 3 clusters Score: Raw -9454478.813636 + Penalty 5468.360709 = -9449010.452926 nChanged 218 SP:Iteration 19Q (2180.850000 sec): 3 clusters Score: Raw -9454552.308346 + Penalty 5468.360709 = -9449083.947637 nChanged 196 SP:Iteration 20F (2181.190000 sec): 3 clusters Score: Raw -9454612.625320 + Penalty 5468.360709 = -9449144.264611 nChanged 162 SP:Iteration 21Q (2181.450000 sec): 3 clusters Score: Raw -9454657.760871 + Penalty 5468.360709 = -9449189.400161 nChanged 143 SP:Iteration 22Q (2181.720000 sec): 3 clusters Score: Raw -9454695.315051 + Penalty 5468.360709 = -9449226.954341 nChanged 131 SP:Iteration 23Q (2181.980000 sec): 3 clusters Score: Raw -9454732.579141 + Penalty 5468.360709 = -9449264.218432 nChanged 108 SP:Iteration 24Q (2182.240000 sec): 3 clusters Score: Raw -9454762.159040 + Penalty 5468.360709 = -9449293.798331 nChanged 93 SP:Iteration 25Q (2182.510000 sec): 3 clusters Score: Raw -9454786.119012 + Penalty 5468.360709 = -9449317.758303 nChanged 90 SP:Iteration 26Q (2182.770000 sec): 3 clusters Score: Raw -9454812.118335 + Penalty 5468.360709 = -9449343.757625 nChanged 90 SP:Iteration 27Q (2183.020000 sec): 3 clusters Score: Raw -9454833.785766 + Penalty 5468.360709 = -9449365.425057 nChanged 71 SP:Iteration 28Q (2183.280000 sec): 3 clusters Score: Raw -9454851.525868 + Penalty 5468.360709 = -9449383.165159 nChanged 66 SP:Iteration 29Q (2183.540000 sec): 3 clusters Score: Raw -9454866.934398 + Penalty 5468.360709 = -9449398.573689 nChanged 44 SP:Iteration 30Q (2183.800000 sec): 3 clusters Score: Raw -9454876.624822 + Penalty 5468.360709 = -9449408.264112 nChanged 34 SP:Iteration 31Q (2184.060000 sec): 3 clusters Score: Raw -9454882.726728 + Penalty 5468.360709 = -9449414.366019 nChanged 29 SP:Iteration 32Q (2184.320000 sec): 3 clusters Score: Raw -9454888.599325 + Penalty 5468.360709 = -9449420.238616 nChanged 31 SP:Iteration 33Q (2184.580000 sec): 3 clusters Score: Raw -9454894.057956 + Penalty 5468.360709 = -9449425.697247 nChanged 28 SP:Iteration 34Q (2184.840000 sec): 3 clusters Score: Raw -9454899.537554 + Penalty 5468.360709 = -9449431.176844 nChanged 22 SP:Iteration 35Q (2185.100000 sec): 3 clusters Score: Raw -9454903.199509 + Penalty 5468.360709 = -9449434.838799 nChanged 12 SP:Iteration 36Q (2185.350000 sec): 3 clusters Score: Raw -9454905.206620 + Penalty 5468.360709 = -9449436.845911 nChanged 9 SP:Iteration 37Q (2185.610000 sec): 3 clusters Score: Raw -9454907.251918 + Penalty 5468.360709 = -9449438.891208 nChanged 8 SP:Iteration 38Q (2185.870000 sec): 3 clusters Score: Raw -9454909.098761 + Penalty 5468.360709 = -9449440.738052 nChanged 9 SP:Iteration 39Q (2186.130000 sec): 3 clusters Score: Raw -9454910.502774 + Penalty 5468.360709 = -9449442.142065 nChanged 3 SP:Iteration 40F (2186.470000 sec): 3 clusters Score: Raw -9454910.916178 + Penalty 5468.360709 = -9449442.555468 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 15 (27244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2186.620000 sec): 2 clusters Score: Raw -4156600.816253 + Penalty 2532.721971 = -4154068.094282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2186.780000 sec): 3 clusters Score: Raw -4140475.236767 + Penalty 5065.443942 = -4135409.792825 nChanged 12223 SP:Iteration 1F (2186.930000 sec): 3 clusters Score: Raw -4147452.439232 + Penalty 5065.443942 = -4142386.995290 nChanged 1755 SP:Iteration 2F (2187.080000 sec): 3 clusters Score: Raw -4148399.802951 + Penalty 5065.443942 = -4143334.359009 nChanged 1709 SP:Iteration 3F (2187.240000 sec): 3 clusters Score: Raw -4149331.011893 + Penalty 5065.443942 = -4144265.567951 nChanged 1581 SP:Iteration 4F (2187.390000 sec): 3 clusters Score: Raw -4150160.232018 + Penalty 5065.443942 = -4145094.788076 nChanged 1476 SP:Iteration 5F (2187.540000 sec): 3 clusters Score: Raw -4150921.281718 + Penalty 5065.443942 = -4145855.837776 nChanged 1294 SP:Iteration 6Q (2187.700000 sec): 3 clusters Score: Raw -4151589.293442 + Penalty 5065.443942 = -4146523.849500 nChanged 1194 SP:Iteration 7Q (2187.860000 sec): 3 clusters Score: Raw -4152237.058950 + Penalty 5065.443942 = -4147171.615008 nChanged 1147 SP:Iteration 8Q (2188.010000 sec): 3 clusters Score: Raw -4152879.963777 + Penalty 5065.443942 = -4147814.519835 nChanged 1050 SP:Iteration 9Q (2188.160000 sec): 3 clusters Score: Raw -4153435.720004 + Penalty 5065.443942 = -4148370.276062 nChanged 858 SP:Iteration 10Q (2188.320000 sec): 3 clusters Score: Raw -4153839.800578 + Penalty 5065.443942 = -4148774.356636 nChanged 723 SP:Iteration 11Q (2188.470000 sec): 3 clusters Score: Raw -4154119.113143 + Penalty 5065.443942 = -4149053.669202 nChanged 540 SP:Iteration 12Q (2188.620000 sec): 3 clusters Score: Raw -4154309.939625 + Penalty 5065.443942 = -4149244.495683 nChanged 429 SP:Iteration 13Q (2188.760000 sec): 3 clusters Score: Raw -4154436.690081 + Penalty 5065.443942 = -4149371.246139 nChanged 335 SP:Iteration 14Q (2188.910000 sec): 3 clusters Score: Raw -4154526.528158 + Penalty 5065.443942 = -4149461.084216 nChanged 308 SP:Iteration 15Q (2189.060000 sec): 3 clusters Score: Raw -4154606.549710 + Penalty 5065.443942 = -4149541.105768 nChanged 291 SP:Iteration 16Q (2189.210000 sec): 3 clusters Score: Raw -4154685.581322 + Penalty 5065.443942 = -4149620.137380 nChanged 272 SP:Iteration 17Q (2189.360000 sec): 3 clusters Score: Raw -4154756.497538 + Penalty 5065.443942 = -4149691.053596 nChanged 264 SP:Iteration 18Q (2189.500000 sec): 3 clusters Score: Raw -4154826.352626 + Penalty 5065.443942 = -4149760.908684 nChanged 277 SP:Iteration 19Q (2189.650000 sec): 3 clusters Score: Raw -4154902.872784 + Penalty 5065.443942 = -4149837.428842 nChanged 305 SP:Iteration 20F (2189.810000 sec): 3 clusters Score: Raw -4154983.986245 + Penalty 5065.443942 = -4149918.542303 nChanged 281 SP:Iteration 21Q (2189.960000 sec): 3 clusters Score: Raw -4155060.215078 + Penalty 5065.443942 = -4149994.771136 nChanged 291 SP:Iteration 22Q (2190.100000 sec): 3 clusters Score: Raw -4155150.708398 + Penalty 5065.443942 = -4150085.264456 nChanged 332 SP:Iteration 23Q (2190.240000 sec): 3 clusters Score: Raw -4155261.640576 + Penalty 5065.443942 = -4150196.196635 nChanged 365 SP:Iteration 24Q (2190.380000 sec): 3 clusters Score: Raw -4155392.138722 + Penalty 5065.443942 = -4150326.694780 nChanged 386 SP:Iteration 25Q (2190.530000 sec): 3 clusters Score: Raw -4155530.181929 + Penalty 5065.443942 = -4150464.737987 nChanged 387 SP:Iteration 26Q (2190.660000 sec): 3 clusters Score: Raw -4155685.712240 + Penalty 5065.443942 = -4150620.268298 nChanged 399 SP:Iteration 27Q (2190.810000 sec): 3 clusters Score: Raw -4155847.125523 + Penalty 5065.443942 = -4150781.681581 nChanged 394 SP:Iteration 28Q (2190.950000 sec): 3 clusters Score: Raw -4156003.533396 + Penalty 5065.443942 = -4150938.089455 nChanged 376 SP:Iteration 29Q (2191.090000 sec): 3 clusters Score: Raw -4156160.503181 + Penalty 5065.443942 = -4151095.059239 nChanged 377 SP:Iteration 30Q (2191.220000 sec): 3 clusters Score: Raw -4156320.928538 + Penalty 5065.443942 = -4151255.484597 nChanged 338 SP:Iteration 31Q (2191.360000 sec): 3 clusters Score: Raw -4156470.933398 + Penalty 5065.443942 = -4151405.489457 nChanged 324 SP:Iteration 32Q (2191.500000 sec): 3 clusters Score: Raw -4156628.870503 + Penalty 5065.443942 = -4151563.426561 nChanged 324 SP:Iteration 33Q (2191.630000 sec): 3 clusters Score: Raw -4156789.794695 + Penalty 5065.443942 = -4151724.350753 nChanged 311 SP:Iteration 34Q (2191.760000 sec): 3 clusters Score: Raw -4156952.646813 + Penalty 5065.443942 = -4151887.202871 nChanged 284 SP:Iteration 35Q (2191.900000 sec): 3 clusters Score: Raw -4157100.583692 + Penalty 5065.443942 = -4152035.139750 nChanged 251 SP:Iteration 36Q (2192.020000 sec): 3 clusters Score: Raw -4157239.287957 + Penalty 5065.443942 = -4152173.844015 nChanged 221 SP:Iteration 37Q (2192.160000 sec): 3 clusters Score: Raw -4157367.435130 + Penalty 5065.443942 = -4152301.991188 nChanged 197 SP:Iteration 38Q (2192.280000 sec): 3 clusters Score: Raw -4157479.244933 + Penalty 5065.443942 = -4152413.800992 nChanged 165 SP:Iteration 39Q (2192.410000 sec): 3 clusters Score: Raw -4157576.169972 + Penalty 5065.443942 = -4152510.726030 nChanged 127 SP:Iteration 40F (2192.560000 sec): 3 clusters Score: Raw -4157656.896603 + Penalty 5065.443942 = -4152591.452661 nChanged 106 SP:Iteration 41Q (2192.690000 sec): 3 clusters Score: Raw -4157721.198746 + Penalty 5065.443942 = -4152655.754804 nChanged 98 SP:Iteration 42Q (2192.810000 sec): 3 clusters Score: Raw -4157800.591846 + Penalty 5065.443942 = -4152735.147904 nChanged 95 SP:Iteration 43Q (2192.920000 sec): 3 clusters Score: Raw -4157911.771178 + Penalty 5065.443942 = -4152846.327236 nChanged 97 SP:Iteration 44Q (2193.040000 sec): 3 clusters Score: Raw -4158071.242307 + Penalty 5065.443942 = -4153005.798365 nChanged 89 SP:Iteration 45Q (2193.160000 sec): 3 clusters Score: Raw -4158187.403125 + Penalty 5065.443942 = -4153121.959183 nChanged 85 SP:Iteration 46Q (2193.270000 sec): 3 clusters Score: Raw -4158253.633925 + Penalty 5065.443942 = -4153188.189983 nChanged 52 SP:Iteration 47Q (2193.390000 sec): 3 clusters Score: Raw -4158283.822765 + Penalty 5065.443942 = -4153218.378823 nChanged 35 SP:Iteration 48Q (2193.500000 sec): 3 clusters Score: Raw -4158299.720372 + Penalty 5065.443942 = -4153234.276430 nChanged 18 SP:Iteration 49Q (2193.620000 sec): 3 clusters Score: Raw -4158307.248191 + Penalty 5065.443942 = -4153241.804249 nChanged 16 SP:Iteration 50Q (2193.730000 sec): 3 clusters Score: Raw -4158320.649978 + Penalty 5065.443942 = -4153255.206036 nChanged 19 SP:Iteration 51Q (2193.840000 sec): 3 clusters Score: Raw -4158337.888512 + Penalty 5065.443942 = -4153272.444571 nChanged 21 SP:Iteration 52Q (2193.950000 sec): 3 clusters Score: Raw -4158353.601544 + Penalty 5065.443942 = -4153288.157603 nChanged 17 SP:Iteration 53Q (2194.070000 sec): 3 clusters Score: Raw -4158363.188801 + Penalty 5065.443942 = -4153297.744859 nChanged 16 SP:Iteration 54Q (2194.180000 sec): 3 clusters Score: Raw -4158369.703800 + Penalty 5065.443942 = -4153304.259858 nChanged 11 SP:Iteration 55Q (2194.290000 sec): 3 clusters Score: Raw -4158373.778307 + Penalty 5065.443942 = -4153308.334365 nChanged 8 SP:Iteration 56Q (2194.410000 sec): 3 clusters Score: Raw -4158376.019813 + Penalty 5065.443942 = -4153310.575872 nChanged 3 SP:Iteration 57Q (2194.520000 sec): 3 clusters Score: Raw -4158377.309616 + Penalty 5065.443942 = -4153311.865674 nChanged 4 SP:Iteration 58Q (2194.630000 sec): 3 clusters Score: Raw -4158378.758978 + Penalty 5065.443942 = -4153313.315036 nChanged 3 SP:Iteration 59Q (2194.740000 sec): 3 clusters Score: Raw -4158379.447464 + Penalty 5065.443942 = -4153314.003523 nChanged 3 SP:Iteration 60F (2194.900000 sec): 3 clusters Score: Raw -4158380.253670 + Penalty 5065.443942 = -4153314.809728 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 16 (162854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2195.710000 sec): 2 clusters Score: Raw -26352482.610182 + Penalty 2976.151124 = -26349506.459057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2196.640000 sec): 3 clusters Score: Raw -26246861.869932 + Penalty 5952.302249 = -26240909.567683 nChanged 77675 SP:Iteration 1F (2197.580000 sec): 3 clusters Score: Raw -26291255.699289 + Penalty 5952.302249 = -26285303.397040 nChanged 4825 SP:Iteration 2Q (2198.520000 sec): 3 clusters Score: Raw -26292465.706171 + Penalty 5952.302249 = -26286513.403922 nChanged 5725 SP:Iteration 3Q (2199.480000 sec): 3 clusters Score: Raw -26294387.081473 + Penalty 5952.302249 = -26288434.779224 nChanged 7302 SP:Iteration 4Q (2200.430000 sec): 3 clusters Score: Raw -26297635.970902 + Penalty 5952.302249 = -26291683.668653 nChanged 9110 SP:Iteration 5F (2201.370000 sec): 3 clusters Score: Raw -26302539.085926 + Penalty 5952.302249 = -26296586.783677 nChanged 10662 SP:Iteration 6F (2202.310000 sec): 3 clusters Score: Raw -26308972.496489 + Penalty 5952.302249 = -26303020.194240 nChanged 11158 SP:Iteration 7F (2203.240000 sec): 3 clusters Score: Raw -26315917.495675 + Penalty 5952.302249 = -26309965.193426 nChanged 10330 SP:Iteration 8F (2204.180000 sec): 3 clusters Score: Raw -26321875.968097 + Penalty 5952.302249 = -26315923.665848 nChanged 8579 SP:Iteration 9F (2205.100000 sec): 3 clusters Score: Raw -26326233.481399 + Penalty 5952.302249 = -26320281.179150 nChanged 6818 SP:Iteration 10Q (2206.030000 sec): 3 clusters Score: Raw -26329306.135080 + Penalty 5952.302249 = -26323353.832831 nChanged 5416 SP:Iteration 11Q (2206.970000 sec): 3 clusters Score: Raw -26331652.550841 + Penalty 5952.302249 = -26325700.248592 nChanged 4560 SP:Iteration 12Q (2207.900000 sec): 3 clusters Score: Raw -26333484.374891 + Penalty 5952.302249 = -26327532.072642 nChanged 3705 SP:Iteration 13Q (2208.840000 sec): 3 clusters Score: Raw -26334711.467675 + Penalty 5952.302249 = -26328759.165426 nChanged 2785 SP:Iteration 14Q (2209.740000 sec): 3 clusters Score: Raw -26335427.136532 + Penalty 5952.302249 = -26329474.834283 nChanged 1980 SP:Iteration 15Q (2210.640000 sec): 3 clusters Score: Raw -26335869.823050 + Penalty 5952.302249 = -26329917.520801 nChanged 1561 SP:Iteration 16Q (2211.540000 sec): 3 clusters Score: Raw -26336219.220063 + Penalty 5952.302249 = -26330266.917814 nChanged 1366 SP:Iteration 17Q (2212.430000 sec): 3 clusters Score: Raw -26336528.578101 + Penalty 5952.302249 = -26330576.275852 nChanged 1337 SP:Iteration 18Q (2213.310000 sec): 3 clusters Score: Raw -26336827.964315 + Penalty 5952.302249 = -26330875.662066 nChanged 1409 SP:Iteration 19Q (2214.190000 sec): 3 clusters Score: Raw -26337157.075381 + Penalty 5952.302249 = -26331204.773132 nChanged 1498 SP:Iteration 20F (2215.110000 sec): 3 clusters Score: Raw -26337535.545539 + Penalty 5952.302249 = -26331583.243290 nChanged 1588 SP:Iteration 21Q (2215.980000 sec): 3 clusters Score: Raw -26337950.532422 + Penalty 5952.302249 = -26331998.230173 nChanged 1680 SP:Iteration 22Q (2216.870000 sec): 3 clusters Score: Raw -26338414.659752 + Penalty 5952.302249 = -26332462.357503 nChanged 1758 SP:Iteration 23Q (2217.740000 sec): 3 clusters Score: Raw -26338917.632947 + Penalty 5952.302249 = -26332965.330698 nChanged 1779 SP:Iteration 24Q (2218.610000 sec): 3 clusters Score: Raw -26339421.837470 + Penalty 5952.302249 = -26333469.535221 nChanged 1755 SP:Iteration 25Q (2219.480000 sec): 3 clusters Score: Raw -26339913.710724 + Penalty 5952.302249 = -26333961.408475 nChanged 1764 SP:Iteration 26Q (2220.330000 sec): 3 clusters Score: Raw -26340441.317636 + Penalty 5952.302249 = -26334489.015388 nChanged 1783 SP:Iteration 27Q (2221.180000 sec): 3 clusters Score: Raw -26340980.654338 + Penalty 5952.302249 = -26335028.352089 nChanged 1816 SP:Iteration 28Q (2222.030000 sec): 3 clusters Score: Raw -26341533.777721 + Penalty 5952.302249 = -26335581.475472 nChanged 1882 SP:Iteration 29Q (2222.870000 sec): 3 clusters Score: Raw -26342137.635080 + Penalty 5952.302249 = -26336185.332831 nChanged 1858 SP:Iteration 30Q (2223.710000 sec): 3 clusters Score: Raw -26342734.264357 + Penalty 5952.302249 = -26336781.962108 nChanged 1891 SP:Iteration 31Q (2224.540000 sec): 3 clusters Score: Raw -26343351.678867 + Penalty 5952.302249 = -26337399.376618 nChanged 1842 SP:Iteration 32Q (2225.370000 sec): 3 clusters Score: Raw -26343944.176721 + Penalty 5952.302249 = -26337991.874472 nChanged 1787 SP:Iteration 33Q (2226.150000 sec): 3 clusters Score: Raw -26344504.375611 + Penalty 5952.302249 = -26338552.073362 nChanged 1686 SP:Iteration 34Q (2226.940000 sec): 3 clusters Score: Raw -26345035.939996 + Penalty 5952.302249 = -26339083.637747 nChanged 1622 SP:Iteration 35Q (2227.720000 sec): 3 clusters Score: Raw -26345566.302330 + Penalty 5952.302249 = -26339614.000081 nChanged 1561 SP:Iteration 36Q (2228.490000 sec): 3 clusters Score: Raw -26346091.607407 + Penalty 5952.302249 = -26340139.305158 nChanged 1527 SP:Iteration 37Q (2229.250000 sec): 3 clusters Score: Raw -26346612.933806 + Penalty 5952.302249 = -26340660.631557 nChanged 1443 SP:Iteration 38Q (2229.990000 sec): 3 clusters Score: Raw -26347098.147493 + Penalty 5952.302249 = -26341145.845244 nChanged 1383 SP:Iteration 39Q (2230.750000 sec): 3 clusters Score: Raw -26347575.575494 + Penalty 5952.302249 = -26341623.273245 nChanged 1308 SP:Iteration 40F (2231.660000 sec): 3 clusters Score: Raw -26348030.139182 + Penalty 5952.302249 = -26342077.836933 nChanged 1265 SP:Iteration 41Q (2232.390000 sec): 3 clusters Score: Raw -26348487.778280 + Penalty 5952.302249 = -26342535.476031 nChanged 1182 SP:Iteration 42Q (2233.110000 sec): 3 clusters Score: Raw -26348948.505271 + Penalty 5952.302249 = -26342996.203022 nChanged 1127 SP:Iteration 43Q (2233.830000 sec): 3 clusters Score: Raw -26349388.375532 + Penalty 5952.302249 = -26343436.073283 nChanged 1052 SP:Iteration 44Q (2234.540000 sec): 3 clusters Score: Raw -26349809.159007 + Penalty 5952.302249 = -26343856.856758 nChanged 910 SP:Iteration 45Q (2235.240000 sec): 3 clusters Score: Raw -26350170.462534 + Penalty 5952.302249 = -26344218.160285 nChanged 844 SP:Iteration 46Q (2235.940000 sec): 3 clusters Score: Raw -26350508.101482 + Penalty 5952.302249 = -26344555.799233 nChanged 752 SP:Iteration 47Q (2236.640000 sec): 3 clusters Score: Raw -26350795.568543 + Penalty 5952.302249 = -26344843.266294 nChanged 682 SP:Iteration 48Q (2237.330000 sec): 3 clusters Score: Raw -26351068.118605 + Penalty 5952.302249 = -26345115.816356 nChanged 602 SP:Iteration 49Q (2238.010000 sec): 3 clusters Score: Raw -26351304.419519 + Penalty 5952.302249 = -26345352.117270 nChanged 512 SP:Iteration 50Q (2238.700000 sec): 3 clusters Score: Raw -26351491.919054 + Penalty 5952.302249 = -26345539.616805 nChanged 470 SP:Iteration 51Q (2239.390000 sec): 3 clusters Score: Raw -26351663.798354 + Penalty 5952.302249 = -26345711.496105 nChanged 458 SP:Iteration 52Q (2240.070000 sec): 3 clusters Score: Raw -26351832.320340 + Penalty 5952.302249 = -26345880.018091 nChanged 406 SP:Iteration 53Q (2240.750000 sec): 3 clusters Score: Raw -26351968.046422 + Penalty 5952.302249 = -26346015.744174 nChanged 370 SP:Iteration 54Q (2241.420000 sec): 3 clusters Score: Raw -26352098.573172 + Penalty 5952.302249 = -26346146.270924 nChanged 347 SP:Iteration 55Q (2242.080000 sec): 3 clusters Score: Raw -26352216.194979 + Penalty 5952.302249 = -26346263.892730 nChanged 283 SP:Iteration 56Q (2242.770000 sec): 3 clusters Score: Raw -26352318.564587 + Penalty 5952.302249 = -26346366.262339 nChanged 255 SP:Iteration 57Q (2243.450000 sec): 3 clusters Score: Raw -26352409.715061 + Penalty 5952.302249 = -26346457.412812 nChanged 257 SP:Iteration 58Q (2244.140000 sec): 3 clusters Score: Raw -26352500.361840 + Penalty 5952.302249 = -26346548.059591 nChanged 211 SP:Iteration 59Q (2244.810000 sec): 3 clusters Score: Raw -26352571.571827 + Penalty 5952.302249 = -26346619.269578 nChanged 172 SP:Iteration 60F (2245.720000 sec): 3 clusters Score: Raw -26352624.488715 + Penalty 5952.302249 = -26346672.186467 nChanged 148 SP:Iteration 61Q (2246.380000 sec): 3 clusters Score: Raw -26352674.368195 + Penalty 5952.302249 = -26346722.065946 nChanged 137 SP:Iteration 62Q (2247.040000 sec): 3 clusters Score: Raw -26352717.317259 + Penalty 5952.302249 = -26346765.015010 nChanged 118 SP:Iteration 63Q (2247.700000 sec): 3 clusters Score: Raw -26352756.193300 + Penalty 5952.302249 = -26346803.891051 nChanged 114 SP:Iteration 64Q (2248.360000 sec): 3 clusters Score: Raw -26352788.680843 + Penalty 5952.302249 = -26346836.378594 nChanged 92 SP:Iteration 65Q (2249.020000 sec): 3 clusters Score: Raw -26352813.801343 + Penalty 5952.302249 = -26346861.499094 nChanged 86 SP:Iteration 66Q (2249.670000 sec): 3 clusters Score: Raw -26352836.329023 + Penalty 5952.302249 = -26346884.026774 nChanged 73 SP:Iteration 67Q (2250.330000 sec): 3 clusters Score: Raw -26352854.001299 + Penalty 5952.302249 = -26346901.699050 nChanged 62 SP:Iteration 68Q (2250.980000 sec): 3 clusters Score: Raw -26352870.423579 + Penalty 5952.302249 = -26346918.121330 nChanged 56 SP:Iteration 69Q (2251.670000 sec): 3 clusters Score: Raw -26352884.120672 + Penalty 5952.302249 = -26346931.818423 nChanged 48 SP:Iteration 70Q (2252.340000 sec): 3 clusters Score: Raw -26352895.563646 + Penalty 5952.302249 = -26346943.261397 nChanged 38 SP:Iteration 71Q (2252.990000 sec): 3 clusters Score: Raw -26352904.147401 + Penalty 5952.302249 = -26346951.845152 nChanged 42 SP:Iteration 72Q (2253.650000 sec): 3 clusters Score: Raw -26352914.786231 + Penalty 5952.302249 = -26346962.483982 nChanged 44 SP:Iteration 73Q (2254.290000 sec): 3 clusters Score: Raw -26352928.222840 + Penalty 5952.302249 = -26346975.920591 nChanged 36 SP:Iteration 74Q (2254.930000 sec): 3 clusters Score: Raw -26352937.296707 + Penalty 5952.302249 = -26346984.994458 nChanged 32 SP:Iteration 75Q (2255.580000 sec): 3 clusters Score: Raw -26352945.342307 + Penalty 5952.302249 = -26346993.040058 nChanged 26 SP:Iteration 76Q (2256.220000 sec): 3 clusters Score: Raw -26352952.595616 + Penalty 5952.302249 = -26347000.293367 nChanged 21 SP:Iteration 77Q (2256.860000 sec): 3 clusters Score: Raw -26352957.618271 + Penalty 5952.302249 = -26347005.316022 nChanged 24 SP:Iteration 78Q (2257.500000 sec): 3 clusters Score: Raw -26352963.355635 + Penalty 5952.302249 = -26347011.053386 nChanged 26 SP:Iteration 79Q (2258.140000 sec): 3 clusters Score: Raw -26352969.344181 + Penalty 5952.302249 = -26347017.041932 nChanged 22 SP:Iteration 80F (2259.040000 sec): 3 clusters Score: Raw -26352974.795069 + Penalty 5952.302249 = -26347022.492820 nChanged 20 SP:Iteration 81Q (2259.720000 sec): 3 clusters Score: Raw -26352979.759007 + Penalty 5952.302249 = -26347027.456758 nChanged 24 SP:Iteration 82Q (2260.360000 sec): 3 clusters Score: Raw -26352985.357821 + Penalty 5952.302249 = -26347033.055572 nChanged 24 SP:Iteration 83Q (2261.020000 sec): 3 clusters Score: Raw -26352991.514968 + Penalty 5952.302249 = -26347039.212719 nChanged 14 SP:Iteration 84Q (2261.680000 sec): 3 clusters Score: Raw -26352995.531635 + Penalty 5952.302249 = -26347043.229386 nChanged 19 SP:Iteration 85Q (2262.330000 sec): 3 clusters Score: Raw -26353001.260863 + Penalty 5952.302249 = -26347048.958614 nChanged 24 SP:Iteration 86Q (2262.990000 sec): 3 clusters Score: Raw -26353007.481533 + Penalty 5952.302249 = -26347055.179284 nChanged 23 SP:Iteration 87Q (2263.650000 sec): 3 clusters Score: Raw -26353015.439109 + Penalty 5952.302249 = -26347063.136860 nChanged 31 SP:Iteration 88Q (2264.300000 sec): 3 clusters Score: Raw -26353023.130096 + Penalty 5952.302249 = -26347070.827847 nChanged 16 SP:Iteration 89Q (2264.930000 sec): 3 clusters Score: Raw -26353026.486778 + Penalty 5952.302249 = -26347074.184529 nChanged 11 SP:Iteration 90Q (2265.580000 sec): 3 clusters Score: Raw -26353028.685136 + Penalty 5952.302249 = -26347076.382887 nChanged 12 SP:Iteration 91Q (2266.220000 sec): 3 clusters Score: Raw -26353031.214890 + Penalty 5952.302249 = -26347078.912641 nChanged 11 SP:Iteration 92Q (2266.880000 sec): 3 clusters Score: Raw -26353033.362879 + Penalty 5952.302249 = -26347081.060630 nChanged 8 SP:Iteration 93Q (2267.550000 sec): 3 clusters Score: Raw -26353034.737213 + Penalty 5952.302249 = -26347082.434964 nChanged 3 SP:Iteration 94Q (2268.190000 sec): 3 clusters Score: Raw -26353035.428088 + Penalty 5952.302249 = -26347083.125839 nChanged 5 SP:Iteration 95Q (2268.840000 sec): 3 clusters Score: Raw -26353036.364749 + Penalty 5952.302249 = -26347084.062500 nChanged 5 SP:Iteration 96Q (2269.480000 sec): 3 clusters Score: Raw -26353037.328542 + Penalty 5952.302249 = -26347085.026293 nChanged 5 SP:Iteration 97Q (2270.120000 sec): 3 clusters Score: Raw -26353039.000049 + Penalty 5952.302249 = -26347086.697801 nChanged 7 SP:Iteration 98Q (2270.760000 sec): 3 clusters Score: Raw -26353040.429979 + Penalty 5952.302249 = -26347088.127730 nChanged 9 SP:Iteration 99Q (2271.400000 sec): 3 clusters Score: Raw -26353042.362703 + Penalty 5952.302249 = -26347090.060454 nChanged 10 SP:Iteration 100F (2272.310000 sec): 3 clusters Score: Raw -26353045.207244 + Penalty 5952.302249 = -26347092.904995 nChanged 9 SP:Iteration 101Q (2272.960000 sec): 3 clusters Score: Raw -26353047.847998 + Penalty 5952.302249 = -26347095.545749 nChanged 5 SP:Iteration 102Q (2273.600000 sec): 3 clusters Score: Raw -26353049.327282 + Penalty 5952.302249 = -26347097.025033 nChanged 9 SP:Iteration 103Q (2274.240000 sec): 3 clusters Score: Raw -26353052.062975 + Penalty 5952.302249 = -26347099.760726 nChanged 6 SP:Iteration 104Q (2274.920000 sec): 3 clusters Score: Raw -26353053.460922 + Penalty 5952.302249 = -26347101.158673 nChanged 8 SP:Iteration 105Q (2275.580000 sec): 3 clusters Score: Raw -26353055.295964 + Penalty 5952.302249 = -26347102.993715 nChanged 6 SP:Iteration 106Q (2276.240000 sec): 3 clusters Score: Raw -26353057.301314 + Penalty 5952.302249 = -26347104.999065 nChanged 11 SP:Iteration 107Q (2276.900000 sec): 3 clusters Score: Raw -26353059.857237 + Penalty 5952.302249 = -26347107.554988 nChanged 8 SP:Iteration 108Q (2277.550000 sec): 3 clusters Score: Raw -26353061.543309 + Penalty 5952.302249 = -26347109.241060 nChanged 4 SP:Iteration 109Q (2278.210000 sec): 3 clusters Score: Raw -26353062.581311 + Penalty 5952.302249 = -26347110.279062 nChanged 1 SP:Iteration 110Q (2278.870000 sec): 3 clusters Score: Raw -26353062.878937 + Penalty 5952.302249 = -26347110.576688 nChanged 1 SP:Iteration 111Q (2279.520000 sec): 3 clusters Score: Raw -26353063.166487 + Penalty 5952.302249 = -26347110.864238 nChanged 2 SP:Iteration 112Q (2280.180000 sec): 3 clusters Score: Raw -26353063.582814 + Penalty 5952.302249 = -26347111.280565 nChanged 1 SP:Iteration 113Q (2280.840000 sec): 3 clusters Score: Raw -26353063.837391 + Penalty 5952.302249 = -26347111.535142 nChanged 1 SP:Iteration 114Q (2281.490000 sec): 3 clusters Score: Raw -26353064.146408 + Penalty 5952.302249 = -26347111.844159 nChanged 1 SP:Iteration 115Q (2282.160000 sec): 3 clusters Score: Raw -26353064.617412 + Penalty 5952.302249 = -26347112.315163 nChanged 5 SP:Iteration 116Q (2282.830000 sec): 3 clusters Score: Raw -26353066.303426 + Penalty 5952.302249 = -26347114.001177 nChanged 3 SP:Iteration 117Q (2283.490000 sec): 3 clusters Score: Raw -26353067.044708 + Penalty 5952.302249 = -26347114.742459 nChanged 2 SP:Iteration 118Q (2284.140000 sec): 3 clusters Score: Raw -26353067.401066 + Penalty 5952.302249 = -26347115.098817 nChanged 1 SP:Iteration 119Q (2284.800000 sec): 3 clusters Score: Raw -26353067.603771 + Penalty 5952.302249 = -26347115.301522 nChanged 0 SP:Iteration 120F (2285.710000 sec): 3 clusters Score: Raw -26353067.603771 + Penalty 5952.302249 = -26347115.301522 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 17 (5584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2285.850000 sec): 2 clusters Score: Raw -833625.282205 + Penalty 2139.659840 = -831485.622365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2285.880000 sec): 3 clusters Score: Raw -830888.258707 + Penalty 4279.319680 = -826608.939028 nChanged 2178 SP:Iteration 1F (2285.910000 sec): 3 clusters Score: Raw -832194.746156 + Penalty 4279.319680 = -827915.426477 nChanged 468 SP:Iteration 2F (2285.940000 sec): 3 clusters Score: Raw -832565.996337 + Penalty 4279.319680 = -828286.676657 nChanged 374 SP:Iteration 3F (2285.980000 sec): 3 clusters Score: Raw -832842.469191 + Penalty 4279.319680 = -828563.149512 nChanged 284 SP:Iteration 4F (2286.010000 sec): 3 clusters Score: Raw -833085.041482 + Penalty 4279.319680 = -828805.721803 nChanged 278 SP:Iteration 5Q (2286.040000 sec): 3 clusters Score: Raw -833378.244312 + Penalty 4279.319680 = -829098.924632 nChanged 314 SP:Iteration 6F (2286.070000 sec): 3 clusters Score: Raw -833749.497184 + Penalty 4279.319680 = -829470.177504 nChanged 329 SP:Iteration 7F (2286.100000 sec): 3 clusters Score: Raw -834175.642908 + Penalty 4279.319680 = -829896.323228 nChanged 307 SP:Iteration 8F (2286.130000 sec): 3 clusters Score: Raw -834518.060131 + Penalty 4279.319680 = -830238.740451 nChanged 295 SP:Iteration 9F (2286.160000 sec): 3 clusters Score: Raw -834869.604071 + Penalty 4279.319680 = -830590.284392 nChanged 244 SP:Iteration 10Q (2286.190000 sec): 3 clusters Score: Raw -835088.147500 + Penalty 4279.319680 = -830808.827820 nChanged 162 SP:Iteration 11Q (2286.220000 sec): 3 clusters Score: Raw -835190.444751 + Penalty 4279.319680 = -830911.125071 nChanged 98 SP:Iteration 12Q (2286.250000 sec): 3 clusters Score: Raw -835243.453390 + Penalty 4279.319680 = -830964.133711 nChanged 70 SP:Iteration 13Q (2286.280000 sec): 3 clusters Score: Raw -835282.395882 + Penalty 4279.319680 = -831003.076202 nChanged 62 SP:Iteration 14Q (2286.300000 sec): 3 clusters Score: Raw -835311.445723 + Penalty 4279.319680 = -831032.126044 nChanged 39 SP:Iteration 15Q (2286.340000 sec): 3 clusters Score: Raw -835333.090610 + Penalty 4279.319680 = -831053.770930 nChanged 36 SP:Iteration 16Q (2286.360000 sec): 3 clusters Score: Raw -835356.588827 + Penalty 4279.319680 = -831077.269148 nChanged 45 SP:Iteration 17Q (2286.390000 sec): 3 clusters Score: Raw -835382.089892 + Penalty 4279.319680 = -831102.770212 nChanged 45 SP:Iteration 18Q (2286.420000 sec): 3 clusters Score: Raw -835408.222846 + Penalty 4279.319680 = -831128.903167 nChanged 40 SP:Iteration 19Q (2286.450000 sec): 3 clusters Score: Raw -835430.636668 + Penalty 4279.319680 = -831151.316989 nChanged 37 SP:Iteration 20F (2286.480000 sec): 3 clusters Score: Raw -835451.311653 + Penalty 4279.319680 = -831171.991974 nChanged 35 SP:Iteration 21Q (2286.510000 sec): 3 clusters Score: Raw -835474.621169 + Penalty 4279.319680 = -831195.301489 nChanged 36 SP:Iteration 22Q (2286.540000 sec): 3 clusters Score: Raw -835511.643735 + Penalty 4279.319680 = -831232.324056 nChanged 55 SP:Iteration 23Q (2286.560000 sec): 3 clusters Score: Raw -835582.093608 + Penalty 4279.319680 = -831302.773929 nChanged 61 SP:Iteration 24Q (2286.590000 sec): 3 clusters Score: Raw -835681.653910 + Penalty 4279.319680 = -831402.334230 nChanged 64 SP:Iteration 25Q (2286.620000 sec): 3 clusters Score: Raw -835760.123445 + Penalty 4279.319680 = -831480.803766 nChanged 61 SP:Iteration 26Q (2286.650000 sec): 3 clusters Score: Raw -835797.473859 + Penalty 4279.319680 = -831518.154180 nChanged 49 SP:Iteration 27Q (2286.680000 sec): 3 clusters Score: Raw -835818.260989 + Penalty 4279.319680 = -831538.941309 nChanged 25 SP:Iteration 28Q (2286.700000 sec): 3 clusters Score: Raw -835829.705224 + Penalty 4279.319680 = -831550.385545 nChanged 27 SP:Iteration 29Q (2286.730000 sec): 3 clusters Score: Raw -835837.954775 + Penalty 4279.319680 = -831558.635095 nChanged 20 SP:Iteration 30Q (2286.760000 sec): 3 clusters Score: Raw -835844.349132 + Penalty 4279.319680 = -831565.029452 nChanged 14 SP:Iteration 31Q (2286.780000 sec): 3 clusters Score: Raw -835848.126416 + Penalty 4279.319680 = -831568.806736 nChanged 8 SP:Iteration 32Q (2286.810000 sec): 3 clusters Score: Raw -835852.049928 + Penalty 4279.319680 = -831572.730248 nChanged 14 SP:Iteration 33Q (2286.840000 sec): 3 clusters Score: Raw -835857.638444 + Penalty 4279.319680 = -831578.318764 nChanged 11 SP:Iteration 34Q (2286.870000 sec): 3 clusters Score: Raw -835860.753478 + Penalty 4279.319680 = -831581.433798 nChanged 8 SP:Iteration 35Q (2286.900000 sec): 3 clusters Score: Raw -835863.246135 + Penalty 4279.319680 = -831583.926455 nChanged 3 SP:Iteration 36Q (2286.920000 sec): 3 clusters Score: Raw -835863.822646 + Penalty 4279.319680 = -831584.502966 nChanged 4 SP:Iteration 37Q (2286.950000 sec): 3 clusters Score: Raw -835864.510178 + Penalty 4279.319680 = -831585.190499 nChanged 2 SP:Iteration 38Q (2286.980000 sec): 3 clusters Score: Raw -835865.650317 + Penalty 4279.319680 = -831586.330637 nChanged 3 SP:Iteration 39Q (2287.000000 sec): 3 clusters Score: Raw -835866.944296 + Penalty 4279.319680 = -831587.624617 nChanged 1 SP:Iteration 40F (2287.040000 sec): 3 clusters Score: Raw -835867.239576 + Penalty 4279.319680 = -831587.919896 nChanged 1 SP:Iteration 41Q (2287.060000 sec): 3 clusters Score: Raw -835867.344744 + Penalty 4279.319680 = -831588.025065 nChanged 0 SP:Iteration 42F (2287.090000 sec): 3 clusters Score: Raw -835867.344744 + Penalty 4279.319680 = -831588.025065 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 38. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 18 (40633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2287.320000 sec): 2 clusters Score: Raw -6579355.254229 + Penalty 2631.859284 = -6576723.394945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2287.560000 sec): 3 clusters Score: Raw -6554291.022192 + Penalty 5263.718568 = -6549027.303623 nChanged 18730 SP:Iteration 1F (2287.780000 sec): 3 clusters Score: Raw -6564641.066173 + Penalty 5263.718568 = -6559377.347605 nChanged 1787 SP:Iteration 2Q (2288.020000 sec): 3 clusters Score: Raw -6565188.452821 + Penalty 5263.718568 = -6559924.734252 nChanged 1627 SP:Iteration 3Q (2288.260000 sec): 3 clusters Score: Raw -6565745.020761 + Penalty 5263.718568 = -6560481.302193 nChanged 1666 SP:Iteration 4Q (2288.500000 sec): 3 clusters Score: Raw -6566363.076981 + Penalty 5263.718568 = -6561099.358413 nChanged 1728 SP:Iteration 5Q (2288.740000 sec): 3 clusters Score: Raw -6567112.765067 + Penalty 5263.718568 = -6561849.046498 nChanged 1882 SP:Iteration 6Q (2288.980000 sec): 3 clusters Score: Raw -6568113.404429 + Penalty 5263.718568 = -6562849.685860 nChanged 2097 SP:Iteration 7F (2289.210000 sec): 3 clusters Score: Raw -6569287.971435 + Penalty 5263.718568 = -6564024.252866 nChanged 2167 SP:Iteration 8F (2289.440000 sec): 3 clusters Score: Raw -6570623.666164 + Penalty 5263.718568 = -6565359.947596 nChanged 2177 SP:Iteration 9F (2289.670000 sec): 3 clusters Score: Raw -6572108.232587 + Penalty 5263.718568 = -6566844.514018 nChanged 2075 SP:Iteration 10F (2289.900000 sec): 3 clusters Score: Raw -6573556.286706 + Penalty 5263.718568 = -6568292.568137 nChanged 1947 SP:Iteration 11Q (2290.120000 sec): 3 clusters Score: Raw -6574880.465973 + Penalty 5263.718568 = -6569616.747405 nChanged 1676 SP:Iteration 12Q (2290.350000 sec): 3 clusters Score: Raw -6575901.889853 + Penalty 5263.718568 = -6570638.171284 nChanged 1318 SP:Iteration 13Q (2290.560000 sec): 3 clusters Score: Raw -6576670.998919 + Penalty 5263.718568 = -6571407.280351 nChanged 1137 SP:Iteration 14Q (2290.780000 sec): 3 clusters Score: Raw -6577250.153683 + Penalty 5263.718568 = -6571986.435114 nChanged 938 SP:Iteration 15Q (2290.990000 sec): 3 clusters Score: Raw -6577725.117847 + Penalty 5263.718568 = -6572461.399278 nChanged 789 SP:Iteration 16Q (2291.190000 sec): 3 clusters Score: Raw -6578140.164908 + Penalty 5263.718568 = -6572876.446339 nChanged 742 SP:Iteration 17Q (2291.400000 sec): 3 clusters Score: Raw -6578516.100161 + Penalty 5263.718568 = -6573252.381592 nChanged 624 SP:Iteration 18Q (2291.600000 sec): 3 clusters Score: Raw -6578822.586367 + Penalty 5263.718568 = -6573558.867798 nChanged 518 SP:Iteration 19Q (2291.790000 sec): 3 clusters Score: Raw -6579058.675828 + Penalty 5263.718568 = -6573794.957260 nChanged 434 SP:Iteration 20F (2292.020000 sec): 3 clusters Score: Raw -6579235.509966 + Penalty 5263.718568 = -6573971.791397 nChanged 299 SP:Iteration 21Q (2292.200000 sec): 3 clusters Score: Raw -6579356.344613 + Penalty 5263.718568 = -6574092.626044 nChanged 254 SP:Iteration 22Q (2292.390000 sec): 3 clusters Score: Raw -6579451.629044 + Penalty 5263.718568 = -6574187.910475 nChanged 227 SP:Iteration 23Q (2292.570000 sec): 3 clusters Score: Raw -6579541.353135 + Penalty 5263.718568 = -6574277.634567 nChanged 177 SP:Iteration 24Q (2292.760000 sec): 3 clusters Score: Raw -6579612.313039 + Penalty 5263.718568 = -6574348.594471 nChanged 163 SP:Iteration 25Q (2292.940000 sec): 3 clusters Score: Raw -6579675.468461 + Penalty 5263.718568 = -6574411.749892 nChanged 134 SP:Iteration 26Q (2293.120000 sec): 3 clusters Score: Raw -6579724.286224 + Penalty 5263.718568 = -6574460.567655 nChanged 105 SP:Iteration 27Q (2293.300000 sec): 3 clusters Score: Raw -6579758.748485 + Penalty 5263.718568 = -6574495.029916 nChanged 75 SP:Iteration 28Q (2293.480000 sec): 3 clusters Score: Raw -6579785.609790 + Penalty 5263.718568 = -6574521.891222 nChanged 68 SP:Iteration 29Q (2293.660000 sec): 3 clusters Score: Raw -6579807.834944 + Penalty 5263.718568 = -6574544.116376 nChanged 57 SP:Iteration 30Q (2293.830000 sec): 3 clusters Score: Raw -6579824.725195 + Penalty 5263.718568 = -6574561.006627 nChanged 40 SP:Iteration 31Q (2294.020000 sec): 3 clusters Score: Raw -6579837.855761 + Penalty 5263.718568 = -6574574.137192 nChanged 45 SP:Iteration 32Q (2294.190000 sec): 3 clusters Score: Raw -6579852.237005 + Penalty 5263.718568 = -6574588.518436 nChanged 36 SP:Iteration 33Q (2294.370000 sec): 3 clusters Score: Raw -6579862.300558 + Penalty 5263.718568 = -6574598.581989 nChanged 34 SP:Iteration 34Q (2294.550000 sec): 3 clusters Score: Raw -6579872.025088 + Penalty 5263.718568 = -6574608.306520 nChanged 25 SP:Iteration 35Q (2294.730000 sec): 3 clusters Score: Raw -6579878.730899 + Penalty 5263.718568 = -6574615.012331 nChanged 23 SP:Iteration 36Q (2294.900000 sec): 3 clusters Score: Raw -6579884.387660 + Penalty 5263.718568 = -6574620.669092 nChanged 13 SP:Iteration 37Q (2295.080000 sec): 3 clusters Score: Raw -6579887.534337 + Penalty 5263.718568 = -6574623.815769 nChanged 10 SP:Iteration 38Q (2295.260000 sec): 3 clusters Score: Raw -6579889.845657 + Penalty 5263.718568 = -6574626.127088 nChanged 6 SP:Iteration 39Q (2295.440000 sec): 3 clusters Score: Raw -6579891.684219 + Penalty 5263.718568 = -6574627.965651 nChanged 10 SP:Iteration 40F (2295.660000 sec): 3 clusters Score: Raw -6579894.780648 + Penalty 5263.718568 = -6574631.062079 nChanged 12 SP:Iteration 41Q (2295.840000 sec): 3 clusters Score: Raw -6579898.373950 + Penalty 5263.718568 = -6574634.655381 nChanged 8 SP:Iteration 42Q (2296.020000 sec): 3 clusters Score: Raw -6579900.419102 + Penalty 5263.718568 = -6574636.700534 nChanged 9 SP:Iteration 43Q (2296.200000 sec): 3 clusters Score: Raw -6579902.564455 + Penalty 5263.718568 = -6574638.845887 nChanged 8 SP:Iteration 44Q (2296.380000 sec): 3 clusters Score: Raw -6579904.788548 + Penalty 5263.718568 = -6574641.069980 nChanged 11 SP:Iteration 45Q (2296.550000 sec): 3 clusters Score: Raw -6579907.673464 + Penalty 5263.718568 = -6574643.954896 nChanged 14 SP:Iteration 46Q (2296.730000 sec): 3 clusters Score: Raw -6579911.150713 + Penalty 5263.718568 = -6574647.432145 nChanged 13 SP:Iteration 47Q (2296.910000 sec): 3 clusters Score: Raw -6579914.450655 + Penalty 5263.718568 = -6574650.732086 nChanged 9 SP:Iteration 48Q (2297.090000 sec): 3 clusters Score: Raw -6579916.297192 + Penalty 5263.718568 = -6574652.578624 nChanged 6 SP:Iteration 49Q (2297.260000 sec): 3 clusters Score: Raw -6579917.982902 + Penalty 5263.718568 = -6574654.264334 nChanged 6 SP:Iteration 50Q (2297.440000 sec): 3 clusters Score: Raw -6579919.250479 + Penalty 5263.718568 = -6574655.531911 nChanged 5 SP:Iteration 51Q (2297.610000 sec): 3 clusters Score: Raw -6579920.439964 + Penalty 5263.718568 = -6574656.721396 nChanged 3 SP:Iteration 52Q (2297.790000 sec): 3 clusters Score: Raw -6579921.262279 + Penalty 5263.718568 = -6574657.543711 nChanged 3 SP:Iteration 53Q (2297.970000 sec): 3 clusters Score: Raw -6579921.919923 + Penalty 5263.718568 = -6574658.201355 nChanged 3 SP:Iteration 54Q (2298.140000 sec): 3 clusters Score: Raw -6579922.330073 + Penalty 5263.718568 = -6574658.611504 nChanged 0 SP:Iteration 55F (2298.380000 sec): 3 clusters Score: Raw -6579922.330073 + Penalty 5263.718568 = -6574658.611504 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 19 (660 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2298.410000 sec): 2 clusters Score: Raw -101585.654128 + Penalty 1610.075479 = -99975.578649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2298.420000 sec): 3 clusters Score: Raw -101565.194954 + Penalty 3220.150958 = -98345.043996 nChanged 137 SP:Iteration 1F (2298.420000 sec): 3 clusters Score: Raw -101809.439727 + Penalty 3220.150958 = -98589.288769 nChanged 39 SP:Iteration 2F (2298.420000 sec): 3 clusters Score: Raw -101896.629918 + Penalty 3220.150958 = -98676.478960 nChanged 33 SP:Iteration 3Q (2298.420000 sec): 3 clusters Score: Raw -101984.605876 + Penalty 3220.150958 = -98764.454918 nChanged 25 SP:Iteration 4Q (2298.430000 sec): 3 clusters Score: Raw -102058.078837 + Penalty 3220.150958 = -98837.927879 nChanged 15 SP:Iteration 5Q (2298.430000 sec): 3 clusters Score: Raw -102099.381349 + Penalty 3220.150958 = -98879.230391 nChanged 13 SP:Iteration 6Q (2298.440000 sec): 3 clusters Score: Raw -102137.633121 + Penalty 3220.150958 = -98917.482163 nChanged 18 SP:Iteration 7Q (2298.440000 sec): 3 clusters Score: Raw -102219.027713 + Penalty 3220.150958 = -98998.876755 nChanged 19 SP:Iteration 8Q (2298.440000 sec): 3 clusters Score: Raw -102282.722350 + Penalty 3220.150958 = -99062.571392 nChanged 24 SP:Iteration 9Q (2298.450000 sec): 3 clusters Score: Raw -102389.312377 + Penalty 3220.150958 = -99169.161419 nChanged 22 SP:Iteration 10Q (2298.450000 sec): 3 clusters Score: Raw -102504.209747 + Penalty 3220.150958 = -99284.058789 nChanged 17 SP:Iteration 11Q (2298.450000 sec): 3 clusters Score: Raw -102615.872468 + Penalty 3220.150958 = -99395.721510 nChanged 16 SP:Iteration 12Q (2298.460000 sec): 3 clusters Score: Raw -102756.881564 + Penalty 3220.150958 = -99536.730605 nChanged 13 SP:Iteration 13Q (2298.460000 sec): 3 clusters Score: Raw -102866.107910 + Penalty 3220.150958 = -99645.956952 nChanged 11 SP:Iteration 14Q (2298.460000 sec): 3 clusters Score: Raw -102903.174591 + Penalty 3220.150958 = -99683.023633 nChanged 8 SP:Iteration 15Q (2298.460000 sec): 3 clusters Score: Raw -102920.866948 + Penalty 3220.150958 = -99700.715990 nChanged 3 SP:Iteration 16Q (2298.470000 sec): 3 clusters Score: Raw -102927.633423 + Penalty 3220.150958 = -99707.482465 nChanged 3 SP:Iteration 17Q (2298.470000 sec): 3 clusters Score: Raw -102947.495827 + Penalty 3220.150958 = -99727.344869 nChanged 6 SP:Iteration 18Q (2298.480000 sec): 3 clusters Score: Raw -102968.105121 + Penalty 3220.150958 = -99747.954163 nChanged 5 SP:Iteration 19Q (2298.480000 sec): 3 clusters Score: Raw -102982.797657 + Penalty 3220.150958 = -99762.646699 nChanged 4 SP:Iteration 20F (2298.480000 sec): 3 clusters Score: Raw -102994.475592 + Penalty 3220.150958 = -99774.324634 nChanged 2 SP:Iteration 21Q (2298.480000 sec): 3 clusters Score: Raw -102998.505580 + Penalty 3220.150958 = -99778.354622 nChanged 2 SP:Iteration 22Q (2298.490000 sec): 3 clusters Score: Raw -103001.627258 + Penalty 3220.150958 = -99781.476300 nChanged 2 SP:Iteration 23Q (2298.490000 sec): 3 clusters Score: Raw -103004.417918 + Penalty 3220.150958 = -99784.266960 nChanged 0 SP:Iteration 24F (2298.490000 sec): 3 clusters Score: Raw -103004.417918 + Penalty 3220.150958 = -99784.266960 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 20 (2747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2298.510000 sec): 2 clusters Score: Raw -351292.361871 + Penalty 1963.729642 = -349328.632229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2298.530000 sec): 3 clusters Score: Raw -350915.168799 + Penalty 3927.459284 = -346987.709515 nChanged 1115 SP:Iteration 1F (2298.540000 sec): 3 clusters Score: Raw -357824.030427 + Penalty 3927.459284 = -353896.571143 nChanged 603 SP:Iteration 2F (2298.560000 sec): 3 clusters Score: Raw -367116.818363 + Penalty 3927.459284 = -363189.359079 nChanged 185 SP:Iteration 3F (2298.570000 sec): 3 clusters Score: Raw -370948.047758 + Penalty 3927.459284 = -367020.588473 nChanged 66 SP:Iteration 4Q (2298.580000 sec): 3 clusters Score: Raw -374586.045952 + Penalty 3927.459284 = -370658.586668 nChanged 15 SP:Iteration 5Q (2298.600000 sec): 3 clusters Score: Raw -374809.144290 + Penalty 3927.459284 = -370881.685006 nChanged 3 SP:Iteration 6Q (2298.600000 sec): 3 clusters Score: Raw -374885.658599 + Penalty 3927.459284 = -370958.199315 nChanged 1 SP:Iteration 7Q (2298.620000 sec): 3 clusters Score: Raw -374894.921362 + Penalty 3927.459284 = -370967.462077 nChanged 1 SP:Iteration 8Q (2298.630000 sec): 3 clusters Score: Raw -374904.829220 + Penalty 3927.459284 = -370977.369936 nChanged 1 SP:Iteration 9Q (2298.640000 sec): 3 clusters Score: Raw -374907.862137 + Penalty 3927.459284 = -370980.402853 nChanged 0 SP:Iteration 10F (2298.650000 sec): 3 clusters Score: Raw -374907.862137 + Penalty 3927.459284 = -370980.402853 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 39. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 21 (576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2298.670000 sec): 2 clusters Score: Raw -59139.652141 + Penalty 1576.314700 = -57563.337441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2298.670000 sec): 3 clusters Score: Raw -59632.353653 + Penalty 3152.629400 = -56479.724253 nChanged 186 SP:Iteration 1F (2298.680000 sec): 3 clusters Score: Raw -60552.116037 + Penalty 3152.629400 = -57399.486637 nChanged 67 SP:Iteration 2F (2298.680000 sec): 3 clusters Score: Raw -60930.265398 + Penalty 3152.629400 = -57777.635998 nChanged 30 SP:Iteration 3F (2298.680000 sec): 3 clusters Score: Raw -61414.665576 + Penalty 3152.629400 = -58262.036176 nChanged 18 SP:Iteration 4Q (2298.680000 sec): 3 clusters Score: Raw -61534.131685 + Penalty 3152.629400 = -58381.502285 nChanged 8 SP:Iteration 5Q (2298.690000 sec): 3 clusters Score: Raw -61596.252350 + Penalty 3152.629400 = -58443.622951 nChanged 7 SP:Iteration 6Q (2298.690000 sec): 3 clusters Score: Raw -61690.476363 + Penalty 3152.629400 = -58537.846964 nChanged 7 SP:Iteration 7Q (2298.690000 sec): 3 clusters Score: Raw -61790.508330 + Penalty 3152.629400 = -58637.878930 nChanged 6 SP:Iteration 8Q (2298.700000 sec): 3 clusters Score: Raw -61835.243307 + Penalty 3152.629400 = -58682.613907 nChanged 4 SP:Iteration 9Q (2298.700000 sec): 3 clusters Score: Raw -61845.835347 + Penalty 3152.629400 = -58693.205947 nChanged 3 SP:Iteration 10Q (2298.700000 sec): 3 clusters Score: Raw -61858.906975 + Penalty 3152.629400 = -58706.277576 nChanged 2 SP:Iteration 11Q (2298.700000 sec): 3 clusters Score: Raw -61863.197322 + Penalty 3152.629400 = -58710.567923 nChanged 0 SP:Iteration 12F (2298.700000 sec): 3 clusters Score: Raw -61864.003852 + Penalty 3152.629400 = -58711.374453 nChanged 1 SP:Iteration 13Q (2298.710000 sec): 3 clusters Score: Raw -61917.202842 + Penalty 3152.629400 = -58764.573442 nChanged 3 SP:Iteration 14Q (2298.710000 sec): 3 clusters Score: Raw -62038.124224 + Penalty 3152.629400 = -58885.494824 nChanged 5 SP:Iteration 15Q (2298.710000 sec): 3 clusters Score: Raw -62129.642501 + Penalty 3152.629400 = -58977.013102 nChanged 3 SP:Iteration 16Q (2298.720000 sec): 3 clusters Score: Raw -62137.626579 + Penalty 3152.629400 = -58984.997179 nChanged 1 SP:Iteration 17Q (2298.720000 sec): 3 clusters Score: Raw -62139.434355 + Penalty 3152.629400 = -58986.804955 nChanged 0 SP:Iteration 18F (2298.720000 sec): 3 clusters Score: Raw -62139.434355 + Penalty 3152.629400 = -58986.804955 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 40. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 22 (7558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2298.780000 sec): 2 clusters Score: Raw -1212460.157898 + Penalty 2214.729747 = -1210245.428151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2298.820000 sec): 3 clusters Score: Raw -1208572.258017 + Penalty 4429.459494 = -1204142.798523 nChanged 3034 SP:Iteration 1F (2298.860000 sec): 3 clusters Score: Raw -1210250.001956 + Penalty 4429.459494 = -1205820.542461 nChanged 548 SP:Iteration 2F (2298.900000 sec): 3 clusters Score: Raw -1210576.919952 + Penalty 4429.459494 = -1206147.460458 nChanged 405 SP:Iteration 3F (2298.940000 sec): 3 clusters Score: Raw -1211039.358382 + Penalty 4429.459494 = -1206609.898888 nChanged 440 SP:Iteration 4F (2298.980000 sec): 3 clusters Score: Raw -1211865.835213 + Penalty 4429.459494 = -1207436.375719 nChanged 568 SP:Iteration 5F (2299.030000 sec): 3 clusters Score: Raw -1212623.173813 + Penalty 4429.459494 = -1208193.714319 nChanged 674 SP:Iteration 6F (2299.070000 sec): 3 clusters Score: Raw -1213239.000666 + Penalty 4429.459494 = -1208809.541171 nChanged 606 SP:Iteration 7F (2299.110000 sec): 3 clusters Score: Raw -1213837.065470 + Penalty 4429.459494 = -1209407.605975 nChanged 563 SP:Iteration 8F (2299.150000 sec): 3 clusters Score: Raw -1214406.054986 + Penalty 4429.459494 = -1209976.595492 nChanged 398 SP:Iteration 9F (2299.200000 sec): 3 clusters Score: Raw -1214820.124649 + Penalty 4429.459494 = -1210390.665154 nChanged 272 SP:Iteration 10Q (2299.240000 sec): 3 clusters Score: Raw -1215152.260515 + Penalty 4429.459494 = -1210722.801021 nChanged 163 SP:Iteration 11Q (2299.280000 sec): 3 clusters Score: Raw -1215395.327085 + Penalty 4429.459494 = -1210965.867590 nChanged 94 SP:Iteration 12Q (2299.310000 sec): 3 clusters Score: Raw -1215563.550649 + Penalty 4429.459494 = -1211134.091154 nChanged 61 SP:Iteration 13Q (2299.340000 sec): 3 clusters Score: Raw -1215641.816776 + Penalty 4429.459494 = -1211212.357282 nChanged 28 SP:Iteration 14Q (2299.380000 sec): 3 clusters Score: Raw -1215674.071433 + Penalty 4429.459494 = -1211244.611938 nChanged 29 SP:Iteration 15Q (2299.410000 sec): 3 clusters Score: Raw -1215703.327346 + Penalty 4429.459494 = -1211273.867852 nChanged 25 SP:Iteration 16Q (2299.440000 sec): 3 clusters Score: Raw -1215727.142642 + Penalty 4429.459494 = -1211297.683147 nChanged 9 SP:Iteration 17Q (2299.470000 sec): 3 clusters Score: Raw -1215732.471762 + Penalty 4429.459494 = -1211303.012268 nChanged 5 SP:Iteration 18Q (2299.500000 sec): 3 clusters Score: Raw -1215735.825247 + Penalty 4429.459494 = -1211306.365752 nChanged 1 SP:Iteration 19Q (2299.530000 sec): 3 clusters Score: Raw -1215736.268096 + Penalty 4429.459494 = -1211306.808602 nChanged 0 SP:Iteration 20F (2299.580000 sec): 3 clusters Score: Raw -1215736.268096 + Penalty 4429.459494 = -1211306.808602 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 41. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 23 (32752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2299.760000 sec): 2 clusters Score: Raw -5227782.301346 + Penalty 2578.386388 = -5225203.914958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2299.960000 sec): 3 clusters Score: Raw -5207854.648238 + Penalty 5156.772777 = -5202697.875461 nChanged 14936 SP:Iteration 1F (2300.140000 sec): 3 clusters Score: Raw -5216145.633452 + Penalty 5156.772777 = -5210988.860675 nChanged 1670 SP:Iteration 2F (2300.340000 sec): 3 clusters Score: Raw -5216751.306186 + Penalty 5156.772777 = -5211594.533409 nChanged 1613 SP:Iteration 3Q (2300.540000 sec): 3 clusters Score: Raw -5217467.656651 + Penalty 5156.772777 = -5212310.883874 nChanged 1773 SP:Iteration 4F (2300.730000 sec): 3 clusters Score: Raw -5218691.076299 + Penalty 5156.772777 = -5213534.303523 nChanged 2350 SP:Iteration 5F (2300.920000 sec): 3 clusters Score: Raw -5220718.072045 + Penalty 5156.772777 = -5215561.299268 nChanged 2863 SP:Iteration 6F (2301.110000 sec): 3 clusters Score: Raw -5223512.037768 + Penalty 5156.772777 = -5218355.264991 nChanged 2907 SP:Iteration 7F (2301.300000 sec): 3 clusters Score: Raw -5226026.300872 + Penalty 5156.772777 = -5220869.528096 nChanged 2297 SP:Iteration 8F (2301.490000 sec): 3 clusters Score: Raw -5227609.949353 + Penalty 5156.772777 = -5222453.176576 nChanged 1620 SP:Iteration 9Q (2301.680000 sec): 3 clusters Score: Raw -5228476.610617 + Penalty 5156.772777 = -5223319.837841 nChanged 1060 SP:Iteration 10Q (2301.860000 sec): 3 clusters Score: Raw -5228934.866517 + Penalty 5156.772777 = -5223778.093740 nChanged 760 SP:Iteration 11Q (2302.050000 sec): 3 clusters Score: Raw -5229209.790620 + Penalty 5156.772777 = -5224053.017843 nChanged 561 SP:Iteration 12Q (2302.240000 sec): 3 clusters Score: Raw -5229384.210856 + Penalty 5156.772777 = -5224227.438079 nChanged 468 SP:Iteration 13Q (2302.430000 sec): 3 clusters Score: Raw -5229522.549826 + Penalty 5156.772777 = -5224365.777050 nChanged 384 SP:Iteration 14Q (2302.620000 sec): 3 clusters Score: Raw -5229624.372038 + Penalty 5156.772777 = -5224467.599262 nChanged 318 SP:Iteration 15Q (2302.810000 sec): 3 clusters Score: Raw -5229702.398596 + Penalty 5156.772777 = -5224545.625819 nChanged 264 SP:Iteration 16Q (2303.000000 sec): 3 clusters Score: Raw -5229760.218076 + Penalty 5156.772777 = -5224603.445300 nChanged 194 SP:Iteration 17Q (2303.180000 sec): 3 clusters Score: Raw -5229799.783150 + Penalty 5156.772777 = -5224643.010374 nChanged 179 SP:Iteration 18Q (2303.360000 sec): 3 clusters Score: Raw -5229836.073313 + Penalty 5156.772777 = -5224679.300537 nChanged 162 SP:Iteration 19Q (2303.550000 sec): 3 clusters Score: Raw -5229867.245488 + Penalty 5156.772777 = -5224710.472711 nChanged 133 SP:Iteration 20F (2303.740000 sec): 3 clusters Score: Raw -5229894.479219 + Penalty 5156.772777 = -5224737.706442 nChanged 142 SP:Iteration 21Q (2303.920000 sec): 3 clusters Score: Raw -5229925.421537 + Penalty 5156.772777 = -5224768.648760 nChanged 114 SP:Iteration 22Q (2304.110000 sec): 3 clusters Score: Raw -5229947.746046 + Penalty 5156.772777 = -5224790.973269 nChanged 102 SP:Iteration 23Q (2304.300000 sec): 3 clusters Score: Raw -5229968.444510 + Penalty 5156.772777 = -5224811.671733 nChanged 98 SP:Iteration 24Q (2304.480000 sec): 3 clusters Score: Raw -5229984.073188 + Penalty 5156.772777 = -5224827.300411 nChanged 77 SP:Iteration 25Q (2304.670000 sec): 3 clusters Score: Raw -5229995.148605 + Penalty 5156.772777 = -5224838.375828 nChanged 55 SP:Iteration 26Q (2304.850000 sec): 3 clusters Score: Raw -5230004.139751 + Penalty 5156.772777 = -5224847.366975 nChanged 52 SP:Iteration 27Q (2305.040000 sec): 3 clusters Score: Raw -5230011.967560 + Penalty 5156.772777 = -5224855.194783 nChanged 49 SP:Iteration 28Q (2305.220000 sec): 3 clusters Score: Raw -5230018.341583 + Penalty 5156.772777 = -5224861.568806 nChanged 41 SP:Iteration 29Q (2305.410000 sec): 3 clusters Score: Raw -5230023.767841 + Penalty 5156.772777 = -5224866.995065 nChanged 34 SP:Iteration 30Q (2305.590000 sec): 3 clusters Score: Raw -5230028.209420 + Penalty 5156.772777 = -5224871.436643 nChanged 25 SP:Iteration 31Q (2305.780000 sec): 3 clusters Score: Raw -5230031.377483 + Penalty 5156.772777 = -5224874.604707 nChanged 19 SP:Iteration 32Q (2305.960000 sec): 3 clusters Score: Raw -5230033.335124 + Penalty 5156.772777 = -5224876.562348 nChanged 12 SP:Iteration 33Q (2306.150000 sec): 3 clusters Score: Raw -5230034.640460 + Penalty 5156.772777 = -5224877.867683 nChanged 14 SP:Iteration 34Q (2306.340000 sec): 3 clusters Score: Raw -5230035.790529 + Penalty 5156.772777 = -5224879.017752 nChanged 12 SP:Iteration 35Q (2306.520000 sec): 3 clusters Score: Raw -5230037.248403 + Penalty 5156.772777 = -5224880.475626 nChanged 13 SP:Iteration 36Q (2306.710000 sec): 3 clusters Score: Raw -5230039.007109 + Penalty 5156.772777 = -5224882.234333 nChanged 14 SP:Iteration 37Q (2306.890000 sec): 3 clusters Score: Raw -5230040.191451 + Penalty 5156.772777 = -5224883.418674 nChanged 4 SP:Iteration 38Q (2307.080000 sec): 3 clusters Score: Raw -5230040.521728 + Penalty 5156.772777 = -5224883.748952 nChanged 3 SP:Iteration 39Q (2307.260000 sec): 3 clusters Score: Raw -5230040.736698 + Penalty 5156.772777 = -5224883.963921 nChanged 3 SP:Iteration 40F (2307.440000 sec): 3 clusters Score: Raw -5230040.916043 + Penalty 5156.772777 = -5224884.143266 nChanged 2 SP:Iteration 41Q (2307.630000 sec): 3 clusters Score: Raw -5230041.052444 + Penalty 5156.772777 = -5224884.279668 nChanged 1 SP:Iteration 42Q (2307.810000 sec): 3 clusters Score: Raw -5230041.150529 + Penalty 5156.772777 = -5224884.377753 nChanged 0 SP:Iteration 43F (2308.000000 sec): 3 clusters Score: Raw -5230041.150529 + Penalty 5156.772777 = -5224884.377753 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 24 (540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2308.020000 sec): 2 clusters Score: Raw -85401.241510 + Penalty 1560.309147 = -83840.932364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2308.030000 sec): 3 clusters Score: Raw -85379.740689 + Penalty 3120.618293 = -82259.122395 nChanged 88 SP:Iteration 1F (2308.030000 sec): 3 clusters Score: Raw -85548.068713 + Penalty 3120.618293 = -82427.450420 nChanged 30 SP:Iteration 2F (2308.030000 sec): 3 clusters Score: Raw -85602.971984 + Penalty 3120.618293 = -82482.353691 nChanged 8 SP:Iteration 3Q (2308.040000 sec): 3 clusters Score: Raw -85617.415921 + Penalty 3120.618293 = -82496.797628 nChanged 3 SP:Iteration 4Q (2308.040000 sec): 3 clusters Score: Raw -85622.284224 + Penalty 3120.618293 = -82501.665931 nChanged 0 SP:Iteration 5F (2308.040000 sec): 3 clusters Score: Raw -85622.284224 + Penalty 3120.618293 = -82501.665931 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 25 (15644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2308.130000 sec): 2 clusters Score: Raw -2495618.262335 + Penalty 2395.144998 = -2493223.117336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2308.220000 sec): 3 clusters Score: Raw -2486731.074931 + Penalty 4790.289997 = -2481940.784934 nChanged 6700 SP:Iteration 1F (2308.300000 sec): 3 clusters Score: Raw -2490297.449937 + Penalty 4790.289997 = -2485507.159940 nChanged 953 SP:Iteration 2F (2308.390000 sec): 3 clusters Score: Raw -2490714.906136 + Penalty 4790.289997 = -2485924.616139 nChanged 795 SP:Iteration 3F (2308.480000 sec): 3 clusters Score: Raw -2491072.476648 + Penalty 4790.289997 = -2486282.186651 nChanged 750 SP:Iteration 4Q (2308.570000 sec): 3 clusters Score: Raw -2491393.527123 + Penalty 4790.289997 = -2486603.237126 nChanged 659 SP:Iteration 5Q (2308.660000 sec): 3 clusters Score: Raw -2491711.197281 + Penalty 4790.289997 = -2486920.907284 nChanged 647 SP:Iteration 6Q (2308.750000 sec): 3 clusters Score: Raw -2492036.636190 + Penalty 4790.289997 = -2487246.346193 nChanged 629 SP:Iteration 7Q (2308.840000 sec): 3 clusters Score: Raw -2492356.394149 + Penalty 4790.289997 = -2487566.104152 nChanged 671 SP:Iteration 8Q (2308.930000 sec): 3 clusters Score: Raw -2492736.507222 + Penalty 4790.289997 = -2487946.217225 nChanged 681 SP:Iteration 9Q (2309.020000 sec): 3 clusters Score: Raw -2493167.871619 + Penalty 4790.289997 = -2488377.581622 nChanged 635 SP:Iteration 10Q (2309.100000 sec): 3 clusters Score: Raw -2493614.964604 + Penalty 4790.289997 = -2488824.674607 nChanged 641 SP:Iteration 11Q (2309.190000 sec): 3 clusters Score: Raw -2494108.389958 + Penalty 4790.289997 = -2489318.099961 nChanged 569 SP:Iteration 12Q (2309.280000 sec): 3 clusters Score: Raw -2494555.492130 + Penalty 4790.289997 = -2489765.202133 nChanged 449 SP:Iteration 13Q (2309.360000 sec): 3 clusters Score: Raw -2494896.362091 + Penalty 4790.289997 = -2490106.072094 nChanged 361 SP:Iteration 14Q (2309.440000 sec): 3 clusters Score: Raw -2495180.872934 + Penalty 4790.289997 = -2490390.582937 nChanged 288 SP:Iteration 15Q (2309.520000 sec): 3 clusters Score: Raw -2495372.476151 + Penalty 4790.289997 = -2490582.186154 nChanged 202 SP:Iteration 16Q (2309.590000 sec): 3 clusters Score: Raw -2495492.458281 + Penalty 4790.289997 = -2490702.168284 nChanged 143 SP:Iteration 17Q (2309.670000 sec): 3 clusters Score: Raw -2495567.007774 + Penalty 4790.289997 = -2490776.717777 nChanged 120 SP:Iteration 18Q (2309.740000 sec): 3 clusters Score: Raw -2495621.897351 + Penalty 4790.289997 = -2490831.607354 nChanged 81 SP:Iteration 19Q (2309.810000 sec): 3 clusters Score: Raw -2495650.858385 + Penalty 4790.289997 = -2490860.568388 nChanged 60 SP:Iteration 20F (2309.910000 sec): 3 clusters Score: Raw -2495675.293464 + Penalty 4790.289997 = -2490885.003467 nChanged 54 SP:Iteration 21Q (2309.990000 sec): 3 clusters Score: Raw -2495696.362109 + Penalty 4790.289997 = -2490906.072112 nChanged 45 SP:Iteration 22Q (2310.060000 sec): 3 clusters Score: Raw -2495714.651247 + Penalty 4790.289997 = -2490924.361250 nChanged 45 SP:Iteration 23Q (2310.130000 sec): 3 clusters Score: Raw -2495731.326475 + Penalty 4790.289997 = -2490941.036478 nChanged 39 SP:Iteration 24Q (2310.210000 sec): 3 clusters Score: Raw -2495745.652170 + Penalty 4790.289997 = -2490955.362173 nChanged 29 SP:Iteration 25Q (2310.280000 sec): 3 clusters Score: Raw -2495754.331140 + Penalty 4790.289997 = -2490964.041143 nChanged 21 SP:Iteration 26Q (2310.350000 sec): 3 clusters Score: Raw -2495761.298991 + Penalty 4790.289997 = -2490971.008994 nChanged 21 SP:Iteration 27Q (2310.420000 sec): 3 clusters Score: Raw -2495769.507728 + Penalty 4790.289997 = -2490979.217731 nChanged 22 SP:Iteration 28Q (2310.490000 sec): 3 clusters Score: Raw -2495777.930047 + Penalty 4790.289997 = -2490987.640050 nChanged 22 SP:Iteration 29Q (2310.570000 sec): 3 clusters Score: Raw -2495786.920550 + Penalty 4790.289997 = -2490996.630553 nChanged 24 SP:Iteration 30Q (2310.640000 sec): 3 clusters Score: Raw -2495795.883574 + Penalty 4790.289997 = -2491005.593577 nChanged 22 SP:Iteration 31Q (2310.710000 sec): 3 clusters Score: Raw -2495802.576164 + Penalty 4790.289997 = -2491012.286167 nChanged 18 SP:Iteration 32Q (2310.780000 sec): 3 clusters Score: Raw -2495808.771225 + Penalty 4790.289997 = -2491018.481228 nChanged 13 SP:Iteration 33Q (2310.850000 sec): 3 clusters Score: Raw -2495812.223796 + Penalty 4790.289997 = -2491021.933799 nChanged 11 SP:Iteration 34Q (2310.910000 sec): 3 clusters Score: Raw -2495816.375611 + Penalty 4790.289997 = -2491026.085614 nChanged 8 SP:Iteration 35Q (2310.980000 sec): 3 clusters Score: Raw -2495818.849526 + Penalty 4790.289997 = -2491028.559529 nChanged 11 SP:Iteration 36Q (2311.050000 sec): 3 clusters Score: Raw -2495822.606510 + Penalty 4790.289997 = -2491032.316513 nChanged 11 SP:Iteration 37Q (2311.110000 sec): 3 clusters Score: Raw -2495827.002122 + Penalty 4790.289997 = -2491036.712125 nChanged 11 SP:Iteration 38Q (2311.180000 sec): 3 clusters Score: Raw -2495831.611381 + Penalty 4790.289997 = -2491041.321384 nChanged 11 SP:Iteration 39Q (2311.250000 sec): 3 clusters Score: Raw -2495837.020126 + Penalty 4790.289997 = -2491046.730129 nChanged 9 SP:Iteration 40F (2311.330000 sec): 3 clusters Score: Raw -2495839.537577 + Penalty 4790.289997 = -2491049.247580 nChanged 9 SP:Iteration 41Q (2311.400000 sec): 3 clusters Score: Raw -2495842.959892 + Penalty 4790.289997 = -2491052.669895 nChanged 7 SP:Iteration 42Q (2311.470000 sec): 3 clusters Score: Raw -2495845.153179 + Penalty 4790.289997 = -2491054.863182 nChanged 10 SP:Iteration 43Q (2311.540000 sec): 3 clusters Score: Raw -2495847.639918 + Penalty 4790.289997 = -2491057.349921 nChanged 4 SP:Iteration 44Q (2311.610000 sec): 3 clusters Score: Raw -2495849.111176 + Penalty 4790.289997 = -2491058.821179 nChanged 7 SP:Iteration 45Q (2311.680000 sec): 3 clusters Score: Raw -2495851.031393 + Penalty 4790.289997 = -2491060.741396 nChanged 4 SP:Iteration 46Q (2311.750000 sec): 3 clusters Score: Raw -2495852.457398 + Penalty 4790.289997 = -2491062.167401 nChanged 6 SP:Iteration 47Q (2311.810000 sec): 3 clusters Score: Raw -2495854.407437 + Penalty 4790.289997 = -2491064.117440 nChanged 7 SP:Iteration 48Q (2311.880000 sec): 3 clusters Score: Raw -2495857.015521 + Penalty 4790.289997 = -2491066.725524 nChanged 9 SP:Iteration 49Q (2311.950000 sec): 3 clusters Score: Raw -2495859.717654 + Penalty 4790.289997 = -2491069.427657 nChanged 7 SP:Iteration 50Q (2312.020000 sec): 3 clusters Score: Raw -2495861.807089 + Penalty 4790.289997 = -2491071.517092 nChanged 7 SP:Iteration 51Q (2312.090000 sec): 3 clusters Score: Raw -2495863.740932 + Penalty 4790.289997 = -2491073.450935 nChanged 5 SP:Iteration 52Q (2312.160000 sec): 3 clusters Score: Raw -2495865.372799 + Penalty 4790.289997 = -2491075.082802 nChanged 2 SP:Iteration 53Q (2312.230000 sec): 3 clusters Score: Raw -2495866.285451 + Penalty 4790.289997 = -2491075.995454 nChanged 3 SP:Iteration 54Q (2312.290000 sec): 3 clusters Score: Raw -2495867.358043 + Penalty 4790.289997 = -2491077.068046 nChanged 3 SP:Iteration 55Q (2312.360000 sec): 3 clusters Score: Raw -2495869.109759 + Penalty 4790.289997 = -2491078.819762 nChanged 3 SP:Iteration 56Q (2312.430000 sec): 3 clusters Score: Raw -2495870.197826 + Penalty 4790.289997 = -2491079.907829 nChanged 5 SP:Iteration 57Q (2312.500000 sec): 3 clusters Score: Raw -2495872.149871 + Penalty 4790.289997 = -2491081.859874 nChanged 8 SP:Iteration 58Q (2312.570000 sec): 3 clusters Score: Raw -2495875.525341 + Penalty 4790.289997 = -2491085.235344 nChanged 6 SP:Iteration 59Q (2312.630000 sec): 3 clusters Score: Raw -2495877.593820 + Penalty 4790.289997 = -2491087.303823 nChanged 5 SP:Iteration 60F (2312.720000 sec): 3 clusters Score: Raw -2495879.492807 + Penalty 4790.289997 = -2491089.202810 nChanged 2 SP:Iteration 61Q (2312.790000 sec): 3 clusters Score: Raw -2495880.358495 + Penalty 4790.289997 = -2491090.068498 nChanged 5 SP:Iteration 62Q (2312.850000 sec): 3 clusters Score: Raw -2495881.783085 + Penalty 4790.289997 = -2491091.493088 nChanged 2 SP:Iteration 63Q (2312.920000 sec): 3 clusters Score: Raw -2495882.767798 + Penalty 4790.289997 = -2491092.477801 nChanged 1 SP:Iteration 64Q (2312.980000 sec): 3 clusters Score: Raw -2495883.208115 + Penalty 4790.289997 = -2491092.918118 nChanged 1 SP:Iteration 65Q (2313.050000 sec): 3 clusters Score: Raw -2495883.607423 + Penalty 4790.289997 = -2491093.317426 nChanged 0 SP:Iteration 66F (2313.130000 sec): 3 clusters Score: Raw -2495883.607423 + Penalty 4790.289997 = -2491093.317426 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 26 (110348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2313.700000 sec): 2 clusters Score: Raw -17711473.102232 + Penalty 2879.625783 = -17708593.476449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2314.320000 sec): 3 clusters Score: Raw -17640631.671567 + Penalty 5759.251567 = -17634872.420001 nChanged 52273 SP:Iteration 1F (2314.930000 sec): 3 clusters Score: Raw -17671754.229762 + Penalty 5759.251567 = -17665994.978196 nChanged 5663 SP:Iteration 2F (2315.540000 sec): 3 clusters Score: Raw -17674560.959859 + Penalty 5759.251567 = -17668801.708293 nChanged 7404 SP:Iteration 3F (2316.140000 sec): 3 clusters Score: Raw -17679404.898364 + Penalty 5759.251567 = -17673645.646797 nChanged 8860 SP:Iteration 4F (2316.760000 sec): 3 clusters Score: Raw -17686065.698120 + Penalty 5759.251567 = -17680306.446554 nChanged 8863 SP:Iteration 5F (2317.370000 sec): 3 clusters Score: Raw -17692892.238209 + Penalty 5759.251567 = -17687132.986643 nChanged 7480 SP:Iteration 6F (2318.000000 sec): 3 clusters Score: Raw -17698429.518279 + Penalty 5759.251567 = -17692670.266713 nChanged 5518 SP:Iteration 7F (2318.640000 sec): 3 clusters Score: Raw -17702473.544409 + Penalty 5759.251567 = -17696714.292842 nChanged 3999 SP:Iteration 8Q (2319.270000 sec): 3 clusters Score: Raw -17705263.723169 + Penalty 5759.251567 = -17699504.471602 nChanged 2901 SP:Iteration 9Q (2319.890000 sec): 3 clusters Score: Raw -17706977.916670 + Penalty 5759.251567 = -17701218.665103 nChanged 2035 SP:Iteration 10Q (2320.490000 sec): 3 clusters Score: Raw -17707940.266056 + Penalty 5759.251567 = -17702181.014489 nChanged 1473 SP:Iteration 11Q (2321.070000 sec): 3 clusters Score: Raw -17708527.702790 + Penalty 5759.251567 = -17702768.451223 nChanged 1216 SP:Iteration 12Q (2321.630000 sec): 3 clusters Score: Raw -17708961.319527 + Penalty 5759.251567 = -17703202.067961 nChanged 1088 SP:Iteration 13Q (2322.180000 sec): 3 clusters Score: Raw -17709322.431636 + Penalty 5759.251567 = -17703563.180070 nChanged 964 SP:Iteration 14Q (2322.720000 sec): 3 clusters Score: Raw -17709619.617882 + Penalty 5759.251567 = -17703860.366316 nChanged 958 SP:Iteration 15Q (2323.250000 sec): 3 clusters Score: Raw -17709914.858575 + Penalty 5759.251567 = -17704155.607009 nChanged 914 SP:Iteration 16Q (2323.780000 sec): 3 clusters Score: Raw -17710178.704116 + Penalty 5759.251567 = -17704419.452549 nChanged 856 SP:Iteration 17Q (2324.290000 sec): 3 clusters Score: Raw -17710415.159753 + Penalty 5759.251567 = -17704655.908187 nChanged 716 SP:Iteration 18Q (2324.820000 sec): 3 clusters Score: Raw -17710601.235152 + Penalty 5759.251567 = -17704841.983586 nChanged 674 SP:Iteration 19Q (2325.330000 sec): 3 clusters Score: Raw -17710771.689862 + Penalty 5759.251567 = -17705012.438296 nChanged 624 SP:Iteration 20F (2325.970000 sec): 3 clusters Score: Raw -17710927.905778 + Penalty 5759.251567 = -17705168.654212 nChanged 602 SP:Iteration 21Q (2326.490000 sec): 3 clusters Score: Raw -17711078.005789 + Penalty 5759.251567 = -17705318.754223 nChanged 549 SP:Iteration 22Q (2326.990000 sec): 3 clusters Score: Raw -17711207.182687 + Penalty 5759.251567 = -17705447.931120 nChanged 545 SP:Iteration 23Q (2327.500000 sec): 3 clusters Score: Raw -17711345.215666 + Penalty 5759.251567 = -17705585.964099 nChanged 541 SP:Iteration 24Q (2328.000000 sec): 3 clusters Score: Raw -17711482.186485 + Penalty 5759.251567 = -17705722.934918 nChanged 503 SP:Iteration 25Q (2328.500000 sec): 3 clusters Score: Raw -17711600.461287 + Penalty 5759.251567 = -17705841.209721 nChanged 470 SP:Iteration 26Q (2329.000000 sec): 3 clusters Score: Raw -17711714.110481 + Penalty 5759.251567 = -17705954.858915 nChanged 459 SP:Iteration 27Q (2329.500000 sec): 3 clusters Score: Raw -17711820.558195 + Penalty 5759.251567 = -17706061.306629 nChanged 393 SP:Iteration 28Q (2329.990000 sec): 3 clusters Score: Raw -17711904.568358 + Penalty 5759.251567 = -17706145.316792 nChanged 346 SP:Iteration 29Q (2330.470000 sec): 3 clusters Score: Raw -17711974.319516 + Penalty 5759.251567 = -17706215.067949 nChanged 299 SP:Iteration 30Q (2330.950000 sec): 3 clusters Score: Raw -17712029.392576 + Penalty 5759.251567 = -17706270.141010 nChanged 277 SP:Iteration 31Q (2331.430000 sec): 3 clusters Score: Raw -17712080.463051 + Penalty 5759.251567 = -17706321.211485 nChanged 249 SP:Iteration 32Q (2331.900000 sec): 3 clusters Score: Raw -17712125.454323 + Penalty 5759.251567 = -17706366.202756 nChanged 223 SP:Iteration 33Q (2332.390000 sec): 3 clusters Score: Raw -17712167.814614 + Penalty 5759.251567 = -17706408.563048 nChanged 231 SP:Iteration 34Q (2332.870000 sec): 3 clusters Score: Raw -17712215.089226 + Penalty 5759.251567 = -17706455.837659 nChanged 232 SP:Iteration 35Q (2333.360000 sec): 3 clusters Score: Raw -17712262.338559 + Penalty 5759.251567 = -17706503.086992 nChanged 242 SP:Iteration 36Q (2333.860000 sec): 3 clusters Score: Raw -17712313.206461 + Penalty 5759.251567 = -17706553.954894 nChanged 216 SP:Iteration 37Q (2334.330000 sec): 3 clusters Score: Raw -17712354.697178 + Penalty 5759.251567 = -17706595.445612 nChanged 199 SP:Iteration 38Q (2334.810000 sec): 3 clusters Score: Raw -17712393.963302 + Penalty 5759.251567 = -17706634.711736 nChanged 195 SP:Iteration 39Q (2335.270000 sec): 3 clusters Score: Raw -17712431.600253 + Penalty 5759.251567 = -17706672.348686 nChanged 169 SP:Iteration 40F (2335.880000 sec): 3 clusters Score: Raw -17712463.144595 + Penalty 5759.251567 = -17706703.893028 nChanged 153 SP:Iteration 41Q (2336.340000 sec): 3 clusters Score: Raw -17712491.341534 + Penalty 5759.251567 = -17706732.089967 nChanged 145 SP:Iteration 42Q (2336.810000 sec): 3 clusters Score: Raw -17712518.112621 + Penalty 5759.251567 = -17706758.861054 nChanged 132 SP:Iteration 43Q (2337.270000 sec): 3 clusters Score: Raw -17712542.061093 + Penalty 5759.251567 = -17706782.809526 nChanged 106 SP:Iteration 44Q (2337.740000 sec): 3 clusters Score: Raw -17712561.991690 + Penalty 5759.251567 = -17706802.740124 nChanged 126 SP:Iteration 45Q (2338.210000 sec): 3 clusters Score: Raw -17712587.666702 + Penalty 5759.251567 = -17706828.415135 nChanged 103 SP:Iteration 46Q (2338.680000 sec): 3 clusters Score: Raw -17712606.034379 + Penalty 5759.251567 = -17706846.782813 nChanged 101 SP:Iteration 47Q (2339.140000 sec): 3 clusters Score: Raw -17712623.616912 + Penalty 5759.251567 = -17706864.365345 nChanged 75 SP:Iteration 48Q (2339.600000 sec): 3 clusters Score: Raw -17712635.602171 + Penalty 5759.251567 = -17706876.350604 nChanged 77 SP:Iteration 49Q (2340.060000 sec): 3 clusters Score: Raw -17712646.797933 + Penalty 5759.251567 = -17706887.546366 nChanged 69 SP:Iteration 50Q (2340.520000 sec): 3 clusters Score: Raw -17712658.089227 + Penalty 5759.251567 = -17706898.837660 nChanged 72 SP:Iteration 51Q (2340.990000 sec): 3 clusters Score: Raw -17712668.866626 + Penalty 5759.251567 = -17706909.615059 nChanged 64 SP:Iteration 52Q (2341.470000 sec): 3 clusters Score: Raw -17712679.138613 + Penalty 5759.251567 = -17706919.887047 nChanged 65 SP:Iteration 53Q (2341.940000 sec): 3 clusters Score: Raw -17712689.352001 + Penalty 5759.251567 = -17706930.100434 nChanged 56 SP:Iteration 54Q (2342.400000 sec): 3 clusters Score: Raw -17712698.496063 + Penalty 5759.251567 = -17706939.244497 nChanged 63 SP:Iteration 55Q (2342.870000 sec): 3 clusters Score: Raw -17712707.271088 + Penalty 5759.251567 = -17706948.019522 nChanged 42 SP:Iteration 56Q (2343.330000 sec): 3 clusters Score: Raw -17712713.654330 + Penalty 5759.251567 = -17706954.402764 nChanged 44 SP:Iteration 57Q (2343.790000 sec): 3 clusters Score: Raw -17712720.088369 + Penalty 5759.251567 = -17706960.836803 nChanged 47 SP:Iteration 58Q (2344.250000 sec): 3 clusters Score: Raw -17712727.090534 + Penalty 5759.251567 = -17706967.838967 nChanged 53 SP:Iteration 59Q (2344.710000 sec): 3 clusters Score: Raw -17712736.983725 + Penalty 5759.251567 = -17706977.732158 nChanged 61 SP:Iteration 60F (2345.320000 sec): 3 clusters Score: Raw -17712747.312689 + Penalty 5759.251567 = -17706988.061123 nChanged 53 SP:Iteration 61Q (2345.770000 sec): 3 clusters Score: Raw -17712755.286824 + Penalty 5759.251567 = -17706996.035257 nChanged 40 SP:Iteration 62Q (2346.220000 sec): 3 clusters Score: Raw -17712762.004101 + Penalty 5759.251567 = -17707002.752534 nChanged 50 SP:Iteration 63Q (2346.680000 sec): 3 clusters Score: Raw -17712771.366318 + Penalty 5759.251567 = -17707012.114752 nChanged 45 SP:Iteration 64Q (2347.150000 sec): 3 clusters Score: Raw -17712777.978471 + Penalty 5759.251567 = -17707018.726905 nChanged 49 SP:Iteration 65Q (2347.600000 sec): 3 clusters Score: Raw -17712785.575529 + Penalty 5759.251567 = -17707026.323963 nChanged 38 SP:Iteration 66Q (2348.070000 sec): 3 clusters Score: Raw -17712791.213037 + Penalty 5759.251567 = -17707031.961470 nChanged 42 SP:Iteration 67Q (2348.540000 sec): 3 clusters Score: Raw -17712798.659040 + Penalty 5759.251567 = -17707039.407474 nChanged 47 SP:Iteration 68Q (2349.010000 sec): 3 clusters Score: Raw -17712807.844665 + Penalty 5759.251567 = -17707048.593098 nChanged 55 SP:Iteration 69Q (2349.490000 sec): 3 clusters Score: Raw -17712817.584306 + Penalty 5759.251567 = -17707058.332740 nChanged 42 SP:Iteration 70Q (2349.940000 sec): 3 clusters Score: Raw -17712824.550181 + Penalty 5759.251567 = -17707065.298615 nChanged 37 SP:Iteration 71Q (2350.390000 sec): 3 clusters Score: Raw -17712830.379291 + Penalty 5759.251567 = -17707071.127725 nChanged 23 SP:Iteration 72Q (2350.840000 sec): 3 clusters Score: Raw -17712833.954218 + Penalty 5759.251567 = -17707074.702651 nChanged 19 SP:Iteration 73Q (2351.290000 sec): 3 clusters Score: Raw -17712836.899881 + Penalty 5759.251567 = -17707077.648314 nChanged 16 SP:Iteration 74Q (2351.740000 sec): 3 clusters Score: Raw -17712838.503058 + Penalty 5759.251567 = -17707079.251492 nChanged 9 SP:Iteration 75Q (2352.180000 sec): 3 clusters Score: Raw -17712839.810870 + Penalty 5759.251567 = -17707080.559304 nChanged 8 SP:Iteration 76Q (2352.630000 sec): 3 clusters Score: Raw -17712841.070121 + Penalty 5759.251567 = -17707081.818555 nChanged 15 SP:Iteration 77Q (2353.070000 sec): 3 clusters Score: Raw -17712842.991800 + Penalty 5759.251567 = -17707083.740234 nChanged 15 SP:Iteration 78Q (2353.520000 sec): 3 clusters Score: Raw -17712844.851421 + Penalty 5759.251567 = -17707085.599854 nChanged 9 SP:Iteration 79Q (2353.970000 sec): 3 clusters Score: Raw -17712845.696112 + Penalty 5759.251567 = -17707086.444546 nChanged 10 SP:Iteration 80F (2354.570000 sec): 3 clusters Score: Raw -17712846.546452 + Penalty 5759.251567 = -17707087.294885 nChanged 6 SP:Iteration 81Q (2355.010000 sec): 3 clusters Score: Raw -17712847.318587 + Penalty 5759.251567 = -17707088.067020 nChanged 4 SP:Iteration 82Q (2355.470000 sec): 3 clusters Score: Raw -17712847.671041 + Penalty 5759.251567 = -17707088.419474 nChanged 4 SP:Iteration 83Q (2355.930000 sec): 3 clusters Score: Raw -17712847.983064 + Penalty 5759.251567 = -17707088.731497 nChanged 1 SP:Iteration 84Q (2356.390000 sec): 3 clusters Score: Raw -17712848.135791 + Penalty 5759.251567 = -17707088.884225 nChanged 1 SP:Iteration 85Q (2356.870000 sec): 3 clusters Score: Raw -17712848.202798 + Penalty 5759.251567 = -17707088.951231 nChanged 2 SP:Iteration 86Q (2357.340000 sec): 3 clusters Score: Raw -17712848.324950 + Penalty 5759.251567 = -17707089.073384 nChanged 2 SP:Iteration 87Q (2357.780000 sec): 3 clusters Score: Raw -17712848.496761 + Penalty 5759.251567 = -17707089.245195 nChanged 0 SP:Iteration 88F (2358.390000 sec): 3 clusters Score: Raw -17712848.496761 + Penalty 5759.251567 = -17707089.245195 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 27 (17131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2358.540000 sec): 2 clusters Score: Raw -2612586.038063 + Penalty 2417.663952 = -2610168.374111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2358.640000 sec): 3 clusters Score: Raw -2602816.588396 + Penalty 4835.327903 = -2597981.260493 nChanged 7450 SP:Iteration 1F (2358.740000 sec): 3 clusters Score: Raw -2607143.380572 + Penalty 4835.327903 = -2602308.052669 nChanged 1111 SP:Iteration 2F (2358.830000 sec): 3 clusters Score: Raw -2607820.836101 + Penalty 4835.327903 = -2602985.508198 nChanged 1094 SP:Iteration 3F (2358.930000 sec): 3 clusters Score: Raw -2608671.167921 + Penalty 4835.327903 = -2603835.840017 nChanged 1164 SP:Iteration 4F (2359.030000 sec): 3 clusters Score: Raw -2609576.929359 + Penalty 4835.327903 = -2604741.601456 nChanged 1098 SP:Iteration 5F (2359.120000 sec): 3 clusters Score: Raw -2610389.095255 + Penalty 4835.327903 = -2605553.767352 nChanged 1074 SP:Iteration 6F (2359.220000 sec): 3 clusters Score: Raw -2611275.117608 + Penalty 4835.327903 = -2606439.789705 nChanged 1009 SP:Iteration 7F (2359.310000 sec): 3 clusters Score: Raw -2612007.529058 + Penalty 4835.327903 = -2607172.201154 nChanged 803 SP:Iteration 8Q (2359.410000 sec): 3 clusters Score: Raw -2612524.289116 + Penalty 4835.327903 = -2607688.961213 nChanged 619 SP:Iteration 9Q (2359.510000 sec): 3 clusters Score: Raw -2612892.217182 + Penalty 4835.327903 = -2608056.889279 nChanged 521 SP:Iteration 10Q (2359.600000 sec): 3 clusters Score: Raw -2613163.279282 + Penalty 4835.327903 = -2608327.951379 nChanged 411 SP:Iteration 11Q (2359.690000 sec): 3 clusters Score: Raw -2613356.779293 + Penalty 4835.327903 = -2608521.451389 nChanged 348 SP:Iteration 12Q (2359.790000 sec): 3 clusters Score: Raw -2613505.115722 + Penalty 4835.327903 = -2608669.787818 nChanged 303 SP:Iteration 13Q (2359.880000 sec): 3 clusters Score: Raw -2613612.307209 + Penalty 4835.327903 = -2608776.979306 nChanged 215 SP:Iteration 14Q (2359.970000 sec): 3 clusters Score: Raw -2613683.203805 + Penalty 4835.327903 = -2608847.875901 nChanged 190 SP:Iteration 15Q (2360.070000 sec): 3 clusters Score: Raw -2613743.587452 + Penalty 4835.327903 = -2608908.259549 nChanged 168 SP:Iteration 16Q (2360.160000 sec): 3 clusters Score: Raw -2613798.284043 + Penalty 4835.327903 = -2608962.956139 nChanged 153 SP:Iteration 17Q (2360.250000 sec): 3 clusters Score: Raw -2613844.385585 + Penalty 4835.327903 = -2609009.057682 nChanged 129 SP:Iteration 18Q (2360.340000 sec): 3 clusters Score: Raw -2613879.691268 + Penalty 4835.327903 = -2609044.363364 nChanged 128 SP:Iteration 19Q (2360.430000 sec): 3 clusters Score: Raw -2613916.414133 + Penalty 4835.327903 = -2609081.086230 nChanged 138 SP:Iteration 20F (2360.530000 sec): 3 clusters Score: Raw -2613958.166831 + Penalty 4835.327903 = -2609122.838928 nChanged 145 SP:Iteration 21Q (2360.620000 sec): 3 clusters Score: Raw -2614009.674313 + Penalty 4835.327903 = -2609174.346410 nChanged 155 SP:Iteration 22Q (2360.720000 sec): 3 clusters Score: Raw -2614069.220349 + Penalty 4835.327903 = -2609233.892445 nChanged 173 SP:Iteration 23Q (2360.810000 sec): 3 clusters Score: Raw -2614123.429885 + Penalty 4835.327903 = -2609288.101981 nChanged 150 SP:Iteration 24Q (2360.900000 sec): 3 clusters Score: Raw -2614167.690161 + Penalty 4835.327903 = -2609332.362258 nChanged 131 SP:Iteration 25Q (2360.990000 sec): 3 clusters Score: Raw -2614203.533506 + Penalty 4835.327903 = -2609368.205603 nChanged 109 SP:Iteration 26Q (2361.090000 sec): 3 clusters Score: Raw -2614241.748964 + Penalty 4835.327903 = -2609406.421060 nChanged 130 SP:Iteration 27Q (2361.180000 sec): 3 clusters Score: Raw -2614286.701754 + Penalty 4835.327903 = -2609451.373850 nChanged 126 SP:Iteration 28Q (2361.270000 sec): 3 clusters Score: Raw -2614325.044169 + Penalty 4835.327903 = -2609489.716265 nChanged 99 SP:Iteration 29Q (2361.370000 sec): 3 clusters Score: Raw -2614354.712236 + Penalty 4835.327903 = -2609519.384332 nChanged 93 SP:Iteration 30Q (2361.460000 sec): 3 clusters Score: Raw -2614380.881448 + Penalty 4835.327903 = -2609545.553544 nChanged 78 SP:Iteration 31Q (2361.550000 sec): 3 clusters Score: Raw -2614398.810360 + Penalty 4835.327903 = -2609563.482456 nChanged 86 SP:Iteration 32Q (2361.650000 sec): 3 clusters Score: Raw -2614417.257931 + Penalty 4835.327903 = -2609581.930027 nChanged 76 SP:Iteration 33Q (2361.740000 sec): 3 clusters Score: Raw -2614434.092664 + Penalty 4835.327903 = -2609598.764760 nChanged 66 SP:Iteration 34Q (2361.830000 sec): 3 clusters Score: Raw -2614446.302035 + Penalty 4835.327903 = -2609610.974131 nChanged 54 SP:Iteration 35Q (2361.920000 sec): 3 clusters Score: Raw -2614454.338506 + Penalty 4835.327903 = -2609619.010602 nChanged 35 SP:Iteration 36Q (2362.010000 sec): 3 clusters Score: Raw -2614458.348155 + Penalty 4835.327903 = -2609623.020252 nChanged 19 SP:Iteration 37Q (2362.110000 sec): 3 clusters Score: Raw -2614460.835715 + Penalty 4835.327903 = -2609625.507812 nChanged 20 SP:Iteration 38Q (2362.190000 sec): 3 clusters Score: Raw -2614463.003164 + Penalty 4835.327903 = -2609627.675260 nChanged 26 SP:Iteration 39Q (2362.290000 sec): 3 clusters Score: Raw -2614465.629418 + Penalty 4835.327903 = -2609630.301515 nChanged 16 SP:Iteration 40F (2362.380000 sec): 3 clusters Score: Raw -2614467.297733 + Penalty 4835.327903 = -2609631.969830 nChanged 12 SP:Iteration 41Q (2362.470000 sec): 3 clusters Score: Raw -2614468.273759 + Penalty 4835.327903 = -2609632.945856 nChanged 7 SP:Iteration 42Q (2362.570000 sec): 3 clusters Score: Raw -2614468.791830 + Penalty 4835.327903 = -2609633.463926 nChanged 11 SP:Iteration 43Q (2362.660000 sec): 3 clusters Score: Raw -2614469.891223 + Penalty 4835.327903 = -2609634.563319 nChanged 9 SP:Iteration 44Q (2362.750000 sec): 3 clusters Score: Raw -2614471.021228 + Penalty 4835.327903 = -2609635.693324 nChanged 11 SP:Iteration 45Q (2362.840000 sec): 3 clusters Score: Raw -2614471.808899 + Penalty 4835.327903 = -2609636.480995 nChanged 8 SP:Iteration 46Q (2362.940000 sec): 3 clusters Score: Raw -2614472.535719 + Penalty 4835.327903 = -2609637.207816 nChanged 5 SP:Iteration 47Q (2363.030000 sec): 3 clusters Score: Raw -2614473.055497 + Penalty 4835.327903 = -2609637.727593 nChanged 8 SP:Iteration 48Q (2363.130000 sec): 3 clusters Score: Raw -2614473.745807 + Penalty 4835.327903 = -2609638.417904 nChanged 3 SP:Iteration 49Q (2363.220000 sec): 3 clusters Score: Raw -2614473.902374 + Penalty 4835.327903 = -2609638.574471 nChanged 2 SP:Iteration 50Q (2363.310000 sec): 3 clusters Score: Raw -2614474.116373 + Penalty 4835.327903 = -2609638.788469 nChanged 2 SP:Iteration 51Q (2363.410000 sec): 3 clusters Score: Raw -2614474.434720 + Penalty 4835.327903 = -2609639.106816 nChanged 1 SP:Iteration 52Q (2363.500000 sec): 3 clusters Score: Raw -2614474.495459 + Penalty 4835.327903 = -2609639.167556 nChanged 1 SP:Iteration 53Q (2363.590000 sec): 3 clusters Score: Raw -2614474.570557 + Penalty 4835.327903 = -2609639.242654 nChanged 2 SP:Iteration 54Q (2363.680000 sec): 3 clusters Score: Raw -2614474.768949 + Penalty 4835.327903 = -2609639.441045 nChanged 0 SP:Iteration 55F (2363.780000 sec): 3 clusters Score: Raw -2614474.768949 + Penalty 4835.327903 = -2609639.441045 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 28 (16573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2363.870000 sec): 2 clusters Score: Raw -2658726.667883 + Penalty 2409.451476 = -2656317.216408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2363.970000 sec): 3 clusters Score: Raw -2649272.742058 + Penalty 4818.902951 = -2644453.839107 nChanged 7153 SP:Iteration 1F (2364.070000 sec): 3 clusters Score: Raw -2653129.130806 + Penalty 4818.902951 = -2648310.227855 nChanged 1031 SP:Iteration 2F (2364.170000 sec): 3 clusters Score: Raw -2653638.279791 + Penalty 4818.902951 = -2648819.376840 nChanged 960 SP:Iteration 3F (2364.270000 sec): 3 clusters Score: Raw -2654120.847791 + Penalty 4818.902951 = -2649301.944840 nChanged 902 SP:Iteration 4F (2364.360000 sec): 3 clusters Score: Raw -2654618.348912 + Penalty 4818.902951 = -2649799.445961 nChanged 932 SP:Iteration 5F (2364.460000 sec): 3 clusters Score: Raw -2655146.309404 + Penalty 4818.902951 = -2650327.406452 nChanged 907 SP:Iteration 6F (2364.560000 sec): 3 clusters Score: Raw -2655680.763987 + Penalty 4818.902951 = -2650861.861035 nChanged 909 SP:Iteration 7F (2364.650000 sec): 3 clusters Score: Raw -2656235.007565 + Penalty 4818.902951 = -2651416.104613 nChanged 847 SP:Iteration 8F (2364.750000 sec): 3 clusters Score: Raw -2656743.498245 + Penalty 4818.902951 = -2651924.595294 nChanged 740 SP:Iteration 9Q (2364.850000 sec): 3 clusters Score: Raw -2657117.291181 + Penalty 4818.902951 = -2652298.388229 nChanged 605 SP:Iteration 10Q (2364.940000 sec): 3 clusters Score: Raw -2657381.583045 + Penalty 4818.902951 = -2652562.680094 nChanged 522 SP:Iteration 11Q (2365.040000 sec): 3 clusters Score: Raw -2657601.993822 + Penalty 4818.902951 = -2652783.090871 nChanged 427 SP:Iteration 12Q (2365.130000 sec): 3 clusters Score: Raw -2657775.220393 + Penalty 4818.902951 = -2652956.317442 nChanged 373 SP:Iteration 13Q (2365.220000 sec): 3 clusters Score: Raw -2657918.240378 + Penalty 4818.902951 = -2653099.337427 nChanged 327 SP:Iteration 14Q (2365.320000 sec): 3 clusters Score: Raw -2658043.580116 + Penalty 4818.902951 = -2653224.677164 nChanged 297 SP:Iteration 15Q (2365.410000 sec): 3 clusters Score: Raw -2658150.862141 + Penalty 4818.902951 = -2653331.959190 nChanged 269 SP:Iteration 16Q (2365.500000 sec): 3 clusters Score: Raw -2658254.592393 + Penalty 4818.902951 = -2653435.689442 nChanged 253 SP:Iteration 17Q (2365.590000 sec): 3 clusters Score: Raw -2658360.684844 + Penalty 4818.902951 = -2653541.781893 nChanged 257 SP:Iteration 18Q (2365.680000 sec): 3 clusters Score: Raw -2658474.145913 + Penalty 4818.902951 = -2653655.242962 nChanged 259 SP:Iteration 19Q (2365.770000 sec): 3 clusters Score: Raw -2658579.855993 + Penalty 4818.902951 = -2653760.953042 nChanged 221 SP:Iteration 20F (2365.870000 sec): 3 clusters Score: Raw -2658669.663344 + Penalty 4818.902951 = -2653850.760393 nChanged 192 SP:Iteration 21Q (2365.960000 sec): 3 clusters Score: Raw -2658752.528094 + Penalty 4818.902951 = -2653933.625142 nChanged 188 SP:Iteration 22Q (2366.050000 sec): 3 clusters Score: Raw -2658835.354813 + Penalty 4818.902951 = -2654016.451862 nChanged 156 SP:Iteration 23Q (2366.140000 sec): 3 clusters Score: Raw -2658903.021333 + Penalty 4818.902951 = -2654084.118381 nChanged 132 SP:Iteration 24Q (2366.230000 sec): 3 clusters Score: Raw -2658964.098125 + Penalty 4818.902951 = -2654145.195173 nChanged 117 SP:Iteration 25Q (2366.320000 sec): 3 clusters Score: Raw -2659019.289088 + Penalty 4818.902951 = -2654200.386136 nChanged 99 SP:Iteration 26Q (2366.410000 sec): 3 clusters Score: Raw -2659067.288187 + Penalty 4818.902951 = -2654248.385236 nChanged 100 SP:Iteration 27Q (2366.500000 sec): 3 clusters Score: Raw -2659120.554598 + Penalty 4818.902951 = -2654301.651647 nChanged 97 SP:Iteration 28Q (2366.590000 sec): 3 clusters Score: Raw -2659169.943346 + Penalty 4818.902951 = -2654351.040394 nChanged 85 SP:Iteration 29Q (2366.680000 sec): 3 clusters Score: Raw -2659212.088483 + Penalty 4818.902951 = -2654393.185532 nChanged 64 SP:Iteration 30Q (2366.770000 sec): 3 clusters Score: Raw -2659245.215948 + Penalty 4818.902951 = -2654426.312996 nChanged 44 SP:Iteration 31Q (2366.850000 sec): 3 clusters Score: Raw -2659268.339729 + Penalty 4818.902951 = -2654449.436778 nChanged 43 SP:Iteration 32Q (2366.940000 sec): 3 clusters Score: Raw -2659290.367206 + Penalty 4818.902951 = -2654471.464255 nChanged 30 SP:Iteration 33Q (2367.020000 sec): 3 clusters Score: Raw -2659303.613123 + Penalty 4818.902951 = -2654484.710172 nChanged 24 SP:Iteration 34Q (2367.110000 sec): 3 clusters Score: Raw -2659316.417322 + Penalty 4818.902951 = -2654497.514371 nChanged 17 SP:Iteration 35Q (2367.190000 sec): 3 clusters Score: Raw -2659325.155682 + Penalty 4818.902951 = -2654506.252730 nChanged 12 SP:Iteration 36Q (2367.270000 sec): 3 clusters Score: Raw -2659330.861869 + Penalty 4818.902951 = -2654511.958917 nChanged 5 SP:Iteration 37Q (2367.350000 sec): 3 clusters Score: Raw -2659332.364750 + Penalty 4818.902951 = -2654513.461799 nChanged 6 SP:Iteration 38Q (2367.440000 sec): 3 clusters Score: Raw -2659335.593429 + Penalty 4818.902951 = -2654516.690477 nChanged 6 SP:Iteration 39Q (2367.520000 sec): 3 clusters Score: Raw -2659337.295479 + Penalty 4818.902951 = -2654518.392527 nChanged 4 SP:Iteration 40F (2367.620000 sec): 3 clusters Score: Raw -2659338.643633 + Penalty 4818.902951 = -2654519.740681 nChanged 5 SP:Iteration 41Q (2367.700000 sec): 3 clusters Score: Raw -2659340.388015 + Penalty 4818.902951 = -2654521.485063 nChanged 5 SP:Iteration 42Q (2367.790000 sec): 3 clusters Score: Raw -2659341.852095 + Penalty 4818.902951 = -2654522.949143 nChanged 4 SP:Iteration 43Q (2367.870000 sec): 3 clusters Score: Raw -2659343.020838 + Penalty 4818.902951 = -2654524.117886 nChanged 4 SP:Iteration 44Q (2367.950000 sec): 3 clusters Score: Raw -2659345.037896 + Penalty 4818.902951 = -2654526.134944 nChanged 5 SP:Iteration 45Q (2368.040000 sec): 3 clusters Score: Raw -2659346.985914 + Penalty 4818.902951 = -2654528.082963 nChanged 5 SP:Iteration 46Q (2368.120000 sec): 3 clusters Score: Raw -2659349.115159 + Penalty 4818.902951 = -2654530.212207 nChanged 5 SP:Iteration 47Q (2368.200000 sec): 3 clusters Score: Raw -2659351.086287 + Penalty 4818.902951 = -2654532.183336 nChanged 1 SP:Iteration 48Q (2368.290000 sec): 3 clusters Score: Raw -2659351.838076 + Penalty 4818.902951 = -2654532.935124 nChanged 2 SP:Iteration 49Q (2368.370000 sec): 3 clusters Score: Raw -2659352.496148 + Penalty 4818.902951 = -2654533.593197 nChanged 1 SP:Iteration 50Q (2368.450000 sec): 3 clusters Score: Raw -2659352.779993 + Penalty 4818.902951 = -2654533.877042 nChanged 0 SP:Iteration 51F (2368.550000 sec): 3 clusters Score: Raw -2659352.779993 + Penalty 4818.902951 = -2654533.877042 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 29 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2368.570000 sec): 2 clusters Score: Raw -46042.911386 + Penalty 1428.207640 = -44614.703747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2368.570000 sec): 3 clusters Score: Raw -46187.156669 + Penalty 2856.415280 = -43330.741389 nChanged 43 SP:Iteration 1F (2368.570000 sec): 3 clusters Score: Raw -46310.944212 + Penalty 2856.415280 = -43454.528932 nChanged 8 SP:Iteration 2Q (2368.570000 sec): 3 clusters Score: Raw -46334.101842 + Penalty 2856.415280 = -43477.686562 nChanged 3 SP:Iteration 3Q (2368.570000 sec): 3 clusters Score: Raw -46348.642478 + Penalty 2856.415280 = -43492.227199 nChanged 1 SP:Iteration 4Q (2368.570000 sec): 3 clusters Score: Raw -46350.777446 + Penalty 2856.415280 = -43494.362167 nChanged 0 SP:Iteration 5F (2368.580000 sec): 3 clusters Score: Raw -46350.777446 + Penalty 2856.415280 = -43494.362167 nChanged 0 Iteration 59Q (2395.280000 sec): 42 clusters Score: Raw -204877170.382230 + Penalty 143166.020135 = -204734004.362094 nChanged 13026 Iteration 60F (2496.970000 sec): 42 clusters Score: Raw -204887010.249292 + Penalty 143166.020135 = -204743844.229157 nChanged 10319 Iteration 61Q (2519.340000 sec): 42 clusters Score: Raw -204894149.363397 + Penalty 143166.020135 = -204750983.343262 nChanged 7405 Iteration 62Q (2541.540000 sec): 42 clusters Score: Raw -204896528.990915 + Penalty 143166.020135 = -204753362.970779 nChanged 6179 Iteration 63Q (2563.380000 sec): 42 clusters Score: Raw -204897988.417307 + Penalty 143166.020135 = -204754822.397172 nChanged 5179 Iteration 64Q (2585.130000 sec): 42 clusters Score: Raw -204898929.682129 + Penalty 143166.020135 = -204755763.661993 nChanged 4344 Iteration 65Q (2606.850000 sec): 42 clusters Score: Raw -204899601.936409 + Penalty 143166.020135 = -204756435.916274 nChanged 3682 Iteration 66Q (2628.600000 sec): 42 clusters Score: Raw -204900096.991699 + Penalty 143166.020135 = -204756930.971563 nChanged 3286 Iteration 67Q (2650.060000 sec): 42 clusters Score: Raw -204900507.395276 + Penalty 143166.020135 = -204757341.375141 nChanged 3006 Iteration 68Q (2671.800000 sec): 42 clusters Score: Raw -204900868.240880 + Penalty 143166.020135 = -204757702.220744 nChanged 2722 Iteration 69Q (2693.640000 sec): 42 clusters Score: Raw -204901189.066044 + Penalty 143166.020135 = -204758023.045909 nChanged 2512 Iteration 70Q (2715.230000 sec): 42 clusters Score: Raw -204901470.173213 + Penalty 143166.020135 = -204758304.153077 nChanged 2368 Iteration 71Q (2736.950000 sec): 42 clusters Score: Raw -204901741.453325 + Penalty 143166.020135 = -204758575.433189 nChanged 2318 Iteration 72Q (2758.920000 sec): 42 clusters Score: Raw -204901998.890549 + Penalty 143166.020135 = -204758832.870413 nChanged 2198 Iteration 73Q (2780.540000 sec): 42 clusters Score: Raw -204902217.136106 + Penalty 143166.020135 = -204759051.115971 nChanged 2015 Iteration 74Q (2802.120000 sec): 42 clusters Score: Raw -204902391.687431 + Penalty 143166.020135 = -204759225.667296 nChanged 1898 Iteration 75Q (2823.650000 sec): 42 clusters Score: Raw -204902537.792067 + Penalty 143166.020135 = -204759371.771931 nChanged 1771 Iteration 76Q (2845.660000 sec): 42 clusters Score: Raw -204902675.150734 + Penalty 143166.020135 = -204759509.130599 nChanged 1709 Iteration 77Q (2868.050000 sec): 42 clusters Score: Raw -204902793.485239 + Penalty 143166.020135 = -204759627.465103 nChanged 1592 Iteration 78Q (2890.710000 sec): 42 clusters Score: Raw -204902899.058884 + Penalty 143166.020135 = -204759733.038749 nChanged 1566 Iteration 79Q (2913.190000 sec): 42 clusters Score: Raw -204902990.142855 + Penalty 143166.020135 = -204759824.122719 nChanged 1485 Iteration 80F (3017.490000 sec): 42 clusters Score: Raw -204905374.618876 + Penalty 143166.020135 = -204762208.598741 nChanged 1682 Iteration 81Q (3040.640000 sec): 42 clusters Score: Raw -204907778.892268 + Penalty 143166.020135 = -204764612.872132 nChanged 1673 Iteration 82Q (3064.260000 sec): 42 clusters Score: Raw -204908245.403028 + Penalty 143166.020135 = -204765079.382892 nChanged 1586 Iteration 83Q (3088.320000 sec): 42 clusters Score: Raw -204908527.063404 + Penalty 143166.020135 = -204765361.043269 nChanged 1563 Iteration 84Q (3112.060000 sec): 42 clusters Score: Raw -204908742.477256 + Penalty 143166.020135 = -204765576.457121 nChanged 1441 Iteration 85Q (3136.020000 sec): 42 clusters Score: Raw -204908908.614544 + Penalty 143166.020135 = -204765742.594408 nChanged 1380 Iteration 86Q (3159.990000 sec): 42 clusters Score: Raw -204909094.810093 + Penalty 143166.020135 = -204765928.789958 nChanged 1356 Iteration 87Q (3183.990000 sec): 42 clusters Score: Raw -204909344.826891 + Penalty 143166.020135 = -204766178.806755 nChanged 1284 Iteration 88Q (3208.120000 sec): 42 clusters Score: Raw -204909683.939482 + Penalty 143166.020135 = -204766517.919346 nChanged 1211 Iteration 89Q (3231.400000 sec): 42 clusters Score: Raw -204909842.530638 + Penalty 143166.020135 = -204766676.510503 nChanged 1209 Iteration 90Q (3253.490000 sec): 42 clusters Score: Raw -204909931.824569 + Penalty 143166.020135 = -204766765.804433 nChanged 1124 Iteration 91Q (3275.690000 sec): 42 clusters Score: Raw -204910018.753867 + Penalty 143166.020135 = -204766852.733732 nChanged 1161 Iteration 92Q (3297.860000 sec): 42 clusters Score: Raw -204910107.436057 + Penalty 143166.020135 = -204766941.415922 nChanged 1151 Iteration 93Q (3320.850000 sec): 42 clusters Score: Raw -204910188.674355 + Penalty 143166.020135 = -204767022.654220 nChanged 1103 Iteration 94Q (3344.360000 sec): 42 clusters Score: Raw -204910263.336124 + Penalty 143166.020135 = -204767097.315989 nChanged 1063 Iteration 95Q (3367.430000 sec): 42 clusters Score: Raw -204910344.626565 + Penalty 143166.020135 = -204767178.606429 nChanged 1075 Iteration 96Q (3390.520000 sec): 42 clusters Score: Raw -204910429.860059 + Penalty 143166.020135 = -204767263.839924 nChanged 1098 Iteration 97Q (3413.440000 sec): 42 clusters Score: Raw -204910520.072979 + Penalty 143166.020135 = -204767354.052844 nChanged 1122 Iteration 98Q (3436.700000 sec): 42 clusters Score: Raw -204910616.419882 + Penalty 143166.020135 = -204767450.399746 nChanged 1145 Writing temp clu file Because OldScore, -204767354.052844, is greater than current (better) Score,-204767450.399746 Compute initial score before splitting: Score: Raw -204910616.419882 + Penalty 143166.020135 = -204767450.399746 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 1 (34173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3437.290000 sec): 2 clusters Score: Raw -5545100.528876 + Penalty 2588.919402 = -5542511.609474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3437.490000 sec): 3 clusters Score: Raw -5524413.362089 + Penalty 5177.838804 = -5519235.523285 nChanged 15584 SP:Iteration 1F (3437.690000 sec): 3 clusters Score: Raw -5532756.524610 + Penalty 5177.838804 = -5527578.685806 nChanged 1550 SP:Iteration 2Q (3437.900000 sec): 3 clusters Score: Raw -5533273.279322 + Penalty 5177.838804 = -5528095.440518 nChanged 1464 SP:Iteration 3Q (3438.090000 sec): 3 clusters Score: Raw -5533784.819637 + Penalty 5177.838804 = -5528606.980833 nChanged 1419 SP:Iteration 4Q (3438.280000 sec): 3 clusters Score: Raw -5534323.373415 + Penalty 5177.838804 = -5529145.534610 nChanged 1460 SP:Iteration 5Q (3438.470000 sec): 3 clusters Score: Raw -5534942.294548 + Penalty 5177.838804 = -5529764.455744 nChanged 1432 SP:Iteration 6Q (3438.660000 sec): 3 clusters Score: Raw -5535601.207087 + Penalty 5177.838804 = -5530423.368283 nChanged 1563 SP:Iteration 7Q (3438.860000 sec): 3 clusters Score: Raw -5536446.635381 + Penalty 5177.838804 = -5531268.796576 nChanged 1814 SP:Iteration 8F (3439.060000 sec): 3 clusters Score: Raw -5537547.015687 + Penalty 5177.838804 = -5532369.176882 nChanged 2048 SP:Iteration 9F (3439.250000 sec): 3 clusters Score: Raw -5538974.159587 + Penalty 5177.838804 = -5533796.320782 nChanged 2156 SP:Iteration 10F (3439.440000 sec): 3 clusters Score: Raw -5540636.743841 + Penalty 5177.838804 = -5535458.905036 nChanged 2109 SP:Iteration 11F (3439.640000 sec): 3 clusters Score: Raw -5542415.164608 + Penalty 5177.838804 = -5537237.325804 nChanged 1621 SP:Iteration 12Q (3439.820000 sec): 3 clusters Score: Raw -5543829.951433 + Penalty 5177.838804 = -5538652.112629 nChanged 991 SP:Iteration 13Q (3440.000000 sec): 3 clusters Score: Raw -5544696.592774 + Penalty 5177.838804 = -5539518.753970 nChanged 510 SP:Iteration 14Q (3440.170000 sec): 3 clusters Score: Raw -5545126.581795 + Penalty 5177.838804 = -5539948.742991 nChanged 260 SP:Iteration 15Q (3440.330000 sec): 3 clusters Score: Raw -5545362.833280 + Penalty 5177.838804 = -5540184.994476 nChanged 127 SP:Iteration 16Q (3440.480000 sec): 3 clusters Score: Raw -5545484.695688 + Penalty 5177.838804 = -5540306.856884 nChanged 78 SP:Iteration 17Q (3440.620000 sec): 3 clusters Score: Raw -5545564.384609 + Penalty 5177.838804 = -5540386.545805 nChanged 51 SP:Iteration 18Q (3440.770000 sec): 3 clusters Score: Raw -5545611.012795 + Penalty 5177.838804 = -5540433.173990 nChanged 31 SP:Iteration 19Q (3440.920000 sec): 3 clusters Score: Raw -5545641.233805 + Penalty 5177.838804 = -5540463.395000 nChanged 19 SP:Iteration 20F (3441.110000 sec): 3 clusters Score: Raw -5545658.304237 + Penalty 5177.838804 = -5540480.465433 nChanged 15 SP:Iteration 21Q (3441.260000 sec): 3 clusters Score: Raw -5545668.381311 + Penalty 5177.838804 = -5540490.542507 nChanged 13 SP:Iteration 22Q (3441.410000 sec): 3 clusters Score: Raw -5545685.785398 + Penalty 5177.838804 = -5540507.946593 nChanged 18 SP:Iteration 23Q (3441.560000 sec): 3 clusters Score: Raw -5545709.384824 + Penalty 5177.838804 = -5540531.546020 nChanged 25 SP:Iteration 24Q (3441.700000 sec): 3 clusters Score: Raw -5545739.286993 + Penalty 5177.838804 = -5540561.448189 nChanged 20 SP:Iteration 25Q (3441.850000 sec): 3 clusters Score: Raw -5545765.149458 + Penalty 5177.838804 = -5540587.310653 nChanged 15 SP:Iteration 26Q (3442.000000 sec): 3 clusters Score: Raw -5545783.812479 + Penalty 5177.838804 = -5540605.973675 nChanged 18 SP:Iteration 27Q (3442.140000 sec): 3 clusters Score: Raw -5545807.138927 + Penalty 5177.838804 = -5540629.300122 nChanged 16 SP:Iteration 28Q (3442.290000 sec): 3 clusters Score: Raw -5545824.483639 + Penalty 5177.838804 = -5540646.644835 nChanged 14 SP:Iteration 29Q (3442.430000 sec): 3 clusters Score: Raw -5545842.622179 + Penalty 5177.838804 = -5540664.783374 nChanged 17 SP:Iteration 30Q (3442.580000 sec): 3 clusters Score: Raw -5545864.418452 + Penalty 5177.838804 = -5540686.579648 nChanged 12 SP:Iteration 31Q (3442.720000 sec): 3 clusters Score: Raw -5545872.105774 + Penalty 5177.838804 = -5540694.266970 nChanged 4 SP:Iteration 32Q (3442.870000 sec): 3 clusters Score: Raw -5545876.233778 + Penalty 5177.838804 = -5540698.394974 nChanged 3 SP:Iteration 33Q (3443.010000 sec): 3 clusters Score: Raw -5545879.059170 + Penalty 5177.838804 = -5540701.220366 nChanged 4 SP:Iteration 34Q (3443.160000 sec): 3 clusters Score: Raw -5545883.927442 + Penalty 5177.838804 = -5540706.088638 nChanged 2 SP:Iteration 35Q (3443.300000 sec): 3 clusters Score: Raw -5545885.714159 + Penalty 5177.838804 = -5540707.875355 nChanged 1 SP:Iteration 36Q (3443.450000 sec): 3 clusters Score: Raw -5545887.743845 + Penalty 5177.838804 = -5540709.905040 nChanged 2 SP:Iteration 37Q (3443.600000 sec): 3 clusters Score: Raw -5545889.486954 + Penalty 5177.838804 = -5540711.648150 nChanged 2 SP:Iteration 38Q (3443.740000 sec): 3 clusters Score: Raw -5545890.985684 + Penalty 5177.838804 = -5540713.146880 nChanged 3 SP:Iteration 39Q (3443.890000 sec): 3 clusters Score: Raw -5545896.048956 + Penalty 5177.838804 = -5540718.210151 nChanged 1 SP:Iteration 40F (3444.090000 sec): 3 clusters Score: Raw -5545896.616756 + Penalty 5177.838804 = -5540718.777952 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 2 (12957 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3444.170000 sec): 2 clusters Score: Raw -2113197.742006 + Penalty 2348.409082 = -2110849.332923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3444.240000 sec): 3 clusters Score: Raw -2105981.566669 + Penalty 4696.818165 = -2101284.748504 nChanged 5553 SP:Iteration 1F (3444.320000 sec): 3 clusters Score: Raw -2109119.747467 + Penalty 4696.818165 = -2104422.929302 nChanged 872 SP:Iteration 2F (3444.400000 sec): 3 clusters Score: Raw -2109648.132848 + Penalty 4696.818165 = -2104951.314683 nChanged 820 SP:Iteration 3F (3444.470000 sec): 3 clusters Score: Raw -2110205.960822 + Penalty 4696.818165 = -2105509.142657 nChanged 771 SP:Iteration 4F (3444.540000 sec): 3 clusters Score: Raw -2110777.475971 + Penalty 4696.818165 = -2106080.657806 nChanged 745 SP:Iteration 5F (3444.620000 sec): 3 clusters Score: Raw -2111270.221465 + Penalty 4696.818165 = -2106573.403300 nChanged 667 SP:Iteration 6F (3444.700000 sec): 3 clusters Score: Raw -2111692.113818 + Penalty 4696.818165 = -2106995.295653 nChanged 569 SP:Iteration 7Q (3444.770000 sec): 3 clusters Score: Raw -2112041.525651 + Penalty 4696.818165 = -2107344.707486 nChanged 472 SP:Iteration 8Q (3444.840000 sec): 3 clusters Score: Raw -2112297.713016 + Penalty 4696.818165 = -2107600.894851 nChanged 375 SP:Iteration 9Q (3444.920000 sec): 3 clusters Score: Raw -2112484.062976 + Penalty 4696.818165 = -2107787.244811 nChanged 292 SP:Iteration 10Q (3444.990000 sec): 3 clusters Score: Raw -2112615.166250 + Penalty 4696.818165 = -2107918.348085 nChanged 215 SP:Iteration 11Q (3445.060000 sec): 3 clusters Score: Raw -2112709.065977 + Penalty 4696.818165 = -2108012.247812 nChanged 206 SP:Iteration 12Q (3445.140000 sec): 3 clusters Score: Raw -2112804.310225 + Penalty 4696.818165 = -2108107.492060 nChanged 202 SP:Iteration 13Q (3445.210000 sec): 3 clusters Score: Raw -2112895.228113 + Penalty 4696.818165 = -2108198.409948 nChanged 177 SP:Iteration 14Q (3445.280000 sec): 3 clusters Score: Raw -2112979.054190 + Penalty 4696.818165 = -2108282.236025 nChanged 169 SP:Iteration 15Q (3445.350000 sec): 3 clusters Score: Raw -2113061.473134 + Penalty 4696.818165 = -2108364.654969 nChanged 160 SP:Iteration 16Q (3445.420000 sec): 3 clusters Score: Raw -2113148.259473 + Penalty 4696.818165 = -2108451.441308 nChanged 160 SP:Iteration 17Q (3445.480000 sec): 3 clusters Score: Raw -2113232.416260 + Penalty 4696.818165 = -2108535.598095 nChanged 146 SP:Iteration 18Q (3445.550000 sec): 3 clusters Score: Raw -2113313.509268 + Penalty 4696.818165 = -2108616.691103 nChanged 132 SP:Iteration 19Q (3445.620000 sec): 3 clusters Score: Raw -2113376.114956 + Penalty 4696.818165 = -2108679.296791 nChanged 102 SP:Iteration 20F (3445.690000 sec): 3 clusters Score: Raw -2113428.390571 + Penalty 4696.818165 = -2108731.572406 nChanged 103 SP:Iteration 21Q (3445.760000 sec): 3 clusters Score: Raw -2113479.555014 + Penalty 4696.818165 = -2108782.736849 nChanged 64 SP:Iteration 22Q (3445.820000 sec): 3 clusters Score: Raw -2113511.024882 + Penalty 4696.818165 = -2108814.206717 nChanged 54 SP:Iteration 23Q (3445.890000 sec): 3 clusters Score: Raw -2113531.280467 + Penalty 4696.818165 = -2108834.462302 nChanged 34 SP:Iteration 24Q (3445.950000 sec): 3 clusters Score: Raw -2113544.329115 + Penalty 4696.818165 = -2108847.510950 nChanged 29 SP:Iteration 25Q (3446.020000 sec): 3 clusters Score: Raw -2113558.264371 + Penalty 4696.818165 = -2108861.446207 nChanged 31 SP:Iteration 26Q (3446.080000 sec): 3 clusters Score: Raw -2113572.876643 + Penalty 4696.818165 = -2108876.058478 nChanged 24 SP:Iteration 27Q (3446.140000 sec): 3 clusters Score: Raw -2113582.986993 + Penalty 4696.818165 = -2108886.168828 nChanged 23 SP:Iteration 28Q (3446.200000 sec): 3 clusters Score: Raw -2113595.479768 + Penalty 4696.818165 = -2108898.661603 nChanged 26 SP:Iteration 29Q (3446.260000 sec): 3 clusters Score: Raw -2113605.010576 + Penalty 4696.818165 = -2108908.192411 nChanged 21 SP:Iteration 30Q (3446.330000 sec): 3 clusters Score: Raw -2113613.523649 + Penalty 4696.818165 = -2108916.705484 nChanged 16 SP:Iteration 31Q (3446.390000 sec): 3 clusters Score: Raw -2113618.831620 + Penalty 4696.818165 = -2108922.013455 nChanged 14 SP:Iteration 32Q (3446.450000 sec): 3 clusters Score: Raw -2113624.465913 + Penalty 4696.818165 = -2108927.647748 nChanged 17 SP:Iteration 33Q (3446.520000 sec): 3 clusters Score: Raw -2113631.069572 + Penalty 4696.818165 = -2108934.251407 nChanged 15 SP:Iteration 34Q (3446.580000 sec): 3 clusters Score: Raw -2113639.376943 + Penalty 4696.818165 = -2108942.558778 nChanged 17 SP:Iteration 35Q (3446.640000 sec): 3 clusters Score: Raw -2113646.678589 + Penalty 4696.818165 = -2108949.860425 nChanged 20 SP:Iteration 36Q (3446.700000 sec): 3 clusters Score: Raw -2113653.489120 + Penalty 4696.818165 = -2108956.670955 nChanged 8 SP:Iteration 37Q (3446.760000 sec): 3 clusters Score: Raw -2113657.146982 + Penalty 4696.818165 = -2108960.328817 nChanged 9 SP:Iteration 38Q (3446.830000 sec): 3 clusters Score: Raw -2113660.327071 + Penalty 4696.818165 = -2108963.508906 nChanged 9 SP:Iteration 39Q (3446.890000 sec): 3 clusters Score: Raw -2113663.575017 + Penalty 4696.818165 = -2108966.756852 nChanged 4 SP:Iteration 40F (3446.960000 sec): 3 clusters Score: Raw -2113665.642415 + Penalty 4696.818165 = -2108968.824250 nChanged 8 SP:Iteration 41Q (3447.020000 sec): 3 clusters Score: Raw -2113668.242168 + Penalty 4696.818165 = -2108971.424003 nChanged 8 SP:Iteration 42Q (3447.080000 sec): 3 clusters Score: Raw -2113671.131377 + Penalty 4696.818165 = -2108974.313212 nChanged 3 SP:Iteration 43Q (3447.150000 sec): 3 clusters Score: Raw -2113672.133364 + Penalty 4696.818165 = -2108975.315199 nChanged 4 SP:Iteration 44Q (3447.210000 sec): 3 clusters Score: Raw -2113673.798921 + Penalty 4696.818165 = -2108976.980756 nChanged 5 SP:Iteration 45Q (3447.270000 sec): 3 clusters Score: Raw -2113674.911005 + Penalty 4696.818165 = -2108978.092840 nChanged 5 SP:Iteration 46Q (3447.320000 sec): 3 clusters Score: Raw -2113676.919302 + Penalty 4696.818165 = -2108980.101137 nChanged 8 SP:Iteration 47Q (3447.380000 sec): 3 clusters Score: Raw -2113679.179684 + Penalty 4696.818165 = -2108982.361519 nChanged 3 SP:Iteration 48Q (3447.450000 sec): 3 clusters Score: Raw -2113680.451927 + Penalty 4696.818165 = -2108983.633762 nChanged 5 SP:Iteration 49Q (3447.510000 sec): 3 clusters Score: Raw -2113682.067330 + Penalty 4696.818165 = -2108985.249165 nChanged 4 SP:Iteration 50Q (3447.560000 sec): 3 clusters Score: Raw -2113683.670335 + Penalty 4696.818165 = -2108986.852170 nChanged 5 SP:Iteration 51Q (3447.620000 sec): 3 clusters Score: Raw -2113685.087054 + Penalty 4696.818165 = -2108988.268889 nChanged 3 SP:Iteration 52Q (3447.680000 sec): 3 clusters Score: Raw -2113685.756118 + Penalty 4696.818165 = -2108988.937954 nChanged 3 SP:Iteration 53Q (3447.740000 sec): 3 clusters Score: Raw -2113686.459843 + Penalty 4696.818165 = -2108989.641678 nChanged 3 SP:Iteration 54Q (3447.800000 sec): 3 clusters Score: Raw -2113687.106559 + Penalty 4696.818165 = -2108990.288394 nChanged 1 SP:Iteration 55Q (3447.870000 sec): 3 clusters Score: Raw -2113687.224919 + Penalty 4696.818165 = -2108990.406754 nChanged 0 SP:Iteration 56F (3447.940000 sec): 3 clusters Score: Raw -2113687.224919 + Penalty 4696.818165 = -2108990.406754 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 3 (1885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3447.960000 sec): 2 clusters Score: Raw -270919.203788 + Penalty 1870.337409 = -269048.866380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3447.970000 sec): 3 clusters Score: Raw -270257.483198 + Penalty 3740.674818 = -266516.808381 nChanged 562 SP:Iteration 1F (3447.980000 sec): 3 clusters Score: Raw -270758.618559 + Penalty 3740.674818 = -267017.943741 nChanged 165 SP:Iteration 2F (3447.990000 sec): 3 clusters Score: Raw -270927.620817 + Penalty 3740.674818 = -267186.945999 nChanged 93 SP:Iteration 3Q (3448.000000 sec): 3 clusters Score: Raw -271023.575289 + Penalty 3740.674818 = -267282.900471 nChanged 65 SP:Iteration 4Q (3448.010000 sec): 3 clusters Score: Raw -271085.235229 + Penalty 3740.674818 = -267344.560412 nChanged 41 SP:Iteration 5Q (3448.030000 sec): 3 clusters Score: Raw -271126.064507 + Penalty 3740.674818 = -267385.389689 nChanged 38 SP:Iteration 6Q (3448.030000 sec): 3 clusters Score: Raw -271162.522259 + Penalty 3740.674818 = -267421.847442 nChanged 33 SP:Iteration 7Q (3448.050000 sec): 3 clusters Score: Raw -271191.757644 + Penalty 3740.674818 = -267451.082826 nChanged 28 SP:Iteration 8Q (3448.060000 sec): 3 clusters Score: Raw -271214.304470 + Penalty 3740.674818 = -267473.629652 nChanged 23 SP:Iteration 9Q (3448.070000 sec): 3 clusters Score: Raw -271233.680508 + Penalty 3740.674818 = -267493.005691 nChanged 15 SP:Iteration 10Q (3448.080000 sec): 3 clusters Score: Raw -271246.657094 + Penalty 3740.674818 = -267505.982277 nChanged 11 SP:Iteration 11Q (3448.090000 sec): 3 clusters Score: Raw -271257.916263 + Penalty 3740.674818 = -267517.241445 nChanged 13 SP:Iteration 12Q (3448.100000 sec): 3 clusters Score: Raw -271267.527896 + Penalty 3740.674818 = -267526.853078 nChanged 6 SP:Iteration 13Q (3448.110000 sec): 3 clusters Score: Raw -271275.496271 + Penalty 3740.674818 = -267534.821453 nChanged 9 SP:Iteration 14Q (3448.120000 sec): 3 clusters Score: Raw -271285.797374 + Penalty 3740.674818 = -267545.122556 nChanged 7 SP:Iteration 15Q (3448.130000 sec): 3 clusters Score: Raw -271289.290794 + Penalty 3740.674818 = -267548.615976 nChanged 3 SP:Iteration 16Q (3448.140000 sec): 3 clusters Score: Raw -271293.344839 + Penalty 3740.674818 = -267552.670022 nChanged 4 SP:Iteration 17Q (3448.150000 sec): 3 clusters Score: Raw -271297.977001 + Penalty 3740.674818 = -267557.302184 nChanged 9 SP:Iteration 18Q (3448.160000 sec): 3 clusters Score: Raw -271305.059153 + Penalty 3740.674818 = -267564.384336 nChanged 5 SP:Iteration 19Q (3448.170000 sec): 3 clusters Score: Raw -271309.293777 + Penalty 3740.674818 = -267568.618960 nChanged 3 SP:Iteration 20F (3448.180000 sec): 3 clusters Score: Raw -271313.054900 + Penalty 3740.674818 = -267572.380083 nChanged 3 SP:Iteration 21Q (3448.190000 sec): 3 clusters Score: Raw -271315.338133 + Penalty 3740.674818 = -267574.663316 nChanged 4 SP:Iteration 22Q (3448.200000 sec): 3 clusters Score: Raw -271318.784567 + Penalty 3740.674818 = -267578.109749 nChanged 5 SP:Iteration 23Q (3448.210000 sec): 3 clusters Score: Raw -271323.359523 + Penalty 3740.674818 = -267582.684705 nChanged 3 SP:Iteration 24Q (3448.230000 sec): 3 clusters Score: Raw -271324.879958 + Penalty 3740.674818 = -267584.205140 nChanged 5 SP:Iteration 25Q (3448.230000 sec): 3 clusters Score: Raw -271328.059934 + Penalty 3740.674818 = -267587.385117 nChanged 2 SP:Iteration 26Q (3448.250000 sec): 3 clusters Score: Raw -271329.085219 + Penalty 3740.674818 = -267588.410401 nChanged 2 SP:Iteration 27Q (3448.250000 sec): 3 clusters Score: Raw -271330.640223 + Penalty 3740.674818 = -267589.965405 nChanged 0 SP:Iteration 28F (3448.270000 sec): 3 clusters Score: Raw -271330.640223 + Penalty 3740.674818 = -267589.965405 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 4 (1181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3448.280000 sec): 2 clusters Score: Raw -174860.993647 + Penalty 1754.380970 = -173106.612677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3448.290000 sec): 3 clusters Score: Raw -174638.705211 + Penalty 3508.761941 = -171129.943270 nChanged 349 SP:Iteration 1F (3448.300000 sec): 3 clusters Score: Raw -175294.420651 + Penalty 3508.761941 = -171785.658710 nChanged 115 SP:Iteration 2F (3448.300000 sec): 3 clusters Score: Raw -175542.006978 + Penalty 3508.761941 = -172033.245037 nChanged 87 SP:Iteration 3F (3448.310000 sec): 3 clusters Score: Raw -175697.910946 + Penalty 3508.761941 = -172189.149006 nChanged 58 SP:Iteration 4Q (3448.320000 sec): 3 clusters Score: Raw -175793.046893 + Penalty 3508.761941 = -172284.284953 nChanged 49 SP:Iteration 5Q (3448.320000 sec): 3 clusters Score: Raw -175885.749890 + Penalty 3508.761941 = -172376.987949 nChanged 49 SP:Iteration 6Q (3448.330000 sec): 3 clusters Score: Raw -175994.893336 + Penalty 3508.761941 = -172486.131395 nChanged 42 SP:Iteration 7Q (3448.340000 sec): 3 clusters Score: Raw -176109.971550 + Penalty 3508.761941 = -172601.209609 nChanged 40 SP:Iteration 8Q (3448.340000 sec): 3 clusters Score: Raw -176228.723133 + Penalty 3508.761941 = -172719.961192 nChanged 31 SP:Iteration 9Q (3448.350000 sec): 3 clusters Score: Raw -176313.428587 + Penalty 3508.761941 = -172804.666646 nChanged 26 SP:Iteration 10Q (3448.360000 sec): 3 clusters Score: Raw -176405.312125 + Penalty 3508.761941 = -172896.550184 nChanged 23 SP:Iteration 11Q (3448.360000 sec): 3 clusters Score: Raw -176516.178634 + Penalty 3508.761941 = -173007.416693 nChanged 16 SP:Iteration 12Q (3448.360000 sec): 3 clusters Score: Raw -176567.736499 + Penalty 3508.761941 = -173058.974558 nChanged 17 SP:Iteration 13Q (3448.370000 sec): 3 clusters Score: Raw -176649.642186 + Penalty 3508.761941 = -173140.880245 nChanged 13 SP:Iteration 14Q (3448.380000 sec): 3 clusters Score: Raw -176716.727199 + Penalty 3508.761941 = -173207.965258 nChanged 7 SP:Iteration 15Q (3448.380000 sec): 3 clusters Score: Raw -176811.096519 + Penalty 3508.761941 = -173302.334578 nChanged 8 SP:Iteration 16Q (3448.380000 sec): 3 clusters Score: Raw -176867.748673 + Penalty 3508.761941 = -173358.986732 nChanged 5 SP:Iteration 17Q (3448.390000 sec): 3 clusters Score: Raw -176903.365361 + Penalty 3508.761941 = -173394.603420 nChanged 6 SP:Iteration 18Q (3448.400000 sec): 3 clusters Score: Raw -176924.698835 + Penalty 3508.761941 = -173415.936894 nChanged 5 SP:Iteration 19Q (3448.400000 sec): 3 clusters Score: Raw -176932.908955 + Penalty 3508.761941 = -173424.147014 nChanged 3 SP:Iteration 20F (3448.410000 sec): 3 clusters Score: Raw -176992.695897 + Penalty 3508.761941 = -173483.933956 nChanged 10 SP:Iteration 21Q (3448.410000 sec): 3 clusters Score: Raw -177074.089471 + Penalty 3508.761941 = -173565.327530 nChanged 8 SP:Iteration 22Q (3448.420000 sec): 3 clusters Score: Raw -177118.733600 + Penalty 3508.761941 = -173609.971659 nChanged 10 SP:Iteration 23Q (3448.420000 sec): 3 clusters Score: Raw -177245.761805 + Penalty 3508.761941 = -173736.999864 nChanged 11 SP:Iteration 24Q (3448.430000 sec): 3 clusters Score: Raw -177347.155351 + Penalty 3508.761941 = -173838.393410 nChanged 14 SP:Iteration 25Q (3448.430000 sec): 3 clusters Score: Raw -177410.760041 + Penalty 3508.761941 = -173901.998100 nChanged 12 SP:Iteration 26Q (3448.440000 sec): 3 clusters Score: Raw -177484.921892 + Penalty 3508.761941 = -173976.159951 nChanged 5 SP:Iteration 27Q (3448.440000 sec): 3 clusters Score: Raw -177494.651236 + Penalty 3508.761941 = -173985.889295 nChanged 1 SP:Iteration 28Q (3448.450000 sec): 3 clusters Score: Raw -177495.983936 + Penalty 3508.761941 = -173987.221995 nChanged 0 SP:Iteration 29F (3448.460000 sec): 3 clusters Score: Raw -177503.159979 + Penalty 3508.761941 = -173994.398038 nChanged 3 SP:Iteration 30Q (3448.460000 sec): 3 clusters Score: Raw -177515.057906 + Penalty 3508.761941 = -174006.295965 nChanged 2 SP:Iteration 31Q (3448.460000 sec): 3 clusters Score: Raw -177537.383726 + Penalty 3508.761941 = -174028.621785 nChanged 4 SP:Iteration 32Q (3448.470000 sec): 3 clusters Score: Raw -177556.887664 + Penalty 3508.761941 = -174048.125723 nChanged 3 SP:Iteration 33Q (3448.480000 sec): 3 clusters Score: Raw -177565.947052 + Penalty 3508.761941 = -174057.185111 nChanged 7 SP:Iteration 34Q (3448.480000 sec): 3 clusters Score: Raw -177588.201649 + Penalty 3508.761941 = -174079.439708 nChanged 10 SP:Iteration 35Q (3448.480000 sec): 3 clusters Score: Raw -177614.008517 + Penalty 3508.761941 = -174105.246576 nChanged 11 SP:Iteration 36Q (3448.490000 sec): 3 clusters Score: Raw -177647.401621 + Penalty 3508.761941 = -174138.639680 nChanged 9 SP:Iteration 37Q (3448.500000 sec): 3 clusters Score: Raw -177673.234368 + Penalty 3508.761941 = -174164.472427 nChanged 7 SP:Iteration 38Q (3448.500000 sec): 3 clusters Score: Raw -177692.898865 + Penalty 3508.761941 = -174184.136924 nChanged 6 SP:Iteration 39Q (3448.500000 sec): 3 clusters Score: Raw -177702.884461 + Penalty 3508.761941 = -174194.122520 nChanged 3 SP:Iteration 40F (3448.510000 sec): 3 clusters Score: Raw -177708.873538 + Penalty 3508.761941 = -174200.111597 nChanged 2 SP:Iteration 41Q (3448.520000 sec): 3 clusters Score: Raw -177712.169033 + Penalty 3508.761941 = -174203.407093 nChanged 1 SP:Iteration 42Q (3448.520000 sec): 3 clusters Score: Raw -177713.455686 + Penalty 3508.761941 = -174204.693745 nChanged 0 SP:Iteration 43F (3448.530000 sec): 3 clusters Score: Raw -177713.455686 + Penalty 3508.761941 = -174204.693745 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 42. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 5 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3448.540000 sec): 2 clusters Score: Raw -40763.125753 + Penalty 1430.543607 = -39332.582146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3448.550000 sec): 3 clusters Score: Raw -41086.592949 + Penalty 2861.087214 = -38225.505735 nChanged 62 SP:Iteration 1F (3448.550000 sec): 3 clusters Score: Raw -41266.957409 + Penalty 2861.087214 = -38405.870195 nChanged 19 SP:Iteration 2F (3448.550000 sec): 3 clusters Score: Raw -41391.600368 + Penalty 2861.087214 = -38530.513155 nChanged 9 SP:Iteration 3Q (3448.550000 sec): 3 clusters Score: Raw -41513.373910 + Penalty 2861.087214 = -38652.286696 nChanged 23 SP:Iteration 4F (3448.560000 sec): 3 clusters Score: Raw -41606.432926 + Penalty 2861.087214 = -38745.345712 nChanged 20 SP:Iteration 5F (3448.560000 sec): 3 clusters Score: Raw -41693.464823 + Penalty 2861.087214 = -38832.377609 nChanged 15 SP:Iteration 6Q (3448.560000 sec): 3 clusters Score: Raw -41761.315704 + Penalty 2861.087214 = -38900.228490 nChanged 9 SP:Iteration 7Q (3448.560000 sec): 3 clusters Score: Raw -41800.787237 + Penalty 2861.087214 = -38939.700023 nChanged 3 SP:Iteration 8Q (3448.560000 sec): 3 clusters Score: Raw -41812.820932 + Penalty 2861.087214 = -38951.733718 nChanged 2 SP:Iteration 9Q (3448.560000 sec): 3 clusters Score: Raw -41815.787355 + Penalty 2861.087214 = -38954.700141 nChanged 2 SP:Iteration 10Q (3448.560000 sec): 3 clusters Score: Raw -41818.830717 + Penalty 2861.087214 = -38957.743503 nChanged 1 SP:Iteration 11Q (3448.560000 sec): 3 clusters Score: Raw -41821.356661 + Penalty 2861.087214 = -38960.269447 nChanged 0 SP:Iteration 12F (3448.570000 sec): 3 clusters Score: Raw -41821.356661 + Penalty 2861.087214 = -38960.269447 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 6 (13166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3448.640000 sec): 2 clusters Score: Raw -2119661.191596 + Penalty 2352.377471 = -2117308.814125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3448.720000 sec): 3 clusters Score: Raw -2112405.487933 + Penalty 4704.754942 = -2107700.732991 nChanged 5640 SP:Iteration 1F (3448.800000 sec): 3 clusters Score: Raw -2115349.972848 + Penalty 4704.754942 = -2110645.217907 nChanged 753 SP:Iteration 2F (3448.880000 sec): 3 clusters Score: Raw -2115657.918213 + Penalty 4704.754942 = -2110953.163271 nChanged 617 SP:Iteration 3Q (3448.960000 sec): 3 clusters Score: Raw -2115920.758974 + Penalty 4704.754942 = -2111216.004032 nChanged 516 SP:Iteration 4Q (3449.040000 sec): 3 clusters Score: Raw -2116166.932407 + Penalty 4704.754942 = -2111462.177465 nChanged 517 SP:Iteration 5Q (3449.110000 sec): 3 clusters Score: Raw -2116481.406623 + Penalty 4704.754942 = -2111776.651681 nChanged 518 SP:Iteration 6Q (3449.190000 sec): 3 clusters Score: Raw -2116811.121502 + Penalty 4704.754942 = -2112106.366560 nChanged 532 SP:Iteration 7Q (3449.260000 sec): 3 clusters Score: Raw -2117160.889848 + Penalty 4704.754942 = -2112456.134906 nChanged 536 SP:Iteration 8Q (3449.340000 sec): 3 clusters Score: Raw -2117528.661214 + Penalty 4704.754942 = -2112823.906272 nChanged 569 SP:Iteration 9Q (3449.420000 sec): 3 clusters Score: Raw -2117901.227466 + Penalty 4704.754942 = -2113196.472524 nChanged 594 SP:Iteration 10Q (3449.490000 sec): 3 clusters Score: Raw -2118245.329701 + Penalty 4704.754942 = -2113540.574759 nChanged 614 SP:Iteration 11Q (3449.560000 sec): 3 clusters Score: Raw -2118622.617316 + Penalty 4704.754942 = -2113917.862374 nChanged 623 SP:Iteration 12Q (3449.640000 sec): 3 clusters Score: Raw -2119025.037555 + Penalty 4704.754942 = -2114320.282613 nChanged 625 SP:Iteration 13Q (3449.720000 sec): 3 clusters Score: Raw -2119414.673810 + Penalty 4704.754942 = -2114709.918868 nChanged 574 SP:Iteration 14Q (3449.790000 sec): 3 clusters Score: Raw -2119792.736745 + Penalty 4704.754942 = -2115087.981803 nChanged 519 SP:Iteration 15Q (3449.860000 sec): 3 clusters Score: Raw -2120126.702529 + Penalty 4704.754942 = -2115421.947588 nChanged 443 SP:Iteration 16Q (3449.940000 sec): 3 clusters Score: Raw -2120411.020762 + Penalty 4704.754942 = -2115706.265821 nChanged 389 SP:Iteration 17Q (3450.010000 sec): 3 clusters Score: Raw -2120673.243468 + Penalty 4704.754942 = -2115968.488526 nChanged 316 SP:Iteration 18Q (3450.080000 sec): 3 clusters Score: Raw -2120904.952179 + Penalty 4704.754942 = -2116200.197237 nChanged 276 SP:Iteration 19Q (3450.150000 sec): 3 clusters Score: Raw -2121106.412575 + Penalty 4704.754942 = -2116401.657633 nChanged 247 SP:Iteration 20F (3450.220000 sec): 3 clusters Score: Raw -2121269.361360 + Penalty 4704.754942 = -2116564.606418 nChanged 209 SP:Iteration 21Q (3450.290000 sec): 3 clusters Score: Raw -2121387.554355 + Penalty 4704.754942 = -2116682.799413 nChanged 179 SP:Iteration 22Q (3450.360000 sec): 3 clusters Score: Raw -2121471.801771 + Penalty 4704.754942 = -2116767.046829 nChanged 145 SP:Iteration 23Q (3450.430000 sec): 3 clusters Score: Raw -2121533.415596 + Penalty 4704.754942 = -2116828.660654 nChanged 125 SP:Iteration 24Q (3450.500000 sec): 3 clusters Score: Raw -2121587.112773 + Penalty 4704.754942 = -2116882.357831 nChanged 109 SP:Iteration 25Q (3450.560000 sec): 3 clusters Score: Raw -2121629.359899 + Penalty 4704.754942 = -2116924.604957 nChanged 88 SP:Iteration 26Q (3450.620000 sec): 3 clusters Score: Raw -2121657.831022 + Penalty 4704.754942 = -2116953.076080 nChanged 66 SP:Iteration 27Q (3450.690000 sec): 3 clusters Score: Raw -2121676.777240 + Penalty 4704.754942 = -2116972.022298 nChanged 52 SP:Iteration 28Q (3450.750000 sec): 3 clusters Score: Raw -2121693.437030 + Penalty 4704.754942 = -2116988.682088 nChanged 51 SP:Iteration 29Q (3450.820000 sec): 3 clusters Score: Raw -2121707.321465 + Penalty 4704.754942 = -2117002.566523 nChanged 44 SP:Iteration 30Q (3450.880000 sec): 3 clusters Score: Raw -2121721.878150 + Penalty 4704.754942 = -2117017.123208 nChanged 49 SP:Iteration 31Q (3450.940000 sec): 3 clusters Score: Raw -2121736.024152 + Penalty 4704.754942 = -2117031.269210 nChanged 31 SP:Iteration 32Q (3451.010000 sec): 3 clusters Score: Raw -2121743.863925 + Penalty 4704.754942 = -2117039.108984 nChanged 20 SP:Iteration 33Q (3451.070000 sec): 3 clusters Score: Raw -2121749.909676 + Penalty 4704.754942 = -2117045.154734 nChanged 26 SP:Iteration 34Q (3451.140000 sec): 3 clusters Score: Raw -2121756.414888 + Penalty 4704.754942 = -2117051.659946 nChanged 15 SP:Iteration 35Q (3451.200000 sec): 3 clusters Score: Raw -2121759.688243 + Penalty 4704.754942 = -2117054.933302 nChanged 11 SP:Iteration 36Q (3451.260000 sec): 3 clusters Score: Raw -2121761.315932 + Penalty 4704.754942 = -2117056.560990 nChanged 11 SP:Iteration 37Q (3451.320000 sec): 3 clusters Score: Raw -2121763.332736 + Penalty 4704.754942 = -2117058.577794 nChanged 12 SP:Iteration 38Q (3451.380000 sec): 3 clusters Score: Raw -2121765.733879 + Penalty 4704.754942 = -2117060.978938 nChanged 13 SP:Iteration 39Q (3451.450000 sec): 3 clusters Score: Raw -2121768.154774 + Penalty 4704.754942 = -2117063.399832 nChanged 11 SP:Iteration 40F (3451.520000 sec): 3 clusters Score: Raw -2121769.880869 + Penalty 4704.754942 = -2117065.125927 nChanged 7 SP:Iteration 41Q (3451.580000 sec): 3 clusters Score: Raw -2121771.464519 + Penalty 4704.754942 = -2117066.709577 nChanged 11 SP:Iteration 42Q (3451.650000 sec): 3 clusters Score: Raw -2121773.620570 + Penalty 4704.754942 = -2117068.865628 nChanged 14 SP:Iteration 43Q (3451.710000 sec): 3 clusters Score: Raw -2121776.802435 + Penalty 4704.754942 = -2117072.047493 nChanged 15 SP:Iteration 44Q (3451.770000 sec): 3 clusters Score: Raw -2121780.710259 + Penalty 4704.754942 = -2117075.955317 nChanged 18 SP:Iteration 45Q (3451.840000 sec): 3 clusters Score: Raw -2121784.985308 + Penalty 4704.754942 = -2117080.230366 nChanged 15 SP:Iteration 46Q (3451.900000 sec): 3 clusters Score: Raw -2121788.045556 + Penalty 4704.754942 = -2117083.290614 nChanged 9 SP:Iteration 47Q (3451.960000 sec): 3 clusters Score: Raw -2121789.363691 + Penalty 4704.754942 = -2117084.608750 nChanged 8 SP:Iteration 48Q (3452.020000 sec): 3 clusters Score: Raw -2121790.493957 + Penalty 4704.754942 = -2117085.739015 nChanged 4 SP:Iteration 49Q (3452.090000 sec): 3 clusters Score: Raw -2121791.396312 + Penalty 4704.754942 = -2117086.641370 nChanged 5 SP:Iteration 50Q (3452.150000 sec): 3 clusters Score: Raw -2121792.397300 + Penalty 4704.754942 = -2117087.642358 nChanged 6 SP:Iteration 51Q (3452.210000 sec): 3 clusters Score: Raw -2121794.007928 + Penalty 4704.754942 = -2117089.252986 nChanged 6 SP:Iteration 52Q (3452.280000 sec): 3 clusters Score: Raw -2121794.979490 + Penalty 4704.754942 = -2117090.224548 nChanged 5 SP:Iteration 53Q (3452.340000 sec): 3 clusters Score: Raw -2121795.553863 + Penalty 4704.754942 = -2117090.798921 nChanged 3 SP:Iteration 54Q (3452.400000 sec): 3 clusters Score: Raw -2121796.359115 + Penalty 4704.754942 = -2117091.604173 nChanged 7 SP:Iteration 55Q (3452.460000 sec): 3 clusters Score: Raw -2121797.658657 + Penalty 4704.754942 = -2117092.903715 nChanged 3 SP:Iteration 56Q (3452.520000 sec): 3 clusters Score: Raw -2121798.152002 + Penalty 4704.754942 = -2117093.397061 nChanged 3 SP:Iteration 57Q (3452.590000 sec): 3 clusters Score: Raw -2121798.558811 + Penalty 4704.754942 = -2117093.803869 nChanged 3 SP:Iteration 58Q (3452.650000 sec): 3 clusters Score: Raw -2121799.139626 + Penalty 4704.754942 = -2117094.384685 nChanged 4 SP:Iteration 59Q (3452.710000 sec): 3 clusters Score: Raw -2121800.158398 + Penalty 4704.754942 = -2117095.403456 nChanged 7 SP:Iteration 60F (3452.790000 sec): 3 clusters Score: Raw -2121801.274118 + Penalty 4704.754942 = -2117096.519176 nChanged 6 SP:Iteration 61Q (3452.850000 sec): 3 clusters Score: Raw -2121802.804310 + Penalty 4704.754942 = -2117098.049368 nChanged 7 SP:Iteration 62Q (3452.910000 sec): 3 clusters Score: Raw -2121804.894977 + Penalty 4704.754942 = -2117100.140035 nChanged 4 SP:Iteration 63Q (3452.980000 sec): 3 clusters Score: Raw -2121806.415378 + Penalty 4704.754942 = -2117101.660436 nChanged 5 SP:Iteration 64Q (3453.040000 sec): 3 clusters Score: Raw -2121807.555508 + Penalty 4704.754942 = -2117102.800566 nChanged 2 SP:Iteration 65Q (3453.100000 sec): 3 clusters Score: Raw -2121807.912995 + Penalty 4704.754942 = -2117103.158053 nChanged 1 SP:Iteration 66Q (3453.160000 sec): 3 clusters Score: Raw -2121808.091117 + Penalty 4704.754942 = -2117103.336175 nChanged 1 SP:Iteration 67Q (3453.230000 sec): 3 clusters Score: Raw -2121808.364715 + Penalty 4704.754942 = -2117103.609773 nChanged 2 SP:Iteration 68Q (3453.290000 sec): 3 clusters Score: Raw -2121808.873685 + Penalty 4704.754942 = -2117104.118743 nChanged 3 SP:Iteration 69Q (3453.360000 sec): 3 clusters Score: Raw -2121809.883533 + Penalty 4704.754942 = -2117105.128591 nChanged 4 SP:Iteration 70Q (3453.420000 sec): 3 clusters Score: Raw -2121810.829317 + Penalty 4704.754942 = -2117106.074375 nChanged 3 SP:Iteration 71Q (3453.480000 sec): 3 clusters Score: Raw -2121811.429876 + Penalty 4704.754942 = -2117106.674934 nChanged 6 SP:Iteration 72Q (3453.540000 sec): 3 clusters Score: Raw -2121812.615741 + Penalty 4704.754942 = -2117107.860799 nChanged 5 SP:Iteration 73Q (3453.610000 sec): 3 clusters Score: Raw -2121813.912330 + Penalty 4704.754942 = -2117109.157388 nChanged 10 SP:Iteration 74Q (3453.670000 sec): 3 clusters Score: Raw -2121815.913775 + Penalty 4704.754942 = -2117111.158834 nChanged 9 SP:Iteration 75Q (3453.730000 sec): 3 clusters Score: Raw -2121818.481198 + Penalty 4704.754942 = -2117113.726256 nChanged 8 SP:Iteration 76Q (3453.800000 sec): 3 clusters Score: Raw -2121820.399469 + Penalty 4704.754942 = -2117115.644527 nChanged 8 SP:Iteration 77Q (3453.860000 sec): 3 clusters Score: Raw -2121821.812191 + Penalty 4704.754942 = -2117117.057249 nChanged 6 SP:Iteration 78Q (3453.920000 sec): 3 clusters Score: Raw -2121823.085351 + Penalty 4704.754942 = -2117118.330409 nChanged 8 SP:Iteration 79Q (3453.980000 sec): 3 clusters Score: Raw -2121825.172022 + Penalty 4704.754942 = -2117120.417080 nChanged 6 SP:Iteration 80F (3454.060000 sec): 3 clusters Score: Raw -2121826.166789 + Penalty 4704.754942 = -2117121.411847 nChanged 4 SP:Iteration 81Q (3454.120000 sec): 3 clusters Score: Raw -2121826.941469 + Penalty 4704.754942 = -2117122.186527 nChanged 2 SP:Iteration 82Q (3454.180000 sec): 3 clusters Score: Raw -2121827.199344 + Penalty 4704.754942 = -2117122.444402 nChanged 1 SP:Iteration 83Q (3454.250000 sec): 3 clusters Score: Raw -2121827.378709 + Penalty 4704.754942 = -2117122.623767 nChanged 0 SP:Iteration 84F (3454.320000 sec): 3 clusters Score: Raw -2121827.378709 + Penalty 4704.754942 = -2117122.623767 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 7 (15817 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3454.410000 sec): 2 clusters Score: Raw -2443911.308891 + Penalty 2397.872466 = -2441513.436425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3454.500000 sec): 3 clusters Score: Raw -2434992.439391 + Penalty 4795.744933 = -2430196.694458 nChanged 6793 SP:Iteration 1F (3454.590000 sec): 3 clusters Score: Raw -2438870.354823 + Penalty 4795.744933 = -2434074.609890 nChanged 1066 SP:Iteration 2F (3454.680000 sec): 3 clusters Score: Raw -2439464.314506 + Penalty 4795.744933 = -2434668.569573 nChanged 978 SP:Iteration 3F (3454.770000 sec): 3 clusters Score: Raw -2440056.511408 + Penalty 4795.744933 = -2435260.766476 nChanged 941 SP:Iteration 4F (3454.860000 sec): 3 clusters Score: Raw -2440656.896659 + Penalty 4795.744933 = -2435861.151726 nChanged 913 SP:Iteration 5F (3454.960000 sec): 3 clusters Score: Raw -2441227.843658 + Penalty 4795.744933 = -2436432.098726 nChanged 868 SP:Iteration 6F (3455.050000 sec): 3 clusters Score: Raw -2441786.760885 + Penalty 4795.744933 = -2436991.015952 nChanged 828 SP:Iteration 7F (3455.140000 sec): 3 clusters Score: Raw -2442286.923439 + Penalty 4795.744933 = -2437491.178506 nChanged 745 SP:Iteration 8Q (3455.230000 sec): 3 clusters Score: Raw -2442677.105622 + Penalty 4795.744933 = -2437881.360690 nChanged 583 SP:Iteration 9Q (3455.320000 sec): 3 clusters Score: Raw -2442952.943997 + Penalty 4795.744933 = -2438157.199064 nChanged 487 SP:Iteration 10Q (3455.410000 sec): 3 clusters Score: Raw -2443155.682399 + Penalty 4795.744933 = -2438359.937466 nChanged 426 SP:Iteration 11Q (3455.500000 sec): 3 clusters Score: Raw -2443327.570041 + Penalty 4795.744933 = -2438531.825109 nChanged 381 SP:Iteration 12Q (3455.590000 sec): 3 clusters Score: Raw -2443481.259825 + Penalty 4795.744933 = -2438685.514892 nChanged 386 SP:Iteration 13Q (3455.680000 sec): 3 clusters Score: Raw -2443628.362341 + Penalty 4795.744933 = -2438832.617408 nChanged 371 SP:Iteration 14Q (3455.770000 sec): 3 clusters Score: Raw -2443776.462658 + Penalty 4795.744933 = -2438980.717725 nChanged 382 SP:Iteration 15Q (3455.860000 sec): 3 clusters Score: Raw -2443937.301634 + Penalty 4795.744933 = -2439141.556702 nChanged 383 SP:Iteration 16Q (3455.950000 sec): 3 clusters Score: Raw -2444112.843491 + Penalty 4795.744933 = -2439317.098558 nChanged 399 SP:Iteration 17Q (3456.040000 sec): 3 clusters Score: Raw -2444305.356851 + Penalty 4795.744933 = -2439509.611918 nChanged 397 SP:Iteration 18Q (3456.130000 sec): 3 clusters Score: Raw -2444495.822940 + Penalty 4795.744933 = -2439700.078007 nChanged 368 SP:Iteration 19Q (3456.220000 sec): 3 clusters Score: Raw -2444668.568658 + Penalty 4795.744933 = -2439872.823725 nChanged 324 SP:Iteration 20F (3456.300000 sec): 3 clusters Score: Raw -2444830.443629 + Penalty 4795.744933 = -2440034.698697 nChanged 287 SP:Iteration 21Q (3456.390000 sec): 3 clusters Score: Raw -2444980.345073 + Penalty 4795.744933 = -2440184.600140 nChanged 268 SP:Iteration 22Q (3456.480000 sec): 3 clusters Score: Raw -2445118.170376 + Penalty 4795.744933 = -2440322.425443 nChanged 232 SP:Iteration 23Q (3456.570000 sec): 3 clusters Score: Raw -2445226.719762 + Penalty 4795.744933 = -2440430.974830 nChanged 196 SP:Iteration 24Q (3456.660000 sec): 3 clusters Score: Raw -2445306.833888 + Penalty 4795.744933 = -2440511.088955 nChanged 156 SP:Iteration 25Q (3456.740000 sec): 3 clusters Score: Raw -2445362.506127 + Penalty 4795.744933 = -2440566.761194 nChanged 113 SP:Iteration 26Q (3456.830000 sec): 3 clusters Score: Raw -2445404.322551 + Penalty 4795.744933 = -2440608.577619 nChanged 91 SP:Iteration 27Q (3456.920000 sec): 3 clusters Score: Raw -2445434.165364 + Penalty 4795.744933 = -2440638.420431 nChanged 71 SP:Iteration 28Q (3457.000000 sec): 3 clusters Score: Raw -2445460.385240 + Penalty 4795.744933 = -2440664.640307 nChanged 66 SP:Iteration 29Q (3457.080000 sec): 3 clusters Score: Raw -2445481.330118 + Penalty 4795.744933 = -2440685.585186 nChanged 47 SP:Iteration 30Q (3457.160000 sec): 3 clusters Score: Raw -2445494.964040 + Penalty 4795.744933 = -2440699.219107 nChanged 39 SP:Iteration 31Q (3457.250000 sec): 3 clusters Score: Raw -2445505.850607 + Penalty 4795.744933 = -2440710.105674 nChanged 32 SP:Iteration 32Q (3457.330000 sec): 3 clusters Score: Raw -2445516.132124 + Penalty 4795.744933 = -2440720.387191 nChanged 22 SP:Iteration 33Q (3457.410000 sec): 3 clusters Score: Raw -2445521.651032 + Penalty 4795.744933 = -2440725.906099 nChanged 18 SP:Iteration 34Q (3457.500000 sec): 3 clusters Score: Raw -2445526.097776 + Penalty 4795.744933 = -2440730.352843 nChanged 17 SP:Iteration 35Q (3457.580000 sec): 3 clusters Score: Raw -2445530.711298 + Penalty 4795.744933 = -2440734.966365 nChanged 14 SP:Iteration 36Q (3457.660000 sec): 3 clusters Score: Raw -2445533.808920 + Penalty 4795.744933 = -2440738.063987 nChanged 16 SP:Iteration 37Q (3457.740000 sec): 3 clusters Score: Raw -2445537.782022 + Penalty 4795.744933 = -2440742.037089 nChanged 13 SP:Iteration 38Q (3457.830000 sec): 3 clusters Score: Raw -2445541.092719 + Penalty 4795.744933 = -2440745.347786 nChanged 9 SP:Iteration 39Q (3457.910000 sec): 3 clusters Score: Raw -2445543.113159 + Penalty 4795.744933 = -2440747.368227 nChanged 9 SP:Iteration 40F (3458.000000 sec): 3 clusters Score: Raw -2445544.965857 + Penalty 4795.744933 = -2440749.220924 nChanged 3 SP:Iteration 41Q (3458.080000 sec): 3 clusters Score: Raw -2445545.781061 + Penalty 4795.744933 = -2440750.036129 nChanged 2 SP:Iteration 42Q (3458.160000 sec): 3 clusters Score: Raw -2445546.102170 + Penalty 4795.744933 = -2440750.357237 nChanged 2 SP:Iteration 43Q (3458.240000 sec): 3 clusters Score: Raw -2445546.423501 + Penalty 4795.744933 = -2440750.678568 nChanged 2 SP:Iteration 44Q (3458.320000 sec): 3 clusters Score: Raw -2445546.887516 + Penalty 4795.744933 = -2440751.142583 nChanged 1 SP:Iteration 45Q (3458.400000 sec): 3 clusters Score: Raw -2445547.171743 + Penalty 4795.744933 = -2440751.426810 nChanged 0 SP:Iteration 46F (3458.500000 sec): 3 clusters Score: Raw -2445547.171743 + Penalty 4795.744933 = -2440751.426810 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 8 (3125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3458.520000 sec): 2 clusters Score: Raw -504700.434910 + Penalty 1995.703011 = -502704.731899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3458.540000 sec): 3 clusters Score: Raw -503401.067680 + Penalty 3991.406023 = -499409.661658 nChanged 1088 SP:Iteration 1F (3458.560000 sec): 3 clusters Score: Raw -504044.375010 + Penalty 3991.406023 = -500052.968987 nChanged 217 SP:Iteration 2F (3458.580000 sec): 3 clusters Score: Raw -504181.918698 + Penalty 3991.406023 = -500190.512675 nChanged 126 SP:Iteration 3Q (3458.590000 sec): 3 clusters Score: Raw -504259.358937 + Penalty 3991.406023 = -500267.952914 nChanged 81 SP:Iteration 4Q (3458.610000 sec): 3 clusters Score: Raw -504301.347861 + Penalty 3991.406023 = -500309.941838 nChanged 59 SP:Iteration 5Q (3458.630000 sec): 3 clusters Score: Raw -504329.042966 + Penalty 3991.406023 = -500337.636943 nChanged 35 SP:Iteration 6Q (3458.650000 sec): 3 clusters Score: Raw -504345.274324 + Penalty 3991.406023 = -500353.868301 nChanged 33 SP:Iteration 7Q (3458.660000 sec): 3 clusters Score: Raw -504361.335194 + Penalty 3991.406023 = -500369.929171 nChanged 23 SP:Iteration 8Q (3458.680000 sec): 3 clusters Score: Raw -504371.416369 + Penalty 3991.406023 = -500380.010347 nChanged 16 SP:Iteration 9Q (3458.700000 sec): 3 clusters Score: Raw -504377.697693 + Penalty 3991.406023 = -500386.291670 nChanged 16 SP:Iteration 10Q (3458.720000 sec): 3 clusters Score: Raw -504387.708262 + Penalty 3991.406023 = -500396.302240 nChanged 14 SP:Iteration 11Q (3458.740000 sec): 3 clusters Score: Raw -504392.454178 + Penalty 3991.406023 = -500401.048155 nChanged 11 SP:Iteration 12Q (3458.750000 sec): 3 clusters Score: Raw -504397.078070 + Penalty 3991.406023 = -500405.672047 nChanged 11 SP:Iteration 13Q (3458.770000 sec): 3 clusters Score: Raw -504402.877024 + Penalty 3991.406023 = -500411.471001 nChanged 16 SP:Iteration 14Q (3458.790000 sec): 3 clusters Score: Raw -504409.675020 + Penalty 3991.406023 = -500418.268997 nChanged 14 SP:Iteration 15Q (3458.800000 sec): 3 clusters Score: Raw -504415.064556 + Penalty 3991.406023 = -500423.658533 nChanged 13 SP:Iteration 16Q (3458.820000 sec): 3 clusters Score: Raw -504422.901060 + Penalty 3991.406023 = -500431.495037 nChanged 20 SP:Iteration 17Q (3458.840000 sec): 3 clusters Score: Raw -504434.436159 + Penalty 3991.406023 = -500443.030136 nChanged 22 SP:Iteration 18Q (3458.860000 sec): 3 clusters Score: Raw -504445.282954 + Penalty 3991.406023 = -500453.876931 nChanged 22 SP:Iteration 19Q (3458.880000 sec): 3 clusters Score: Raw -504456.039254 + Penalty 3991.406023 = -500464.633231 nChanged 22 SP:Iteration 20F (3458.900000 sec): 3 clusters Score: Raw -504466.558448 + Penalty 3991.406023 = -500475.152425 nChanged 24 SP:Iteration 21Q (3458.910000 sec): 3 clusters Score: Raw -504479.077163 + Penalty 3991.406023 = -500487.671140 nChanged 30 SP:Iteration 22Q (3458.930000 sec): 3 clusters Score: Raw -504496.366930 + Penalty 3991.406023 = -500504.960908 nChanged 28 SP:Iteration 23Q (3458.950000 sec): 3 clusters Score: Raw -504509.093999 + Penalty 3991.406023 = -500517.687977 nChanged 23 SP:Iteration 24Q (3458.960000 sec): 3 clusters Score: Raw -504519.564322 + Penalty 3991.406023 = -500528.158299 nChanged 15 SP:Iteration 25Q (3458.980000 sec): 3 clusters Score: Raw -504525.100881 + Penalty 3991.406023 = -500533.694858 nChanged 12 SP:Iteration 26Q (3459.000000 sec): 3 clusters Score: Raw -504530.661534 + Penalty 3991.406023 = -500539.255511 nChanged 5 SP:Iteration 27Q (3459.020000 sec): 3 clusters Score: Raw -504532.129855 + Penalty 3991.406023 = -500540.723832 nChanged 5 SP:Iteration 28Q (3459.040000 sec): 3 clusters Score: Raw -504533.108558 + Penalty 3991.406023 = -500541.702535 nChanged 1 SP:Iteration 29Q (3459.050000 sec): 3 clusters Score: Raw -504533.190415 + Penalty 3991.406023 = -500541.784392 nChanged 1 SP:Iteration 30Q (3459.070000 sec): 3 clusters Score: Raw -504533.362740 + Penalty 3991.406023 = -500541.956717 nChanged 0 SP:Iteration 31F (3459.090000 sec): 3 clusters Score: Raw -504533.362740 + Penalty 3991.406023 = -500541.956717 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 9 (1020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3459.100000 sec): 2 clusters Score: Raw -165641.819410 + Penalty 1718.034361 = -163923.785049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3459.110000 sec): 3 clusters Score: Raw -165392.750742 + Penalty 3436.068722 = -161956.682020 nChanged 260 SP:Iteration 1F (3459.110000 sec): 3 clusters Score: Raw -165669.143853 + Penalty 3436.068722 = -162233.075131 nChanged 64 SP:Iteration 2F (3459.120000 sec): 3 clusters Score: Raw -165751.864121 + Penalty 3436.068722 = -162315.795399 nChanged 31 SP:Iteration 3Q (3459.120000 sec): 3 clusters Score: Raw -165792.241956 + Penalty 3436.068722 = -162356.173235 nChanged 16 SP:Iteration 4Q (3459.130000 sec): 3 clusters Score: Raw -165814.107578 + Penalty 3436.068722 = -162378.038857 nChanged 8 SP:Iteration 5Q (3459.140000 sec): 3 clusters Score: Raw -165823.285858 + Penalty 3436.068722 = -162387.217136 nChanged 5 SP:Iteration 6Q (3459.140000 sec): 3 clusters Score: Raw -165831.633742 + Penalty 3436.068722 = -162395.565020 nChanged 8 SP:Iteration 7Q (3459.150000 sec): 3 clusters Score: Raw -165838.057281 + Penalty 3436.068722 = -162401.988559 nChanged 5 SP:Iteration 8Q (3459.150000 sec): 3 clusters Score: Raw -165842.419006 + Penalty 3436.068722 = -162406.350285 nChanged 3 SP:Iteration 9Q (3459.160000 sec): 3 clusters Score: Raw -165844.620177 + Penalty 3436.068722 = -162408.551456 nChanged 0 SP:Iteration 10F (3459.160000 sec): 3 clusters Score: Raw -165844.620177 + Penalty 3436.068722 = -162408.551456 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 10 (4912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3459.200000 sec): 2 clusters Score: Raw -749785.468819 + Penalty 2107.860245 = -747677.608575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3459.220000 sec): 3 clusters Score: Raw -747450.609789 + Penalty 4215.720489 = -743234.889300 nChanged 1839 SP:Iteration 1F (3459.250000 sec): 3 clusters Score: Raw -748617.172974 + Penalty 4215.720489 = -744401.452485 nChanged 402 SP:Iteration 2F (3459.280000 sec): 3 clusters Score: Raw -748889.082799 + Penalty 4215.720489 = -744673.362310 nChanged 286 SP:Iteration 3F (3459.310000 sec): 3 clusters Score: Raw -749083.794583 + Penalty 4215.720489 = -744868.074094 nChanged 234 SP:Iteration 4Q (3459.340000 sec): 3 clusters Score: Raw -749239.289132 + Penalty 4215.720489 = -745023.568643 nChanged 199 SP:Iteration 5Q (3459.360000 sec): 3 clusters Score: Raw -749388.836358 + Penalty 4215.720489 = -745173.115869 nChanged 193 SP:Iteration 6Q (3459.390000 sec): 3 clusters Score: Raw -749516.063675 + Penalty 4215.720489 = -745300.343186 nChanged 171 SP:Iteration 7Q (3459.420000 sec): 3 clusters Score: Raw -749623.446202 + Penalty 4215.720489 = -745407.725713 nChanged 147 SP:Iteration 8Q (3459.450000 sec): 3 clusters Score: Raw -749733.224353 + Penalty 4215.720489 = -745517.503864 nChanged 157 SP:Iteration 9Q (3459.480000 sec): 3 clusters Score: Raw -749833.859659 + Penalty 4215.720489 = -745618.139170 nChanged 145 SP:Iteration 10Q (3459.500000 sec): 3 clusters Score: Raw -749934.622161 + Penalty 4215.720489 = -745718.901672 nChanged 137 SP:Iteration 11Q (3459.530000 sec): 3 clusters Score: Raw -750031.203634 + Penalty 4215.720489 = -745815.483145 nChanged 115 SP:Iteration 12Q (3459.560000 sec): 3 clusters Score: Raw -750107.975774 + Penalty 4215.720489 = -745892.255285 nChanged 112 SP:Iteration 13Q (3459.590000 sec): 3 clusters Score: Raw -750176.321458 + Penalty 4215.720489 = -745960.600968 nChanged 107 SP:Iteration 14Q (3459.610000 sec): 3 clusters Score: Raw -750247.786297 + Penalty 4215.720489 = -746032.065808 nChanged 91 SP:Iteration 15Q (3459.640000 sec): 3 clusters Score: Raw -750300.844111 + Penalty 4215.720489 = -746085.123622 nChanged 69 SP:Iteration 16Q (3459.670000 sec): 3 clusters Score: Raw -750339.637941 + Penalty 4215.720489 = -746123.917452 nChanged 58 SP:Iteration 17Q (3459.690000 sec): 3 clusters Score: Raw -750369.074319 + Penalty 4215.720489 = -746153.353830 nChanged 47 SP:Iteration 18Q (3459.720000 sec): 3 clusters Score: Raw -750394.068588 + Penalty 4215.720489 = -746178.348099 nChanged 59 SP:Iteration 19Q (3459.740000 sec): 3 clusters Score: Raw -750435.598804 + Penalty 4215.720489 = -746219.878315 nChanged 56 SP:Iteration 20F (3459.770000 sec): 3 clusters Score: Raw -750480.453720 + Penalty 4215.720489 = -746264.733231 nChanged 62 SP:Iteration 21Q (3459.800000 sec): 3 clusters Score: Raw -750519.762152 + Penalty 4215.720489 = -746304.041663 nChanged 61 SP:Iteration 22Q (3459.830000 sec): 3 clusters Score: Raw -750561.628333 + Penalty 4215.720489 = -746345.907844 nChanged 58 SP:Iteration 23Q (3459.850000 sec): 3 clusters Score: Raw -750606.189637 + Penalty 4215.720489 = -746390.469148 nChanged 64 SP:Iteration 24Q (3459.880000 sec): 3 clusters Score: Raw -750654.836986 + Penalty 4215.720489 = -746439.116497 nChanged 58 SP:Iteration 25Q (3459.900000 sec): 3 clusters Score: Raw -750699.247594 + Penalty 4215.720489 = -746483.527105 nChanged 53 SP:Iteration 26Q (3459.930000 sec): 3 clusters Score: Raw -750738.834534 + Penalty 4215.720489 = -746523.114045 nChanged 35 SP:Iteration 27Q (3459.950000 sec): 3 clusters Score: Raw -750764.446003 + Penalty 4215.720489 = -746548.725513 nChanged 35 SP:Iteration 28Q (3459.980000 sec): 3 clusters Score: Raw -750784.608470 + Penalty 4215.720489 = -746568.887981 nChanged 36 SP:Iteration 29Q (3460.000000 sec): 3 clusters Score: Raw -750804.244186 + Penalty 4215.720489 = -746588.523697 nChanged 27 SP:Iteration 30Q (3460.020000 sec): 3 clusters Score: Raw -750815.162299 + Penalty 4215.720489 = -746599.441810 nChanged 15 SP:Iteration 31Q (3460.050000 sec): 3 clusters Score: Raw -750821.750880 + Penalty 4215.720489 = -746606.030391 nChanged 9 SP:Iteration 32Q (3460.070000 sec): 3 clusters Score: Raw -750826.570561 + Penalty 4215.720489 = -746610.850072 nChanged 9 SP:Iteration 33Q (3460.100000 sec): 3 clusters Score: Raw -750831.069082 + Penalty 4215.720489 = -746615.348593 nChanged 3 SP:Iteration 34Q (3460.120000 sec): 3 clusters Score: Raw -750832.111700 + Penalty 4215.720489 = -746616.391211 nChanged 3 SP:Iteration 35Q (3460.140000 sec): 3 clusters Score: Raw -750832.622749 + Penalty 4215.720489 = -746616.902260 nChanged 1 SP:Iteration 36Q (3460.160000 sec): 3 clusters Score: Raw -750833.017812 + Penalty 4215.720489 = -746617.297323 nChanged 0 SP:Iteration 37F (3460.190000 sec): 3 clusters Score: Raw -750833.017812 + Penalty 4215.720489 = -746617.297323 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 11 (2197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3460.210000 sec): 2 clusters Score: Raw -334369.588536 + Penalty 1908.322322 = -332461.266214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3460.220000 sec): 3 clusters Score: Raw -333499.496520 + Penalty 3816.644644 = -329682.851876 nChanged 743 SP:Iteration 1F (3460.240000 sec): 3 clusters Score: Raw -334162.327110 + Penalty 3816.644644 = -330345.682466 nChanged 224 SP:Iteration 2F (3460.250000 sec): 3 clusters Score: Raw -334499.362841 + Penalty 3816.644644 = -330682.718197 nChanged 154 SP:Iteration 3F (3460.260000 sec): 3 clusters Score: Raw -334728.676167 + Penalty 3816.644644 = -330912.031523 nChanged 126 SP:Iteration 4F (3460.270000 sec): 3 clusters Score: Raw -334922.553783 + Penalty 3816.644644 = -331105.909140 nChanged 115 SP:Iteration 5F (3460.290000 sec): 3 clusters Score: Raw -335120.254303 + Penalty 3816.644644 = -331303.609659 nChanged 112 SP:Iteration 6F (3460.300000 sec): 3 clusters Score: Raw -335324.263842 + Penalty 3816.644644 = -331507.619198 nChanged 97 SP:Iteration 7Q (3460.310000 sec): 3 clusters Score: Raw -335484.631349 + Penalty 3816.644644 = -331667.986705 nChanged 92 SP:Iteration 8Q (3460.320000 sec): 3 clusters Score: Raw -335650.040509 + Penalty 3816.644644 = -331833.395865 nChanged 90 SP:Iteration 9Q (3460.330000 sec): 3 clusters Score: Raw -335815.527996 + Penalty 3816.644644 = -331998.883352 nChanged 78 SP:Iteration 10Q (3460.340000 sec): 3 clusters Score: Raw -335938.277096 + Penalty 3816.644644 = -332121.632452 nChanged 50 SP:Iteration 11Q (3460.350000 sec): 3 clusters Score: Raw -336004.167600 + Penalty 3816.644644 = -332187.522956 nChanged 26 SP:Iteration 12Q (3460.360000 sec): 3 clusters Score: Raw -336030.934167 + Penalty 3816.644644 = -332214.289523 nChanged 19 SP:Iteration 13Q (3460.370000 sec): 3 clusters Score: Raw -336050.002235 + Penalty 3816.644644 = -332233.357591 nChanged 16 SP:Iteration 14Q (3460.380000 sec): 3 clusters Score: Raw -336065.282637 + Penalty 3816.644644 = -332248.637993 nChanged 6 SP:Iteration 15Q (3460.390000 sec): 3 clusters Score: Raw -336070.892160 + Penalty 3816.644644 = -332254.247516 nChanged 3 SP:Iteration 16Q (3460.400000 sec): 3 clusters Score: Raw -336073.328108 + Penalty 3816.644644 = -332256.683464 nChanged 0 SP:Iteration 17F (3460.420000 sec): 3 clusters Score: Raw -336073.328108 + Penalty 3816.644644 = -332256.683464 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 12 (651653 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3463.820000 sec): 2 clusters Score: Raw -103531432.356033 + Penalty 3320.042338 = -103528112.313695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3467.660000 sec): 3 clusters Score: Raw -103093134.492984 + Penalty 6640.084675 = -103086494.408309 nChanged 319027 SP:Iteration 1F (3471.510000 sec): 3 clusters Score: Raw -103286453.104443 + Penalty 6640.084675 = -103279813.019768 nChanged 16494 SP:Iteration 2Q (3475.420000 sec): 3 clusters Score: Raw -103290523.196551 + Penalty 6640.084675 = -103283883.111876 nChanged 20668 SP:Iteration 3Q (3479.270000 sec): 3 clusters Score: Raw -103297742.733587 + Penalty 6640.084675 = -103291102.648911 nChanged 26762 SP:Iteration 4Q (3483.130000 sec): 3 clusters Score: Raw -103310359.762925 + Penalty 6640.084675 = -103303719.678250 nChanged 33357 SP:Iteration 5F (3486.950000 sec): 3 clusters Score: Raw -103328880.989050 + Penalty 6640.084675 = -103322240.904375 nChanged 38984 SP:Iteration 6F (3490.750000 sec): 3 clusters Score: Raw -103352669.354027 + Penalty 6640.084675 = -103346029.269351 nChanged 42470 SP:Iteration 7F (3494.560000 sec): 3 clusters Score: Raw -103381218.407561 + Penalty 6640.084675 = -103374578.322886 nChanged 42874 SP:Iteration 8F (3498.380000 sec): 3 clusters Score: Raw -103412059.391419 + Penalty 6640.084675 = -103405419.306743 nChanged 39252 SP:Iteration 9F (3502.110000 sec): 3 clusters Score: Raw -103437819.088422 + Penalty 6640.084675 = -103431179.003746 nChanged 30599 SP:Iteration 10Q (3505.820000 sec): 3 clusters Score: Raw -103452342.365233 + Penalty 6640.084675 = -103445702.280558 nChanged 19944 SP:Iteration 11Q (3509.530000 sec): 3 clusters Score: Raw -103458441.235624 + Penalty 6640.084675 = -103451801.150949 nChanged 12217 SP:Iteration 12Q (3513.230000 sec): 3 clusters Score: Raw -103461315.282625 + Penalty 6640.084675 = -103454675.197950 nChanged 8861 SP:Iteration 13Q (3516.920000 sec): 3 clusters Score: Raw -103463322.984025 + Penalty 6640.084675 = -103456682.899350 nChanged 7951 SP:Iteration 14Q (3520.580000 sec): 3 clusters Score: Raw -103465189.025835 + Penalty 6640.084675 = -103458548.941159 nChanged 8163 SP:Iteration 15Q (3524.260000 sec): 3 clusters Score: Raw -103467165.355481 + Penalty 6640.084675 = -103460525.270806 nChanged 8479 SP:Iteration 16Q (3527.920000 sec): 3 clusters Score: Raw -103469369.609018 + Penalty 6640.084675 = -103462729.524343 nChanged 9046 SP:Iteration 17Q (3531.570000 sec): 3 clusters Score: Raw -103471906.468599 + Penalty 6640.084675 = -103465266.383924 nChanged 9645 SP:Iteration 18Q (3535.220000 sec): 3 clusters Score: Raw -103474928.766099 + Penalty 6640.084675 = -103468288.681424 nChanged 10251 SP:Iteration 19Q (3538.850000 sec): 3 clusters Score: Raw -103478433.054915 + Penalty 6640.084675 = -103471792.970240 nChanged 10767 SP:Iteration 20F (3542.650000 sec): 3 clusters Score: Raw -103482462.826205 + Penalty 6640.084675 = -103475822.741530 nChanged 11060 SP:Iteration 21Q (3546.180000 sec): 3 clusters Score: Raw -103487033.274786 + Penalty 6640.084675 = -103480393.190110 nChanged 11347 SP:Iteration 22Q (3549.680000 sec): 3 clusters Score: Raw -103492159.669659 + Penalty 6640.084675 = -103485519.584984 nChanged 11305 SP:Iteration 23Q (3553.160000 sec): 3 clusters Score: Raw -103497512.072994 + Penalty 6640.084675 = -103490871.988319 nChanged 10738 SP:Iteration 24Q (3556.580000 sec): 3 clusters Score: Raw -103502624.197470 + Penalty 6640.084675 = -103495984.112795 nChanged 9964 SP:Iteration 25Q (3559.960000 sec): 3 clusters Score: Raw -103507209.415121 + Penalty 6640.084675 = -103500569.330445 nChanged 9046 SP:Iteration 26Q (3563.150000 sec): 3 clusters Score: Raw -103511093.765005 + Penalty 6640.084675 = -103504453.680330 nChanged 7914 SP:Iteration 27Q (3566.260000 sec): 3 clusters Score: Raw -103514144.089361 + Penalty 6640.084675 = -103507504.004686 nChanged 6820 SP:Iteration 28Q (3569.340000 sec): 3 clusters Score: Raw -103516435.615072 + Penalty 6640.084675 = -103509795.530397 nChanged 5855 SP:Iteration 29Q (3572.430000 sec): 3 clusters Score: Raw -103518170.866722 + Penalty 6640.084675 = -103511530.782047 nChanged 5125 SP:Iteration 30Q (3575.450000 sec): 3 clusters Score: Raw -103519488.918440 + Penalty 6640.084675 = -103512848.833765 nChanged 4526 SP:Iteration 31Q (3578.420000 sec): 3 clusters Score: Raw -103520518.817498 + Penalty 6640.084675 = -103513878.732823 nChanged 4078 SP:Iteration 32Q (3581.380000 sec): 3 clusters Score: Raw -103521341.976664 + Penalty 6640.084675 = -103514701.891988 nChanged 3681 SP:Iteration 33Q (3584.310000 sec): 3 clusters Score: Raw -103522012.990937 + Penalty 6640.084675 = -103515372.906261 nChanged 3453 SP:Iteration 34Q (3587.230000 sec): 3 clusters Score: Raw -103522592.734536 + Penalty 6640.084675 = -103515952.649861 nChanged 3116 SP:Iteration 35Q (3590.100000 sec): 3 clusters Score: Raw -103523077.871801 + Penalty 6640.084675 = -103516437.787125 nChanged 2904 SP:Iteration 36Q (3593.010000 sec): 3 clusters Score: Raw -103523492.156697 + Penalty 6640.084675 = -103516852.072022 nChanged 2639 SP:Iteration 37Q (3595.880000 sec): 3 clusters Score: Raw -103523833.870878 + Penalty 6640.084675 = -103517193.786202 nChanged 2331 SP:Iteration 38Q (3598.790000 sec): 3 clusters Score: Raw -103524104.598514 + Penalty 6640.084675 = -103517464.513838 nChanged 2106 SP:Iteration 39Q (3601.640000 sec): 3 clusters Score: Raw -103524334.949258 + Penalty 6640.084675 = -103517694.864582 nChanged 1995 SP:Iteration 40F (3605.180000 sec): 3 clusters Score: Raw -103524563.172280 + Penalty 6640.084675 = -103517923.087604 nChanged 1902 SP:Iteration 41Q (3608.050000 sec): 3 clusters Score: Raw -103524758.251426 + Penalty 6640.084675 = -103518118.166751 nChanged 1802 SP:Iteration 42Q (3610.920000 sec): 3 clusters Score: Raw -103524931.510195 + Penalty 6640.084675 = -103518291.425520 nChanged 1694 SP:Iteration 43Q (3613.780000 sec): 3 clusters Score: Raw -103525093.010072 + Penalty 6640.084675 = -103518452.925397 nChanged 1615 SP:Iteration 44Q (3616.600000 sec): 3 clusters Score: Raw -103525241.873044 + Penalty 6640.084675 = -103518601.788368 nChanged 1558 SP:Iteration 45Q (3619.450000 sec): 3 clusters Score: Raw -103525378.134750 + Penalty 6640.084675 = -103518738.050075 nChanged 1419 SP:Iteration 46Q (3622.270000 sec): 3 clusters Score: Raw -103525499.471825 + Penalty 6640.084675 = -103518859.387150 nChanged 1419 SP:Iteration 47Q (3625.100000 sec): 3 clusters Score: Raw -103525617.004920 + Penalty 6640.084675 = -103518976.920244 nChanged 1274 SP:Iteration 48Q (3627.940000 sec): 3 clusters Score: Raw -103525716.753593 + Penalty 6640.084675 = -103519076.668918 nChanged 1237 SP:Iteration 49Q (3630.730000 sec): 3 clusters Score: Raw -103525812.468952 + Penalty 6640.084675 = -103519172.384277 nChanged 1257 SP:Iteration 50Q (3633.500000 sec): 3 clusters Score: Raw -103525912.003972 + Penalty 6640.084675 = -103519271.919296 nChanged 1212 SP:Iteration 51Q (3636.300000 sec): 3 clusters Score: Raw -103526008.148044 + Penalty 6640.084675 = -103519368.063369 nChanged 1206 SP:Iteration 52Q (3639.110000 sec): 3 clusters Score: Raw -103526105.050225 + Penalty 6640.084675 = -103519464.965550 nChanged 1195 SP:Iteration 53Q (3641.910000 sec): 3 clusters Score: Raw -103526200.901130 + Penalty 6640.084675 = -103519560.816455 nChanged 1127 SP:Iteration 54Q (3644.700000 sec): 3 clusters Score: Raw -103526288.173218 + Penalty 6640.084675 = -103519648.088543 nChanged 1128 SP:Iteration 55Q (3647.510000 sec): 3 clusters Score: Raw -103526372.108371 + Penalty 6640.084675 = -103519732.023696 nChanged 1051 SP:Iteration 56Q (3650.250000 sec): 3 clusters Score: Raw -103526448.527972 + Penalty 6640.084675 = -103519808.443297 nChanged 990 SP:Iteration 57Q (3653.030000 sec): 3 clusters Score: Raw -103526517.439029 + Penalty 6640.084675 = -103519877.354354 nChanged 980 SP:Iteration 58Q (3655.800000 sec): 3 clusters Score: Raw -103526588.090187 + Penalty 6640.084675 = -103519948.005511 nChanged 941 SP:Iteration 59Q (3658.570000 sec): 3 clusters Score: Raw -103526657.022484 + Penalty 6640.084675 = -103520016.937809 nChanged 902 SP:Iteration 60F (3662.120000 sec): 3 clusters Score: Raw -103526720.213778 + Penalty 6640.084675 = -103520080.129103 nChanged 875 SP:Iteration 61Q (3664.880000 sec): 3 clusters Score: Raw -103526779.578155 + Penalty 6640.084675 = -103520139.493479 nChanged 851 SP:Iteration 62Q (3667.630000 sec): 3 clusters Score: Raw -103526836.886340 + Penalty 6640.084675 = -103520196.801664 nChanged 842 SP:Iteration 63Q (3670.380000 sec): 3 clusters Score: Raw -103526893.000668 + Penalty 6640.084675 = -103520252.915993 nChanged 838 SP:Iteration 64Q (3673.140000 sec): 3 clusters Score: Raw -103526948.610295 + Penalty 6640.084675 = -103520308.525620 nChanged 830 SP:Iteration 65Q (3675.850000 sec): 3 clusters Score: Raw -103527004.293131 + Penalty 6640.084675 = -103520364.208456 nChanged 782 SP:Iteration 66Q (3678.580000 sec): 3 clusters Score: Raw -103527055.965770 + Penalty 6640.084675 = -103520415.881095 nChanged 797 SP:Iteration 67Q (3681.310000 sec): 3 clusters Score: Raw -103527108.121983 + Penalty 6640.084675 = -103520468.037308 nChanged 774 SP:Iteration 68Q (3684.040000 sec): 3 clusters Score: Raw -103527159.396446 + Penalty 6640.084675 = -103520519.311771 nChanged 806 SP:Iteration 69Q (3686.760000 sec): 3 clusters Score: Raw -103527215.315560 + Penalty 6640.084675 = -103520575.230885 nChanged 780 SP:Iteration 70Q (3689.470000 sec): 3 clusters Score: Raw -103527268.757696 + Penalty 6640.084675 = -103520628.673020 nChanged 773 SP:Iteration 71Q (3692.200000 sec): 3 clusters Score: Raw -103527321.040052 + Penalty 6640.084675 = -103520680.955377 nChanged 762 SP:Iteration 72Q (3694.900000 sec): 3 clusters Score: Raw -103527374.088695 + Penalty 6640.084675 = -103520734.004020 nChanged 787 SP:Iteration 73Q (3697.620000 sec): 3 clusters Score: Raw -103527430.700840 + Penalty 6640.084675 = -103520790.616165 nChanged 784 SP:Iteration 74Q (3700.310000 sec): 3 clusters Score: Raw -103527488.788531 + Penalty 6640.084675 = -103520848.703855 nChanged 821 SP:Iteration 75Q (3702.990000 sec): 3 clusters Score: Raw -103527552.865356 + Penalty 6640.084675 = -103520912.780681 nChanged 879 SP:Iteration 76Q (3705.670000 sec): 3 clusters Score: Raw -103527622.006983 + Penalty 6640.084675 = -103520981.922308 nChanged 844 SP:Iteration 77Q (3708.350000 sec): 3 clusters Score: Raw -103527687.707982 + Penalty 6640.084675 = -103521047.623306 nChanged 811 SP:Iteration 78Q (3711.010000 sec): 3 clusters Score: Raw -103527751.043547 + Penalty 6640.084675 = -103521110.958871 nChanged 826 SP:Iteration 79Q (3713.680000 sec): 3 clusters Score: Raw -103527818.432676 + Penalty 6640.084675 = -103521178.348000 nChanged 832 SP:Iteration 80F (3717.150000 sec): 3 clusters Score: Raw -103527886.937845 + Penalty 6640.084675 = -103521246.853170 nChanged 842 SP:Iteration 81Q (3719.830000 sec): 3 clusters Score: Raw -103527959.828298 + Penalty 6640.084675 = -103521319.743622 nChanged 881 SP:Iteration 82Q (3722.490000 sec): 3 clusters Score: Raw -103528038.395134 + Penalty 6640.084675 = -103521398.310459 nChanged 864 SP:Iteration 83Q (3725.160000 sec): 3 clusters Score: Raw -103528116.694939 + Penalty 6640.084675 = -103521476.610264 nChanged 876 SP:Iteration 84Q (3727.840000 sec): 3 clusters Score: Raw -103528199.550952 + Penalty 6640.084675 = -103521559.466277 nChanged 910 SP:Iteration 85Q (3730.370000 sec): 3 clusters Score: Raw -103528288.504801 + Penalty 6640.084675 = -103521648.420126 nChanged 909 SP:Iteration 86Q (3732.900000 sec): 3 clusters Score: Raw -103528380.467653 + Penalty 6640.084675 = -103521740.382978 nChanged 960 SP:Iteration 87Q (3735.380000 sec): 3 clusters Score: Raw -103528480.103490 + Penalty 6640.084675 = -103521840.018815 nChanged 907 SP:Iteration 88Q (3737.850000 sec): 3 clusters Score: Raw -103528570.507783 + Penalty 6640.084675 = -103521930.423108 nChanged 913 SP:Iteration 89Q (3740.340000 sec): 3 clusters Score: Raw -103528663.921089 + Penalty 6640.084675 = -103522023.836413 nChanged 931 SP:Iteration 90Q (3742.820000 sec): 3 clusters Score: Raw -103528764.382559 + Penalty 6640.084675 = -103522124.297884 nChanged 983 SP:Iteration 91Q (3745.360000 sec): 3 clusters Score: Raw -103528873.500397 + Penalty 6640.084675 = -103522233.415722 nChanged 971 SP:Iteration 92Q (3747.880000 sec): 3 clusters Score: Raw -103528987.998510 + Penalty 6640.084675 = -103522347.913834 nChanged 987 SP:Iteration 93Q (3750.370000 sec): 3 clusters Score: Raw -103529107.461218 + Penalty 6640.084675 = -103522467.376542 nChanged 1004 SP:Iteration 94Q (3752.840000 sec): 3 clusters Score: Raw -103529229.665927 + Penalty 6640.084675 = -103522589.581252 nChanged 1017 SP:Iteration 95Q (3755.290000 sec): 3 clusters Score: Raw -103529357.413768 + Penalty 6640.084675 = -103522717.329092 nChanged 933 SP:Iteration 96Q (3757.840000 sec): 3 clusters Score: Raw -103529472.090036 + Penalty 6640.084675 = -103522832.005360 nChanged 920 SP:Iteration 97Q (3760.280000 sec): 3 clusters Score: Raw -103529583.905913 + Penalty 6640.084675 = -103522943.821238 nChanged 891 SP:Iteration 98Q (3762.720000 sec): 3 clusters Score: Raw -103529694.996917 + Penalty 6640.084675 = -103523054.912241 nChanged 886 SP:Iteration 99Q (3765.140000 sec): 3 clusters Score: Raw -103529808.752568 + Penalty 6640.084675 = -103523168.667892 nChanged 933 SP:Iteration 100F (3768.550000 sec): 3 clusters Score: Raw -103529932.964053 + Penalty 6640.084675 = -103523292.879378 nChanged 883 SP:Iteration 101Q (3771.130000 sec): 3 clusters Score: Raw -103530051.035977 + Penalty 6640.084675 = -103523410.951302 nChanged 836 SP:Iteration 102Q (3773.540000 sec): 3 clusters Score: Raw -103530162.181032 + Penalty 6640.084675 = -103523522.096356 nChanged 835 SP:Iteration 103Q (3775.990000 sec): 3 clusters Score: Raw -103530279.698326 + Penalty 6640.084675 = -103523639.613651 nChanged 858 SP:Iteration 104Q (3778.570000 sec): 3 clusters Score: Raw -103530403.176085 + Penalty 6640.084675 = -103523763.091410 nChanged 843 SP:Iteration 105Q (3781.240000 sec): 3 clusters Score: Raw -103530535.094566 + Penalty 6640.084675 = -103523895.009891 nChanged 851 SP:Iteration 106Q (3783.790000 sec): 3 clusters Score: Raw -103530670.223463 + Penalty 6640.084675 = -103524030.138788 nChanged 843 SP:Iteration 107Q (3786.260000 sec): 3 clusters Score: Raw -103530798.127887 + Penalty 6640.084675 = -103524158.043211 nChanged 798 SP:Iteration 108Q (3788.680000 sec): 3 clusters Score: Raw -103530925.299990 + Penalty 6640.084675 = -103524285.215315 nChanged 789 SP:Iteration 109Q (3791.080000 sec): 3 clusters Score: Raw -103531043.073227 + Penalty 6640.084675 = -103524402.988551 nChanged 710 SP:Iteration 110Q (3793.460000 sec): 3 clusters Score: Raw -103531145.846120 + Penalty 6640.084675 = -103524505.761445 nChanged 678 SP:Iteration 111Q (3795.850000 sec): 3 clusters Score: Raw -103531249.190175 + Penalty 6640.084675 = -103524609.105499 nChanged 660 SP:Iteration 112Q (3798.290000 sec): 3 clusters Score: Raw -103531351.219401 + Penalty 6640.084675 = -103524711.134726 nChanged 661 SP:Iteration 113Q (3800.680000 sec): 3 clusters Score: Raw -103531460.148877 + Penalty 6640.084675 = -103524820.064202 nChanged 655 SP:Iteration 114Q (3803.110000 sec): 3 clusters Score: Raw -103531578.397748 + Penalty 6640.084675 = -103524938.313072 nChanged 663 SP:Iteration 115Q (3805.500000 sec): 3 clusters Score: Raw -103531696.423547 + Penalty 6640.084675 = -103525056.338871 nChanged 640 SP:Iteration 116Q (3807.900000 sec): 3 clusters Score: Raw -103531809.875871 + Penalty 6640.084675 = -103525169.791196 nChanged 567 SP:Iteration 117Q (3810.260000 sec): 3 clusters Score: Raw -103531907.317896 + Penalty 6640.084675 = -103525267.233220 nChanged 520 SP:Iteration 118Q (3812.630000 sec): 3 clusters Score: Raw -103531997.396344 + Penalty 6640.084675 = -103525357.311668 nChanged 504 SP:Iteration 119Q (3814.980000 sec): 3 clusters Score: Raw -103532090.007365 + Penalty 6640.084675 = -103525449.922690 nChanged 477 SP:Iteration 120F (3818.320000 sec): 3 clusters Score: Raw -103532182.481296 + Penalty 6640.084675 = -103525542.396621 nChanged 519 SP:Iteration 121Q (3820.920000 sec): 3 clusters Score: Raw -103532290.157257 + Penalty 6640.084675 = -103525650.072581 nChanged 494 SP:Iteration 122Q (3823.390000 sec): 3 clusters Score: Raw -103532380.758402 + Penalty 6640.084675 = -103525740.673727 nChanged 419 SP:Iteration 123Q (3825.950000 sec): 3 clusters Score: Raw -103532450.347071 + Penalty 6640.084675 = -103525810.262396 nChanged 346 SP:Iteration 124Q (3828.480000 sec): 3 clusters Score: Raw -103532504.059925 + Penalty 6640.084675 = -103525863.975249 nChanged 299 SP:Iteration 125Q (3831.030000 sec): 3 clusters Score: Raw -103532551.061840 + Penalty 6640.084675 = -103525910.977164 nChanged 267 SP:Iteration 126Q (3833.570000 sec): 3 clusters Score: Raw -103532594.106021 + Penalty 6640.084675 = -103525954.021346 nChanged 264 SP:Iteration 127Q (3836.120000 sec): 3 clusters Score: Raw -103532635.141084 + Penalty 6640.084675 = -103525995.056408 nChanged 263 SP:Iteration 128Q (3838.670000 sec): 3 clusters Score: Raw -103532679.919870 + Penalty 6640.084675 = -103526039.835195 nChanged 250 SP:Iteration 129Q (3841.250000 sec): 3 clusters Score: Raw -103532719.809652 + Penalty 6640.084675 = -103526079.724976 nChanged 212 SP:Iteration 130Q (3843.750000 sec): 3 clusters Score: Raw -103532753.507024 + Penalty 6640.084675 = -103526113.422349 nChanged 225 SP:Iteration 131Q (3846.290000 sec): 3 clusters Score: Raw -103532789.156213 + Penalty 6640.084675 = -103526149.071538 nChanged 198 SP:Iteration 132Q (3848.790000 sec): 3 clusters Score: Raw -103532819.809686 + Penalty 6640.084675 = -103526179.725011 nChanged 175 SP:Iteration 133Q (3851.270000 sec): 3 clusters Score: Raw -103532845.663577 + Penalty 6640.084675 = -103526205.578902 nChanged 142 SP:Iteration 134Q (3853.880000 sec): 3 clusters Score: Raw -103532864.166244 + Penalty 6640.084675 = -103526224.081569 nChanged 130 SP:Iteration 135Q (3856.370000 sec): 3 clusters Score: Raw -103532883.706585 + Penalty 6640.084675 = -103526243.621909 nChanged 153 SP:Iteration 136Q (3858.910000 sec): 3 clusters Score: Raw -103532903.470386 + Penalty 6640.084675 = -103526263.385710 nChanged 123 SP:Iteration 137Q (3861.440000 sec): 3 clusters Score: Raw -103532919.880891 + Penalty 6640.084675 = -103526279.796216 nChanged 135 SP:Iteration 138Q (3863.980000 sec): 3 clusters Score: Raw -103532938.274184 + Penalty 6640.084675 = -103526298.189509 nChanged 130 SP:Iteration 139Q (3866.520000 sec): 3 clusters Score: Raw -103532955.928436 + Penalty 6640.084675 = -103526315.843761 nChanged 129 SP:Iteration 140F (3870.040000 sec): 3 clusters Score: Raw -103532972.534853 + Penalty 6640.084675 = -103526332.450177 nChanged 118 SP:Iteration 141Q (3872.530000 sec): 3 clusters Score: Raw -103532985.919984 + Penalty 6640.084675 = -103526345.835309 nChanged 119 SP:Iteration 142Q (3875.010000 sec): 3 clusters Score: Raw -103533001.332018 + Penalty 6640.084675 = -103526361.247343 nChanged 124 SP:Iteration 143Q (3877.610000 sec): 3 clusters Score: Raw -103533017.569799 + Penalty 6640.084675 = -103526377.485124 nChanged 122 SP:Iteration 144Q (3880.160000 sec): 3 clusters Score: Raw -103533034.133532 + Penalty 6640.084675 = -103526394.048857 nChanged 123 SP:Iteration 145Q (3882.760000 sec): 3 clusters Score: Raw -103533049.410894 + Penalty 6640.084675 = -103526409.326219 nChanged 106 SP:Iteration 146Q (3885.280000 sec): 3 clusters Score: Raw -103533063.734812 + Penalty 6640.084675 = -103526423.650137 nChanged 103 SP:Iteration 147Q (3887.820000 sec): 3 clusters Score: Raw -103533077.371795 + Penalty 6640.084675 = -103526437.287120 nChanged 91 SP:Iteration 148Q (3890.480000 sec): 3 clusters Score: Raw -103533087.624258 + Penalty 6640.084675 = -103526447.539583 nChanged 77 SP:Iteration 149Q (3893.010000 sec): 3 clusters Score: Raw -103533095.933436 + Penalty 6640.084675 = -103526455.848761 nChanged 66 SP:Iteration 150Q (3895.560000 sec): 3 clusters Score: Raw -103533102.943888 + Penalty 6640.084675 = -103526462.859213 nChanged 68 SP:Iteration 151Q (3898.090000 sec): 3 clusters Score: Raw -103533110.904012 + Penalty 6640.084675 = -103526470.819337 nChanged 70 SP:Iteration 152Q (3900.610000 sec): 3 clusters Score: Raw -103533118.714120 + Penalty 6640.084675 = -103526478.629444 nChanged 79 SP:Iteration 153Q (3903.210000 sec): 3 clusters Score: Raw -103533126.725934 + Penalty 6640.084675 = -103526486.641258 nChanged 73 SP:Iteration 154Q (3905.770000 sec): 3 clusters Score: Raw -103533134.358578 + Penalty 6640.084675 = -103526494.273902 nChanged 72 SP:Iteration 155Q (3908.380000 sec): 3 clusters Score: Raw -103533142.866495 + Penalty 6640.084675 = -103526502.781819 nChanged 73 SP:Iteration 156Q (3910.970000 sec): 3 clusters Score: Raw -103533151.263548 + Penalty 6640.084675 = -103526511.178873 nChanged 95 SP:Iteration 157Q (3913.550000 sec): 3 clusters Score: Raw -103533162.439835 + Penalty 6640.084675 = -103526522.355160 nChanged 73 SP:Iteration 158Q (3916.100000 sec): 3 clusters Score: Raw -103533170.162776 + Penalty 6640.084675 = -103526530.078100 nChanged 83 SP:Iteration 159Q (3918.690000 sec): 3 clusters Score: Raw -103533182.817443 + Penalty 6640.084675 = -103526542.732768 nChanged 108 SP:Iteration 160F (3922.290000 sec): 3 clusters Score: Raw -103533198.259253 + Penalty 6640.084675 = -103526558.174577 nChanged 124 SP:Iteration 161Q (3924.860000 sec): 3 clusters Score: Raw -103533214.505871 + Penalty 6640.084675 = -103526574.421196 nChanged 109 SP:Iteration 162Q (3927.400000 sec): 3 clusters Score: Raw -103533230.220365 + Penalty 6640.084675 = -103526590.135689 nChanged 130 SP:Iteration 163Q (3929.980000 sec): 3 clusters Score: Raw -103533248.881845 + Penalty 6640.084675 = -103526608.797169 nChanged 123 SP:Iteration 164Q (3932.520000 sec): 3 clusters Score: Raw -103533266.694893 + Penalty 6640.084675 = -103526626.610217 nChanged 126 SP:Iteration 165Q (3935.060000 sec): 3 clusters Score: Raw -103533283.474659 + Penalty 6640.084675 = -103526643.389984 nChanged 115 SP:Iteration 166Q (3937.640000 sec): 3 clusters Score: Raw -103533298.414272 + Penalty 6640.084675 = -103526658.329596 nChanged 107 SP:Iteration 167Q (3940.150000 sec): 3 clusters Score: Raw -103533312.192989 + Penalty 6640.084675 = -103526672.108313 nChanged 103 SP:Iteration 168Q (3942.690000 sec): 3 clusters Score: Raw -103533326.947265 + Penalty 6640.084675 = -103526686.862589 nChanged 109 SP:Iteration 169Q (3945.260000 sec): 3 clusters Score: Raw -103533342.537603 + Penalty 6640.084675 = -103526702.452928 nChanged 94 SP:Iteration 170Q (3947.690000 sec): 3 clusters Score: Raw -103533354.524768 + Penalty 6640.084675 = -103526714.440092 nChanged 103 SP:Iteration 171Q (3950.080000 sec): 3 clusters Score: Raw -103533366.963059 + Penalty 6640.084675 = -103526726.878384 nChanged 96 SP:Iteration 172Q (3952.520000 sec): 3 clusters Score: Raw -103533380.818891 + Penalty 6640.084675 = -103526740.734216 nChanged 92 SP:Iteration 173Q (3955.050000 sec): 3 clusters Score: Raw -103533392.330224 + Penalty 6640.084675 = -103526752.245549 nChanged 86 SP:Iteration 174Q (3957.420000 sec): 3 clusters Score: Raw -103533401.428843 + Penalty 6640.084675 = -103526761.344167 nChanged 84 SP:Iteration 175Q (3959.800000 sec): 3 clusters Score: Raw -103533410.637422 + Penalty 6640.084675 = -103526770.552747 nChanged 69 SP:Iteration 176Q (3962.180000 sec): 3 clusters Score: Raw -103533419.164265 + Penalty 6640.084675 = -103526779.079589 nChanged 73 SP:Iteration 177Q (3964.560000 sec): 3 clusters Score: Raw -103533428.241006 + Penalty 6640.084675 = -103526788.156331 nChanged 75 SP:Iteration 178Q (3966.940000 sec): 3 clusters Score: Raw -103533438.065293 + Penalty 6640.084675 = -103526797.980617 nChanged 76 SP:Iteration 179Q (3969.310000 sec): 3 clusters Score: Raw -103533448.933671 + Penalty 6640.084675 = -103526808.848996 nChanged 83 SP:Iteration 180F (3972.850000 sec): 3 clusters Score: Raw -103533460.300155 + Penalty 6640.084675 = -103526820.215480 nChanged 88 SP:Iteration 181Q (3975.400000 sec): 3 clusters Score: Raw -103533471.603496 + Penalty 6640.084675 = -103526831.518821 nChanged 70 SP:Iteration 182Q (3977.880000 sec): 3 clusters Score: Raw -103533478.215746 + Penalty 6640.084675 = -103526838.131071 nChanged 65 SP:Iteration 183Q (3980.260000 sec): 3 clusters Score: Raw -103533485.371209 + Penalty 6640.084675 = -103526845.286534 nChanged 69 SP:Iteration 184Q (3982.660000 sec): 3 clusters Score: Raw -103533492.659329 + Penalty 6640.084675 = -103526852.574653 nChanged 58 SP:Iteration 185Q (3985.040000 sec): 3 clusters Score: Raw -103533500.348789 + Penalty 6640.084675 = -103526860.264114 nChanged 64 SP:Iteration 186Q (3987.370000 sec): 3 clusters Score: Raw -103533507.173685 + Penalty 6640.084675 = -103526867.089010 nChanged 52 SP:Iteration 187Q (3989.730000 sec): 3 clusters Score: Raw -103533512.207749 + Penalty 6640.084675 = -103526872.123073 nChanged 46 SP:Iteration 188Q (3992.080000 sec): 3 clusters Score: Raw -103533516.497448 + Penalty 6640.084675 = -103526876.412773 nChanged 52 SP:Iteration 189Q (3994.420000 sec): 3 clusters Score: Raw -103533521.902163 + Penalty 6640.084675 = -103526881.817488 nChanged 46 SP:Iteration 190Q (3996.850000 sec): 3 clusters Score: Raw -103533525.800969 + Penalty 6640.084675 = -103526885.716294 nChanged 33 SP:Iteration 191Q (3999.390000 sec): 3 clusters Score: Raw -103533528.521595 + Penalty 6640.084675 = -103526888.436920 nChanged 29 SP:Iteration 192Q (4001.880000 sec): 3 clusters Score: Raw -103533530.809341 + Penalty 6640.084675 = -103526890.724665 nChanged 27 SP:Iteration 193Q (4004.370000 sec): 3 clusters Score: Raw -103533532.898968 + Penalty 6640.084675 = -103526892.814292 nChanged 20 SP:Iteration 194Q (4006.900000 sec): 3 clusters Score: Raw -103533534.585144 + Penalty 6640.084675 = -103526894.500469 nChanged 17 SP:Iteration 195Q (4009.440000 sec): 3 clusters Score: Raw -103533535.905774 + Penalty 6640.084675 = -103526895.821098 nChanged 14 SP:Iteration 196Q (4011.940000 sec): 3 clusters Score: Raw -103533536.977330 + Penalty 6640.084675 = -103526896.892655 nChanged 16 SP:Iteration 197Q (4014.480000 sec): 3 clusters Score: Raw -103533538.201353 + Penalty 6640.084675 = -103526898.116678 nChanged 11 SP:Iteration 198Q (4017.020000 sec): 3 clusters Score: Raw -103533539.018340 + Penalty 6640.084675 = -103526898.933665 nChanged 10 SP:Iteration 199Q (4019.530000 sec): 3 clusters Score: Raw -103533539.926140 + Penalty 6640.084675 = -103526899.841464 nChanged 14 SP:Iteration 200F (4023.060000 sec): 3 clusters Score: Raw -103533541.064574 + Penalty 6640.084675 = -103526900.979898 nChanged 11 SP:Iteration 201Q (4025.590000 sec): 3 clusters Score: Raw -103533541.904477 + Penalty 6640.084675 = -103526901.819802 nChanged 9 SP:Iteration 202Q (4028.110000 sec): 3 clusters Score: Raw -103533542.785950 + Penalty 6640.084675 = -103526902.701274 nChanged 12 SP:Iteration 203Q (4030.620000 sec): 3 clusters Score: Raw -103533544.059876 + Penalty 6640.084675 = -103526903.975201 nChanged 14 SP:Iteration 204Q (4033.130000 sec): 3 clusters Score: Raw -103533545.522127 + Penalty 6640.084675 = -103526905.437452 nChanged 18 SP:Iteration 205Q (4035.650000 sec): 3 clusters Score: Raw -103533547.183293 + Penalty 6640.084675 = -103526907.098618 nChanged 20 SP:Iteration 206Q (4038.160000 sec): 3 clusters Score: Raw -103533548.751925 + Penalty 6640.084675 = -103526908.667250 nChanged 17 SP:Iteration 207Q (4040.700000 sec): 3 clusters Score: Raw -103533550.160512 + Penalty 6640.084675 = -103526910.075837 nChanged 27 SP:Iteration 208Q (4043.330000 sec): 3 clusters Score: Raw -103533552.950043 + Penalty 6640.084675 = -103526912.865368 nChanged 31 SP:Iteration 209Q (4045.820000 sec): 3 clusters Score: Raw -103533555.763679 + Penalty 6640.084675 = -103526915.679003 nChanged 29 SP:Iteration 210Q (4048.350000 sec): 3 clusters Score: Raw -103533558.455376 + Penalty 6640.084675 = -103526918.370700 nChanged 28 SP:Iteration 211Q (4050.850000 sec): 3 clusters Score: Raw -103533560.893875 + Penalty 6640.084675 = -103526920.809199 nChanged 19 SP:Iteration 212Q (4053.360000 sec): 3 clusters Score: Raw -103533562.468981 + Penalty 6640.084675 = -103526922.384306 nChanged 21 SP:Iteration 213Q (4055.890000 sec): 3 clusters Score: Raw -103533564.575662 + Penalty 6640.084675 = -103526924.490986 nChanged 34 SP:Iteration 214Q (4058.480000 sec): 3 clusters Score: Raw -103533567.240190 + Penalty 6640.084675 = -103526927.155514 nChanged 21 SP:Iteration 215Q (4061.010000 sec): 3 clusters Score: Raw -103533569.038441 + Penalty 6640.084675 = -103526928.953765 nChanged 23 SP:Iteration 216Q (4063.540000 sec): 3 clusters Score: Raw -103533571.253427 + Penalty 6640.084675 = -103526931.168751 nChanged 31 SP:Iteration 217Q (4066.040000 sec): 3 clusters Score: Raw -103533574.195123 + Penalty 6640.084675 = -103526934.110447 nChanged 31 SP:Iteration 218Q (4068.530000 sec): 3 clusters Score: Raw -103533576.835811 + Penalty 6640.084675 = -103526936.751136 nChanged 29 SP:Iteration 219Q (4071.080000 sec): 3 clusters Score: Raw -103533579.099218 + Penalty 6640.084675 = -103526939.014542 nChanged 22 SP:Iteration 220F (4074.710000 sec): 3 clusters Score: Raw -103533581.129029 + Penalty 6640.084675 = -103526941.044354 nChanged 20 SP:Iteration 221Q (4077.200000 sec): 3 clusters Score: Raw -103533582.678730 + Penalty 6640.084675 = -103526942.594055 nChanged 19 SP:Iteration 222Q (4079.720000 sec): 3 clusters Score: Raw -103533584.789949 + Penalty 6640.084675 = -103526944.705274 nChanged 29 SP:Iteration 223Q (4082.230000 sec): 3 clusters Score: Raw -103533587.455667 + Penalty 6640.084675 = -103526947.370992 nChanged 24 SP:Iteration 224Q (4084.740000 sec): 3 clusters Score: Raw -103533589.675478 + Penalty 6640.084675 = -103526949.590802 nChanged 24 SP:Iteration 225Q (4087.290000 sec): 3 clusters Score: Raw -103533591.998757 + Penalty 6640.084675 = -103526951.914082 nChanged 20 SP:Iteration 226Q (4089.810000 sec): 3 clusters Score: Raw -103533593.521899 + Penalty 6640.084675 = -103526953.437223 nChanged 19 SP:Iteration 227Q (4092.300000 sec): 3 clusters Score: Raw -103533595.182946 + Penalty 6640.084675 = -103526955.098271 nChanged 18 SP:Iteration 228Q (4094.790000 sec): 3 clusters Score: Raw -103533596.961866 + Penalty 6640.084675 = -103526956.877191 nChanged 19 SP:Iteration 229Q (4097.290000 sec): 3 clusters Score: Raw -103533598.543458 + Penalty 6640.084675 = -103526958.458782 nChanged 18 SP:Iteration 230Q (4099.800000 sec): 3 clusters Score: Raw -103533599.830434 + Penalty 6640.084675 = -103526959.745759 nChanged 12 SP:Iteration 231Q (4102.420000 sec): 3 clusters Score: Raw -103533600.606449 + Penalty 6640.084675 = -103526960.521774 nChanged 14 SP:Iteration 232Q (4104.950000 sec): 3 clusters Score: Raw -103533601.571040 + Penalty 6640.084675 = -103526961.486365 nChanged 10 SP:Iteration 233Q (4107.510000 sec): 3 clusters Score: Raw -103533602.279122 + Penalty 6640.084675 = -103526962.194446 nChanged 9 SP:Iteration 234Q (4109.940000 sec): 3 clusters Score: Raw -103533602.819606 + Penalty 6640.084675 = -103526962.734930 nChanged 5 SP:Iteration 235Q (4112.320000 sec): 3 clusters Score: Raw -103533603.340501 + Penalty 6640.084675 = -103526963.255825 nChanged 12 SP:Iteration 236Q (4114.880000 sec): 3 clusters Score: Raw -103533604.405334 + Penalty 6640.084675 = -103526964.320658 nChanged 14 SP:Iteration 237Q (4117.420000 sec): 3 clusters Score: Raw -103533605.573306 + Penalty 6640.084675 = -103526965.488631 nChanged 11 SP:Iteration 238Q (4119.960000 sec): 3 clusters Score: Raw -103533606.305798 + Penalty 6640.084675 = -103526966.221122 nChanged 11 SP:Iteration 239Q (4122.530000 sec): 3 clusters Score: Raw -103533607.052009 + Penalty 6640.084675 = -103526966.967334 nChanged 7 SP:Iteration 240F (4126.120000 sec): 3 clusters Score: Raw -103533607.553805 + Penalty 6640.084675 = -103526967.469130 nChanged 10 SP:Iteration 241Q (4128.690000 sec): 3 clusters Score: Raw -103533608.629610 + Penalty 6640.084675 = -103526968.544935 nChanged 16 SP:Iteration 242Q (4131.280000 sec): 3 clusters Score: Raw -103533609.860392 + Penalty 6640.084675 = -103526969.775716 nChanged 20 SP:Iteration 243Q (4133.890000 sec): 3 clusters Score: Raw -103533611.274497 + Penalty 6640.084675 = -103526971.189822 nChanged 10 SP:Iteration 244Q (4136.430000 sec): 3 clusters Score: Raw -103533612.053565 + Penalty 6640.084675 = -103526971.968890 nChanged 7 SP:Iteration 245Q (4139.030000 sec): 3 clusters Score: Raw -103533612.549459 + Penalty 6640.084675 = -103526972.464784 nChanged 7 SP:Iteration 246Q (4141.600000 sec): 3 clusters Score: Raw -103533613.060522 + Penalty 6640.084675 = -103526972.975846 nChanged 6 SP:Iteration 247Q (4144.170000 sec): 3 clusters Score: Raw -103533613.405852 + Penalty 6640.084675 = -103526973.321177 nChanged 5 SP:Iteration 248Q (4146.750000 sec): 3 clusters Score: Raw -103533613.687961 + Penalty 6640.084675 = -103526973.603286 nChanged 3 SP:Iteration 249Q (4149.300000 sec): 3 clusters Score: Raw -103533613.806388 + Penalty 6640.084675 = -103526973.721712 nChanged 4 SP:Iteration 250Q (4151.870000 sec): 3 clusters Score: Raw -103533614.051608 + Penalty 6640.084675 = -103526973.966933 nChanged 3 SP:Iteration 251Q (4154.420000 sec): 3 clusters Score: Raw -103533614.310776 + Penalty 6640.084675 = -103526974.226100 nChanged 3 SP:Iteration 252Q (4156.950000 sec): 3 clusters Score: Raw -103533614.479152 + Penalty 6640.084675 = -103526974.394476 nChanged 2 SP:Iteration 253Q (4159.470000 sec): 3 clusters Score: Raw -103533614.549243 + Penalty 6640.084675 = -103526974.464567 nChanged 2 SP:Iteration 254Q (4162.000000 sec): 3 clusters Score: Raw -103533614.669889 + Penalty 6640.084675 = -103526974.585214 nChanged 1 SP:Iteration 255Q (4164.570000 sec): 3 clusters Score: Raw -103533614.720737 + Penalty 6640.084675 = -103526974.636061 nChanged 1 SP:Iteration 256Q (4167.140000 sec): 3 clusters Score: Raw -103533614.757832 + Penalty 6640.084675 = -103526974.673156 nChanged 0 SP:Iteration 257F (4170.600000 sec): 3 clusters Score: Raw -103533614.757832 + Penalty 6640.084675 = -103526974.673156 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 13 (10717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4170.940000 sec): 2 clusters Score: Raw -1725121.789197 + Penalty 2301.337463 = -1722820.451734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4171.000000 sec): 3 clusters Score: Raw -1719271.277598 + Penalty 4602.674926 = -1714668.602672 nChanged 4512 SP:Iteration 1F (4171.060000 sec): 3 clusters Score: Raw -1721730.588334 + Penalty 4602.674926 = -1717127.913408 nChanged 716 SP:Iteration 2F (4171.120000 sec): 3 clusters Score: Raw -1722070.026525 + Penalty 4602.674926 = -1717467.351599 nChanged 533 SP:Iteration 3Q (4171.180000 sec): 3 clusters Score: Raw -1722299.018348 + Penalty 4602.674926 = -1717696.343422 nChanged 450 SP:Iteration 4Q (4171.240000 sec): 3 clusters Score: Raw -1722483.434331 + Penalty 4602.674926 = -1717880.759405 nChanged 388 SP:Iteration 5Q (4171.300000 sec): 3 clusters Score: Raw -1722655.820098 + Penalty 4602.674926 = -1718053.145172 nChanged 353 SP:Iteration 6Q (4171.360000 sec): 3 clusters Score: Raw -1722805.439121 + Penalty 4602.674926 = -1718202.764195 nChanged 337 SP:Iteration 7Q (4171.410000 sec): 3 clusters Score: Raw -1722946.673858 + Penalty 4602.674926 = -1718343.998932 nChanged 307 SP:Iteration 8Q (4171.470000 sec): 3 clusters Score: Raw -1723095.424703 + Penalty 4602.674926 = -1718492.749777 nChanged 317 SP:Iteration 9Q (4171.530000 sec): 3 clusters Score: Raw -1723255.397324 + Penalty 4602.674926 = -1718652.722398 nChanged 326 SP:Iteration 10Q (4171.590000 sec): 3 clusters Score: Raw -1723422.977681 + Penalty 4602.674926 = -1718820.302754 nChanged 328 SP:Iteration 11Q (4171.650000 sec): 3 clusters Score: Raw -1723583.686679 + Penalty 4602.674926 = -1718981.011752 nChanged 316 SP:Iteration 12Q (4171.710000 sec): 3 clusters Score: Raw -1723740.339063 + Penalty 4602.674926 = -1719137.664137 nChanged 312 SP:Iteration 13Q (4171.770000 sec): 3 clusters Score: Raw -1723889.531839 + Penalty 4602.674926 = -1719286.856913 nChanged 286 SP:Iteration 14Q (4171.830000 sec): 3 clusters Score: Raw -1724023.981855 + Penalty 4602.674926 = -1719421.306929 nChanged 269 SP:Iteration 15Q (4171.880000 sec): 3 clusters Score: Raw -1724139.766116 + Penalty 4602.674926 = -1719537.091189 nChanged 226 SP:Iteration 16Q (4171.940000 sec): 3 clusters Score: Raw -1724230.355738 + Penalty 4602.674926 = -1719627.680812 nChanged 183 SP:Iteration 17Q (4172.000000 sec): 3 clusters Score: Raw -1724304.602121 + Penalty 4602.674926 = -1719701.927195 nChanged 177 SP:Iteration 18Q (4172.060000 sec): 3 clusters Score: Raw -1724367.156953 + Penalty 4602.674926 = -1719764.482027 nChanged 156 SP:Iteration 19Q (4172.110000 sec): 3 clusters Score: Raw -1724423.775052 + Penalty 4602.674926 = -1719821.100126 nChanged 122 SP:Iteration 20F (4172.170000 sec): 3 clusters Score: Raw -1724464.996033 + Penalty 4602.674926 = -1719862.321107 nChanged 117 SP:Iteration 21Q (4172.230000 sec): 3 clusters Score: Raw -1724499.956207 + Penalty 4602.674926 = -1719897.281281 nChanged 109 SP:Iteration 22Q (4172.290000 sec): 3 clusters Score: Raw -1724528.027513 + Penalty 4602.674926 = -1719925.352587 nChanged 80 SP:Iteration 23Q (4172.340000 sec): 3 clusters Score: Raw -1724551.513878 + Penalty 4602.674926 = -1719948.838952 nChanged 74 SP:Iteration 24Q (4172.400000 sec): 3 clusters Score: Raw -1724573.496424 + Penalty 4602.674926 = -1719970.821498 nChanged 74 SP:Iteration 25Q (4172.450000 sec): 3 clusters Score: Raw -1724591.996444 + Penalty 4602.674926 = -1719989.321517 nChanged 73 SP:Iteration 26Q (4172.510000 sec): 3 clusters Score: Raw -1724609.166895 + Penalty 4602.674926 = -1720006.491969 nChanged 66 SP:Iteration 27Q (4172.570000 sec): 3 clusters Score: Raw -1724625.112052 + Penalty 4602.674926 = -1720022.437125 nChanged 63 SP:Iteration 28Q (4172.620000 sec): 3 clusters Score: Raw -1724641.194863 + Penalty 4602.674926 = -1720038.519936 nChanged 51 SP:Iteration 29Q (4172.670000 sec): 3 clusters Score: Raw -1724655.587608 + Penalty 4602.674926 = -1720052.912682 nChanged 58 SP:Iteration 30Q (4172.730000 sec): 3 clusters Score: Raw -1724668.939402 + Penalty 4602.674926 = -1720066.264476 nChanged 52 SP:Iteration 31Q (4172.790000 sec): 3 clusters Score: Raw -1724680.423760 + Penalty 4602.674926 = -1720077.748834 nChanged 50 SP:Iteration 32Q (4172.840000 sec): 3 clusters Score: Raw -1724690.977762 + Penalty 4602.674926 = -1720088.302836 nChanged 51 SP:Iteration 33Q (4172.890000 sec): 3 clusters Score: Raw -1724701.013865 + Penalty 4602.674926 = -1720098.338938 nChanged 44 SP:Iteration 34Q (4172.950000 sec): 3 clusters Score: Raw -1724710.196073 + Penalty 4602.674926 = -1720107.521147 nChanged 34 SP:Iteration 35Q (4173.010000 sec): 3 clusters Score: Raw -1724715.825866 + Penalty 4602.674926 = -1720113.150940 nChanged 28 SP:Iteration 36Q (4173.060000 sec): 3 clusters Score: Raw -1724720.830998 + Penalty 4602.674926 = -1720118.156072 nChanged 26 SP:Iteration 37Q (4173.110000 sec): 3 clusters Score: Raw -1724725.378675 + Penalty 4602.674926 = -1720122.703749 nChanged 34 SP:Iteration 38Q (4173.170000 sec): 3 clusters Score: Raw -1724732.797273 + Penalty 4602.674926 = -1720130.122346 nChanged 31 SP:Iteration 39Q (4173.220000 sec): 3 clusters Score: Raw -1724737.207033 + Penalty 4602.674926 = -1720134.532107 nChanged 23 SP:Iteration 40F (4173.280000 sec): 3 clusters Score: Raw -1724740.563157 + Penalty 4602.674926 = -1720137.888231 nChanged 20 SP:Iteration 41Q (4173.330000 sec): 3 clusters Score: Raw -1724743.779956 + Penalty 4602.674926 = -1720141.105029 nChanged 14 SP:Iteration 42Q (4173.390000 sec): 3 clusters Score: Raw -1724745.989735 + Penalty 4602.674926 = -1720143.314809 nChanged 19 SP:Iteration 43Q (4173.440000 sec): 3 clusters Score: Raw -1724748.679311 + Penalty 4602.674926 = -1720146.004385 nChanged 9 SP:Iteration 44Q (4173.500000 sec): 3 clusters Score: Raw -1724750.447877 + Penalty 4602.674926 = -1720147.772950 nChanged 7 SP:Iteration 45Q (4173.550000 sec): 3 clusters Score: Raw -1724751.352475 + Penalty 4602.674926 = -1720148.677549 nChanged 7 SP:Iteration 46Q (4173.610000 sec): 3 clusters Score: Raw -1724752.357396 + Penalty 4602.674926 = -1720149.682470 nChanged 4 SP:Iteration 47Q (4173.660000 sec): 3 clusters Score: Raw -1724752.770511 + Penalty 4602.674926 = -1720150.095585 nChanged 3 SP:Iteration 48Q (4173.720000 sec): 3 clusters Score: Raw -1724753.128737 + Penalty 4602.674926 = -1720150.453810 nChanged 7 SP:Iteration 49Q (4173.780000 sec): 3 clusters Score: Raw -1724753.848740 + Penalty 4602.674926 = -1720151.173814 nChanged 7 SP:Iteration 50Q (4173.830000 sec): 3 clusters Score: Raw -1724754.912963 + Penalty 4602.674926 = -1720152.238036 nChanged 10 SP:Iteration 51Q (4173.890000 sec): 3 clusters Score: Raw -1724755.933056 + Penalty 4602.674926 = -1720153.258130 nChanged 8 SP:Iteration 52Q (4173.950000 sec): 3 clusters Score: Raw -1724756.902464 + Penalty 4602.674926 = -1720154.227538 nChanged 9 SP:Iteration 53Q (4174.000000 sec): 3 clusters Score: Raw -1724758.096313 + Penalty 4602.674926 = -1720155.421387 nChanged 7 SP:Iteration 54Q (4174.060000 sec): 3 clusters Score: Raw -1724758.883095 + Penalty 4602.674926 = -1720156.208169 nChanged 3 SP:Iteration 55Q (4174.120000 sec): 3 clusters Score: Raw -1724759.380044 + Penalty 4602.674926 = -1720156.705118 nChanged 5 SP:Iteration 56Q (4174.170000 sec): 3 clusters Score: Raw -1724760.046769 + Penalty 4602.674926 = -1720157.371843 nChanged 2 SP:Iteration 57Q (4174.220000 sec): 3 clusters Score: Raw -1724760.201286 + Penalty 4602.674926 = -1720157.526359 nChanged 0 SP:Iteration 58F (4174.280000 sec): 3 clusters Score: Raw -1724760.201286 + Penalty 4602.674926 = -1720157.526359 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 14 (47375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4174.510000 sec): 2 clusters Score: Raw -7261330.294306 + Penalty 2669.930786 = -7258660.363520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4174.780000 sec): 3 clusters Score: Raw -7232125.898287 + Penalty 5339.861571 = -7226786.036716 nChanged 21700 SP:Iteration 1F (4175.040000 sec): 3 clusters Score: Raw -7244353.206450 + Penalty 5339.861571 = -7239013.344878 nChanged 2214 SP:Iteration 2Q (4175.300000 sec): 3 clusters Score: Raw -7245164.936957 + Penalty 5339.861571 = -7239825.075386 nChanged 2183 SP:Iteration 3Q (4175.560000 sec): 3 clusters Score: Raw -7246085.382304 + Penalty 5339.861571 = -7240745.520733 nChanged 2307 SP:Iteration 4Q (4175.820000 sec): 3 clusters Score: Raw -7247250.519416 + Penalty 5339.861571 = -7241910.657845 nChanged 2583 SP:Iteration 5F (4176.080000 sec): 3 clusters Score: Raw -7248788.461193 + Penalty 5339.861571 = -7243448.599621 nChanged 2899 SP:Iteration 6F (4176.340000 sec): 3 clusters Score: Raw -7250683.936594 + Penalty 5339.861571 = -7245344.075022 nChanged 2968 SP:Iteration 7F (4176.590000 sec): 3 clusters Score: Raw -7252667.579786 + Penalty 5339.861571 = -7247327.718215 nChanged 2824 SP:Iteration 8F (4176.850000 sec): 3 clusters Score: Raw -7254594.146799 + Penalty 5339.861571 = -7249254.285228 nChanged 2516 SP:Iteration 9F (4177.100000 sec): 3 clusters Score: Raw -7256062.500915 + Penalty 5339.861571 = -7250722.639344 nChanged 1931 SP:Iteration 10Q (4177.350000 sec): 3 clusters Score: Raw -7256907.457270 + Penalty 5339.861571 = -7251567.595699 nChanged 1342 SP:Iteration 11Q (4177.600000 sec): 3 clusters Score: Raw -7257349.995626 + Penalty 5339.861571 = -7252010.134055 nChanged 958 SP:Iteration 12Q (4177.840000 sec): 3 clusters Score: Raw -7257580.809502 + Penalty 5339.861571 = -7252240.947931 nChanged 673 SP:Iteration 13Q (4178.100000 sec): 3 clusters Score: Raw -7257711.989967 + Penalty 5339.861571 = -7252372.128396 nChanged 470 SP:Iteration 14Q (4178.360000 sec): 3 clusters Score: Raw -7257793.684730 + Penalty 5339.861571 = -7252453.823159 nChanged 393 SP:Iteration 15Q (4178.610000 sec): 3 clusters Score: Raw -7257852.839044 + Penalty 5339.861571 = -7252512.977473 nChanged 318 SP:Iteration 16Q (4178.860000 sec): 3 clusters Score: Raw -7257896.088395 + Penalty 5339.861571 = -7252556.226824 nChanged 265 SP:Iteration 17Q (4179.100000 sec): 3 clusters Score: Raw -7257928.789092 + Penalty 5339.861571 = -7252588.927521 nChanged 243 SP:Iteration 18Q (4179.350000 sec): 3 clusters Score: Raw -7257952.760474 + Penalty 5339.861571 = -7252612.898902 nChanged 190 SP:Iteration 19Q (4179.600000 sec): 3 clusters Score: Raw -7257972.323845 + Penalty 5339.861571 = -7252632.462274 nChanged 201 SP:Iteration 20F (4179.860000 sec): 3 clusters Score: Raw -7257993.414526 + Penalty 5339.861571 = -7252653.552955 nChanged 183 SP:Iteration 21Q (4180.100000 sec): 3 clusters Score: Raw -7258009.963014 + Penalty 5339.861571 = -7252670.101443 nChanged 148 SP:Iteration 22Q (4180.340000 sec): 3 clusters Score: Raw -7258022.152711 + Penalty 5339.861571 = -7252682.291139 nChanged 136 SP:Iteration 23Q (4180.580000 sec): 3 clusters Score: Raw -7258033.057524 + Penalty 5339.861571 = -7252693.195953 nChanged 118 SP:Iteration 24Q (4180.820000 sec): 3 clusters Score: Raw -7258043.083991 + Penalty 5339.861571 = -7252703.222420 nChanged 112 SP:Iteration 25Q (4181.070000 sec): 3 clusters Score: Raw -7258050.962953 + Penalty 5339.861571 = -7252711.101382 nChanged 105 SP:Iteration 26Q (4181.320000 sec): 3 clusters Score: Raw -7258057.488311 + Penalty 5339.861571 = -7252717.626739 nChanged 74 SP:Iteration 27Q (4181.560000 sec): 3 clusters Score: Raw -7258062.699238 + Penalty 5339.861571 = -7252722.837667 nChanged 83 SP:Iteration 28Q (4181.810000 sec): 3 clusters Score: Raw -7258067.343695 + Penalty 5339.861571 = -7252727.482124 nChanged 74 SP:Iteration 29Q (4182.050000 sec): 3 clusters Score: Raw -7258072.159425 + Penalty 5339.861571 = -7252732.297854 nChanged 81 SP:Iteration 30Q (4182.300000 sec): 3 clusters Score: Raw -7258077.551676 + Penalty 5339.861571 = -7252737.690105 nChanged 84 SP:Iteration 31Q (4182.540000 sec): 3 clusters Score: Raw -7258082.500889 + Penalty 5339.861571 = -7252742.639318 nChanged 81 SP:Iteration 32Q (4182.780000 sec): 3 clusters Score: Raw -7258087.563067 + Penalty 5339.861571 = -7252747.701495 nChanged 72 SP:Iteration 33Q (4183.030000 sec): 3 clusters Score: Raw -7258092.370282 + Penalty 5339.861571 = -7252752.508711 nChanged 65 SP:Iteration 34Q (4183.270000 sec): 3 clusters Score: Raw -7258096.597391 + Penalty 5339.861571 = -7252756.735819 nChanged 69 SP:Iteration 35Q (4183.520000 sec): 3 clusters Score: Raw -7258100.650145 + Penalty 5339.861571 = -7252760.788573 nChanged 67 SP:Iteration 36Q (4183.760000 sec): 3 clusters Score: Raw -7258104.390048 + Penalty 5339.861571 = -7252764.528476 nChanged 62 SP:Iteration 37Q (4184.000000 sec): 3 clusters Score: Raw -7258108.097323 + Penalty 5339.861571 = -7252768.235751 nChanged 66 SP:Iteration 38Q (4184.240000 sec): 3 clusters Score: Raw -7258112.106109 + Penalty 5339.861571 = -7252772.244537 nChanged 81 SP:Iteration 39Q (4184.480000 sec): 3 clusters Score: Raw -7258117.207817 + Penalty 5339.861571 = -7252777.346246 nChanged 77 SP:Iteration 40F (4184.740000 sec): 3 clusters Score: Raw -7258122.031063 + Penalty 5339.861571 = -7252782.169491 nChanged 77 SP:Iteration 41Q (4184.980000 sec): 3 clusters Score: Raw -7258127.137387 + Penalty 5339.861571 = -7252787.275815 nChanged 81 SP:Iteration 42Q (4185.220000 sec): 3 clusters Score: Raw -7258132.672097 + Penalty 5339.861571 = -7252792.810526 nChanged 79 SP:Iteration 43Q (4185.460000 sec): 3 clusters Score: Raw -7258137.918472 + Penalty 5339.861571 = -7252798.056901 nChanged 80 SP:Iteration 44Q (4185.700000 sec): 3 clusters Score: Raw -7258143.271269 + Penalty 5339.861571 = -7252803.409697 nChanged 67 SP:Iteration 45Q (4185.940000 sec): 3 clusters Score: Raw -7258147.574574 + Penalty 5339.861571 = -7252807.713002 nChanged 71 SP:Iteration 46Q (4186.180000 sec): 3 clusters Score: Raw -7258151.705251 + Penalty 5339.861571 = -7252811.843680 nChanged 73 SP:Iteration 47Q (4186.430000 sec): 3 clusters Score: Raw -7258155.091036 + Penalty 5339.861571 = -7252815.229465 nChanged 59 SP:Iteration 48Q (4186.660000 sec): 3 clusters Score: Raw -7258157.911822 + Penalty 5339.861571 = -7252818.050250 nChanged 54 SP:Iteration 49Q (4186.900000 sec): 3 clusters Score: Raw -7258160.408908 + Penalty 5339.861571 = -7252820.547337 nChanged 51 SP:Iteration 50Q (4187.150000 sec): 3 clusters Score: Raw -7258163.148337 + Penalty 5339.861571 = -7252823.286766 nChanged 53 SP:Iteration 51Q (4187.400000 sec): 3 clusters Score: Raw -7258166.409957 + Penalty 5339.861571 = -7252826.548386 nChanged 63 SP:Iteration 52Q (4187.640000 sec): 3 clusters Score: Raw -7258170.486923 + Penalty 5339.861571 = -7252830.625351 nChanged 66 SP:Iteration 53Q (4187.880000 sec): 3 clusters Score: Raw -7258174.235246 + Penalty 5339.861571 = -7252834.373674 nChanged 62 SP:Iteration 54Q (4188.120000 sec): 3 clusters Score: Raw -7258178.622317 + Penalty 5339.861571 = -7252838.760746 nChanged 68 SP:Iteration 55Q (4188.370000 sec): 3 clusters Score: Raw -7258182.944593 + Penalty 5339.861571 = -7252843.083022 nChanged 75 SP:Iteration 56Q (4188.620000 sec): 3 clusters Score: Raw -7258188.584198 + Penalty 5339.861571 = -7252848.722627 nChanged 100 SP:Iteration 57Q (4188.860000 sec): 3 clusters Score: Raw -7258196.448512 + Penalty 5339.861571 = -7252856.586941 nChanged 89 SP:Iteration 58Q (4189.100000 sec): 3 clusters Score: Raw -7258202.706621 + Penalty 5339.861571 = -7252862.845049 nChanged 93 SP:Iteration 59Q (4189.340000 sec): 3 clusters Score: Raw -7258209.034411 + Penalty 5339.861571 = -7252869.172839 nChanged 87 SP:Iteration 60F (4189.600000 sec): 3 clusters Score: Raw -7258214.517869 + Penalty 5339.861571 = -7252874.656298 nChanged 83 SP:Iteration 61Q (4189.840000 sec): 3 clusters Score: Raw -7258220.422859 + Penalty 5339.861571 = -7252880.561287 nChanged 81 SP:Iteration 62Q (4190.090000 sec): 3 clusters Score: Raw -7258225.429393 + Penalty 5339.861571 = -7252885.567821 nChanged 83 SP:Iteration 63Q (4190.330000 sec): 3 clusters Score: Raw -7258230.392694 + Penalty 5339.861571 = -7252890.531123 nChanged 79 SP:Iteration 64Q (4190.570000 sec): 3 clusters Score: Raw -7258235.116981 + Penalty 5339.861571 = -7252895.255410 nChanged 63 SP:Iteration 65Q (4190.810000 sec): 3 clusters Score: Raw -7258238.772401 + Penalty 5339.861571 = -7252898.910830 nChanged 67 SP:Iteration 66Q (4191.050000 sec): 3 clusters Score: Raw -7258242.749787 + Penalty 5339.861571 = -7252902.888216 nChanged 69 SP:Iteration 67Q (4191.290000 sec): 3 clusters Score: Raw -7258246.786053 + Penalty 5339.861571 = -7252906.924481 nChanged 60 SP:Iteration 68Q (4191.540000 sec): 3 clusters Score: Raw -7258250.184362 + Penalty 5339.861571 = -7252910.322791 nChanged 50 SP:Iteration 69Q (4191.780000 sec): 3 clusters Score: Raw -7258252.777816 + Penalty 5339.861571 = -7252912.916245 nChanged 52 SP:Iteration 70Q (4192.020000 sec): 3 clusters Score: Raw -7258255.742792 + Penalty 5339.861571 = -7252915.881221 nChanged 54 SP:Iteration 71Q (4192.260000 sec): 3 clusters Score: Raw -7258258.877642 + Penalty 5339.861571 = -7252919.016071 nChanged 60 SP:Iteration 72Q (4192.500000 sec): 3 clusters Score: Raw -7258262.680689 + Penalty 5339.861571 = -7252922.819118 nChanged 74 SP:Iteration 73Q (4192.750000 sec): 3 clusters Score: Raw -7258267.718303 + Penalty 5339.861571 = -7252927.856732 nChanged 73 SP:Iteration 74Q (4192.990000 sec): 3 clusters Score: Raw -7258272.447761 + Penalty 5339.861571 = -7252932.586189 nChanged 85 SP:Iteration 75Q (4193.220000 sec): 3 clusters Score: Raw -7258278.146632 + Penalty 5339.861571 = -7252938.285060 nChanged 88 SP:Iteration 76Q (4193.460000 sec): 3 clusters Score: Raw -7258285.534804 + Penalty 5339.861571 = -7252945.673232 nChanged 92 SP:Iteration 77Q (4193.700000 sec): 3 clusters Score: Raw -7258293.324778 + Penalty 5339.861571 = -7252953.463207 nChanged 100 SP:Iteration 78Q (4193.940000 sec): 3 clusters Score: Raw -7258300.921243 + Penalty 5339.861571 = -7252961.059672 nChanged 96 SP:Iteration 79Q (4194.180000 sec): 3 clusters Score: Raw -7258308.539120 + Penalty 5339.861571 = -7252968.677548 nChanged 107 SP:Iteration 80F (4194.430000 sec): 3 clusters Score: Raw -7258318.452070 + Penalty 5339.861571 = -7252978.590499 nChanged 105 SP:Iteration 81Q (4194.660000 sec): 3 clusters Score: Raw -7258327.463406 + Penalty 5339.861571 = -7252987.601834 nChanged 123 SP:Iteration 82Q (4194.900000 sec): 3 clusters Score: Raw -7258339.338840 + Penalty 5339.861571 = -7252999.477269 nChanged 151 SP:Iteration 83Q (4195.140000 sec): 3 clusters Score: Raw -7258355.018608 + Penalty 5339.861571 = -7253015.157037 nChanged 156 SP:Iteration 84Q (4195.370000 sec): 3 clusters Score: Raw -7258371.928669 + Penalty 5339.861571 = -7253032.067098 nChanged 156 SP:Iteration 85Q (4195.610000 sec): 3 clusters Score: Raw -7258388.060182 + Penalty 5339.861571 = -7253048.198611 nChanged 181 SP:Iteration 86Q (4195.850000 sec): 3 clusters Score: Raw -7258409.074367 + Penalty 5339.861571 = -7253069.212796 nChanged 185 SP:Iteration 87Q (4196.080000 sec): 3 clusters Score: Raw -7258429.979339 + Penalty 5339.861571 = -7253090.117768 nChanged 205 SP:Iteration 88Q (4196.320000 sec): 3 clusters Score: Raw -7258453.942049 + Penalty 5339.861571 = -7253114.080477 nChanged 220 SP:Iteration 89Q (4196.560000 sec): 3 clusters Score: Raw -7258481.338548 + Penalty 5339.861571 = -7253141.476977 nChanged 232 SP:Iteration 90Q (4196.790000 sec): 3 clusters Score: Raw -7258514.281669 + Penalty 5339.861571 = -7253174.420097 nChanged 246 SP:Iteration 91Q (4197.030000 sec): 3 clusters Score: Raw -7258545.645762 + Penalty 5339.861571 = -7253205.784191 nChanged 240 SP:Iteration 92Q (4197.260000 sec): 3 clusters Score: Raw -7258577.027352 + Penalty 5339.861571 = -7253237.165781 nChanged 251 SP:Iteration 93Q (4197.490000 sec): 3 clusters Score: Raw -7258609.752884 + Penalty 5339.861571 = -7253269.891313 nChanged 247 SP:Iteration 94Q (4197.720000 sec): 3 clusters Score: Raw -7258643.491520 + Penalty 5339.861571 = -7253303.629949 nChanged 274 SP:Iteration 95Q (4197.940000 sec): 3 clusters Score: Raw -7258686.174950 + Penalty 5339.861571 = -7253346.313378 nChanged 304 SP:Iteration 96Q (4198.160000 sec): 3 clusters Score: Raw -7258734.754583 + Penalty 5339.861571 = -7253394.893012 nChanged 296 SP:Iteration 97Q (4198.380000 sec): 3 clusters Score: Raw -7258781.621603 + Penalty 5339.861571 = -7253441.760031 nChanged 314 SP:Iteration 98Q (4198.600000 sec): 3 clusters Score: Raw -7258831.413491 + Penalty 5339.861571 = -7253491.551919 nChanged 317 SP:Iteration 99Q (4198.810000 sec): 3 clusters Score: Raw -7258882.734809 + Penalty 5339.861571 = -7253542.873237 nChanged 327 SP:Iteration 100F (4199.060000 sec): 3 clusters Score: Raw -7258938.538735 + Penalty 5339.861571 = -7253598.677163 nChanged 346 SP:Iteration 101Q (4199.290000 sec): 3 clusters Score: Raw -7258995.348066 + Penalty 5339.861571 = -7253655.486494 nChanged 355 SP:Iteration 102Q (4199.520000 sec): 3 clusters Score: Raw -7259060.730904 + Penalty 5339.861571 = -7253720.869333 nChanged 373 SP:Iteration 103Q (4199.740000 sec): 3 clusters Score: Raw -7259135.509750 + Penalty 5339.861571 = -7253795.648179 nChanged 415 SP:Iteration 104Q (4199.970000 sec): 3 clusters Score: Raw -7259224.947050 + Penalty 5339.861571 = -7253885.085479 nChanged 428 SP:Iteration 105Q (4200.190000 sec): 3 clusters Score: Raw -7259320.275957 + Penalty 5339.861571 = -7253980.414386 nChanged 435 SP:Iteration 106Q (4200.410000 sec): 3 clusters Score: Raw -7259423.874964 + Penalty 5339.861571 = -7254084.013392 nChanged 441 SP:Iteration 107Q (4200.630000 sec): 3 clusters Score: Raw -7259533.243024 + Penalty 5339.861571 = -7254193.381452 nChanged 465 SP:Iteration 108Q (4200.850000 sec): 3 clusters Score: Raw -7259666.415255 + Penalty 5339.861571 = -7254326.553684 nChanged 508 SP:Iteration 109Q (4201.070000 sec): 3 clusters Score: Raw -7259821.599189 + Penalty 5339.861571 = -7254481.737618 nChanged 509 SP:Iteration 110Q (4201.290000 sec): 3 clusters Score: Raw -7259991.062374 + Penalty 5339.861571 = -7254651.200803 nChanged 515 SP:Iteration 111Q (4201.510000 sec): 3 clusters Score: Raw -7260177.655856 + Penalty 5339.861571 = -7254837.794284 nChanged 503 SP:Iteration 112Q (4201.730000 sec): 3 clusters Score: Raw -7260372.369576 + Penalty 5339.861571 = -7255032.508005 nChanged 498 SP:Iteration 113Q (4201.940000 sec): 3 clusters Score: Raw -7260568.863681 + Penalty 5339.861571 = -7255229.002110 nChanged 483 SP:Iteration 114Q (4202.160000 sec): 3 clusters Score: Raw -7260769.388710 + Penalty 5339.861571 = -7255429.527139 nChanged 456 SP:Iteration 115Q (4202.370000 sec): 3 clusters Score: Raw -7260954.007952 + Penalty 5339.861571 = -7255614.146380 nChanged 408 SP:Iteration 116Q (4202.580000 sec): 3 clusters Score: Raw -7261108.677716 + Penalty 5339.861571 = -7255768.816144 nChanged 365 SP:Iteration 117Q (4202.800000 sec): 3 clusters Score: Raw -7261242.936901 + Penalty 5339.861571 = -7255903.075330 nChanged 293 SP:Iteration 118Q (4203.000000 sec): 3 clusters Score: Raw -7261349.224627 + Penalty 5339.861571 = -7256009.363056 nChanged 287 SP:Iteration 119Q (4203.210000 sec): 3 clusters Score: Raw -7261442.931950 + Penalty 5339.861571 = -7256103.070378 nChanged 248 SP:Iteration 120F (4203.460000 sec): 3 clusters Score: Raw -7261529.084336 + Penalty 5339.861571 = -7256189.222765 nChanged 238 SP:Iteration 121Q (4203.660000 sec): 3 clusters Score: Raw -7261610.802834 + Penalty 5339.861571 = -7256270.941262 nChanged 204 SP:Iteration 122Q (4203.860000 sec): 3 clusters Score: Raw -7261680.422200 + Penalty 5339.861571 = -7256340.560628 nChanged 183 SP:Iteration 123Q (4204.060000 sec): 3 clusters Score: Raw -7261738.500775 + Penalty 5339.861571 = -7256398.639204 nChanged 147 SP:Iteration 124Q (4204.260000 sec): 3 clusters Score: Raw -7261781.330141 + Penalty 5339.861571 = -7256441.468570 nChanged 127 SP:Iteration 125Q (4204.450000 sec): 3 clusters Score: Raw -7261814.236868 + Penalty 5339.861571 = -7256474.375297 nChanged 103 SP:Iteration 126Q (4204.650000 sec): 3 clusters Score: Raw -7261845.347991 + Penalty 5339.861571 = -7256505.486419 nChanged 92 SP:Iteration 127Q (4204.840000 sec): 3 clusters Score: Raw -7261870.859520 + Penalty 5339.861571 = -7256530.997948 nChanged 75 SP:Iteration 128Q (4205.030000 sec): 3 clusters Score: Raw -7261888.932379 + Penalty 5339.861571 = -7256549.070807 nChanged 64 SP:Iteration 129Q (4205.230000 sec): 3 clusters Score: Raw -7261904.786492 + Penalty 5339.861571 = -7256564.924921 nChanged 58 SP:Iteration 130Q (4205.410000 sec): 3 clusters Score: Raw -7261917.801929 + Penalty 5339.861571 = -7256577.940358 nChanged 49 SP:Iteration 131Q (4205.610000 sec): 3 clusters Score: Raw -7261928.608731 + Penalty 5339.861571 = -7256588.747160 nChanged 46 SP:Iteration 132Q (4205.800000 sec): 3 clusters Score: Raw -7261940.107138 + Penalty 5339.861571 = -7256600.245567 nChanged 46 SP:Iteration 133Q (4205.990000 sec): 3 clusters Score: Raw -7261948.677352 + Penalty 5339.861571 = -7256608.815780 nChanged 28 SP:Iteration 134Q (4206.190000 sec): 3 clusters Score: Raw -7261954.359196 + Penalty 5339.861571 = -7256614.497625 nChanged 25 SP:Iteration 135Q (4206.380000 sec): 3 clusters Score: Raw -7261960.235441 + Penalty 5339.861571 = -7256620.373869 nChanged 30 SP:Iteration 136Q (4206.570000 sec): 3 clusters Score: Raw -7261966.493671 + Penalty 5339.861571 = -7256626.632100 nChanged 25 SP:Iteration 137Q (4206.760000 sec): 3 clusters Score: Raw -7261972.121774 + Penalty 5339.861571 = -7256632.260203 nChanged 22 SP:Iteration 138Q (4206.950000 sec): 3 clusters Score: Raw -7261978.296262 + Penalty 5339.861571 = -7256638.434690 nChanged 29 SP:Iteration 139Q (4207.130000 sec): 3 clusters Score: Raw -7261985.197057 + Penalty 5339.861571 = -7256645.335486 nChanged 27 SP:Iteration 140F (4207.380000 sec): 3 clusters Score: Raw -7261993.182934 + Penalty 5339.861571 = -7256653.321363 nChanged 32 SP:Iteration 141Q (4207.570000 sec): 3 clusters Score: Raw -7262002.934251 + Penalty 5339.861571 = -7256663.072680 nChanged 24 SP:Iteration 142Q (4207.760000 sec): 3 clusters Score: Raw -7262010.069837 + Penalty 5339.861571 = -7256670.208265 nChanged 24 SP:Iteration 143Q (4207.950000 sec): 3 clusters Score: Raw -7262016.598120 + Penalty 5339.861571 = -7256676.736548 nChanged 20 SP:Iteration 144Q (4208.140000 sec): 3 clusters Score: Raw -7262021.955683 + Penalty 5339.861571 = -7256682.094112 nChanged 20 SP:Iteration 145Q (4208.330000 sec): 3 clusters Score: Raw -7262026.338683 + Penalty 5339.861571 = -7256686.477112 nChanged 18 SP:Iteration 146Q (4208.510000 sec): 3 clusters Score: Raw -7262030.817610 + Penalty 5339.861571 = -7256690.956039 nChanged 14 SP:Iteration 147Q (4208.700000 sec): 3 clusters Score: Raw -7262034.197798 + Penalty 5339.861571 = -7256694.336227 nChanged 17 SP:Iteration 148Q (4208.890000 sec): 3 clusters Score: Raw -7262037.452055 + Penalty 5339.861571 = -7256697.590483 nChanged 9 SP:Iteration 149Q (4209.080000 sec): 3 clusters Score: Raw -7262039.745251 + Penalty 5339.861571 = -7256699.883680 nChanged 7 SP:Iteration 150Q (4209.270000 sec): 3 clusters Score: Raw -7262040.984278 + Penalty 5339.861571 = -7256701.122706 nChanged 2 SP:Iteration 151Q (4209.460000 sec): 3 clusters Score: Raw -7262041.351516 + Penalty 5339.861571 = -7256701.489945 nChanged 3 SP:Iteration 152Q (4209.650000 sec): 3 clusters Score: Raw -7262042.012071 + Penalty 5339.861571 = -7256702.150499 nChanged 1 SP:Iteration 153Q (4209.840000 sec): 3 clusters Score: Raw -7262042.083428 + Penalty 5339.861571 = -7256702.221857 nChanged 1 SP:Iteration 154Q (4210.030000 sec): 3 clusters Score: Raw -7262042.323442 + Penalty 5339.861571 = -7256702.461871 nChanged 0 SP:Iteration 155F (4210.280000 sec): 3 clusters Score: Raw -7262042.323442 + Penalty 5339.861571 = -7256702.461871 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 15 (25304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4210.410000 sec): 2 clusters Score: Raw -3848982.910352 + Penalty 2514.402006 = -3846468.508347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4210.540000 sec): 3 clusters Score: Raw -3834046.226212 + Penalty 5028.804011 = -3829017.422201 nChanged 11313 SP:Iteration 1F (4210.680000 sec): 3 clusters Score: Raw -3840611.805663 + Penalty 5028.804011 = -3835583.001652 nChanged 1556 SP:Iteration 2F (4210.820000 sec): 3 clusters Score: Raw -3841392.131426 + Penalty 5028.804011 = -3836363.327415 nChanged 1472 SP:Iteration 3F (4210.950000 sec): 3 clusters Score: Raw -3842279.949076 + Penalty 5028.804011 = -3837251.145065 nChanged 1580 SP:Iteration 4F (4211.090000 sec): 3 clusters Score: Raw -3843399.928992 + Penalty 5028.804011 = -3838371.124980 nChanged 1629 SP:Iteration 5F (4211.220000 sec): 3 clusters Score: Raw -3844610.379626 + Penalty 5028.804011 = -3839581.575615 nChanged 1565 SP:Iteration 6F (4211.350000 sec): 3 clusters Score: Raw -3845833.444553 + Penalty 5028.804011 = -3840804.640542 nChanged 1460 SP:Iteration 7F (4211.490000 sec): 3 clusters Score: Raw -3846885.621822 + Penalty 5028.804011 = -3841856.817810 nChanged 1226 SP:Iteration 8Q (4211.630000 sec): 3 clusters Score: Raw -3847655.675412 + Penalty 5028.804011 = -3842626.871400 nChanged 966 SP:Iteration 9Q (4211.760000 sec): 3 clusters Score: Raw -3848169.029588 + Penalty 5028.804011 = -3843140.225576 nChanged 761 SP:Iteration 10Q (4211.890000 sec): 3 clusters Score: Raw -3848558.053720 + Penalty 5028.804011 = -3843529.249708 nChanged 633 SP:Iteration 11Q (4212.030000 sec): 3 clusters Score: Raw -3848853.641875 + Penalty 5028.804011 = -3843824.837864 nChanged 479 SP:Iteration 12Q (4212.170000 sec): 3 clusters Score: Raw -3849080.333844 + Penalty 5028.804011 = -3844051.529832 nChanged 435 SP:Iteration 13Q (4212.300000 sec): 3 clusters Score: Raw -3849277.492041 + Penalty 5028.804011 = -3844248.688030 nChanged 372 SP:Iteration 14Q (4212.430000 sec): 3 clusters Score: Raw -3849431.568698 + Penalty 5028.804011 = -3844402.764687 nChanged 325 SP:Iteration 15Q (4212.560000 sec): 3 clusters Score: Raw -3849571.770112 + Penalty 5028.804011 = -3844542.966100 nChanged 309 SP:Iteration 16Q (4212.690000 sec): 3 clusters Score: Raw -3849704.703091 + Penalty 5028.804011 = -3844675.899080 nChanged 282 SP:Iteration 17Q (4212.810000 sec): 3 clusters Score: Raw -3849832.357025 + Penalty 5028.804011 = -3844803.553013 nChanged 265 SP:Iteration 18Q (4212.940000 sec): 3 clusters Score: Raw -3849979.971838 + Penalty 5028.804011 = -3844951.167826 nChanged 264 SP:Iteration 19Q (4213.060000 sec): 3 clusters Score: Raw -3850152.539732 + Penalty 5028.804011 = -3845123.735721 nChanged 265 SP:Iteration 20F (4213.200000 sec): 3 clusters Score: Raw -3850330.620778 + Penalty 5028.804011 = -3845301.816766 nChanged 222 SP:Iteration 21Q (4213.310000 sec): 3 clusters Score: Raw -3850487.406864 + Penalty 5028.804011 = -3845458.602853 nChanged 194 SP:Iteration 22Q (4213.430000 sec): 3 clusters Score: Raw -3850606.302542 + Penalty 5028.804011 = -3845577.498531 nChanged 181 SP:Iteration 23Q (4213.540000 sec): 3 clusters Score: Raw -3850720.270179 + Penalty 5028.804011 = -3845691.466168 nChanged 158 SP:Iteration 24Q (4213.650000 sec): 3 clusters Score: Raw -3850811.657167 + Penalty 5028.804011 = -3845782.853156 nChanged 139 SP:Iteration 25Q (4213.760000 sec): 3 clusters Score: Raw -3850873.639867 + Penalty 5028.804011 = -3845844.835855 nChanged 91 SP:Iteration 26Q (4213.870000 sec): 3 clusters Score: Raw -3850908.212485 + Penalty 5028.804011 = -3845879.408474 nChanged 75 SP:Iteration 27Q (4213.970000 sec): 3 clusters Score: Raw -3850930.931577 + Penalty 5028.804011 = -3845902.127565 nChanged 62 SP:Iteration 28Q (4214.080000 sec): 3 clusters Score: Raw -3850948.742681 + Penalty 5028.804011 = -3845919.938669 nChanged 61 SP:Iteration 29Q (4214.190000 sec): 3 clusters Score: Raw -3850966.619843 + Penalty 5028.804011 = -3845937.815832 nChanged 55 SP:Iteration 30Q (4214.290000 sec): 3 clusters Score: Raw -3850983.204752 + Penalty 5028.804011 = -3845954.400741 nChanged 45 SP:Iteration 31Q (4214.400000 sec): 3 clusters Score: Raw -3850997.318065 + Penalty 5028.804011 = -3845968.514054 nChanged 37 SP:Iteration 32Q (4214.510000 sec): 3 clusters Score: Raw -3851008.177380 + Penalty 5028.804011 = -3845979.373369 nChanged 44 SP:Iteration 33Q (4214.610000 sec): 3 clusters Score: Raw -3851017.471299 + Penalty 5028.804011 = -3845988.667288 nChanged 24 SP:Iteration 34Q (4214.720000 sec): 3 clusters Score: Raw -3851023.932692 + Penalty 5028.804011 = -3845995.128681 nChanged 28 SP:Iteration 35Q (4214.830000 sec): 3 clusters Score: Raw -3851031.959674 + Penalty 5028.804011 = -3846003.155662 nChanged 26 SP:Iteration 36Q (4214.930000 sec): 3 clusters Score: Raw -3851038.256421 + Penalty 5028.804011 = -3846009.452409 nChanged 19 SP:Iteration 37Q (4215.030000 sec): 3 clusters Score: Raw -3851041.603382 + Penalty 5028.804011 = -3846012.799370 nChanged 10 SP:Iteration 38Q (4215.140000 sec): 3 clusters Score: Raw -3851044.027007 + Penalty 5028.804011 = -3846015.222996 nChanged 9 SP:Iteration 39Q (4215.240000 sec): 3 clusters Score: Raw -3851045.847512 + Penalty 5028.804011 = -3846017.043500 nChanged 7 SP:Iteration 40F (4215.380000 sec): 3 clusters Score: Raw -3851047.227853 + Penalty 5028.804011 = -3846018.423842 nChanged 7 SP:Iteration 41Q (4215.480000 sec): 3 clusters Score: Raw -3851048.599828 + Penalty 5028.804011 = -3846019.795817 nChanged 5 SP:Iteration 42Q (4215.590000 sec): 3 clusters Score: Raw -3851049.478865 + Penalty 5028.804011 = -3846020.674854 nChanged 3 SP:Iteration 43Q (4215.690000 sec): 3 clusters Score: Raw -3851050.065605 + Penalty 5028.804011 = -3846021.261593 nChanged 4 SP:Iteration 44Q (4215.800000 sec): 3 clusters Score: Raw -3851050.864982 + Penalty 5028.804011 = -3846022.060971 nChanged 3 SP:Iteration 45Q (4215.900000 sec): 3 clusters Score: Raw -3851051.335312 + Penalty 5028.804011 = -3846022.531301 nChanged 4 SP:Iteration 46Q (4216.010000 sec): 3 clusters Score: Raw -3851052.181904 + Penalty 5028.804011 = -3846023.377893 nChanged 3 SP:Iteration 47Q (4216.110000 sec): 3 clusters Score: Raw -3851052.748479 + Penalty 5028.804011 = -3846023.944467 nChanged 4 SP:Iteration 48Q (4216.220000 sec): 3 clusters Score: Raw -3851053.433438 + Penalty 5028.804011 = -3846024.629426 nChanged 6 SP:Iteration 49Q (4216.320000 sec): 3 clusters Score: Raw -3851054.635462 + Penalty 5028.804011 = -3846025.831450 nChanged 6 SP:Iteration 50Q (4216.430000 sec): 3 clusters Score: Raw -3851055.543279 + Penalty 5028.804011 = -3846026.739267 nChanged 3 SP:Iteration 51Q (4216.530000 sec): 3 clusters Score: Raw -3851055.919746 + Penalty 5028.804011 = -3846027.115735 nChanged 3 SP:Iteration 52Q (4216.640000 sec): 3 clusters Score: Raw -3851056.422402 + Penalty 5028.804011 = -3846027.618391 nChanged 1 SP:Iteration 53Q (4216.740000 sec): 3 clusters Score: Raw -3851056.777642 + Penalty 5028.804011 = -3846027.973631 nChanged 5 SP:Iteration 54Q (4216.850000 sec): 3 clusters Score: Raw -3851057.815737 + Penalty 5028.804011 = -3846029.011726 nChanged 2 SP:Iteration 55Q (4216.950000 sec): 3 clusters Score: Raw -3851058.066915 + Penalty 5028.804011 = -3846029.262904 nChanged 2 SP:Iteration 56Q (4217.050000 sec): 3 clusters Score: Raw -3851058.538872 + Penalty 5028.804011 = -3846029.734860 nChanged 2 SP:Iteration 57Q (4217.160000 sec): 3 clusters Score: Raw -3851058.804612 + Penalty 5028.804011 = -3846030.000601 nChanged 1 SP:Iteration 58Q (4217.260000 sec): 3 clusters Score: Raw -3851058.855100 + Penalty 5028.804011 = -3846030.051089 nChanged 0 SP:Iteration 59F (4217.390000 sec): 3 clusters Score: Raw -3851058.855100 + Penalty 5028.804011 = -3846030.051089 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 16 (166084 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4218.140000 sec): 2 clusters Score: Raw -26879085.088143 + Penalty 2981.021743 = -26876104.066401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4219.030000 sec): 3 clusters Score: Raw -26770902.546848 + Penalty 5962.043486 = -26764940.503362 nChanged 79502 SP:Iteration 1F (4219.920000 sec): 3 clusters Score: Raw -26816958.133370 + Penalty 5962.043486 = -26810996.089884 nChanged 5182 SP:Iteration 2Q (4220.850000 sec): 3 clusters Score: Raw -26818201.438473 + Penalty 5962.043486 = -26812239.394987 nChanged 5804 SP:Iteration 3Q (4221.750000 sec): 3 clusters Score: Raw -26820039.815337 + Penalty 5962.043486 = -26814077.771851 nChanged 7254 SP:Iteration 4Q (4222.660000 sec): 3 clusters Score: Raw -26823134.147985 + Penalty 5962.043486 = -26817172.104499 nChanged 9624 SP:Iteration 5F (4223.560000 sec): 3 clusters Score: Raw -26828651.705518 + Penalty 5962.043486 = -26822689.662032 nChanged 12358 SP:Iteration 6F (4224.450000 sec): 3 clusters Score: Raw -26837772.124621 + Penalty 5962.043486 = -26831810.081135 nChanged 13917 SP:Iteration 7F (4225.330000 sec): 3 clusters Score: Raw -26850007.028791 + Penalty 5962.043486 = -26844044.985305 nChanged 13003 SP:Iteration 8F (4226.220000 sec): 3 clusters Score: Raw -26862577.505012 + Penalty 5962.043486 = -26856615.461527 nChanged 9222 SP:Iteration 9F (4227.140000 sec): 3 clusters Score: Raw -26871596.300269 + Penalty 5962.043486 = -26865634.256784 nChanged 5015 SP:Iteration 10Q (4227.930000 sec): 3 clusters Score: Raw -26876489.031898 + Penalty 5962.043486 = -26870526.988413 nChanged 2304 SP:Iteration 11Q (4228.640000 sec): 3 clusters Score: Raw -26878741.945718 + Penalty 5962.043486 = -26872779.902233 nChanged 1034 SP:Iteration 12Q (4229.270000 sec): 3 clusters Score: Raw -26879681.711761 + Penalty 5962.043486 = -26873719.668275 nChanged 628 SP:Iteration 13Q (4229.910000 sec): 3 clusters Score: Raw -26880140.031048 + Penalty 5962.043486 = -26874177.987562 nChanged 437 SP:Iteration 14Q (4230.560000 sec): 3 clusters Score: Raw -26880380.504623 + Penalty 5962.043486 = -26874418.461137 nChanged 326 SP:Iteration 15Q (4231.200000 sec): 3 clusters Score: Raw -26880514.606586 + Penalty 5962.043486 = -26874552.563100 nChanged 256 SP:Iteration 16Q (4231.840000 sec): 3 clusters Score: Raw -26880612.877082 + Penalty 5962.043486 = -26874650.833596 nChanged 214 SP:Iteration 17Q (4232.480000 sec): 3 clusters Score: Raw -26880694.240621 + Penalty 5962.043486 = -26874732.197135 nChanged 187 SP:Iteration 18Q (4233.120000 sec): 3 clusters Score: Raw -26880756.483683 + Penalty 5962.043486 = -26874794.440197 nChanged 165 SP:Iteration 19Q (4233.760000 sec): 3 clusters Score: Raw -26880809.831906 + Penalty 5962.043486 = -26874847.788420 nChanged 157 SP:Iteration 20F (4234.620000 sec): 3 clusters Score: Raw -26880863.513319 + Penalty 5962.043486 = -26874901.469833 nChanged 152 SP:Iteration 21Q (4235.250000 sec): 3 clusters Score: Raw -26880908.971427 + Penalty 5962.043486 = -26874946.927942 nChanged 151 SP:Iteration 22Q (4235.880000 sec): 3 clusters Score: Raw -26880950.792444 + Penalty 5962.043486 = -26874988.748958 nChanged 117 SP:Iteration 23Q (4236.520000 sec): 3 clusters Score: Raw -26880980.493376 + Penalty 5962.043486 = -26875018.449890 nChanged 104 SP:Iteration 24Q (4237.160000 sec): 3 clusters Score: Raw -26881002.333916 + Penalty 5962.043486 = -26875040.290430 nChanged 75 SP:Iteration 25Q (4237.800000 sec): 3 clusters Score: Raw -26881018.327987 + Penalty 5962.043486 = -26875056.284502 nChanged 80 SP:Iteration 26Q (4238.440000 sec): 3 clusters Score: Raw -26881035.927706 + Penalty 5962.043486 = -26875073.884220 nChanged 75 SP:Iteration 27Q (4239.080000 sec): 3 clusters Score: Raw -26881050.460727 + Penalty 5962.043486 = -26875088.417241 nChanged 66 SP:Iteration 28Q (4239.720000 sec): 3 clusters Score: Raw -26881063.576993 + Penalty 5962.043486 = -26875101.533507 nChanged 77 SP:Iteration 29Q (4240.390000 sec): 3 clusters Score: Raw -26881078.136088 + Penalty 5962.043486 = -26875116.092602 nChanged 65 SP:Iteration 30Q (4241.050000 sec): 3 clusters Score: Raw -26881090.280925 + Penalty 5962.043486 = -26875128.237439 nChanged 60 SP:Iteration 31Q (4241.680000 sec): 3 clusters Score: Raw -26881101.946029 + Penalty 5962.043486 = -26875139.902543 nChanged 69 SP:Iteration 32Q (4242.320000 sec): 3 clusters Score: Raw -26881115.484334 + Penalty 5962.043486 = -26875153.440848 nChanged 66 SP:Iteration 33Q (4242.960000 sec): 3 clusters Score: Raw -26881127.340357 + Penalty 5962.043486 = -26875165.296871 nChanged 69 SP:Iteration 34Q (4243.610000 sec): 3 clusters Score: Raw -26881138.489349 + Penalty 5962.043486 = -26875176.445864 nChanged 61 SP:Iteration 35Q (4244.250000 sec): 3 clusters Score: Raw -26881148.598523 + Penalty 5962.043486 = -26875186.555037 nChanged 62 SP:Iteration 36Q (4244.890000 sec): 3 clusters Score: Raw -26881162.118410 + Penalty 5962.043486 = -26875200.074924 nChanged 78 SP:Iteration 37Q (4245.530000 sec): 3 clusters Score: Raw -26881176.076668 + Penalty 5962.043486 = -26875214.033182 nChanged 64 SP:Iteration 38Q (4246.160000 sec): 3 clusters Score: Raw -26881185.908507 + Penalty 5962.043486 = -26875223.865021 nChanged 68 SP:Iteration 39Q (4246.800000 sec): 3 clusters Score: Raw -26881198.115959 + Penalty 5962.043486 = -26875236.072474 nChanged 69 SP:Iteration 40F (4247.670000 sec): 3 clusters Score: Raw -26881210.011024 + Penalty 5962.043486 = -26875247.967538 nChanged 82 SP:Iteration 41Q (4248.310000 sec): 3 clusters Score: Raw -26881224.350677 + Penalty 5962.043486 = -26875262.307191 nChanged 81 SP:Iteration 42Q (4248.960000 sec): 3 clusters Score: Raw -26881239.390307 + Penalty 5962.043486 = -26875277.346821 nChanged 96 SP:Iteration 43Q (4249.600000 sec): 3 clusters Score: Raw -26881257.183401 + Penalty 5962.043486 = -26875295.139915 nChanged 107 SP:Iteration 44Q (4250.240000 sec): 3 clusters Score: Raw -26881278.700887 + Penalty 5962.043486 = -26875316.657401 nChanged 117 SP:Iteration 45Q (4250.880000 sec): 3 clusters Score: Raw -26881304.791969 + Penalty 5962.043486 = -26875342.748483 nChanged 140 SP:Iteration 46Q (4251.520000 sec): 3 clusters Score: Raw -26881339.374920 + Penalty 5962.043486 = -26875377.331434 nChanged 158 SP:Iteration 47Q (4252.140000 sec): 3 clusters Score: Raw -26881379.873644 + Penalty 5962.043486 = -26875417.830158 nChanged 178 SP:Iteration 48Q (4252.780000 sec): 3 clusters Score: Raw -26881424.284582 + Penalty 5962.043486 = -26875462.241096 nChanged 157 SP:Iteration 49Q (4253.440000 sec): 3 clusters Score: Raw -26881469.622528 + Penalty 5962.043486 = -26875507.579043 nChanged 203 SP:Iteration 50Q (4254.100000 sec): 3 clusters Score: Raw -26881534.376605 + Penalty 5962.043486 = -26875572.333119 nChanged 230 SP:Iteration 51Q (4254.750000 sec): 3 clusters Score: Raw -26881609.654808 + Penalty 5962.043486 = -26875647.611322 nChanged 284 SP:Iteration 52Q (4255.400000 sec): 3 clusters Score: Raw -26881700.132214 + Penalty 5962.043486 = -26875738.088728 nChanged 273 SP:Iteration 53Q (4256.050000 sec): 3 clusters Score: Raw -26881785.878383 + Penalty 5962.043486 = -26875823.834897 nChanged 304 SP:Iteration 54Q (4256.710000 sec): 3 clusters Score: Raw -26881878.696396 + Penalty 5962.043486 = -26875916.652910 nChanged 319 SP:Iteration 55Q (4257.370000 sec): 3 clusters Score: Raw -26881970.286301 + Penalty 5962.043486 = -26876008.242816 nChanged 303 SP:Iteration 56Q (4258.020000 sec): 3 clusters Score: Raw -26882049.467324 + Penalty 5962.043486 = -26876087.423838 nChanged 306 SP:Iteration 57Q (4258.700000 sec): 3 clusters Score: Raw -26882124.069392 + Penalty 5962.043486 = -26876162.025906 nChanged 276 SP:Iteration 58Q (4259.380000 sec): 3 clusters Score: Raw -26882176.682845 + Penalty 5962.043486 = -26876214.639360 nChanged 214 SP:Iteration 59Q (4260.050000 sec): 3 clusters Score: Raw -26882212.595186 + Penalty 5962.043486 = -26876250.551700 nChanged 189 SP:Iteration 60F (4260.960000 sec): 3 clusters Score: Raw -26882334.079412 + Penalty 5962.043486 = -26876372.035926 nChanged 284 SP:Iteration 61Q (4261.640000 sec): 3 clusters Score: Raw -26882415.847713 + Penalty 5962.043486 = -26876453.804227 nChanged 262 SP:Iteration 62Q (4262.300000 sec): 3 clusters Score: Raw -26882471.067731 + Penalty 5962.043486 = -26876509.024245 nChanged 230 SP:Iteration 63Q (4262.970000 sec): 3 clusters Score: Raw -26882513.096631 + Penalty 5962.043486 = -26876551.053145 nChanged 197 SP:Iteration 64Q (4263.640000 sec): 3 clusters Score: Raw -26882545.869584 + Penalty 5962.043486 = -26876583.826098 nChanged 182 SP:Iteration 65Q (4264.320000 sec): 3 clusters Score: Raw -26882572.021374 + Penalty 5962.043486 = -26876609.977888 nChanged 142 SP:Iteration 66Q (4264.990000 sec): 3 clusters Score: Raw -26882591.516407 + Penalty 5962.043486 = -26876629.472921 nChanged 148 SP:Iteration 67Q (4265.680000 sec): 3 clusters Score: Raw -26882610.019286 + Penalty 5962.043486 = -26876647.975800 nChanged 135 SP:Iteration 68Q (4266.350000 sec): 3 clusters Score: Raw -26882626.007091 + Penalty 5962.043486 = -26876663.963605 nChanged 118 SP:Iteration 69Q (4267.020000 sec): 3 clusters Score: Raw -26882639.278697 + Penalty 5962.043486 = -26876677.235211 nChanged 87 SP:Iteration 70Q (4267.710000 sec): 3 clusters Score: Raw -26882648.614800 + Penalty 5962.043486 = -26876686.571315 nChanged 89 SP:Iteration 71Q (4268.400000 sec): 3 clusters Score: Raw -26882656.824609 + Penalty 5962.043486 = -26876694.781123 nChanged 70 SP:Iteration 72Q (4269.050000 sec): 3 clusters Score: Raw -26882662.684444 + Penalty 5962.043486 = -26876700.640958 nChanged 56 SP:Iteration 73Q (4269.700000 sec): 3 clusters Score: Raw -26882667.049385 + Penalty 5962.043486 = -26876705.005899 nChanged 39 SP:Iteration 74Q (4270.360000 sec): 3 clusters Score: Raw -26882669.845985 + Penalty 5962.043486 = -26876707.802499 nChanged 37 SP:Iteration 75Q (4271.010000 sec): 3 clusters Score: Raw -26882672.599606 + Penalty 5962.043486 = -26876710.556120 nChanged 36 SP:Iteration 76Q (4271.670000 sec): 3 clusters Score: Raw -26882675.132211 + Penalty 5962.043486 = -26876713.088725 nChanged 28 SP:Iteration 77Q (4272.320000 sec): 3 clusters Score: Raw -26882677.180941 + Penalty 5962.043486 = -26876715.137455 nChanged 24 SP:Iteration 78Q (4272.990000 sec): 3 clusters Score: Raw -26882679.200119 + Penalty 5962.043486 = -26876717.156633 nChanged 24 SP:Iteration 79Q (4273.670000 sec): 3 clusters Score: Raw -26882680.694988 + Penalty 5962.043486 = -26876718.651503 nChanged 20 SP:Iteration 80F (4274.590000 sec): 3 clusters Score: Raw -26882681.835643 + Penalty 5962.043486 = -26876719.792157 nChanged 13 SP:Iteration 81Q (4275.260000 sec): 3 clusters Score: Raw -26882682.528110 + Penalty 5962.043486 = -26876720.484624 nChanged 9 SP:Iteration 82Q (4275.930000 sec): 3 clusters Score: Raw -26882683.129607 + Penalty 5962.043486 = -26876721.086121 nChanged 9 SP:Iteration 83Q (4276.550000 sec): 3 clusters Score: Raw -26882683.702237 + Penalty 5962.043486 = -26876721.658751 nChanged 8 SP:Iteration 84Q (4277.180000 sec): 3 clusters Score: Raw -26882684.167544 + Penalty 5962.043486 = -26876722.124058 nChanged 8 SP:Iteration 85Q (4277.810000 sec): 3 clusters Score: Raw -26882684.644863 + Penalty 5962.043486 = -26876722.601377 nChanged 9 SP:Iteration 86Q (4278.430000 sec): 3 clusters Score: Raw -26882685.220966 + Penalty 5962.043486 = -26876723.177480 nChanged 9 SP:Iteration 87Q (4279.060000 sec): 3 clusters Score: Raw -26882685.736382 + Penalty 5962.043486 = -26876723.692896 nChanged 4 SP:Iteration 88Q (4279.680000 sec): 3 clusters Score: Raw -26882686.193196 + Penalty 5962.043486 = -26876724.149710 nChanged 9 SP:Iteration 89Q (4280.310000 sec): 3 clusters Score: Raw -26882687.013383 + Penalty 5962.043486 = -26876724.969897 nChanged 11 SP:Iteration 90Q (4280.950000 sec): 3 clusters Score: Raw -26882687.835434 + Penalty 5962.043486 = -26876725.791948 nChanged 8 SP:Iteration 91Q (4281.590000 sec): 3 clusters Score: Raw -26882688.289311 + Penalty 5962.043486 = -26876726.245825 nChanged 9 SP:Iteration 92Q (4282.210000 sec): 3 clusters Score: Raw -26882688.676903 + Penalty 5962.043486 = -26876726.633417 nChanged 9 SP:Iteration 93Q (4282.850000 sec): 3 clusters Score: Raw -26882689.219938 + Penalty 5962.043486 = -26876727.176452 nChanged 7 SP:Iteration 94Q (4283.490000 sec): 3 clusters Score: Raw -26882689.602050 + Penalty 5962.043486 = -26876727.558564 nChanged 6 SP:Iteration 95Q (4284.140000 sec): 3 clusters Score: Raw -26882690.175591 + Penalty 5962.043486 = -26876728.132105 nChanged 7 SP:Iteration 96Q (4284.770000 sec): 3 clusters Score: Raw -26882690.582284 + Penalty 5962.043486 = -26876728.538798 nChanged 3 SP:Iteration 97Q (4285.410000 sec): 3 clusters Score: Raw -26882690.753599 + Penalty 5962.043486 = -26876728.710113 nChanged 5 SP:Iteration 98Q (4286.040000 sec): 3 clusters Score: Raw -26882691.080738 + Penalty 5962.043486 = -26876729.037252 nChanged 4 SP:Iteration 99Q (4286.670000 sec): 3 clusters Score: Raw -26882691.217104 + Penalty 5962.043486 = -26876729.173618 nChanged 7 SP:Iteration 100F (4287.520000 sec): 3 clusters Score: Raw -26882691.571594 + Penalty 5962.043486 = -26876729.528108 nChanged 7 SP:Iteration 101Q (4288.150000 sec): 3 clusters Score: Raw -26882692.057833 + Penalty 5962.043486 = -26876730.014347 nChanged 8 SP:Iteration 102Q (4288.780000 sec): 3 clusters Score: Raw -26882692.515622 + Penalty 5962.043486 = -26876730.472136 nChanged 8 SP:Iteration 103Q (4289.410000 sec): 3 clusters Score: Raw -26882693.230128 + Penalty 5962.043486 = -26876731.186642 nChanged 9 SP:Iteration 104Q (4290.040000 sec): 3 clusters Score: Raw -26882693.719956 + Penalty 5962.043486 = -26876731.676470 nChanged 7 SP:Iteration 105Q (4290.660000 sec): 3 clusters Score: Raw -26882694.181022 + Penalty 5962.043486 = -26876732.137536 nChanged 7 SP:Iteration 106Q (4291.290000 sec): 3 clusters Score: Raw -26882694.622715 + Penalty 5962.043486 = -26876732.579229 nChanged 8 SP:Iteration 107Q (4291.930000 sec): 3 clusters Score: Raw -26882695.078547 + Penalty 5962.043486 = -26876733.035062 nChanged 2 SP:Iteration 108Q (4292.560000 sec): 3 clusters Score: Raw -26882695.251574 + Penalty 5962.043486 = -26876733.208088 nChanged 3 SP:Iteration 109Q (4293.190000 sec): 3 clusters Score: Raw -26882695.443463 + Penalty 5962.043486 = -26876733.399977 nChanged 0 SP:Iteration 110F (4294.050000 sec): 3 clusters Score: Raw -26882695.443463 + Penalty 5962.043486 = -26876733.399977 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 43. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 17 (3335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4294.150000 sec): 2 clusters Score: Raw -509085.497180 + Penalty 2011.832534 = -507073.664646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4294.170000 sec): 3 clusters Score: Raw -507641.873212 + Penalty 4023.665067 = -503618.208145 nChanged 1197 SP:Iteration 1F (4294.190000 sec): 3 clusters Score: Raw -508574.112405 + Penalty 4023.665067 = -504550.447337 nChanged 319 SP:Iteration 2F (4294.200000 sec): 3 clusters Score: Raw -508933.111913 + Penalty 4023.665067 = -504909.446846 nChanged 254 SP:Iteration 3F (4294.220000 sec): 3 clusters Score: Raw -509289.208417 + Penalty 4023.665067 = -505265.543350 nChanged 234 SP:Iteration 4F (4294.240000 sec): 3 clusters Score: Raw -509692.984079 + Penalty 4023.665067 = -505669.319012 nChanged 228 SP:Iteration 5F (4294.260000 sec): 3 clusters Score: Raw -510063.538617 + Penalty 4023.665067 = -506039.873550 nChanged 179 SP:Iteration 6F (4294.280000 sec): 3 clusters Score: Raw -510290.709209 + Penalty 4023.665067 = -506267.044142 nChanged 140 SP:Iteration 7Q (4294.290000 sec): 3 clusters Score: Raw -510436.287046 + Penalty 4023.665067 = -506412.621979 nChanged 95 SP:Iteration 8Q (4294.310000 sec): 3 clusters Score: Raw -510538.062423 + Penalty 4023.665067 = -506514.397356 nChanged 63 SP:Iteration 9Q (4294.330000 sec): 3 clusters Score: Raw -510591.182087 + Penalty 4023.665067 = -506567.517020 nChanged 42 SP:Iteration 10Q (4294.340000 sec): 3 clusters Score: Raw -510628.400696 + Penalty 4023.665067 = -506604.735629 nChanged 35 SP:Iteration 11Q (4294.360000 sec): 3 clusters Score: Raw -510651.243840 + Penalty 4023.665067 = -506627.578772 nChanged 24 SP:Iteration 12Q (4294.370000 sec): 3 clusters Score: Raw -510665.748951 + Penalty 4023.665067 = -506642.083884 nChanged 14 SP:Iteration 13Q (4294.390000 sec): 3 clusters Score: Raw -510675.401045 + Penalty 4023.665067 = -506651.735978 nChanged 14 SP:Iteration 14Q (4294.410000 sec): 3 clusters Score: Raw -510681.669274 + Penalty 4023.665067 = -506658.004207 nChanged 7 SP:Iteration 15Q (4294.420000 sec): 3 clusters Score: Raw -510683.887041 + Penalty 4023.665067 = -506660.221973 nChanged 4 SP:Iteration 16Q (4294.440000 sec): 3 clusters Score: Raw -510685.287115 + Penalty 4023.665067 = -506661.622048 nChanged 0 SP:Iteration 17F (4294.460000 sec): 3 clusters Score: Raw -510685.287115 + Penalty 4023.665067 = -506661.622048 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 18 (39965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4294.650000 sec): 2 clusters Score: Raw -6475215.249549 + Penalty 2627.748319 = -6472587.501230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4294.880000 sec): 3 clusters Score: Raw -6450772.330430 + Penalty 5255.496638 = -6445516.833792 nChanged 18348 SP:Iteration 1F (4295.090000 sec): 3 clusters Score: Raw -6461151.695108 + Penalty 5255.496638 = -6455896.198470 nChanged 2125 SP:Iteration 2F (4295.310000 sec): 3 clusters Score: Raw -6462024.478906 + Penalty 5255.496638 = -6456768.982269 nChanged 2177 SP:Iteration 3F (4295.520000 sec): 3 clusters Score: Raw -6463108.464780 + Penalty 5255.496638 = -6457852.968142 nChanged 2395 SP:Iteration 4F (4295.730000 sec): 3 clusters Score: Raw -6464464.772048 + Penalty 5255.496638 = -6459209.275410 nChanged 2586 SP:Iteration 5F (4295.950000 sec): 3 clusters Score: Raw -6466197.510806 + Penalty 5255.496638 = -6460942.014169 nChanged 2663 SP:Iteration 6F (4296.170000 sec): 3 clusters Score: Raw -6468195.534821 + Penalty 5255.496638 = -6462940.038183 nChanged 2512 SP:Iteration 7F (4296.390000 sec): 3 clusters Score: Raw -6470271.751199 + Penalty 5255.496638 = -6465016.254561 nChanged 2190 SP:Iteration 8F (4296.600000 sec): 3 clusters Score: Raw -6472279.159016 + Penalty 5255.496638 = -6467023.662378 nChanged 1615 SP:Iteration 9Q (4296.800000 sec): 3 clusters Score: Raw -6473828.386509 + Penalty 5255.496638 = -6468572.889872 nChanged 954 SP:Iteration 10Q (4296.990000 sec): 3 clusters Score: Raw -6474764.519715 + Penalty 5255.496638 = -6469509.023077 nChanged 454 SP:Iteration 11Q (4297.170000 sec): 3 clusters Score: Raw -6475193.957913 + Penalty 5255.496638 = -6469938.461276 nChanged 204 SP:Iteration 12Q (4297.340000 sec): 3 clusters Score: Raw -6475380.289258 + Penalty 5255.496638 = -6470124.792620 nChanged 92 SP:Iteration 13Q (4297.500000 sec): 3 clusters Score: Raw -6475465.077252 + Penalty 5255.496638 = -6470209.580614 nChanged 47 SP:Iteration 14Q (4297.660000 sec): 3 clusters Score: Raw -6475509.571197 + Penalty 5255.496638 = -6470254.074560 nChanged 29 SP:Iteration 15Q (4297.820000 sec): 3 clusters Score: Raw -6475534.020564 + Penalty 5255.496638 = -6470278.523927 nChanged 12 SP:Iteration 16Q (4297.980000 sec): 3 clusters Score: Raw -6475546.379123 + Penalty 5255.496638 = -6470290.882486 nChanged 11 SP:Iteration 17Q (4298.130000 sec): 3 clusters Score: Raw -6475556.232472 + Penalty 5255.496638 = -6470300.735834 nChanged 6 SP:Iteration 18Q (4298.290000 sec): 3 clusters Score: Raw -6475560.883520 + Penalty 5255.496638 = -6470305.386882 nChanged 5 SP:Iteration 19Q (4298.440000 sec): 3 clusters Score: Raw -6475564.453779 + Penalty 5255.496638 = -6470308.957141 nChanged 4 SP:Iteration 20F (4298.660000 sec): 3 clusters Score: Raw -6475567.654405 + Penalty 5255.496638 = -6470312.157767 nChanged 4 SP:Iteration 21Q (4298.820000 sec): 3 clusters Score: Raw -6475569.760184 + Penalty 5255.496638 = -6470314.263547 nChanged 4 SP:Iteration 22Q (4298.980000 sec): 3 clusters Score: Raw -6475572.248372 + Penalty 5255.496638 = -6470316.751735 nChanged 2 SP:Iteration 23Q (4299.130000 sec): 3 clusters Score: Raw -6475575.602424 + Penalty 5255.496638 = -6470320.105786 nChanged 3 SP:Iteration 24Q (4299.290000 sec): 3 clusters Score: Raw -6475579.119211 + Penalty 5255.496638 = -6470323.622574 nChanged 2 SP:Iteration 25Q (4299.440000 sec): 3 clusters Score: Raw -6475580.631339 + Penalty 5255.496638 = -6470325.134702 nChanged 0 SP:Iteration 26F (4299.660000 sec): 3 clusters Score: Raw -6475580.631339 + Penalty 5255.496638 = -6470325.134702 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 19 (481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4299.680000 sec): 2 clusters Score: Raw -74545.104311 + Penalty 1531.615083 = -73013.489228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4299.680000 sec): 3 clusters Score: Raw -74558.825161 + Penalty 3063.230166 = -71495.594995 nChanged 90 SP:Iteration 1F (4299.690000 sec): 3 clusters Score: Raw -74756.166004 + Penalty 3063.230166 = -71692.935838 nChanged 27 SP:Iteration 2F (4299.690000 sec): 3 clusters Score: Raw -74816.325376 + Penalty 3063.230166 = -71753.095210 nChanged 12 SP:Iteration 3Q (4299.690000 sec): 3 clusters Score: Raw -74845.594603 + Penalty 3063.230166 = -71782.364437 nChanged 4 SP:Iteration 4Q (4299.700000 sec): 3 clusters Score: Raw -74854.519167 + Penalty 3063.230166 = -71791.289001 nChanged 5 SP:Iteration 5Q (4299.700000 sec): 3 clusters Score: Raw -74864.533049 + Penalty 3063.230166 = -71801.302883 nChanged 2 SP:Iteration 6Q (4299.700000 sec): 3 clusters Score: Raw -74871.088551 + Penalty 3063.230166 = -71807.858385 nChanged 2 SP:Iteration 7Q (4299.700000 sec): 3 clusters Score: Raw -74878.748016 + Penalty 3063.230166 = -71815.517850 nChanged 4 SP:Iteration 8Q (4299.710000 sec): 3 clusters Score: Raw -74895.090010 + Penalty 3063.230166 = -71831.859844 nChanged 2 SP:Iteration 9Q (4299.710000 sec): 3 clusters Score: Raw -74900.728102 + Penalty 3063.230166 = -71837.497936 nChanged 0 SP:Iteration 10F (4299.710000 sec): 3 clusters Score: Raw -74900.728102 + Penalty 3063.230166 = -71837.497936 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 20 (491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4299.720000 sec): 2 clusters Score: Raw -58294.635491 + Penalty 1536.718144 = -56757.917347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4299.720000 sec): 3 clusters Score: Raw -58578.456758 + Penalty 3073.436287 = -55505.020471 nChanged 148 SP:Iteration 1F (4299.720000 sec): 3 clusters Score: Raw -59517.556227 + Penalty 3073.436287 = -56444.119939 nChanged 55 SP:Iteration 2F (4299.730000 sec): 3 clusters Score: Raw -60004.384118 + Penalty 3073.436287 = -56930.947831 nChanged 25 SP:Iteration 3F (4299.730000 sec): 3 clusters Score: Raw -60250.804350 + Penalty 3073.436287 = -57177.368062 nChanged 21 SP:Iteration 4Q (4299.730000 sec): 3 clusters Score: Raw -60613.182132 + Penalty 3073.436287 = -57539.745845 nChanged 10 SP:Iteration 5Q (4299.740000 sec): 3 clusters Score: Raw -60779.849928 + Penalty 3073.436287 = -57706.413641 nChanged 5 SP:Iteration 6Q (4299.740000 sec): 3 clusters Score: Raw -60942.075045 + Penalty 3073.436287 = -57868.638758 nChanged 4 SP:Iteration 7Q (4299.740000 sec): 3 clusters Score: Raw -61213.171111 + Penalty 3073.436287 = -58139.734824 nChanged 3 SP:Iteration 8Q (4299.740000 sec): 3 clusters Score: Raw -61284.599993 + Penalty 3073.436287 = -58211.163705 nChanged 4 SP:Iteration 9Q (4299.740000 sec): 3 clusters Score: Raw -61307.988679 + Penalty 3073.436287 = -58234.552391 nChanged 2 SP:Iteration 10Q (4299.740000 sec): 3 clusters Score: Raw -61320.642653 + Penalty 3073.436287 = -58247.206366 nChanged 2 SP:Iteration 11Q (4299.750000 sec): 3 clusters Score: Raw -61331.458970 + Penalty 3073.436287 = -58258.022683 nChanged 1 SP:Iteration 12Q (4299.750000 sec): 3 clusters Score: Raw -61332.908988 + Penalty 3073.436287 = -58259.472700 nChanged 0 SP:Iteration 13F (4299.750000 sec): 3 clusters Score: Raw -61366.942018 + Penalty 3073.436287 = -58293.505730 nChanged 8 SP:Iteration 14Q (4299.760000 sec): 3 clusters Score: Raw -61552.517001 + Penalty 3073.436287 = -58479.080714 nChanged 3 SP:Iteration 15Q (4299.760000 sec): 3 clusters Score: Raw -61725.666438 + Penalty 3073.436287 = -58652.230151 nChanged 0 SP:Iteration 16F (4299.760000 sec): 3 clusters Score: Raw -61725.666438 + Penalty 3073.436287 = -58652.230151 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 44. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 21 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4299.770000 sec): 2 clusters Score: Raw -22303.260210 + Penalty 1392.959232 = -20910.300978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4299.770000 sec): 3 clusters Score: Raw -22723.097842 + Penalty 2785.918464 = -19937.179378 nChanged 58 SP:Iteration 1F (4299.780000 sec): 3 clusters Score: Raw -23060.057475 + Penalty 2785.918464 = -20274.139011 nChanged 12 SP:Iteration 2Q (4299.780000 sec): 3 clusters Score: Raw -23207.154517 + Penalty 2785.918464 = -20421.236052 nChanged 8 SP:Iteration 3Q (4299.780000 sec): 3 clusters Score: Raw -23323.959659 + Penalty 2785.918464 = -20538.041194 nChanged 3 SP:Iteration 4Q (4299.780000 sec): 3 clusters Score: Raw -23352.794221 + Penalty 2785.918464 = -20566.875756 nChanged 2 SP:Iteration 5Q (4299.780000 sec): 3 clusters Score: Raw -23365.798312 + Penalty 2785.918464 = -20579.879847 nChanged 2 SP:Iteration 6Q (4299.780000 sec): 3 clusters Score: Raw -23379.952664 + Penalty 2785.918464 = -20594.034200 nChanged 1 SP:Iteration 7Q (4299.780000 sec): 3 clusters Score: Raw -23405.134063 + Penalty 2785.918464 = -20619.215598 nChanged 3 SP:Iteration 8Q (4299.780000 sec): 3 clusters Score: Raw -23422.698367 + Penalty 2785.918464 = -20636.779903 nChanged 0 SP:Iteration 9F (4299.790000 sec): 3 clusters Score: Raw -23422.698367 + Penalty 2785.918464 = -20636.779903 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 22 (713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4299.790000 sec): 2 clusters Score: Raw -116356.255005 + Penalty 1629.231392 = -114727.023613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4299.800000 sec): 3 clusters Score: Raw -116263.792927 + Penalty 3258.462785 = -113005.330142 nChanged 155 SP:Iteration 1F (4299.800000 sec): 3 clusters Score: Raw -116494.949353 + Penalty 3258.462785 = -113236.486568 nChanged 33 SP:Iteration 2Q (4299.800000 sec): 3 clusters Score: Raw -116546.313892 + Penalty 3258.462785 = -113287.851107 nChanged 14 SP:Iteration 3Q (4299.810000 sec): 3 clusters Score: Raw -116564.302690 + Penalty 3258.462785 = -113305.839906 nChanged 9 SP:Iteration 4Q (4299.810000 sec): 3 clusters Score: Raw -116579.308987 + Penalty 3258.462785 = -113320.846202 nChanged 4 SP:Iteration 5Q (4299.820000 sec): 3 clusters Score: Raw -116589.099688 + Penalty 3258.462785 = -113330.636904 nChanged 4 SP:Iteration 6Q (4299.820000 sec): 3 clusters Score: Raw -116595.328389 + Penalty 3258.462785 = -113336.865605 nChanged 1 SP:Iteration 7Q (4299.820000 sec): 3 clusters Score: Raw -116596.237095 + Penalty 3258.462785 = -113337.774310 nChanged 0 SP:Iteration 8F (4299.830000 sec): 3 clusters Score: Raw -116596.237095 + Penalty 3258.462785 = -113337.774310 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 23 (28751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4299.970000 sec): 2 clusters Score: Raw -4619916.353381 + Penalty 2546.074101 = -4617370.279280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4300.130000 sec): 3 clusters Score: Raw -4602703.438633 + Penalty 5092.148203 = -4597611.290430 nChanged 12908 SP:Iteration 1F (4300.280000 sec): 3 clusters Score: Raw -4609691.086758 + Penalty 5092.148203 = -4604598.938555 nChanged 1466 SP:Iteration 2F (4300.440000 sec): 3 clusters Score: Raw -4610294.331318 + Penalty 5092.148203 = -4605202.183115 nChanged 1496 SP:Iteration 3F (4300.600000 sec): 3 clusters Score: Raw -4610978.435467 + Penalty 5092.148203 = -4605886.287265 nChanged 1614 SP:Iteration 4F (4300.750000 sec): 3 clusters Score: Raw -4611869.953511 + Penalty 5092.148203 = -4606777.805309 nChanged 1868 SP:Iteration 5F (4300.900000 sec): 3 clusters Score: Raw -4613125.498765 + Penalty 5092.148203 = -4608033.350563 nChanged 2135 SP:Iteration 6F (4301.060000 sec): 3 clusters Score: Raw -4614839.879443 + Penalty 5092.148203 = -4609747.731240 nChanged 2106 SP:Iteration 7F (4301.220000 sec): 3 clusters Score: Raw -4616653.735676 + Penalty 5092.148203 = -4611561.587474 nChanged 1717 SP:Iteration 8F (4301.370000 sec): 3 clusters Score: Raw -4618229.649544 + Penalty 5092.148203 = -4613137.501341 nChanged 1092 SP:Iteration 9Q (4301.520000 sec): 3 clusters Score: Raw -4619226.889283 + Penalty 5092.148203 = -4614134.741080 nChanged 553 SP:Iteration 10Q (4301.660000 sec): 3 clusters Score: Raw -4619740.798022 + Penalty 5092.148203 = -4614648.649820 nChanged 245 SP:Iteration 11Q (4301.790000 sec): 3 clusters Score: Raw -4619960.416162 + Penalty 5092.148203 = -4614868.267959 nChanged 117 SP:Iteration 12Q (4301.920000 sec): 3 clusters Score: Raw -4620087.834649 + Penalty 5092.148203 = -4614995.686446 nChanged 68 SP:Iteration 13Q (4302.040000 sec): 3 clusters Score: Raw -4620163.087917 + Penalty 5092.148203 = -4615070.939714 nChanged 27 SP:Iteration 14Q (4302.150000 sec): 3 clusters Score: Raw -4620192.348318 + Penalty 5092.148203 = -4615100.200115 nChanged 16 SP:Iteration 15Q (4302.260000 sec): 3 clusters Score: Raw -4620214.472513 + Penalty 5092.148203 = -4615122.324310 nChanged 11 SP:Iteration 16Q (4302.380000 sec): 3 clusters Score: Raw -4620226.149245 + Penalty 5092.148203 = -4615134.001042 nChanged 9 SP:Iteration 17Q (4302.500000 sec): 3 clusters Score: Raw -4620233.736449 + Penalty 5092.148203 = -4615141.588246 nChanged 7 SP:Iteration 18Q (4302.610000 sec): 3 clusters Score: Raw -4620239.212356 + Penalty 5092.148203 = -4615147.064153 nChanged 5 SP:Iteration 19Q (4302.730000 sec): 3 clusters Score: Raw -4620245.178103 + Penalty 5092.148203 = -4615153.029901 nChanged 5 SP:Iteration 20F (4302.880000 sec): 3 clusters Score: Raw -4620251.228569 + Penalty 5092.148203 = -4615159.080366 nChanged 3 SP:Iteration 21Q (4303.000000 sec): 3 clusters Score: Raw -4620253.626531 + Penalty 5092.148203 = -4615161.478328 nChanged 4 SP:Iteration 22Q (4303.120000 sec): 3 clusters Score: Raw -4620257.977339 + Penalty 5092.148203 = -4615165.829136 nChanged 2 SP:Iteration 23Q (4303.230000 sec): 3 clusters Score: Raw -4620263.445130 + Penalty 5092.148203 = -4615171.296927 nChanged 5 SP:Iteration 24Q (4303.340000 sec): 3 clusters Score: Raw -4620268.017018 + Penalty 5092.148203 = -4615175.868815 nChanged 2 SP:Iteration 25Q (4303.440000 sec): 3 clusters Score: Raw -4620270.740494 + Penalty 5092.148203 = -4615178.592291 nChanged 1 SP:Iteration 26Q (4303.550000 sec): 3 clusters Score: Raw -4620271.969031 + Penalty 5092.148203 = -4615179.820828 nChanged 1 SP:Iteration 27Q (4303.660000 sec): 3 clusters Score: Raw -4620272.268460 + Penalty 5092.148203 = -4615180.120258 nChanged 0 SP:Iteration 28F (4303.800000 sec): 3 clusters Score: Raw -4620272.268460 + Penalty 5092.148203 = -4615180.120258 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 24 (538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4303.820000 sec): 2 clusters Score: Raw -85148.195072 + Penalty 1559.388923 = -83588.806150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4303.820000 sec): 3 clusters Score: Raw -85156.637962 + Penalty 3118.777846 = -82037.860116 nChanged 103 SP:Iteration 1F (4303.830000 sec): 3 clusters Score: Raw -85330.180672 + Penalty 3118.777846 = -82211.402827 nChanged 14 SP:Iteration 2Q (4303.830000 sec): 3 clusters Score: Raw -85368.774553 + Penalty 3118.777846 = -82249.996707 nChanged 7 SP:Iteration 3Q (4303.830000 sec): 3 clusters Score: Raw -85382.910365 + Penalty 3118.777846 = -82264.132519 nChanged 1 SP:Iteration 4Q (4303.840000 sec): 3 clusters Score: Raw -85385.205027 + Penalty 3118.777846 = -82266.427181 nChanged 1 SP:Iteration 5Q (4303.840000 sec): 3 clusters Score: Raw -85387.438281 + Penalty 3118.777846 = -82268.660435 nChanged 1 SP:Iteration 6Q (4303.840000 sec): 3 clusters Score: Raw -85389.401665 + Penalty 3118.777846 = -82270.623819 nChanged 3 SP:Iteration 7Q (4303.840000 sec): 3 clusters Score: Raw -85394.384525 + Penalty 3118.777846 = -82275.606679 nChanged 1 SP:Iteration 8Q (4303.840000 sec): 3 clusters Score: Raw -85397.145351 + Penalty 3118.777846 = -82278.367505 nChanged 0 SP:Iteration 9F (4303.850000 sec): 3 clusters Score: Raw -85397.145351 + Penalty 3118.777846 = -82278.367505 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 25 (15886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4303.920000 sec): 2 clusters Score: Raw -2533881.526128 + Penalty 2398.951987 = -2531482.574140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4304.010000 sec): 3 clusters Score: Raw -2524875.892340 + Penalty 4797.903975 = -2520077.988366 nChanged 6878 SP:Iteration 1F (4304.090000 sec): 3 clusters Score: Raw -2528638.302639 + Penalty 4797.903975 = -2523840.398664 nChanged 1041 SP:Iteration 2F (4304.170000 sec): 3 clusters Score: Raw -2529141.580321 + Penalty 4797.903975 = -2524343.676346 nChanged 909 SP:Iteration 3F (4304.250000 sec): 3 clusters Score: Raw -2529618.635063 + Penalty 4797.903975 = -2524820.731088 nChanged 895 SP:Iteration 4F (4304.340000 sec): 3 clusters Score: Raw -2530153.482784 + Penalty 4797.903975 = -2525355.578809 nChanged 856 SP:Iteration 5F (4304.420000 sec): 3 clusters Score: Raw -2530717.782842 + Penalty 4797.903975 = -2525919.878867 nChanged 883 SP:Iteration 6F (4304.500000 sec): 3 clusters Score: Raw -2531334.334355 + Penalty 4797.903975 = -2526536.430380 nChanged 794 SP:Iteration 7Q (4304.580000 sec): 3 clusters Score: Raw -2531840.684272 + Penalty 4797.903975 = -2527042.780298 nChanged 639 SP:Iteration 8Q (4304.660000 sec): 3 clusters Score: Raw -2532210.623515 + Penalty 4797.903975 = -2527412.719540 nChanged 530 SP:Iteration 9Q (4304.740000 sec): 3 clusters Score: Raw -2532519.940769 + Penalty 4797.903975 = -2527722.036794 nChanged 449 SP:Iteration 10Q (4304.820000 sec): 3 clusters Score: Raw -2532794.179246 + Penalty 4797.903975 = -2527996.275272 nChanged 393 SP:Iteration 11Q (4304.890000 sec): 3 clusters Score: Raw -2533047.612799 + Penalty 4797.903975 = -2528249.708824 nChanged 337 SP:Iteration 12Q (4304.970000 sec): 3 clusters Score: Raw -2533280.444258 + Penalty 4797.903975 = -2528482.540283 nChanged 292 SP:Iteration 13Q (4305.040000 sec): 3 clusters Score: Raw -2533470.396420 + Penalty 4797.903975 = -2528672.492445 nChanged 225 SP:Iteration 14Q (4305.110000 sec): 3 clusters Score: Raw -2533620.297258 + Penalty 4797.903975 = -2528822.393283 nChanged 183 SP:Iteration 15Q (4305.180000 sec): 3 clusters Score: Raw -2533753.642188 + Penalty 4797.903975 = -2528955.738213 nChanged 164 SP:Iteration 16Q (4305.250000 sec): 3 clusters Score: Raw -2533876.927919 + Penalty 4797.903975 = -2529079.023945 nChanged 119 SP:Iteration 17Q (4305.320000 sec): 3 clusters Score: Raw -2533972.518694 + Penalty 4797.903975 = -2529174.614720 nChanged 81 SP:Iteration 18Q (4305.390000 sec): 3 clusters Score: Raw -2534036.211932 + Penalty 4797.903975 = -2529238.307958 nChanged 51 SP:Iteration 19Q (4305.460000 sec): 3 clusters Score: Raw -2534080.515237 + Penalty 4797.903975 = -2529282.611263 nChanged 50 SP:Iteration 20F (4305.540000 sec): 3 clusters Score: Raw -2534129.978633 + Penalty 4797.903975 = -2529332.074659 nChanged 32 SP:Iteration 21Q (4305.610000 sec): 3 clusters Score: Raw -2534158.657807 + Penalty 4797.903975 = -2529360.753832 nChanged 21 SP:Iteration 22Q (4305.680000 sec): 3 clusters Score: Raw -2534173.997966 + Penalty 4797.903975 = -2529376.093992 nChanged 15 SP:Iteration 23Q (4305.750000 sec): 3 clusters Score: Raw -2534184.641206 + Penalty 4797.903975 = -2529386.737231 nChanged 8 SP:Iteration 24Q (4305.820000 sec): 3 clusters Score: Raw -2534194.173968 + Penalty 4797.903975 = -2529396.269993 nChanged 10 SP:Iteration 25Q (4305.880000 sec): 3 clusters Score: Raw -2534201.582973 + Penalty 4797.903975 = -2529403.678998 nChanged 6 SP:Iteration 26Q (4305.950000 sec): 3 clusters Score: Raw -2534207.098820 + Penalty 4797.903975 = -2529409.194845 nChanged 6 SP:Iteration 27Q (4306.020000 sec): 3 clusters Score: Raw -2534211.288787 + Penalty 4797.903975 = -2529413.384813 nChanged 4 SP:Iteration 28Q (4306.080000 sec): 3 clusters Score: Raw -2534213.521085 + Penalty 4797.903975 = -2529415.617111 nChanged 2 SP:Iteration 29Q (4306.150000 sec): 3 clusters Score: Raw -2534216.261772 + Penalty 4797.903975 = -2529418.357797 nChanged 1 SP:Iteration 30Q (4306.220000 sec): 3 clusters Score: Raw -2534216.817191 + Penalty 4797.903975 = -2529418.913216 nChanged 0 SP:Iteration 31F (4306.310000 sec): 3 clusters Score: Raw -2534216.817191 + Penalty 4797.903975 = -2529418.913216 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 26 (105907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4306.820000 sec): 2 clusters Score: Raw -17022341.388257 + Penalty 2869.438524 = -17019471.949733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4307.420000 sec): 3 clusters Score: Raw -16954596.097316 + Penalty 5738.877048 = -16948857.220267 nChanged 50039 SP:Iteration 1F (4308.020000 sec): 3 clusters Score: Raw -16982672.139407 + Penalty 5738.877048 = -16976933.262359 nChanged 3385 SP:Iteration 2Q (4308.610000 sec): 3 clusters Score: Raw -16983482.665307 + Penalty 5738.877048 = -16977743.788258 nChanged 3603 SP:Iteration 3Q (4309.200000 sec): 3 clusters Score: Raw -16984526.372569 + Penalty 5738.877048 = -16978787.495520 nChanged 4301 SP:Iteration 4Q (4309.800000 sec): 3 clusters Score: Raw -16986171.980204 + Penalty 5738.877048 = -16980433.103155 nChanged 5589 SP:Iteration 5F (4310.380000 sec): 3 clusters Score: Raw -16989013.952721 + Penalty 5738.877048 = -16983275.075673 nChanged 7304 SP:Iteration 6F (4310.970000 sec): 3 clusters Score: Raw -16993865.491879 + Penalty 5738.877048 = -16988126.614830 nChanged 8771 SP:Iteration 7F (4311.550000 sec): 3 clusters Score: Raw -17001039.046352 + Penalty 5738.877048 = -16995300.169303 nChanged 8760 SP:Iteration 8F (4312.130000 sec): 3 clusters Score: Raw -17009007.546651 + Penalty 5738.877048 = -17003268.669603 nChanged 6893 SP:Iteration 9F (4312.710000 sec): 3 clusters Score: Raw -17015420.509840 + Penalty 5738.877048 = -17009681.632792 nChanged 4181 SP:Iteration 10Q (4313.280000 sec): 3 clusters Score: Raw -17019217.944520 + Penalty 5738.877048 = -17013479.067472 nChanged 2189 SP:Iteration 11Q (4313.840000 sec): 3 clusters Score: Raw -17021166.299913 + Penalty 5738.877048 = -17015427.422865 nChanged 972 SP:Iteration 12Q (4314.330000 sec): 3 clusters Score: Raw -17022032.366269 + Penalty 5738.877048 = -17016293.489221 nChanged 432 SP:Iteration 13Q (4314.790000 sec): 3 clusters Score: Raw -17022487.314438 + Penalty 5738.877048 = -17016748.437390 nChanged 222 SP:Iteration 14Q (4315.210000 sec): 3 clusters Score: Raw -17022728.308772 + Penalty 5738.877048 = -17016989.431724 nChanged 148 SP:Iteration 15Q (4315.630000 sec): 3 clusters Score: Raw -17022865.196790 + Penalty 5738.877048 = -17017126.319742 nChanged 95 SP:Iteration 16Q (4316.050000 sec): 3 clusters Score: Raw -17022932.190830 + Penalty 5738.877048 = -17017193.313781 nChanged 70 SP:Iteration 17Q (4316.460000 sec): 3 clusters Score: Raw -17022973.789847 + Penalty 5738.877048 = -17017234.912798 nChanged 53 SP:Iteration 18Q (4316.880000 sec): 3 clusters Score: Raw -17023008.704154 + Penalty 5738.877048 = -17017269.827105 nChanged 47 SP:Iteration 19Q (4317.300000 sec): 3 clusters Score: Raw -17023041.601717 + Penalty 5738.877048 = -17017302.724669 nChanged 44 SP:Iteration 20F (4317.880000 sec): 3 clusters Score: Raw -17023065.313965 + Penalty 5738.877048 = -17017326.436917 nChanged 29 SP:Iteration 21Q (4318.280000 sec): 3 clusters Score: Raw -17023077.676235 + Penalty 5738.877048 = -17017338.799186 nChanged 19 SP:Iteration 22Q (4318.690000 sec): 3 clusters Score: Raw -17023088.823809 + Penalty 5738.877048 = -17017349.946760 nChanged 23 SP:Iteration 23Q (4319.100000 sec): 3 clusters Score: Raw -17023101.468244 + Penalty 5738.877048 = -17017362.591195 nChanged 19 SP:Iteration 24Q (4319.510000 sec): 3 clusters Score: Raw -17023110.046868 + Penalty 5738.877048 = -17017371.169820 nChanged 22 SP:Iteration 25Q (4319.890000 sec): 3 clusters Score: Raw -17023121.312890 + Penalty 5738.877048 = -17017382.435842 nChanged 26 SP:Iteration 26Q (4320.270000 sec): 3 clusters Score: Raw -17023130.551835 + Penalty 5738.877048 = -17017391.674786 nChanged 16 SP:Iteration 27Q (4320.650000 sec): 3 clusters Score: Raw -17023135.404514 + Penalty 5738.877048 = -17017396.527466 nChanged 9 SP:Iteration 28Q (4321.030000 sec): 3 clusters Score: Raw -17023138.472718 + Penalty 5738.877048 = -17017399.595670 nChanged 6 SP:Iteration 29Q (4321.410000 sec): 3 clusters Score: Raw -17023140.981835 + Penalty 5738.877048 = -17017402.104787 nChanged 7 SP:Iteration 30Q (4321.790000 sec): 3 clusters Score: Raw -17023143.102545 + Penalty 5738.877048 = -17017404.225497 nChanged 3 SP:Iteration 31Q (4322.170000 sec): 3 clusters Score: Raw -17023144.086322 + Penalty 5738.877048 = -17017405.209274 nChanged 0 SP:Iteration 32F (4322.710000 sec): 3 clusters Score: Raw -17023144.086322 + Penalty 5738.877048 = -17017405.209274 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 27 (11328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4322.800000 sec): 2 clusters Score: Raw -1740388.185360 + Penalty 2315.088138 = -1738073.097221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4322.860000 sec): 3 clusters Score: Raw -1734165.675606 + Penalty 4630.176277 = -1729535.499329 nChanged 4748 SP:Iteration 1F (4322.920000 sec): 3 clusters Score: Raw -1736720.866041 + Penalty 4630.176277 = -1732090.689764 nChanged 749 SP:Iteration 2F (4322.980000 sec): 3 clusters Score: Raw -1737135.847320 + Penalty 4630.176277 = -1732505.671044 nChanged 671 SP:Iteration 3F (4323.030000 sec): 3 clusters Score: Raw -1737577.960590 + Penalty 4630.176277 = -1732947.784314 nChanged 656 SP:Iteration 4F (4323.090000 sec): 3 clusters Score: Raw -1738082.142280 + Penalty 4630.176277 = -1733451.966003 nChanged 711 SP:Iteration 5F (4323.150000 sec): 3 clusters Score: Raw -1738615.920025 + Penalty 4630.176277 = -1733985.743748 nChanged 648 SP:Iteration 6F (4323.200000 sec): 3 clusters Score: Raw -1739098.696176 + Penalty 4630.176277 = -1734468.519899 nChanged 616 SP:Iteration 7F (4323.260000 sec): 3 clusters Score: Raw -1739548.467963 + Penalty 4630.176277 = -1734918.291687 nChanged 535 SP:Iteration 8Q (4323.320000 sec): 3 clusters Score: Raw -1739956.514690 + Penalty 4630.176277 = -1735326.338413 nChanged 529 SP:Iteration 9Q (4323.370000 sec): 3 clusters Score: Raw -1740418.047587 + Penalty 4630.176277 = -1735787.871310 nChanged 471 SP:Iteration 10Q (4323.430000 sec): 3 clusters Score: Raw -1740913.308752 + Penalty 4630.176277 = -1736283.132475 nChanged 405 SP:Iteration 11Q (4323.480000 sec): 3 clusters Score: Raw -1741479.297192 + Penalty 4630.176277 = -1736849.120915 nChanged 299 SP:Iteration 12Q (4323.540000 sec): 3 clusters Score: Raw -1741803.373452 + Penalty 4630.176277 = -1737173.197175 nChanged 186 SP:Iteration 13Q (4323.580000 sec): 3 clusters Score: Raw -1741951.367792 + Penalty 4630.176277 = -1737321.191515 nChanged 136 SP:Iteration 14Q (4323.640000 sec): 3 clusters Score: Raw -1742026.366221 + Penalty 4630.176277 = -1737396.189945 nChanged 92 SP:Iteration 15Q (4323.680000 sec): 3 clusters Score: Raw -1742068.888507 + Penalty 4630.176277 = -1737438.712230 nChanged 65 SP:Iteration 16Q (4323.730000 sec): 3 clusters Score: Raw -1742094.773080 + Penalty 4630.176277 = -1737464.596803 nChanged 51 SP:Iteration 17Q (4323.780000 sec): 3 clusters Score: Raw -1742110.999818 + Penalty 4630.176277 = -1737480.823541 nChanged 39 SP:Iteration 18Q (4323.830000 sec): 3 clusters Score: Raw -1742122.540581 + Penalty 4630.176277 = -1737492.364305 nChanged 28 SP:Iteration 19Q (4323.870000 sec): 3 clusters Score: Raw -1742128.546891 + Penalty 4630.176277 = -1737498.370614 nChanged 16 SP:Iteration 20F (4323.930000 sec): 3 clusters Score: Raw -1742132.350922 + Penalty 4630.176277 = -1737502.174645 nChanged 21 SP:Iteration 21Q (4323.980000 sec): 3 clusters Score: Raw -1742137.467426 + Penalty 4630.176277 = -1737507.291149 nChanged 18 SP:Iteration 22Q (4324.030000 sec): 3 clusters Score: Raw -1742142.518084 + Penalty 4630.176277 = -1737512.341807 nChanged 14 SP:Iteration 23Q (4324.080000 sec): 3 clusters Score: Raw -1742145.729550 + Penalty 4630.176277 = -1737515.553273 nChanged 8 SP:Iteration 24Q (4324.120000 sec): 3 clusters Score: Raw -1742146.956502 + Penalty 4630.176277 = -1737516.780225 nChanged 11 SP:Iteration 25Q (4324.170000 sec): 3 clusters Score: Raw -1742149.812572 + Penalty 4630.176277 = -1737519.636295 nChanged 13 SP:Iteration 26Q (4324.220000 sec): 3 clusters Score: Raw -1742153.448957 + Penalty 4630.176277 = -1737523.272680 nChanged 8 SP:Iteration 27Q (4324.270000 sec): 3 clusters Score: Raw -1742155.156336 + Penalty 4630.176277 = -1737524.980060 nChanged 10 SP:Iteration 28Q (4324.310000 sec): 3 clusters Score: Raw -1742156.958147 + Penalty 4630.176277 = -1737526.781870 nChanged 8 SP:Iteration 29Q (4324.360000 sec): 3 clusters Score: Raw -1742158.398936 + Penalty 4630.176277 = -1737528.222659 nChanged 7 SP:Iteration 30Q (4324.410000 sec): 3 clusters Score: Raw -1742159.740419 + Penalty 4630.176277 = -1737529.564142 nChanged 6 SP:Iteration 31Q (4324.460000 sec): 3 clusters Score: Raw -1742160.529759 + Penalty 4630.176277 = -1737530.353482 nChanged 5 SP:Iteration 32Q (4324.500000 sec): 3 clusters Score: Raw -1742161.319121 + Penalty 4630.176277 = -1737531.142844 nChanged 5 SP:Iteration 33Q (4324.550000 sec): 3 clusters Score: Raw -1742162.288767 + Penalty 4630.176277 = -1737532.112491 nChanged 3 SP:Iteration 34Q (4324.600000 sec): 3 clusters Score: Raw -1742163.130944 + Penalty 4630.176277 = -1737532.954668 nChanged 3 SP:Iteration 35Q (4324.640000 sec): 3 clusters Score: Raw -1742163.441309 + Penalty 4630.176277 = -1737533.265032 nChanged 2 SP:Iteration 36Q (4324.690000 sec): 3 clusters Score: Raw -1742163.615087 + Penalty 4630.176277 = -1737533.438811 nChanged 0 SP:Iteration 37F (4324.750000 sec): 3 clusters Score: Raw -1742163.615087 + Penalty 4630.176277 = -1737533.438811 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 28 (15482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4324.820000 sec): 2 clusters Score: Raw -2485793.006280 + Penalty 2392.563468 = -2483400.442812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4324.900000 sec): 3 clusters Score: Raw -2476945.306610 + Penalty 4785.126936 = -2472160.179674 nChanged 6798 SP:Iteration 1F (4324.980000 sec): 3 clusters Score: Raw -2480615.579760 + Penalty 4785.126936 = -2475830.452824 nChanged 829 SP:Iteration 2F (4325.060000 sec): 3 clusters Score: Raw -2480912.947933 + Penalty 4785.126936 = -2476127.820998 nChanged 675 SP:Iteration 3Q (4325.140000 sec): 3 clusters Score: Raw -2481141.990226 + Penalty 4785.126936 = -2476356.863290 nChanged 543 SP:Iteration 4Q (4325.220000 sec): 3 clusters Score: Raw -2481342.561000 + Penalty 4785.126936 = -2476557.434065 nChanged 536 SP:Iteration 5Q (4325.300000 sec): 3 clusters Score: Raw -2481564.691577 + Penalty 4785.126936 = -2476779.564641 nChanged 537 SP:Iteration 6Q (4325.380000 sec): 3 clusters Score: Raw -2481807.632690 + Penalty 4785.126936 = -2477022.505755 nChanged 551 SP:Iteration 7Q (4325.460000 sec): 3 clusters Score: Raw -2482082.914256 + Penalty 4785.126936 = -2477297.787321 nChanged 557 SP:Iteration 8Q (4325.530000 sec): 3 clusters Score: Raw -2482374.097675 + Penalty 4785.126936 = -2477588.970740 nChanged 590 SP:Iteration 9Q (4325.610000 sec): 3 clusters Score: Raw -2482679.554021 + Penalty 4785.126936 = -2477894.427086 nChanged 595 SP:Iteration 10Q (4325.690000 sec): 3 clusters Score: Raw -2482958.942024 + Penalty 4785.126936 = -2478173.815089 nChanged 577 SP:Iteration 11Q (4325.770000 sec): 3 clusters Score: Raw -2483236.353534 + Penalty 4785.126936 = -2478451.226598 nChanged 572 SP:Iteration 12Q (4325.850000 sec): 3 clusters Score: Raw -2483519.599247 + Penalty 4785.126936 = -2478734.472312 nChanged 597 SP:Iteration 13Q (4325.920000 sec): 3 clusters Score: Raw -2483838.619073 + Penalty 4785.126936 = -2479053.492138 nChanged 585 SP:Iteration 14Q (4326.000000 sec): 3 clusters Score: Raw -2484188.856342 + Penalty 4785.126936 = -2479403.729406 nChanged 622 SP:Iteration 15Q (4326.080000 sec): 3 clusters Score: Raw -2484589.655840 + Penalty 4785.126936 = -2479804.528905 nChanged 575 SP:Iteration 16Q (4326.150000 sec): 3 clusters Score: Raw -2484970.569064 + Penalty 4785.126936 = -2480185.442129 nChanged 452 SP:Iteration 17Q (4326.220000 sec): 3 clusters Score: Raw -2485251.061660 + Penalty 4785.126936 = -2480465.934724 nChanged 383 SP:Iteration 18Q (4326.300000 sec): 3 clusters Score: Raw -2485490.159000 + Penalty 4785.126936 = -2480705.032065 nChanged 317 SP:Iteration 19Q (4326.370000 sec): 3 clusters Score: Raw -2485685.432538 + Penalty 4785.126936 = -2480900.305602 nChanged 243 SP:Iteration 20F (4326.450000 sec): 3 clusters Score: Raw -2485829.489536 + Penalty 4785.126936 = -2481044.362600 nChanged 175 SP:Iteration 21Q (4326.520000 sec): 3 clusters Score: Raw -2485920.796568 + Penalty 4785.126936 = -2481135.669633 nChanged 135 SP:Iteration 22Q (4326.590000 sec): 3 clusters Score: Raw -2485999.454096 + Penalty 4785.126936 = -2481214.327160 nChanged 96 SP:Iteration 23Q (4326.660000 sec): 3 clusters Score: Raw -2486056.551951 + Penalty 4785.126936 = -2481271.425016 nChanged 67 SP:Iteration 24Q (4326.720000 sec): 3 clusters Score: Raw -2486098.769548 + Penalty 4785.126936 = -2481313.642612 nChanged 56 SP:Iteration 25Q (4326.790000 sec): 3 clusters Score: Raw -2486127.935896 + Penalty 4785.126936 = -2481342.808960 nChanged 43 SP:Iteration 26Q (4326.850000 sec): 3 clusters Score: Raw -2486154.182307 + Penalty 4785.126936 = -2481369.055371 nChanged 34 SP:Iteration 27Q (4326.920000 sec): 3 clusters Score: Raw -2486176.740101 + Penalty 4785.126936 = -2481391.613166 nChanged 31 SP:Iteration 28Q (4326.980000 sec): 3 clusters Score: Raw -2486194.807324 + Penalty 4785.126936 = -2481409.680388 nChanged 20 SP:Iteration 29Q (4327.050000 sec): 3 clusters Score: Raw -2486203.912154 + Penalty 4785.126936 = -2481418.785219 nChanged 15 SP:Iteration 30Q (4327.110000 sec): 3 clusters Score: Raw -2486210.745197 + Penalty 4785.126936 = -2481425.618262 nChanged 10 SP:Iteration 31Q (4327.180000 sec): 3 clusters Score: Raw -2486216.458807 + Penalty 4785.126936 = -2481431.331872 nChanged 14 SP:Iteration 32Q (4327.250000 sec): 3 clusters Score: Raw -2486223.800769 + Penalty 4785.126936 = -2481438.673833 nChanged 8 SP:Iteration 33Q (4327.310000 sec): 3 clusters Score: Raw -2486227.645863 + Penalty 4785.126936 = -2481442.518928 nChanged 7 SP:Iteration 34Q (4327.370000 sec): 3 clusters Score: Raw -2486231.816985 + Penalty 4785.126936 = -2481446.690050 nChanged 7 SP:Iteration 35Q (4327.440000 sec): 3 clusters Score: Raw -2486235.076883 + Penalty 4785.126936 = -2481449.949947 nChanged 5 SP:Iteration 36Q (4327.500000 sec): 3 clusters Score: Raw -2486237.040058 + Penalty 4785.126936 = -2481451.913122 nChanged 6 SP:Iteration 37Q (4327.570000 sec): 3 clusters Score: Raw -2486239.966659 + Penalty 4785.126936 = -2481454.839723 nChanged 7 SP:Iteration 38Q (4327.630000 sec): 3 clusters Score: Raw -2486242.751366 + Penalty 4785.126936 = -2481457.624431 nChanged 5 SP:Iteration 39Q (4327.690000 sec): 3 clusters Score: Raw -2486244.620722 + Penalty 4785.126936 = -2481459.493786 nChanged 1 SP:Iteration 40F (4327.770000 sec): 3 clusters Score: Raw -2486245.591754 + Penalty 4785.126936 = -2481460.464818 nChanged 2 SP:Iteration 41Q (4327.830000 sec): 3 clusters Score: Raw -2486246.820429 + Penalty 4785.126936 = -2481461.693493 nChanged 3 SP:Iteration 42Q (4327.900000 sec): 3 clusters Score: Raw -2486248.903393 + Penalty 4785.126936 = -2481463.776458 nChanged 4 SP:Iteration 43Q (4327.960000 sec): 3 clusters Score: Raw -2486252.332991 + Penalty 4785.126936 = -2481467.206056 nChanged 4 SP:Iteration 44Q (4328.020000 sec): 3 clusters Score: Raw -2486256.988966 + Penalty 4785.126936 = -2481471.862030 nChanged 6 SP:Iteration 45Q (4328.090000 sec): 3 clusters Score: Raw -2486260.677148 + Penalty 4785.126936 = -2481475.550213 nChanged 4 SP:Iteration 46Q (4328.150000 sec): 3 clusters Score: Raw -2486261.893425 + Penalty 4785.126936 = -2481476.766490 nChanged 2 SP:Iteration 47Q (4328.210000 sec): 3 clusters Score: Raw -2486262.663227 + Penalty 4785.126936 = -2481477.536291 nChanged 1 SP:Iteration 48Q (4328.270000 sec): 3 clusters Score: Raw -2486263.365259 + Penalty 4785.126936 = -2481478.238323 nChanged 1 SP:Iteration 49Q (4328.340000 sec): 3 clusters Score: Raw -2486263.452484 + Penalty 4785.126936 = -2481478.325548 nChanged 0 SP:Iteration 50F (4328.410000 sec): 3 clusters Score: Raw -2486263.452484 + Penalty 4785.126936 = -2481478.325548 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 29 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4328.430000 sec): 2 clusters Score: Raw -46195.466322 + Penalty 1425.849461 = -44769.616862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4328.430000 sec): 3 clusters Score: Raw -46281.228917 + Penalty 2851.698921 = -43429.529996 nChanged 51 SP:Iteration 1F (4328.430000 sec): 3 clusters Score: Raw -46466.859808 + Penalty 2851.698921 = -43615.160887 nChanged 17 SP:Iteration 2F (4328.430000 sec): 3 clusters Score: Raw -46554.961716 + Penalty 2851.698921 = -43703.262795 nChanged 10 SP:Iteration 3Q (4328.430000 sec): 3 clusters Score: Raw -46628.130552 + Penalty 2851.698921 = -43776.431631 nChanged 8 SP:Iteration 4Q (4328.430000 sec): 3 clusters Score: Raw -46672.651215 + Penalty 2851.698921 = -43820.952294 nChanged 8 SP:Iteration 5Q (4328.430000 sec): 3 clusters Score: Raw -46740.198123 + Penalty 2851.698921 = -43888.499202 nChanged 3 SP:Iteration 6Q (4328.430000 sec): 3 clusters Score: Raw -46778.979052 + Penalty 2851.698921 = -43927.280131 nChanged 3 SP:Iteration 7Q (4328.440000 sec): 3 clusters Score: Raw -46797.927556 + Penalty 2851.698921 = -43946.228635 nChanged 0 SP:Iteration 8F (4328.440000 sec): 3 clusters Score: Raw -46797.927556 + Penalty 2851.698921 = -43946.228635 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 30 (3940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4328.460000 sec): 2 clusters Score: Raw -633053.898680 + Penalty 2053.176129 = -631000.722551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4328.480000 sec): 3 clusters Score: Raw -631252.535502 + Penalty 4106.352257 = -627146.183245 nChanged 1450 SP:Iteration 1F (4328.500000 sec): 3 clusters Score: Raw -632091.169242 + Penalty 4106.352257 = -627984.816985 nChanged 275 SP:Iteration 2F (4328.520000 sec): 3 clusters Score: Raw -632264.589085 + Penalty 4106.352257 = -628158.236828 nChanged 165 SP:Iteration 3Q (4328.540000 sec): 3 clusters Score: Raw -632360.127582 + Penalty 4106.352257 = -628253.775325 nChanged 120 SP:Iteration 4Q (4328.560000 sec): 3 clusters Score: Raw -632437.213652 + Penalty 4106.352257 = -628330.861394 nChanged 115 SP:Iteration 5Q (4328.580000 sec): 3 clusters Score: Raw -632504.747139 + Penalty 4106.352257 = -628398.394882 nChanged 98 SP:Iteration 6Q (4328.600000 sec): 3 clusters Score: Raw -632551.231066 + Penalty 4106.352257 = -628444.878809 nChanged 82 SP:Iteration 7Q (4328.620000 sec): 3 clusters Score: Raw -632593.481898 + Penalty 4106.352257 = -628487.129641 nChanged 83 SP:Iteration 8Q (4328.640000 sec): 3 clusters Score: Raw -632637.671098 + Penalty 4106.352257 = -628531.318841 nChanged 78 SP:Iteration 9Q (4328.650000 sec): 3 clusters Score: Raw -632676.924920 + Penalty 4106.352257 = -628570.572663 nChanged 82 SP:Iteration 10Q (4328.670000 sec): 3 clusters Score: Raw -632719.760868 + Penalty 4106.352257 = -628613.408611 nChanged 66 SP:Iteration 11Q (4328.690000 sec): 3 clusters Score: Raw -632757.622343 + Penalty 4106.352257 = -628651.270086 nChanged 62 SP:Iteration 12Q (4328.710000 sec): 3 clusters Score: Raw -632788.401487 + Penalty 4106.352257 = -628682.049230 nChanged 66 SP:Iteration 13Q (4328.730000 sec): 3 clusters Score: Raw -632825.811864 + Penalty 4106.352257 = -628719.459607 nChanged 62 SP:Iteration 14Q (4328.750000 sec): 3 clusters Score: Raw -632861.840117 + Penalty 4106.352257 = -628755.487860 nChanged 55 SP:Iteration 15Q (4328.770000 sec): 3 clusters Score: Raw -632891.444282 + Penalty 4106.352257 = -628785.092025 nChanged 54 SP:Iteration 16Q (4328.790000 sec): 3 clusters Score: Raw -632921.235871 + Penalty 4106.352257 = -628814.883614 nChanged 50 SP:Iteration 17Q (4328.810000 sec): 3 clusters Score: Raw -632946.672329 + Penalty 4106.352257 = -628840.320072 nChanged 45 SP:Iteration 18Q (4328.830000 sec): 3 clusters Score: Raw -632971.961934 + Penalty 4106.352257 = -628865.609677 nChanged 41 SP:Iteration 19Q (4328.850000 sec): 3 clusters Score: Raw -632995.584859 + Penalty 4106.352257 = -628889.232602 nChanged 45 SP:Iteration 20F (4328.870000 sec): 3 clusters Score: Raw -633018.634329 + Penalty 4106.352257 = -628912.282072 nChanged 35 SP:Iteration 21Q (4328.890000 sec): 3 clusters Score: Raw -633037.022896 + Penalty 4106.352257 = -628930.670639 nChanged 29 SP:Iteration 22Q (4328.910000 sec): 3 clusters Score: Raw -633052.126269 + Penalty 4106.352257 = -628945.774012 nChanged 28 SP:Iteration 23Q (4328.930000 sec): 3 clusters Score: Raw -633067.354514 + Penalty 4106.352257 = -628961.002257 nChanged 23 SP:Iteration 24Q (4328.950000 sec): 3 clusters Score: Raw -633081.135356 + Penalty 4106.352257 = -628974.783099 nChanged 25 SP:Iteration 25Q (4328.970000 sec): 3 clusters Score: Raw -633096.512636 + Penalty 4106.352257 = -628990.160379 nChanged 27 SP:Iteration 26Q (4328.990000 sec): 3 clusters Score: Raw -633109.715249 + Penalty 4106.352257 = -629003.362992 nChanged 22 SP:Iteration 27Q (4329.010000 sec): 3 clusters Score: Raw -633122.035212 + Penalty 4106.352257 = -629015.682955 nChanged 19 SP:Iteration 28Q (4329.030000 sec): 3 clusters Score: Raw -633134.875469 + Penalty 4106.352257 = -629028.523212 nChanged 23 SP:Iteration 29Q (4329.050000 sec): 3 clusters Score: Raw -633151.180338 + Penalty 4106.352257 = -629044.828081 nChanged 21 SP:Iteration 30Q (4329.070000 sec): 3 clusters Score: Raw -633167.134096 + Penalty 4106.352257 = -629060.781839 nChanged 27 SP:Iteration 31Q (4329.090000 sec): 3 clusters Score: Raw -633185.676047 + Penalty 4106.352257 = -629079.323790 nChanged 26 SP:Iteration 32Q (4329.110000 sec): 3 clusters Score: Raw -633203.110603 + Penalty 4106.352257 = -629096.758346 nChanged 19 SP:Iteration 33Q (4329.130000 sec): 3 clusters Score: Raw -633216.853304 + Penalty 4106.352257 = -629110.501047 nChanged 21 SP:Iteration 34Q (4329.140000 sec): 3 clusters Score: Raw -633232.762928 + Penalty 4106.352257 = -629126.410671 nChanged 18 SP:Iteration 35Q (4329.160000 sec): 3 clusters Score: Raw -633247.657414 + Penalty 4106.352257 = -629141.305157 nChanged 20 SP:Iteration 36Q (4329.180000 sec): 3 clusters Score: Raw -633260.347743 + Penalty 4106.352257 = -629153.995485 nChanged 17 SP:Iteration 37Q (4329.200000 sec): 3 clusters Score: Raw -633272.328916 + Penalty 4106.352257 = -629165.976659 nChanged 11 SP:Iteration 38Q (4329.220000 sec): 3 clusters Score: Raw -633281.363611 + Penalty 4106.352257 = -629175.011354 nChanged 14 SP:Iteration 39Q (4329.240000 sec): 3 clusters Score: Raw -633289.124550 + Penalty 4106.352257 = -629182.772293 nChanged 8 SP:Iteration 40F (4329.260000 sec): 3 clusters Score: Raw -633293.698649 + Penalty 4106.352257 = -629187.346392 nChanged 6 SP:Iteration 41Q (4329.270000 sec): 3 clusters Score: Raw -633297.600991 + Penalty 4106.352257 = -629191.248734 nChanged 3 SP:Iteration 42Q (4329.290000 sec): 3 clusters Score: Raw -633300.353434 + Penalty 4106.352257 = -629194.001177 nChanged 4 SP:Iteration 43Q (4329.310000 sec): 3 clusters Score: Raw -633303.840328 + Penalty 4106.352257 = -629197.488071 nChanged 7 SP:Iteration 44Q (4329.330000 sec): 3 clusters Score: Raw -633306.963002 + Penalty 4106.352257 = -629200.610745 nChanged 4 SP:Iteration 45Q (4329.350000 sec): 3 clusters Score: Raw -633309.601784 + Penalty 4106.352257 = -629203.249527 nChanged 3 SP:Iteration 46Q (4329.370000 sec): 3 clusters Score: Raw -633312.123405 + Penalty 4106.352257 = -629205.771148 nChanged 6 SP:Iteration 47Q (4329.390000 sec): 3 clusters Score: Raw -633316.335118 + Penalty 4106.352257 = -629209.982861 nChanged 5 SP:Iteration 48Q (4329.410000 sec): 3 clusters Score: Raw -633320.010156 + Penalty 4106.352257 = -629213.657899 nChanged 3 SP:Iteration 49Q (4329.430000 sec): 3 clusters Score: Raw -633322.427227 + Penalty 4106.352257 = -629216.074970 nChanged 3 SP:Iteration 50Q (4329.440000 sec): 3 clusters Score: Raw -633324.681168 + Penalty 4106.352257 = -629218.328910 nChanged 2 SP:Iteration 51Q (4329.460000 sec): 3 clusters Score: Raw -633326.471940 + Penalty 4106.352257 = -629220.119683 nChanged 3 SP:Iteration 52Q (4329.480000 sec): 3 clusters Score: Raw -633328.963278 + Penalty 4106.352257 = -629222.611021 nChanged 2 SP:Iteration 53Q (4329.500000 sec): 3 clusters Score: Raw -633331.736287 + Penalty 4106.352257 = -629225.384030 nChanged 3 SP:Iteration 54Q (4329.520000 sec): 3 clusters Score: Raw -633333.958415 + Penalty 4106.352257 = -629227.606158 nChanged 1 SP:Iteration 55Q (4329.530000 sec): 3 clusters Score: Raw -633334.367209 + Penalty 4106.352257 = -629228.014951 nChanged 0 SP:Iteration 56F (4329.550000 sec): 3 clusters Score: Raw -633334.367209 + Penalty 4106.352257 = -629228.014951 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 31 (1838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4329.570000 sec): 2 clusters Score: Raw -257559.108701 + Penalty 1864.075459 = -255695.033242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4329.580000 sec): 3 clusters Score: Raw -256919.889713 + Penalty 3728.150918 = -253191.738795 nChanged 583 SP:Iteration 1F (4329.590000 sec): 3 clusters Score: Raw -257499.377317 + Penalty 3728.150918 = -253771.226399 nChanged 192 SP:Iteration 2F (4329.590000 sec): 3 clusters Score: Raw -257781.340464 + Penalty 3728.150918 = -254053.189546 nChanged 122 SP:Iteration 3F (4329.610000 sec): 3 clusters Score: Raw -257986.373187 + Penalty 3728.150918 = -254258.222269 nChanged 88 SP:Iteration 4Q (4329.610000 sec): 3 clusters Score: Raw -258114.514162 + Penalty 3728.150918 = -254386.363243 nChanged 70 SP:Iteration 5Q (4329.620000 sec): 3 clusters Score: Raw -258199.846158 + Penalty 3728.150918 = -254471.695240 nChanged 54 SP:Iteration 6Q (4329.630000 sec): 3 clusters Score: Raw -258268.922283 + Penalty 3728.150918 = -254540.771365 nChanged 41 SP:Iteration 7Q (4329.640000 sec): 3 clusters Score: Raw -258334.432002 + Penalty 3728.150918 = -254606.281084 nChanged 41 SP:Iteration 8Q (4329.650000 sec): 3 clusters Score: Raw -258387.588702 + Penalty 3728.150918 = -254659.437784 nChanged 41 SP:Iteration 9Q (4329.660000 sec): 3 clusters Score: Raw -258452.573025 + Penalty 3728.150918 = -254724.422107 nChanged 40 SP:Iteration 10Q (4329.670000 sec): 3 clusters Score: Raw -258507.552522 + Penalty 3728.150918 = -254779.401604 nChanged 36 SP:Iteration 11Q (4329.670000 sec): 3 clusters Score: Raw -258553.409908 + Penalty 3728.150918 = -254825.258990 nChanged 26 SP:Iteration 12Q (4329.680000 sec): 3 clusters Score: Raw -258588.949219 + Penalty 3728.150918 = -254860.798301 nChanged 21 SP:Iteration 13Q (4329.690000 sec): 3 clusters Score: Raw -258619.971310 + Penalty 3728.150918 = -254891.820392 nChanged 19 SP:Iteration 14Q (4329.700000 sec): 3 clusters Score: Raw -258641.902061 + Penalty 3728.150918 = -254913.751143 nChanged 15 SP:Iteration 15Q (4329.710000 sec): 3 clusters Score: Raw -258687.078008 + Penalty 3728.150918 = -254958.927089 nChanged 17 SP:Iteration 16Q (4329.710000 sec): 3 clusters Score: Raw -258714.102866 + Penalty 3728.150918 = -254985.951948 nChanged 17 SP:Iteration 17Q (4329.720000 sec): 3 clusters Score: Raw -258739.688989 + Penalty 3728.150918 = -255011.538071 nChanged 11 SP:Iteration 18Q (4329.730000 sec): 3 clusters Score: Raw -258748.948072 + Penalty 3728.150918 = -255020.797154 nChanged 12 SP:Iteration 19Q (4329.740000 sec): 3 clusters Score: Raw -258760.018583 + Penalty 3728.150918 = -255031.867665 nChanged 9 SP:Iteration 20F (4329.750000 sec): 3 clusters Score: Raw -258775.467451 + Penalty 3728.150918 = -255047.316533 nChanged 6 SP:Iteration 21Q (4329.760000 sec): 3 clusters Score: Raw -258779.858929 + Penalty 3728.150918 = -255051.708011 nChanged 7 SP:Iteration 22Q (4329.770000 sec): 3 clusters Score: Raw -258785.589495 + Penalty 3728.150918 = -255057.438576 nChanged 5 SP:Iteration 23Q (4329.770000 sec): 3 clusters Score: Raw -258790.983249 + Penalty 3728.150918 = -255062.832330 nChanged 5 SP:Iteration 24Q (4329.780000 sec): 3 clusters Score: Raw -258794.320410 + Penalty 3728.150918 = -255066.169492 nChanged 2 SP:Iteration 25Q (4329.790000 sec): 3 clusters Score: Raw -258796.003008 + Penalty 3728.150918 = -255067.852090 nChanged 1 SP:Iteration 26Q (4329.800000 sec): 3 clusters Score: Raw -258796.489944 + Penalty 3728.150918 = -255068.339026 nChanged 1 SP:Iteration 27Q (4329.810000 sec): 3 clusters Score: Raw -258797.267934 + Penalty 3728.150918 = -255069.117016 nChanged 2 SP:Iteration 28Q (4329.810000 sec): 3 clusters Score: Raw -258798.157262 + Penalty 3728.150918 = -255070.006344 nChanged 1 SP:Iteration 29Q (4329.820000 sec): 3 clusters Score: Raw -258798.455729 + Penalty 3728.150918 = -255070.304811 nChanged 1 SP:Iteration 30Q (4329.830000 sec): 3 clusters Score: Raw -258798.687591 + Penalty 3728.150918 = -255070.536672 nChanged 0 SP:Iteration 31F (4329.840000 sec): 3 clusters Score: Raw -258798.687591 + Penalty 3728.150918 = -255070.536672 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 32 (1682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4329.850000 sec): 2 clusters Score: Raw -238664.149632 + Penalty 1842.079232 = -236822.070399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4329.860000 sec): 3 clusters Score: Raw -238149.044800 + Penalty 3684.158465 = -234464.886335 nChanged 553 SP:Iteration 1F (4329.870000 sec): 3 clusters Score: Raw -239044.129727 + Penalty 3684.158465 = -235359.971262 nChanged 218 SP:Iteration 2F (4329.870000 sec): 3 clusters Score: Raw -239967.995827 + Penalty 3684.158465 = -236283.837362 nChanged 209 SP:Iteration 3F (4329.880000 sec): 3 clusters Score: Raw -241168.344398 + Penalty 3684.158465 = -237484.185933 nChanged 204 SP:Iteration 4F (4329.890000 sec): 3 clusters Score: Raw -242408.150417 + Penalty 3684.158465 = -238723.991952 nChanged 98 SP:Iteration 5F (4329.900000 sec): 3 clusters Score: Raw -243111.278424 + Penalty 3684.158465 = -239427.119960 nChanged 51 SP:Iteration 6Q (4329.910000 sec): 3 clusters Score: Raw -243698.478892 + Penalty 3684.158465 = -240014.320427 nChanged 13 SP:Iteration 7Q (4329.910000 sec): 3 clusters Score: Raw -244012.581317 + Penalty 3684.158465 = -240328.422852 nChanged 11 SP:Iteration 8Q (4329.920000 sec): 3 clusters Score: Raw -244039.334967 + Penalty 3684.158465 = -240355.176502 nChanged 7 SP:Iteration 9Q (4329.920000 sec): 3 clusters Score: Raw -244056.226401 + Penalty 3684.158465 = -240372.067936 nChanged 9 SP:Iteration 10Q (4329.930000 sec): 3 clusters Score: Raw -244079.619189 + Penalty 3684.158465 = -240395.460724 nChanged 5 SP:Iteration 11Q (4329.930000 sec): 3 clusters Score: Raw -244095.383207 + Penalty 3684.158465 = -240411.224742 nChanged 8 SP:Iteration 12Q (4329.940000 sec): 3 clusters Score: Raw -244118.613965 + Penalty 3684.158465 = -240434.455500 nChanged 8 SP:Iteration 13Q (4329.950000 sec): 3 clusters Score: Raw -244138.360636 + Penalty 3684.158465 = -240454.202171 nChanged 7 SP:Iteration 14Q (4329.950000 sec): 3 clusters Score: Raw -244155.520511 + Penalty 3684.158465 = -240471.362046 nChanged 5 SP:Iteration 15Q (4329.960000 sec): 3 clusters Score: Raw -244162.965632 + Penalty 3684.158465 = -240478.807167 nChanged 1 SP:Iteration 16Q (4329.970000 sec): 3 clusters Score: Raw -244164.226582 + Penalty 3684.158465 = -240480.068117 nChanged 2 SP:Iteration 17Q (4329.970000 sec): 3 clusters Score: Raw -244167.009929 + Penalty 3684.158465 = -240482.851464 nChanged 1 SP:Iteration 18Q (4329.980000 sec): 3 clusters Score: Raw -244168.553817 + Penalty 3684.158465 = -240484.395352 nChanged 0 SP:Iteration 19F (4329.990000 sec): 3 clusters Score: Raw -244168.553817 + Penalty 3684.158465 = -240484.395352 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 45. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 33 (459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4330.000000 sec): 2 clusters Score: Raw -66158.226426 + Penalty 1520.004452 = -64638.221974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4330.000000 sec): 3 clusters Score: Raw -66322.580803 + Penalty 3040.008904 = -63282.571899 nChanged 103 SP:Iteration 1F (4330.000000 sec): 3 clusters Score: Raw -66640.535840 + Penalty 3040.008904 = -63600.526936 nChanged 35 SP:Iteration 2F (4330.010000 sec): 3 clusters Score: Raw -66850.991495 + Penalty 3040.008904 = -63810.982591 nChanged 15 SP:Iteration 3Q (4330.010000 sec): 3 clusters Score: Raw -66917.737164 + Penalty 3040.008904 = -63877.728260 nChanged 9 SP:Iteration 4Q (4330.010000 sec): 3 clusters Score: Raw -66979.093151 + Penalty 3040.008904 = -63939.084247 nChanged 12 SP:Iteration 5Q (4330.010000 sec): 3 clusters Score: Raw -67055.534536 + Penalty 3040.008904 = -64015.525632 nChanged 7 SP:Iteration 6Q (4330.010000 sec): 3 clusters Score: Raw -67086.468291 + Penalty 3040.008904 = -64046.459387 nChanged 1 SP:Iteration 7Q (4330.010000 sec): 3 clusters Score: Raw -67091.145272 + Penalty 3040.008904 = -64051.136368 nChanged 1 SP:Iteration 8Q (4330.020000 sec): 3 clusters Score: Raw -67095.671273 + Penalty 3040.008904 = -64055.662369 nChanged 3 SP:Iteration 9Q (4330.020000 sec): 3 clusters Score: Raw -67104.856588 + Penalty 3040.008904 = -64064.847684 nChanged 1 SP:Iteration 10Q (4330.020000 sec): 3 clusters Score: Raw -67106.004954 + Penalty 3040.008904 = -64065.996050 nChanged 0 SP:Iteration 11F (4330.020000 sec): 3 clusters Score: Raw -67106.004954 + Penalty 3040.008904 = -64065.996050 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 34 (3649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4330.040000 sec): 2 clusters Score: Raw -564643.703610 + Penalty 2034.147692 = -562609.555918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4330.060000 sec): 3 clusters Score: Raw -563015.747885 + Penalty 4068.295384 = -558947.452501 nChanged 1321 SP:Iteration 1F (4330.080000 sec): 3 clusters Score: Raw -563809.974603 + Penalty 4068.295384 = -559741.679219 nChanged 260 SP:Iteration 2F (4330.100000 sec): 3 clusters Score: Raw -563979.878665 + Penalty 4068.295384 = -559911.583281 nChanged 155 SP:Iteration 3Q (4330.110000 sec): 3 clusters Score: Raw -564080.528019 + Penalty 4068.295384 = -560012.232634 nChanged 107 SP:Iteration 4Q (4330.130000 sec): 3 clusters Score: Raw -564143.879834 + Penalty 4068.295384 = -560075.584449 nChanged 121 SP:Iteration 5Q (4330.150000 sec): 3 clusters Score: Raw -564219.224739 + Penalty 4068.295384 = -560150.929355 nChanged 100 SP:Iteration 6Q (4330.170000 sec): 3 clusters Score: Raw -564275.297745 + Penalty 4068.295384 = -560207.002360 nChanged 86 SP:Iteration 7Q (4330.190000 sec): 3 clusters Score: Raw -564323.659987 + Penalty 4068.295384 = -560255.364603 nChanged 75 SP:Iteration 8Q (4330.210000 sec): 3 clusters Score: Raw -564369.737574 + Penalty 4068.295384 = -560301.442189 nChanged 79 SP:Iteration 9Q (4330.230000 sec): 3 clusters Score: Raw -564419.373140 + Penalty 4068.295384 = -560351.077755 nChanged 84 SP:Iteration 10Q (4330.250000 sec): 3 clusters Score: Raw -564475.002541 + Penalty 4068.295384 = -560406.707156 nChanged 82 SP:Iteration 11Q (4330.260000 sec): 3 clusters Score: Raw -564530.171409 + Penalty 4068.295384 = -560461.876024 nChanged 87 SP:Iteration 12Q (4330.280000 sec): 3 clusters Score: Raw -564587.217222 + Penalty 4068.295384 = -560518.921837 nChanged 69 SP:Iteration 13Q (4330.300000 sec): 3 clusters Score: Raw -564629.297518 + Penalty 4068.295384 = -560561.002134 nChanged 58 SP:Iteration 14Q (4330.320000 sec): 3 clusters Score: Raw -564661.103691 + Penalty 4068.295384 = -560592.808307 nChanged 49 SP:Iteration 15Q (4330.340000 sec): 3 clusters Score: Raw -564681.694279 + Penalty 4068.295384 = -560613.398894 nChanged 40 SP:Iteration 16Q (4330.360000 sec): 3 clusters Score: Raw -564698.439329 + Penalty 4068.295384 = -560630.143944 nChanged 21 SP:Iteration 17Q (4330.370000 sec): 3 clusters Score: Raw -564707.152545 + Penalty 4068.295384 = -560638.857161 nChanged 26 SP:Iteration 18Q (4330.390000 sec): 3 clusters Score: Raw -564722.662317 + Penalty 4068.295384 = -560654.366932 nChanged 29 SP:Iteration 19Q (4330.410000 sec): 3 clusters Score: Raw -564738.001319 + Penalty 4068.295384 = -560669.705934 nChanged 33 SP:Iteration 20F (4330.430000 sec): 3 clusters Score: Raw -564752.602394 + Penalty 4068.295384 = -560684.307010 nChanged 34 SP:Iteration 21Q (4330.450000 sec): 3 clusters Score: Raw -564768.572745 + Penalty 4068.295384 = -560700.277360 nChanged 26 SP:Iteration 22Q (4330.470000 sec): 3 clusters Score: Raw -564780.726860 + Penalty 4068.295384 = -560712.431475 nChanged 22 SP:Iteration 23Q (4330.490000 sec): 3 clusters Score: Raw -564789.507016 + Penalty 4068.295384 = -560721.211631 nChanged 20 SP:Iteration 24Q (4330.510000 sec): 3 clusters Score: Raw -564800.450973 + Penalty 4068.295384 = -560732.155588 nChanged 18 SP:Iteration 25Q (4330.520000 sec): 3 clusters Score: Raw -564806.790040 + Penalty 4068.295384 = -560738.494655 nChanged 18 SP:Iteration 26Q (4330.540000 sec): 3 clusters Score: Raw -564812.309520 + Penalty 4068.295384 = -560744.014135 nChanged 12 SP:Iteration 27Q (4330.560000 sec): 3 clusters Score: Raw -564816.948872 + Penalty 4068.295384 = -560748.653488 nChanged 10 SP:Iteration 28Q (4330.580000 sec): 3 clusters Score: Raw -564821.665355 + Penalty 4068.295384 = -560753.369971 nChanged 11 SP:Iteration 29Q (4330.600000 sec): 3 clusters Score: Raw -564826.306242 + Penalty 4068.295384 = -560758.010857 nChanged 11 SP:Iteration 30Q (4330.610000 sec): 3 clusters Score: Raw -564830.912999 + Penalty 4068.295384 = -560762.617615 nChanged 5 SP:Iteration 31Q (4330.630000 sec): 3 clusters Score: Raw -564832.910958 + Penalty 4068.295384 = -560764.615574 nChanged 7 SP:Iteration 32Q (4330.650000 sec): 3 clusters Score: Raw -564834.535894 + Penalty 4068.295384 = -560766.240509 nChanged 0 SP:Iteration 33F (4330.670000 sec): 3 clusters Score: Raw -564834.535894 + Penalty 4068.295384 = -560766.240509 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 35 (4152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4330.690000 sec): 2 clusters Score: Raw -650248.773612 + Penalty 2066.173665 = -648182.599947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4330.710000 sec): 3 clusters Score: Raw -648335.069546 + Penalty 4132.347331 = -644202.722215 nChanged 1564 SP:Iteration 1F (4330.730000 sec): 3 clusters Score: Raw -649500.769684 + Penalty 4132.347331 = -645368.422353 nChanged 345 SP:Iteration 2F (4330.760000 sec): 3 clusters Score: Raw -649961.936325 + Penalty 4132.347331 = -645829.588994 nChanged 291 SP:Iteration 3F (4330.780000 sec): 3 clusters Score: Raw -650219.802314 + Penalty 4132.347331 = -646087.454983 nChanged 254 SP:Iteration 4F (4330.800000 sec): 3 clusters Score: Raw -650432.566528 + Penalty 4132.347331 = -646300.219197 nChanged 239 SP:Iteration 5F (4330.820000 sec): 3 clusters Score: Raw -650666.086886 + Penalty 4132.347331 = -646533.739555 nChanged 247 SP:Iteration 6F (4330.840000 sec): 3 clusters Score: Raw -650941.433916 + Penalty 4132.347331 = -646809.086585 nChanged 258 SP:Iteration 7F (4330.870000 sec): 3 clusters Score: Raw -651236.153830 + Penalty 4132.347331 = -647103.806499 nChanged 209 SP:Iteration 8F (4330.890000 sec): 3 clusters Score: Raw -651459.688612 + Penalty 4132.347331 = -647327.341281 nChanged 155 SP:Iteration 9Q (4330.910000 sec): 3 clusters Score: Raw -651633.999730 + Penalty 4132.347331 = -647501.652400 nChanged 107 SP:Iteration 10Q (4330.930000 sec): 3 clusters Score: Raw -651751.275837 + Penalty 4132.347331 = -647618.928506 nChanged 64 SP:Iteration 11Q (4330.950000 sec): 3 clusters Score: Raw -651822.200036 + Penalty 4132.347331 = -647689.852705 nChanged 43 SP:Iteration 12Q (4330.970000 sec): 3 clusters Score: Raw -651876.716827 + Penalty 4132.347331 = -647744.369496 nChanged 35 SP:Iteration 13Q (4330.990000 sec): 3 clusters Score: Raw -651923.229295 + Penalty 4132.347331 = -647790.881964 nChanged 29 SP:Iteration 14Q (4331.010000 sec): 3 clusters Score: Raw -651964.272207 + Penalty 4132.347331 = -647831.924876 nChanged 19 SP:Iteration 15Q (4331.030000 sec): 3 clusters Score: Raw -651995.906067 + Penalty 4132.347331 = -647863.558736 nChanged 21 SP:Iteration 16Q (4331.050000 sec): 3 clusters Score: Raw -652033.935265 + Penalty 4132.347331 = -647901.587934 nChanged 18 SP:Iteration 17Q (4331.060000 sec): 3 clusters Score: Raw -652061.908290 + Penalty 4132.347331 = -647929.560959 nChanged 12 SP:Iteration 18Q (4331.080000 sec): 3 clusters Score: Raw -652082.884202 + Penalty 4132.347331 = -647950.536871 nChanged 10 SP:Iteration 19Q (4331.100000 sec): 3 clusters Score: Raw -652108.997730 + Penalty 4132.347331 = -647976.650400 nChanged 7 SP:Iteration 20F (4331.120000 sec): 3 clusters Score: Raw -652116.286462 + Penalty 4132.347331 = -647983.939131 nChanged 1 SP:Iteration 21Q (4331.140000 sec): 3 clusters Score: Raw -652117.397986 + Penalty 4132.347331 = -647985.050655 nChanged 2 SP:Iteration 22Q (4331.150000 sec): 3 clusters Score: Raw -652121.218419 + Penalty 4132.347331 = -647988.871088 nChanged 3 SP:Iteration 23Q (4331.170000 sec): 3 clusters Score: Raw -652124.361046 + Penalty 4132.347331 = -647992.013716 nChanged 1 SP:Iteration 24Q (4331.180000 sec): 3 clusters Score: Raw -652125.032923 + Penalty 4132.347331 = -647992.685592 nChanged 0 SP:Iteration 25F (4331.200000 sec): 3 clusters Score: Raw -652125.032923 + Penalty 4132.347331 = -647992.685592 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 36 (51889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4331.440000 sec): 2 clusters Score: Raw -8680462.625143 + Penalty 2692.501801 = -8677770.123342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4331.710000 sec): 3 clusters Score: Raw -8648126.443808 + Penalty 5385.003602 = -8642741.440206 nChanged 24043 SP:Iteration 1F (4331.980000 sec): 3 clusters Score: Raw -8661163.247888 + Penalty 5385.003602 = -8655778.244286 nChanged 1801 SP:Iteration 2Q (4332.240000 sec): 3 clusters Score: Raw -8661552.100987 + Penalty 5385.003602 = -8656167.097385 nChanged 1573 SP:Iteration 3Q (4332.510000 sec): 3 clusters Score: Raw -8661884.602705 + Penalty 5385.003602 = -8656499.599103 nChanged 1439 SP:Iteration 4Q (4332.780000 sec): 3 clusters Score: Raw -8662176.217726 + Penalty 5385.003602 = -8656791.214124 nChanged 1338 SP:Iteration 5Q (4333.060000 sec): 3 clusters Score: Raw -8662451.980924 + Penalty 5385.003602 = -8657066.977322 nChanged 1305 SP:Iteration 6Q (4333.320000 sec): 3 clusters Score: Raw -8662727.072856 + Penalty 5385.003602 = -8657342.069254 nChanged 1364 SP:Iteration 7Q (4333.600000 sec): 3 clusters Score: Raw -8663039.871812 + Penalty 5385.003602 = -8657654.868210 nChanged 1508 SP:Iteration 8Q (4333.880000 sec): 3 clusters Score: Raw -8663456.105542 + Penalty 5385.003602 = -8658071.101940 nChanged 1766 SP:Iteration 9Q (4334.170000 sec): 3 clusters Score: Raw -8664087.385770 + Penalty 5385.003602 = -8658702.382168 nChanged 2341 SP:Iteration 10Q (4334.450000 sec): 3 clusters Score: Raw -8665230.539300 + Penalty 5385.003602 = -8659845.535698 nChanged 3194 SP:Iteration 11F (4334.730000 sec): 3 clusters Score: Raw -8667261.473970 + Penalty 5385.003602 = -8661876.470368 nChanged 3947 SP:Iteration 12F (4335.030000 sec): 3 clusters Score: Raw -8670362.736491 + Penalty 5385.003602 = -8664977.732889 nChanged 4183 SP:Iteration 13F (4335.320000 sec): 3 clusters Score: Raw -8674221.474522 + Penalty 5385.003602 = -8668836.470920 nChanged 3469 SP:Iteration 14F (4335.610000 sec): 3 clusters Score: Raw -8677678.524654 + Penalty 5385.003602 = -8672293.521052 nChanged 1943 SP:Iteration 15Q (4335.880000 sec): 3 clusters Score: Raw -8679592.647235 + Penalty 5385.003602 = -8674207.643634 nChanged 694 SP:Iteration 16Q (4336.110000 sec): 3 clusters Score: Raw -8680306.703463 + Penalty 5385.003602 = -8674921.699861 nChanged 181 SP:Iteration 17Q (4336.320000 sec): 3 clusters Score: Raw -8680545.250039 + Penalty 5385.003602 = -8675160.246437 nChanged 59 SP:Iteration 18Q (4336.520000 sec): 3 clusters Score: Raw -8680630.073498 + Penalty 5385.003602 = -8675245.069896 nChanged 24 SP:Iteration 19Q (4336.720000 sec): 3 clusters Score: Raw -8680673.536080 + Penalty 5385.003602 = -8675288.532478 nChanged 13 SP:Iteration 20F (4337.000000 sec): 3 clusters Score: Raw -8680698.587295 + Penalty 5385.003602 = -8675313.583693 nChanged 8 SP:Iteration 21Q (4337.200000 sec): 3 clusters Score: Raw -8680717.513457 + Penalty 5385.003602 = -8675332.509855 nChanged 5 SP:Iteration 22Q (4337.400000 sec): 3 clusters Score: Raw -8680729.001523 + Penalty 5385.003602 = -8675343.997921 nChanged 4 SP:Iteration 23Q (4337.600000 sec): 3 clusters Score: Raw -8680736.948218 + Penalty 5385.003602 = -8675351.944616 nChanged 4 SP:Iteration 24Q (4337.800000 sec): 3 clusters Score: Raw -8680744.970729 + Penalty 5385.003602 = -8675359.967127 nChanged 1 SP:Iteration 25Q (4338.000000 sec): 3 clusters Score: Raw -8680745.694285 + Penalty 5385.003602 = -8675360.690683 nChanged 0 SP:Iteration 26F (4338.280000 sec): 3 clusters Score: Raw -8680745.694285 + Penalty 5385.003602 = -8675360.690683 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 37 (4327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4338.320000 sec): 2 clusters Score: Raw -675065.779547 + Penalty 2076.412176 = -672989.367371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4338.350000 sec): 3 clusters Score: Raw -673058.537429 + Penalty 4152.824351 = -668905.713078 nChanged 1620 SP:Iteration 1F (4338.380000 sec): 3 clusters Score: Raw -674061.382614 + Penalty 4152.824351 = -669908.558263 nChanged 403 SP:Iteration 2F (4338.400000 sec): 3 clusters Score: Raw -674499.427821 + Penalty 4152.824351 = -670346.603470 nChanged 347 SP:Iteration 3F (4338.420000 sec): 3 clusters Score: Raw -674957.811013 + Penalty 4152.824351 = -670804.986662 nChanged 304 SP:Iteration 4F (4338.450000 sec): 3 clusters Score: Raw -675278.424207 + Penalty 4152.824351 = -671125.599856 nChanged 263 SP:Iteration 5F (4338.470000 sec): 3 clusters Score: Raw -675478.012550 + Penalty 4152.824351 = -671325.188199 nChanged 182 SP:Iteration 6Q (4338.500000 sec): 3 clusters Score: Raw -675589.822032 + Penalty 4152.824351 = -671436.997681 nChanged 138 SP:Iteration 7Q (4338.520000 sec): 3 clusters Score: Raw -675666.476256 + Penalty 4152.824351 = -671513.651905 nChanged 88 SP:Iteration 8Q (4338.540000 sec): 3 clusters Score: Raw -675711.589606 + Penalty 4152.824351 = -671558.765255 nChanged 65 SP:Iteration 9Q (4338.560000 sec): 3 clusters Score: Raw -675744.482332 + Penalty 4152.824351 = -671591.657981 nChanged 60 SP:Iteration 10Q (4338.590000 sec): 3 clusters Score: Raw -675776.997620 + Penalty 4152.824351 = -671624.173269 nChanged 45 SP:Iteration 11Q (4338.610000 sec): 3 clusters Score: Raw -675797.724789 + Penalty 4152.824351 = -671644.900438 nChanged 34 SP:Iteration 12Q (4338.630000 sec): 3 clusters Score: Raw -675810.921872 + Penalty 4152.824351 = -671658.097521 nChanged 29 SP:Iteration 13Q (4338.660000 sec): 3 clusters Score: Raw -675821.258780 + Penalty 4152.824351 = -671668.434429 nChanged 19 SP:Iteration 14Q (4338.680000 sec): 3 clusters Score: Raw -675826.532014 + Penalty 4152.824351 = -671673.707663 nChanged 7 SP:Iteration 15Q (4338.700000 sec): 3 clusters Score: Raw -675828.961008 + Penalty 4152.824351 = -671676.136656 nChanged 5 SP:Iteration 16Q (4338.720000 sec): 3 clusters Score: Raw -675830.674025 + Penalty 4152.824351 = -671677.849674 nChanged 9 SP:Iteration 17Q (4338.740000 sec): 3 clusters Score: Raw -675833.599507 + Penalty 4152.824351 = -671680.775156 nChanged 7 SP:Iteration 18Q (4338.770000 sec): 3 clusters Score: Raw -675835.906654 + Penalty 4152.824351 = -671683.082303 nChanged 4 SP:Iteration 19Q (4338.790000 sec): 3 clusters Score: Raw -675836.814850 + Penalty 4152.824351 = -671683.990499 nChanged 2 SP:Iteration 20F (4338.820000 sec): 3 clusters Score: Raw -675837.669186 + Penalty 4152.824351 = -671684.844835 nChanged 2 SP:Iteration 21Q (4338.840000 sec): 3 clusters Score: Raw -675838.859900 + Penalty 4152.824351 = -671686.035549 nChanged 3 SP:Iteration 22Q (4338.860000 sec): 3 clusters Score: Raw -675839.861820 + Penalty 4152.824351 = -671687.037469 nChanged 4 SP:Iteration 23Q (4338.880000 sec): 3 clusters Score: Raw -675841.777327 + Penalty 4152.824351 = -671688.952976 nChanged 8 SP:Iteration 24Q (4338.910000 sec): 3 clusters Score: Raw -675844.422588 + Penalty 4152.824351 = -671691.598237 nChanged 5 SP:Iteration 25Q (4338.930000 sec): 3 clusters Score: Raw -675847.420466 + Penalty 4152.824351 = -671694.596115 nChanged 7 SP:Iteration 26Q (4338.960000 sec): 3 clusters Score: Raw -675849.999761 + Penalty 4152.824351 = -671697.175410 nChanged 6 SP:Iteration 27Q (4338.980000 sec): 3 clusters Score: Raw -675852.589778 + Penalty 4152.824351 = -671699.765427 nChanged 7 SP:Iteration 28Q (4339.000000 sec): 3 clusters Score: Raw -675854.491754 + Penalty 4152.824351 = -671701.667403 nChanged 4 SP:Iteration 29Q (4339.020000 sec): 3 clusters Score: Raw -675855.528751 + Penalty 4152.824351 = -671702.704400 nChanged 2 SP:Iteration 30Q (4339.050000 sec): 3 clusters Score: Raw -675856.184822 + Penalty 4152.824351 = -671703.360471 nChanged 0 SP:Iteration 31F (4339.070000 sec): 3 clusters Score: Raw -675856.184822 + Penalty 4152.824351 = -671703.360471 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 38 (3507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4339.090000 sec): 2 clusters Score: Raw -529016.147291 + Penalty 2024.304030 = -526991.843260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4339.110000 sec): 3 clusters Score: Raw -527403.218938 + Penalty 4048.608060 = -523354.610877 nChanged 1254 SP:Iteration 1F (4339.130000 sec): 3 clusters Score: Raw -528257.536124 + Penalty 4048.608060 = -524208.928064 nChanged 305 SP:Iteration 2F (4339.150000 sec): 3 clusters Score: Raw -528503.969614 + Penalty 4048.608060 = -524455.361554 nChanged 198 SP:Iteration 3F (4339.170000 sec): 3 clusters Score: Raw -528666.067442 + Penalty 4048.608060 = -524617.459382 nChanged 193 SP:Iteration 4F (4339.190000 sec): 3 clusters Score: Raw -528847.438499 + Penalty 4048.608060 = -524798.830439 nChanged 169 SP:Iteration 5Q (4339.210000 sec): 3 clusters Score: Raw -529015.252704 + Penalty 4048.608060 = -524966.644644 nChanged 144 SP:Iteration 6Q (4339.230000 sec): 3 clusters Score: Raw -529203.077176 + Penalty 4048.608060 = -525154.469116 nChanged 162 SP:Iteration 7Q (4339.240000 sec): 3 clusters Score: Raw -529412.134390 + Penalty 4048.608060 = -525363.526330 nChanged 137 SP:Iteration 8Q (4339.260000 sec): 3 clusters Score: Raw -529606.732518 + Penalty 4048.608060 = -525558.124458 nChanged 169 SP:Iteration 9Q (4339.280000 sec): 3 clusters Score: Raw -529860.399004 + Penalty 4048.608060 = -525811.790944 nChanged 160 SP:Iteration 10Q (4339.300000 sec): 3 clusters Score: Raw -530097.614028 + Penalty 4048.608060 = -526049.005967 nChanged 157 SP:Iteration 11Q (4339.320000 sec): 3 clusters Score: Raw -530275.224941 + Penalty 4048.608060 = -526226.616881 nChanged 111 SP:Iteration 12Q (4339.330000 sec): 3 clusters Score: Raw -530367.830199 + Penalty 4048.608060 = -526319.222139 nChanged 86 SP:Iteration 13Q (4339.350000 sec): 3 clusters Score: Raw -530451.099194 + Penalty 4048.608060 = -526402.491134 nChanged 75 SP:Iteration 14Q (4339.360000 sec): 3 clusters Score: Raw -530516.947468 + Penalty 4048.608060 = -526468.339408 nChanged 61 SP:Iteration 15Q (4339.380000 sec): 3 clusters Score: Raw -530566.342272 + Penalty 4048.608060 = -526517.734212 nChanged 52 SP:Iteration 16Q (4339.400000 sec): 3 clusters Score: Raw -530605.134610 + Penalty 4048.608060 = -526556.526550 nChanged 38 SP:Iteration 17Q (4339.410000 sec): 3 clusters Score: Raw -530632.370847 + Penalty 4048.608060 = -526583.762787 nChanged 28 SP:Iteration 18Q (4339.430000 sec): 3 clusters Score: Raw -530647.634103 + Penalty 4048.608060 = -526599.026043 nChanged 32 SP:Iteration 19Q (4339.440000 sec): 3 clusters Score: Raw -530665.028872 + Penalty 4048.608060 = -526616.420812 nChanged 28 SP:Iteration 20F (4339.460000 sec): 3 clusters Score: Raw -530684.516514 + Penalty 4048.608060 = -526635.908454 nChanged 21 SP:Iteration 21Q (4339.480000 sec): 3 clusters Score: Raw -530697.804487 + Penalty 4048.608060 = -526649.196427 nChanged 23 SP:Iteration 22Q (4339.490000 sec): 3 clusters Score: Raw -530710.590515 + Penalty 4048.608060 = -526661.982455 nChanged 16 SP:Iteration 23Q (4339.510000 sec): 3 clusters Score: Raw -530719.046179 + Penalty 4048.608060 = -526670.438119 nChanged 11 SP:Iteration 24Q (4339.520000 sec): 3 clusters Score: Raw -530722.751308 + Penalty 4048.608060 = -526674.143248 nChanged 7 SP:Iteration 25Q (4339.540000 sec): 3 clusters Score: Raw -530726.031028 + Penalty 4048.608060 = -526677.422968 nChanged 7 SP:Iteration 26Q (4339.560000 sec): 3 clusters Score: Raw -530728.542188 + Penalty 4048.608060 = -526679.934128 nChanged 3 SP:Iteration 27Q (4339.570000 sec): 3 clusters Score: Raw -530730.716939 + Penalty 4048.608060 = -526682.108879 nChanged 5 SP:Iteration 28Q (4339.580000 sec): 3 clusters Score: Raw -530733.003937 + Penalty 4048.608060 = -526684.395877 nChanged 4 SP:Iteration 29Q (4339.600000 sec): 3 clusters Score: Raw -530734.163140 + Penalty 4048.608060 = -526685.555080 nChanged 1 SP:Iteration 30Q (4339.620000 sec): 3 clusters Score: Raw -530734.240309 + Penalty 4048.608060 = -526685.632249 nChanged 1 SP:Iteration 31Q (4339.630000 sec): 3 clusters Score: Raw -530734.448670 + Penalty 4048.608060 = -526685.840610 nChanged 1 SP:Iteration 32Q (4339.650000 sec): 3 clusters Score: Raw -530734.663017 + Penalty 4048.608060 = -526686.054957 nChanged 1 SP:Iteration 33Q (4339.660000 sec): 3 clusters Score: Raw -530735.243887 + Penalty 4048.608060 = -526686.635826 nChanged 1 SP:Iteration 34Q (4339.680000 sec): 3 clusters Score: Raw -530735.706137 + Penalty 4048.608060 = -526687.098077 nChanged 1 SP:Iteration 35Q (4339.690000 sec): 3 clusters Score: Raw -530736.132763 + Penalty 4048.608060 = -526687.524703 nChanged 1 SP:Iteration 36Q (4339.710000 sec): 3 clusters Score: Raw -530736.459591 + Penalty 4048.608060 = -526687.851531 nChanged 2 SP:Iteration 37Q (4339.720000 sec): 3 clusters Score: Raw -530737.123808 + Penalty 4048.608060 = -526688.515748 nChanged 3 SP:Iteration 38Q (4339.740000 sec): 3 clusters Score: Raw -530737.711878 + Penalty 4048.608060 = -526689.103818 nChanged 0 SP:Iteration 39F (4339.760000 sec): 3 clusters Score: Raw -530737.711878 + Penalty 4048.608060 = -526689.103818 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 39 (2319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4339.770000 sec): 2 clusters Score: Raw -323695.783858 + Penalty 1921.725052 = -321774.058806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4339.780000 sec): 3 clusters Score: Raw -323329.728405 + Penalty 3843.450103 = -319486.278302 nChanged 846 SP:Iteration 1F (4339.800000 sec): 3 clusters Score: Raw -328059.328876 + Penalty 3843.450103 = -324215.878773 nChanged 460 SP:Iteration 2F (4339.810000 sec): 3 clusters Score: Raw -330385.568953 + Penalty 3843.450103 = -326542.118850 nChanged 132 SP:Iteration 3F (4339.820000 sec): 3 clusters Score: Raw -331372.044800 + Penalty 3843.450103 = -327528.594697 nChanged 59 SP:Iteration 4Q (4339.830000 sec): 3 clusters Score: Raw -331652.415855 + Penalty 3843.450103 = -327808.965752 nChanged 26 SP:Iteration 5Q (4339.840000 sec): 3 clusters Score: Raw -331738.172175 + Penalty 3843.450103 = -327894.722072 nChanged 18 SP:Iteration 6Q (4339.840000 sec): 3 clusters Score: Raw -331777.946594 + Penalty 3843.450103 = -327934.496490 nChanged 20 SP:Iteration 7Q (4339.850000 sec): 3 clusters Score: Raw -331830.978705 + Penalty 3843.450103 = -327987.528601 nChanged 23 SP:Iteration 8Q (4339.860000 sec): 3 clusters Score: Raw -331913.209107 + Penalty 3843.450103 = -328069.759004 nChanged 26 SP:Iteration 9Q (4339.870000 sec): 3 clusters Score: Raw -332003.092974 + Penalty 3843.450103 = -328159.642870 nChanged 14 SP:Iteration 10Q (4339.880000 sec): 3 clusters Score: Raw -332029.567632 + Penalty 3843.450103 = -328186.117529 nChanged 7 SP:Iteration 11Q (4339.880000 sec): 3 clusters Score: Raw -332043.335568 + Penalty 3843.450103 = -328199.885464 nChanged 4 SP:Iteration 12Q (4339.890000 sec): 3 clusters Score: Raw -332050.941603 + Penalty 3843.450103 = -328207.491500 nChanged 1 SP:Iteration 13Q (4339.900000 sec): 3 clusters Score: Raw -332055.590659 + Penalty 3843.450103 = -328212.140555 nChanged 1 SP:Iteration 14Q (4339.910000 sec): 3 clusters Score: Raw -332058.093426 + Penalty 3843.450103 = -328214.643323 nChanged 1 SP:Iteration 15Q (4339.920000 sec): 3 clusters Score: Raw -332059.135060 + Penalty 3843.450103 = -328215.684957 nChanged 0 SP:Iteration 16F (4339.930000 sec): 3 clusters Score: Raw -332088.297011 + Penalty 3843.450103 = -328244.846907 nChanged 20 SP:Iteration 17Q (4339.940000 sec): 3 clusters Score: Raw -332171.052869 + Penalty 3843.450103 = -328327.602765 nChanged 18 SP:Iteration 18Q (4339.950000 sec): 3 clusters Score: Raw -332246.367289 + Penalty 3843.450103 = -328402.917186 nChanged 19 SP:Iteration 19Q (4339.960000 sec): 3 clusters Score: Raw -332301.222425 + Penalty 3843.450103 = -328457.772322 nChanged 13 SP:Iteration 20F (4339.970000 sec): 3 clusters Score: Raw -332332.031805 + Penalty 3843.450103 = -328488.581701 nChanged 12 SP:Iteration 21Q (4339.980000 sec): 3 clusters Score: Raw -332360.327477 + Penalty 3843.450103 = -328516.877374 nChanged 15 SP:Iteration 22Q (4339.980000 sec): 3 clusters Score: Raw -332412.324916 + Penalty 3843.450103 = -328568.874812 nChanged 21 SP:Iteration 23Q (4339.990000 sec): 3 clusters Score: Raw -332489.308441 + Penalty 3843.450103 = -328645.858337 nChanged 21 SP:Iteration 24Q (4340.000000 sec): 3 clusters Score: Raw -332545.490570 + Penalty 3843.450103 = -328702.040467 nChanged 10 SP:Iteration 25Q (4340.010000 sec): 3 clusters Score: Raw -332558.689900 + Penalty 3843.450103 = -328715.239796 nChanged 5 SP:Iteration 26Q (4340.020000 sec): 3 clusters Score: Raw -332565.710931 + Penalty 3843.450103 = -328722.260827 nChanged 4 SP:Iteration 27Q (4340.020000 sec): 3 clusters Score: Raw -332572.408359 + Penalty 3843.450103 = -328728.958256 nChanged 3 SP:Iteration 28Q (4340.030000 sec): 3 clusters Score: Raw -332581.740560 + Penalty 3843.450103 = -328738.290456 nChanged 9 SP:Iteration 29Q (4340.040000 sec): 3 clusters Score: Raw -332607.317692 + Penalty 3843.450103 = -328763.867588 nChanged 2 SP:Iteration 30Q (4340.050000 sec): 3 clusters Score: Raw -332615.208153 + Penalty 3843.450103 = -328771.758050 nChanged 2 SP:Iteration 31Q (4340.060000 sec): 3 clusters Score: Raw -332620.375476 + Penalty 3843.450103 = -328776.925372 nChanged 1 SP:Iteration 32Q (4340.060000 sec): 3 clusters Score: Raw -332623.309779 + Penalty 3843.450103 = -328779.859676 nChanged 2 SP:Iteration 33Q (4340.080000 sec): 3 clusters Score: Raw -332627.255533 + Penalty 3843.450103 = -328783.805429 nChanged 0 SP:Iteration 34F (4340.080000 sec): 3 clusters Score: Raw -332628.219901 + Penalty 3843.450103 = -328784.769798 nChanged 1 SP:Iteration 35Q (4340.100000 sec): 3 clusters Score: Raw -332629.548712 + Penalty 3843.450103 = -328786.098609 nChanged 0 SP:Iteration 36F (4340.100000 sec): 3 clusters Score: Raw -332629.548712 + Penalty 3843.450103 = -328786.098609 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 46. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 40 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4340.120000 sec): 2 clusters Score: Raw -48948.870729 + Penalty 1502.662553 = -47446.208177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4340.120000 sec): 3 clusters Score: Raw -49349.366138 + Penalty 3005.325105 = -46344.041033 nChanged 120 SP:Iteration 1F (4340.120000 sec): 3 clusters Score: Raw -50498.826997 + Penalty 3005.325105 = -47493.501892 nChanged 56 SP:Iteration 2F (4340.120000 sec): 3 clusters Score: Raw -51081.270082 + Penalty 3005.325105 = -48075.944977 nChanged 13 SP:Iteration 3Q (4340.130000 sec): 3 clusters Score: Raw -51192.190057 + Penalty 3005.325105 = -48186.864952 nChanged 8 SP:Iteration 4Q (4340.130000 sec): 3 clusters Score: Raw -51232.732923 + Penalty 3005.325105 = -48227.407818 nChanged 3 SP:Iteration 5Q (4340.130000 sec): 3 clusters Score: Raw -51264.592226 + Penalty 3005.325105 = -48259.267121 nChanged 3 SP:Iteration 6Q (4340.130000 sec): 3 clusters Score: Raw -51298.284486 + Penalty 3005.325105 = -48292.959381 nChanged 5 SP:Iteration 7Q (4340.130000 sec): 3 clusters Score: Raw -51324.791515 + Penalty 3005.325105 = -48319.466410 nChanged 4 SP:Iteration 8Q (4340.140000 sec): 3 clusters Score: Raw -51345.373519 + Penalty 3005.325105 = -48340.048414 nChanged 3 SP:Iteration 9Q (4340.140000 sec): 3 clusters Score: Raw -51354.584813 + Penalty 3005.325105 = -48349.259708 nChanged 1 SP:Iteration 10Q (4340.140000 sec): 3 clusters Score: Raw -51355.800293 + Penalty 3005.325105 = -48350.475188 nChanged 0 SP:Iteration 11F (4340.140000 sec): 3 clusters Score: Raw -51355.800293 + Penalty 3005.325105 = -48350.475188 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 47. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 41 (8527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4340.190000 sec): 2 clusters Score: Raw -1375455.605015 + Penalty 2244.646234 = -1373210.958781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4340.240000 sec): 3 clusters Score: Raw -1370998.786769 + Penalty 4489.292468 = -1366509.494301 nChanged 3464 SP:Iteration 1F (4340.280000 sec): 3 clusters Score: Raw -1372759.588630 + Penalty 4489.292468 = -1368270.296162 nChanged 546 SP:Iteration 2F (4340.320000 sec): 3 clusters Score: Raw -1373038.463736 + Penalty 4489.292468 = -1368549.171269 nChanged 460 SP:Iteration 3F (4340.370000 sec): 3 clusters Score: Raw -1373276.031791 + Penalty 4489.292468 = -1368786.739323 nChanged 384 SP:Iteration 4Q (4340.410000 sec): 3 clusters Score: Raw -1373474.692592 + Penalty 4489.292468 = -1368985.400124 nChanged 368 SP:Iteration 5Q (4340.460000 sec): 3 clusters Score: Raw -1373664.094287 + Penalty 4489.292468 = -1369174.801819 nChanged 348 SP:Iteration 6Q (4340.500000 sec): 3 clusters Score: Raw -1373837.428661 + Penalty 4489.292468 = -1369348.136193 nChanged 293 SP:Iteration 7Q (4340.540000 sec): 3 clusters Score: Raw -1374005.721017 + Penalty 4489.292468 = -1369516.428550 nChanged 326 SP:Iteration 8Q (4340.580000 sec): 3 clusters Score: Raw -1374195.434024 + Penalty 4489.292468 = -1369706.141556 nChanged 338 SP:Iteration 9Q (4340.630000 sec): 3 clusters Score: Raw -1374398.330971 + Penalty 4489.292468 = -1369909.038503 nChanged 330 SP:Iteration 10Q (4340.670000 sec): 3 clusters Score: Raw -1374579.776380 + Penalty 4489.292468 = -1370090.483912 nChanged 296 SP:Iteration 11Q (4340.710000 sec): 3 clusters Score: Raw -1374751.107428 + Penalty 4489.292468 = -1370261.814960 nChanged 294 SP:Iteration 12Q (4340.760000 sec): 3 clusters Score: Raw -1374910.715696 + Penalty 4489.292468 = -1370421.423228 nChanged 261 SP:Iteration 13Q (4340.800000 sec): 3 clusters Score: Raw -1375028.816044 + Penalty 4489.292468 = -1370539.523576 nChanged 219 SP:Iteration 14Q (4340.840000 sec): 3 clusters Score: Raw -1375120.434410 + Penalty 4489.292468 = -1370631.141942 nChanged 175 SP:Iteration 15Q (4340.880000 sec): 3 clusters Score: Raw -1375189.213069 + Penalty 4489.292468 = -1370699.920601 nChanged 144 SP:Iteration 16Q (4340.920000 sec): 3 clusters Score: Raw -1375238.501128 + Penalty 4489.292468 = -1370749.208660 nChanged 119 SP:Iteration 17Q (4340.970000 sec): 3 clusters Score: Raw -1375281.038356 + Penalty 4489.292468 = -1370791.745888 nChanged 102 SP:Iteration 18Q (4341.010000 sec): 3 clusters Score: Raw -1375313.431091 + Penalty 4489.292468 = -1370824.138623 nChanged 82 SP:Iteration 19Q (4341.050000 sec): 3 clusters Score: Raw -1375338.724632 + Penalty 4489.292468 = -1370849.432164 nChanged 69 SP:Iteration 20F (4341.100000 sec): 3 clusters Score: Raw -1375361.344394 + Penalty 4489.292468 = -1370872.051926 nChanged 63 SP:Iteration 21Q (4341.140000 sec): 3 clusters Score: Raw -1375380.958858 + Penalty 4489.292468 = -1370891.666390 nChanged 61 SP:Iteration 22Q (4341.180000 sec): 3 clusters Score: Raw -1375400.959205 + Penalty 4489.292468 = -1370911.666737 nChanged 72 SP:Iteration 23Q (4341.220000 sec): 3 clusters Score: Raw -1375422.448878 + Penalty 4489.292468 = -1370933.156410 nChanged 57 SP:Iteration 24Q (4341.260000 sec): 3 clusters Score: Raw -1375436.599300 + Penalty 4489.292468 = -1370947.306833 nChanged 42 SP:Iteration 25Q (4341.310000 sec): 3 clusters Score: Raw -1375448.328271 + Penalty 4489.292468 = -1370959.035804 nChanged 38 SP:Iteration 26Q (4341.350000 sec): 3 clusters Score: Raw -1375457.547078 + Penalty 4489.292468 = -1370968.254610 nChanged 32 SP:Iteration 27Q (4341.390000 sec): 3 clusters Score: Raw -1375465.350727 + Penalty 4489.292468 = -1370976.058260 nChanged 32 SP:Iteration 28Q (4341.430000 sec): 3 clusters Score: Raw -1375474.432177 + Penalty 4489.292468 = -1370985.139710 nChanged 38 SP:Iteration 29Q (4341.480000 sec): 3 clusters Score: Raw -1375483.867694 + Penalty 4489.292468 = -1370994.575226 nChanged 39 SP:Iteration 30Q (4341.520000 sec): 3 clusters Score: Raw -1375493.898751 + Penalty 4489.292468 = -1371004.606283 nChanged 34 SP:Iteration 31Q (4341.560000 sec): 3 clusters Score: Raw -1375501.823618 + Penalty 4489.292468 = -1371012.531150 nChanged 28 SP:Iteration 32Q (4341.600000 sec): 3 clusters Score: Raw -1375508.779242 + Penalty 4489.292468 = -1371019.486774 nChanged 25 SP:Iteration 33Q (4341.640000 sec): 3 clusters Score: Raw -1375515.759366 + Penalty 4489.292468 = -1371026.466898 nChanged 33 SP:Iteration 34Q (4341.680000 sec): 3 clusters Score: Raw -1375523.726153 + Penalty 4489.292468 = -1371034.433685 nChanged 20 SP:Iteration 35Q (4341.720000 sec): 3 clusters Score: Raw -1375528.108486 + Penalty 4489.292468 = -1371038.816018 nChanged 22 SP:Iteration 36Q (4341.760000 sec): 3 clusters Score: Raw -1375533.019588 + Penalty 4489.292468 = -1371043.727120 nChanged 16 SP:Iteration 37Q (4341.800000 sec): 3 clusters Score: Raw -1375535.558617 + Penalty 4489.292468 = -1371046.266149 nChanged 18 SP:Iteration 38Q (4341.840000 sec): 3 clusters Score: Raw -1375538.602301 + Penalty 4489.292468 = -1371049.309833 nChanged 15 SP:Iteration 39Q (4341.890000 sec): 3 clusters Score: Raw -1375542.465492 + Penalty 4489.292468 = -1371053.173024 nChanged 15 SP:Iteration 40F (4341.930000 sec): 3 clusters Score: Raw -1375545.134304 + Penalty 4489.292468 = -1371055.841836 nChanged 14 SP:Iteration 41Q (4341.970000 sec): 3 clusters Score: Raw -1375548.643700 + Penalty 4489.292468 = -1371059.351232 nChanged 18 SP:Iteration 42Q (4342.020000 sec): 3 clusters Score: Raw -1375553.274591 + Penalty 4489.292468 = -1371063.982123 nChanged 17 SP:Iteration 43Q (4342.060000 sec): 3 clusters Score: Raw -1375556.464277 + Penalty 4489.292468 = -1371067.171809 nChanged 21 SP:Iteration 44Q (4342.100000 sec): 3 clusters Score: Raw -1375560.900960 + Penalty 4489.292468 = -1371071.608492 nChanged 17 SP:Iteration 45Q (4342.150000 sec): 3 clusters Score: Raw -1375564.875804 + Penalty 4489.292468 = -1371075.583336 nChanged 9 SP:Iteration 46Q (4342.200000 sec): 3 clusters Score: Raw -1375566.470674 + Penalty 4489.292468 = -1371077.178206 nChanged 10 SP:Iteration 47Q (4342.240000 sec): 3 clusters Score: Raw -1375568.700400 + Penalty 4489.292468 = -1371079.407932 nChanged 16 SP:Iteration 48Q (4342.280000 sec): 3 clusters Score: Raw -1375572.566595 + Penalty 4489.292468 = -1371083.274127 nChanged 21 SP:Iteration 49Q (4342.330000 sec): 3 clusters Score: Raw -1375576.580572 + Penalty 4489.292468 = -1371087.288104 nChanged 19 SP:Iteration 50Q (4342.380000 sec): 3 clusters Score: Raw -1375580.043661 + Penalty 4489.292468 = -1371090.751193 nChanged 16 SP:Iteration 51Q (4342.420000 sec): 3 clusters Score: Raw -1375583.146724 + Penalty 4489.292468 = -1371093.854256 nChanged 12 SP:Iteration 52Q (4342.460000 sec): 3 clusters Score: Raw -1375585.410882 + Penalty 4489.292468 = -1371096.118414 nChanged 10 SP:Iteration 53Q (4342.510000 sec): 3 clusters Score: Raw -1375587.095380 + Penalty 4489.292468 = -1371097.802912 nChanged 10 SP:Iteration 54Q (4342.560000 sec): 3 clusters Score: Raw -1375588.553163 + Penalty 4489.292468 = -1371099.260696 nChanged 1 SP:Iteration 55Q (4342.600000 sec): 3 clusters Score: Raw -1375588.739962 + Penalty 4489.292468 = -1371099.447494 nChanged 3 SP:Iteration 56Q (4342.640000 sec): 3 clusters Score: Raw -1375589.280927 + Penalty 4489.292468 = -1371099.988459 nChanged 3 SP:Iteration 57Q (4342.690000 sec): 3 clusters Score: Raw -1375589.897551 + Penalty 4489.292468 = -1371100.605083 nChanged 6 SP:Iteration 58Q (4342.740000 sec): 3 clusters Score: Raw -1375590.892080 + Penalty 4489.292468 = -1371101.599612 nChanged 4 SP:Iteration 59Q (4342.780000 sec): 3 clusters Score: Raw -1375591.488328 + Penalty 4489.292468 = -1371102.195860 nChanged 6 SP:Iteration 60F (4342.830000 sec): 3 clusters Score: Raw -1375592.893845 + Penalty 4489.292468 = -1371103.601377 nChanged 6 SP:Iteration 61Q (4342.870000 sec): 3 clusters Score: Raw -1375594.203916 + Penalty 4489.292468 = -1371104.911448 nChanged 8 SP:Iteration 62Q (4342.920000 sec): 3 clusters Score: Raw -1375595.369564 + Penalty 4489.292468 = -1371106.077096 nChanged 5 SP:Iteration 63Q (4342.960000 sec): 3 clusters Score: Raw -1375596.331556 + Penalty 4489.292468 = -1371107.039088 nChanged 7 SP:Iteration 64Q (4343.010000 sec): 3 clusters Score: Raw -1375597.971651 + Penalty 4489.292468 = -1371108.679183 nChanged 9 SP:Iteration 65Q (4343.050000 sec): 3 clusters Score: Raw -1375598.953473 + Penalty 4489.292468 = -1371109.661005 nChanged 2 SP:Iteration 66Q (4343.100000 sec): 3 clusters Score: Raw -1375599.308385 + Penalty 4489.292468 = -1371110.015917 nChanged 5 SP:Iteration 67Q (4343.140000 sec): 3 clusters Score: Raw -1375600.245977 + Penalty 4489.292468 = -1371110.953509 nChanged 6 SP:Iteration 68Q (4343.190000 sec): 3 clusters Score: Raw -1375601.307041 + Penalty 4489.292468 = -1371112.014573 nChanged 2 SP:Iteration 69Q (4343.230000 sec): 3 clusters Score: Raw -1375601.902356 + Penalty 4489.292468 = -1371112.609888 nChanged 4 SP:Iteration 70Q (4343.280000 sec): 3 clusters Score: Raw -1375602.982239 + Penalty 4489.292468 = -1371113.689771 nChanged 7 SP:Iteration 71Q (4343.320000 sec): 3 clusters Score: Raw -1375604.611390 + Penalty 4489.292468 = -1371115.318922 nChanged 8 SP:Iteration 72Q (4343.360000 sec): 3 clusters Score: Raw -1375606.270223 + Penalty 4489.292468 = -1371116.977755 nChanged 7 SP:Iteration 73Q (4343.410000 sec): 3 clusters Score: Raw -1375607.472744 + Penalty 4489.292468 = -1371118.180276 nChanged 4 SP:Iteration 74Q (4343.460000 sec): 3 clusters Score: Raw -1375608.112945 + Penalty 4489.292468 = -1371118.820478 nChanged 6 SP:Iteration 75Q (4343.500000 sec): 3 clusters Score: Raw -1375609.308566 + Penalty 4489.292468 = -1371120.016098 nChanged 7 SP:Iteration 76Q (4343.540000 sec): 3 clusters Score: Raw -1375610.499670 + Penalty 4489.292468 = -1371121.207202 nChanged 4 SP:Iteration 77Q (4343.590000 sec): 3 clusters Score: Raw -1375611.279375 + Penalty 4489.292468 = -1371121.986907 nChanged 6 SP:Iteration 78Q (4343.640000 sec): 3 clusters Score: Raw -1375612.206554 + Penalty 4489.292468 = -1371122.914086 nChanged 3 SP:Iteration 79Q (4343.680000 sec): 3 clusters Score: Raw -1375612.884573 + Penalty 4489.292468 = -1371123.592105 nChanged 3 SP:Iteration 80F (4343.720000 sec): 3 clusters Score: Raw -1375613.545297 + Penalty 4489.292468 = -1371124.252829 nChanged 4 SP:Iteration 81Q (4343.770000 sec): 3 clusters Score: Raw -1375614.765491 + Penalty 4489.292468 = -1371125.473023 nChanged 6 SP:Iteration 82Q (4343.820000 sec): 3 clusters Score: Raw -1375615.827900 + Penalty 4489.292468 = -1371126.535432 nChanged 3 SP:Iteration 83Q (4343.860000 sec): 3 clusters Score: Raw -1375616.487634 + Penalty 4489.292468 = -1371127.195167 nChanged 3 SP:Iteration 84Q (4343.900000 sec): 3 clusters Score: Raw -1375616.938109 + Penalty 4489.292468 = -1371127.645641 nChanged 5 SP:Iteration 85Q (4343.950000 sec): 3 clusters Score: Raw -1375617.857187 + Penalty 4489.292468 = -1371128.564719 nChanged 4 SP:Iteration 86Q (4344.000000 sec): 3 clusters Score: Raw -1375619.110492 + Penalty 4489.292468 = -1371129.818024 nChanged 6 SP:Iteration 87Q (4344.040000 sec): 3 clusters Score: Raw -1375620.120345 + Penalty 4489.292468 = -1371130.827877 nChanged 2 SP:Iteration 88Q (4344.090000 sec): 3 clusters Score: Raw -1375620.379519 + Penalty 4489.292468 = -1371131.087051 nChanged 0 SP:Iteration 89F (4344.130000 sec): 3 clusters Score: Raw -1375620.379519 + Penalty 4489.292468 = -1371131.087051 nChanged 0 Iteration 99Q (4368.410000 sec): 48 clusters Score: Raw -204937898.475538 + Penalty 164117.145033 = -204773781.330505 nChanged 3921 Iteration 100F (4484.500000 sec): 48 clusters Score: Raw -204942691.912097 + Penalty 164117.145033 = -204778574.767064 nChanged 3211 Iteration 101Q (4510.290000 sec): 48 clusters Score: Raw -204948610.204587 + Penalty 164117.145033 = -204784493.059554 nChanged 2218 Iteration 102Q (4536.000000 sec): 48 clusters Score: Raw -204949057.589620 + Penalty 164117.145033 = -204784940.444587 nChanged 1956 Iteration 103Q (4561.730000 sec): 48 clusters Score: Raw -204949324.373459 + Penalty 164117.145033 = -204785207.228426 nChanged 1771 Iteration 104Q (4587.150000 sec): 48 clusters Score: Raw -204949535.069966 + Penalty 164117.145033 = -204785417.924933 nChanged 1632 Iteration 105Q (4612.970000 sec): 48 clusters Score: Raw -204949733.411847 + Penalty 164117.145033 = -204785616.266814 nChanged 1459 Iteration 106Q (4638.640000 sec): 48 clusters Score: Raw -204949895.037994 + Penalty 164117.145033 = -204785777.892961 nChanged 1368 Iteration 107Q (4662.890000 sec): 48 clusters Score: Raw -204949991.176625 + Penalty 164117.145033 = -204785874.031592 nChanged 1211 Iteration 108Q (4687.320000 sec): 48 clusters Score: Raw -204950064.407630 + Penalty 164117.145033 = -204785947.262597 nChanged 1056 Iteration 109Q (4711.640000 sec): 48 clusters Score: Raw -204950128.425099 + Penalty 164117.145033 = -204786011.280066 nChanged 977 Iteration 110Q (4736.380000 sec): 48 clusters Score: Raw -204950186.789544 + Penalty 164117.145033 = -204786069.644511 nChanged 968 Iteration 111Q (4759.880000 sec): 48 clusters Score: Raw -204950242.600883 + Penalty 164117.145033 = -204786125.455850 nChanged 886 Iteration 112Q (4782.870000 sec): 48 clusters Score: Raw -204950292.386798 + Penalty 164117.145033 = -204786175.241765 nChanged 821 Iteration 113Q (4805.870000 sec): 48 clusters Score: Raw -204950337.095124 + Penalty 164117.145033 = -204786219.950091 nChanged 777 Iteration 114Q (4828.780000 sec): 48 clusters Score: Raw -204950381.228878 + Penalty 164117.145033 = -204786264.083844 nChanged 796 Iteration 115Q (4851.770000 sec): 48 clusters Score: Raw -204950425.811250 + Penalty 164117.145033 = -204786308.666216 nChanged 743 Iteration 116Q (4874.700000 sec): 48 clusters Score: Raw -204950464.761009 + Penalty 164117.145033 = -204786347.615975 nChanged 689 Iteration 117Q (4895.950000 sec): 48 clusters Score: Raw -204950503.346393 + Penalty 164117.145033 = -204786386.201360 nChanged 648 Iteration 118Q (4917.060000 sec): 48 clusters Score: Raw -204950534.448086 + Penalty 164117.145033 = -204786417.303053 nChanged 565 Iteration 119Q (4938.060000 sec): 48 clusters Score: Raw -204950565.867354 + Penalty 164117.145033 = -204786448.722321 nChanged 576 Iteration 120F (5050.870000 sec): 48 clusters Score: Raw -204954206.779825 + Penalty 164117.145033 = -204790089.634792 nChanged 716 Iteration 121Q (5070.990000 sec): 48 clusters Score: Raw -204959944.383930 + Penalty 164117.145033 = -204795827.238896 nChanged 588 Iteration 122Q (5091.160000 sec): 48 clusters Score: Raw -204960192.599048 + Penalty 164117.145033 = -204796075.454015 nChanged 505 Iteration 123Q (5111.310000 sec): 48 clusters Score: Raw -204960251.060069 + Penalty 164117.145033 = -204796133.915036 nChanged 473 Iteration 124Q (5131.640000 sec): 48 clusters Score: Raw -204960360.432168 + Penalty 164117.145033 = -204796243.287135 nChanged 412 Iteration 125Q (5151.960000 sec): 48 clusters Score: Raw -204960417.471527 + Penalty 164117.145033 = -204796300.326493 nChanged 429 Iteration 126Q (5172.390000 sec): 48 clusters Score: Raw -204960438.526927 + Penalty 164117.145033 = -204796321.381894 nChanged 410 Iteration 127Q (5192.750000 sec): 48 clusters Score: Raw -204960462.755539 + Penalty 164117.145033 = -204796345.610506 nChanged 403 Iteration 128Q (5213.020000 sec): 48 clusters Score: Raw -204960483.924206 + Penalty 164117.145033 = -204796366.779173 nChanged 390 Iteration 129Q (5232.930000 sec): 48 clusters Score: Raw -204960504.378721 + Penalty 164117.145033 = -204796387.233688 nChanged 371 Iteration 130Q (5253.050000 sec): 48 clusters Score: Raw -204960522.054473 + Penalty 164117.145033 = -204796404.909439 nChanged 367 Iteration 131Q (5275.630000 sec): 48 clusters Score: Raw -204960537.900753 + Penalty 164117.145033 = -204796420.755720 nChanged 368 Iteration 132Q (5298.170000 sec): 48 clusters Score: Raw -204960555.448880 + Penalty 164117.145033 = -204796438.303846 nChanged 341 Iteration 133Q (5320.890000 sec): 48 clusters Score: Raw -204960571.507442 + Penalty 164117.145033 = -204796454.362409 nChanged 334 Iteration 134Q (5342.590000 sec): 48 clusters Score: Raw -204960586.611037 + Penalty 164117.145033 = -204796469.466003 nChanged 298 Iteration 135Q (5362.970000 sec): 48 clusters Score: Raw -204960598.984563 + Penalty 164117.145033 = -204796481.839530 nChanged 288 Iteration 136Q (5385.750000 sec): 48 clusters Score: Raw -204960611.742673 + Penalty 164117.145033 = -204796494.597640 nChanged 266 Iteration 137Q (5408.920000 sec): 48 clusters Score: Raw -204960624.401320 + Penalty 164117.145033 = -204796507.256287 nChanged 245 Iteration 138Q (5432.920000 sec): 48 clusters Score: Raw -204960636.073088 + Penalty 164117.145033 = -204796518.928055 nChanged 252 Writing temp clu file Because OldScore, -204796507.256287, is greater than current (better) Score,-204796518.928055 Compute initial score before splitting: Score: Raw -204960636.073088 + Penalty 164117.145033 = -204796518.928055 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 1 (34175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5433.430000 sec): 2 clusters Score: Raw -5546999.632475 + Penalty 2588.933916 = -5544410.698559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5433.620000 sec): 3 clusters Score: Raw -5526319.271037 + Penalty 5177.867832 = -5521141.403205 nChanged 15559 SP:Iteration 1F (5433.820000 sec): 3 clusters Score: Raw -5534832.885564 + Penalty 5177.867832 = -5529655.017731 nChanged 1517 SP:Iteration 2Q (5434.010000 sec): 3 clusters Score: Raw -5535298.754793 + Penalty 5177.867832 = -5530120.886961 nChanged 1381 SP:Iteration 3Q (5434.210000 sec): 3 clusters Score: Raw -5535715.418237 + Penalty 5177.867832 = -5530537.550405 nChanged 1274 SP:Iteration 4Q (5434.410000 sec): 3 clusters Score: Raw -5536090.775190 + Penalty 5177.867832 = -5530912.907358 nChanged 1221 SP:Iteration 5Q (5434.610000 sec): 3 clusters Score: Raw -5536467.623240 + Penalty 5177.867832 = -5531289.755408 nChanged 1236 SP:Iteration 6Q (5434.810000 sec): 3 clusters Score: Raw -5536871.831855 + Penalty 5177.867832 = -5531693.964023 nChanged 1287 SP:Iteration 7Q (5435.000000 sec): 3 clusters Score: Raw -5537316.289016 + Penalty 5177.867832 = -5532138.421184 nChanged 1291 SP:Iteration 8Q (5435.200000 sec): 3 clusters Score: Raw -5537816.371256 + Penalty 5177.867832 = -5532638.503424 nChanged 1401 SP:Iteration 9Q (5435.400000 sec): 3 clusters Score: Raw -5538385.827061 + Penalty 5177.867832 = -5533207.959229 nChanged 1593 SP:Iteration 10Q (5435.600000 sec): 3 clusters Score: Raw -5539119.011759 + Penalty 5177.867832 = -5533941.143927 nChanged 1700 SP:Iteration 11Q (5435.800000 sec): 3 clusters Score: Raw -5539994.258118 + Penalty 5177.867832 = -5534816.390286 nChanged 1763 SP:Iteration 12F (5435.990000 sec): 3 clusters Score: Raw -5540940.041887 + Penalty 5177.867832 = -5535762.174055 nChanged 1617 SP:Iteration 13Q (5436.180000 sec): 3 clusters Score: Raw -5541812.381344 + Penalty 5177.867832 = -5536634.513512 nChanged 1464 SP:Iteration 14Q (5436.370000 sec): 3 clusters Score: Raw -5542626.365071 + Penalty 5177.867832 = -5537448.497239 nChanged 1370 SP:Iteration 15Q (5436.570000 sec): 3 clusters Score: Raw -5543439.204120 + Penalty 5177.867832 = -5538261.336288 nChanged 1304 SP:Iteration 16Q (5436.760000 sec): 3 clusters Score: Raw -5544227.335910 + Penalty 5177.867832 = -5539049.468077 nChanged 1176 SP:Iteration 17Q (5436.960000 sec): 3 clusters Score: Raw -5544964.003620 + Penalty 5177.867832 = -5539786.135788 nChanged 1010 SP:Iteration 18Q (5437.150000 sec): 3 clusters Score: Raw -5545603.616129 + Penalty 5177.867832 = -5540425.748297 nChanged 781 SP:Iteration 19Q (5437.340000 sec): 3 clusters Score: Raw -5546109.662179 + Penalty 5177.867832 = -5540931.794347 nChanged 598 SP:Iteration 20F (5437.530000 sec): 3 clusters Score: Raw -5546497.817603 + Penalty 5177.867832 = -5541319.949770 nChanged 423 SP:Iteration 21Q (5437.720000 sec): 3 clusters Score: Raw -5546778.586663 + Penalty 5177.867832 = -5541600.718831 nChanged 309 SP:Iteration 22Q (5437.900000 sec): 3 clusters Score: Raw -5547008.869764 + Penalty 5177.867832 = -5541831.001932 nChanged 202 SP:Iteration 23Q (5438.070000 sec): 3 clusters Score: Raw -5547167.832123 + Penalty 5177.867832 = -5541989.964291 nChanged 135 SP:Iteration 24Q (5438.240000 sec): 3 clusters Score: Raw -5547266.171570 + Penalty 5177.867832 = -5542088.303738 nChanged 84 SP:Iteration 25Q (5438.400000 sec): 3 clusters Score: Raw -5547325.839301 + Penalty 5177.867832 = -5542147.971469 nChanged 60 SP:Iteration 26Q (5438.570000 sec): 3 clusters Score: Raw -5547365.181041 + Penalty 5177.867832 = -5542187.313209 nChanged 34 SP:Iteration 27Q (5438.720000 sec): 3 clusters Score: Raw -5547386.371876 + Penalty 5177.867832 = -5542208.504043 nChanged 29 SP:Iteration 28Q (5438.880000 sec): 3 clusters Score: Raw -5547402.567475 + Penalty 5177.867832 = -5542224.699643 nChanged 20 SP:Iteration 29Q (5439.030000 sec): 3 clusters Score: Raw -5547416.446916 + Penalty 5177.867832 = -5542238.579084 nChanged 22 SP:Iteration 30Q (5439.190000 sec): 3 clusters Score: Raw -5547430.075749 + Penalty 5177.867832 = -5542252.207916 nChanged 10 SP:Iteration 31Q (5439.340000 sec): 3 clusters Score: Raw -5547437.063548 + Penalty 5177.867832 = -5542259.195716 nChanged 12 SP:Iteration 32Q (5439.500000 sec): 3 clusters Score: Raw -5547444.473327 + Penalty 5177.867832 = -5542266.605495 nChanged 7 SP:Iteration 33Q (5439.650000 sec): 3 clusters Score: Raw -5547449.086353 + Penalty 5177.867832 = -5542271.218521 nChanged 4 SP:Iteration 34Q (5439.800000 sec): 3 clusters Score: Raw -5547451.493568 + Penalty 5177.867832 = -5542273.625736 nChanged 5 SP:Iteration 35Q (5439.950000 sec): 3 clusters Score: Raw -5547454.747222 + Penalty 5177.867832 = -5542276.879390 nChanged 6 SP:Iteration 36Q (5440.110000 sec): 3 clusters Score: Raw -5547458.542682 + Penalty 5177.867832 = -5542280.674850 nChanged 3 SP:Iteration 37Q (5440.260000 sec): 3 clusters Score: Raw -5547460.758828 + Penalty 5177.867832 = -5542282.890996 nChanged 1 SP:Iteration 38Q (5440.410000 sec): 3 clusters Score: Raw -5547461.504791 + Penalty 5177.867832 = -5542283.636959 nChanged 1 SP:Iteration 39Q (5440.560000 sec): 3 clusters Score: Raw -5547461.898315 + Penalty 5177.867832 = -5542284.030482 nChanged 1 SP:Iteration 40F (5440.750000 sec): 3 clusters Score: Raw -5547462.149455 + Penalty 5177.867832 = -5542284.281622 nChanged 1 SP:Iteration 41Q (5440.890000 sec): 3 clusters Score: Raw -5547463.432577 + Penalty 5177.867832 = -5542285.564745 nChanged 2 SP:Iteration 42Q (5441.050000 sec): 3 clusters Score: Raw -5547464.925985 + Penalty 5177.867832 = -5542287.058153 nChanged 4 SP:Iteration 43Q (5441.200000 sec): 3 clusters Score: Raw -5547468.751999 + Penalty 5177.867832 = -5542290.884167 nChanged 5 SP:Iteration 44Q (5441.350000 sec): 3 clusters Score: Raw -5547472.147267 + Penalty 5177.867832 = -5542294.279435 nChanged 4 SP:Iteration 45Q (5441.490000 sec): 3 clusters Score: Raw -5547474.608339 + Penalty 5177.867832 = -5542296.740507 nChanged 5 SP:Iteration 46Q (5441.650000 sec): 3 clusters Score: Raw -5547478.274788 + Penalty 5177.867832 = -5542300.406956 nChanged 4 SP:Iteration 47Q (5441.790000 sec): 3 clusters Score: Raw -5547481.370965 + Penalty 5177.867832 = -5542303.503133 nChanged 4 SP:Iteration 48Q (5441.940000 sec): 3 clusters Score: Raw -5547484.152086 + Penalty 5177.867832 = -5542306.284253 nChanged 3 SP:Iteration 49Q (5442.090000 sec): 3 clusters Score: Raw -5547485.893526 + Penalty 5177.867832 = -5542308.025694 nChanged 2 SP:Iteration 50Q (5442.240000 sec): 3 clusters Score: Raw -5547486.607808 + Penalty 5177.867832 = -5542308.739976 nChanged 2 SP:Iteration 51Q (5442.390000 sec): 3 clusters Score: Raw -5547489.032153 + Penalty 5177.867832 = -5542311.164321 nChanged 5 SP:Iteration 52Q (5442.550000 sec): 3 clusters Score: Raw -5547493.229634 + Penalty 5177.867832 = -5542315.361802 nChanged 1 SP:Iteration 53Q (5442.710000 sec): 3 clusters Score: Raw -5547493.772046 + Penalty 5177.867832 = -5542315.904214 nChanged 3 SP:Iteration 54Q (5442.860000 sec): 3 clusters Score: Raw -5547496.292431 + Penalty 5177.867832 = -5542318.424599 nChanged 1 SP:Iteration 55Q (5443.020000 sec): 3 clusters Score: Raw -5547496.962798 + Penalty 5177.867832 = -5542319.094966 nChanged 1 SP:Iteration 56Q (5443.170000 sec): 3 clusters Score: Raw -5547497.188316 + Penalty 5177.867832 = -5542319.320484 nChanged 1 SP:Iteration 57Q (5443.330000 sec): 3 clusters Score: Raw -5547497.782709 + Penalty 5177.867832 = -5542319.914877 nChanged 0 SP:Iteration 58F (5443.510000 sec): 3 clusters Score: Raw -5547497.782709 + Penalty 5177.867832 = -5542319.914877 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 2 (14169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5443.590000 sec): 2 clusters Score: Raw -2308156.376759 + Penalty 2370.585316 = -2305785.791442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5443.670000 sec): 3 clusters Score: Raw -2300297.627926 + Penalty 4741.170632 = -2295556.457294 nChanged 6036 SP:Iteration 1F (5443.750000 sec): 3 clusters Score: Raw -2303375.019976 + Penalty 4741.170632 = -2298633.849343 nChanged 844 SP:Iteration 2F (5443.830000 sec): 3 clusters Score: Raw -2303714.351935 + Penalty 4741.170632 = -2298973.181303 nChanged 671 SP:Iteration 3Q (5443.910000 sec): 3 clusters Score: Raw -2303987.259691 + Penalty 4741.170632 = -2299246.089058 nChanged 581 SP:Iteration 4Q (5443.990000 sec): 3 clusters Score: Raw -2304210.798393 + Penalty 4741.170632 = -2299469.627761 nChanged 549 SP:Iteration 5Q (5444.070000 sec): 3 clusters Score: Raw -2304431.866720 + Penalty 4741.170632 = -2299690.696087 nChanged 545 SP:Iteration 6Q (5444.150000 sec): 3 clusters Score: Raw -2304677.710982 + Penalty 4741.170632 = -2299936.540350 nChanged 575 SP:Iteration 7Q (5444.230000 sec): 3 clusters Score: Raw -2304972.828598 + Penalty 4741.170632 = -2300231.657966 nChanged 635 SP:Iteration 8Q (5444.310000 sec): 3 clusters Score: Raw -2305346.609426 + Penalty 4741.170632 = -2300605.438794 nChanged 696 SP:Iteration 9Q (5444.390000 sec): 3 clusters Score: Raw -2305782.810016 + Penalty 4741.170632 = -2301041.639384 nChanged 679 SP:Iteration 10Q (5444.470000 sec): 3 clusters Score: Raw -2306246.860811 + Penalty 4741.170632 = -2301505.690179 nChanged 647 SP:Iteration 11Q (5444.550000 sec): 3 clusters Score: Raw -2306756.053463 + Penalty 4741.170632 = -2302014.882831 nChanged 596 SP:Iteration 12Q (5444.620000 sec): 3 clusters Score: Raw -2307204.851546 + Penalty 4741.170632 = -2302463.680914 nChanged 466 SP:Iteration 13Q (5444.700000 sec): 3 clusters Score: Raw -2307519.154733 + Penalty 4741.170632 = -2302777.984101 nChanged 328 SP:Iteration 14Q (5444.770000 sec): 3 clusters Score: Raw -2307724.308935 + Penalty 4741.170632 = -2302983.138303 nChanged 283 SP:Iteration 15Q (5444.850000 sec): 3 clusters Score: Raw -2307918.878218 + Penalty 4741.170632 = -2303177.707586 nChanged 236 SP:Iteration 16Q (5444.920000 sec): 3 clusters Score: Raw -2308079.571564 + Penalty 4741.170632 = -2303338.400932 nChanged 183 SP:Iteration 17Q (5444.990000 sec): 3 clusters Score: Raw -2308189.368921 + Penalty 4741.170632 = -2303448.198288 nChanged 124 SP:Iteration 18Q (5445.060000 sec): 3 clusters Score: Raw -2308248.163200 + Penalty 4741.170632 = -2303506.992568 nChanged 109 SP:Iteration 19Q (5445.130000 sec): 3 clusters Score: Raw -2308303.773081 + Penalty 4741.170632 = -2303562.602448 nChanged 79 SP:Iteration 20F (5445.200000 sec): 3 clusters Score: Raw -2308344.299580 + Penalty 4741.170632 = -2303603.128948 nChanged 67 SP:Iteration 21Q (5445.270000 sec): 3 clusters Score: Raw -2308384.355887 + Penalty 4741.170632 = -2303643.185255 nChanged 78 SP:Iteration 22Q (5445.340000 sec): 3 clusters Score: Raw -2308426.188552 + Penalty 4741.170632 = -2303685.017919 nChanged 66 SP:Iteration 23Q (5445.400000 sec): 3 clusters Score: Raw -2308454.305419 + Penalty 4741.170632 = -2303713.134786 nChanged 51 SP:Iteration 24Q (5445.470000 sec): 3 clusters Score: Raw -2308478.136478 + Penalty 4741.170632 = -2303736.965846 nChanged 42 SP:Iteration 25Q (5445.530000 sec): 3 clusters Score: Raw -2308496.663974 + Penalty 4741.170632 = -2303755.493341 nChanged 33 SP:Iteration 26Q (5445.600000 sec): 3 clusters Score: Raw -2308517.718683 + Penalty 4741.170632 = -2303776.548051 nChanged 36 SP:Iteration 27Q (5445.660000 sec): 3 clusters Score: Raw -2308537.651919 + Penalty 4741.170632 = -2303796.481287 nChanged 36 SP:Iteration 28Q (5445.720000 sec): 3 clusters Score: Raw -2308554.834220 + Penalty 4741.170632 = -2303813.663588 nChanged 35 SP:Iteration 29Q (5445.790000 sec): 3 clusters Score: Raw -2308569.966811 + Penalty 4741.170632 = -2303828.796179 nChanged 35 SP:Iteration 30Q (5445.850000 sec): 3 clusters Score: Raw -2308584.458965 + Penalty 4741.170632 = -2303843.288333 nChanged 33 SP:Iteration 31Q (5445.910000 sec): 3 clusters Score: Raw -2308596.574865 + Penalty 4741.170632 = -2303855.404233 nChanged 21 SP:Iteration 32Q (5445.970000 sec): 3 clusters Score: Raw -2308606.004679 + Penalty 4741.170632 = -2303864.834046 nChanged 13 SP:Iteration 33Q (5446.030000 sec): 3 clusters Score: Raw -2308612.835640 + Penalty 4741.170632 = -2303871.665008 nChanged 15 SP:Iteration 34Q (5446.100000 sec): 3 clusters Score: Raw -2308620.507032 + Penalty 4741.170632 = -2303879.336400 nChanged 12 SP:Iteration 35Q (5446.160000 sec): 3 clusters Score: Raw -2308625.995795 + Penalty 4741.170632 = -2303884.825163 nChanged 9 SP:Iteration 36Q (5446.230000 sec): 3 clusters Score: Raw -2308629.608661 + Penalty 4741.170632 = -2303888.438029 nChanged 9 SP:Iteration 37Q (5446.290000 sec): 3 clusters Score: Raw -2308632.137058 + Penalty 4741.170632 = -2303890.966426 nChanged 5 SP:Iteration 38Q (5446.350000 sec): 3 clusters Score: Raw -2308633.943916 + Penalty 4741.170632 = -2303892.773283 nChanged 9 SP:Iteration 39Q (5446.410000 sec): 3 clusters Score: Raw -2308637.901865 + Penalty 4741.170632 = -2303896.731233 nChanged 12 SP:Iteration 40F (5446.490000 sec): 3 clusters Score: Raw -2308643.012192 + Penalty 4741.170632 = -2303901.841559 nChanged 17 SP:Iteration 41Q (5446.550000 sec): 3 clusters Score: Raw -2308650.105830 + Penalty 4741.170632 = -2303908.935198 nChanged 17 SP:Iteration 42Q (5446.610000 sec): 3 clusters Score: Raw -2308656.487379 + Penalty 4741.170632 = -2303915.316746 nChanged 10 SP:Iteration 43Q (5446.670000 sec): 3 clusters Score: Raw -2308659.311519 + Penalty 4741.170632 = -2303918.140887 nChanged 4 SP:Iteration 44Q (5446.730000 sec): 3 clusters Score: Raw -2308660.931010 + Penalty 4741.170632 = -2303919.760378 nChanged 6 SP:Iteration 45Q (5446.800000 sec): 3 clusters Score: Raw -2308664.404875 + Penalty 4741.170632 = -2303923.234242 nChanged 5 SP:Iteration 46Q (5446.860000 sec): 3 clusters Score: Raw -2308667.180653 + Penalty 4741.170632 = -2303926.010021 nChanged 5 SP:Iteration 47Q (5446.920000 sec): 3 clusters Score: Raw -2308668.162322 + Penalty 4741.170632 = -2303926.991689 nChanged 1 SP:Iteration 48Q (5446.980000 sec): 3 clusters Score: Raw -2308668.294717 + Penalty 4741.170632 = -2303927.124085 nChanged 1 SP:Iteration 49Q (5447.040000 sec): 3 clusters Score: Raw -2308668.446065 + Penalty 4741.170632 = -2303927.275433 nChanged 0 SP:Iteration 50F (5447.120000 sec): 3 clusters Score: Raw -2308668.446065 + Penalty 4741.170632 = -2303927.275433 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 3 (1682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5447.140000 sec): 2 clusters Score: Raw -241758.502774 + Penalty 1842.079232 = -239916.423541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5447.150000 sec): 3 clusters Score: Raw -241175.980082 + Penalty 3684.158465 = -237491.821618 nChanged 477 SP:Iteration 1F (5447.160000 sec): 3 clusters Score: Raw -241599.102483 + Penalty 3684.158465 = -237914.944018 nChanged 151 SP:Iteration 2F (5447.170000 sec): 3 clusters Score: Raw -241764.259510 + Penalty 3684.158465 = -238080.101045 nChanged 79 SP:Iteration 3Q (5447.180000 sec): 3 clusters Score: Raw -241841.341913 + Penalty 3684.158465 = -238157.183448 nChanged 59 SP:Iteration 4Q (5447.190000 sec): 3 clusters Score: Raw -241907.603079 + Penalty 3684.158465 = -238223.444614 nChanged 49 SP:Iteration 5Q (5447.200000 sec): 3 clusters Score: Raw -241959.430022 + Penalty 3684.158465 = -238275.271557 nChanged 26 SP:Iteration 6Q (5447.210000 sec): 3 clusters Score: Raw -241982.340374 + Penalty 3684.158465 = -238298.181909 nChanged 18 SP:Iteration 7Q (5447.210000 sec): 3 clusters Score: Raw -241996.210853 + Penalty 3684.158465 = -238312.052388 nChanged 11 SP:Iteration 8Q (5447.220000 sec): 3 clusters Score: Raw -242003.584261 + Penalty 3684.158465 = -238319.425797 nChanged 5 SP:Iteration 9Q (5447.230000 sec): 3 clusters Score: Raw -242007.550865 + Penalty 3684.158465 = -238323.392400 nChanged 5 SP:Iteration 10Q (5447.240000 sec): 3 clusters Score: Raw -242013.546832 + Penalty 3684.158465 = -238329.388367 nChanged 10 SP:Iteration 11Q (5447.250000 sec): 3 clusters Score: Raw -242024.136745 + Penalty 3684.158465 = -238339.978280 nChanged 12 SP:Iteration 12Q (5447.260000 sec): 3 clusters Score: Raw -242032.271876 + Penalty 3684.158465 = -238348.113411 nChanged 8 SP:Iteration 13Q (5447.270000 sec): 3 clusters Score: Raw -242039.239671 + Penalty 3684.158465 = -238355.081206 nChanged 12 SP:Iteration 14Q (5447.280000 sec): 3 clusters Score: Raw -242055.877639 + Penalty 3684.158465 = -238371.719174 nChanged 12 SP:Iteration 15Q (5447.290000 sec): 3 clusters Score: Raw -242064.112388 + Penalty 3684.158465 = -238379.953923 nChanged 6 SP:Iteration 16Q (5447.300000 sec): 3 clusters Score: Raw -242068.698401 + Penalty 3684.158465 = -238384.539937 nChanged 0 SP:Iteration 17F (5447.310000 sec): 3 clusters Score: Raw -242068.698401 + Penalty 3684.158465 = -238384.539937 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 4 (496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5447.310000 sec): 2 clusters Score: Raw -73295.465864 + Penalty 1539.230830 = -71756.235034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5447.320000 sec): 3 clusters Score: Raw -73316.057743 + Penalty 3078.461660 = -70237.596083 nChanged 82 SP:Iteration 1F (5447.320000 sec): 3 clusters Score: Raw -73531.429724 + Penalty 3078.461660 = -70452.968064 nChanged 28 SP:Iteration 2F (5447.320000 sec): 3 clusters Score: Raw -73624.676398 + Penalty 3078.461660 = -70546.214739 nChanged 14 SP:Iteration 3Q (5447.330000 sec): 3 clusters Score: Raw -73725.936737 + Penalty 3078.461660 = -70647.475078 nChanged 14 SP:Iteration 4Q (5447.330000 sec): 3 clusters Score: Raw -73846.972101 + Penalty 3078.461660 = -70768.510441 nChanged 15 SP:Iteration 5Q (5447.330000 sec): 3 clusters Score: Raw -73898.869619 + Penalty 3078.461660 = -70820.407959 nChanged 10 SP:Iteration 6Q (5447.330000 sec): 3 clusters Score: Raw -73916.932160 + Penalty 3078.461660 = -70838.470501 nChanged 9 SP:Iteration 7Q (5447.330000 sec): 3 clusters Score: Raw -73936.287856 + Penalty 3078.461660 = -70857.826196 nChanged 9 SP:Iteration 8Q (5447.340000 sec): 3 clusters Score: Raw -73954.124307 + Penalty 3078.461660 = -70875.662647 nChanged 9 SP:Iteration 9Q (5447.340000 sec): 3 clusters Score: Raw -73983.880580 + Penalty 3078.461660 = -70905.418921 nChanged 7 SP:Iteration 10Q (5447.340000 sec): 3 clusters Score: Raw -74007.269809 + Penalty 3078.461660 = -70928.808150 nChanged 3 SP:Iteration 11Q (5447.350000 sec): 3 clusters Score: Raw -74015.328013 + Penalty 3078.461660 = -70936.866354 nChanged 1 SP:Iteration 12Q (5447.350000 sec): 3 clusters Score: Raw -74016.819589 + Penalty 3078.461660 = -70938.357930 nChanged 1 SP:Iteration 13Q (5447.350000 sec): 3 clusters Score: Raw -74019.255258 + Penalty 3078.461660 = -70940.793598 nChanged 0 SP:Iteration 14F (5447.350000 sec): 3 clusters Score: Raw -74019.255258 + Penalty 3078.461660 = -70940.793598 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 5 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5447.360000 sec): 2 clusters Score: Raw -40533.850640 + Penalty 1428.207640 = -39105.643000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5447.360000 sec): 3 clusters Score: Raw -40914.492582 + Penalty 2856.415280 = -38058.077302 nChanged 61 SP:Iteration 1F (5447.360000 sec): 3 clusters Score: Raw -41148.077535 + Penalty 2856.415280 = -38291.662255 nChanged 26 SP:Iteration 2F (5447.370000 sec): 3 clusters Score: Raw -41370.744866 + Penalty 2856.415280 = -38514.329586 nChanged 27 SP:Iteration 3F (5447.370000 sec): 3 clusters Score: Raw -41500.748705 + Penalty 2856.415280 = -38644.333425 nChanged 17 SP:Iteration 4F (5447.370000 sec): 3 clusters Score: Raw -41577.381610 + Penalty 2856.415280 = -38720.966330 nChanged 11 SP:Iteration 5Q (5447.370000 sec): 3 clusters Score: Raw -41625.910766 + Penalty 2856.415280 = -38769.495486 nChanged 5 SP:Iteration 6Q (5447.370000 sec): 3 clusters Score: Raw -41650.141596 + Penalty 2856.415280 = -38793.726317 nChanged 3 SP:Iteration 7Q (5447.370000 sec): 3 clusters Score: Raw -41670.158816 + Penalty 2856.415280 = -38813.743536 nChanged 0 SP:Iteration 8F (5447.380000 sec): 3 clusters Score: Raw -41670.158816 + Penalty 2856.415280 = -38813.743536 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 6 (13170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5447.450000 sec): 2 clusters Score: Raw -2119942.890594 + Penalty 2352.452805 = -2117590.437789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5447.520000 sec): 3 clusters Score: Raw -2112621.300609 + Penalty 4704.905610 = -2107916.394999 nChanged 5698 SP:Iteration 1F (5447.590000 sec): 3 clusters Score: Raw -2115756.562297 + Penalty 4704.905610 = -2111051.656687 nChanged 988 SP:Iteration 2F (5447.660000 sec): 3 clusters Score: Raw -2116581.002467 + Penalty 4704.905610 = -2111876.096857 nChanged 1100 SP:Iteration 3F (5447.730000 sec): 3 clusters Score: Raw -2117654.422747 + Penalty 4704.905610 = -2112949.517137 nChanged 1161 SP:Iteration 4F (5447.810000 sec): 3 clusters Score: Raw -2118804.680374 + Penalty 4704.905610 = -2114099.774764 nChanged 1066 SP:Iteration 5F (5447.880000 sec): 3 clusters Score: Raw -2119815.034684 + Penalty 4704.905610 = -2115110.129074 nChanged 822 SP:Iteration 6F (5447.950000 sec): 3 clusters Score: Raw -2120598.385189 + Penalty 4704.905610 = -2115893.479579 nChanged 573 SP:Iteration 7Q (5448.020000 sec): 3 clusters Score: Raw -2121137.223256 + Penalty 4704.905610 = -2116432.317646 nChanged 369 SP:Iteration 8Q (5448.090000 sec): 3 clusters Score: Raw -2121495.071601 + Penalty 4704.905610 = -2116790.165990 nChanged 259 SP:Iteration 9Q (5448.160000 sec): 3 clusters Score: Raw -2121718.476731 + Penalty 4704.905610 = -2117013.571121 nChanged 173 SP:Iteration 10Q (5448.230000 sec): 3 clusters Score: Raw -2121851.485755 + Penalty 4704.905610 = -2117146.580145 nChanged 142 SP:Iteration 11Q (5448.290000 sec): 3 clusters Score: Raw -2121941.477569 + Penalty 4704.905610 = -2117236.571959 nChanged 99 SP:Iteration 12Q (5448.350000 sec): 3 clusters Score: Raw -2121998.883374 + Penalty 4704.905610 = -2117293.977764 nChanged 83 SP:Iteration 13Q (5448.410000 sec): 3 clusters Score: Raw -2122035.481476 + Penalty 4704.905610 = -2117330.575866 nChanged 60 SP:Iteration 14Q (5448.470000 sec): 3 clusters Score: Raw -2122059.699048 + Penalty 4704.905610 = -2117354.793437 nChanged 46 SP:Iteration 15Q (5448.530000 sec): 3 clusters Score: Raw -2122078.549307 + Penalty 4704.905610 = -2117373.643697 nChanged 36 SP:Iteration 16Q (5448.590000 sec): 3 clusters Score: Raw -2122091.557983 + Penalty 4704.905610 = -2117386.652372 nChanged 28 SP:Iteration 17Q (5448.650000 sec): 3 clusters Score: Raw -2122098.064254 + Penalty 4704.905610 = -2117393.158644 nChanged 17 SP:Iteration 18Q (5448.710000 sec): 3 clusters Score: Raw -2122103.026543 + Penalty 4704.905610 = -2117398.120932 nChanged 17 SP:Iteration 19Q (5448.770000 sec): 3 clusters Score: Raw -2122109.791168 + Penalty 4704.905610 = -2117404.885558 nChanged 24 SP:Iteration 20F (5448.840000 sec): 3 clusters Score: Raw -2122116.848136 + Penalty 4704.905610 = -2117411.942526 nChanged 13 SP:Iteration 21Q (5448.900000 sec): 3 clusters Score: Raw -2122119.851752 + Penalty 4704.905610 = -2117414.946142 nChanged 10 SP:Iteration 22Q (5448.960000 sec): 3 clusters Score: Raw -2122123.063439 + Penalty 4704.905610 = -2117418.157829 nChanged 7 SP:Iteration 23Q (5449.020000 sec): 3 clusters Score: Raw -2122124.734811 + Penalty 4704.905610 = -2117419.829201 nChanged 5 SP:Iteration 24Q (5449.080000 sec): 3 clusters Score: Raw -2122126.200846 + Penalty 4704.905610 = -2117421.295236 nChanged 7 SP:Iteration 25Q (5449.140000 sec): 3 clusters Score: Raw -2122127.366172 + Penalty 4704.905610 = -2117422.460562 nChanged 4 SP:Iteration 26Q (5449.200000 sec): 3 clusters Score: Raw -2122128.245903 + Penalty 4704.905610 = -2117423.340292 nChanged 4 SP:Iteration 27Q (5449.250000 sec): 3 clusters Score: Raw -2122128.691780 + Penalty 4704.905610 = -2117423.786170 nChanged 3 SP:Iteration 28Q (5449.310000 sec): 3 clusters Score: Raw -2122129.204396 + Penalty 4704.905610 = -2117424.298785 nChanged 5 SP:Iteration 29Q (5449.370000 sec): 3 clusters Score: Raw -2122130.359144 + Penalty 4704.905610 = -2117425.453534 nChanged 8 SP:Iteration 30Q (5449.430000 sec): 3 clusters Score: Raw -2122132.365060 + Penalty 4704.905610 = -2117427.459450 nChanged 7 SP:Iteration 31Q (5449.490000 sec): 3 clusters Score: Raw -2122133.658421 + Penalty 4704.905610 = -2117428.752811 nChanged 6 SP:Iteration 32Q (5449.550000 sec): 3 clusters Score: Raw -2122134.542917 + Penalty 4704.905610 = -2117429.637306 nChanged 5 SP:Iteration 33Q (5449.610000 sec): 3 clusters Score: Raw -2122135.528856 + Penalty 4704.905610 = -2117430.623246 nChanged 1 SP:Iteration 34Q (5449.670000 sec): 3 clusters Score: Raw -2122135.744397 + Penalty 4704.905610 = -2117430.838787 nChanged 1 SP:Iteration 35Q (5449.730000 sec): 3 clusters Score: Raw -2122135.911687 + Penalty 4704.905610 = -2117431.006077 nChanged 1 SP:Iteration 36Q (5449.790000 sec): 3 clusters Score: Raw -2122136.060453 + Penalty 4704.905610 = -2117431.154843 nChanged 1 SP:Iteration 37Q (5449.840000 sec): 3 clusters Score: Raw -2122136.457936 + Penalty 4704.905610 = -2117431.552326 nChanged 1 SP:Iteration 38Q (5449.900000 sec): 3 clusters Score: Raw -2122136.578831 + Penalty 4704.905610 = -2117431.673221 nChanged 1 SP:Iteration 39Q (5449.960000 sec): 3 clusters Score: Raw -2122136.695731 + Penalty 4704.905610 = -2117431.790121 nChanged 0 SP:Iteration 40F (5450.030000 sec): 3 clusters Score: Raw -2122136.695731 + Penalty 4704.905610 = -2117431.790121 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 7 (15779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5450.110000 sec): 2 clusters Score: Raw -2438561.477312 + Penalty 2397.275935 = -2436164.201377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5450.210000 sec): 3 clusters Score: Raw -2429633.914893 + Penalty 4794.551870 = -2424839.363023 nChanged 6911 SP:Iteration 1F (5450.300000 sec): 3 clusters Score: Raw -2433508.977271 + Penalty 4794.551870 = -2428714.425401 nChanged 1047 SP:Iteration 2F (5450.390000 sec): 3 clusters Score: Raw -2434094.722701 + Penalty 4794.551870 = -2429300.170832 nChanged 989 SP:Iteration 3F (5450.480000 sec): 3 clusters Score: Raw -2434720.871928 + Penalty 4794.551870 = -2429926.320058 nChanged 995 SP:Iteration 4F (5450.570000 sec): 3 clusters Score: Raw -2435463.071858 + Penalty 4794.551870 = -2430668.519988 nChanged 995 SP:Iteration 5F (5450.650000 sec): 3 clusters Score: Raw -2436198.692726 + Penalty 4794.551870 = -2431404.140856 nChanged 953 SP:Iteration 6F (5450.740000 sec): 3 clusters Score: Raw -2436808.745723 + Penalty 4794.551870 = -2432014.193854 nChanged 816 SP:Iteration 7F (5450.830000 sec): 3 clusters Score: Raw -2437225.657068 + Penalty 4794.551870 = -2432431.105198 nChanged 614 SP:Iteration 8Q (5450.920000 sec): 3 clusters Score: Raw -2437473.421083 + Penalty 4794.551870 = -2432678.869213 nChanged 464 SP:Iteration 9Q (5451.010000 sec): 3 clusters Score: Raw -2437636.973791 + Penalty 4794.551870 = -2432842.421921 nChanged 405 SP:Iteration 10Q (5451.100000 sec): 3 clusters Score: Raw -2437780.919565 + Penalty 4794.551870 = -2432986.367695 nChanged 350 SP:Iteration 11Q (5451.190000 sec): 3 clusters Score: Raw -2437887.022196 + Penalty 4794.551870 = -2433092.470326 nChanged 269 SP:Iteration 12Q (5451.270000 sec): 3 clusters Score: Raw -2437964.241001 + Penalty 4794.551870 = -2433169.689132 nChanged 230 SP:Iteration 13Q (5451.360000 sec): 3 clusters Score: Raw -2438023.958711 + Penalty 4794.551870 = -2433229.406841 nChanged 200 SP:Iteration 14Q (5451.440000 sec): 3 clusters Score: Raw -2438065.656874 + Penalty 4794.551870 = -2433271.105004 nChanged 161 SP:Iteration 15Q (5451.530000 sec): 3 clusters Score: Raw -2438096.370747 + Penalty 4794.551870 = -2433301.818877 nChanged 134 SP:Iteration 16Q (5451.620000 sec): 3 clusters Score: Raw -2438119.540602 + Penalty 4794.551870 = -2433324.988732 nChanged 115 SP:Iteration 17Q (5451.700000 sec): 3 clusters Score: Raw -2438139.026166 + Penalty 4794.551870 = -2433344.474296 nChanged 106 SP:Iteration 18Q (5451.790000 sec): 3 clusters Score: Raw -2438160.697284 + Penalty 4794.551870 = -2433366.145414 nChanged 117 SP:Iteration 19Q (5451.880000 sec): 3 clusters Score: Raw -2438182.046965 + Penalty 4794.551870 = -2433387.495095 nChanged 108 SP:Iteration 20F (5451.960000 sec): 3 clusters Score: Raw -2438202.329229 + Penalty 4794.551870 = -2433407.777359 nChanged 106 SP:Iteration 21Q (5452.050000 sec): 3 clusters Score: Raw -2438222.607851 + Penalty 4794.551870 = -2433428.055982 nChanged 117 SP:Iteration 22Q (5452.130000 sec): 3 clusters Score: Raw -2438244.618857 + Penalty 4794.551870 = -2433450.066988 nChanged 108 SP:Iteration 23Q (5452.220000 sec): 3 clusters Score: Raw -2438266.474269 + Penalty 4794.551870 = -2433471.922399 nChanged 109 SP:Iteration 24Q (5452.300000 sec): 3 clusters Score: Raw -2438289.007697 + Penalty 4794.551870 = -2433494.455828 nChanged 127 SP:Iteration 25Q (5452.390000 sec): 3 clusters Score: Raw -2438316.632773 + Penalty 4794.551870 = -2433522.080903 nChanged 131 SP:Iteration 26Q (5452.480000 sec): 3 clusters Score: Raw -2438347.667326 + Penalty 4794.551870 = -2433553.115457 nChanged 156 SP:Iteration 27Q (5452.560000 sec): 3 clusters Score: Raw -2438388.804014 + Penalty 4794.551870 = -2433594.252144 nChanged 192 SP:Iteration 28Q (5452.640000 sec): 3 clusters Score: Raw -2438445.046014 + Penalty 4794.551870 = -2433650.494144 nChanged 221 SP:Iteration 29Q (5452.730000 sec): 3 clusters Score: Raw -2438510.077657 + Penalty 4794.551870 = -2433715.525788 nChanged 240 SP:Iteration 30Q (5452.820000 sec): 3 clusters Score: Raw -2438580.186281 + Penalty 4794.551870 = -2433785.634412 nChanged 241 SP:Iteration 31Q (5452.900000 sec): 3 clusters Score: Raw -2438659.132601 + Penalty 4794.551870 = -2433864.580731 nChanged 297 SP:Iteration 32Q (5452.980000 sec): 3 clusters Score: Raw -2438779.999230 + Penalty 4794.551870 = -2433985.447361 nChanged 334 SP:Iteration 33Q (5453.070000 sec): 3 clusters Score: Raw -2438915.415098 + Penalty 4794.551870 = -2434120.863228 nChanged 340 SP:Iteration 34Q (5453.150000 sec): 3 clusters Score: Raw -2439058.129097 + Penalty 4794.551870 = -2434263.577227 nChanged 366 SP:Iteration 35Q (5453.230000 sec): 3 clusters Score: Raw -2439217.380112 + Penalty 4794.551870 = -2434422.828242 nChanged 337 SP:Iteration 36Q (5453.320000 sec): 3 clusters Score: Raw -2439363.800791 + Penalty 4794.551870 = -2434569.248921 nChanged 298 SP:Iteration 37Q (5453.400000 sec): 3 clusters Score: Raw -2439487.135046 + Penalty 4794.551870 = -2434692.583176 nChanged 257 SP:Iteration 38Q (5453.480000 sec): 3 clusters Score: Raw -2439586.678757 + Penalty 4794.551870 = -2434792.126887 nChanged 231 SP:Iteration 39Q (5453.560000 sec): 3 clusters Score: Raw -2439682.997911 + Penalty 4794.551870 = -2434888.446041 nChanged 210 SP:Iteration 40F (5453.650000 sec): 3 clusters Score: Raw -2439766.244161 + Penalty 4794.551870 = -2434971.692292 nChanged 183 SP:Iteration 41Q (5453.730000 sec): 3 clusters Score: Raw -2439832.854194 + Penalty 4794.551870 = -2435038.302324 nChanged 162 SP:Iteration 42Q (5453.810000 sec): 3 clusters Score: Raw -2439893.370372 + Penalty 4794.551870 = -2435098.818503 nChanged 133 SP:Iteration 43Q (5453.890000 sec): 3 clusters Score: Raw -2439945.164119 + Penalty 4794.551870 = -2435150.612250 nChanged 108 SP:Iteration 44Q (5453.970000 sec): 3 clusters Score: Raw -2439979.361003 + Penalty 4794.551870 = -2435184.809133 nChanged 100 SP:Iteration 45Q (5454.050000 sec): 3 clusters Score: Raw -2440011.828973 + Penalty 4794.551870 = -2435217.277103 nChanged 72 SP:Iteration 46Q (5454.130000 sec): 3 clusters Score: Raw -2440032.295327 + Penalty 4794.551870 = -2435237.743457 nChanged 53 SP:Iteration 47Q (5454.210000 sec): 3 clusters Score: Raw -2440046.330346 + Penalty 4794.551870 = -2435251.778476 nChanged 49 SP:Iteration 48Q (5454.290000 sec): 3 clusters Score: Raw -2440059.250056 + Penalty 4794.551870 = -2435264.698186 nChanged 38 SP:Iteration 49Q (5454.370000 sec): 3 clusters Score: Raw -2440070.007364 + Penalty 4794.551870 = -2435275.455494 nChanged 37 SP:Iteration 50Q (5454.440000 sec): 3 clusters Score: Raw -2440079.613559 + Penalty 4794.551870 = -2435285.061690 nChanged 30 SP:Iteration 51Q (5454.520000 sec): 3 clusters Score: Raw -2440087.463862 + Penalty 4794.551870 = -2435292.911992 nChanged 20 SP:Iteration 52Q (5454.600000 sec): 3 clusters Score: Raw -2440093.459743 + Penalty 4794.551870 = -2435298.907874 nChanged 23 SP:Iteration 53Q (5454.680000 sec): 3 clusters Score: Raw -2440099.325894 + Penalty 4794.551870 = -2435304.774025 nChanged 11 SP:Iteration 54Q (5454.760000 sec): 3 clusters Score: Raw -2440103.817921 + Penalty 4794.551870 = -2435309.266052 nChanged 15 SP:Iteration 55Q (5454.840000 sec): 3 clusters Score: Raw -2440110.743277 + Penalty 4794.551870 = -2435316.191407 nChanged 22 SP:Iteration 56Q (5454.910000 sec): 3 clusters Score: Raw -2440121.322596 + Penalty 4794.551870 = -2435326.770727 nChanged 17 SP:Iteration 57Q (5454.990000 sec): 3 clusters Score: Raw -2440127.549427 + Penalty 4794.551870 = -2435332.997558 nChanged 18 SP:Iteration 58Q (5455.070000 sec): 3 clusters Score: Raw -2440134.133175 + Penalty 4794.551870 = -2435339.581305 nChanged 20 SP:Iteration 59Q (5455.140000 sec): 3 clusters Score: Raw -2440141.837876 + Penalty 4794.551870 = -2435347.286006 nChanged 23 SP:Iteration 60F (5455.230000 sec): 3 clusters Score: Raw -2440150.136031 + Penalty 4794.551870 = -2435355.584161 nChanged 18 SP:Iteration 61Q (5455.310000 sec): 3 clusters Score: Raw -2440156.278931 + Penalty 4794.551870 = -2435361.727061 nChanged 24 SP:Iteration 62Q (5455.380000 sec): 3 clusters Score: Raw -2440162.702307 + Penalty 4794.551870 = -2435368.150437 nChanged 17 SP:Iteration 63Q (5455.460000 sec): 3 clusters Score: Raw -2440167.760647 + Penalty 4794.551870 = -2435373.208778 nChanged 14 SP:Iteration 64Q (5455.540000 sec): 3 clusters Score: Raw -2440170.986576 + Penalty 4794.551870 = -2435376.434707 nChanged 13 SP:Iteration 65Q (5455.610000 sec): 3 clusters Score: Raw -2440175.554351 + Penalty 4794.551870 = -2435381.002481 nChanged 13 SP:Iteration 66Q (5455.690000 sec): 3 clusters Score: Raw -2440179.282245 + Penalty 4794.551870 = -2435384.730375 nChanged 10 SP:Iteration 67Q (5455.760000 sec): 3 clusters Score: Raw -2440182.007365 + Penalty 4794.551870 = -2435387.455495 nChanged 15 SP:Iteration 68Q (5455.840000 sec): 3 clusters Score: Raw -2440185.869851 + Penalty 4794.551870 = -2435391.317981 nChanged 7 SP:Iteration 69Q (5455.920000 sec): 3 clusters Score: Raw -2440187.641130 + Penalty 4794.551870 = -2435393.089260 nChanged 5 SP:Iteration 70Q (5456.000000 sec): 3 clusters Score: Raw -2440188.726363 + Penalty 4794.551870 = -2435394.174493 nChanged 11 SP:Iteration 71Q (5456.070000 sec): 3 clusters Score: Raw -2440193.598131 + Penalty 4794.551870 = -2435399.046261 nChanged 17 SP:Iteration 72Q (5456.140000 sec): 3 clusters Score: Raw -2440203.131440 + Penalty 4794.551870 = -2435408.579571 nChanged 19 SP:Iteration 73Q (5456.210000 sec): 3 clusters Score: Raw -2440209.569464 + Penalty 4794.551870 = -2435415.017594 nChanged 15 SP:Iteration 74Q (5456.280000 sec): 3 clusters Score: Raw -2440213.977735 + Penalty 4794.551870 = -2435419.425865 nChanged 10 SP:Iteration 75Q (5456.350000 sec): 3 clusters Score: Raw -2440217.443320 + Penalty 4794.551870 = -2435422.891451 nChanged 11 SP:Iteration 76Q (5456.420000 sec): 3 clusters Score: Raw -2440221.447834 + Penalty 4794.551870 = -2435426.895965 nChanged 7 SP:Iteration 77Q (5456.480000 sec): 3 clusters Score: Raw -2440223.521843 + Penalty 4794.551870 = -2435428.969973 nChanged 5 SP:Iteration 78Q (5456.560000 sec): 3 clusters Score: Raw -2440224.612496 + Penalty 4794.551870 = -2435430.060627 nChanged 5 SP:Iteration 79Q (5456.620000 sec): 3 clusters Score: Raw -2440226.085967 + Penalty 4794.551870 = -2435431.534097 nChanged 5 SP:Iteration 80F (5456.700000 sec): 3 clusters Score: Raw -2440227.322073 + Penalty 4794.551870 = -2435432.770203 nChanged 5 SP:Iteration 81Q (5456.770000 sec): 3 clusters Score: Raw -2440228.023445 + Penalty 4794.551870 = -2435433.471575 nChanged 2 SP:Iteration 82Q (5456.840000 sec): 3 clusters Score: Raw -2440228.412082 + Penalty 4794.551870 = -2435433.860213 nChanged 1 SP:Iteration 83Q (5456.910000 sec): 3 clusters Score: Raw -2440228.635292 + Penalty 4794.551870 = -2435434.083423 nChanged 2 SP:Iteration 84Q (5456.980000 sec): 3 clusters Score: Raw -2440228.849903 + Penalty 4794.551870 = -2435434.298034 nChanged 1 SP:Iteration 85Q (5457.050000 sec): 3 clusters Score: Raw -2440229.087653 + Penalty 4794.551870 = -2435434.535783 nChanged 1 SP:Iteration 86Q (5457.120000 sec): 3 clusters Score: Raw -2440229.384772 + Penalty 4794.551870 = -2435434.832903 nChanged 3 SP:Iteration 87Q (5457.190000 sec): 3 clusters Score: Raw -2440229.988955 + Penalty 4794.551870 = -2435435.437086 nChanged 4 SP:Iteration 88Q (5457.260000 sec): 3 clusters Score: Raw -2440230.960076 + Penalty 4794.551870 = -2435436.408206 nChanged 6 SP:Iteration 89Q (5457.330000 sec): 3 clusters Score: Raw -2440232.911912 + Penalty 4794.551870 = -2435438.360042 nChanged 6 SP:Iteration 90Q (5457.400000 sec): 3 clusters Score: Raw -2440234.438393 + Penalty 4794.551870 = -2435439.886523 nChanged 3 SP:Iteration 91Q (5457.470000 sec): 3 clusters Score: Raw -2440235.191213 + Penalty 4794.551870 = -2435440.639344 nChanged 3 SP:Iteration 92Q (5457.540000 sec): 3 clusters Score: Raw -2440235.725360 + Penalty 4794.551870 = -2435441.173491 nChanged 1 SP:Iteration 93Q (5457.610000 sec): 3 clusters Score: Raw -2440236.012045 + Penalty 4794.551870 = -2435441.460176 nChanged 1 SP:Iteration 94Q (5457.680000 sec): 3 clusters Score: Raw -2440236.200776 + Penalty 4794.551870 = -2435441.648907 nChanged 1 SP:Iteration 95Q (5457.750000 sec): 3 clusters Score: Raw -2440236.368287 + Penalty 4794.551870 = -2435441.816417 nChanged 1 SP:Iteration 96Q (5457.820000 sec): 3 clusters Score: Raw -2440236.587085 + Penalty 4794.551870 = -2435442.035216 nChanged 2 SP:Iteration 97Q (5457.890000 sec): 3 clusters Score: Raw -2440237.285576 + Penalty 4794.551870 = -2435442.733706 nChanged 2 SP:Iteration 98Q (5457.960000 sec): 3 clusters Score: Raw -2440237.662783 + Penalty 4794.551870 = -2435443.110913 nChanged 0 SP:Iteration 99F (5458.040000 sec): 3 clusters Score: Raw -2440237.662783 + Penalty 4794.551870 = -2435443.110913 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 8 (3131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5458.070000 sec): 2 clusters Score: Raw -506217.428688 + Penalty 1996.178715 = -504221.249973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5458.090000 sec): 3 clusters Score: Raw -504849.472304 + Penalty 3992.357430 = -500857.114874 nChanged 1084 SP:Iteration 1F (5458.100000 sec): 3 clusters Score: Raw -505510.316228 + Penalty 3992.357430 = -501517.958798 nChanged 223 SP:Iteration 2F (5458.120000 sec): 3 clusters Score: Raw -505668.598900 + Penalty 3992.357430 = -501676.241471 nChanged 142 SP:Iteration 3Q (5458.140000 sec): 3 clusters Score: Raw -505761.760679 + Penalty 3992.357430 = -501769.403249 nChanged 99 SP:Iteration 4Q (5458.150000 sec): 3 clusters Score: Raw -505822.895301 + Penalty 3992.357430 = -501830.537871 nChanged 67 SP:Iteration 5Q (5458.170000 sec): 3 clusters Score: Raw -505863.353982 + Penalty 3992.357430 = -501870.996553 nChanged 62 SP:Iteration 6Q (5458.180000 sec): 3 clusters Score: Raw -505896.758401 + Penalty 3992.357430 = -501904.400971 nChanged 50 SP:Iteration 7Q (5458.200000 sec): 3 clusters Score: Raw -505922.059725 + Penalty 3992.357430 = -501929.702295 nChanged 39 SP:Iteration 8Q (5458.210000 sec): 3 clusters Score: Raw -505940.600280 + Penalty 3992.357430 = -501948.242851 nChanged 29 SP:Iteration 9Q (5458.230000 sec): 3 clusters Score: Raw -505951.867749 + Penalty 3992.357430 = -501959.510319 nChanged 13 SP:Iteration 10Q (5458.240000 sec): 3 clusters Score: Raw -505957.276717 + Penalty 3992.357430 = -501964.919287 nChanged 9 SP:Iteration 11Q (5458.260000 sec): 3 clusters Score: Raw -505961.647725 + Penalty 3992.357430 = -501969.290295 nChanged 6 SP:Iteration 12Q (5458.280000 sec): 3 clusters Score: Raw -505964.573455 + Penalty 3992.357430 = -501972.216026 nChanged 6 SP:Iteration 13Q (5458.290000 sec): 3 clusters Score: Raw -505966.846731 + Penalty 3992.357430 = -501974.489301 nChanged 5 SP:Iteration 14Q (5458.310000 sec): 3 clusters Score: Raw -505969.134673 + Penalty 3992.357430 = -501976.777244 nChanged 7 SP:Iteration 15Q (5458.320000 sec): 3 clusters Score: Raw -505972.404001 + Penalty 3992.357430 = -501980.046572 nChanged 6 SP:Iteration 16Q (5458.340000 sec): 3 clusters Score: Raw -505974.975995 + Penalty 3992.357430 = -501982.618565 nChanged 7 SP:Iteration 17Q (5458.360000 sec): 3 clusters Score: Raw -505977.742210 + Penalty 3992.357430 = -501985.384780 nChanged 9 SP:Iteration 18Q (5458.370000 sec): 3 clusters Score: Raw -505981.029497 + Penalty 3992.357430 = -501988.672067 nChanged 8 SP:Iteration 19Q (5458.390000 sec): 3 clusters Score: Raw -505983.926631 + Penalty 3992.357430 = -501991.569201 nChanged 5 SP:Iteration 20F (5458.400000 sec): 3 clusters Score: Raw -505985.584105 + Penalty 3992.357430 = -501993.226675 nChanged 4 SP:Iteration 21Q (5458.420000 sec): 3 clusters Score: Raw -505986.274411 + Penalty 3992.357430 = -501993.916981 nChanged 2 SP:Iteration 22Q (5458.440000 sec): 3 clusters Score: Raw -505986.792632 + Penalty 3992.357430 = -501994.435203 nChanged 3 SP:Iteration 23Q (5458.450000 sec): 3 clusters Score: Raw -505987.573803 + Penalty 3992.357430 = -501995.216373 nChanged 3 SP:Iteration 24Q (5458.470000 sec): 3 clusters Score: Raw -505988.589800 + Penalty 3992.357430 = -501996.232370 nChanged 2 SP:Iteration 25Q (5458.480000 sec): 3 clusters Score: Raw -505989.757927 + Penalty 3992.357430 = -501997.400497 nChanged 2 SP:Iteration 26Q (5458.500000 sec): 3 clusters Score: Raw -505990.282436 + Penalty 3992.357430 = -501997.925007 nChanged 2 SP:Iteration 27Q (5458.510000 sec): 3 clusters Score: Raw -505991.531271 + Penalty 3992.357430 = -501999.173841 nChanged 5 SP:Iteration 28Q (5458.530000 sec): 3 clusters Score: Raw -505993.289697 + Penalty 3992.357430 = -502000.932267 nChanged 3 SP:Iteration 29Q (5458.540000 sec): 3 clusters Score: Raw -505994.848687 + Penalty 3992.357430 = -502002.491257 nChanged 4 SP:Iteration 30Q (5458.560000 sec): 3 clusters Score: Raw -505995.898392 + Penalty 3992.357430 = -502003.540963 nChanged 2 SP:Iteration 31Q (5458.580000 sec): 3 clusters Score: Raw -505996.320341 + Penalty 3992.357430 = -502003.962911 nChanged 0 SP:Iteration 32F (5458.590000 sec): 3 clusters Score: Raw -505996.320341 + Penalty 3992.357430 = -502003.962911 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 9 (1019 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5458.600000 sec): 2 clusters Score: Raw -165471.187483 + Penalty 1717.791104 = -163753.396379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5458.610000 sec): 3 clusters Score: Raw -165246.561547 + Penalty 3435.582208 = -161810.979338 nChanged 259 SP:Iteration 1F (5458.620000 sec): 3 clusters Score: Raw -165524.685554 + Penalty 3435.582208 = -162089.103345 nChanged 48 SP:Iteration 2Q (5458.620000 sec): 3 clusters Score: Raw -165589.645037 + Penalty 3435.582208 = -162154.062828 nChanged 25 SP:Iteration 3Q (5458.620000 sec): 3 clusters Score: Raw -165623.616728 + Penalty 3435.582208 = -162188.034519 nChanged 18 SP:Iteration 4Q (5458.630000 sec): 3 clusters Score: Raw -165643.918498 + Penalty 3435.582208 = -162208.336289 nChanged 13 SP:Iteration 5Q (5458.640000 sec): 3 clusters Score: Raw -165654.731626 + Penalty 3435.582208 = -162219.149417 nChanged 4 SP:Iteration 6Q (5458.640000 sec): 3 clusters Score: Raw -165657.335261 + Penalty 3435.582208 = -162221.753053 nChanged 0 SP:Iteration 7F (5458.640000 sec): 3 clusters Score: Raw -165657.335261 + Penalty 3435.582208 = -162221.753053 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 10 (5099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5458.680000 sec): 2 clusters Score: Raw -777051.312876 + Penalty 2117.126331 = -774934.186545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5458.700000 sec): 3 clusters Score: Raw -774562.545180 + Penalty 4234.252662 = -770328.292519 nChanged 1957 SP:Iteration 1F (5458.730000 sec): 3 clusters Score: Raw -775763.673821 + Penalty 4234.252662 = -771529.421159 nChanged 416 SP:Iteration 2F (5458.750000 sec): 3 clusters Score: Raw -776039.762671 + Penalty 4234.252662 = -771805.510009 nChanged 274 SP:Iteration 3F (5458.780000 sec): 3 clusters Score: Raw -776218.088411 + Penalty 4234.252662 = -771983.835749 nChanged 216 SP:Iteration 4Q (5458.800000 sec): 3 clusters Score: Raw -776373.086220 + Penalty 4234.252662 = -772138.833559 nChanged 237 SP:Iteration 5Q (5458.830000 sec): 3 clusters Score: Raw -776532.978604 + Penalty 4234.252662 = -772298.725942 nChanged 185 SP:Iteration 6Q (5458.860000 sec): 3 clusters Score: Raw -776655.360866 + Penalty 4234.252662 = -772421.108204 nChanged 178 SP:Iteration 7Q (5458.880000 sec): 3 clusters Score: Raw -776781.225667 + Penalty 4234.252662 = -772546.973005 nChanged 163 SP:Iteration 8Q (5458.910000 sec): 3 clusters Score: Raw -776904.608394 + Penalty 4234.252662 = -772670.355733 nChanged 151 SP:Iteration 9Q (5458.940000 sec): 3 clusters Score: Raw -777020.627194 + Penalty 4234.252662 = -772786.374532 nChanged 145 SP:Iteration 10Q (5458.960000 sec): 3 clusters Score: Raw -777121.921572 + Penalty 4234.252662 = -772887.668910 nChanged 143 SP:Iteration 11Q (5458.980000 sec): 3 clusters Score: Raw -777214.407289 + Penalty 4234.252662 = -772980.154627 nChanged 140 SP:Iteration 12Q (5459.010000 sec): 3 clusters Score: Raw -777319.991517 + Penalty 4234.252662 = -773085.738855 nChanged 137 SP:Iteration 13Q (5459.040000 sec): 3 clusters Score: Raw -777429.653836 + Penalty 4234.252662 = -773195.401174 nChanged 144 SP:Iteration 14Q (5459.060000 sec): 3 clusters Score: Raw -777551.875536 + Penalty 4234.252662 = -773317.622874 nChanged 149 SP:Iteration 15Q (5459.090000 sec): 3 clusters Score: Raw -777654.742884 + Penalty 4234.252662 = -773420.490223 nChanged 124 SP:Iteration 16Q (5459.110000 sec): 3 clusters Score: Raw -777722.943409 + Penalty 4234.252662 = -773488.690748 nChanged 87 SP:Iteration 17Q (5459.140000 sec): 3 clusters Score: Raw -777769.400418 + Penalty 4234.252662 = -773535.147756 nChanged 83 SP:Iteration 18Q (5459.170000 sec): 3 clusters Score: Raw -777806.054872 + Penalty 4234.252662 = -773571.802210 nChanged 62 SP:Iteration 19Q (5459.190000 sec): 3 clusters Score: Raw -777834.434715 + Penalty 4234.252662 = -773600.182054 nChanged 46 SP:Iteration 20F (5459.220000 sec): 3 clusters Score: Raw -777849.905612 + Penalty 4234.252662 = -773615.652951 nChanged 31 SP:Iteration 21Q (5459.250000 sec): 3 clusters Score: Raw -777858.102720 + Penalty 4234.252662 = -773623.850059 nChanged 16 SP:Iteration 22Q (5459.280000 sec): 3 clusters Score: Raw -777863.432655 + Penalty 4234.252662 = -773629.179993 nChanged 16 SP:Iteration 23Q (5459.300000 sec): 3 clusters Score: Raw -777867.821858 + Penalty 4234.252662 = -773633.569196 nChanged 9 SP:Iteration 24Q (5459.330000 sec): 3 clusters Score: Raw -777870.847084 + Penalty 4234.252662 = -773636.594422 nChanged 5 SP:Iteration 25Q (5459.350000 sec): 3 clusters Score: Raw -777872.262602 + Penalty 4234.252662 = -773638.009941 nChanged 3 SP:Iteration 26Q (5459.380000 sec): 3 clusters Score: Raw -777873.259926 + Penalty 4234.252662 = -773639.007265 nChanged 3 SP:Iteration 27Q (5459.400000 sec): 3 clusters Score: Raw -777873.837949 + Penalty 4234.252662 = -773639.585288 nChanged 2 SP:Iteration 28Q (5459.430000 sec): 3 clusters Score: Raw -777874.269110 + Penalty 4234.252662 = -773640.016448 nChanged 2 SP:Iteration 29Q (5459.460000 sec): 3 clusters Score: Raw -777874.709437 + Penalty 4234.252662 = -773640.456775 nChanged 1 SP:Iteration 30Q (5459.480000 sec): 3 clusters Score: Raw -777875.044301 + Penalty 4234.252662 = -773640.791639 nChanged 0 SP:Iteration 31F (5459.510000 sec): 3 clusters Score: Raw -777875.044301 + Penalty 4234.252662 = -773640.791639 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 11 (2254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5459.530000 sec): 2 clusters Score: Raw -343267.225198 + Penalty 1914.674500 = -341352.550698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5459.540000 sec): 3 clusters Score: Raw -342443.535380 + Penalty 3829.349001 = -338614.186380 nChanged 781 SP:Iteration 1F (5459.560000 sec): 3 clusters Score: Raw -343063.792427 + Penalty 3829.349001 = -339234.443427 nChanged 168 SP:Iteration 2F (5459.570000 sec): 3 clusters Score: Raw -343243.496837 + Penalty 3829.349001 = -339414.147837 nChanged 114 SP:Iteration 3F (5459.580000 sec): 3 clusters Score: Raw -343388.940824 + Penalty 3829.349001 = -339559.591823 nChanged 101 SP:Iteration 4Q (5459.590000 sec): 3 clusters Score: Raw -343522.037771 + Penalty 3829.349001 = -339692.688770 nChanged 99 SP:Iteration 5Q (5459.600000 sec): 3 clusters Score: Raw -343663.142713 + Penalty 3829.349001 = -339833.793713 nChanged 107 SP:Iteration 6Q (5459.620000 sec): 3 clusters Score: Raw -343839.036274 + Penalty 3829.349001 = -340009.687273 nChanged 87 SP:Iteration 7Q (5459.620000 sec): 3 clusters Score: Raw -344049.675164 + Penalty 3829.349001 = -340220.326163 nChanged 93 SP:Iteration 8Q (5459.640000 sec): 3 clusters Score: Raw -344207.419290 + Penalty 3829.349001 = -340378.070290 nChanged 59 SP:Iteration 9Q (5459.650000 sec): 3 clusters Score: Raw -344284.845200 + Penalty 3829.349001 = -340455.496200 nChanged 65 SP:Iteration 10Q (5459.660000 sec): 3 clusters Score: Raw -344348.416617 + Penalty 3829.349001 = -340519.067617 nChanged 52 SP:Iteration 11Q (5459.670000 sec): 3 clusters Score: Raw -344409.219487 + Penalty 3829.349001 = -340579.870486 nChanged 53 SP:Iteration 12Q (5459.680000 sec): 3 clusters Score: Raw -344462.350713 + Penalty 3829.349001 = -340633.001713 nChanged 40 SP:Iteration 13Q (5459.690000 sec): 3 clusters Score: Raw -344508.142980 + Penalty 3829.349001 = -340678.793980 nChanged 50 SP:Iteration 14Q (5459.700000 sec): 3 clusters Score: Raw -344590.329602 + Penalty 3829.349001 = -340760.980601 nChanged 75 SP:Iteration 15Q (5459.720000 sec): 3 clusters Score: Raw -344775.243973 + Penalty 3829.349001 = -340945.894973 nChanged 73 SP:Iteration 16Q (5459.720000 sec): 3 clusters Score: Raw -344947.336850 + Penalty 3829.349001 = -341117.987850 nChanged 55 SP:Iteration 17Q (5459.740000 sec): 3 clusters Score: Raw -345044.167168 + Penalty 3829.349001 = -341214.818168 nChanged 38 SP:Iteration 18Q (5459.750000 sec): 3 clusters Score: Raw -345098.888579 + Penalty 3829.349001 = -341269.539579 nChanged 24 SP:Iteration 19Q (5459.760000 sec): 3 clusters Score: Raw -345137.332548 + Penalty 3829.349001 = -341307.983547 nChanged 22 SP:Iteration 20F (5459.770000 sec): 3 clusters Score: Raw -345178.309080 + Penalty 3829.349001 = -341348.960079 nChanged 23 SP:Iteration 21Q (5459.790000 sec): 3 clusters Score: Raw -345212.325066 + Penalty 3829.349001 = -341382.976066 nChanged 19 SP:Iteration 22Q (5459.790000 sec): 3 clusters Score: Raw -345240.996085 + Penalty 3829.349001 = -341411.647085 nChanged 18 SP:Iteration 23Q (5459.810000 sec): 3 clusters Score: Raw -345265.243329 + Penalty 3829.349001 = -341435.894329 nChanged 11 SP:Iteration 24Q (5459.810000 sec): 3 clusters Score: Raw -345278.478864 + Penalty 3829.349001 = -341449.129863 nChanged 15 SP:Iteration 25Q (5459.830000 sec): 3 clusters Score: Raw -345303.623100 + Penalty 3829.349001 = -341474.274099 nChanged 19 SP:Iteration 26Q (5459.830000 sec): 3 clusters Score: Raw -345341.877345 + Penalty 3829.349001 = -341512.528344 nChanged 25 SP:Iteration 27Q (5459.850000 sec): 3 clusters Score: Raw -345378.977770 + Penalty 3829.349001 = -341549.628770 nChanged 17 SP:Iteration 28Q (5459.850000 sec): 3 clusters Score: Raw -345404.759953 + Penalty 3829.349001 = -341575.410953 nChanged 21 SP:Iteration 29Q (5459.860000 sec): 3 clusters Score: Raw -345431.374147 + Penalty 3829.349001 = -341602.025147 nChanged 22 SP:Iteration 30Q (5459.870000 sec): 3 clusters Score: Raw -345472.258874 + Penalty 3829.349001 = -341642.909874 nChanged 18 SP:Iteration 31Q (5459.880000 sec): 3 clusters Score: Raw -345505.900240 + Penalty 3829.349001 = -341676.551240 nChanged 15 SP:Iteration 32Q (5459.890000 sec): 3 clusters Score: Raw -345524.784785 + Penalty 3829.349001 = -341695.435784 nChanged 7 SP:Iteration 33Q (5459.900000 sec): 3 clusters Score: Raw -345532.176124 + Penalty 3829.349001 = -341702.827123 nChanged 5 SP:Iteration 34Q (5459.910000 sec): 3 clusters Score: Raw -345536.558550 + Penalty 3829.349001 = -341707.209549 nChanged 3 SP:Iteration 35Q (5459.920000 sec): 3 clusters Score: Raw -345540.175903 + Penalty 3829.349001 = -341710.826903 nChanged 2 SP:Iteration 36Q (5459.930000 sec): 3 clusters Score: Raw -345542.017596 + Penalty 3829.349001 = -341712.668596 nChanged 2 SP:Iteration 37Q (5459.940000 sec): 3 clusters Score: Raw -345543.175998 + Penalty 3829.349001 = -341713.826997 nChanged 1 SP:Iteration 38Q (5459.950000 sec): 3 clusters Score: Raw -345543.702090 + Penalty 3829.349001 = -341714.353089 nChanged 1 SP:Iteration 39Q (5459.960000 sec): 3 clusters Score: Raw -345544.530080 + Penalty 3829.349001 = -341715.181079 nChanged 1 SP:Iteration 40F (5459.970000 sec): 3 clusters Score: Raw -345544.931627 + Penalty 3829.349001 = -341715.582626 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 48. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 12 (650857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5463.150000 sec): 2 clusters Score: Raw -103369233.665416 + Penalty 3319.739218 = -103365913.926198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5466.600000 sec): 3 clusters Score: Raw -102931790.072760 + Penalty 6639.478437 = -102925150.594323 nChanged 318675 SP:Iteration 1F (5470.020000 sec): 3 clusters Score: Raw -103123366.847114 + Penalty 6639.478437 = -103116727.368677 nChanged 14654 SP:Iteration 2Q (5473.540000 sec): 3 clusters Score: Raw -103126276.303423 + Penalty 6639.478437 = -103119636.824987 nChanged 16901 SP:Iteration 3Q (5477.080000 sec): 3 clusters Score: Raw -103130591.324112 + Penalty 6639.478437 = -103123951.845676 nChanged 20388 SP:Iteration 4Q (5480.590000 sec): 3 clusters Score: Raw -103137275.473663 + Penalty 6639.478437 = -103130635.995227 nChanged 25209 SP:Iteration 5Q (5484.080000 sec): 3 clusters Score: Raw -103147723.912582 + Penalty 6639.478437 = -103141084.434145 nChanged 31765 SP:Iteration 6Q (5487.590000 sec): 3 clusters Score: Raw -103164257.564012 + Penalty 6639.478437 = -103157618.085576 nChanged 39257 SP:Iteration 7F (5491.040000 sec): 3 clusters Score: Raw -103189526.272990 + Penalty 6639.478437 = -103182886.794553 nChanged 47037 SP:Iteration 8F (5494.520000 sec): 3 clusters Score: Raw -103225334.892569 + Penalty 6639.478437 = -103218695.414133 nChanged 49280 SP:Iteration 9F (5497.960000 sec): 3 clusters Score: Raw -103267182.006746 + Penalty 6639.478437 = -103260542.528309 nChanged 43120 SP:Iteration 10F (5501.390000 sec): 3 clusters Score: Raw -103305248.920717 + Penalty 6639.478437 = -103298609.442280 nChanged 30865 SP:Iteration 11Q (5504.640000 sec): 3 clusters Score: Raw -103331887.412200 + Penalty 6639.478437 = -103325247.933764 nChanged 19580 SP:Iteration 12Q (5507.640000 sec): 3 clusters Score: Raw -103347104.740404 + Penalty 6639.478437 = -103340465.261967 nChanged 12616 SP:Iteration 13Q (5510.480000 sec): 3 clusters Score: Raw -103355388.360100 + Penalty 6639.478437 = -103348748.881663 nChanged 9031 SP:Iteration 14Q (5513.220000 sec): 3 clusters Score: Raw -103360661.964848 + Penalty 6639.478437 = -103354022.486412 nChanged 6536 SP:Iteration 15Q (5515.890000 sec): 3 clusters Score: Raw -103364149.938811 + Penalty 6639.478437 = -103357510.460374 nChanged 4626 SP:Iteration 16Q (5518.530000 sec): 3 clusters Score: Raw -103366374.837227 + Penalty 6639.478437 = -103359735.358791 nChanged 3405 SP:Iteration 17Q (5521.130000 sec): 3 clusters Score: Raw -103367877.169607 + Penalty 6639.478437 = -103361237.691171 nChanged 2398 SP:Iteration 18Q (5523.700000 sec): 3 clusters Score: Raw -103368881.464038 + Penalty 6639.478437 = -103362241.985601 nChanged 1763 SP:Iteration 19Q (5526.230000 sec): 3 clusters Score: Raw -103369614.753624 + Penalty 6639.478437 = -103362975.275188 nChanged 1341 SP:Iteration 20F (5529.660000 sec): 3 clusters Score: Raw -103370309.988224 + Penalty 6639.478437 = -103363670.509788 nChanged 1054 SP:Iteration 21Q (5532.190000 sec): 3 clusters Score: Raw -103371148.826445 + Penalty 6639.478437 = -103364509.348008 nChanged 977 SP:Iteration 22Q (5534.890000 sec): 3 clusters Score: Raw -103372854.754369 + Penalty 6639.478437 = -103366215.275932 nChanged 1114 SP:Iteration 23Q (5537.580000 sec): 3 clusters Score: Raw -103375142.162987 + Penalty 6639.478437 = -103368502.684550 nChanged 1602 SP:Iteration 24Q (5540.240000 sec): 3 clusters Score: Raw -103376441.265942 + Penalty 6639.478437 = -103369801.787506 nChanged 1563 SP:Iteration 25Q (5542.900000 sec): 3 clusters Score: Raw -103377322.535113 + Penalty 6639.478437 = -103370683.056676 nChanged 1454 SP:Iteration 26Q (5545.550000 sec): 3 clusters Score: Raw -103378076.673733 + Penalty 6639.478437 = -103371437.195296 nChanged 1394 SP:Iteration 27Q (5548.210000 sec): 3 clusters Score: Raw -103378672.984789 + Penalty 6639.478437 = -103372033.506353 nChanged 1248 SP:Iteration 28Q (5550.880000 sec): 3 clusters Score: Raw -103379110.878913 + Penalty 6639.478437 = -103372471.400476 nChanged 1097 SP:Iteration 29Q (5553.530000 sec): 3 clusters Score: Raw -103379428.155050 + Penalty 6639.478437 = -103372788.676613 nChanged 900 SP:Iteration 30Q (5556.170000 sec): 3 clusters Score: Raw -103379657.110355 + Penalty 6639.478437 = -103373017.631919 nChanged 756 SP:Iteration 31Q (5558.870000 sec): 3 clusters Score: Raw -103379811.258033 + Penalty 6639.478437 = -103373171.779597 nChanged 622 SP:Iteration 32Q (5561.540000 sec): 3 clusters Score: Raw -103379925.727925 + Penalty 6639.478437 = -103373286.249489 nChanged 520 SP:Iteration 33Q (5564.210000 sec): 3 clusters Score: Raw -103379999.165014 + Penalty 6639.478437 = -103373359.686577 nChanged 418 SP:Iteration 34Q (5566.900000 sec): 3 clusters Score: Raw -103380045.076333 + Penalty 6639.478437 = -103373405.597897 nChanged 263 SP:Iteration 35Q (5569.570000 sec): 3 clusters Score: Raw -103380066.262731 + Penalty 6639.478437 = -103373426.784295 nChanged 179 SP:Iteration 36Q (5572.230000 sec): 3 clusters Score: Raw -103380077.987569 + Penalty 6639.478437 = -103373438.509132 nChanged 129 SP:Iteration 37Q (5574.910000 sec): 3 clusters Score: Raw -103380084.367632 + Penalty 6639.478437 = -103373444.889195 nChanged 93 SP:Iteration 38Q (5577.550000 sec): 3 clusters Score: Raw -103380088.064691 + Penalty 6639.478437 = -103373448.586255 nChanged 78 SP:Iteration 39Q (5580.180000 sec): 3 clusters Score: Raw -103380091.154666 + Penalty 6639.478437 = -103373451.676230 nChanged 72 SP:Iteration 40F (5583.880000 sec): 3 clusters Score: Raw -103380399.539285 + Penalty 6639.478437 = -103373760.060849 nChanged 691 SP:Iteration 41Q (5586.600000 sec): 3 clusters Score: Raw -103380668.488950 + Penalty 6639.478437 = -103374029.010513 nChanged 759 SP:Iteration 42Q (5589.330000 sec): 3 clusters Score: Raw -103380852.157218 + Penalty 6639.478437 = -103374212.678781 nChanged 690 SP:Iteration 43Q (5592.080000 sec): 3 clusters Score: Raw -103380985.240726 + Penalty 6639.478437 = -103374345.762289 nChanged 628 SP:Iteration 44Q (5594.950000 sec): 3 clusters Score: Raw -103381092.823429 + Penalty 6639.478437 = -103374453.344992 nChanged 562 SP:Iteration 45Q (5597.710000 sec): 3 clusters Score: Raw -103381178.450954 + Penalty 6639.478437 = -103374538.972517 nChanged 564 SP:Iteration 46Q (5600.480000 sec): 3 clusters Score: Raw -103381260.179642 + Penalty 6639.478437 = -103374620.701206 nChanged 502 SP:Iteration 47Q (5603.230000 sec): 3 clusters Score: Raw -103381322.141741 + Penalty 6639.478437 = -103374682.663305 nChanged 450 SP:Iteration 48Q (5605.930000 sec): 3 clusters Score: Raw -103381370.261322 + Penalty 6639.478437 = -103374730.782885 nChanged 381 SP:Iteration 49Q (5608.700000 sec): 3 clusters Score: Raw -103381408.042327 + Penalty 6639.478437 = -103374768.563891 nChanged 360 SP:Iteration 50Q (5611.420000 sec): 3 clusters Score: Raw -103381443.916609 + Penalty 6639.478437 = -103374804.438173 nChanged 333 SP:Iteration 51Q (5614.160000 sec): 3 clusters Score: Raw -103381474.203041 + Penalty 6639.478437 = -103374834.724605 nChanged 286 SP:Iteration 52Q (5616.950000 sec): 3 clusters Score: Raw -103381499.055167 + Penalty 6639.478437 = -103374859.576730 nChanged 250 SP:Iteration 53Q (5619.660000 sec): 3 clusters Score: Raw -103381517.052439 + Penalty 6639.478437 = -103374877.574002 nChanged 244 SP:Iteration 54Q (5622.390000 sec): 3 clusters Score: Raw -103381533.308127 + Penalty 6639.478437 = -103374893.829691 nChanged 219 SP:Iteration 55Q (5625.150000 sec): 3 clusters Score: Raw -103381545.240150 + Penalty 6639.478437 = -103374905.761713 nChanged 167 SP:Iteration 56Q (5627.860000 sec): 3 clusters Score: Raw -103381553.652537 + Penalty 6639.478437 = -103374914.174101 nChanged 140 SP:Iteration 57Q (5630.630000 sec): 3 clusters Score: Raw -103381559.491341 + Penalty 6639.478437 = -103374920.012904 nChanged 135 SP:Iteration 58Q (5633.360000 sec): 3 clusters Score: Raw -103381565.131715 + Penalty 6639.478437 = -103374925.653278 nChanged 122 SP:Iteration 59Q (5636.070000 sec): 3 clusters Score: Raw -103381570.147809 + Penalty 6639.478437 = -103374930.669373 nChanged 119 SP:Iteration 60F (5639.790000 sec): 3 clusters Score: Raw -103381575.516187 + Penalty 6639.478437 = -103374936.037751 nChanged 112 SP:Iteration 61Q (5642.530000 sec): 3 clusters Score: Raw -103381579.994077 + Penalty 6639.478437 = -103374940.515641 nChanged 87 SP:Iteration 62Q (5645.360000 sec): 3 clusters Score: Raw -103381582.584955 + Penalty 6639.478437 = -103374943.106518 nChanged 75 SP:Iteration 63Q (5648.170000 sec): 3 clusters Score: Raw -103381584.859123 + Penalty 6639.478437 = -103374945.380687 nChanged 63 SP:Iteration 64Q (5650.930000 sec): 3 clusters Score: Raw -103381586.759431 + Penalty 6639.478437 = -103374947.280995 nChanged 56 SP:Iteration 65Q (5653.710000 sec): 3 clusters Score: Raw -103381588.524140 + Penalty 6639.478437 = -103374949.045703 nChanged 57 SP:Iteration 66Q (5656.470000 sec): 3 clusters Score: Raw -103381590.208085 + Penalty 6639.478437 = -103374950.729648 nChanged 56 SP:Iteration 67Q (5659.240000 sec): 3 clusters Score: Raw -103381591.865118 + Penalty 6639.478437 = -103374952.386682 nChanged 55 SP:Iteration 68Q (5662.030000 sec): 3 clusters Score: Raw -103381593.302069 + Penalty 6639.478437 = -103374953.823632 nChanged 51 SP:Iteration 69Q (5664.790000 sec): 3 clusters Score: Raw -103381594.474000 + Penalty 6639.478437 = -103374954.995564 nChanged 45 SP:Iteration 70Q (5667.460000 sec): 3 clusters Score: Raw -103381595.557453 + Penalty 6639.478437 = -103374956.079016 nChanged 42 SP:Iteration 71Q (5670.220000 sec): 3 clusters Score: Raw -103381596.590619 + Penalty 6639.478437 = -103374957.112183 nChanged 32 SP:Iteration 72Q (5673.010000 sec): 3 clusters Score: Raw -103381597.208159 + Penalty 6639.478437 = -103374957.729722 nChanged 21 SP:Iteration 73Q (5675.760000 sec): 3 clusters Score: Raw -103381597.583617 + Penalty 6639.478437 = -103374958.105180 nChanged 22 SP:Iteration 74Q (5678.370000 sec): 3 clusters Score: Raw -103381598.030926 + Penalty 6639.478437 = -103374958.552489 nChanged 17 SP:Iteration 75Q (5680.890000 sec): 3 clusters Score: Raw -103381598.280094 + Penalty 6639.478437 = -103374958.801657 nChanged 16 SP:Iteration 76Q (5683.430000 sec): 3 clusters Score: Raw -103381598.531638 + Penalty 6639.478437 = -103374959.053201 nChanged 10 SP:Iteration 77Q (5686.000000 sec): 3 clusters Score: Raw -103381598.739005 + Penalty 6639.478437 = -103374959.260569 nChanged 11 SP:Iteration 78Q (5688.550000 sec): 3 clusters Score: Raw -103381598.928232 + Penalty 6639.478437 = -103374959.449796 nChanged 8 SP:Iteration 79Q (5691.120000 sec): 3 clusters Score: Raw -103381599.042080 + Penalty 6639.478437 = -103374959.563644 nChanged 8 SP:Iteration 80F (5694.520000 sec): 3 clusters Score: Raw -103381599.179438 + Penalty 6639.478437 = -103374959.701001 nChanged 7 SP:Iteration 81Q (5696.920000 sec): 3 clusters Score: Raw -103381599.278915 + Penalty 6639.478437 = -103374959.800479 nChanged 4 SP:Iteration 82Q (5699.300000 sec): 3 clusters Score: Raw -103381599.365750 + Penalty 6639.478437 = -103374959.887313 nChanged 4 SP:Iteration 83Q (5701.670000 sec): 3 clusters Score: Raw -103381599.421381 + Penalty 6639.478437 = -103374959.942945 nChanged 0 SP:Iteration 84F (5704.930000 sec): 3 clusters Score: Raw -103381599.421381 + Penalty 6639.478437 = -103374959.942945 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 49. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 13 (10755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5705.270000 sec): 2 clusters Score: Raw -1732220.020566 + Penalty 2302.215258 = -1729917.805307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5705.320000 sec): 3 clusters Score: Raw -1726310.988211 + Penalty 4604.430517 = -1721706.557694 nChanged 4520 SP:Iteration 1F (5705.370000 sec): 3 clusters Score: Raw -1728730.591498 + Penalty 4604.430517 = -1724126.160981 nChanged 775 SP:Iteration 2F (5705.430000 sec): 3 clusters Score: Raw -1729136.377558 + Penalty 4604.430517 = -1724531.947042 nChanged 582 SP:Iteration 3F (5705.480000 sec): 3 clusters Score: Raw -1729402.985386 + Penalty 4604.430517 = -1724798.554869 nChanged 492 SP:Iteration 4Q (5705.530000 sec): 3 clusters Score: Raw -1729631.481364 + Penalty 4604.430517 = -1725027.050847 nChanged 442 SP:Iteration 5Q (5705.590000 sec): 3 clusters Score: Raw -1729866.390684 + Penalty 4604.430517 = -1725261.960168 nChanged 429 SP:Iteration 6Q (5705.640000 sec): 3 clusters Score: Raw -1730078.854318 + Penalty 4604.430517 = -1725474.423801 nChanged 410 SP:Iteration 7Q (5705.690000 sec): 3 clusters Score: Raw -1730298.192019 + Penalty 4604.430517 = -1725693.761502 nChanged 396 SP:Iteration 8Q (5705.750000 sec): 3 clusters Score: Raw -1730521.041289 + Penalty 4604.430517 = -1725916.610772 nChanged 407 SP:Iteration 9Q (5705.800000 sec): 3 clusters Score: Raw -1730746.675803 + Penalty 4604.430517 = -1726142.245286 nChanged 383 SP:Iteration 10Q (5705.850000 sec): 3 clusters Score: Raw -1730970.684612 + Penalty 4604.430517 = -1726366.254095 nChanged 377 SP:Iteration 11Q (5705.900000 sec): 3 clusters Score: Raw -1731184.332560 + Penalty 4604.430517 = -1726579.902043 nChanged 325 SP:Iteration 12Q (5705.950000 sec): 3 clusters Score: Raw -1731386.112845 + Penalty 4604.430517 = -1726781.682328 nChanged 310 SP:Iteration 13Q (5706.010000 sec): 3 clusters Score: Raw -1731561.062893 + Penalty 4604.430517 = -1726956.632376 nChanged 259 SP:Iteration 14Q (5706.060000 sec): 3 clusters Score: Raw -1731684.784861 + Penalty 4604.430517 = -1727080.354345 nChanged 214 SP:Iteration 15Q (5706.110000 sec): 3 clusters Score: Raw -1731772.412313 + Penalty 4604.430517 = -1727167.981796 nChanged 157 SP:Iteration 16Q (5706.160000 sec): 3 clusters Score: Raw -1731834.480603 + Penalty 4604.430517 = -1727230.050086 nChanged 145 SP:Iteration 17Q (5706.210000 sec): 3 clusters Score: Raw -1731889.295073 + Penalty 4604.430517 = -1727284.864557 nChanged 111 SP:Iteration 18Q (5706.250000 sec): 3 clusters Score: Raw -1731928.830140 + Penalty 4604.430517 = -1727324.399623 nChanged 92 SP:Iteration 19Q (5706.310000 sec): 3 clusters Score: Raw -1731964.484765 + Penalty 4604.430517 = -1727360.054248 nChanged 94 SP:Iteration 20F (5706.360000 sec): 3 clusters Score: Raw -1731999.255409 + Penalty 4604.430517 = -1727394.824893 nChanged 78 SP:Iteration 21Q (5706.410000 sec): 3 clusters Score: Raw -1732025.395455 + Penalty 4604.430517 = -1727420.964939 nChanged 64 SP:Iteration 22Q (5706.450000 sec): 3 clusters Score: Raw -1732042.702568 + Penalty 4604.430517 = -1727438.272051 nChanged 61 SP:Iteration 23Q (5706.500000 sec): 3 clusters Score: Raw -1732058.419306 + Penalty 4604.430517 = -1727453.988789 nChanged 57 SP:Iteration 24Q (5706.550000 sec): 3 clusters Score: Raw -1732073.406673 + Penalty 4604.430517 = -1727468.976157 nChanged 45 SP:Iteration 25Q (5706.590000 sec): 3 clusters Score: Raw -1732083.193670 + Penalty 4604.430517 = -1727478.763153 nChanged 30 SP:Iteration 26Q (5706.640000 sec): 3 clusters Score: Raw -1732091.802579 + Penalty 4604.430517 = -1727487.372062 nChanged 33 SP:Iteration 27Q (5706.690000 sec): 3 clusters Score: Raw -1732103.298299 + Penalty 4604.430517 = -1727498.867783 nChanged 35 SP:Iteration 28Q (5706.730000 sec): 3 clusters Score: Raw -1732112.868430 + Penalty 4604.430517 = -1727508.437913 nChanged 31 SP:Iteration 29Q (5706.780000 sec): 3 clusters Score: Raw -1732120.562641 + Penalty 4604.430517 = -1727516.132125 nChanged 31 SP:Iteration 30Q (5706.830000 sec): 3 clusters Score: Raw -1732128.425197 + Penalty 4604.430517 = -1727523.994681 nChanged 34 SP:Iteration 31Q (5706.880000 sec): 3 clusters Score: Raw -1732138.228420 + Penalty 4604.430517 = -1727533.797904 nChanged 33 SP:Iteration 32Q (5706.920000 sec): 3 clusters Score: Raw -1732148.893847 + Penalty 4604.430517 = -1727544.463330 nChanged 36 SP:Iteration 33Q (5706.970000 sec): 3 clusters Score: Raw -1732158.596334 + Penalty 4604.430517 = -1727554.165817 nChanged 33 SP:Iteration 34Q (5707.010000 sec): 3 clusters Score: Raw -1732168.723269 + Penalty 4604.430517 = -1727564.292753 nChanged 37 SP:Iteration 35Q (5707.060000 sec): 3 clusters Score: Raw -1732180.688684 + Penalty 4604.430517 = -1727576.258167 nChanged 29 SP:Iteration 36Q (5707.110000 sec): 3 clusters Score: Raw -1732188.641564 + Penalty 4604.430517 = -1727584.211048 nChanged 31 SP:Iteration 37Q (5707.150000 sec): 3 clusters Score: Raw -1732195.565925 + Penalty 4604.430517 = -1727591.135408 nChanged 26 SP:Iteration 38Q (5707.200000 sec): 3 clusters Score: Raw -1732201.962280 + Penalty 4604.430517 = -1727597.531764 nChanged 21 SP:Iteration 39Q (5707.250000 sec): 3 clusters Score: Raw -1732206.633272 + Penalty 4604.430517 = -1727602.202755 nChanged 15 SP:Iteration 40F (5707.300000 sec): 3 clusters Score: Raw -1732211.640551 + Penalty 4604.430517 = -1727607.210035 nChanged 18 SP:Iteration 41Q (5707.340000 sec): 3 clusters Score: Raw -1732216.208053 + Penalty 4604.430517 = -1727611.777536 nChanged 15 SP:Iteration 42Q (5707.390000 sec): 3 clusters Score: Raw -1732220.312288 + Penalty 4604.430517 = -1727615.881771 nChanged 17 SP:Iteration 43Q (5707.440000 sec): 3 clusters Score: Raw -1732224.666696 + Penalty 4604.430517 = -1727620.236180 nChanged 18 SP:Iteration 44Q (5707.480000 sec): 3 clusters Score: Raw -1732228.576240 + Penalty 4604.430517 = -1727624.145723 nChanged 15 SP:Iteration 45Q (5707.530000 sec): 3 clusters Score: Raw -1732231.110270 + Penalty 4604.430517 = -1727626.679753 nChanged 9 SP:Iteration 46Q (5707.580000 sec): 3 clusters Score: Raw -1732232.895249 + Penalty 4604.430517 = -1727628.464733 nChanged 8 SP:Iteration 47Q (5707.620000 sec): 3 clusters Score: Raw -1732234.791632 + Penalty 4604.430517 = -1727630.361115 nChanged 9 SP:Iteration 48Q (5707.670000 sec): 3 clusters Score: Raw -1732236.871271 + Penalty 4604.430517 = -1727632.440754 nChanged 7 SP:Iteration 49Q (5707.710000 sec): 3 clusters Score: Raw -1732238.135293 + Penalty 4604.430517 = -1727633.704777 nChanged 6 SP:Iteration 50Q (5707.760000 sec): 3 clusters Score: Raw -1732239.588948 + Penalty 4604.430517 = -1727635.158431 nChanged 9 SP:Iteration 51Q (5707.800000 sec): 3 clusters Score: Raw -1732241.648554 + Penalty 4604.430517 = -1727637.218037 nChanged 12 SP:Iteration 52Q (5707.850000 sec): 3 clusters Score: Raw -1732244.390014 + Penalty 4604.430517 = -1727639.959498 nChanged 7 SP:Iteration 53Q (5707.890000 sec): 3 clusters Score: Raw -1732246.003341 + Penalty 4604.430517 = -1727641.572825 nChanged 18 SP:Iteration 54Q (5707.940000 sec): 3 clusters Score: Raw -1732252.110315 + Penalty 4604.430517 = -1727647.679799 nChanged 16 SP:Iteration 55Q (5707.980000 sec): 3 clusters Score: Raw -1732255.872388 + Penalty 4604.430517 = -1727651.441872 nChanged 7 SP:Iteration 56Q (5708.030000 sec): 3 clusters Score: Raw -1732257.601567 + Penalty 4604.430517 = -1727653.171050 nChanged 4 SP:Iteration 57Q (5708.070000 sec): 3 clusters Score: Raw -1732258.476912 + Penalty 4604.430517 = -1727654.046395 nChanged 3 SP:Iteration 58Q (5708.120000 sec): 3 clusters Score: Raw -1732259.409455 + Penalty 4604.430517 = -1727654.978938 nChanged 5 SP:Iteration 59Q (5708.160000 sec): 3 clusters Score: Raw -1732260.715046 + Penalty 4604.430517 = -1727656.284530 nChanged 4 SP:Iteration 60F (5708.220000 sec): 3 clusters Score: Raw -1732261.896732 + Penalty 4604.430517 = -1727657.466215 nChanged 5 SP:Iteration 61Q (5708.260000 sec): 3 clusters Score: Raw -1732262.906414 + Penalty 4604.430517 = -1727658.475897 nChanged 4 SP:Iteration 62Q (5708.310000 sec): 3 clusters Score: Raw -1732263.881930 + Penalty 4604.430517 = -1727659.451414 nChanged 3 SP:Iteration 63Q (5708.350000 sec): 3 clusters Score: Raw -1732264.528836 + Penalty 4604.430517 = -1727660.098319 nChanged 2 SP:Iteration 64Q (5708.400000 sec): 3 clusters Score: Raw -1732264.805901 + Penalty 4604.430517 = -1727660.375384 nChanged 2 SP:Iteration 65Q (5708.440000 sec): 3 clusters Score: Raw -1732265.134657 + Penalty 4604.430517 = -1727660.704141 nChanged 4 SP:Iteration 66Q (5708.490000 sec): 3 clusters Score: Raw -1732266.422104 + Penalty 4604.430517 = -1727661.991588 nChanged 3 SP:Iteration 67Q (5708.530000 sec): 3 clusters Score: Raw -1732266.813777 + Penalty 4604.430517 = -1727662.383261 nChanged 3 SP:Iteration 68Q (5708.580000 sec): 3 clusters Score: Raw -1732267.323264 + Penalty 4604.430517 = -1727662.892747 nChanged 1 SP:Iteration 69Q (5708.620000 sec): 3 clusters Score: Raw -1732267.584425 + Penalty 4604.430517 = -1727663.153908 nChanged 0 SP:Iteration 70F (5708.670000 sec): 3 clusters Score: Raw -1732267.584425 + Penalty 4604.430517 = -1727663.153908 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 14 (47223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5708.890000 sec): 2 clusters Score: Raw -7226092.521530 + Penalty 2669.133813 = -7223423.387718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5709.130000 sec): 3 clusters Score: Raw -7197260.262802 + Penalty 5338.267625 = -7191921.995177 nChanged 21607 SP:Iteration 1F (5709.370000 sec): 3 clusters Score: Raw -7209116.700029 + Penalty 5338.267625 = -7203778.432404 nChanged 2129 SP:Iteration 2Q (5709.620000 sec): 3 clusters Score: Raw -7209887.874777 + Penalty 5338.267625 = -7204549.607152 nChanged 2262 SP:Iteration 3Q (5709.860000 sec): 3 clusters Score: Raw -7210893.557090 + Penalty 5338.267625 = -7205555.289465 nChanged 2424 SP:Iteration 4F (5710.100000 sec): 3 clusters Score: Raw -7212186.527941 + Penalty 5338.267625 = -7206848.260315 nChanged 2812 SP:Iteration 5F (5710.340000 sec): 3 clusters Score: Raw -7214027.141071 + Penalty 5338.267625 = -7208688.873446 nChanged 3145 SP:Iteration 6F (5710.590000 sec): 3 clusters Score: Raw -7216397.762166 + Penalty 5338.267625 = -7211059.494541 nChanged 3325 SP:Iteration 7F (5710.840000 sec): 3 clusters Score: Raw -7219229.039472 + Penalty 5338.267625 = -7213890.771847 nChanged 2982 SP:Iteration 8F (5711.090000 sec): 3 clusters Score: Raw -7221786.970662 + Penalty 5338.267625 = -7216448.703037 nChanged 2242 SP:Iteration 9Q (5711.340000 sec): 3 clusters Score: Raw -7223334.637694 + Penalty 5338.267625 = -7217996.370069 nChanged 1469 SP:Iteration 10Q (5711.580000 sec): 3 clusters Score: Raw -7223974.057256 + Penalty 5338.267625 = -7218635.789631 nChanged 904 SP:Iteration 11Q (5711.810000 sec): 3 clusters Score: Raw -7224266.141120 + Penalty 5338.267625 = -7218927.873495 nChanged 614 SP:Iteration 12Q (5712.050000 sec): 3 clusters Score: Raw -7224451.172154 + Penalty 5338.267625 = -7219112.904529 nChanged 502 SP:Iteration 13Q (5712.280000 sec): 3 clusters Score: Raw -7224592.004207 + Penalty 5338.267625 = -7219253.736582 nChanged 454 SP:Iteration 14Q (5712.510000 sec): 3 clusters Score: Raw -7224704.321258 + Penalty 5338.267625 = -7219366.053632 nChanged 398 SP:Iteration 15Q (5712.740000 sec): 3 clusters Score: Raw -7224795.671639 + Penalty 5338.267625 = -7219457.404013 nChanged 367 SP:Iteration 16Q (5712.970000 sec): 3 clusters Score: Raw -7224882.524933 + Penalty 5338.267625 = -7219544.257308 nChanged 353 SP:Iteration 17Q (5713.190000 sec): 3 clusters Score: Raw -7224964.858168 + Penalty 5338.267625 = -7219626.590543 nChanged 370 SP:Iteration 18Q (5713.420000 sec): 3 clusters Score: Raw -7225048.883824 + Penalty 5338.267625 = -7219710.616199 nChanged 367 SP:Iteration 19Q (5713.640000 sec): 3 clusters Score: Raw -7225130.027245 + Penalty 5338.267625 = -7219791.759620 nChanged 332 SP:Iteration 20F (5713.890000 sec): 3 clusters Score: Raw -7225197.194920 + Penalty 5338.267625 = -7219858.927295 nChanged 305 SP:Iteration 21Q (5714.110000 sec): 3 clusters Score: Raw -7225261.149102 + Penalty 5338.267625 = -7219922.881477 nChanged 303 SP:Iteration 22Q (5714.320000 sec): 3 clusters Score: Raw -7225326.152740 + Penalty 5338.267625 = -7219987.885115 nChanged 320 SP:Iteration 23Q (5714.540000 sec): 3 clusters Score: Raw -7225393.364989 + Penalty 5338.267625 = -7220055.097364 nChanged 289 SP:Iteration 24Q (5714.760000 sec): 3 clusters Score: Raw -7225452.174162 + Penalty 5338.267625 = -7220113.906537 nChanged 275 SP:Iteration 25Q (5714.970000 sec): 3 clusters Score: Raw -7225515.324236 + Penalty 5338.267625 = -7220177.056611 nChanged 280 SP:Iteration 26Q (5715.190000 sec): 3 clusters Score: Raw -7225580.291008 + Penalty 5338.267625 = -7220242.023383 nChanged 265 SP:Iteration 27Q (5715.400000 sec): 3 clusters Score: Raw -7225638.658022 + Penalty 5338.267625 = -7220300.390397 nChanged 264 SP:Iteration 28Q (5715.620000 sec): 3 clusters Score: Raw -7225698.282693 + Penalty 5338.267625 = -7220360.015068 nChanged 282 SP:Iteration 29Q (5715.820000 sec): 3 clusters Score: Raw -7225769.490264 + Penalty 5338.267625 = -7220431.222639 nChanged 288 SP:Iteration 30Q (5716.040000 sec): 3 clusters Score: Raw -7225844.267563 + Penalty 5338.267625 = -7220505.999937 nChanged 272 SP:Iteration 31Q (5716.250000 sec): 3 clusters Score: Raw -7225908.911128 + Penalty 5338.267625 = -7220570.643502 nChanged 269 SP:Iteration 32Q (5716.460000 sec): 3 clusters Score: Raw -7225976.823774 + Penalty 5338.267625 = -7220638.556149 nChanged 237 SP:Iteration 33Q (5716.660000 sec): 3 clusters Score: Raw -7226035.763658 + Penalty 5338.267625 = -7220697.496033 nChanged 212 SP:Iteration 34Q (5716.870000 sec): 3 clusters Score: Raw -7226095.816723 + Penalty 5338.267625 = -7220757.549097 nChanged 232 SP:Iteration 35Q (5717.070000 sec): 3 clusters Score: Raw -7226160.996704 + Penalty 5338.267625 = -7220822.729078 nChanged 208 SP:Iteration 36Q (5717.270000 sec): 3 clusters Score: Raw -7226211.537376 + Penalty 5338.267625 = -7220873.269751 nChanged 176 SP:Iteration 37Q (5717.480000 sec): 3 clusters Score: Raw -7226251.464039 + Penalty 5338.267625 = -7220913.196414 nChanged 180 SP:Iteration 38Q (5717.680000 sec): 3 clusters Score: Raw -7226293.799972 + Penalty 5338.267625 = -7220955.532347 nChanged 172 SP:Iteration 39Q (5717.880000 sec): 3 clusters Score: Raw -7226336.993157 + Penalty 5338.267625 = -7220998.725532 nChanged 154 SP:Iteration 40F (5718.150000 sec): 3 clusters Score: Raw -7226377.746040 + Penalty 5338.267625 = -7221039.478415 nChanged 163 SP:Iteration 41Q (5718.360000 sec): 3 clusters Score: Raw -7226421.538826 + Penalty 5338.267625 = -7221083.271201 nChanged 165 SP:Iteration 42Q (5718.580000 sec): 3 clusters Score: Raw -7226464.373658 + Penalty 5338.267625 = -7221126.106033 nChanged 153 SP:Iteration 43Q (5718.780000 sec): 3 clusters Score: Raw -7226502.408640 + Penalty 5338.267625 = -7221164.141015 nChanged 132 SP:Iteration 44Q (5718.990000 sec): 3 clusters Score: Raw -7226531.318237 + Penalty 5338.267625 = -7221193.050612 nChanged 133 SP:Iteration 45Q (5719.200000 sec): 3 clusters Score: Raw -7226559.041147 + Penalty 5338.267625 = -7221220.773522 nChanged 122 SP:Iteration 46Q (5719.400000 sec): 3 clusters Score: Raw -7226584.374232 + Penalty 5338.267625 = -7221246.106607 nChanged 106 SP:Iteration 47Q (5719.600000 sec): 3 clusters Score: Raw -7226604.040397 + Penalty 5338.267625 = -7221265.772772 nChanged 79 SP:Iteration 48Q (5719.800000 sec): 3 clusters Score: Raw -7226616.894211 + Penalty 5338.267625 = -7221278.626585 nChanged 73 SP:Iteration 49Q (5719.990000 sec): 3 clusters Score: Raw -7226628.925294 + Penalty 5338.267625 = -7221290.657669 nChanged 62 SP:Iteration 50Q (5720.180000 sec): 3 clusters Score: Raw -7226639.097139 + Penalty 5338.267625 = -7221300.829513 nChanged 64 SP:Iteration 51Q (5720.360000 sec): 3 clusters Score: Raw -7226649.306462 + Penalty 5338.267625 = -7221311.038837 nChanged 55 SP:Iteration 52Q (5720.550000 sec): 3 clusters Score: Raw -7226657.217985 + Penalty 5338.267625 = -7221318.950360 nChanged 45 SP:Iteration 53Q (5720.730000 sec): 3 clusters Score: Raw -7226664.247035 + Penalty 5338.267625 = -7221325.979410 nChanged 43 SP:Iteration 54Q (5720.920000 sec): 3 clusters Score: Raw -7226671.059896 + Penalty 5338.267625 = -7221332.792271 nChanged 44 SP:Iteration 55Q (5721.100000 sec): 3 clusters Score: Raw -7226676.896732 + Penalty 5338.267625 = -7221338.629107 nChanged 42 SP:Iteration 56Q (5721.280000 sec): 3 clusters Score: Raw -7226683.703918 + Penalty 5338.267625 = -7221345.436293 nChanged 39 SP:Iteration 57Q (5721.460000 sec): 3 clusters Score: Raw -7226689.266196 + Penalty 5338.267625 = -7221350.998571 nChanged 28 SP:Iteration 58Q (5721.650000 sec): 3 clusters Score: Raw -7226693.300364 + Penalty 5338.267625 = -7221355.032739 nChanged 24 SP:Iteration 59Q (5721.830000 sec): 3 clusters Score: Raw -7226695.786503 + Penalty 5338.267625 = -7221357.518878 nChanged 16 SP:Iteration 60F (5722.070000 sec): 3 clusters Score: Raw -7226697.541560 + Penalty 5338.267625 = -7221359.273935 nChanged 20 SP:Iteration 61Q (5722.250000 sec): 3 clusters Score: Raw -7226699.831559 + Penalty 5338.267625 = -7221361.563934 nChanged 16 SP:Iteration 62Q (5722.430000 sec): 3 clusters Score: Raw -7226702.081958 + Penalty 5338.267625 = -7221363.814333 nChanged 20 SP:Iteration 63Q (5722.610000 sec): 3 clusters Score: Raw -7226704.626577 + Penalty 5338.267625 = -7221366.358951 nChanged 23 SP:Iteration 64Q (5722.800000 sec): 3 clusters Score: Raw -7226708.137849 + Penalty 5338.267625 = -7221369.870224 nChanged 26 SP:Iteration 65Q (5722.980000 sec): 3 clusters Score: Raw -7226711.402030 + Penalty 5338.267625 = -7221373.134405 nChanged 30 SP:Iteration 66Q (5723.160000 sec): 3 clusters Score: Raw -7226715.991551 + Penalty 5338.267625 = -7221377.723926 nChanged 35 SP:Iteration 67Q (5723.340000 sec): 3 clusters Score: Raw -7226721.205862 + Penalty 5338.267625 = -7221382.938237 nChanged 30 SP:Iteration 68Q (5723.520000 sec): 3 clusters Score: Raw -7226726.118683 + Penalty 5338.267625 = -7221387.851058 nChanged 32 SP:Iteration 69Q (5723.710000 sec): 3 clusters Score: Raw -7226730.963153 + Penalty 5338.267625 = -7221392.695528 nChanged 32 SP:Iteration 70Q (5723.900000 sec): 3 clusters Score: Raw -7226736.733116 + Penalty 5338.267625 = -7221398.465491 nChanged 41 SP:Iteration 71Q (5724.080000 sec): 3 clusters Score: Raw -7226742.805584 + Penalty 5338.267625 = -7221404.537959 nChanged 32 SP:Iteration 72Q (5724.270000 sec): 3 clusters Score: Raw -7226747.707021 + Penalty 5338.267625 = -7221409.439396 nChanged 28 SP:Iteration 73Q (5724.450000 sec): 3 clusters Score: Raw -7226751.166928 + Penalty 5338.267625 = -7221412.899303 nChanged 20 SP:Iteration 74Q (5724.640000 sec): 3 clusters Score: Raw -7226753.818770 + Penalty 5338.267625 = -7221415.551145 nChanged 21 SP:Iteration 75Q (5724.820000 sec): 3 clusters Score: Raw -7226756.783793 + Penalty 5338.267625 = -7221418.516168 nChanged 19 SP:Iteration 76Q (5725.010000 sec): 3 clusters Score: Raw -7226759.154574 + Penalty 5338.267625 = -7221420.886949 nChanged 16 SP:Iteration 77Q (5725.190000 sec): 3 clusters Score: Raw -7226761.210610 + Penalty 5338.267625 = -7221422.942985 nChanged 14 SP:Iteration 78Q (5725.380000 sec): 3 clusters Score: Raw -7226763.057177 + Penalty 5338.267625 = -7221424.789551 nChanged 13 SP:Iteration 79Q (5725.560000 sec): 3 clusters Score: Raw -7226764.944633 + Penalty 5338.267625 = -7221426.677008 nChanged 14 SP:Iteration 80F (5725.800000 sec): 3 clusters Score: Raw -7226766.969693 + Penalty 5338.267625 = -7221428.702068 nChanged 13 SP:Iteration 81Q (5725.990000 sec): 3 clusters Score: Raw -7226769.003222 + Penalty 5338.267625 = -7221430.735597 nChanged 22 SP:Iteration 82Q (5726.170000 sec): 3 clusters Score: Raw -7226773.255600 + Penalty 5338.267625 = -7221434.987974 nChanged 26 SP:Iteration 83Q (5726.360000 sec): 3 clusters Score: Raw -7226778.058075 + Penalty 5338.267625 = -7221439.790450 nChanged 27 SP:Iteration 84Q (5726.540000 sec): 3 clusters Score: Raw -7226783.355082 + Penalty 5338.267625 = -7221445.087457 nChanged 41 SP:Iteration 85Q (5726.720000 sec): 3 clusters Score: Raw -7226789.593177 + Penalty 5338.267625 = -7221451.325552 nChanged 35 SP:Iteration 86Q (5726.900000 sec): 3 clusters Score: Raw -7226796.474968 + Penalty 5338.267625 = -7221458.207343 nChanged 36 SP:Iteration 87Q (5727.080000 sec): 3 clusters Score: Raw -7226803.395373 + Penalty 5338.267625 = -7221465.127748 nChanged 43 SP:Iteration 88Q (5727.260000 sec): 3 clusters Score: Raw -7226810.234028 + Penalty 5338.267625 = -7221471.966402 nChanged 40 SP:Iteration 89Q (5727.440000 sec): 3 clusters Score: Raw -7226818.606798 + Penalty 5338.267625 = -7221480.339173 nChanged 41 SP:Iteration 90Q (5727.620000 sec): 3 clusters Score: Raw -7226827.739599 + Penalty 5338.267625 = -7221489.471974 nChanged 40 SP:Iteration 91Q (5727.800000 sec): 3 clusters Score: Raw -7226835.600148 + Penalty 5338.267625 = -7221497.332523 nChanged 35 SP:Iteration 92Q (5727.980000 sec): 3 clusters Score: Raw -7226842.568935 + Penalty 5338.267625 = -7221504.301310 nChanged 31 SP:Iteration 93Q (5728.160000 sec): 3 clusters Score: Raw -7226846.644948 + Penalty 5338.267625 = -7221508.377323 nChanged 25 SP:Iteration 94Q (5728.340000 sec): 3 clusters Score: Raw -7226850.150316 + Penalty 5338.267625 = -7221511.882691 nChanged 25 SP:Iteration 95Q (5728.520000 sec): 3 clusters Score: Raw -7226853.428289 + Penalty 5338.267625 = -7221515.160664 nChanged 14 SP:Iteration 96Q (5728.700000 sec): 3 clusters Score: Raw -7226855.473045 + Penalty 5338.267625 = -7221517.205419 nChanged 13 SP:Iteration 97Q (5728.880000 sec): 3 clusters Score: Raw -7226857.150072 + Penalty 5338.267625 = -7221518.882446 nChanged 10 SP:Iteration 98Q (5729.060000 sec): 3 clusters Score: Raw -7226858.660345 + Penalty 5338.267625 = -7221520.392720 nChanged 11 SP:Iteration 99Q (5729.240000 sec): 3 clusters Score: Raw -7226860.148371 + Penalty 5338.267625 = -7221521.880746 nChanged 9 SP:Iteration 100F (5729.470000 sec): 3 clusters Score: Raw -7226861.388544 + Penalty 5338.267625 = -7221523.120919 nChanged 10 SP:Iteration 101Q (5729.650000 sec): 3 clusters Score: Raw -7226863.212402 + Penalty 5338.267625 = -7221524.944777 nChanged 11 SP:Iteration 102Q (5729.830000 sec): 3 clusters Score: Raw -7226864.690540 + Penalty 5338.267625 = -7221526.422915 nChanged 7 SP:Iteration 103Q (5730.010000 sec): 3 clusters Score: Raw -7226865.614123 + Penalty 5338.267625 = -7221527.346497 nChanged 7 SP:Iteration 104Q (5730.180000 sec): 3 clusters Score: Raw -7226866.772080 + Penalty 5338.267625 = -7221528.504455 nChanged 9 SP:Iteration 105Q (5730.360000 sec): 3 clusters Score: Raw -7226868.562460 + Penalty 5338.267625 = -7221530.294835 nChanged 8 SP:Iteration 106Q (5730.540000 sec): 3 clusters Score: Raw -7226870.433551 + Penalty 5338.267625 = -7221532.165926 nChanged 11 SP:Iteration 107Q (5730.720000 sec): 3 clusters Score: Raw -7226871.970294 + Penalty 5338.267625 = -7221533.702669 nChanged 9 SP:Iteration 108Q (5730.900000 sec): 3 clusters Score: Raw -7226873.020995 + Penalty 5338.267625 = -7221534.753370 nChanged 8 SP:Iteration 109Q (5731.080000 sec): 3 clusters Score: Raw -7226873.924905 + Penalty 5338.267625 = -7221535.657280 nChanged 7 SP:Iteration 110Q (5731.260000 sec): 3 clusters Score: Raw -7226874.708632 + Penalty 5338.267625 = -7221536.441007 nChanged 10 SP:Iteration 111Q (5731.430000 sec): 3 clusters Score: Raw -7226876.537888 + Penalty 5338.267625 = -7221538.270263 nChanged 8 SP:Iteration 112Q (5731.610000 sec): 3 clusters Score: Raw -7226877.987233 + Penalty 5338.267625 = -7221539.719607 nChanged 7 SP:Iteration 113Q (5731.790000 sec): 3 clusters Score: Raw -7226878.750086 + Penalty 5338.267625 = -7221540.482461 nChanged 7 SP:Iteration 114Q (5731.970000 sec): 3 clusters Score: Raw -7226879.712309 + Penalty 5338.267625 = -7221541.444683 nChanged 6 SP:Iteration 115Q (5732.140000 sec): 3 clusters Score: Raw -7226880.353939 + Penalty 5338.267625 = -7221542.086314 nChanged 4 SP:Iteration 116Q (5732.320000 sec): 3 clusters Score: Raw -7226880.993151 + Penalty 5338.267625 = -7221542.725526 nChanged 5 SP:Iteration 117Q (5732.500000 sec): 3 clusters Score: Raw -7226881.754215 + Penalty 5338.267625 = -7221543.486590 nChanged 2 SP:Iteration 118Q (5732.680000 sec): 3 clusters Score: Raw -7226881.892522 + Penalty 5338.267625 = -7221543.624897 nChanged 1 SP:Iteration 119Q (5732.860000 sec): 3 clusters Score: Raw -7226881.944440 + Penalty 5338.267625 = -7221543.676815 nChanged 0 SP:Iteration 120F (5733.090000 sec): 3 clusters Score: Raw -7226881.944440 + Penalty 5338.267625 = -7221543.676815 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 15 (24051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5733.210000 sec): 2 clusters Score: Raw -3654642.948474 + Penalty 2501.807100 = -3652141.141374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5733.340000 sec): 3 clusters Score: Raw -3640469.904794 + Penalty 5003.614200 = -3635466.290594 nChanged 10765 SP:Iteration 1F (5733.460000 sec): 3 clusters Score: Raw -3646536.409457 + Penalty 5003.614200 = -3641532.795257 nChanged 1545 SP:Iteration 2F (5733.580000 sec): 3 clusters Score: Raw -3647452.341417 + Penalty 5003.614200 = -3642448.727217 nChanged 1632 SP:Iteration 3F (5733.700000 sec): 3 clusters Score: Raw -3648568.698705 + Penalty 5003.614200 = -3643565.084505 nChanged 1686 SP:Iteration 4F (5733.820000 sec): 3 clusters Score: Raw -3649872.001502 + Penalty 5003.614200 = -3644868.387302 nChanged 1712 SP:Iteration 5F (5733.940000 sec): 3 clusters Score: Raw -3651322.213927 + Penalty 5003.614200 = -3646318.599727 nChanged 1566 SP:Iteration 6F (5734.070000 sec): 3 clusters Score: Raw -3652680.888179 + Penalty 5003.614200 = -3647677.273979 nChanged 1411 SP:Iteration 7F (5734.190000 sec): 3 clusters Score: Raw -3653756.889674 + Penalty 5003.614200 = -3648753.275474 nChanged 1014 SP:Iteration 8Q (5734.300000 sec): 3 clusters Score: Raw -3654428.662812 + Penalty 5003.614200 = -3649425.048612 nChanged 731 SP:Iteration 9Q (5734.420000 sec): 3 clusters Score: Raw -3654842.728634 + Penalty 5003.614200 = -3649839.114434 nChanged 526 SP:Iteration 10Q (5734.540000 sec): 3 clusters Score: Raw -3655135.066387 + Penalty 5003.614200 = -3650131.452187 nChanged 417 SP:Iteration 11Q (5734.650000 sec): 3 clusters Score: Raw -3655334.675863 + Penalty 5003.614200 = -3650331.061663 nChanged 295 SP:Iteration 12Q (5734.760000 sec): 3 clusters Score: Raw -3655443.014959 + Penalty 5003.614200 = -3650439.400759 nChanged 230 SP:Iteration 13Q (5734.870000 sec): 3 clusters Score: Raw -3655528.895079 + Penalty 5003.614200 = -3650525.280879 nChanged 189 SP:Iteration 14Q (5734.980000 sec): 3 clusters Score: Raw -3655595.162591 + Penalty 5003.614200 = -3650591.548391 nChanged 154 SP:Iteration 15Q (5735.080000 sec): 3 clusters Score: Raw -3655641.245198 + Penalty 5003.614200 = -3650637.630998 nChanged 121 SP:Iteration 16Q (5735.190000 sec): 3 clusters Score: Raw -3655677.531281 + Penalty 5003.614200 = -3650673.917081 nChanged 102 SP:Iteration 17Q (5735.300000 sec): 3 clusters Score: Raw -3655706.032500 + Penalty 5003.614200 = -3650702.418300 nChanged 106 SP:Iteration 18Q (5735.400000 sec): 3 clusters Score: Raw -3655733.540001 + Penalty 5003.614200 = -3650729.925801 nChanged 88 SP:Iteration 19Q (5735.500000 sec): 3 clusters Score: Raw -3655756.964069 + Penalty 5003.614200 = -3650753.349869 nChanged 91 SP:Iteration 20F (5735.620000 sec): 3 clusters Score: Raw -3655782.387992 + Penalty 5003.614200 = -3650778.773792 nChanged 81 SP:Iteration 21Q (5735.730000 sec): 3 clusters Score: Raw -3655808.855617 + Penalty 5003.614200 = -3650805.241417 nChanged 98 SP:Iteration 22Q (5735.830000 sec): 3 clusters Score: Raw -3655842.900989 + Penalty 5003.614200 = -3650839.286789 nChanged 103 SP:Iteration 23Q (5735.940000 sec): 3 clusters Score: Raw -3655879.484589 + Penalty 5003.614200 = -3650875.870389 nChanged 90 SP:Iteration 24Q (5736.040000 sec): 3 clusters Score: Raw -3655913.496743 + Penalty 5003.614200 = -3650909.882543 nChanged 78 SP:Iteration 25Q (5736.140000 sec): 3 clusters Score: Raw -3655936.080486 + Penalty 5003.614200 = -3650932.466286 nChanged 71 SP:Iteration 26Q (5736.240000 sec): 3 clusters Score: Raw -3655957.206512 + Penalty 5003.614200 = -3650953.592312 nChanged 68 SP:Iteration 27Q (5736.340000 sec): 3 clusters Score: Raw -3655979.798433 + Penalty 5003.614200 = -3650976.184233 nChanged 67 SP:Iteration 28Q (5736.440000 sec): 3 clusters Score: Raw -3656002.402717 + Penalty 5003.614200 = -3650998.788517 nChanged 59 SP:Iteration 29Q (5736.540000 sec): 3 clusters Score: Raw -3656021.896897 + Penalty 5003.614200 = -3651018.282697 nChanged 51 SP:Iteration 30Q (5736.640000 sec): 3 clusters Score: Raw -3656038.378231 + Penalty 5003.614200 = -3651034.764031 nChanged 58 SP:Iteration 31Q (5736.740000 sec): 3 clusters Score: Raw -3656062.240486 + Penalty 5003.614200 = -3651058.626286 nChanged 76 SP:Iteration 32Q (5736.840000 sec): 3 clusters Score: Raw -3656093.211314 + Penalty 5003.614200 = -3651089.597114 nChanged 68 SP:Iteration 33Q (5736.940000 sec): 3 clusters Score: Raw -3656120.379645 + Penalty 5003.614200 = -3651116.765445 nChanged 58 SP:Iteration 34Q (5737.030000 sec): 3 clusters Score: Raw -3656139.647960 + Penalty 5003.614200 = -3651136.033760 nChanged 55 SP:Iteration 35Q (5737.130000 sec): 3 clusters Score: Raw -3656159.383285 + Penalty 5003.614200 = -3651155.769085 nChanged 50 SP:Iteration 36Q (5737.220000 sec): 3 clusters Score: Raw -3656174.026919 + Penalty 5003.614200 = -3651170.412719 nChanged 44 SP:Iteration 37Q (5737.320000 sec): 3 clusters Score: Raw -3656187.426744 + Penalty 5003.614200 = -3651183.812544 nChanged 50 SP:Iteration 38Q (5737.420000 sec): 3 clusters Score: Raw -3656202.267791 + Penalty 5003.614200 = -3651198.653591 nChanged 41 SP:Iteration 39Q (5737.510000 sec): 3 clusters Score: Raw -3656214.558406 + Penalty 5003.614200 = -3651210.944206 nChanged 33 SP:Iteration 40F (5737.630000 sec): 3 clusters Score: Raw -3656228.138876 + Penalty 5003.614200 = -3651224.524676 nChanged 38 SP:Iteration 41Q (5737.730000 sec): 3 clusters Score: Raw -3656247.811601 + Penalty 5003.614200 = -3651244.197401 nChanged 42 SP:Iteration 42Q (5737.820000 sec): 3 clusters Score: Raw -3656272.206413 + Penalty 5003.614200 = -3651268.592213 nChanged 47 SP:Iteration 43Q (5737.920000 sec): 3 clusters Score: Raw -3656314.176585 + Penalty 5003.614200 = -3651310.562385 nChanged 69 SP:Iteration 44Q (5738.010000 sec): 3 clusters Score: Raw -3656400.268941 + Penalty 5003.614200 = -3651396.654741 nChanged 97 SP:Iteration 45Q (5738.100000 sec): 3 clusters Score: Raw -3656510.927987 + Penalty 5003.614200 = -3651507.313788 nChanged 97 SP:Iteration 46Q (5738.200000 sec): 3 clusters Score: Raw -3656593.134587 + Penalty 5003.614200 = -3651589.520387 nChanged 77 SP:Iteration 47Q (5738.290000 sec): 3 clusters Score: Raw -3656623.205274 + Penalty 5003.614200 = -3651619.591074 nChanged 53 SP:Iteration 48Q (5738.380000 sec): 3 clusters Score: Raw -3656637.234221 + Penalty 5003.614200 = -3651633.620022 nChanged 26 SP:Iteration 49Q (5738.470000 sec): 3 clusters Score: Raw -3656644.228841 + Penalty 5003.614200 = -3651640.614641 nChanged 21 SP:Iteration 50Q (5738.560000 sec): 3 clusters Score: Raw -3656648.468467 + Penalty 5003.614200 = -3651644.854267 nChanged 13 SP:Iteration 51Q (5738.650000 sec): 3 clusters Score: Raw -3656651.503081 + Penalty 5003.614200 = -3651647.888881 nChanged 7 SP:Iteration 52Q (5738.740000 sec): 3 clusters Score: Raw -3656652.868069 + Penalty 5003.614200 = -3651649.253869 nChanged 1 SP:Iteration 53Q (5738.840000 sec): 3 clusters Score: Raw -3656652.955501 + Penalty 5003.614200 = -3651649.341301 nChanged 0 SP:Iteration 54F (5738.960000 sec): 3 clusters Score: Raw -3656652.955501 + Penalty 5003.614200 = -3651649.341301 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 16 (152754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5739.620000 sec): 2 clusters Score: Raw -24684129.951074 + Penalty 2960.272848 = -24681169.678226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5740.400000 sec): 3 clusters Score: Raw -24585090.212128 + Penalty 5920.545695 = -24579169.666432 nChanged 72560 SP:Iteration 1F (5741.170000 sec): 3 clusters Score: Raw -24627395.617517 + Penalty 5920.545695 = -24621475.071822 nChanged 4249 SP:Iteration 2Q (5741.960000 sec): 3 clusters Score: Raw -24628314.327500 + Penalty 5920.545695 = -24622393.781804 nChanged 4433 SP:Iteration 3Q (5742.770000 sec): 3 clusters Score: Raw -24629399.918627 + Penalty 5920.545695 = -24623479.372931 nChanged 4947 SP:Iteration 4Q (5743.560000 sec): 3 clusters Score: Raw -24630831.769840 + Penalty 5920.545695 = -24624911.224145 nChanged 5826 SP:Iteration 5Q (5744.350000 sec): 3 clusters Score: Raw -24632912.042408 + Penalty 5920.545695 = -24626991.496713 nChanged 6991 SP:Iteration 6Q (5745.140000 sec): 3 clusters Score: Raw -24635995.446900 + Penalty 5920.545695 = -24630074.901204 nChanged 8490 SP:Iteration 7F (5745.950000 sec): 3 clusters Score: Raw -24640722.431787 + Penalty 5920.545695 = -24634801.886091 nChanged 10248 SP:Iteration 8F (5746.730000 sec): 3 clusters Score: Raw -24647759.607334 + Penalty 5920.545695 = -24641839.061638 nChanged 11464 SP:Iteration 9F (5747.500000 sec): 3 clusters Score: Raw -24656927.557619 + Penalty 5920.545695 = -24651007.011923 nChanged 11115 SP:Iteration 10F (5748.270000 sec): 3 clusters Score: Raw -24666681.667440 + Penalty 5920.545695 = -24660761.121744 nChanged 8892 SP:Iteration 11F (5749.030000 sec): 3 clusters Score: Raw -24674820.955238 + Penalty 5920.545695 = -24668900.409543 nChanged 5700 SP:Iteration 12Q (5749.730000 sec): 3 clusters Score: Raw -24680082.948065 + Penalty 5920.545695 = -24674162.402369 nChanged 2867 SP:Iteration 13Q (5750.370000 sec): 3 clusters Score: Raw -24682668.607344 + Penalty 5920.545695 = -24676748.061649 nChanged 1163 SP:Iteration 14Q (5750.960000 sec): 3 clusters Score: Raw -24683714.206189 + Penalty 5920.545695 = -24677793.660493 nChanged 405 SP:Iteration 15Q (5751.510000 sec): 3 clusters Score: Raw -24684104.705679 + Penalty 5920.545695 = -24678184.159983 nChanged 167 SP:Iteration 16Q (5752.050000 sec): 3 clusters Score: Raw -24684287.531222 + Penalty 5920.545695 = -24678366.985527 nChanged 78 SP:Iteration 17Q (5752.580000 sec): 3 clusters Score: Raw -24684378.469810 + Penalty 5920.545695 = -24678457.924114 nChanged 31 SP:Iteration 18Q (5753.110000 sec): 3 clusters Score: Raw -24684416.534378 + Penalty 5920.545695 = -24678495.988683 nChanged 17 SP:Iteration 19Q (5753.630000 sec): 3 clusters Score: Raw -24684435.217672 + Penalty 5920.545695 = -24678514.671977 nChanged 14 SP:Iteration 20F (5754.400000 sec): 3 clusters Score: Raw -24684453.452733 + Penalty 5920.545695 = -24678532.907038 nChanged 9 SP:Iteration 21Q (5754.960000 sec): 3 clusters Score: Raw -24684464.179677 + Penalty 5920.545695 = -24678543.633982 nChanged 4 SP:Iteration 22Q (5755.480000 sec): 3 clusters Score: Raw -24684468.336194 + Penalty 5920.545695 = -24678547.790498 nChanged 2 SP:Iteration 23Q (5756.010000 sec): 3 clusters Score: Raw -24684471.195883 + Penalty 5920.545695 = -24678550.650188 nChanged 1 SP:Iteration 24Q (5756.530000 sec): 3 clusters Score: Raw -24684472.454337 + Penalty 5920.545695 = -24678551.908642 nChanged 0 SP:Iteration 25F (5757.300000 sec): 3 clusters Score: Raw -24684472.454337 + Penalty 5920.545695 = -24678551.908642 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 17 (3347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5757.390000 sec): 2 clusters Score: Raw -511286.597137 + Penalty 2012.723286 = -509273.873852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5757.400000 sec): 3 clusters Score: Raw -509837.113738 + Penalty 4025.446572 = -505811.667166 nChanged 1237 SP:Iteration 1F (5757.420000 sec): 3 clusters Score: Raw -510693.748596 + Penalty 4025.446572 = -506668.302024 nChanged 271 SP:Iteration 2F (5757.430000 sec): 3 clusters Score: Raw -510913.185912 + Penalty 4025.446572 = -506887.739340 nChanged 192 SP:Iteration 3F (5757.450000 sec): 3 clusters Score: Raw -511107.208948 + Penalty 4025.446572 = -507081.762376 nChanged 154 SP:Iteration 4Q (5757.470000 sec): 3 clusters Score: Raw -511281.418091 + Penalty 4025.446572 = -507255.971520 nChanged 170 SP:Iteration 5F (5757.490000 sec): 3 clusters Score: Raw -511508.567672 + Penalty 4025.446572 = -507483.121101 nChanged 196 SP:Iteration 6F (5757.500000 sec): 3 clusters Score: Raw -511827.846295 + Penalty 4025.446572 = -507802.399723 nChanged 222 SP:Iteration 7F (5757.520000 sec): 3 clusters Score: Raw -512163.156918 + Penalty 4025.446572 = -508137.710346 nChanged 191 SP:Iteration 8F (5757.530000 sec): 3 clusters Score: Raw -512425.634701 + Penalty 4025.446572 = -508400.188129 nChanged 138 SP:Iteration 9Q (5757.550000 sec): 3 clusters Score: Raw -512574.522267 + Penalty 4025.446572 = -508549.075695 nChanged 84 SP:Iteration 10Q (5757.570000 sec): 3 clusters Score: Raw -512640.292129 + Penalty 4025.446572 = -508614.845557 nChanged 53 SP:Iteration 11Q (5757.580000 sec): 3 clusters Score: Raw -512680.886476 + Penalty 4025.446572 = -508655.439904 nChanged 42 SP:Iteration 12Q (5757.590000 sec): 3 clusters Score: Raw -512712.614549 + Penalty 4025.446572 = -508687.167978 nChanged 31 SP:Iteration 13Q (5757.610000 sec): 3 clusters Score: Raw -512732.178508 + Penalty 4025.446572 = -508706.731936 nChanged 25 SP:Iteration 14Q (5757.630000 sec): 3 clusters Score: Raw -512747.977244 + Penalty 4025.446572 = -508722.530673 nChanged 20 SP:Iteration 15Q (5757.640000 sec): 3 clusters Score: Raw -512762.895984 + Penalty 4025.446572 = -508737.449412 nChanged 20 SP:Iteration 16Q (5757.650000 sec): 3 clusters Score: Raw -512773.951053 + Penalty 4025.446572 = -508748.504482 nChanged 12 SP:Iteration 17Q (5757.670000 sec): 3 clusters Score: Raw -512779.447354 + Penalty 4025.446572 = -508754.000783 nChanged 5 SP:Iteration 18Q (5757.690000 sec): 3 clusters Score: Raw -512781.529866 + Penalty 4025.446572 = -508756.083294 nChanged 2 SP:Iteration 19Q (5757.700000 sec): 3 clusters Score: Raw -512782.153829 + Penalty 4025.446572 = -508756.707258 nChanged 1 SP:Iteration 20F (5757.710000 sec): 3 clusters Score: Raw -512782.849040 + Penalty 4025.446572 = -508757.402468 nChanged 1 SP:Iteration 21Q (5757.730000 sec): 3 clusters Score: Raw -512783.569182 + Penalty 4025.446572 = -508758.122611 nChanged 1 SP:Iteration 22Q (5757.750000 sec): 3 clusters Score: Raw -512784.552141 + Penalty 4025.446572 = -508759.105569 nChanged 2 SP:Iteration 23Q (5757.760000 sec): 3 clusters Score: Raw -512785.534372 + Penalty 4025.446572 = -508760.087801 nChanged 2 SP:Iteration 24Q (5757.770000 sec): 3 clusters Score: Raw -512786.325950 + Penalty 4025.446572 = -508760.879378 nChanged 3 SP:Iteration 25Q (5757.790000 sec): 3 clusters Score: Raw -512787.784996 + Penalty 4025.446572 = -508762.338424 nChanged 6 SP:Iteration 26Q (5757.800000 sec): 3 clusters Score: Raw -512790.752682 + Penalty 4025.446572 = -508765.306110 nChanged 4 SP:Iteration 27Q (5757.820000 sec): 3 clusters Score: Raw -512793.226224 + Penalty 4025.446572 = -508767.779653 nChanged 5 SP:Iteration 28Q (5757.830000 sec): 3 clusters Score: Raw -512795.572071 + Penalty 4025.446572 = -508770.125499 nChanged 5 SP:Iteration 29Q (5757.850000 sec): 3 clusters Score: Raw -512797.221135 + Penalty 4025.446572 = -508771.774563 nChanged 4 SP:Iteration 30Q (5757.860000 sec): 3 clusters Score: Raw -512798.551949 + Penalty 4025.446572 = -508773.105377 nChanged 1 SP:Iteration 31Q (5757.880000 sec): 3 clusters Score: Raw -512799.110514 + Penalty 4025.446572 = -508773.663943 nChanged 2 SP:Iteration 32Q (5757.890000 sec): 3 clusters Score: Raw -512800.581903 + Penalty 4025.446572 = -508775.135331 nChanged 2 SP:Iteration 33Q (5757.910000 sec): 3 clusters Score: Raw -512801.799996 + Penalty 4025.446572 = -508776.353424 nChanged 3 SP:Iteration 34Q (5757.920000 sec): 3 clusters Score: Raw -512804.331125 + Penalty 4025.446572 = -508778.884553 nChanged 2 SP:Iteration 35Q (5757.930000 sec): 3 clusters Score: Raw -512805.216063 + Penalty 4025.446572 = -508779.769491 nChanged 4 SP:Iteration 36Q (5757.950000 sec): 3 clusters Score: Raw -512807.226680 + Penalty 4025.446572 = -508781.780108 nChanged 4 SP:Iteration 37Q (5757.970000 sec): 3 clusters Score: Raw -512809.060240 + Penalty 4025.446572 = -508783.613668 nChanged 6 SP:Iteration 38Q (5757.980000 sec): 3 clusters Score: Raw -512811.931647 + Penalty 4025.446572 = -508786.485075 nChanged 2 SP:Iteration 39Q (5757.990000 sec): 3 clusters Score: Raw -512812.956570 + Penalty 4025.446572 = -508787.509998 nChanged 0 SP:Iteration 40F (5758.010000 sec): 3 clusters Score: Raw -512812.956570 + Penalty 4025.446572 = -508787.509998 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 18 (39929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5758.190000 sec): 2 clusters Score: Raw -6469511.165004 + Penalty 2627.524823 = -6466883.640182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5758.400000 sec): 3 clusters Score: Raw -6445020.900623 + Penalty 5255.049645 = -6439765.850977 nChanged 18223 SP:Iteration 1F (5758.600000 sec): 3 clusters Score: Raw -6455036.096821 + Penalty 5255.049645 = -6449781.047175 nChanged 1754 SP:Iteration 2Q (5758.800000 sec): 3 clusters Score: Raw -6455560.386223 + Penalty 5255.049645 = -6450305.336578 nChanged 1617 SP:Iteration 3Q (5759.010000 sec): 3 clusters Score: Raw -6456049.247575 + Penalty 5255.049645 = -6450794.197930 nChanged 1514 SP:Iteration 4Q (5759.210000 sec): 3 clusters Score: Raw -6456537.654082 + Penalty 5255.049645 = -6451282.604436 nChanged 1504 SP:Iteration 5Q (5759.420000 sec): 3 clusters Score: Raw -6457096.217295 + Penalty 5255.049645 = -6451841.167650 nChanged 1632 SP:Iteration 6Q (5759.620000 sec): 3 clusters Score: Raw -6457778.065368 + Penalty 5255.049645 = -6452523.015723 nChanged 1720 SP:Iteration 7Q (5759.830000 sec): 3 clusters Score: Raw -6458532.400816 + Penalty 5255.049645 = -6453277.351171 nChanged 1856 SP:Iteration 8Q (5760.030000 sec): 3 clusters Score: Raw -6459435.272933 + Penalty 5255.049645 = -6454180.223288 nChanged 1987 SP:Iteration 9Q (5760.230000 sec): 3 clusters Score: Raw -6460535.731016 + Penalty 5255.049645 = -6455280.681371 nChanged 2018 SP:Iteration 10F (5760.430000 sec): 3 clusters Score: Raw -6461712.028399 + Penalty 5255.049645 = -6456456.978754 nChanged 1942 SP:Iteration 11Q (5760.630000 sec): 3 clusters Score: Raw -6462903.839988 + Penalty 5255.049645 = -6457648.790342 nChanged 1827 SP:Iteration 12Q (5760.830000 sec): 3 clusters Score: Raw -6464105.653185 + Penalty 5255.049645 = -6458850.603539 nChanged 1588 SP:Iteration 13Q (5761.030000 sec): 3 clusters Score: Raw -6465188.138468 + Penalty 5255.049645 = -6459933.088822 nChanged 1360 SP:Iteration 14Q (5761.220000 sec): 3 clusters Score: Raw -6466184.738040 + Penalty 5255.049645 = -6460929.688395 nChanged 1181 SP:Iteration 15Q (5761.400000 sec): 3 clusters Score: Raw -6467061.011887 + Penalty 5255.049645 = -6461805.962242 nChanged 957 SP:Iteration 16Q (5761.570000 sec): 3 clusters Score: Raw -6467775.129075 + Penalty 5255.049645 = -6462520.079430 nChanged 721 SP:Iteration 17Q (5761.740000 sec): 3 clusters Score: Raw -6468279.056624 + Penalty 5255.049645 = -6463024.006978 nChanged 598 SP:Iteration 18Q (5761.900000 sec): 3 clusters Score: Raw -6468677.480456 + Penalty 5255.049645 = -6463422.430810 nChanged 450 SP:Iteration 19Q (5762.060000 sec): 3 clusters Score: Raw -6468979.952301 + Penalty 5255.049645 = -6463724.902656 nChanged 316 SP:Iteration 20F (5762.260000 sec): 3 clusters Score: Raw -6469180.787362 + Penalty 5255.049645 = -6463925.737717 nChanged 230 SP:Iteration 21Q (5762.410000 sec): 3 clusters Score: Raw -6469314.076697 + Penalty 5255.049645 = -6464059.027052 nChanged 172 SP:Iteration 22Q (5762.560000 sec): 3 clusters Score: Raw -6469427.581121 + Penalty 5255.049645 = -6464172.531476 nChanged 144 SP:Iteration 23Q (5762.710000 sec): 3 clusters Score: Raw -6469521.598669 + Penalty 5255.049645 = -6464266.549024 nChanged 117 SP:Iteration 24Q (5762.860000 sec): 3 clusters Score: Raw -6469602.491338 + Penalty 5255.049645 = -6464347.441693 nChanged 91 SP:Iteration 25Q (5763.010000 sec): 3 clusters Score: Raw -6469669.917318 + Penalty 5255.049645 = -6464414.867673 nChanged 64 SP:Iteration 26Q (5763.150000 sec): 3 clusters Score: Raw -6469716.110173 + Penalty 5255.049645 = -6464461.060527 nChanged 60 SP:Iteration 27Q (5763.290000 sec): 3 clusters Score: Raw -6469758.327912 + Penalty 5255.049645 = -6464503.278266 nChanged 44 SP:Iteration 28Q (5763.430000 sec): 3 clusters Score: Raw -6469793.499692 + Penalty 5255.049645 = -6464538.450046 nChanged 40 SP:Iteration 29Q (5763.570000 sec): 3 clusters Score: Raw -6469828.752180 + Penalty 5255.049645 = -6464573.702535 nChanged 28 SP:Iteration 30Q (5763.720000 sec): 3 clusters Score: Raw -6469854.727625 + Penalty 5255.049645 = -6464599.677980 nChanged 21 SP:Iteration 31Q (5763.860000 sec): 3 clusters Score: Raw -6469875.607130 + Penalty 5255.049645 = -6464620.557485 nChanged 18 SP:Iteration 32Q (5763.990000 sec): 3 clusters Score: Raw -6469889.038204 + Penalty 5255.049645 = -6464633.988559 nChanged 8 SP:Iteration 33Q (5764.130000 sec): 3 clusters Score: Raw -6469897.629445 + Penalty 5255.049645 = -6464642.579799 nChanged 12 SP:Iteration 34Q (5764.270000 sec): 3 clusters Score: Raw -6469909.479868 + Penalty 5255.049645 = -6464654.430222 nChanged 8 SP:Iteration 35Q (5764.410000 sec): 3 clusters Score: Raw -6469916.466759 + Penalty 5255.049645 = -6464661.417113 nChanged 5 SP:Iteration 36Q (5764.550000 sec): 3 clusters Score: Raw -6469921.026947 + Penalty 5255.049645 = -6464665.977301 nChanged 3 SP:Iteration 37Q (5764.690000 sec): 3 clusters Score: Raw -6469923.505783 + Penalty 5255.049645 = -6464668.456137 nChanged 1 SP:Iteration 38Q (5764.830000 sec): 3 clusters Score: Raw -6469924.045202 + Penalty 5255.049645 = -6464668.995557 nChanged 0 SP:Iteration 39F (5765.030000 sec): 3 clusters Score: Raw -6469924.045202 + Penalty 5255.049645 = -6464668.995557 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 19 (482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5765.050000 sec): 2 clusters Score: Raw -74705.613534 + Penalty 1532.130140 = -73173.483394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5765.050000 sec): 3 clusters Score: Raw -74733.785652 + Penalty 3064.260281 = -71669.525371 nChanged 75 SP:Iteration 1F (5765.060000 sec): 3 clusters Score: Raw -74883.257862 + Penalty 3064.260281 = -71818.997581 nChanged 18 SP:Iteration 2Q (5765.060000 sec): 3 clusters Score: Raw -74914.633149 + Penalty 3064.260281 = -71850.372868 nChanged 8 SP:Iteration 3Q (5765.060000 sec): 3 clusters Score: Raw -74941.887011 + Penalty 3064.260281 = -71877.626730 nChanged 8 SP:Iteration 4Q (5765.070000 sec): 3 clusters Score: Raw -74963.247398 + Penalty 3064.260281 = -71898.987118 nChanged 3 SP:Iteration 5Q (5765.070000 sec): 3 clusters Score: Raw -74972.316379 + Penalty 3064.260281 = -71908.056099 nChanged 2 SP:Iteration 6Q (5765.070000 sec): 3 clusters Score: Raw -74977.203203 + Penalty 3064.260281 = -71912.942923 nChanged 3 SP:Iteration 7Q (5765.070000 sec): 3 clusters Score: Raw -74985.339592 + Penalty 3064.260281 = -71921.079312 nChanged 1 SP:Iteration 8Q (5765.070000 sec): 3 clusters Score: Raw -74989.210657 + Penalty 3064.260281 = -71924.950377 nChanged 2 SP:Iteration 9Q (5765.080000 sec): 3 clusters Score: Raw -74998.625250 + Penalty 3064.260281 = -71934.364969 nChanged 3 SP:Iteration 10Q (5765.080000 sec): 3 clusters Score: Raw -75007.759434 + Penalty 3064.260281 = -71943.499154 nChanged 3 SP:Iteration 11Q (5765.080000 sec): 3 clusters Score: Raw -75014.332078 + Penalty 3064.260281 = -71950.071798 nChanged 3 SP:Iteration 12Q (5765.080000 sec): 3 clusters Score: Raw -75022.745901 + Penalty 3064.260281 = -71958.485620 nChanged 2 SP:Iteration 13Q (5765.090000 sec): 3 clusters Score: Raw -75025.887558 + Penalty 3064.260281 = -71961.627278 nChanged 1 SP:Iteration 14Q (5765.090000 sec): 3 clusters Score: Raw -75028.282904 + Penalty 3064.260281 = -71964.022623 nChanged 1 SP:Iteration 15Q (5765.090000 sec): 3 clusters Score: Raw -75028.789510 + Penalty 3064.260281 = -71964.529230 nChanged 0 SP:Iteration 16F (5765.090000 sec): 3 clusters Score: Raw -75028.789510 + Penalty 3064.260281 = -71964.529230 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 20 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5765.100000 sec): 2 clusters Score: Raw -29010.322515 + Penalty 1346.477716 = -27663.844799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5765.100000 sec): 3 clusters Score: Raw -29326.878329 + Penalty 2692.955432 = -26633.922897 nChanged 41 SP:Iteration 1F (5765.100000 sec): 3 clusters Score: Raw -29517.598217 + Penalty 2692.955432 = -26824.642785 nChanged 12 SP:Iteration 2F (5765.100000 sec): 3 clusters Score: Raw -29587.185114 + Penalty 2692.955432 = -26894.229682 nChanged 11 SP:Iteration 3Q (5765.100000 sec): 3 clusters Score: Raw -29648.553195 + Penalty 2692.955432 = -26955.597764 nChanged 9 SP:Iteration 4Q (5765.100000 sec): 3 clusters Score: Raw -29721.962447 + Penalty 2692.955432 = -27029.007015 nChanged 2 SP:Iteration 5Q (5765.110000 sec): 3 clusters Score: Raw -29749.302119 + Penalty 2692.955432 = -27056.346687 nChanged 2 SP:Iteration 6Q (5765.110000 sec): 3 clusters Score: Raw -29773.763278 + Penalty 2692.955432 = -27080.807846 nChanged 3 SP:Iteration 7Q (5765.110000 sec): 3 clusters Score: Raw -29843.625860 + Penalty 2692.955432 = -27150.670428 nChanged 2 SP:Iteration 8Q (5765.110000 sec): 3 clusters Score: Raw -29855.993571 + Penalty 2692.955432 = -27163.038139 nChanged 2 SP:Iteration 9Q (5765.110000 sec): 3 clusters Score: Raw -29869.076641 + Penalty 2692.955432 = -27176.121209 nChanged 2 SP:Iteration 10Q (5765.110000 sec): 3 clusters Score: Raw -29883.105379 + Penalty 2692.955432 = -27190.149947 nChanged 4 SP:Iteration 11Q (5765.110000 sec): 3 clusters Score: Raw -29930.909707 + Penalty 2692.955432 = -27237.954275 nChanged 1 SP:Iteration 12Q (5765.110000 sec): 3 clusters Score: Raw -29949.056269 + Penalty 2692.955432 = -27256.100837 nChanged 1 SP:Iteration 13Q (5765.110000 sec): 3 clusters Score: Raw -29993.638128 + Penalty 2692.955432 = -27300.682696 nChanged 0 SP:Iteration 14F (5765.110000 sec): 3 clusters Score: Raw -29994.833764 + Penalty 2692.955432 = -27301.878332 nChanged 1 SP:Iteration 15Q (5765.110000 sec): 3 clusters Score: Raw -30022.656215 + Penalty 2692.955432 = -27329.700783 nChanged 1 SP:Iteration 16Q (5765.110000 sec): 3 clusters Score: Raw -30043.927289 + Penalty 2692.955432 = -27350.971857 nChanged 0 SP:Iteration 17F (5765.120000 sec): 3 clusters Score: Raw -30043.927289 + Penalty 2692.955432 = -27350.971857 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 21 (564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5765.120000 sec): 2 clusters Score: Raw -37442.059000 + Penalty 1571.093454 = -35870.965546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5765.130000 sec): 3 clusters Score: Raw -37669.218459 + Penalty 3142.186909 = -34527.031551 nChanged 172 SP:Iteration 1F (5765.130000 sec): 3 clusters Score: Raw -38639.611213 + Penalty 3142.186909 = -35497.424304 nChanged 67 SP:Iteration 2F (5765.130000 sec): 3 clusters Score: Raw -39500.458915 + Penalty 3142.186909 = -36358.272006 nChanged 39 SP:Iteration 3F (5765.130000 sec): 3 clusters Score: Raw -40090.303018 + Penalty 3142.186909 = -36948.116109 nChanged 26 SP:Iteration 4Q (5765.140000 sec): 3 clusters Score: Raw -40459.490314 + Penalty 3142.186909 = -37317.303405 nChanged 18 SP:Iteration 5Q (5765.140000 sec): 3 clusters Score: Raw -40566.492569 + Penalty 3142.186909 = -37424.305661 nChanged 15 SP:Iteration 6Q (5765.140000 sec): 3 clusters Score: Raw -40651.164128 + Penalty 3142.186909 = -37508.977219 nChanged 13 SP:Iteration 7Q (5765.140000 sec): 3 clusters Score: Raw -40714.124396 + Penalty 3142.186909 = -37571.937487 nChanged 9 SP:Iteration 8Q (5765.150000 sec): 3 clusters Score: Raw -40775.174758 + Penalty 3142.186909 = -37632.987850 nChanged 4 SP:Iteration 9Q (5765.150000 sec): 3 clusters Score: Raw -40874.929930 + Penalty 3142.186909 = -37732.743021 nChanged 2 SP:Iteration 10Q (5765.150000 sec): 3 clusters Score: Raw -40956.587503 + Penalty 3142.186909 = -37814.400594 nChanged 5 SP:Iteration 11Q (5765.150000 sec): 3 clusters Score: Raw -41015.053742 + Penalty 3142.186909 = -37872.866834 nChanged 3 SP:Iteration 12Q (5765.150000 sec): 3 clusters Score: Raw -41044.654263 + Penalty 3142.186909 = -37902.467354 nChanged 3 SP:Iteration 13Q (5765.160000 sec): 3 clusters Score: Raw -41073.895600 + Penalty 3142.186909 = -37931.708691 nChanged 3 SP:Iteration 14Q (5765.160000 sec): 3 clusters Score: Raw -41122.641262 + Penalty 3142.186909 = -37980.454353 nChanged 0 SP:Iteration 15F (5765.160000 sec): 3 clusters Score: Raw -41141.376133 + Penalty 3142.186909 = -37999.189224 nChanged 2 SP:Iteration 16Q (5765.160000 sec): 3 clusters Score: Raw -41205.679048 + Penalty 3142.186909 = -38063.492140 nChanged 3 SP:Iteration 17Q (5765.170000 sec): 3 clusters Score: Raw -41208.522009 + Penalty 3142.186909 = -38066.335100 nChanged 0 SP:Iteration 18F (5765.170000 sec): 3 clusters Score: Raw -41208.522009 + Penalty 3142.186909 = -38066.335100 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 50. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 22 (775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5765.180000 sec): 2 clusters Score: Raw -126522.509370 + Penalty 1649.910031 = -124872.599339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5765.190000 sec): 3 clusters Score: Raw -126395.537567 + Penalty 3299.820063 = -123095.717505 nChanged 170 SP:Iteration 1F (5765.190000 sec): 3 clusters Score: Raw -126628.757986 + Penalty 3299.820063 = -123328.937924 nChanged 44 SP:Iteration 2F (5765.190000 sec): 3 clusters Score: Raw -126705.775885 + Penalty 3299.820063 = -123405.955822 nChanged 20 SP:Iteration 3Q (5765.200000 sec): 3 clusters Score: Raw -126740.400987 + Penalty 3299.820063 = -123440.580924 nChanged 11 SP:Iteration 4Q (5765.200000 sec): 3 clusters Score: Raw -126752.883849 + Penalty 3299.820063 = -123453.063786 nChanged 4 SP:Iteration 5Q (5765.210000 sec): 3 clusters Score: Raw -126759.012428 + Penalty 3299.820063 = -123459.192366 nChanged 4 SP:Iteration 6Q (5765.210000 sec): 3 clusters Score: Raw -126763.802715 + Penalty 3299.820063 = -123463.982653 nChanged 4 SP:Iteration 7Q (5765.210000 sec): 3 clusters Score: Raw -126767.495491 + Penalty 3299.820063 = -123467.675428 nChanged 1 SP:Iteration 8Q (5765.210000 sec): 3 clusters Score: Raw -126768.345044 + Penalty 3299.820063 = -123468.524981 nChanged 0 SP:Iteration 9F (5765.220000 sec): 3 clusters Score: Raw -126768.345044 + Penalty 3299.820063 = -123468.524981 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 23 (28546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5765.350000 sec): 2 clusters Score: Raw -4588580.771462 + Penalty 2544.299481 = -4586036.471981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5765.500000 sec): 3 clusters Score: Raw -4571493.514099 + Penalty 5088.598962 = -4566404.915137 nChanged 12862 SP:Iteration 1F (5765.650000 sec): 3 clusters Score: Raw -4578541.729589 + Penalty 5088.598962 = -4573453.130628 nChanged 1499 SP:Iteration 2F (5765.790000 sec): 3 clusters Score: Raw -4579095.918603 + Penalty 5088.598962 = -4574007.319641 nChanged 1386 SP:Iteration 3Q (5765.930000 sec): 3 clusters Score: Raw -4579635.258765 + Penalty 5088.598962 = -4574546.659803 nChanged 1395 SP:Iteration 4Q (5766.080000 sec): 3 clusters Score: Raw -4580242.493294 + Penalty 5088.598962 = -4575153.894332 nChanged 1496 SP:Iteration 5F (5766.220000 sec): 3 clusters Score: Raw -4580986.221024 + Penalty 5088.598962 = -4575897.622062 nChanged 1603 SP:Iteration 6F (5766.370000 sec): 3 clusters Score: Raw -4581906.944356 + Penalty 5088.598962 = -4576818.345394 nChanged 1697 SP:Iteration 7F (5766.510000 sec): 3 clusters Score: Raw -4583031.842824 + Penalty 5088.598962 = -4577943.243862 nChanged 1794 SP:Iteration 8F (5766.650000 sec): 3 clusters Score: Raw -4584351.452869 + Penalty 5088.598962 = -4579262.853907 nChanged 1630 SP:Iteration 9F (5766.790000 sec): 3 clusters Score: Raw -4585636.302774 + Penalty 5088.598962 = -4580547.703812 nChanged 1357 SP:Iteration 10Q (5766.940000 sec): 3 clusters Score: Raw -4586744.524039 + Penalty 5088.598962 = -4581655.925077 nChanged 946 SP:Iteration 11Q (5767.080000 sec): 3 clusters Score: Raw -4587523.224764 + Penalty 5088.598962 = -4582434.625803 nChanged 650 SP:Iteration 12Q (5767.220000 sec): 3 clusters Score: Raw -4588078.732338 + Penalty 5088.598962 = -4582990.133376 nChanged 372 SP:Iteration 13Q (5767.350000 sec): 3 clusters Score: Raw -4588417.176478 + Penalty 5088.598962 = -4583328.577517 nChanged 182 SP:Iteration 14Q (5767.470000 sec): 3 clusters Score: Raw -4588594.286860 + Penalty 5088.598962 = -4583505.687898 nChanged 89 SP:Iteration 15Q (5767.580000 sec): 3 clusters Score: Raw -4588684.298429 + Penalty 5088.598962 = -4583595.699467 nChanged 60 SP:Iteration 16Q (5767.690000 sec): 3 clusters Score: Raw -4588745.291132 + Penalty 5088.598962 = -4583656.692170 nChanged 45 SP:Iteration 17Q (5767.800000 sec): 3 clusters Score: Raw -4588799.095540 + Penalty 5088.598962 = -4583710.496579 nChanged 30 SP:Iteration 18Q (5767.910000 sec): 3 clusters Score: Raw -4588834.378598 + Penalty 5088.598962 = -4583745.779637 nChanged 21 SP:Iteration 19Q (5768.020000 sec): 3 clusters Score: Raw -4588858.737849 + Penalty 5088.598962 = -4583770.138888 nChanged 13 SP:Iteration 20F (5768.160000 sec): 3 clusters Score: Raw -4588872.469516 + Penalty 5088.598962 = -4583783.870555 nChanged 8 SP:Iteration 21Q (5768.260000 sec): 3 clusters Score: Raw -4588879.563839 + Penalty 5088.598962 = -4583790.964877 nChanged 7 SP:Iteration 22Q (5768.370000 sec): 3 clusters Score: Raw -4588886.545748 + Penalty 5088.598962 = -4583797.946787 nChanged 6 SP:Iteration 23Q (5768.470000 sec): 3 clusters Score: Raw -4588893.834672 + Penalty 5088.598962 = -4583805.235710 nChanged 6 SP:Iteration 24Q (5768.580000 sec): 3 clusters Score: Raw -4588899.559625 + Penalty 5088.598962 = -4583810.960663 nChanged 7 SP:Iteration 25Q (5768.680000 sec): 3 clusters Score: Raw -4588908.382252 + Penalty 5088.598962 = -4583819.783290 nChanged 7 SP:Iteration 26Q (5768.790000 sec): 3 clusters Score: Raw -4588916.117198 + Penalty 5088.598962 = -4583827.518236 nChanged 3 SP:Iteration 27Q (5768.890000 sec): 3 clusters Score: Raw -4588919.839879 + Penalty 5088.598962 = -4583831.240917 nChanged 2 SP:Iteration 28Q (5768.990000 sec): 3 clusters Score: Raw -4588922.125018 + Penalty 5088.598962 = -4583833.526056 nChanged 1 SP:Iteration 29Q (5769.100000 sec): 3 clusters Score: Raw -4588923.254680 + Penalty 5088.598962 = -4583834.655718 nChanged 2 SP:Iteration 30Q (5769.200000 sec): 3 clusters Score: Raw -4588924.867923 + Penalty 5088.598962 = -4583836.268961 nChanged 1 SP:Iteration 31Q (5769.300000 sec): 3 clusters Score: Raw -4588925.616666 + Penalty 5088.598962 = -4583837.017705 nChanged 2 SP:Iteration 32Q (5769.410000 sec): 3 clusters Score: Raw -4588928.534839 + Penalty 5088.598962 = -4583839.935878 nChanged 2 SP:Iteration 33Q (5769.510000 sec): 3 clusters Score: Raw -4588930.193240 + Penalty 5088.598962 = -4583841.594279 nChanged 0 SP:Iteration 34F (5769.650000 sec): 3 clusters Score: Raw -4588930.193240 + Penalty 5088.598962 = -4583841.594279 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 24 (538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5769.670000 sec): 2 clusters Score: Raw -85148.195072 + Penalty 1559.388923 = -83588.806150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5769.670000 sec): 3 clusters Score: Raw -85170.968556 + Penalty 3118.777846 = -82052.190710 nChanged 92 SP:Iteration 1F (5769.670000 sec): 3 clusters Score: Raw -85338.468283 + Penalty 3118.777846 = -82219.690437 nChanged 18 SP:Iteration 2Q (5769.680000 sec): 3 clusters Score: Raw -85367.408979 + Penalty 3118.777846 = -82248.631133 nChanged 6 SP:Iteration 3Q (5769.680000 sec): 3 clusters Score: Raw -85377.079476 + Penalty 3118.777846 = -82258.301630 nChanged 2 SP:Iteration 4Q (5769.680000 sec): 3 clusters Score: Raw -85379.574781 + Penalty 3118.777846 = -82260.796936 nChanged 1 SP:Iteration 5Q (5769.690000 sec): 3 clusters Score: Raw -85381.815819 + Penalty 3118.777846 = -82263.037974 nChanged 1 SP:Iteration 6Q (5769.690000 sec): 3 clusters Score: Raw -85382.436360 + Penalty 3118.777846 = -82263.658514 nChanged 1 SP:Iteration 7Q (5769.690000 sec): 3 clusters Score: Raw -85383.339548 + Penalty 3118.777846 = -82264.561702 nChanged 1 SP:Iteration 8Q (5769.690000 sec): 3 clusters Score: Raw -85385.831099 + Penalty 3118.777846 = -82267.053253 nChanged 0 SP:Iteration 9F (5769.700000 sec): 3 clusters Score: Raw -85385.831099 + Penalty 3118.777846 = -82267.053253 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 25 (15061 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5769.770000 sec): 2 clusters Score: Raw -2402849.155356 + Penalty 2385.726247 = -2400463.429109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5769.840000 sec): 3 clusters Score: Raw -2394317.407997 + Penalty 4771.452495 = -2389545.955502 nChanged 6545 SP:Iteration 1F (5769.910000 sec): 3 clusters Score: Raw -2397752.268276 + Penalty 4771.452495 = -2392980.815782 nChanged 910 SP:Iteration 2F (5769.990000 sec): 3 clusters Score: Raw -2398141.705110 + Penalty 4771.452495 = -2393370.252615 nChanged 740 SP:Iteration 3Q (5770.060000 sec): 3 clusters Score: Raw -2398475.112847 + Penalty 4771.452495 = -2393703.660353 nChanged 708 SP:Iteration 4Q (5770.140000 sec): 3 clusters Score: Raw -2398787.448255 + Penalty 4771.452495 = -2394015.995761 nChanged 635 SP:Iteration 5Q (5770.210000 sec): 3 clusters Score: Raw -2399106.221506 + Penalty 4771.452495 = -2394334.769011 nChanged 658 SP:Iteration 6Q (5770.290000 sec): 3 clusters Score: Raw -2399462.823982 + Penalty 4771.452495 = -2394691.371488 nChanged 666 SP:Iteration 7Q (5770.360000 sec): 3 clusters Score: Raw -2399833.372372 + Penalty 4771.452495 = -2395061.919877 nChanged 699 SP:Iteration 8Q (5770.440000 sec): 3 clusters Score: Raw -2400252.654434 + Penalty 4771.452495 = -2395481.201940 nChanged 702 SP:Iteration 9Q (5770.510000 sec): 3 clusters Score: Raw -2400622.887742 + Penalty 4771.452495 = -2395851.435248 nChanged 593 SP:Iteration 10Q (5770.590000 sec): 3 clusters Score: Raw -2400905.292786 + Penalty 4771.452495 = -2396133.840291 nChanged 535 SP:Iteration 11Q (5770.660000 sec): 3 clusters Score: Raw -2401116.460614 + Penalty 4771.452495 = -2396345.008119 nChanged 402 SP:Iteration 12Q (5770.730000 sec): 3 clusters Score: Raw -2401265.068410 + Penalty 4771.452495 = -2396493.615916 nChanged 346 SP:Iteration 13Q (5770.810000 sec): 3 clusters Score: Raw -2401388.210095 + Penalty 4771.452495 = -2396616.757601 nChanged 309 SP:Iteration 14Q (5770.880000 sec): 3 clusters Score: Raw -2401487.258780 + Penalty 4771.452495 = -2396715.806286 nChanged 252 SP:Iteration 15Q (5770.950000 sec): 3 clusters Score: Raw -2401563.617136 + Penalty 4771.452495 = -2396792.164642 nChanged 200 SP:Iteration 16Q (5771.030000 sec): 3 clusters Score: Raw -2401613.628559 + Penalty 4771.452495 = -2396842.176065 nChanged 158 SP:Iteration 17Q (5771.100000 sec): 3 clusters Score: Raw -2401646.934841 + Penalty 4771.452495 = -2396875.482347 nChanged 107 SP:Iteration 18Q (5771.170000 sec): 3 clusters Score: Raw -2401669.018493 + Penalty 4771.452495 = -2396897.565998 nChanged 84 SP:Iteration 19Q (5771.250000 sec): 3 clusters Score: Raw -2401685.122678 + Penalty 4771.452495 = -2396913.670184 nChanged 78 SP:Iteration 20F (5771.320000 sec): 3 clusters Score: Raw -2401698.704612 + Penalty 4771.452495 = -2396927.252118 nChanged 73 SP:Iteration 21Q (5771.390000 sec): 3 clusters Score: Raw -2401710.322294 + Penalty 4771.452495 = -2396938.869799 nChanged 51 SP:Iteration 22Q (5771.470000 sec): 3 clusters Score: Raw -2401718.904203 + Penalty 4771.452495 = -2396947.451709 nChanged 65 SP:Iteration 23Q (5771.540000 sec): 3 clusters Score: Raw -2401729.961970 + Penalty 4771.452495 = -2396958.509475 nChanged 49 SP:Iteration 24Q (5771.610000 sec): 3 clusters Score: Raw -2401737.041456 + Penalty 4771.452495 = -2396965.588962 nChanged 40 SP:Iteration 25Q (5771.680000 sec): 3 clusters Score: Raw -2401742.651049 + Penalty 4771.452495 = -2396971.198554 nChanged 32 SP:Iteration 26Q (5771.760000 sec): 3 clusters Score: Raw -2401746.791597 + Penalty 4771.452495 = -2396975.339102 nChanged 20 SP:Iteration 27Q (5771.830000 sec): 3 clusters Score: Raw -2401749.322129 + Penalty 4771.452495 = -2396977.869634 nChanged 17 SP:Iteration 28Q (5771.900000 sec): 3 clusters Score: Raw -2401751.395266 + Penalty 4771.452495 = -2396979.942771 nChanged 16 SP:Iteration 29Q (5771.980000 sec): 3 clusters Score: Raw -2401752.962386 + Penalty 4771.452495 = -2396981.509891 nChanged 12 SP:Iteration 30Q (5772.050000 sec): 3 clusters Score: Raw -2401754.196691 + Penalty 4771.452495 = -2396982.744197 nChanged 16 SP:Iteration 31Q (5772.120000 sec): 3 clusters Score: Raw -2401756.044316 + Penalty 4771.452495 = -2396984.591821 nChanged 19 SP:Iteration 32Q (5772.200000 sec): 3 clusters Score: Raw -2401758.536812 + Penalty 4771.452495 = -2396987.084317 nChanged 17 SP:Iteration 33Q (5772.270000 sec): 3 clusters Score: Raw -2401761.140294 + Penalty 4771.452495 = -2396989.687799 nChanged 26 SP:Iteration 34Q (5772.340000 sec): 3 clusters Score: Raw -2401764.107783 + Penalty 4771.452495 = -2396992.655288 nChanged 17 SP:Iteration 35Q (5772.410000 sec): 3 clusters Score: Raw -2401766.067948 + Penalty 4771.452495 = -2396994.615453 nChanged 14 SP:Iteration 36Q (5772.490000 sec): 3 clusters Score: Raw -2401767.666694 + Penalty 4771.452495 = -2396996.214200 nChanged 14 SP:Iteration 37Q (5772.560000 sec): 3 clusters Score: Raw -2401769.358140 + Penalty 4771.452495 = -2396997.905645 nChanged 16 SP:Iteration 38Q (5772.630000 sec): 3 clusters Score: Raw -2401771.542466 + Penalty 4771.452495 = -2397000.089972 nChanged 20 SP:Iteration 39Q (5772.700000 sec): 3 clusters Score: Raw -2401774.094506 + Penalty 4771.452495 = -2397002.642012 nChanged 23 SP:Iteration 40F (5772.780000 sec): 3 clusters Score: Raw -2401776.833212 + Penalty 4771.452495 = -2397005.380718 nChanged 17 SP:Iteration 41Q (5772.850000 sec): 3 clusters Score: Raw -2401778.590795 + Penalty 4771.452495 = -2397007.138301 nChanged 11 SP:Iteration 42Q (5772.920000 sec): 3 clusters Score: Raw -2401779.751563 + Penalty 4771.452495 = -2397008.299069 nChanged 5 SP:Iteration 43Q (5773.000000 sec): 3 clusters Score: Raw -2401780.579001 + Penalty 4771.452495 = -2397009.126507 nChanged 7 SP:Iteration 44Q (5773.070000 sec): 3 clusters Score: Raw -2401781.184718 + Penalty 4771.452495 = -2397009.732223 nChanged 7 SP:Iteration 45Q (5773.140000 sec): 3 clusters Score: Raw -2401781.972120 + Penalty 4771.452495 = -2397010.519625 nChanged 13 SP:Iteration 46Q (5773.220000 sec): 3 clusters Score: Raw -2401783.506982 + Penalty 4771.452495 = -2397012.054487 nChanged 8 SP:Iteration 47Q (5773.290000 sec): 3 clusters Score: Raw -2401784.278088 + Penalty 4771.452495 = -2397012.825594 nChanged 4 SP:Iteration 48Q (5773.360000 sec): 3 clusters Score: Raw -2401784.589534 + Penalty 4771.452495 = -2397013.137040 nChanged 3 SP:Iteration 49Q (5773.440000 sec): 3 clusters Score: Raw -2401784.781353 + Penalty 4771.452495 = -2397013.328858 nChanged 2 SP:Iteration 50Q (5773.510000 sec): 3 clusters Score: Raw -2401784.874350 + Penalty 4771.452495 = -2397013.421855 nChanged 1 SP:Iteration 51Q (5773.580000 sec): 3 clusters Score: Raw -2401784.921576 + Penalty 4771.452495 = -2397013.469081 nChanged 0 SP:Iteration 52F (5773.660000 sec): 3 clusters Score: Raw -2401784.921576 + Penalty 4771.452495 = -2397013.469081 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 26 (105330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5774.160000 sec): 2 clusters Score: Raw -16935931.291493 + Penalty 2868.083682 = -16933063.207811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5774.740000 sec): 3 clusters Score: Raw -16868213.201925 + Penalty 5736.167365 = -16862477.034561 nChanged 49947 SP:Iteration 1F (5775.300000 sec): 3 clusters Score: Raw -16897153.178458 + Penalty 5736.167365 = -16891417.011093 nChanged 3803 SP:Iteration 2Q (5775.880000 sec): 3 clusters Score: Raw -16898220.173381 + Penalty 5736.167365 = -16892484.006016 nChanged 4308 SP:Iteration 3Q (5776.450000 sec): 3 clusters Score: Raw -16899757.834303 + Penalty 5736.167365 = -16894021.666938 nChanged 5394 SP:Iteration 4F (5777.020000 sec): 3 clusters Score: Raw -16902290.578553 + Penalty 5736.167365 = -16896554.411188 nChanged 6903 SP:Iteration 5F (5777.580000 sec): 3 clusters Score: Raw -16906684.270958 + Penalty 5736.167365 = -16900948.103593 nChanged 8461 SP:Iteration 6F (5778.140000 sec): 3 clusters Score: Raw -16913398.135978 + Penalty 5736.167365 = -16907661.968613 nChanged 8719 SP:Iteration 7F (5778.700000 sec): 3 clusters Score: Raw -16921193.467600 + Penalty 5736.167365 = -16915457.300236 nChanged 7201 SP:Iteration 8F (5779.260000 sec): 3 clusters Score: Raw -16927956.942331 + Penalty 5736.167365 = -16922220.774966 nChanged 4735 SP:Iteration 9Q (5779.820000 sec): 3 clusters Score: Raw -16932279.623645 + Penalty 5736.167365 = -16926543.456280 nChanged 2529 SP:Iteration 10Q (5780.350000 sec): 3 clusters Score: Raw -16934497.320831 + Penalty 5736.167365 = -16928761.153466 nChanged 1184 SP:Iteration 11Q (5780.830000 sec): 3 clusters Score: Raw -16935490.584658 + Penalty 5736.167365 = -16929754.417294 nChanged 535 SP:Iteration 12Q (5781.250000 sec): 3 clusters Score: Raw -16935942.521999 + Penalty 5736.167365 = -16930206.354634 nChanged 268 SP:Iteration 13Q (5781.680000 sec): 3 clusters Score: Raw -16936156.213528 + Penalty 5736.167365 = -16930420.046164 nChanged 164 SP:Iteration 14Q (5782.100000 sec): 3 clusters Score: Raw -16936309.881088 + Penalty 5736.167365 = -16930573.713723 nChanged 118 SP:Iteration 15Q (5782.510000 sec): 3 clusters Score: Raw -16936393.137264 + Penalty 5736.167365 = -16930656.969899 nChanged 72 SP:Iteration 16Q (5782.910000 sec): 3 clusters Score: Raw -16936431.835849 + Penalty 5736.167365 = -16930695.668484 nChanged 43 SP:Iteration 17Q (5783.320000 sec): 3 clusters Score: Raw -16936457.461159 + Penalty 5736.167365 = -16930721.293794 nChanged 29 SP:Iteration 18Q (5783.720000 sec): 3 clusters Score: Raw -16936473.937854 + Penalty 5736.167365 = -16930737.770490 nChanged 28 SP:Iteration 19Q (5784.130000 sec): 3 clusters Score: Raw -16936489.014506 + Penalty 5736.167365 = -16930752.847141 nChanged 24 SP:Iteration 20F (5784.700000 sec): 3 clusters Score: Raw -16936500.815653 + Penalty 5736.167365 = -16930764.648289 nChanged 13 SP:Iteration 21Q (5785.100000 sec): 3 clusters Score: Raw -16936506.228704 + Penalty 5736.167365 = -16930770.061339 nChanged 12 SP:Iteration 22Q (5785.500000 sec): 3 clusters Score: Raw -16936512.378213 + Penalty 5736.167365 = -16930776.210848 nChanged 10 SP:Iteration 23Q (5785.900000 sec): 3 clusters Score: Raw -16936518.572374 + Penalty 5736.167365 = -16930782.405009 nChanged 11 SP:Iteration 24Q (5786.310000 sec): 3 clusters Score: Raw -16936524.217426 + Penalty 5736.167365 = -16930788.050061 nChanged 8 SP:Iteration 25Q (5786.710000 sec): 3 clusters Score: Raw -16936528.817630 + Penalty 5736.167365 = -16930792.650266 nChanged 9 SP:Iteration 26Q (5787.110000 sec): 3 clusters Score: Raw -16936533.535811 + Penalty 5736.167365 = -16930797.368446 nChanged 8 SP:Iteration 27Q (5787.520000 sec): 3 clusters Score: Raw -16936538.178225 + Penalty 5736.167365 = -16930802.010860 nChanged 10 SP:Iteration 28Q (5787.920000 sec): 3 clusters Score: Raw -16936542.693647 + Penalty 5736.167365 = -16930806.526282 nChanged 7 SP:Iteration 29Q (5788.320000 sec): 3 clusters Score: Raw -16936545.540399 + Penalty 5736.167365 = -16930809.373034 nChanged 4 SP:Iteration 30Q (5788.720000 sec): 3 clusters Score: Raw -16936547.833025 + Penalty 5736.167365 = -16930811.665661 nChanged 5 SP:Iteration 31Q (5789.130000 sec): 3 clusters Score: Raw -16936551.975858 + Penalty 5736.167365 = -16930815.808493 nChanged 8 SP:Iteration 32Q (5789.540000 sec): 3 clusters Score: Raw -16936556.549690 + Penalty 5736.167365 = -16930820.382326 nChanged 8 SP:Iteration 33Q (5789.950000 sec): 3 clusters Score: Raw -16936559.604164 + Penalty 5736.167365 = -16930823.436799 nChanged 5 SP:Iteration 34Q (5790.350000 sec): 3 clusters Score: Raw -16936563.227776 + Penalty 5736.167365 = -16930827.060412 nChanged 8 SP:Iteration 35Q (5790.750000 sec): 3 clusters Score: Raw -16936565.919985 + Penalty 5736.167365 = -16930829.752620 nChanged 8 SP:Iteration 36Q (5791.160000 sec): 3 clusters Score: Raw -16936570.252708 + Penalty 5736.167365 = -16930834.085343 nChanged 8 SP:Iteration 37Q (5791.570000 sec): 3 clusters Score: Raw -16936573.369306 + Penalty 5736.167365 = -16930837.201942 nChanged 7 SP:Iteration 38Q (5791.980000 sec): 3 clusters Score: Raw -16936577.419760 + Penalty 5736.167365 = -16930841.252395 nChanged 6 SP:Iteration 39Q (5792.390000 sec): 3 clusters Score: Raw -16936580.748852 + Penalty 5736.167365 = -16930844.581488 nChanged 5 SP:Iteration 40F (5792.960000 sec): 3 clusters Score: Raw -16936583.143119 + Penalty 5736.167365 = -16930846.975755 nChanged 3 SP:Iteration 41Q (5793.360000 sec): 3 clusters Score: Raw -16936584.200930 + Penalty 5736.167365 = -16930848.033565 nChanged 1 SP:Iteration 42Q (5793.760000 sec): 3 clusters Score: Raw -16936584.592857 + Penalty 5736.167365 = -16930848.425492 nChanged 0 SP:Iteration 43F (5794.290000 sec): 3 clusters Score: Raw -16936584.592857 + Penalty 5736.167365 = -16930848.425492 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 27 (9764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5794.370000 sec): 2 clusters Score: Raw -1506494.875949 + Penalty 2278.241443 = -1504216.634506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5794.420000 sec): 3 clusters Score: Raw -1501233.165243 + Penalty 4556.482886 = -1496676.682357 nChanged 4129 SP:Iteration 1F (5794.470000 sec): 3 clusters Score: Raw -1503543.608486 + Penalty 4556.482886 = -1498987.125600 nChanged 658 SP:Iteration 2F (5794.520000 sec): 3 clusters Score: Raw -1503875.017332 + Penalty 4556.482886 = -1499318.534446 nChanged 509 SP:Iteration 3F (5794.560000 sec): 3 clusters Score: Raw -1504119.062457 + Penalty 4556.482886 = -1499562.579571 nChanged 435 SP:Iteration 4Q (5794.610000 sec): 3 clusters Score: Raw -1504355.088529 + Penalty 4556.482886 = -1499798.605643 nChanged 425 SP:Iteration 5Q (5794.660000 sec): 3 clusters Score: Raw -1504627.008087 + Penalty 4556.482886 = -1500070.525201 nChanged 447 SP:Iteration 6Q (5794.710000 sec): 3 clusters Score: Raw -1504959.903844 + Penalty 4556.482886 = -1500403.420958 nChanged 510 SP:Iteration 7F (5794.760000 sec): 3 clusters Score: Raw -1505387.016824 + Penalty 4556.482886 = -1500830.533938 nChanged 511 SP:Iteration 8F (5794.800000 sec): 3 clusters Score: Raw -1505936.404584 + Penalty 4556.482886 = -1501379.921698 nChanged 543 SP:Iteration 9F (5794.850000 sec): 3 clusters Score: Raw -1506604.555261 + Penalty 4556.482886 = -1502048.072375 nChanged 482 SP:Iteration 10Q (5794.900000 sec): 3 clusters Score: Raw -1507183.959052 + Penalty 4556.482886 = -1502627.476166 nChanged 390 SP:Iteration 11Q (5794.940000 sec): 3 clusters Score: Raw -1507579.821440 + Penalty 4556.482886 = -1503023.338554 nChanged 320 SP:Iteration 12Q (5794.990000 sec): 3 clusters Score: Raw -1507830.517105 + Penalty 4556.482886 = -1503274.034219 nChanged 231 SP:Iteration 13Q (5795.030000 sec): 3 clusters Score: Raw -1507979.544287 + Penalty 4556.482886 = -1503423.061401 nChanged 159 SP:Iteration 14Q (5795.070000 sec): 3 clusters Score: Raw -1508059.808166 + Penalty 4556.482886 = -1503503.325280 nChanged 104 SP:Iteration 15Q (5795.110000 sec): 3 clusters Score: Raw -1508107.183120 + Penalty 4556.482886 = -1503550.700233 nChanged 75 SP:Iteration 16Q (5795.150000 sec): 3 clusters Score: Raw -1508136.054853 + Penalty 4556.482886 = -1503579.571967 nChanged 64 SP:Iteration 17Q (5795.190000 sec): 3 clusters Score: Raw -1508164.139364 + Penalty 4556.482886 = -1503607.656478 nChanged 60 SP:Iteration 18Q (5795.230000 sec): 3 clusters Score: Raw -1508190.146481 + Penalty 4556.482886 = -1503633.663595 nChanged 60 SP:Iteration 19Q (5795.270000 sec): 3 clusters Score: Raw -1508218.337843 + Penalty 4556.482886 = -1503661.854957 nChanged 52 SP:Iteration 20F (5795.320000 sec): 3 clusters Score: Raw -1508239.682827 + Penalty 4556.482886 = -1503683.199941 nChanged 48 SP:Iteration 21Q (5795.360000 sec): 3 clusters Score: Raw -1508261.487441 + Penalty 4556.482886 = -1503705.004555 nChanged 51 SP:Iteration 22Q (5795.400000 sec): 3 clusters Score: Raw -1508287.637866 + Penalty 4556.482886 = -1503731.154980 nChanged 51 SP:Iteration 23Q (5795.440000 sec): 3 clusters Score: Raw -1508308.852345 + Penalty 4556.482886 = -1503752.369459 nChanged 32 SP:Iteration 24Q (5795.480000 sec): 3 clusters Score: Raw -1508318.584647 + Penalty 4556.482886 = -1503762.101761 nChanged 24 SP:Iteration 25Q (5795.520000 sec): 3 clusters Score: Raw -1508329.106785 + Penalty 4556.482886 = -1503772.623899 nChanged 29 SP:Iteration 26Q (5795.560000 sec): 3 clusters Score: Raw -1508338.227504 + Penalty 4556.482886 = -1503781.744618 nChanged 19 SP:Iteration 27Q (5795.600000 sec): 3 clusters Score: Raw -1508343.804412 + Penalty 4556.482886 = -1503787.321526 nChanged 20 SP:Iteration 28Q (5795.640000 sec): 3 clusters Score: Raw -1508350.430618 + Penalty 4556.482886 = -1503793.947732 nChanged 17 SP:Iteration 29Q (5795.680000 sec): 3 clusters Score: Raw -1508355.757393 + Penalty 4556.482886 = -1503799.274507 nChanged 21 SP:Iteration 30Q (5795.720000 sec): 3 clusters Score: Raw -1508362.262822 + Penalty 4556.482886 = -1503805.779936 nChanged 26 SP:Iteration 31Q (5795.760000 sec): 3 clusters Score: Raw -1508371.278182 + Penalty 4556.482886 = -1503814.795296 nChanged 28 SP:Iteration 32Q (5795.800000 sec): 3 clusters Score: Raw -1508378.680385 + Penalty 4556.482886 = -1503822.197499 nChanged 21 SP:Iteration 33Q (5795.840000 sec): 3 clusters Score: Raw -1508384.556010 + Penalty 4556.482886 = -1503828.073123 nChanged 20 SP:Iteration 34Q (5795.870000 sec): 3 clusters Score: Raw -1508389.870118 + Penalty 4556.482886 = -1503833.387232 nChanged 14 SP:Iteration 35Q (5795.910000 sec): 3 clusters Score: Raw -1508393.322045 + Penalty 4556.482886 = -1503836.839159 nChanged 9 SP:Iteration 36Q (5795.950000 sec): 3 clusters Score: Raw -1508396.069324 + Penalty 4556.482886 = -1503839.586438 nChanged 6 SP:Iteration 37Q (5795.990000 sec): 3 clusters Score: Raw -1508397.287384 + Penalty 4556.482886 = -1503840.804498 nChanged 5 SP:Iteration 38Q (5796.030000 sec): 3 clusters Score: Raw -1508398.161686 + Penalty 4556.482886 = -1503841.678800 nChanged 3 SP:Iteration 39Q (5796.070000 sec): 3 clusters Score: Raw -1508398.770141 + Penalty 4556.482886 = -1503842.287255 nChanged 3 SP:Iteration 40F (5796.120000 sec): 3 clusters Score: Raw -1508399.638195 + Penalty 4556.482886 = -1503843.155309 nChanged 2 SP:Iteration 41Q (5796.160000 sec): 3 clusters Score: Raw -1508399.899951 + Penalty 4556.482886 = -1503843.417065 nChanged 0 SP:Iteration 42F (5796.200000 sec): 3 clusters Score: Raw -1508399.899951 + Penalty 4556.482886 = -1503843.417065 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 28 (15652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5796.270000 sec): 2 clusters Score: Raw -2513026.904236 + Penalty 2395.271788 = -2510631.632449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5796.350000 sec): 3 clusters Score: Raw -2504216.176178 + Penalty 4790.543576 = -2499425.632603 nChanged 6766 SP:Iteration 1F (5796.430000 sec): 3 clusters Score: Raw -2507810.346538 + Penalty 4790.543576 = -2503019.802962 nChanged 978 SP:Iteration 2F (5796.500000 sec): 3 clusters Score: Raw -2508286.844592 + Penalty 4790.543576 = -2503496.301017 nChanged 881 SP:Iteration 3F (5796.580000 sec): 3 clusters Score: Raw -2508765.399694 + Penalty 4790.543576 = -2503974.856119 nChanged 904 SP:Iteration 4F (5796.660000 sec): 3 clusters Score: Raw -2509295.821022 + Penalty 4790.543576 = -2504505.277446 nChanged 895 SP:Iteration 5F (5796.740000 sec): 3 clusters Score: Raw -2509842.871568 + Penalty 4790.543576 = -2505052.327992 nChanged 872 SP:Iteration 6F (5796.820000 sec): 3 clusters Score: Raw -2510421.363302 + Penalty 4790.543576 = -2505630.819726 nChanged 885 SP:Iteration 7F (5796.890000 sec): 3 clusters Score: Raw -2511082.973464 + Penalty 4790.543576 = -2506292.429888 nChanged 848 SP:Iteration 8F (5796.970000 sec): 3 clusters Score: Raw -2511714.519912 + Penalty 4790.543576 = -2506923.976336 nChanged 734 SP:Iteration 9Q (5797.050000 sec): 3 clusters Score: Raw -2512246.928165 + Penalty 4790.543576 = -2507456.384589 nChanged 608 SP:Iteration 10Q (5797.120000 sec): 3 clusters Score: Raw -2512747.990397 + Penalty 4790.543576 = -2507957.446822 nChanged 518 SP:Iteration 11Q (5797.200000 sec): 3 clusters Score: Raw -2513237.774122 + Penalty 4790.543576 = -2508447.230546 nChanged 420 SP:Iteration 12Q (5797.280000 sec): 3 clusters Score: Raw -2513596.107607 + Penalty 4790.543576 = -2508805.564031 nChanged 352 SP:Iteration 13Q (5797.350000 sec): 3 clusters Score: Raw -2513810.541345 + Penalty 4790.543576 = -2509019.997769 nChanged 218 SP:Iteration 14Q (5797.420000 sec): 3 clusters Score: Raw -2513910.956459 + Penalty 4790.543576 = -2509120.412883 nChanged 138 SP:Iteration 15Q (5797.480000 sec): 3 clusters Score: Raw -2513959.984261 + Penalty 4790.543576 = -2509169.440685 nChanged 105 SP:Iteration 16Q (5797.550000 sec): 3 clusters Score: Raw -2513991.141913 + Penalty 4790.543576 = -2509200.598337 nChanged 93 SP:Iteration 17Q (5797.620000 sec): 3 clusters Score: Raw -2514017.837167 + Penalty 4790.543576 = -2509227.293591 nChanged 69 SP:Iteration 18Q (5797.690000 sec): 3 clusters Score: Raw -2514032.791784 + Penalty 4790.543576 = -2509242.248209 nChanged 45 SP:Iteration 19Q (5797.760000 sec): 3 clusters Score: Raw -2514041.918873 + Penalty 4790.543576 = -2509251.375297 nChanged 33 SP:Iteration 20F (5797.830000 sec): 3 clusters Score: Raw -2514047.839912 + Penalty 4790.543576 = -2509257.296337 nChanged 29 SP:Iteration 21Q (5797.900000 sec): 3 clusters Score: Raw -2514052.411378 + Penalty 4790.543576 = -2509261.867803 nChanged 26 SP:Iteration 22Q (5797.970000 sec): 3 clusters Score: Raw -2514056.827820 + Penalty 4790.543576 = -2509266.284244 nChanged 16 SP:Iteration 23Q (5798.040000 sec): 3 clusters Score: Raw -2514059.571443 + Penalty 4790.543576 = -2509269.027868 nChanged 19 SP:Iteration 24Q (5798.100000 sec): 3 clusters Score: Raw -2514063.949869 + Penalty 4790.543576 = -2509273.406294 nChanged 27 SP:Iteration 25Q (5798.170000 sec): 3 clusters Score: Raw -2514069.277759 + Penalty 4790.543576 = -2509278.734184 nChanged 21 SP:Iteration 26Q (5798.240000 sec): 3 clusters Score: Raw -2514072.441741 + Penalty 4790.543576 = -2509281.898166 nChanged 14 SP:Iteration 27Q (5798.300000 sec): 3 clusters Score: Raw -2514073.743072 + Penalty 4790.543576 = -2509283.199496 nChanged 4 SP:Iteration 28Q (5798.370000 sec): 3 clusters Score: Raw -2514074.077708 + Penalty 4790.543576 = -2509283.534132 nChanged 4 SP:Iteration 29Q (5798.440000 sec): 3 clusters Score: Raw -2514074.574894 + Penalty 4790.543576 = -2509284.031318 nChanged 4 SP:Iteration 30Q (5798.500000 sec): 3 clusters Score: Raw -2514075.251799 + Penalty 4790.543576 = -2509284.708224 nChanged 7 SP:Iteration 31Q (5798.570000 sec): 3 clusters Score: Raw -2514076.019556 + Penalty 4790.543576 = -2509285.475980 nChanged 5 SP:Iteration 32Q (5798.640000 sec): 3 clusters Score: Raw -2514076.558006 + Penalty 4790.543576 = -2509286.014430 nChanged 9 SP:Iteration 33Q (5798.700000 sec): 3 clusters Score: Raw -2514077.755349 + Penalty 4790.543576 = -2509287.211773 nChanged 9 SP:Iteration 34Q (5798.770000 sec): 3 clusters Score: Raw -2514079.218376 + Penalty 4790.543576 = -2509288.674800 nChanged 9 SP:Iteration 35Q (5798.840000 sec): 3 clusters Score: Raw -2514080.615813 + Penalty 4790.543576 = -2509290.072237 nChanged 13 SP:Iteration 36Q (5798.900000 sec): 3 clusters Score: Raw -2514082.333070 + Penalty 4790.543576 = -2509291.789495 nChanged 6 SP:Iteration 37Q (5798.970000 sec): 3 clusters Score: Raw -2514083.258568 + Penalty 4790.543576 = -2509292.714993 nChanged 4 SP:Iteration 38Q (5799.040000 sec): 3 clusters Score: Raw -2514083.626444 + Penalty 4790.543576 = -2509293.082868 nChanged 6 SP:Iteration 39Q (5799.100000 sec): 3 clusters Score: Raw -2514084.502357 + Penalty 4790.543576 = -2509293.958781 nChanged 4 SP:Iteration 40F (5799.180000 sec): 3 clusters Score: Raw -2514084.941400 + Penalty 4790.543576 = -2509294.397824 nChanged 3 SP:Iteration 41Q (5799.240000 sec): 3 clusters Score: Raw -2514085.335831 + Penalty 4790.543576 = -2509294.792256 nChanged 2 SP:Iteration 42Q (5799.310000 sec): 3 clusters Score: Raw -2514085.422923 + Penalty 4790.543576 = -2509294.879347 nChanged 2 SP:Iteration 43Q (5799.380000 sec): 3 clusters Score: Raw -2514085.619276 + Penalty 4790.543576 = -2509295.075700 nChanged 2 SP:Iteration 44Q (5799.440000 sec): 3 clusters Score: Raw -2514085.724357 + Penalty 4790.543576 = -2509295.180781 nChanged 4 SP:Iteration 45Q (5799.510000 sec): 3 clusters Score: Raw -2514086.246956 + Penalty 4790.543576 = -2509295.703381 nChanged 8 SP:Iteration 46Q (5799.580000 sec): 3 clusters Score: Raw -2514087.111565 + Penalty 4790.543576 = -2509296.567989 nChanged 6 SP:Iteration 47Q (5799.640000 sec): 3 clusters Score: Raw -2514087.880435 + Penalty 4790.543576 = -2509297.336859 nChanged 4 SP:Iteration 48Q (5799.710000 sec): 3 clusters Score: Raw -2514088.784432 + Penalty 4790.543576 = -2509298.240856 nChanged 6 SP:Iteration 49Q (5799.780000 sec): 3 clusters Score: Raw -2514089.932583 + Penalty 4790.543576 = -2509299.389007 nChanged 6 SP:Iteration 50Q (5799.840000 sec): 3 clusters Score: Raw -2514090.969132 + Penalty 4790.543576 = -2509300.425556 nChanged 8 SP:Iteration 51Q (5799.910000 sec): 3 clusters Score: Raw -2514092.176836 + Penalty 4790.543576 = -2509301.633260 nChanged 7 SP:Iteration 52Q (5799.980000 sec): 3 clusters Score: Raw -2514093.318898 + Penalty 4790.543576 = -2509302.775323 nChanged 4 SP:Iteration 53Q (5800.040000 sec): 3 clusters Score: Raw -2514093.835435 + Penalty 4790.543576 = -2509303.291859 nChanged 1 SP:Iteration 54Q (5800.110000 sec): 3 clusters Score: Raw -2514093.981470 + Penalty 4790.543576 = -2509303.437895 nChanged 0 SP:Iteration 55F (5800.180000 sec): 3 clusters Score: Raw -2514093.981470 + Penalty 4790.543576 = -2509303.437895 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 29 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5800.200000 sec): 2 clusters Score: Raw -46341.919399 + Penalty 1426.638014 = -44915.281384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5800.200000 sec): 3 clusters Score: Raw -46491.042366 + Penalty 2853.276029 = -43637.766337 nChanged 46 SP:Iteration 1F (5800.200000 sec): 3 clusters Score: Raw -46659.152033 + Penalty 2853.276029 = -43805.876004 nChanged 18 SP:Iteration 2F (5800.200000 sec): 3 clusters Score: Raw -46753.576293 + Penalty 2853.276029 = -43900.300264 nChanged 15 SP:Iteration 3Q (5800.200000 sec): 3 clusters Score: Raw -46826.019563 + Penalty 2853.276029 = -43972.743534 nChanged 9 SP:Iteration 4Q (5800.200000 sec): 3 clusters Score: Raw -46871.003220 + Penalty 2853.276029 = -44017.727191 nChanged 9 SP:Iteration 5Q (5800.200000 sec): 3 clusters Score: Raw -46926.121044 + Penalty 2853.276029 = -44072.845016 nChanged 6 SP:Iteration 6Q (5800.210000 sec): 3 clusters Score: Raw -46945.809276 + Penalty 2853.276029 = -44092.533247 nChanged 1 SP:Iteration 7Q (5800.210000 sec): 3 clusters Score: Raw -46946.845571 + Penalty 2853.276029 = -44093.569542 nChanged 0 SP:Iteration 8F (5800.210000 sec): 3 clusters Score: Raw -46946.845571 + Penalty 2853.276029 = -44093.569542 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 30 (4224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5800.230000 sec): 2 clusters Score: Raw -676657.411878 + Penalty 2070.437381 = -674586.974498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5800.250000 sec): 3 clusters Score: Raw -674688.334666 + Penalty 4140.874761 = -670547.459904 nChanged 1557 SP:Iteration 1F (5800.280000 sec): 3 clusters Score: Raw -675549.193686 + Penalty 4140.874761 = -671408.318924 nChanged 317 SP:Iteration 2F (5800.300000 sec): 3 clusters Score: Raw -675751.159110 + Penalty 4140.874761 = -671610.284348 nChanged 211 SP:Iteration 3Q (5800.320000 sec): 3 clusters Score: Raw -675877.104125 + Penalty 4140.874761 = -671736.229364 nChanged 165 SP:Iteration 4Q (5800.340000 sec): 3 clusters Score: Raw -675974.477419 + Penalty 4140.874761 = -671833.602658 nChanged 147 SP:Iteration 5Q (5800.360000 sec): 3 clusters Score: Raw -676055.173290 + Penalty 4140.874761 = -671914.298529 nChanged 103 SP:Iteration 6Q (5800.380000 sec): 3 clusters Score: Raw -676104.181510 + Penalty 4140.874761 = -671963.306749 nChanged 84 SP:Iteration 7Q (5800.400000 sec): 3 clusters Score: Raw -676142.571653 + Penalty 4140.874761 = -672001.696892 nChanged 68 SP:Iteration 8Q (5800.420000 sec): 3 clusters Score: Raw -676171.647401 + Penalty 4140.874761 = -672030.772640 nChanged 53 SP:Iteration 9Q (5800.440000 sec): 3 clusters Score: Raw -676192.565963 + Penalty 4140.874761 = -672051.691201 nChanged 47 SP:Iteration 10Q (5800.460000 sec): 3 clusters Score: Raw -676208.767063 + Penalty 4140.874761 = -672067.892302 nChanged 38 SP:Iteration 11Q (5800.480000 sec): 3 clusters Score: Raw -676221.579450 + Penalty 4140.874761 = -672080.704688 nChanged 37 SP:Iteration 12Q (5800.500000 sec): 3 clusters Score: Raw -676239.409533 + Penalty 4140.874761 = -672098.534772 nChanged 50 SP:Iteration 13Q (5800.520000 sec): 3 clusters Score: Raw -676264.452322 + Penalty 4140.874761 = -672123.577560 nChanged 55 SP:Iteration 14Q (5800.550000 sec): 3 clusters Score: Raw -676295.286314 + Penalty 4140.874761 = -672154.411552 nChanged 76 SP:Iteration 15Q (5800.570000 sec): 3 clusters Score: Raw -676332.134099 + Penalty 4140.874761 = -672191.259338 nChanged 67 SP:Iteration 16Q (5800.590000 sec): 3 clusters Score: Raw -676369.275551 + Penalty 4140.874761 = -672228.400789 nChanged 70 SP:Iteration 17Q (5800.610000 sec): 3 clusters Score: Raw -676406.281958 + Penalty 4140.874761 = -672265.407196 nChanged 71 SP:Iteration 18Q (5800.630000 sec): 3 clusters Score: Raw -676445.668539 + Penalty 4140.874761 = -672304.793777 nChanged 85 SP:Iteration 19Q (5800.650000 sec): 3 clusters Score: Raw -676487.322748 + Penalty 4140.874761 = -672346.447986 nChanged 57 SP:Iteration 20F (5800.670000 sec): 3 clusters Score: Raw -676513.415441 + Penalty 4140.874761 = -672372.540680 nChanged 61 SP:Iteration 21Q (5800.690000 sec): 3 clusters Score: Raw -676539.289637 + Penalty 4140.874761 = -672398.414876 nChanged 53 SP:Iteration 22Q (5800.710000 sec): 3 clusters Score: Raw -676558.890437 + Penalty 4140.874761 = -672418.015676 nChanged 38 SP:Iteration 23Q (5800.730000 sec): 3 clusters Score: Raw -676573.905034 + Penalty 4140.874761 = -672433.030272 nChanged 34 SP:Iteration 24Q (5800.760000 sec): 3 clusters Score: Raw -676586.441076 + Penalty 4140.874761 = -672445.566314 nChanged 34 SP:Iteration 25Q (5800.780000 sec): 3 clusters Score: Raw -676596.926630 + Penalty 4140.874761 = -672456.051868 nChanged 31 SP:Iteration 26Q (5800.800000 sec): 3 clusters Score: Raw -676608.717132 + Penalty 4140.874761 = -672467.842371 nChanged 30 SP:Iteration 27Q (5800.820000 sec): 3 clusters Score: Raw -676619.116097 + Penalty 4140.874761 = -672478.241336 nChanged 32 SP:Iteration 28Q (5800.840000 sec): 3 clusters Score: Raw -676631.152077 + Penalty 4140.874761 = -672490.277315 nChanged 28 SP:Iteration 29Q (5800.860000 sec): 3 clusters Score: Raw -676641.786657 + Penalty 4140.874761 = -672500.911896 nChanged 26 SP:Iteration 30Q (5800.880000 sec): 3 clusters Score: Raw -676651.699491 + Penalty 4140.874761 = -672510.824730 nChanged 20 SP:Iteration 31Q (5800.900000 sec): 3 clusters Score: Raw -676661.981763 + Penalty 4140.874761 = -672521.107002 nChanged 25 SP:Iteration 32Q (5800.920000 sec): 3 clusters Score: Raw -676671.169665 + Penalty 4140.874761 = -672530.294904 nChanged 12 SP:Iteration 33Q (5800.940000 sec): 3 clusters Score: Raw -676675.321272 + Penalty 4140.874761 = -672534.446510 nChanged 11 SP:Iteration 34Q (5800.960000 sec): 3 clusters Score: Raw -676680.547975 + Penalty 4140.874761 = -672539.673213 nChanged 13 SP:Iteration 35Q (5800.980000 sec): 3 clusters Score: Raw -676685.180529 + Penalty 4140.874761 = -672544.305767 nChanged 11 SP:Iteration 36Q (5801.000000 sec): 3 clusters Score: Raw -676688.707326 + Penalty 4140.874761 = -672547.832564 nChanged 7 SP:Iteration 37Q (5801.020000 sec): 3 clusters Score: Raw -676691.107570 + Penalty 4140.874761 = -672550.232809 nChanged 6 SP:Iteration 38Q (5801.040000 sec): 3 clusters Score: Raw -676692.818350 + Penalty 4140.874761 = -672551.943588 nChanged 6 SP:Iteration 39Q (5801.060000 sec): 3 clusters Score: Raw -676694.471443 + Penalty 4140.874761 = -672553.596681 nChanged 7 SP:Iteration 40F (5801.090000 sec): 3 clusters Score: Raw -676698.080826 + Penalty 4140.874761 = -672557.206064 nChanged 14 SP:Iteration 41Q (5801.110000 sec): 3 clusters Score: Raw -676703.830059 + Penalty 4140.874761 = -672562.955297 nChanged 15 SP:Iteration 42Q (5801.130000 sec): 3 clusters Score: Raw -676708.986725 + Penalty 4140.874761 = -672568.111963 nChanged 14 SP:Iteration 43Q (5801.150000 sec): 3 clusters Score: Raw -676713.990262 + Penalty 4140.874761 = -672573.115500 nChanged 12 SP:Iteration 44Q (5801.170000 sec): 3 clusters Score: Raw -676718.845418 + Penalty 4140.874761 = -672577.970657 nChanged 19 SP:Iteration 45Q (5801.190000 sec): 3 clusters Score: Raw -676726.108917 + Penalty 4140.874761 = -672585.234156 nChanged 11 SP:Iteration 46Q (5801.210000 sec): 3 clusters Score: Raw -676729.326391 + Penalty 4140.874761 = -672588.451630 nChanged 5 SP:Iteration 47Q (5801.230000 sec): 3 clusters Score: Raw -676730.840338 + Penalty 4140.874761 = -672589.965577 nChanged 4 SP:Iteration 48Q (5801.250000 sec): 3 clusters Score: Raw -676732.334521 + Penalty 4140.874761 = -672591.459760 nChanged 4 SP:Iteration 49Q (5801.270000 sec): 3 clusters Score: Raw -676734.014702 + Penalty 4140.874761 = -672593.139940 nChanged 5 SP:Iteration 50Q (5801.290000 sec): 3 clusters Score: Raw -676736.027799 + Penalty 4140.874761 = -672595.153038 nChanged 8 SP:Iteration 51Q (5801.320000 sec): 3 clusters Score: Raw -676739.444367 + Penalty 4140.874761 = -672598.569606 nChanged 8 SP:Iteration 52Q (5801.340000 sec): 3 clusters Score: Raw -676742.423106 + Penalty 4140.874761 = -672601.548344 nChanged 8 SP:Iteration 53Q (5801.360000 sec): 3 clusters Score: Raw -676745.555755 + Penalty 4140.874761 = -672604.680993 nChanged 6 SP:Iteration 54Q (5801.380000 sec): 3 clusters Score: Raw -676747.734241 + Penalty 4140.874761 = -672606.859480 nChanged 10 SP:Iteration 55Q (5801.400000 sec): 3 clusters Score: Raw -676751.465952 + Penalty 4140.874761 = -672610.591191 nChanged 9 SP:Iteration 56Q (5801.420000 sec): 3 clusters Score: Raw -676754.509968 + Penalty 4140.874761 = -672613.635207 nChanged 8 SP:Iteration 57Q (5801.440000 sec): 3 clusters Score: Raw -676758.478136 + Penalty 4140.874761 = -672617.603374 nChanged 11 SP:Iteration 58Q (5801.460000 sec): 3 clusters Score: Raw -676764.021479 + Penalty 4140.874761 = -672623.146718 nChanged 14 SP:Iteration 59Q (5801.480000 sec): 3 clusters Score: Raw -676770.719004 + Penalty 4140.874761 = -672629.844243 nChanged 21 SP:Iteration 60F (5801.500000 sec): 3 clusters Score: Raw -676779.669885 + Penalty 4140.874761 = -672638.795123 nChanged 28 SP:Iteration 61Q (5801.520000 sec): 3 clusters Score: Raw -676791.212904 + Penalty 4140.874761 = -672650.338143 nChanged 21 SP:Iteration 62Q (5801.540000 sec): 3 clusters Score: Raw -676798.931509 + Penalty 4140.874761 = -672658.056748 nChanged 18 SP:Iteration 63Q (5801.560000 sec): 3 clusters Score: Raw -676806.229043 + Penalty 4140.874761 = -672665.354282 nChanged 20 SP:Iteration 64Q (5801.580000 sec): 3 clusters Score: Raw -676814.512512 + Penalty 4140.874761 = -672673.637750 nChanged 23 SP:Iteration 65Q (5801.600000 sec): 3 clusters Score: Raw -676824.606851 + Penalty 4140.874761 = -672683.732089 nChanged 13 SP:Iteration 66Q (5801.620000 sec): 3 clusters Score: Raw -676830.290102 + Penalty 4140.874761 = -672689.415340 nChanged 14 SP:Iteration 67Q (5801.640000 sec): 3 clusters Score: Raw -676836.027378 + Penalty 4140.874761 = -672695.152617 nChanged 13 SP:Iteration 68Q (5801.660000 sec): 3 clusters Score: Raw -676842.399752 + Penalty 4140.874761 = -672701.524990 nChanged 16 SP:Iteration 69Q (5801.680000 sec): 3 clusters Score: Raw -676851.158759 + Penalty 4140.874761 = -672710.283998 nChanged 15 SP:Iteration 70Q (5801.700000 sec): 3 clusters Score: Raw -676858.610601 + Penalty 4140.874761 = -672717.735840 nChanged 18 SP:Iteration 71Q (5801.720000 sec): 3 clusters Score: Raw -676866.474827 + Penalty 4140.874761 = -672725.600066 nChanged 18 SP:Iteration 72Q (5801.750000 sec): 3 clusters Score: Raw -676876.177621 + Penalty 4140.874761 = -672735.302860 nChanged 19 SP:Iteration 73Q (5801.770000 sec): 3 clusters Score: Raw -676884.846523 + Penalty 4140.874761 = -672743.971762 nChanged 14 SP:Iteration 74Q (5801.790000 sec): 3 clusters Score: Raw -676891.166645 + Penalty 4140.874761 = -672750.291883 nChanged 14 SP:Iteration 75Q (5801.810000 sec): 3 clusters Score: Raw -676899.218113 + Penalty 4140.874761 = -672758.343351 nChanged 12 SP:Iteration 76Q (5801.830000 sec): 3 clusters Score: Raw -676905.608842 + Penalty 4140.874761 = -672764.734081 nChanged 16 SP:Iteration 77Q (5801.850000 sec): 3 clusters Score: Raw -676912.261009 + Penalty 4140.874761 = -672771.386248 nChanged 12 SP:Iteration 78Q (5801.870000 sec): 3 clusters Score: Raw -676919.815808 + Penalty 4140.874761 = -672778.941047 nChanged 18 SP:Iteration 79Q (5801.890000 sec): 3 clusters Score: Raw -676929.611328 + Penalty 4140.874761 = -672788.736566 nChanged 13 SP:Iteration 80F (5801.910000 sec): 3 clusters Score: Raw -676937.747748 + Penalty 4140.874761 = -672796.872986 nChanged 10 SP:Iteration 81Q (5801.930000 sec): 3 clusters Score: Raw -676942.411123 + Penalty 4140.874761 = -672801.536362 nChanged 7 SP:Iteration 82Q (5801.950000 sec): 3 clusters Score: Raw -676945.167006 + Penalty 4140.874761 = -672804.292245 nChanged 7 SP:Iteration 83Q (5801.970000 sec): 3 clusters Score: Raw -676948.245778 + Penalty 4140.874761 = -672807.371017 nChanged 5 SP:Iteration 84Q (5802.000000 sec): 3 clusters Score: Raw -676952.099088 + Penalty 4140.874761 = -672811.224327 nChanged 9 SP:Iteration 85Q (5802.020000 sec): 3 clusters Score: Raw -676956.836251 + Penalty 4140.874761 = -672815.961490 nChanged 5 SP:Iteration 86Q (5802.040000 sec): 3 clusters Score: Raw -676960.158170 + Penalty 4140.874761 = -672819.283409 nChanged 7 SP:Iteration 87Q (5802.060000 sec): 3 clusters Score: Raw -676963.250098 + Penalty 4140.874761 = -672822.375336 nChanged 5 SP:Iteration 88Q (5802.080000 sec): 3 clusters Score: Raw -676966.446755 + Penalty 4140.874761 = -672825.571993 nChanged 9 SP:Iteration 89Q (5802.100000 sec): 3 clusters Score: Raw -676970.346123 + Penalty 4140.874761 = -672829.471362 nChanged 6 SP:Iteration 90Q (5802.120000 sec): 3 clusters Score: Raw -676972.677572 + Penalty 4140.874761 = -672831.802811 nChanged 7 SP:Iteration 91Q (5802.140000 sec): 3 clusters Score: Raw -676975.745937 + Penalty 4140.874761 = -672834.871175 nChanged 5 SP:Iteration 92Q (5802.160000 sec): 3 clusters Score: Raw -676977.889558 + Penalty 4140.874761 = -672837.014796 nChanged 8 SP:Iteration 93Q (5802.180000 sec): 3 clusters Score: Raw -676981.511383 + Penalty 4140.874761 = -672840.636622 nChanged 8 SP:Iteration 94Q (5802.200000 sec): 3 clusters Score: Raw -676985.770044 + Penalty 4140.874761 = -672844.895282 nChanged 8 SP:Iteration 95Q (5802.220000 sec): 3 clusters Score: Raw -676989.194598 + Penalty 4140.874761 = -672848.319837 nChanged 8 SP:Iteration 96Q (5802.240000 sec): 3 clusters Score: Raw -676992.594957 + Penalty 4140.874761 = -672851.720196 nChanged 11 SP:Iteration 97Q (5802.260000 sec): 3 clusters Score: Raw -676998.165880 + Penalty 4140.874761 = -672857.291119 nChanged 8 SP:Iteration 98Q (5802.280000 sec): 3 clusters Score: Raw -677001.236529 + Penalty 4140.874761 = -672860.361768 nChanged 5 SP:Iteration 99Q (5802.300000 sec): 3 clusters Score: Raw -677002.926966 + Penalty 4140.874761 = -672862.052204 nChanged 1 SP:Iteration 100F (5802.320000 sec): 3 clusters Score: Raw -677003.187639 + Penalty 4140.874761 = -672862.312878 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 31 (1892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5802.340000 sec): 2 clusters Score: Raw -265970.488384 + Penalty 1871.256658 = -264099.231726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5802.340000 sec): 3 clusters Score: Raw -265268.480301 + Penalty 3742.513316 = -261525.966985 nChanged 650 SP:Iteration 1F (5802.350000 sec): 3 clusters Score: Raw -265862.327989 + Penalty 3742.513316 = -262119.814673 nChanged 167 SP:Iteration 2F (5802.360000 sec): 3 clusters Score: Raw -266063.086394 + Penalty 3742.513316 = -262320.573079 nChanged 96 SP:Iteration 3F (5802.370000 sec): 3 clusters Score: Raw -266181.185577 + Penalty 3742.513316 = -262438.672261 nChanged 78 SP:Iteration 4Q (5802.380000 sec): 3 clusters Score: Raw -266299.673233 + Penalty 3742.513316 = -262557.159917 nChanged 74 SP:Iteration 5Q (5802.390000 sec): 3 clusters Score: Raw -266397.346388 + Penalty 3742.513316 = -262654.833072 nChanged 60 SP:Iteration 6Q (5802.400000 sec): 3 clusters Score: Raw -266458.095132 + Penalty 3742.513316 = -262715.581816 nChanged 38 SP:Iteration 7Q (5802.410000 sec): 3 clusters Score: Raw -266497.622828 + Penalty 3742.513316 = -262755.109512 nChanged 38 SP:Iteration 8Q (5802.420000 sec): 3 clusters Score: Raw -266534.503221 + Penalty 3742.513316 = -262791.989905 nChanged 29 SP:Iteration 9Q (5802.430000 sec): 3 clusters Score: Raw -266567.626302 + Penalty 3742.513316 = -262825.112986 nChanged 34 SP:Iteration 10Q (5802.440000 sec): 3 clusters Score: Raw -266596.217296 + Penalty 3742.513316 = -262853.703980 nChanged 24 SP:Iteration 11Q (5802.440000 sec): 3 clusters Score: Raw -266615.293461 + Penalty 3742.513316 = -262872.780145 nChanged 24 SP:Iteration 12Q (5802.450000 sec): 3 clusters Score: Raw -266637.784975 + Penalty 3742.513316 = -262895.271659 nChanged 15 SP:Iteration 13Q (5802.460000 sec): 3 clusters Score: Raw -266654.226698 + Penalty 3742.513316 = -262911.713383 nChanged 14 SP:Iteration 14Q (5802.470000 sec): 3 clusters Score: Raw -266664.170547 + Penalty 3742.513316 = -262921.657231 nChanged 7 SP:Iteration 15Q (5802.480000 sec): 3 clusters Score: Raw -266667.698203 + Penalty 3742.513316 = -262925.184887 nChanged 7 SP:Iteration 16Q (5802.490000 sec): 3 clusters Score: Raw -266671.951434 + Penalty 3742.513316 = -262929.438118 nChanged 5 SP:Iteration 17Q (5802.500000 sec): 3 clusters Score: Raw -266674.532650 + Penalty 3742.513316 = -262932.019334 nChanged 3 SP:Iteration 18Q (5802.500000 sec): 3 clusters Score: Raw -266676.798028 + Penalty 3742.513316 = -262934.284712 nChanged 2 SP:Iteration 19Q (5802.510000 sec): 3 clusters Score: Raw -266677.425605 + Penalty 3742.513316 = -262934.912289 nChanged 1 SP:Iteration 20F (5802.520000 sec): 3 clusters Score: Raw -266677.605052 + Penalty 3742.513316 = -262935.091736 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 32 (955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5802.530000 sec): 2 clusters Score: Raw -138123.319661 + Penalty 1701.704412 = -136421.615249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5802.540000 sec): 3 clusters Score: Raw -137935.386923 + Penalty 3403.408825 = -134531.978098 nChanged 263 SP:Iteration 1F (5802.540000 sec): 3 clusters Score: Raw -138283.781582 + Penalty 3403.408825 = -134880.372757 nChanged 72 SP:Iteration 2F (5802.540000 sec): 3 clusters Score: Raw -138441.945879 + Penalty 3403.408825 = -135038.537054 nChanged 54 SP:Iteration 3F (5802.550000 sec): 3 clusters Score: Raw -138671.004807 + Penalty 3403.408825 = -135267.595982 nChanged 46 SP:Iteration 4Q (5802.560000 sec): 3 clusters Score: Raw -138877.182838 + Penalty 3403.408825 = -135473.774013 nChanged 33 SP:Iteration 5Q (5802.560000 sec): 3 clusters Score: Raw -138950.151254 + Penalty 3403.408825 = -135546.742429 nChanged 20 SP:Iteration 6Q (5802.560000 sec): 3 clusters Score: Raw -138996.012180 + Penalty 3403.408825 = -135592.603355 nChanged 17 SP:Iteration 7Q (5802.570000 sec): 3 clusters Score: Raw -139027.723177 + Penalty 3403.408825 = -135624.314352 nChanged 15 SP:Iteration 8Q (5802.570000 sec): 3 clusters Score: Raw -139068.702999 + Penalty 3403.408825 = -135665.294174 nChanged 17 SP:Iteration 9Q (5802.580000 sec): 3 clusters Score: Raw -139104.092807 + Penalty 3403.408825 = -135700.683982 nChanged 15 SP:Iteration 10Q (5802.580000 sec): 3 clusters Score: Raw -139130.440745 + Penalty 3403.408825 = -135727.031920 nChanged 14 SP:Iteration 11Q (5802.580000 sec): 3 clusters Score: Raw -139161.739391 + Penalty 3403.408825 = -135758.330566 nChanged 23 SP:Iteration 12Q (5802.590000 sec): 3 clusters Score: Raw -139243.389437 + Penalty 3403.408825 = -135839.980612 nChanged 29 SP:Iteration 13Q (5802.590000 sec): 3 clusters Score: Raw -139360.425545 + Penalty 3403.408825 = -135957.016720 nChanged 34 SP:Iteration 14Q (5802.600000 sec): 3 clusters Score: Raw -139485.859146 + Penalty 3403.408825 = -136082.450321 nChanged 28 SP:Iteration 15Q (5802.600000 sec): 3 clusters Score: Raw -139571.704056 + Penalty 3403.408825 = -136168.295231 nChanged 22 SP:Iteration 16Q (5802.600000 sec): 3 clusters Score: Raw -139670.215296 + Penalty 3403.408825 = -136266.806471 nChanged 19 SP:Iteration 17Q (5802.610000 sec): 3 clusters Score: Raw -139790.462875 + Penalty 3403.408825 = -136387.054051 nChanged 18 SP:Iteration 18Q (5802.610000 sec): 3 clusters Score: Raw -139957.637157 + Penalty 3403.408825 = -136554.228332 nChanged 9 SP:Iteration 19Q (5802.610000 sec): 3 clusters Score: Raw -140172.025573 + Penalty 3403.408825 = -136768.616748 nChanged 7 SP:Iteration 20F (5802.620000 sec): 3 clusters Score: Raw -140214.521736 + Penalty 3403.408825 = -136811.112911 nChanged 8 SP:Iteration 21Q (5802.620000 sec): 3 clusters Score: Raw -140235.488763 + Penalty 3403.408825 = -136832.079939 nChanged 2 SP:Iteration 22Q (5802.620000 sec): 3 clusters Score: Raw -140238.690378 + Penalty 3403.408825 = -136835.281553 nChanged 3 SP:Iteration 23Q (5802.630000 sec): 3 clusters Score: Raw -140244.414659 + Penalty 3403.408825 = -136841.005834 nChanged 4 SP:Iteration 24Q (5802.630000 sec): 3 clusters Score: Raw -140250.957164 + Penalty 3403.408825 = -136847.548339 nChanged 5 SP:Iteration 25Q (5802.640000 sec): 3 clusters Score: Raw -140259.992846 + Penalty 3403.408825 = -136856.584022 nChanged 3 SP:Iteration 26Q (5802.640000 sec): 3 clusters Score: Raw -140270.155669 + Penalty 3403.408825 = -136866.746844 nChanged 4 SP:Iteration 27Q (5802.640000 sec): 3 clusters Score: Raw -140277.376584 + Penalty 3403.408825 = -136873.967759 nChanged 4 SP:Iteration 28Q (5802.650000 sec): 3 clusters Score: Raw -140288.817375 + Penalty 3403.408825 = -136885.408550 nChanged 6 SP:Iteration 29Q (5802.650000 sec): 3 clusters Score: Raw -140304.786239 + Penalty 3403.408825 = -136901.377414 nChanged 8 SP:Iteration 30Q (5802.650000 sec): 3 clusters Score: Raw -140325.349066 + Penalty 3403.408825 = -136921.940241 nChanged 6 SP:Iteration 31Q (5802.660000 sec): 3 clusters Score: Raw -140336.498441 + Penalty 3403.408825 = -136933.089616 nChanged 7 SP:Iteration 32Q (5802.660000 sec): 3 clusters Score: Raw -140351.280532 + Penalty 3403.408825 = -136947.871707 nChanged 2 SP:Iteration 33Q (5802.660000 sec): 3 clusters Score: Raw -140357.903293 + Penalty 3403.408825 = -136954.494468 nChanged 2 SP:Iteration 34Q (5802.670000 sec): 3 clusters Score: Raw -140362.189169 + Penalty 3403.408825 = -136958.780344 nChanged 0 SP:Iteration 35F (5802.670000 sec): 3 clusters Score: Raw -140362.189169 + Penalty 3403.408825 = -136958.780344 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 51. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 33 (457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5802.680000 sec): 2 clusters Score: Raw -65885.883725 + Penalty 1518.921481 = -64366.962244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5802.690000 sec): 3 clusters Score: Raw -66001.405048 + Penalty 3037.842962 = -62963.562086 nChanged 99 SP:Iteration 1F (5802.690000 sec): 3 clusters Score: Raw -66314.914025 + Penalty 3037.842962 = -63277.071063 nChanged 39 SP:Iteration 2F (5802.690000 sec): 3 clusters Score: Raw -66544.856237 + Penalty 3037.842962 = -63507.013275 nChanged 21 SP:Iteration 3Q (5802.690000 sec): 3 clusters Score: Raw -66700.444085 + Penalty 3037.842962 = -63662.601123 nChanged 26 SP:Iteration 4F (5802.700000 sec): 3 clusters Score: Raw -66886.751600 + Penalty 3037.842962 = -63848.908638 nChanged 21 SP:Iteration 5Q (5802.700000 sec): 3 clusters Score: Raw -67100.103788 + Penalty 3037.842962 = -64062.260826 nChanged 17 SP:Iteration 6Q (5802.700000 sec): 3 clusters Score: Raw -67315.280205 + Penalty 3037.842962 = -64277.437243 nChanged 9 SP:Iteration 7Q (5802.700000 sec): 3 clusters Score: Raw -67520.333623 + Penalty 3037.842962 = -64482.490661 nChanged 9 SP:Iteration 8Q (5802.700000 sec): 3 clusters Score: Raw -67585.090392 + Penalty 3037.842962 = -64547.247430 nChanged 5 SP:Iteration 9Q (5802.700000 sec): 3 clusters Score: Raw -67634.483587 + Penalty 3037.842962 = -64596.640625 nChanged 3 SP:Iteration 10Q (5802.710000 sec): 3 clusters Score: Raw -67644.245252 + Penalty 3037.842962 = -64606.402290 nChanged 1 SP:Iteration 11Q (5802.710000 sec): 3 clusters Score: Raw -67649.355250 + Penalty 3037.842962 = -64611.512288 nChanged 1 SP:Iteration 12Q (5802.710000 sec): 3 clusters Score: Raw -67653.676921 + Penalty 3037.842962 = -64615.833959 nChanged 3 SP:Iteration 13Q (5802.710000 sec): 3 clusters Score: Raw -67664.588018 + Penalty 3037.842962 = -64626.745056 nChanged 2 SP:Iteration 14Q (5802.710000 sec): 3 clusters Score: Raw -67677.117550 + Penalty 3037.842962 = -64639.274588 nChanged 1 SP:Iteration 15Q (5802.720000 sec): 3 clusters Score: Raw -67679.652650 + Penalty 3037.842962 = -64641.809688 nChanged 0 SP:Iteration 16F (5802.720000 sec): 3 clusters Score: Raw -67684.727888 + Penalty 3037.842962 = -64646.884926 nChanged 2 SP:Iteration 17Q (5802.720000 sec): 3 clusters Score: Raw -67696.587446 + Penalty 3037.842962 = -64658.744484 nChanged 3 SP:Iteration 18Q (5802.720000 sec): 3 clusters Score: Raw -67717.707245 + Penalty 3037.842962 = -64679.864283 nChanged 3 SP:Iteration 19Q (5802.720000 sec): 3 clusters Score: Raw -67739.473437 + Penalty 3037.842962 = -64701.630475 nChanged 4 SP:Iteration 20F (5802.720000 sec): 3 clusters Score: Raw -67772.497411 + Penalty 3037.842962 = -64734.654449 nChanged 5 SP:Iteration 21Q (5802.730000 sec): 3 clusters Score: Raw -67821.019264 + Penalty 3037.842962 = -64783.176302 nChanged 5 SP:Iteration 22Q (5802.730000 sec): 3 clusters Score: Raw -67888.634569 + Penalty 3037.842962 = -64850.791607 nChanged 3 SP:Iteration 23Q (5802.730000 sec): 3 clusters Score: Raw -67943.212346 + Penalty 3037.842962 = -64905.369384 nChanged 2 SP:Iteration 24Q (5802.730000 sec): 3 clusters Score: Raw -68029.433896 + Penalty 3037.842962 = -64991.590934 nChanged 1 SP:Iteration 25Q (5802.730000 sec): 3 clusters Score: Raw -68070.293033 + Penalty 3037.842962 = -65032.450071 nChanged 0 SP:Iteration 26F (5802.740000 sec): 3 clusters Score: Raw -68070.293033 + Penalty 3037.842962 = -65032.450071 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 52. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 34 (3591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5802.760000 sec): 2 clusters Score: Raw -555913.521230 + Penalty 2030.174127 = -553883.347104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5802.780000 sec): 3 clusters Score: Raw -554286.060367 + Penalty 4060.348253 = -550225.712114 nChanged 1311 SP:Iteration 1F (5802.800000 sec): 3 clusters Score: Raw -555093.781771 + Penalty 4060.348253 = -551033.433518 nChanged 291 SP:Iteration 2F (5802.820000 sec): 3 clusters Score: Raw -555286.364598 + Penalty 4060.348253 = -551226.016344 nChanged 172 SP:Iteration 3Q (5802.830000 sec): 3 clusters Score: Raw -555384.201379 + Penalty 4060.348253 = -551323.853126 nChanged 113 SP:Iteration 4Q (5802.850000 sec): 3 clusters Score: Raw -555448.409273 + Penalty 4060.348253 = -551388.061020 nChanged 80 SP:Iteration 5Q (5802.870000 sec): 3 clusters Score: Raw -555490.952245 + Penalty 4060.348253 = -551430.603992 nChanged 68 SP:Iteration 6Q (5802.890000 sec): 3 clusters Score: Raw -555532.118380 + Penalty 4060.348253 = -551471.770126 nChanged 76 SP:Iteration 7Q (5802.900000 sec): 3 clusters Score: Raw -555568.596716 + Penalty 4060.348253 = -551508.248463 nChanged 54 SP:Iteration 8Q (5802.920000 sec): 3 clusters Score: Raw -555601.980034 + Penalty 4060.348253 = -551541.631781 nChanged 58 SP:Iteration 9Q (5802.940000 sec): 3 clusters Score: Raw -555639.175076 + Penalty 4060.348253 = -551578.826823 nChanged 63 SP:Iteration 10Q (5802.960000 sec): 3 clusters Score: Raw -555678.038255 + Penalty 4060.348253 = -551617.690002 nChanged 54 SP:Iteration 11Q (5802.980000 sec): 3 clusters Score: Raw -555713.914182 + Penalty 4060.348253 = -551653.565929 nChanged 47 SP:Iteration 12Q (5802.990000 sec): 3 clusters Score: Raw -555744.839886 + Penalty 4060.348253 = -551684.491632 nChanged 58 SP:Iteration 13Q (5803.010000 sec): 3 clusters Score: Raw -555790.043698 + Penalty 4060.348253 = -551729.695445 nChanged 65 SP:Iteration 14Q (5803.030000 sec): 3 clusters Score: Raw -555844.648351 + Penalty 4060.348253 = -551784.300098 nChanged 66 SP:Iteration 15Q (5803.040000 sec): 3 clusters Score: Raw -555897.784940 + Penalty 4060.348253 = -551837.436687 nChanged 67 SP:Iteration 16Q (5803.060000 sec): 3 clusters Score: Raw -555941.973776 + Penalty 4060.348253 = -551881.625523 nChanged 64 SP:Iteration 17Q (5803.080000 sec): 3 clusters Score: Raw -555989.000655 + Penalty 4060.348253 = -551928.652402 nChanged 58 SP:Iteration 18Q (5803.100000 sec): 3 clusters Score: Raw -556031.386847 + Penalty 4060.348253 = -551971.038594 nChanged 57 SP:Iteration 19Q (5803.120000 sec): 3 clusters Score: Raw -556067.580408 + Penalty 4060.348253 = -552007.232154 nChanged 46 SP:Iteration 20F (5803.130000 sec): 3 clusters Score: Raw -556093.167765 + Penalty 4060.348253 = -552032.819511 nChanged 37 SP:Iteration 21Q (5803.150000 sec): 3 clusters Score: Raw -556108.342536 + Penalty 4060.348253 = -552047.994283 nChanged 21 SP:Iteration 22Q (5803.170000 sec): 3 clusters Score: Raw -556118.309426 + Penalty 4060.348253 = -552057.961173 nChanged 25 SP:Iteration 23Q (5803.180000 sec): 3 clusters Score: Raw -556131.480288 + Penalty 4060.348253 = -552071.132035 nChanged 24 SP:Iteration 24Q (5803.200000 sec): 3 clusters Score: Raw -556144.419303 + Penalty 4060.348253 = -552084.071050 nChanged 28 SP:Iteration 25Q (5803.220000 sec): 3 clusters Score: Raw -556157.913940 + Penalty 4060.348253 = -552097.565687 nChanged 23 SP:Iteration 26Q (5803.240000 sec): 3 clusters Score: Raw -556168.408696 + Penalty 4060.348253 = -552108.060443 nChanged 22 SP:Iteration 27Q (5803.250000 sec): 3 clusters Score: Raw -556178.765248 + Penalty 4060.348253 = -552118.416995 nChanged 24 SP:Iteration 28Q (5803.270000 sec): 3 clusters Score: Raw -556193.641473 + Penalty 4060.348253 = -552133.293220 nChanged 25 SP:Iteration 29Q (5803.290000 sec): 3 clusters Score: Raw -556203.810589 + Penalty 4060.348253 = -552143.462336 nChanged 12 SP:Iteration 30Q (5803.310000 sec): 3 clusters Score: Raw -556207.941681 + Penalty 4060.348253 = -552147.593428 nChanged 13 SP:Iteration 31Q (5803.330000 sec): 3 clusters Score: Raw -556212.767802 + Penalty 4060.348253 = -552152.419548 nChanged 8 SP:Iteration 32Q (5803.340000 sec): 3 clusters Score: Raw -556217.762421 + Penalty 4060.348253 = -552157.414168 nChanged 12 SP:Iteration 33Q (5803.360000 sec): 3 clusters Score: Raw -556222.248974 + Penalty 4060.348253 = -552161.900721 nChanged 7 SP:Iteration 34Q (5803.370000 sec): 3 clusters Score: Raw -556224.848012 + Penalty 4060.348253 = -552164.499759 nChanged 4 SP:Iteration 35Q (5803.390000 sec): 3 clusters Score: Raw -556226.690211 + Penalty 4060.348253 = -552166.341958 nChanged 5 SP:Iteration 36Q (5803.410000 sec): 3 clusters Score: Raw -556228.857343 + Penalty 4060.348253 = -552168.509090 nChanged 6 SP:Iteration 37Q (5803.430000 sec): 3 clusters Score: Raw -556230.914238 + Penalty 4060.348253 = -552170.565985 nChanged 4 SP:Iteration 38Q (5803.450000 sec): 3 clusters Score: Raw -556232.122204 + Penalty 4060.348253 = -552171.773951 nChanged 5 SP:Iteration 39Q (5803.460000 sec): 3 clusters Score: Raw -556233.599159 + Penalty 4060.348253 = -552173.250905 nChanged 4 SP:Iteration 40F (5803.480000 sec): 3 clusters Score: Raw -556235.069180 + Penalty 4060.348253 = -552174.720927 nChanged 1 SP:Iteration 41Q (5803.500000 sec): 3 clusters Score: Raw -556235.210029 + Penalty 4060.348253 = -552174.861776 nChanged 0 SP:Iteration 42F (5803.510000 sec): 3 clusters Score: Raw -556235.210029 + Penalty 4060.348253 = -552174.861776 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 35 (4018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5803.530000 sec): 2 clusters Score: Raw -628543.589067 + Penalty 2058.037807 = -626485.551260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5803.550000 sec): 3 clusters Score: Raw -626735.120623 + Penalty 4116.075615 = -622619.045009 nChanged 1454 SP:Iteration 1F (5803.570000 sec): 3 clusters Score: Raw -628026.670097 + Penalty 4116.075615 = -623910.594483 nChanged 399 SP:Iteration 2F (5803.590000 sec): 3 clusters Score: Raw -628620.698733 + Penalty 4116.075615 = -624504.623118 nChanged 378 SP:Iteration 3F (5803.610000 sec): 3 clusters Score: Raw -629076.565610 + Penalty 4116.075615 = -624960.489995 nChanged 306 SP:Iteration 4F (5803.630000 sec): 3 clusters Score: Raw -629430.146788 + Penalty 4116.075615 = -625314.071174 nChanged 246 SP:Iteration 5F (5803.650000 sec): 3 clusters Score: Raw -629668.189819 + Penalty 4116.075615 = -625552.114204 nChanged 160 SP:Iteration 6Q (5803.670000 sec): 3 clusters Score: Raw -629831.022149 + Penalty 4116.075615 = -625714.946534 nChanged 117 SP:Iteration 7Q (5803.690000 sec): 3 clusters Score: Raw -629933.494448 + Penalty 4116.075615 = -625817.418834 nChanged 67 SP:Iteration 8Q (5803.710000 sec): 3 clusters Score: Raw -629999.022071 + Penalty 4116.075615 = -625882.946456 nChanged 50 SP:Iteration 9Q (5803.730000 sec): 3 clusters Score: Raw -630044.066370 + Penalty 4116.075615 = -625927.990756 nChanged 32 SP:Iteration 10Q (5803.750000 sec): 3 clusters Score: Raw -630074.681947 + Penalty 4116.075615 = -625958.606332 nChanged 34 SP:Iteration 11Q (5803.770000 sec): 3 clusters Score: Raw -630098.848613 + Penalty 4116.075615 = -625982.772998 nChanged 16 SP:Iteration 12Q (5803.790000 sec): 3 clusters Score: Raw -630110.763590 + Penalty 4116.075615 = -625994.687975 nChanged 12 SP:Iteration 13Q (5803.810000 sec): 3 clusters Score: Raw -630121.826921 + Penalty 4116.075615 = -626005.751306 nChanged 7 SP:Iteration 14Q (5803.820000 sec): 3 clusters Score: Raw -630126.613834 + Penalty 4116.075615 = -626010.538220 nChanged 4 SP:Iteration 15Q (5803.840000 sec): 3 clusters Score: Raw -630130.093440 + Penalty 4116.075615 = -626014.017826 nChanged 7 SP:Iteration 16Q (5803.860000 sec): 3 clusters Score: Raw -630134.776981 + Penalty 4116.075615 = -626018.701366 nChanged 5 SP:Iteration 17Q (5803.880000 sec): 3 clusters Score: Raw -630137.915494 + Penalty 4116.075615 = -626021.839880 nChanged 4 SP:Iteration 18Q (5803.900000 sec): 3 clusters Score: Raw -630140.404606 + Penalty 4116.075615 = -626024.328992 nChanged 1 SP:Iteration 19Q (5803.910000 sec): 3 clusters Score: Raw -630140.990741 + Penalty 4116.075615 = -626024.915126 nChanged 0 SP:Iteration 20F (5803.930000 sec): 3 clusters Score: Raw -630140.990741 + Penalty 4116.075615 = -626024.915126 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 36 (56313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5804.190000 sec): 2 clusters Score: Raw -9409264.728370 + Penalty 2712.792812 = -9406551.935558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5804.480000 sec): 3 clusters Score: Raw -9374075.723011 + Penalty 5425.585624 = -9368650.137388 nChanged 26090 SP:Iteration 1F (5804.770000 sec): 3 clusters Score: Raw -9388494.794558 + Penalty 5425.585624 = -9383069.208934 nChanged 1991 SP:Iteration 2Q (5805.050000 sec): 3 clusters Score: Raw -9389000.151823 + Penalty 5425.585624 = -9383574.566199 nChanged 1984 SP:Iteration 3Q (5805.350000 sec): 3 clusters Score: Raw -9389561.348515 + Penalty 5425.585624 = -9384135.762891 nChanged 2149 SP:Iteration 4Q (5805.640000 sec): 3 clusters Score: Raw -9390352.581334 + Penalty 5425.585624 = -9384926.995710 nChanged 2681 SP:Iteration 5Q (5805.940000 sec): 3 clusters Score: Raw -9391639.610045 + Penalty 5425.585624 = -9386214.024421 nChanged 3571 SP:Iteration 6F (5806.250000 sec): 3 clusters Score: Raw -9393871.939074 + Penalty 5425.585624 = -9388446.353450 nChanged 4588 SP:Iteration 7F (5806.560000 sec): 3 clusters Score: Raw -9397602.801472 + Penalty 5425.585624 = -9392177.215848 nChanged 5035 SP:Iteration 8F (5806.870000 sec): 3 clusters Score: Raw -9402473.736681 + Penalty 5425.585624 = -9397048.151057 nChanged 4082 SP:Iteration 9F (5807.180000 sec): 3 clusters Score: Raw -9406673.453963 + Penalty 5425.585624 = -9401247.868339 nChanged 1975 SP:Iteration 10Q (5807.470000 sec): 3 clusters Score: Raw -9408638.186715 + Penalty 5425.585624 = -9403212.601091 nChanged 550 SP:Iteration 11Q (5807.710000 sec): 3 clusters Score: Raw -9409224.364880 + Penalty 5425.585624 = -9403798.779257 nChanged 125 SP:Iteration 12Q (5807.930000 sec): 3 clusters Score: Raw -9409393.683129 + Penalty 5425.585624 = -9403968.097506 nChanged 42 SP:Iteration 13Q (5808.150000 sec): 3 clusters Score: Raw -9409460.329046 + Penalty 5425.585624 = -9404034.743422 nChanged 20 SP:Iteration 14Q (5808.370000 sec): 3 clusters Score: Raw -9409500.080799 + Penalty 5425.585624 = -9404074.495175 nChanged 8 SP:Iteration 15Q (5808.580000 sec): 3 clusters Score: Raw -9409516.069413 + Penalty 5425.585624 = -9404090.483789 nChanged 5 SP:Iteration 16Q (5808.800000 sec): 3 clusters Score: Raw -9409529.098476 + Penalty 5425.585624 = -9404103.512852 nChanged 5 SP:Iteration 17Q (5809.010000 sec): 3 clusters Score: Raw -9409543.569243 + Penalty 5425.585624 = -9404117.983619 nChanged 5 SP:Iteration 18Q (5809.230000 sec): 3 clusters Score: Raw -9409553.993965 + Penalty 5425.585624 = -9404128.408341 nChanged 3 SP:Iteration 19Q (5809.440000 sec): 3 clusters Score: Raw -9409557.758951 + Penalty 5425.585624 = -9404132.173327 nChanged 2 SP:Iteration 20F (5809.750000 sec): 3 clusters Score: Raw -9409561.313221 + Penalty 5425.585624 = -9404135.727597 nChanged 4 SP:Iteration 21Q (5809.960000 sec): 3 clusters Score: Raw -9409566.424746 + Penalty 5425.585624 = -9404140.839122 nChanged 1 SP:Iteration 22Q (5810.170000 sec): 3 clusters Score: Raw -9409569.811466 + Penalty 5425.585624 = -9404144.225842 nChanged 1 SP:Iteration 23Q (5810.390000 sec): 3 clusters Score: Raw -9409572.393601 + Penalty 5425.585624 = -9404146.807977 nChanged 1 SP:Iteration 24Q (5810.600000 sec): 3 clusters Score: Raw -9409574.919765 + Penalty 5425.585624 = -9404149.334141 nChanged 1 SP:Iteration 25Q (5810.810000 sec): 3 clusters Score: Raw -9409579.599915 + Penalty 5425.585624 = -9404154.014291 nChanged 0 SP:Iteration 26F (5811.120000 sec): 3 clusters Score: Raw -9409579.599915 + Penalty 5425.585624 = -9404154.014291 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 37 (4408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5811.170000 sec): 2 clusters Score: Raw -688006.659084 + Penalty 2081.011735 = -685925.647349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5811.190000 sec): 3 clusters Score: Raw -685969.171500 + Penalty 4162.023470 = -681807.148030 nChanged 1679 SP:Iteration 1F (5811.220000 sec): 3 clusters Score: Raw -687002.064911 + Penalty 4162.023470 = -682840.041441 nChanged 336 SP:Iteration 2F (5811.240000 sec): 3 clusters Score: Raw -687219.419493 + Penalty 4162.023470 = -683057.396023 nChanged 216 SP:Iteration 3Q (5811.270000 sec): 3 clusters Score: Raw -687399.109635 + Penalty 4162.023470 = -683237.086165 nChanged 197 SP:Iteration 4Q (5811.290000 sec): 3 clusters Score: Raw -687536.910637 + Penalty 4162.023470 = -683374.887167 nChanged 187 SP:Iteration 5Q (5811.310000 sec): 3 clusters Score: Raw -687679.736314 + Penalty 4162.023470 = -683517.712844 nChanged 202 SP:Iteration 6Q (5811.330000 sec): 3 clusters Score: Raw -687848.404640 + Penalty 4162.023470 = -683686.381170 nChanged 224 SP:Iteration 7F (5811.360000 sec): 3 clusters Score: Raw -688066.928137 + Penalty 4162.023470 = -683904.904667 nChanged 229 SP:Iteration 8F (5811.390000 sec): 3 clusters Score: Raw -688328.408272 + Penalty 4162.023470 = -684166.384802 nChanged 217 SP:Iteration 9Q (5811.410000 sec): 3 clusters Score: Raw -688600.211924 + Penalty 4162.023470 = -684438.188454 nChanged 201 SP:Iteration 10Q (5811.440000 sec): 3 clusters Score: Raw -688802.120548 + Penalty 4162.023470 = -684640.097078 nChanged 172 SP:Iteration 11Q (5811.460000 sec): 3 clusters Score: Raw -688991.302649 + Penalty 4162.023470 = -684829.279179 nChanged 140 SP:Iteration 12Q (5811.480000 sec): 3 clusters Score: Raw -689153.199679 + Penalty 4162.023470 = -684991.176209 nChanged 121 SP:Iteration 13Q (5811.500000 sec): 3 clusters Score: Raw -689289.419364 + Penalty 4162.023470 = -685127.395894 nChanged 111 SP:Iteration 14Q (5811.520000 sec): 3 clusters Score: Raw -689373.976349 + Penalty 4162.023470 = -685211.952879 nChanged 74 SP:Iteration 15Q (5811.540000 sec): 3 clusters Score: Raw -689419.175600 + Penalty 4162.023470 = -685257.152130 nChanged 51 SP:Iteration 16Q (5811.570000 sec): 3 clusters Score: Raw -689448.694489 + Penalty 4162.023470 = -685286.671019 nChanged 38 SP:Iteration 17Q (5811.590000 sec): 3 clusters Score: Raw -689472.093781 + Penalty 4162.023470 = -685310.070311 nChanged 31 SP:Iteration 18Q (5811.610000 sec): 3 clusters Score: Raw -689487.995021 + Penalty 4162.023470 = -685325.971551 nChanged 29 SP:Iteration 19Q (5811.640000 sec): 3 clusters Score: Raw -689500.289093 + Penalty 4162.023470 = -685338.265623 nChanged 22 SP:Iteration 20F (5811.660000 sec): 3 clusters Score: Raw -689510.545683 + Penalty 4162.023470 = -685348.522213 nChanged 17 SP:Iteration 21Q (5811.680000 sec): 3 clusters Score: Raw -689519.736233 + Penalty 4162.023470 = -685357.712763 nChanged 19 SP:Iteration 22Q (5811.700000 sec): 3 clusters Score: Raw -689526.611922 + Penalty 4162.023470 = -685364.588452 nChanged 13 SP:Iteration 23Q (5811.720000 sec): 3 clusters Score: Raw -689533.049065 + Penalty 4162.023470 = -685371.025595 nChanged 13 SP:Iteration 24Q (5811.750000 sec): 3 clusters Score: Raw -689537.304434 + Penalty 4162.023470 = -685375.280964 nChanged 10 SP:Iteration 25Q (5811.770000 sec): 3 clusters Score: Raw -689541.528420 + Penalty 4162.023470 = -685379.504950 nChanged 6 SP:Iteration 26Q (5811.790000 sec): 3 clusters Score: Raw -689543.500126 + Penalty 4162.023470 = -685381.476656 nChanged 6 SP:Iteration 27Q (5811.810000 sec): 3 clusters Score: Raw -689545.568073 + Penalty 4162.023470 = -685383.544603 nChanged 4 SP:Iteration 28Q (5811.840000 sec): 3 clusters Score: Raw -689547.033940 + Penalty 4162.023470 = -685385.010470 nChanged 1 SP:Iteration 29Q (5811.860000 sec): 3 clusters Score: Raw -689547.702870 + Penalty 4162.023470 = -685385.679400 nChanged 0 SP:Iteration 30F (5811.880000 sec): 3 clusters Score: Raw -689547.702870 + Penalty 4162.023470 = -685385.679400 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 38 (3390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5811.910000 sec): 2 clusters Score: Raw -511474.754434 + Penalty 2015.889130 = -509458.865305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5811.930000 sec): 3 clusters Score: Raw -509958.908507 + Penalty 4031.778259 = -505927.130247 nChanged 1240 SP:Iteration 1F (5811.950000 sec): 3 clusters Score: Raw -510781.103350 + Penalty 4031.778259 = -506749.325091 nChanged 270 SP:Iteration 2F (5811.960000 sec): 3 clusters Score: Raw -510978.031186 + Penalty 4031.778259 = -506946.252927 nChanged 170 SP:Iteration 3F (5811.980000 sec): 3 clusters Score: Raw -511106.631268 + Penalty 4031.778259 = -507074.853009 nChanged 139 SP:Iteration 4Q (5812.000000 sec): 3 clusters Score: Raw -511211.622670 + Penalty 4031.778259 = -507179.844410 nChanged 114 SP:Iteration 5Q (5812.020000 sec): 3 clusters Score: Raw -511301.327210 + Penalty 4031.778259 = -507269.548951 nChanged 93 SP:Iteration 6Q (5812.040000 sec): 3 clusters Score: Raw -511380.091206 + Penalty 4031.778259 = -507348.312946 nChanged 91 SP:Iteration 7Q (5812.050000 sec): 3 clusters Score: Raw -511454.401124 + Penalty 4031.778259 = -507422.622865 nChanged 86 SP:Iteration 8Q (5812.070000 sec): 3 clusters Score: Raw -511533.843696 + Penalty 4031.778259 = -507502.065436 nChanged 107 SP:Iteration 9Q (5812.090000 sec): 3 clusters Score: Raw -511642.276366 + Penalty 4031.778259 = -507610.498107 nChanged 115 SP:Iteration 10Q (5812.110000 sec): 3 clusters Score: Raw -511747.614220 + Penalty 4031.778259 = -507715.835960 nChanged 119 SP:Iteration 11Q (5812.130000 sec): 3 clusters Score: Raw -511861.682398 + Penalty 4031.778259 = -507829.904139 nChanged 112 SP:Iteration 12Q (5812.150000 sec): 3 clusters Score: Raw -511964.384826 + Penalty 4031.778259 = -507932.606567 nChanged 108 SP:Iteration 13Q (5812.160000 sec): 3 clusters Score: Raw -512083.390805 + Penalty 4031.778259 = -508051.612545 nChanged 106 SP:Iteration 14Q (5812.180000 sec): 3 clusters Score: Raw -512190.558436 + Penalty 4031.778259 = -508158.780176 nChanged 107 SP:Iteration 15Q (5812.190000 sec): 3 clusters Score: Raw -512298.608820 + Penalty 4031.778259 = -508266.830560 nChanged 108 SP:Iteration 16Q (5812.210000 sec): 3 clusters Score: Raw -512432.226698 + Penalty 4031.778259 = -508400.448439 nChanged 112 SP:Iteration 17Q (5812.230000 sec): 3 clusters Score: Raw -512593.426053 + Penalty 4031.778259 = -508561.647794 nChanged 124 SP:Iteration 18Q (5812.250000 sec): 3 clusters Score: Raw -512758.962598 + Penalty 4031.778259 = -508727.184339 nChanged 106 SP:Iteration 19Q (5812.260000 sec): 3 clusters Score: Raw -512875.408503 + Penalty 4031.778259 = -508843.630244 nChanged 69 SP:Iteration 20F (5812.280000 sec): 3 clusters Score: Raw -512943.953067 + Penalty 4031.778259 = -508912.174808 nChanged 53 SP:Iteration 21Q (5812.300000 sec): 3 clusters Score: Raw -512982.707114 + Penalty 4031.778259 = -508950.928855 nChanged 36 SP:Iteration 22Q (5812.310000 sec): 3 clusters Score: Raw -513008.243199 + Penalty 4031.778259 = -508976.464939 nChanged 23 SP:Iteration 23Q (5812.330000 sec): 3 clusters Score: Raw -513020.394169 + Penalty 4031.778259 = -508988.615910 nChanged 10 SP:Iteration 24Q (5812.350000 sec): 3 clusters Score: Raw -513026.267623 + Penalty 4031.778259 = -508994.489364 nChanged 4 SP:Iteration 25Q (5812.360000 sec): 3 clusters Score: Raw -513028.328756 + Penalty 4031.778259 = -508996.550497 nChanged 3 SP:Iteration 26Q (5812.380000 sec): 3 clusters Score: Raw -513029.528598 + Penalty 4031.778259 = -508997.750339 nChanged 1 SP:Iteration 27Q (5812.390000 sec): 3 clusters Score: Raw -513029.914041 + Penalty 4031.778259 = -508998.135782 nChanged 1 SP:Iteration 28Q (5812.410000 sec): 3 clusters Score: Raw -513030.252120 + Penalty 4031.778259 = -508998.473860 nChanged 1 SP:Iteration 29Q (5812.430000 sec): 3 clusters Score: Raw -513031.375500 + Penalty 4031.778259 = -508999.597240 nChanged 0 SP:Iteration 30F (5812.450000 sec): 3 clusters Score: Raw -513031.375500 + Penalty 4031.778259 = -508999.597240 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 39 (1576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5812.450000 sec): 2 clusters Score: Raw -228623.601575 + Penalty 1825.936027 = -226797.665548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5812.460000 sec): 3 clusters Score: Raw -228148.276701 + Penalty 3651.872054 = -224496.404647 nChanged 498 SP:Iteration 1F (5812.470000 sec): 3 clusters Score: Raw -228971.736298 + Penalty 3651.872054 = -225319.864244 nChanged 196 SP:Iteration 2F (5812.480000 sec): 3 clusters Score: Raw -229767.321773 + Penalty 3651.872054 = -226115.449719 nChanged 181 SP:Iteration 3F (5812.490000 sec): 3 clusters Score: Raw -230659.926122 + Penalty 3651.872054 = -227008.054068 nChanged 117 SP:Iteration 4F (5812.500000 sec): 3 clusters Score: Raw -231136.014102 + Penalty 3651.872054 = -227484.142047 nChanged 81 SP:Iteration 5F (5812.510000 sec): 3 clusters Score: Raw -231404.488692 + Penalty 3651.872054 = -227752.616638 nChanged 44 SP:Iteration 6Q (5812.510000 sec): 3 clusters Score: Raw -231513.946610 + Penalty 3651.872054 = -227862.074556 nChanged 23 SP:Iteration 7Q (5812.520000 sec): 3 clusters Score: Raw -231570.055420 + Penalty 3651.872054 = -227918.183365 nChanged 16 SP:Iteration 8Q (5812.530000 sec): 3 clusters Score: Raw -231602.257056 + Penalty 3651.872054 = -227950.385001 nChanged 8 SP:Iteration 9Q (5812.530000 sec): 3 clusters Score: Raw -231628.961919 + Penalty 3651.872054 = -227977.089865 nChanged 7 SP:Iteration 10Q (5812.540000 sec): 3 clusters Score: Raw -231643.469331 + Penalty 3651.872054 = -227991.597277 nChanged 3 SP:Iteration 11Q (5812.550000 sec): 3 clusters Score: Raw -231647.264399 + Penalty 3651.872054 = -227995.392345 nChanged 1 SP:Iteration 12Q (5812.550000 sec): 3 clusters Score: Raw -231647.866002 + Penalty 3651.872054 = -227995.993948 nChanged 0 SP:Iteration 13F (5812.560000 sec): 3 clusters Score: Raw -231647.866002 + Penalty 3651.872054 = -227995.993948 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 53. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 40 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5812.570000 sec): 2 clusters Score: Raw -19819.396998 + Penalty 1264.766874 = -18554.630124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5812.570000 sec): 3 clusters Score: Raw -20150.951893 + Penalty 2529.533748 = -17621.418145 nChanged 24 SP:Iteration 1F (5812.570000 sec): 3 clusters Score: Raw -20345.984119 + Penalty 2529.533748 = -17816.450370 nChanged 6 SP:Iteration 2Q (5812.570000 sec): 3 clusters Score: Raw -20370.398485 + Penalty 2529.533748 = -17840.864737 nChanged 3 SP:Iteration 3Q (5812.570000 sec): 3 clusters Score: Raw -20392.607229 + Penalty 2529.533748 = -17863.073481 nChanged 1 SP:Iteration 4Q (5812.580000 sec): 3 clusters Score: Raw -20404.434778 + Penalty 2529.533748 = -17874.901030 nChanged 1 SP:Iteration 5Q (5812.580000 sec): 3 clusters Score: Raw -20451.425841 + Penalty 2529.533748 = -17921.892093 nChanged 1 SP:Iteration 6Q (5812.580000 sec): 3 clusters Score: Raw -20520.423549 + Penalty 2529.533748 = -17990.889801 nChanged 2 SP:Iteration 7Q (5812.580000 sec): 3 clusters Score: Raw -20530.472569 + Penalty 2529.533748 = -18000.938820 nChanged 2 SP:Iteration 8Q (5812.580000 sec): 3 clusters Score: Raw -20546.061509 + Penalty 2529.533748 = -18016.527761 nChanged 4 SP:Iteration 9Q (5812.580000 sec): 3 clusters Score: Raw -20576.540158 + Penalty 2529.533748 = -18047.006410 nChanged 0 SP:Iteration 10F (5812.580000 sec): 3 clusters Score: Raw -20576.540158 + Penalty 2529.533748 = -18047.006410 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 41 (8825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5812.630000 sec): 2 clusters Score: Raw -1424644.355123 + Penalty 2253.165283 = -1422391.189840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5812.680000 sec): 3 clusters Score: Raw -1419945.890429 + Penalty 4506.330565 = -1415439.559864 nChanged 3628 SP:Iteration 1F (5812.730000 sec): 3 clusters Score: Raw -1421876.713224 + Penalty 4506.330565 = -1417370.382659 nChanged 586 SP:Iteration 2F (5812.770000 sec): 3 clusters Score: Raw -1422158.187843 + Penalty 4506.330565 = -1417651.857277 nChanged 449 SP:Iteration 3F (5812.820000 sec): 3 clusters Score: Raw -1422357.918218 + Penalty 4506.330565 = -1417851.587653 nChanged 370 SP:Iteration 4Q (5812.870000 sec): 3 clusters Score: Raw -1422518.290904 + Penalty 4506.330565 = -1418011.960338 nChanged 314 SP:Iteration 5Q (5812.910000 sec): 3 clusters Score: Raw -1422664.352695 + Penalty 4506.330565 = -1418158.022129 nChanged 320 SP:Iteration 6Q (5812.960000 sec): 3 clusters Score: Raw -1422834.729625 + Penalty 4506.330565 = -1418328.399060 nChanged 360 SP:Iteration 7Q (5813.010000 sec): 3 clusters Score: Raw -1423044.744370 + Penalty 4506.330565 = -1418538.413804 nChanged 401 SP:Iteration 8Q (5813.050000 sec): 3 clusters Score: Raw -1423298.383946 + Penalty 4506.330565 = -1418792.053381 nChanged 420 SP:Iteration 9Q (5813.100000 sec): 3 clusters Score: Raw -1423583.342259 + Penalty 4506.330565 = -1419077.011693 nChanged 419 SP:Iteration 10Q (5813.150000 sec): 3 clusters Score: Raw -1423888.146590 + Penalty 4506.330565 = -1419381.816024 nChanged 388 SP:Iteration 11Q (5813.190000 sec): 3 clusters Score: Raw -1424170.360076 + Penalty 4506.330565 = -1419664.029511 nChanged 340 SP:Iteration 12Q (5813.240000 sec): 3 clusters Score: Raw -1424400.146812 + Penalty 4506.330565 = -1419893.816246 nChanged 256 SP:Iteration 13Q (5813.290000 sec): 3 clusters Score: Raw -1424567.069609 + Penalty 4506.330565 = -1420060.739044 nChanged 193 SP:Iteration 14Q (5813.330000 sec): 3 clusters Score: Raw -1424693.402591 + Penalty 4506.330565 = -1420187.072025 nChanged 147 SP:Iteration 15Q (5813.380000 sec): 3 clusters Score: Raw -1424779.339350 + Penalty 4506.330565 = -1420273.008785 nChanged 109 SP:Iteration 16Q (5813.430000 sec): 3 clusters Score: Raw -1424840.115687 + Penalty 4506.330565 = -1420333.785121 nChanged 87 SP:Iteration 17Q (5813.470000 sec): 3 clusters Score: Raw -1424886.780103 + Penalty 4506.330565 = -1420380.449538 nChanged 84 SP:Iteration 18Q (5813.510000 sec): 3 clusters Score: Raw -1424931.222561 + Penalty 4506.330565 = -1420424.891996 nChanged 55 SP:Iteration 19Q (5813.560000 sec): 3 clusters Score: Raw -1424956.173954 + Penalty 4506.330565 = -1420449.843388 nChanged 43 SP:Iteration 20F (5813.610000 sec): 3 clusters Score: Raw -1424980.299960 + Penalty 4506.330565 = -1420473.969395 nChanged 38 SP:Iteration 21Q (5813.650000 sec): 3 clusters Score: Raw -1424998.028127 + Penalty 4506.330565 = -1420491.697562 nChanged 29 SP:Iteration 22Q (5813.690000 sec): 3 clusters Score: Raw -1425009.315628 + Penalty 4506.330565 = -1420502.985063 nChanged 23 SP:Iteration 23Q (5813.730000 sec): 3 clusters Score: Raw -1425017.533049 + Penalty 4506.330565 = -1420511.202484 nChanged 16 SP:Iteration 24Q (5813.780000 sec): 3 clusters Score: Raw -1425024.666517 + Penalty 4506.330565 = -1420518.335952 nChanged 19 SP:Iteration 25Q (5813.820000 sec): 3 clusters Score: Raw -1425033.246255 + Penalty 4506.330565 = -1420526.915690 nChanged 16 SP:Iteration 26Q (5813.860000 sec): 3 clusters Score: Raw -1425039.199704 + Penalty 4506.330565 = -1420532.869139 nChanged 11 SP:Iteration 27Q (5813.900000 sec): 3 clusters Score: Raw -1425042.423831 + Penalty 4506.330565 = -1420536.093265 nChanged 4 SP:Iteration 28Q (5813.940000 sec): 3 clusters Score: Raw -1425044.393406 + Penalty 4506.330565 = -1420538.062840 nChanged 6 SP:Iteration 29Q (5813.990000 sec): 3 clusters Score: Raw -1425046.203489 + Penalty 4506.330565 = -1420539.872924 nChanged 9 SP:Iteration 30Q (5814.030000 sec): 3 clusters Score: Raw -1425050.165021 + Penalty 4506.330565 = -1420543.834455 nChanged 5 SP:Iteration 31Q (5814.070000 sec): 3 clusters Score: Raw -1425051.562293 + Penalty 4506.330565 = -1420545.231727 nChanged 5 SP:Iteration 32Q (5814.110000 sec): 3 clusters Score: Raw -1425052.880969 + Penalty 4506.330565 = -1420546.550404 nChanged 5 SP:Iteration 33Q (5814.150000 sec): 3 clusters Score: Raw -1425054.613008 + Penalty 4506.330565 = -1420548.282443 nChanged 4 SP:Iteration 34Q (5814.190000 sec): 3 clusters Score: Raw -1425055.647226 + Penalty 4506.330565 = -1420549.316660 nChanged 5 SP:Iteration 35Q (5814.230000 sec): 3 clusters Score: Raw -1425057.314453 + Penalty 4506.330565 = -1420550.983887 nChanged 9 SP:Iteration 36Q (5814.280000 sec): 3 clusters Score: Raw -1425059.593724 + Penalty 4506.330565 = -1420553.263159 nChanged 7 SP:Iteration 37Q (5814.320000 sec): 3 clusters Score: Raw -1425061.468303 + Penalty 4506.330565 = -1420555.137738 nChanged 7 SP:Iteration 38Q (5814.360000 sec): 3 clusters Score: Raw -1425064.317708 + Penalty 4506.330565 = -1420557.987143 nChanged 4 SP:Iteration 39Q (5814.400000 sec): 3 clusters Score: Raw -1425065.706739 + Penalty 4506.330565 = -1420559.376174 nChanged 3 SP:Iteration 40F (5814.450000 sec): 3 clusters Score: Raw -1425067.083828 + Penalty 4506.330565 = -1420560.753262 nChanged 3 SP:Iteration 41Q (5814.490000 sec): 3 clusters Score: Raw -1425068.170014 + Penalty 4506.330565 = -1420561.839449 nChanged 5 SP:Iteration 42Q (5814.530000 sec): 3 clusters Score: Raw -1425069.821154 + Penalty 4506.330565 = -1420563.490588 nChanged 2 SP:Iteration 43Q (5814.570000 sec): 3 clusters Score: Raw -1425070.137900 + Penalty 4506.330565 = -1420563.807334 nChanged 0 SP:Iteration 44F (5814.620000 sec): 3 clusters Score: Raw -1425070.137900 + Penalty 4506.330565 = -1420563.807334 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 42 (690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5814.630000 sec): 2 clusters Score: Raw -105882.437996 + Penalty 1621.099516 = -104261.338480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5814.630000 sec): 3 clusters Score: Raw -105808.590162 + Penalty 3242.199032 = -102566.391130 nChanged 156 SP:Iteration 1F (5814.640000 sec): 3 clusters Score: Raw -106033.064594 + Penalty 3242.199032 = -102790.865561 nChanged 45 SP:Iteration 2F (5814.640000 sec): 3 clusters Score: Raw -106125.870975 + Penalty 3242.199032 = -102883.671943 nChanged 16 SP:Iteration 3Q (5814.650000 sec): 3 clusters Score: Raw -106162.105912 + Penalty 3242.199032 = -102919.906880 nChanged 16 SP:Iteration 4Q (5814.650000 sec): 3 clusters Score: Raw -106197.157754 + Penalty 3242.199032 = -102954.958721 nChanged 6 SP:Iteration 5Q (5814.650000 sec): 3 clusters Score: Raw -106210.557761 + Penalty 3242.199032 = -102968.358729 nChanged 4 SP:Iteration 6Q (5814.650000 sec): 3 clusters Score: Raw -106216.675347 + Penalty 3242.199032 = -102974.476315 nChanged 1 SP:Iteration 7Q (5814.660000 sec): 3 clusters Score: Raw -106218.435026 + Penalty 3242.199032 = -102976.235993 nChanged 0 SP:Iteration 8F (5814.660000 sec): 3 clusters Score: Raw -106218.435026 + Penalty 3242.199032 = -102976.235993 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 43 (12353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5814.730000 sec): 2 clusters Score: Raw -2080244.351205 + Penalty 2336.570248 = -2077907.780957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5814.790000 sec): 3 clusters Score: Raw -2073351.986891 + Penalty 4673.140497 = -2068678.846394 nChanged 5291 SP:Iteration 1F (5814.860000 sec): 3 clusters Score: Raw -2076123.566109 + Penalty 4673.140497 = -2071450.425612 nChanged 698 SP:Iteration 2F (5814.920000 sec): 3 clusters Score: Raw -2076420.840915 + Penalty 4673.140497 = -2071747.700418 nChanged 567 SP:Iteration 3Q (5814.990000 sec): 3 clusters Score: Raw -2076654.387304 + Penalty 4673.140497 = -2071981.246807 nChanged 521 SP:Iteration 4Q (5815.060000 sec): 3 clusters Score: Raw -2076855.201887 + Penalty 4673.140497 = -2072182.061390 nChanged 461 SP:Iteration 5Q (5815.130000 sec): 3 clusters Score: Raw -2077031.544130 + Penalty 4673.140497 = -2072358.403633 nChanged 412 SP:Iteration 6Q (5815.190000 sec): 3 clusters Score: Raw -2077180.058602 + Penalty 4673.140497 = -2072506.918105 nChanged 379 SP:Iteration 7Q (5815.260000 sec): 3 clusters Score: Raw -2077320.336820 + Penalty 4673.140497 = -2072647.196323 nChanged 382 SP:Iteration 8Q (5815.330000 sec): 3 clusters Score: Raw -2077486.710278 + Penalty 4673.140497 = -2072813.569781 nChanged 402 SP:Iteration 9Q (5815.390000 sec): 3 clusters Score: Raw -2077682.801484 + Penalty 4673.140497 = -2073009.660987 nChanged 424 SP:Iteration 10Q (5815.460000 sec): 3 clusters Score: Raw -2077897.164702 + Penalty 4673.140497 = -2073224.024205 nChanged 423 SP:Iteration 11Q (5815.530000 sec): 3 clusters Score: Raw -2078114.292264 + Penalty 4673.140497 = -2073441.151767 nChanged 460 SP:Iteration 12Q (5815.590000 sec): 3 clusters Score: Raw -2078394.595622 + Penalty 4673.140497 = -2073721.455125 nChanged 412 SP:Iteration 13Q (5815.660000 sec): 3 clusters Score: Raw -2078643.425581 + Penalty 4673.140497 = -2073970.285084 nChanged 436 SP:Iteration 14Q (5815.720000 sec): 3 clusters Score: Raw -2078916.026627 + Penalty 4673.140497 = -2074242.886130 nChanged 384 SP:Iteration 15Q (5815.790000 sec): 3 clusters Score: Raw -2079176.936553 + Penalty 4673.140497 = -2074503.796056 nChanged 369 SP:Iteration 16Q (5815.850000 sec): 3 clusters Score: Raw -2079453.550600 + Penalty 4673.140497 = -2074780.410104 nChanged 317 SP:Iteration 17Q (5815.910000 sec): 3 clusters Score: Raw -2079684.314330 + Penalty 4673.140497 = -2075011.173833 nChanged 271 SP:Iteration 18Q (5815.970000 sec): 3 clusters Score: Raw -2079871.551497 + Penalty 4673.140497 = -2075198.411000 nChanged 199 SP:Iteration 19Q (5816.030000 sec): 3 clusters Score: Raw -2080015.837715 + Penalty 4673.140497 = -2075342.697218 nChanged 156 SP:Iteration 20F (5816.090000 sec): 3 clusters Score: Raw -2080127.855480 + Penalty 4673.140497 = -2075454.714983 nChanged 124 SP:Iteration 21Q (5816.150000 sec): 3 clusters Score: Raw -2080209.120461 + Penalty 4673.140497 = -2075535.979964 nChanged 99 SP:Iteration 22Q (5816.200000 sec): 3 clusters Score: Raw -2080265.465361 + Penalty 4673.140497 = -2075592.324864 nChanged 71 SP:Iteration 23Q (5816.250000 sec): 3 clusters Score: Raw -2080309.274254 + Penalty 4673.140497 = -2075636.133757 nChanged 81 SP:Iteration 24Q (5816.310000 sec): 3 clusters Score: Raw -2080366.172927 + Penalty 4673.140497 = -2075693.032430 nChanged 64 SP:Iteration 25Q (5816.360000 sec): 3 clusters Score: Raw -2080408.506988 + Penalty 4673.140497 = -2075735.366491 nChanged 49 SP:Iteration 26Q (5816.410000 sec): 3 clusters Score: Raw -2080436.886116 + Penalty 4673.140497 = -2075763.745620 nChanged 45 SP:Iteration 27Q (5816.460000 sec): 3 clusters Score: Raw -2080469.145405 + Penalty 4673.140497 = -2075796.004908 nChanged 45 SP:Iteration 28Q (5816.510000 sec): 3 clusters Score: Raw -2080498.744947 + Penalty 4673.140497 = -2075825.604450 nChanged 30 SP:Iteration 29Q (5816.560000 sec): 3 clusters Score: Raw -2080519.361023 + Penalty 4673.140497 = -2075846.220526 nChanged 25 SP:Iteration 30Q (5816.610000 sec): 3 clusters Score: Raw -2080534.048297 + Penalty 4673.140497 = -2075860.907800 nChanged 14 SP:Iteration 31Q (5816.660000 sec): 3 clusters Score: Raw -2080543.556709 + Penalty 4673.140497 = -2075870.416212 nChanged 15 SP:Iteration 32Q (5816.710000 sec): 3 clusters Score: Raw -2080551.812525 + Penalty 4673.140497 = -2075878.672028 nChanged 15 SP:Iteration 33Q (5816.760000 sec): 3 clusters Score: Raw -2080564.767381 + Penalty 4673.140497 = -2075891.626885 nChanged 15 SP:Iteration 34Q (5816.810000 sec): 3 clusters Score: Raw -2080576.541263 + Penalty 4673.140497 = -2075903.400766 nChanged 8 SP:Iteration 35Q (5816.860000 sec): 3 clusters Score: Raw -2080581.387173 + Penalty 4673.140497 = -2075908.246676 nChanged 2 SP:Iteration 36Q (5816.910000 sec): 3 clusters Score: Raw -2080583.038520 + Penalty 4673.140497 = -2075909.898023 nChanged 3 SP:Iteration 37Q (5816.960000 sec): 3 clusters Score: Raw -2080585.504576 + Penalty 4673.140497 = -2075912.364079 nChanged 2 SP:Iteration 38Q (5817.010000 sec): 3 clusters Score: Raw -2080586.442292 + Penalty 4673.140497 = -2075913.301795 nChanged 2 SP:Iteration 39Q (5817.060000 sec): 3 clusters Score: Raw -2080587.752172 + Penalty 4673.140497 = -2075914.611676 nChanged 1 SP:Iteration 40F (5817.120000 sec): 3 clusters Score: Raw -2080588.562644 + Penalty 4673.140497 = -2075915.422147 nChanged 3 SP:Iteration 41Q (5817.170000 sec): 3 clusters Score: Raw -2080590.920667 + Penalty 4673.140497 = -2075917.780170 nChanged 2 SP:Iteration 42Q (5817.220000 sec): 3 clusters Score: Raw -2080592.882126 + Penalty 4673.140497 = -2075919.741629 nChanged 1 SP:Iteration 43Q (5817.270000 sec): 3 clusters Score: Raw -2080593.445162 + Penalty 4673.140497 = -2075920.304665 nChanged 0 SP:Iteration 44F (5817.340000 sec): 3 clusters Score: Raw -2080593.445162 + Penalty 4673.140497 = -2075920.304665 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 44 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5817.350000 sec): 2 clusters Score: Raw -33146.120006 + Penalty 1384.707085 = -31761.412922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5817.350000 sec): 3 clusters Score: Raw -33434.784722 + Penalty 2769.414169 = -30665.370553 nChanged 40 SP:Iteration 1F (5817.350000 sec): 3 clusters Score: Raw -33600.326502 + Penalty 2769.414169 = -30830.912333 nChanged 13 SP:Iteration 2Q (5817.350000 sec): 3 clusters Score: Raw -33668.990598 + Penalty 2769.414169 = -30899.576429 nChanged 7 SP:Iteration 3Q (5817.350000 sec): 3 clusters Score: Raw -33721.280885 + Penalty 2769.414169 = -30951.866716 nChanged 8 SP:Iteration 4Q (5817.350000 sec): 3 clusters Score: Raw -33764.163411 + Penalty 2769.414169 = -30994.749242 nChanged 4 SP:Iteration 5Q (5817.350000 sec): 3 clusters Score: Raw -33776.188678 + Penalty 2769.414169 = -31006.774509 nChanged 1 SP:Iteration 6Q (5817.360000 sec): 3 clusters Score: Raw -33783.324793 + Penalty 2769.414169 = -31013.910623 nChanged 1 SP:Iteration 7Q (5817.360000 sec): 3 clusters Score: Raw -33785.235948 + Penalty 2769.414169 = -31015.821779 nChanged 3 SP:Iteration 8Q (5817.360000 sec): 3 clusters Score: Raw -33791.582202 + Penalty 2769.414169 = -31022.168033 nChanged 1 SP:Iteration 9Q (5817.360000 sec): 3 clusters Score: Raw -33793.349997 + Penalty 2769.414169 = -31023.935828 nChanged 1 SP:Iteration 10Q (5817.360000 sec): 3 clusters Score: Raw -33796.254552 + Penalty 2769.414169 = -31026.840383 nChanged 2 SP:Iteration 11Q (5817.360000 sec): 3 clusters Score: Raw -33802.331534 + Penalty 2769.414169 = -31032.917365 nChanged 1 SP:Iteration 12Q (5817.370000 sec): 3 clusters Score: Raw -33804.120600 + Penalty 2769.414169 = -31034.706431 nChanged 1 SP:Iteration 13Q (5817.370000 sec): 3 clusters Score: Raw -33808.422574 + Penalty 2769.414169 = -31039.008405 nChanged 0 SP:Iteration 14F (5817.370000 sec): 3 clusters Score: Raw -33808.422574 + Penalty 2769.414169 = -31039.008405 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 45 (727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5817.370000 sec): 2 clusters Score: Raw -107315.267757 + Penalty 1634.053766 = -105681.213991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5817.380000 sec): 3 clusters Score: Raw -107217.071455 + Penalty 3268.107533 = -103948.963923 nChanged 141 SP:Iteration 1F (5817.380000 sec): 3 clusters Score: Raw -107537.603834 + Penalty 3268.107533 = -104269.496301 nChanged 59 SP:Iteration 2F (5817.390000 sec): 3 clusters Score: Raw -107723.369975 + Penalty 3268.107533 = -104455.262442 nChanged 47 SP:Iteration 3F (5817.390000 sec): 3 clusters Score: Raw -107818.075790 + Penalty 3268.107533 = -104549.968257 nChanged 27 SP:Iteration 4Q (5817.390000 sec): 3 clusters Score: Raw -107870.397681 + Penalty 3268.107533 = -104602.290149 nChanged 14 SP:Iteration 5Q (5817.400000 sec): 3 clusters Score: Raw -107914.634804 + Penalty 3268.107533 = -104646.527271 nChanged 17 SP:Iteration 6Q (5817.400000 sec): 3 clusters Score: Raw -107965.184433 + Penalty 3268.107533 = -104697.076900 nChanged 21 SP:Iteration 7Q (5817.410000 sec): 3 clusters Score: Raw -108039.248070 + Penalty 3268.107533 = -104771.140537 nChanged 26 SP:Iteration 8Q (5817.410000 sec): 3 clusters Score: Raw -108132.268797 + Penalty 3268.107533 = -104864.161264 nChanged 27 SP:Iteration 9Q (5817.410000 sec): 3 clusters Score: Raw -108237.254575 + Penalty 3268.107533 = -104969.147042 nChanged 28 SP:Iteration 10Q (5817.410000 sec): 3 clusters Score: Raw -108444.353979 + Penalty 3268.107533 = -105176.246446 nChanged 28 SP:Iteration 11Q (5817.410000 sec): 3 clusters Score: Raw -108766.673051 + Penalty 3268.107533 = -105498.565518 nChanged 19 SP:Iteration 12Q (5817.420000 sec): 3 clusters Score: Raw -108947.686367 + Penalty 3268.107533 = -105679.578834 nChanged 10 SP:Iteration 13Q (5817.420000 sec): 3 clusters Score: Raw -108976.085281 + Penalty 3268.107533 = -105707.977749 nChanged 8 SP:Iteration 14Q (5817.430000 sec): 3 clusters Score: Raw -108996.123461 + Penalty 3268.107533 = -105728.015928 nChanged 4 SP:Iteration 15Q (5817.430000 sec): 3 clusters Score: Raw -109006.832538 + Penalty 3268.107533 = -105738.725005 nChanged 0 SP:Iteration 16F (5817.430000 sec): 3 clusters Score: Raw -109006.832538 + Penalty 3268.107533 = -105738.725005 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 54. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 46 (750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5817.450000 sec): 2 clusters Score: Raw -105915.102085 + Penalty 1641.778155 = -104273.323930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5817.450000 sec): 3 clusters Score: Raw -105920.458645 + Penalty 3283.556310 = -102636.902334 nChanged 185 SP:Iteration 1F (5817.450000 sec): 3 clusters Score: Raw -106700.052760 + Penalty 3283.556310 = -103416.496450 nChanged 113 SP:Iteration 2F (5817.460000 sec): 3 clusters Score: Raw -107508.658239 + Penalty 3283.556310 = -104225.101929 nChanged 111 SP:Iteration 3F (5817.460000 sec): 3 clusters Score: Raw -108200.884153 + Penalty 3283.556310 = -104917.327843 nChanged 65 SP:Iteration 4F (5817.470000 sec): 3 clusters Score: Raw -108605.632888 + Penalty 3283.556310 = -105322.076578 nChanged 28 SP:Iteration 5Q (5817.470000 sec): 3 clusters Score: Raw -108872.319130 + Penalty 3283.556310 = -105588.762819 nChanged 14 SP:Iteration 6Q (5817.470000 sec): 3 clusters Score: Raw -109021.078741 + Penalty 3283.556310 = -105737.522430 nChanged 12 SP:Iteration 7Q (5817.470000 sec): 3 clusters Score: Raw -109118.469179 + Penalty 3283.556310 = -105834.912868 nChanged 10 SP:Iteration 8Q (5817.480000 sec): 3 clusters Score: Raw -109280.876776 + Penalty 3283.556310 = -105997.320465 nChanged 5 SP:Iteration 9Q (5817.480000 sec): 3 clusters Score: Raw -109406.256260 + Penalty 3283.556310 = -106122.699950 nChanged 1 SP:Iteration 10Q (5817.480000 sec): 3 clusters Score: Raw -109419.680718 + Penalty 3283.556310 = -106136.124407 nChanged 1 SP:Iteration 11Q (5817.490000 sec): 3 clusters Score: Raw -109424.810777 + Penalty 3283.556310 = -106141.254467 nChanged 0 SP:Iteration 12F (5817.490000 sec): 3 clusters Score: Raw -109424.810777 + Penalty 3283.556310 = -106141.254467 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 55. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 47 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5817.500000 sec): 2 clusters Score: Raw -41431.013640 + Penalty 1447.757151 = -39983.256489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5817.510000 sec): 3 clusters Score: Raw -41711.617999 + Penalty 2895.514302 = -38816.103697 nChanged 91 SP:Iteration 1F (5817.510000 sec): 3 clusters Score: Raw -42211.477425 + Penalty 2895.514302 = -39315.963123 nChanged 31 SP:Iteration 2F (5817.510000 sec): 3 clusters Score: Raw -42393.119337 + Penalty 2895.514302 = -39497.605036 nChanged 11 SP:Iteration 3Q (5817.510000 sec): 3 clusters Score: Raw -42463.390487 + Penalty 2895.514302 = -39567.876186 nChanged 8 SP:Iteration 4Q (5817.510000 sec): 3 clusters Score: Raw -42546.981415 + Penalty 2895.514302 = -39651.467113 nChanged 2 SP:Iteration 5Q (5817.510000 sec): 3 clusters Score: Raw -42559.649592 + Penalty 2895.514302 = -39664.135291 nChanged 4 SP:Iteration 6Q (5817.510000 sec): 3 clusters Score: Raw -42609.850837 + Penalty 2895.514302 = -39714.336535 nChanged 2 SP:Iteration 7Q (5817.510000 sec): 3 clusters Score: Raw -42620.315057 + Penalty 2895.514302 = -39724.800755 nChanged 0 SP:Iteration 8F (5817.520000 sec): 3 clusters Score: Raw -42620.315057 + Penalty 2895.514302 = -39724.800755 nChanged 0 Deleting Class 54 (226 points): Lose 3458.308211 but Gain 3491.854150 Iteration 139Q (5846.080000 sec): 55 clusters Score: Raw -204991462.453662 + Penalty 188560.124081 = -204802902.329581 nChanged 9065 Iteration 140F (5978.330000 sec): 55 clusters Score: Raw -204999243.484594 + Penalty 188560.124081 = -204810683.360514 nChanged 4998 Iteration 141Q (6004.290000 sec): 55 clusters Score: Raw -205002883.739742 + Penalty 188560.124081 = -204814323.615661 nChanged 3243 Iteration 142Q (6030.110000 sec): 55 clusters Score: Raw -205003306.901887 + Penalty 188560.124081 = -204814746.777806 nChanged 2561 Iteration 143Q (6055.800000 sec): 55 clusters Score: Raw -205003742.051625 + Penalty 188560.124081 = -204815181.927544 nChanged 2133 Iteration 144Q (6081.010000 sec): 55 clusters Score: Raw -205003954.820728 + Penalty 188560.124081 = -204815394.696647 nChanged 1860 Iteration 145Q (6106.550000 sec): 55 clusters Score: Raw -205004111.426296 + Penalty 188560.124081 = -204815551.302215 nChanged 1629 Iteration 146Q (6131.680000 sec): 55 clusters Score: Raw -205004271.222426 + Penalty 188560.124081 = -204815711.098345 nChanged 1433 Iteration 147Q (6156.860000 sec): 55 clusters Score: Raw -205004418.369851 + Penalty 188560.124081 = -204815858.245770 nChanged 1283 Iteration 148Q (6182.230000 sec): 55 clusters Score: Raw -205004570.819334 + Penalty 188560.124081 = -204816010.695253 nChanged 1147 Iteration 149Q (6207.300000 sec): 55 clusters Score: Raw -205004808.569750 + Penalty 188560.124081 = -204816248.445669 nChanged 1089 Iteration 150Q (6232.320000 sec): 55 clusters Score: Raw -205005017.258754 + Penalty 188560.124081 = -204816457.134673 nChanged 990 Iteration 151Q (6257.300000 sec): 55 clusters Score: Raw -205005069.523431 + Penalty 188560.124081 = -204816509.399350 nChanged 898 Iteration 152Q (6282.200000 sec): 55 clusters Score: Raw -205005099.297034 + Penalty 188560.124081 = -204816539.172953 nChanged 855 Iteration 153Q (6307.130000 sec): 55 clusters Score: Raw -205005128.776259 + Penalty 188560.124081 = -204816568.652178 nChanged 849 Iteration 154Q (6332.030000 sec): 55 clusters Score: Raw -205005156.638536 + Penalty 188560.124081 = -204816596.514455 nChanged 814 Iteration 155Q (6357.700000 sec): 55 clusters Score: Raw -205005185.003179 + Penalty 188560.124081 = -204816624.879098 nChanged 803 Iteration 156Q (6383.280000 sec): 55 clusters Score: Raw -205005214.232768 + Penalty 188560.124081 = -204816654.108687 nChanged 765 Iteration 157Q (6408.100000 sec): 55 clusters Score: Raw -205005241.070228 + Penalty 188560.124081 = -204816680.946148 nChanged 731 Iteration 158Q (6432.840000 sec): 55 clusters Score: Raw -205005264.028690 + Penalty 188560.124081 = -204816703.904609 nChanged 680 Iteration 159Q (6457.670000 sec): 55 clusters Score: Raw -205005282.881907 + Penalty 188560.124081 = -204816722.757826 nChanged 653 Iteration 160F (6585.610000 sec): 55 clusters Score: Raw -205005714.563607 + Penalty 188560.124081 = -204817154.439526 nChanged 635 Iteration 161Q (6610.440000 sec): 55 clusters Score: Raw -205006497.979720 + Penalty 188560.124081 = -204817937.855639 nChanged 620 Iteration 162Q (6635.280000 sec): 55 clusters Score: Raw -205006771.336408 + Penalty 188560.124081 = -204818211.212327 nChanged 619 Iteration 163Q (6660.140000 sec): 55 clusters Score: Raw -205006850.413641 + Penalty 188560.124081 = -204818290.289560 nChanged 603 Iteration 164Q (6685.070000 sec): 55 clusters Score: Raw -205006915.266379 + Penalty 188560.124081 = -204818355.142298 nChanged 571 Iteration 165Q (6710.270000 sec): 55 clusters Score: Raw -205007067.541385 + Penalty 188560.124081 = -204818507.417304 nChanged 510 Iteration 166Q (6733.830000 sec): 55 clusters Score: Raw -205007150.719534 + Penalty 188560.124081 = -204818590.595454 nChanged 512 Iteration 167Q (6757.880000 sec): 55 clusters Score: Raw -205007162.953535 + Penalty 188560.124081 = -204818602.829454 nChanged 506 Iteration 168Q (6779.610000 sec): 55 clusters Score: Raw -205007174.425941 + Penalty 188560.124081 = -204818614.301860 nChanged 449 Iteration 169Q (6801.140000 sec): 55 clusters Score: Raw -205007183.914165 + Penalty 188560.124081 = -204818623.790084 nChanged 459 Iteration 170Q (6822.700000 sec): 55 clusters Score: Raw -205007193.203043 + Penalty 188560.124081 = -204818633.078962 nChanged 422 Iteration 171Q (6844.240000 sec): 55 clusters Score: Raw -205007201.570485 + Penalty 188560.124081 = -204818641.446405 nChanged 383 Iteration 172Q (6865.730000 sec): 55 clusters Score: Raw -205007208.743633 + Penalty 188560.124081 = -204818648.619552 nChanged 367 Iteration 173Q (6887.310000 sec): 55 clusters Score: Raw -205007215.699429 + Penalty 188560.124081 = -204818655.575348 nChanged 352 Iteration 174Q (6908.880000 sec): 55 clusters Score: Raw -205007222.423158 + Penalty 188560.124081 = -204818662.299078 nChanged 366 Iteration 175Q (6930.400000 sec): 55 clusters Score: Raw -205007229.418372 + Penalty 188560.124081 = -204818669.294291 nChanged 344 Iteration 176Q (6952.260000 sec): 55 clusters Score: Raw -205007235.680834 + Penalty 188560.124081 = -204818675.556753 nChanged 303 Iteration 177Q (6973.740000 sec): 55 clusters Score: Raw -205007240.992132 + Penalty 188560.124081 = -204818680.868052 nChanged 325 Iteration 178Q (6995.160000 sec): 55 clusters Score: Raw -205007247.464909 + Penalty 188560.124081 = -204818687.340829 nChanged 324 Writing temp clu file Because OldScore, -204818680.868052, is greater than current (better) Score,-204818687.340829 Compute initial score before splitting: Score: Raw -205007247.464909 + Penalty 188560.124081 = -204818687.340829 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 1 (34138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6995.610000 sec): 2 clusters Score: Raw -5540966.745799 + Penalty 2588.665270 = -5538378.080528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6995.790000 sec): 3 clusters Score: Raw -5520296.065099 + Penalty 5177.330541 = -5515118.734559 nChanged 15494 SP:Iteration 1F (6995.960000 sec): 3 clusters Score: Raw -5528893.632845 + Penalty 5177.330541 = -5523716.302304 nChanged 1828 SP:Iteration 2F (6996.140000 sec): 3 clusters Score: Raw -5529616.421147 + Penalty 5177.330541 = -5524439.090606 nChanged 1767 SP:Iteration 3F (6996.310000 sec): 3 clusters Score: Raw -5530404.923240 + Penalty 5177.330541 = -5525227.592699 nChanged 1846 SP:Iteration 4F (6996.490000 sec): 3 clusters Score: Raw -5531310.540913 + Penalty 5177.330541 = -5526133.210372 nChanged 1973 SP:Iteration 5F (6996.660000 sec): 3 clusters Score: Raw -5532358.186470 + Penalty 5177.330541 = -5527180.855929 nChanged 2013 SP:Iteration 6F (6996.840000 sec): 3 clusters Score: Raw -5533452.727780 + Penalty 5177.330541 = -5528275.397240 nChanged 1994 SP:Iteration 7F (6997.020000 sec): 3 clusters Score: Raw -5534434.775827 + Penalty 5177.330541 = -5529257.445286 nChanged 1658 SP:Iteration 8Q (6997.200000 sec): 3 clusters Score: Raw -5535178.508995 + Penalty 5177.330541 = -5530001.178454 nChanged 1362 SP:Iteration 9Q (6997.380000 sec): 3 clusters Score: Raw -5535750.055393 + Penalty 5177.330541 = -5530572.724853 nChanged 1154 SP:Iteration 10Q (6997.560000 sec): 3 clusters Score: Raw -5536199.005563 + Penalty 5177.330541 = -5531021.675022 nChanged 947 SP:Iteration 11Q (6997.730000 sec): 3 clusters Score: Raw -5536557.988165 + Penalty 5177.330541 = -5531380.657625 nChanged 927 SP:Iteration 12Q (6997.910000 sec): 3 clusters Score: Raw -5536921.242755 + Penalty 5177.330541 = -5531743.912215 nChanged 928 SP:Iteration 13Q (6998.100000 sec): 3 clusters Score: Raw -5537324.301461 + Penalty 5177.330541 = -5532146.970920 nChanged 930 SP:Iteration 14Q (6998.280000 sec): 3 clusters Score: Raw -5537761.119443 + Penalty 5177.330541 = -5532583.788903 nChanged 955 SP:Iteration 15Q (6998.450000 sec): 3 clusters Score: Raw -5538261.059756 + Penalty 5177.330541 = -5533083.729215 nChanged 975 SP:Iteration 16Q (6998.620000 sec): 3 clusters Score: Raw -5538811.876399 + Penalty 5177.330541 = -5533634.545858 nChanged 898 SP:Iteration 17Q (6998.800000 sec): 3 clusters Score: Raw -5539364.903361 + Penalty 5177.330541 = -5534187.572820 nChanged 787 SP:Iteration 18Q (6998.970000 sec): 3 clusters Score: Raw -5539862.817375 + Penalty 5177.330541 = -5534685.486834 nChanged 678 SP:Iteration 19Q (6999.140000 sec): 3 clusters Score: Raw -5540294.581273 + Penalty 5177.330541 = -5535117.250733 nChanged 524 SP:Iteration 20F (6999.320000 sec): 3 clusters Score: Raw -5540634.038598 + Penalty 5177.330541 = -5535456.708058 nChanged 400 SP:Iteration 21Q (6999.470000 sec): 3 clusters Score: Raw -5540888.180762 + Penalty 5177.330541 = -5535710.850222 nChanged 258 SP:Iteration 22Q (6999.630000 sec): 3 clusters Score: Raw -5541059.083356 + Penalty 5177.330541 = -5535881.752815 nChanged 185 SP:Iteration 23Q (6999.770000 sec): 3 clusters Score: Raw -5541190.608871 + Penalty 5177.330541 = -5536013.278330 nChanged 125 SP:Iteration 24Q (6999.920000 sec): 3 clusters Score: Raw -5541279.340906 + Penalty 5177.330541 = -5536102.010365 nChanged 88 SP:Iteration 25Q (7000.060000 sec): 3 clusters Score: Raw -5541343.121320 + Penalty 5177.330541 = -5536165.790780 nChanged 72 SP:Iteration 26Q (7000.200000 sec): 3 clusters Score: Raw -5541389.781991 + Penalty 5177.330541 = -5536212.451450 nChanged 47 SP:Iteration 27Q (7000.340000 sec): 3 clusters Score: Raw -5541433.185273 + Penalty 5177.330541 = -5536255.854732 nChanged 38 SP:Iteration 28Q (7000.470000 sec): 3 clusters Score: Raw -5541463.132086 + Penalty 5177.330541 = -5536285.801546 nChanged 27 SP:Iteration 29Q (7000.610000 sec): 3 clusters Score: Raw -5541483.117582 + Penalty 5177.330541 = -5536305.787041 nChanged 18 SP:Iteration 30Q (7000.740000 sec): 3 clusters Score: Raw -5541499.248012 + Penalty 5177.330541 = -5536321.917472 nChanged 20 SP:Iteration 31Q (7000.880000 sec): 3 clusters Score: Raw -5541511.141135 + Penalty 5177.330541 = -5536333.810594 nChanged 6 SP:Iteration 32Q (7001.010000 sec): 3 clusters Score: Raw -5541516.981917 + Penalty 5177.330541 = -5536339.651377 nChanged 7 SP:Iteration 33Q (7001.140000 sec): 3 clusters Score: Raw -5541523.133504 + Penalty 5177.330541 = -5536345.802964 nChanged 10 SP:Iteration 34Q (7001.280000 sec): 3 clusters Score: Raw -5541532.378385 + Penalty 5177.330541 = -5536355.047844 nChanged 8 SP:Iteration 35Q (7001.410000 sec): 3 clusters Score: Raw -5541536.398711 + Penalty 5177.330541 = -5536359.068170 nChanged 4 SP:Iteration 36Q (7001.540000 sec): 3 clusters Score: Raw -5541539.308551 + Penalty 5177.330541 = -5536361.978010 nChanged 4 SP:Iteration 37Q (7001.670000 sec): 3 clusters Score: Raw -5541541.507424 + Penalty 5177.330541 = -5536364.176883 nChanged 2 SP:Iteration 38Q (7001.800000 sec): 3 clusters Score: Raw -5541543.190470 + Penalty 5177.330541 = -5536365.859930 nChanged 1 SP:Iteration 39Q (7001.940000 sec): 3 clusters Score: Raw -5541543.630240 + Penalty 5177.330541 = -5536366.299700 nChanged 0 SP:Iteration 40F (7002.110000 sec): 3 clusters Score: Raw -5541543.630240 + Penalty 5177.330541 = -5536366.299700 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 2 (14352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7002.180000 sec): 2 clusters Score: Raw -2337697.779551 + Penalty 2373.767857 = -2335324.011694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7002.260000 sec): 3 clusters Score: Raw -2329722.551545 + Penalty 4747.535714 = -2324975.015831 nChanged 6094 SP:Iteration 1F (7002.330000 sec): 3 clusters Score: Raw -2332903.935350 + Penalty 4747.535714 = -2328156.399637 nChanged 814 SP:Iteration 2F (7002.400000 sec): 3 clusters Score: Raw -2333229.378696 + Penalty 4747.535714 = -2328481.842982 nChanged 700 SP:Iteration 3Q (7002.480000 sec): 3 clusters Score: Raw -2333503.169633 + Penalty 4747.535714 = -2328755.633919 nChanged 633 SP:Iteration 4Q (7002.550000 sec): 3 clusters Score: Raw -2333781.093385 + Penalty 4747.535714 = -2329033.557671 nChanged 630 SP:Iteration 5Q (7002.620000 sec): 3 clusters Score: Raw -2334083.940338 + Penalty 4747.535714 = -2329336.404624 nChanged 665 SP:Iteration 6Q (7002.690000 sec): 3 clusters Score: Raw -2334469.770984 + Penalty 4747.535714 = -2329722.235271 nChanged 777 SP:Iteration 7F (7002.760000 sec): 3 clusters Score: Raw -2334997.495017 + Penalty 4747.535714 = -2330249.959304 nChanged 831 SP:Iteration 8F (7002.840000 sec): 3 clusters Score: Raw -2335626.398914 + Penalty 4747.535714 = -2330878.863201 nChanged 777 SP:Iteration 9F (7002.910000 sec): 3 clusters Score: Raw -2336239.000119 + Penalty 4747.535714 = -2331491.464405 nChanged 654 SP:Iteration 10Q (7002.980000 sec): 3 clusters Score: Raw -2336784.543712 + Penalty 4747.535714 = -2332037.007999 nChanged 521 SP:Iteration 11Q (7003.050000 sec): 3 clusters Score: Raw -2337245.680062 + Penalty 4747.535714 = -2332498.144348 nChanged 336 SP:Iteration 12Q (7003.120000 sec): 3 clusters Score: Raw -2337545.837418 + Penalty 4747.535714 = -2332798.301704 nChanged 217 SP:Iteration 13Q (7003.180000 sec): 3 clusters Score: Raw -2337769.359216 + Penalty 4747.535714 = -2333021.823502 nChanged 133 SP:Iteration 14Q (7003.240000 sec): 3 clusters Score: Raw -2337910.121508 + Penalty 4747.535714 = -2333162.585794 nChanged 104 SP:Iteration 15Q (7003.300000 sec): 3 clusters Score: Raw -2338002.303734 + Penalty 4747.535714 = -2333254.768020 nChanged 66 SP:Iteration 16Q (7003.360000 sec): 3 clusters Score: Raw -2338055.111588 + Penalty 4747.535714 = -2333307.575875 nChanged 44 SP:Iteration 17Q (7003.420000 sec): 3 clusters Score: Raw -2338090.727364 + Penalty 4747.535714 = -2333343.191651 nChanged 26 SP:Iteration 18Q (7003.480000 sec): 3 clusters Score: Raw -2338109.384823 + Penalty 4747.535714 = -2333361.849109 nChanged 18 SP:Iteration 19Q (7003.530000 sec): 3 clusters Score: Raw -2338120.399798 + Penalty 4747.535714 = -2333372.864085 nChanged 14 SP:Iteration 20F (7003.600000 sec): 3 clusters Score: Raw -2338129.766813 + Penalty 4747.535714 = -2333382.231099 nChanged 8 SP:Iteration 21Q (7003.660000 sec): 3 clusters Score: Raw -2338135.309962 + Penalty 4747.535714 = -2333387.774248 nChanged 7 SP:Iteration 22Q (7003.720000 sec): 3 clusters Score: Raw -2338139.456789 + Penalty 4747.535714 = -2333391.921075 nChanged 3 SP:Iteration 23Q (7003.770000 sec): 3 clusters Score: Raw -2338141.267354 + Penalty 4747.535714 = -2333393.731640 nChanged 2 SP:Iteration 24Q (7003.830000 sec): 3 clusters Score: Raw -2338142.580201 + Penalty 4747.535714 = -2333395.044487 nChanged 0 SP:Iteration 25F (7003.900000 sec): 3 clusters Score: Raw -2338142.580201 + Penalty 4747.535714 = -2333395.044487 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 3 (1598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7003.920000 sec): 2 clusters Score: Raw -229638.526227 + Penalty 1829.374015 = -227809.152212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7003.920000 sec): 3 clusters Score: Raw -229087.558855 + Penalty 3658.748031 = -225428.810825 nChanged 465 SP:Iteration 1F (7003.930000 sec): 3 clusters Score: Raw -229453.521710 + Penalty 3658.748031 = -225794.773679 nChanged 101 SP:Iteration 2F (7003.940000 sec): 3 clusters Score: Raw -229576.038227 + Penalty 3658.748031 = -225917.290196 nChanged 86 SP:Iteration 3F (7003.950000 sec): 3 clusters Score: Raw -229662.557453 + Penalty 3658.748031 = -226003.809422 nChanged 50 SP:Iteration 4Q (7003.960000 sec): 3 clusters Score: Raw -229712.892972 + Penalty 3658.748031 = -226054.144941 nChanged 39 SP:Iteration 5Q (7003.960000 sec): 3 clusters Score: Raw -229754.490765 + Penalty 3658.748031 = -226095.742734 nChanged 33 SP:Iteration 6Q (7003.970000 sec): 3 clusters Score: Raw -229787.493457 + Penalty 3658.748031 = -226128.745426 nChanged 33 SP:Iteration 7Q (7003.980000 sec): 3 clusters Score: Raw -229823.413266 + Penalty 3658.748031 = -226164.665235 nChanged 37 SP:Iteration 8Q (7003.990000 sec): 3 clusters Score: Raw -229851.813189 + Penalty 3658.748031 = -226193.065159 nChanged 18 SP:Iteration 9Q (7004.000000 sec): 3 clusters Score: Raw -229867.470677 + Penalty 3658.748031 = -226208.722646 nChanged 17 SP:Iteration 10Q (7004.000000 sec): 3 clusters Score: Raw -229880.229210 + Penalty 3658.748031 = -226221.481179 nChanged 10 SP:Iteration 11Q (7004.010000 sec): 3 clusters Score: Raw -229884.938139 + Penalty 3658.748031 = -226226.190109 nChanged 2 SP:Iteration 12Q (7004.020000 sec): 3 clusters Score: Raw -229886.925235 + Penalty 3658.748031 = -226228.177205 nChanged 1 SP:Iteration 13Q (7004.030000 sec): 3 clusters Score: Raw -229887.425293 + Penalty 3658.748031 = -226228.677262 nChanged 2 SP:Iteration 14Q (7004.040000 sec): 3 clusters Score: Raw -229889.061069 + Penalty 3658.748031 = -226230.313038 nChanged 2 SP:Iteration 15Q (7004.040000 sec): 3 clusters Score: Raw -229890.086752 + Penalty 3658.748031 = -226231.338722 nChanged 0 SP:Iteration 16F (7004.050000 sec): 3 clusters Score: Raw -229890.086752 + Penalty 3658.748031 = -226231.338722 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 4 (496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7004.060000 sec): 2 clusters Score: Raw -73295.465864 + Penalty 1539.230830 = -71756.235034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7004.060000 sec): 3 clusters Score: Raw -73385.363869 + Penalty 3078.461660 = -70306.902210 nChanged 86 SP:Iteration 1F (7004.060000 sec): 3 clusters Score: Raw -73625.068486 + Penalty 3078.461660 = -70546.606827 nChanged 37 SP:Iteration 2F (7004.060000 sec): 3 clusters Score: Raw -73765.921716 + Penalty 3078.461660 = -70687.460056 nChanged 22 SP:Iteration 3Q (7004.060000 sec): 3 clusters Score: Raw -73858.561586 + Penalty 3078.461660 = -70780.099926 nChanged 16 SP:Iteration 4Q (7004.070000 sec): 3 clusters Score: Raw -73915.215916 + Penalty 3078.461660 = -70836.754256 nChanged 11 SP:Iteration 5Q (7004.070000 sec): 3 clusters Score: Raw -73954.088987 + Penalty 3078.461660 = -70875.627327 nChanged 9 SP:Iteration 6Q (7004.070000 sec): 3 clusters Score: Raw -73977.701747 + Penalty 3078.461660 = -70899.240087 nChanged 7 SP:Iteration 7Q (7004.070000 sec): 3 clusters Score: Raw -74003.775694 + Penalty 3078.461660 = -70925.314034 nChanged 5 SP:Iteration 8Q (7004.080000 sec): 3 clusters Score: Raw -74026.540215 + Penalty 3078.461660 = -70948.078555 nChanged 5 SP:Iteration 9Q (7004.080000 sec): 3 clusters Score: Raw -74072.933074 + Penalty 3078.461660 = -70994.471414 nChanged 8 SP:Iteration 10Q (7004.080000 sec): 3 clusters Score: Raw -74125.507926 + Penalty 3078.461660 = -71047.046266 nChanged 7 SP:Iteration 11Q (7004.080000 sec): 3 clusters Score: Raw -74148.667654 + Penalty 3078.461660 = -71070.205994 nChanged 3 SP:Iteration 12Q (7004.080000 sec): 3 clusters Score: Raw -74152.374654 + Penalty 3078.461660 = -71073.912994 nChanged 1 SP:Iteration 13Q (7004.080000 sec): 3 clusters Score: Raw -74153.335289 + Penalty 3078.461660 = -71074.873629 nChanged 0 SP:Iteration 14F (7004.090000 sec): 3 clusters Score: Raw -74153.335289 + Penalty 3078.461660 = -71074.873629 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 5 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7004.100000 sec): 2 clusters Score: Raw -40535.458836 + Penalty 1428.207640 = -39107.251196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7004.100000 sec): 3 clusters Score: Raw -40859.768140 + Penalty 2856.415280 = -38003.352860 nChanged 68 SP:Iteration 1F (7004.100000 sec): 3 clusters Score: Raw -41063.360176 + Penalty 2856.415280 = -38206.944897 nChanged 21 SP:Iteration 2F (7004.100000 sec): 3 clusters Score: Raw -41142.239010 + Penalty 2856.415280 = -38285.823730 nChanged 16 SP:Iteration 3F (7004.100000 sec): 3 clusters Score: Raw -41183.641974 + Penalty 2856.415280 = -38327.226694 nChanged 7 SP:Iteration 4Q (7004.100000 sec): 3 clusters Score: Raw -41228.625338 + Penalty 2856.415280 = -38372.210058 nChanged 6 SP:Iteration 5Q (7004.100000 sec): 3 clusters Score: Raw -41263.916769 + Penalty 2856.415280 = -38407.501490 nChanged 4 SP:Iteration 6Q (7004.100000 sec): 3 clusters Score: Raw -41272.691057 + Penalty 2856.415280 = -38416.275777 nChanged 2 SP:Iteration 7Q (7004.110000 sec): 3 clusters Score: Raw -41277.382851 + Penalty 2856.415280 = -38420.967571 nChanged 2 SP:Iteration 8Q (7004.110000 sec): 3 clusters Score: Raw -41280.382045 + Penalty 2856.415280 = -38423.966765 nChanged 1 SP:Iteration 9Q (7004.110000 sec): 3 clusters Score: Raw -41281.652423 + Penalty 2856.415280 = -38425.237143 nChanged 3 SP:Iteration 10Q (7004.110000 sec): 3 clusters Score: Raw -41286.766562 + Penalty 2856.415280 = -38430.351282 nChanged 3 SP:Iteration 11Q (7004.110000 sec): 3 clusters Score: Raw -41290.973830 + Penalty 2856.415280 = -38434.558550 nChanged 4 SP:Iteration 12Q (7004.120000 sec): 3 clusters Score: Raw -41297.809246 + Penalty 2856.415280 = -38441.393966 nChanged 4 SP:Iteration 13Q (7004.120000 sec): 3 clusters Score: Raw -41305.391247 + Penalty 2856.415280 = -38448.975967 nChanged 2 SP:Iteration 14Q (7004.120000 sec): 3 clusters Score: Raw -41307.566010 + Penalty 2856.415280 = -38451.150730 nChanged 1 SP:Iteration 15Q (7004.120000 sec): 3 clusters Score: Raw -41309.746064 + Penalty 2856.415280 = -38453.330784 nChanged 0 SP:Iteration 16F (7004.120000 sec): 3 clusters Score: Raw -41309.746064 + Penalty 2856.415280 = -38453.330784 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 6 (13164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7004.180000 sec): 2 clusters Score: Raw -2118998.504197 + Penalty 2352.339795 = -2116646.164401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7004.250000 sec): 3 clusters Score: Raw -2111616.496503 + Penalty 4704.679591 = -2106911.816913 nChanged 5641 SP:Iteration 1F (7004.320000 sec): 3 clusters Score: Raw -2114648.825212 + Penalty 4704.679591 = -2109944.145621 nChanged 868 SP:Iteration 2F (7004.380000 sec): 3 clusters Score: Raw -2115096.288780 + Penalty 4704.679591 = -2110391.609189 nChanged 775 SP:Iteration 3F (7004.450000 sec): 3 clusters Score: Raw -2115577.887148 + Penalty 4704.679591 = -2110873.207558 nChanged 795 SP:Iteration 4F (7004.520000 sec): 3 clusters Score: Raw -2116166.930460 + Penalty 4704.679591 = -2111462.250869 nChanged 921 SP:Iteration 5F (7004.580000 sec): 3 clusters Score: Raw -2116909.444635 + Penalty 4704.679591 = -2112204.765045 nChanged 960 SP:Iteration 6F (7004.650000 sec): 3 clusters Score: Raw -2117808.414089 + Penalty 4704.679591 = -2113103.734498 nChanged 988 SP:Iteration 7F (7004.710000 sec): 3 clusters Score: Raw -2118794.800406 + Penalty 4704.679591 = -2114090.120815 nChanged 849 SP:Iteration 8F (7004.780000 sec): 3 clusters Score: Raw -2119716.568591 + Penalty 4704.679591 = -2115011.889000 nChanged 587 SP:Iteration 9Q (7004.840000 sec): 3 clusters Score: Raw -2120395.405368 + Penalty 4704.679591 = -2115690.725778 nChanged 389 SP:Iteration 10Q (7004.900000 sec): 3 clusters Score: Raw -2120807.920731 + Penalty 4704.679591 = -2116103.241140 nChanged 223 SP:Iteration 11Q (7004.960000 sec): 3 clusters Score: Raw -2121000.769749 + Penalty 4704.679591 = -2116296.090159 nChanged 140 SP:Iteration 12Q (7005.020000 sec): 3 clusters Score: Raw -2121094.416134 + Penalty 4704.679591 = -2116389.736544 nChanged 88 SP:Iteration 13Q (7005.070000 sec): 3 clusters Score: Raw -2121141.917130 + Penalty 4704.679591 = -2116437.237539 nChanged 58 SP:Iteration 14Q (7005.120000 sec): 3 clusters Score: Raw -2121167.713375 + Penalty 4704.679591 = -2116463.033784 nChanged 30 SP:Iteration 15Q (7005.180000 sec): 3 clusters Score: Raw -2121175.607602 + Penalty 4704.679591 = -2116470.928012 nChanged 20 SP:Iteration 16Q (7005.230000 sec): 3 clusters Score: Raw -2121181.036049 + Penalty 4704.679591 = -2116476.356459 nChanged 16 SP:Iteration 17Q (7005.280000 sec): 3 clusters Score: Raw -2121186.758494 + Penalty 4704.679591 = -2116482.078903 nChanged 15 SP:Iteration 18Q (7005.340000 sec): 3 clusters Score: Raw -2121191.040635 + Penalty 4704.679591 = -2116486.361045 nChanged 10 SP:Iteration 19Q (7005.390000 sec): 3 clusters Score: Raw -2121193.132272 + Penalty 4704.679591 = -2116488.452681 nChanged 12 SP:Iteration 20F (7005.460000 sec): 3 clusters Score: Raw -2121196.159006 + Penalty 4704.679591 = -2116491.479415 nChanged 5 SP:Iteration 21Q (7005.510000 sec): 3 clusters Score: Raw -2121197.021983 + Penalty 4704.679591 = -2116492.342392 nChanged 6 SP:Iteration 22Q (7005.560000 sec): 3 clusters Score: Raw -2121198.322886 + Penalty 4704.679591 = -2116493.643295 nChanged 4 SP:Iteration 23Q (7005.610000 sec): 3 clusters Score: Raw -2121199.178008 + Penalty 4704.679591 = -2116494.498418 nChanged 3 SP:Iteration 24Q (7005.660000 sec): 3 clusters Score: Raw -2121200.038897 + Penalty 4704.679591 = -2116495.359306 nChanged 3 SP:Iteration 25Q (7005.720000 sec): 3 clusters Score: Raw -2121200.517904 + Penalty 4704.679591 = -2116495.838314 nChanged 1 SP:Iteration 26Q (7005.770000 sec): 3 clusters Score: Raw -2121200.611863 + Penalty 4704.679591 = -2116495.932273 nChanged 0 SP:Iteration 27F (7005.840000 sec): 3 clusters Score: Raw -2121200.611863 + Penalty 4704.679591 = -2116495.932273 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 7 (15770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7005.910000 sec): 2 clusters Score: Raw -2437238.716188 + Penalty 2397.134441 = -2434841.581748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7005.990000 sec): 3 clusters Score: Raw -2428357.412739 + Penalty 4794.268881 = -2423563.143858 nChanged 6851 SP:Iteration 1F (7006.070000 sec): 3 clusters Score: Raw -2432298.731475 + Penalty 4794.268881 = -2427504.462593 nChanged 1081 SP:Iteration 2F (7006.150000 sec): 3 clusters Score: Raw -2432932.764404 + Penalty 4794.268881 = -2428138.495523 nChanged 987 SP:Iteration 3F (7006.220000 sec): 3 clusters Score: Raw -2433441.169885 + Penalty 4794.268881 = -2428646.901003 nChanged 776 SP:Iteration 4Q (7006.300000 sec): 3 clusters Score: Raw -2433820.352089 + Penalty 4794.268881 = -2429026.083208 nChanged 677 SP:Iteration 5Q (7006.380000 sec): 3 clusters Score: Raw -2434131.266336 + Penalty 4794.268881 = -2429336.997455 nChanged 579 SP:Iteration 6Q (7006.460000 sec): 3 clusters Score: Raw -2434387.786841 + Penalty 4794.268881 = -2429593.517960 nChanged 538 SP:Iteration 7Q (7006.540000 sec): 3 clusters Score: Raw -2434634.956412 + Penalty 4794.268881 = -2429840.687531 nChanged 507 SP:Iteration 8Q (7006.620000 sec): 3 clusters Score: Raw -2434873.054359 + Penalty 4794.268881 = -2430078.785478 nChanged 475 SP:Iteration 9Q (7006.700000 sec): 3 clusters Score: Raw -2435091.345622 + Penalty 4794.268881 = -2430297.076741 nChanged 457 SP:Iteration 10Q (7006.780000 sec): 3 clusters Score: Raw -2435291.805282 + Penalty 4794.268881 = -2430497.536401 nChanged 452 SP:Iteration 11Q (7006.850000 sec): 3 clusters Score: Raw -2435491.517776 + Penalty 4794.268881 = -2430697.248895 nChanged 458 SP:Iteration 12Q (7006.930000 sec): 3 clusters Score: Raw -2435712.903239 + Penalty 4794.268881 = -2430918.634358 nChanged 454 SP:Iteration 13Q (7007.010000 sec): 3 clusters Score: Raw -2435952.479749 + Penalty 4794.268881 = -2431158.210868 nChanged 440 SP:Iteration 14Q (7007.080000 sec): 3 clusters Score: Raw -2436207.998306 + Penalty 4794.268881 = -2431413.729425 nChanged 441 SP:Iteration 15Q (7007.160000 sec): 3 clusters Score: Raw -2436440.496627 + Penalty 4794.268881 = -2431646.227745 nChanged 429 SP:Iteration 16Q (7007.240000 sec): 3 clusters Score: Raw -2436655.633438 + Penalty 4794.268881 = -2431861.364557 nChanged 389 SP:Iteration 17Q (7007.310000 sec): 3 clusters Score: Raw -2436853.021866 + Penalty 4794.268881 = -2432058.752985 nChanged 386 SP:Iteration 18Q (7007.380000 sec): 3 clusters Score: Raw -2437047.063532 + Penalty 4794.268881 = -2432252.794651 nChanged 383 SP:Iteration 19Q (7007.460000 sec): 3 clusters Score: Raw -2437273.462635 + Penalty 4794.268881 = -2432479.193753 nChanged 387 SP:Iteration 20F (7007.540000 sec): 3 clusters Score: Raw -2437509.551057 + Penalty 4794.268881 = -2432715.282176 nChanged 386 SP:Iteration 21Q (7007.610000 sec): 3 clusters Score: Raw -2437775.226019 + Penalty 4794.268881 = -2432980.957137 nChanged 398 SP:Iteration 22Q (7007.680000 sec): 3 clusters Score: Raw -2438062.811650 + Penalty 4794.268881 = -2433268.542768 nChanged 383 SP:Iteration 23Q (7007.760000 sec): 3 clusters Score: Raw -2438320.494376 + Penalty 4794.268881 = -2433526.225495 nChanged 323 SP:Iteration 24Q (7007.830000 sec): 3 clusters Score: Raw -2438487.409826 + Penalty 4794.268881 = -2433693.140945 nChanged 215 SP:Iteration 25Q (7007.900000 sec): 3 clusters Score: Raw -2438588.466387 + Penalty 4794.268881 = -2433794.197506 nChanged 172 SP:Iteration 26Q (7007.970000 sec): 3 clusters Score: Raw -2438659.261818 + Penalty 4794.268881 = -2433864.992936 nChanged 98 SP:Iteration 27Q (7008.040000 sec): 3 clusters Score: Raw -2438693.403343 + Penalty 4794.268881 = -2433899.134461 nChanged 77 SP:Iteration 28Q (7008.100000 sec): 3 clusters Score: Raw -2438721.694372 + Penalty 4794.268881 = -2433927.425491 nChanged 68 SP:Iteration 29Q (7008.180000 sec): 3 clusters Score: Raw -2438744.340011 + Penalty 4794.268881 = -2433950.071130 nChanged 52 SP:Iteration 30Q (7008.240000 sec): 3 clusters Score: Raw -2438761.038625 + Penalty 4794.268881 = -2433966.769744 nChanged 38 SP:Iteration 31Q (7008.320000 sec): 3 clusters Score: Raw -2438771.618971 + Penalty 4794.268881 = -2433977.350089 nChanged 20 SP:Iteration 32Q (7008.380000 sec): 3 clusters Score: Raw -2438776.902831 + Penalty 4794.268881 = -2433982.633950 nChanged 17 SP:Iteration 33Q (7008.450000 sec): 3 clusters Score: Raw -2438781.518893 + Penalty 4794.268881 = -2433987.250012 nChanged 14 SP:Iteration 34Q (7008.520000 sec): 3 clusters Score: Raw -2438785.509012 + Penalty 4794.268881 = -2433991.240131 nChanged 14 SP:Iteration 35Q (7008.590000 sec): 3 clusters Score: Raw -2438789.475999 + Penalty 4794.268881 = -2433995.207117 nChanged 12 SP:Iteration 36Q (7008.660000 sec): 3 clusters Score: Raw -2438793.214322 + Penalty 4794.268881 = -2433998.945441 nChanged 17 SP:Iteration 37Q (7008.730000 sec): 3 clusters Score: Raw -2438797.405960 + Penalty 4794.268881 = -2434003.137079 nChanged 15 SP:Iteration 38Q (7008.800000 sec): 3 clusters Score: Raw -2438801.562622 + Penalty 4794.268881 = -2434007.293741 nChanged 11 SP:Iteration 39Q (7008.870000 sec): 3 clusters Score: Raw -2438806.725330 + Penalty 4794.268881 = -2434012.456448 nChanged 10 SP:Iteration 40F (7008.940000 sec): 3 clusters Score: Raw -2438808.814907 + Penalty 4794.268881 = -2434014.546026 nChanged 7 SP:Iteration 41Q (7009.020000 sec): 3 clusters Score: Raw -2438810.337599 + Penalty 4794.268881 = -2434016.068717 nChanged 5 SP:Iteration 42Q (7009.080000 sec): 3 clusters Score: Raw -2438812.271774 + Penalty 4794.268881 = -2434018.002893 nChanged 7 SP:Iteration 43Q (7009.150000 sec): 3 clusters Score: Raw -2438814.767782 + Penalty 4794.268881 = -2434020.498901 nChanged 12 SP:Iteration 44Q (7009.220000 sec): 3 clusters Score: Raw -2438819.121898 + Penalty 4794.268881 = -2434024.853017 nChanged 13 SP:Iteration 45Q (7009.290000 sec): 3 clusters Score: Raw -2438824.094479 + Penalty 4794.268881 = -2434029.825598 nChanged 16 SP:Iteration 46Q (7009.360000 sec): 3 clusters Score: Raw -2438828.574243 + Penalty 4794.268881 = -2434034.305361 nChanged 10 SP:Iteration 47Q (7009.430000 sec): 3 clusters Score: Raw -2438831.336820 + Penalty 4794.268881 = -2434037.067939 nChanged 13 SP:Iteration 48Q (7009.500000 sec): 3 clusters Score: Raw -2438835.659575 + Penalty 4794.268881 = -2434041.390693 nChanged 12 SP:Iteration 49Q (7009.570000 sec): 3 clusters Score: Raw -2438839.257936 + Penalty 4794.268881 = -2434044.989055 nChanged 8 SP:Iteration 50Q (7009.640000 sec): 3 clusters Score: Raw -2438841.785453 + Penalty 4794.268881 = -2434047.516572 nChanged 8 SP:Iteration 51Q (7009.700000 sec): 3 clusters Score: Raw -2438844.440211 + Penalty 4794.268881 = -2434050.171330 nChanged 10 SP:Iteration 52Q (7009.780000 sec): 3 clusters Score: Raw -2438846.422430 + Penalty 4794.268881 = -2434052.153549 nChanged 7 SP:Iteration 53Q (7009.840000 sec): 3 clusters Score: Raw -2438847.780307 + Penalty 4794.268881 = -2434053.511425 nChanged 1 SP:Iteration 54Q (7009.910000 sec): 3 clusters Score: Raw -2438847.920655 + Penalty 4794.268881 = -2434053.651774 nChanged 2 SP:Iteration 55Q (7009.980000 sec): 3 clusters Score: Raw -2438848.511019 + Penalty 4794.268881 = -2434054.242138 nChanged 2 SP:Iteration 56Q (7010.050000 sec): 3 clusters Score: Raw -2438848.888071 + Penalty 4794.268881 = -2434054.619190 nChanged 1 SP:Iteration 57Q (7010.120000 sec): 3 clusters Score: Raw -2438848.966671 + Penalty 4794.268881 = -2434054.697790 nChanged 0 SP:Iteration 58F (7010.190000 sec): 3 clusters Score: Raw -2438848.966671 + Penalty 4794.268881 = -2434054.697790 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 8 (3131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7010.220000 sec): 2 clusters Score: Raw -506255.024918 + Penalty 1996.178715 = -504258.846203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7010.240000 sec): 3 clusters Score: Raw -504869.696818 + Penalty 3992.357430 = -500877.339388 nChanged 1098 SP:Iteration 1F (7010.250000 sec): 3 clusters Score: Raw -505509.366061 + Penalty 3992.357430 = -501517.008631 nChanged 238 SP:Iteration 2F (7010.270000 sec): 3 clusters Score: Raw -505684.365119 + Penalty 3992.357430 = -501692.007690 nChanged 143 SP:Iteration 3Q (7010.280000 sec): 3 clusters Score: Raw -505782.374363 + Penalty 3992.357430 = -501790.016934 nChanged 115 SP:Iteration 4Q (7010.300000 sec): 3 clusters Score: Raw -505852.321547 + Penalty 3992.357430 = -501859.964118 nChanged 65 SP:Iteration 5Q (7010.310000 sec): 3 clusters Score: Raw -505885.031514 + Penalty 3992.357430 = -501892.674084 nChanged 43 SP:Iteration 6Q (7010.330000 sec): 3 clusters Score: Raw -505907.597910 + Penalty 3992.357430 = -501915.240480 nChanged 33 SP:Iteration 7Q (7010.340000 sec): 3 clusters Score: Raw -505927.757781 + Penalty 3992.357430 = -501935.400352 nChanged 34 SP:Iteration 8Q (7010.360000 sec): 3 clusters Score: Raw -505947.808751 + Penalty 3992.357430 = -501955.451322 nChanged 34 SP:Iteration 9Q (7010.380000 sec): 3 clusters Score: Raw -505966.300825 + Penalty 3992.357430 = -501973.943395 nChanged 27 SP:Iteration 10Q (7010.390000 sec): 3 clusters Score: Raw -505979.386033 + Penalty 3992.357430 = -501987.028603 nChanged 17 SP:Iteration 11Q (7010.410000 sec): 3 clusters Score: Raw -505988.509645 + Penalty 3992.357430 = -501996.152215 nChanged 17 SP:Iteration 12Q (7010.420000 sec): 3 clusters Score: Raw -505994.861439 + Penalty 3992.357430 = -502002.504010 nChanged 16 SP:Iteration 13Q (7010.440000 sec): 3 clusters Score: Raw -506002.505303 + Penalty 3992.357430 = -502010.147873 nChanged 17 SP:Iteration 14Q (7010.450000 sec): 3 clusters Score: Raw -506009.957391 + Penalty 3992.357430 = -502017.599961 nChanged 13 SP:Iteration 15Q (7010.470000 sec): 3 clusters Score: Raw -506015.507892 + Penalty 3992.357430 = -502023.150462 nChanged 13 SP:Iteration 16Q (7010.480000 sec): 3 clusters Score: Raw -506020.282555 + Penalty 3992.357430 = -502027.925126 nChanged 7 SP:Iteration 17Q (7010.500000 sec): 3 clusters Score: Raw -506023.063886 + Penalty 3992.357430 = -502030.706457 nChanged 7 SP:Iteration 18Q (7010.520000 sec): 3 clusters Score: Raw -506025.436866 + Penalty 3992.357430 = -502033.079436 nChanged 10 SP:Iteration 19Q (7010.530000 sec): 3 clusters Score: Raw -506028.898511 + Penalty 3992.357430 = -502036.541081 nChanged 13 SP:Iteration 20F (7010.550000 sec): 3 clusters Score: Raw -506033.506364 + Penalty 3992.357430 = -502041.148934 nChanged 10 SP:Iteration 21Q (7010.560000 sec): 3 clusters Score: Raw -506037.621493 + Penalty 3992.357430 = -502045.264063 nChanged 14 SP:Iteration 22Q (7010.580000 sec): 3 clusters Score: Raw -506043.543649 + Penalty 3992.357430 = -502051.186219 nChanged 18 SP:Iteration 23Q (7010.590000 sec): 3 clusters Score: Raw -506050.159598 + Penalty 3992.357430 = -502057.802168 nChanged 16 SP:Iteration 24Q (7010.610000 sec): 3 clusters Score: Raw -506057.224177 + Penalty 3992.357430 = -502064.866747 nChanged 12 SP:Iteration 25Q (7010.620000 sec): 3 clusters Score: Raw -506061.736543 + Penalty 3992.357430 = -502069.379113 nChanged 13 SP:Iteration 26Q (7010.640000 sec): 3 clusters Score: Raw -506068.106309 + Penalty 3992.357430 = -502075.748879 nChanged 12 SP:Iteration 27Q (7010.660000 sec): 3 clusters Score: Raw -506073.117516 + Penalty 3992.357430 = -502080.760086 nChanged 13 SP:Iteration 28Q (7010.670000 sec): 3 clusters Score: Raw -506077.964464 + Penalty 3992.357430 = -502085.607034 nChanged 15 SP:Iteration 29Q (7010.690000 sec): 3 clusters Score: Raw -506083.365253 + Penalty 3992.357430 = -502091.007823 nChanged 7 SP:Iteration 30Q (7010.700000 sec): 3 clusters Score: Raw -506085.215277 + Penalty 3992.357430 = -502092.857847 nChanged 5 SP:Iteration 31Q (7010.720000 sec): 3 clusters Score: Raw -506086.343176 + Penalty 3992.357430 = -502093.985746 nChanged 3 SP:Iteration 32Q (7010.730000 sec): 3 clusters Score: Raw -506087.187401 + Penalty 3992.357430 = -502094.829971 nChanged 4 SP:Iteration 33Q (7010.750000 sec): 3 clusters Score: Raw -506088.830273 + Penalty 3992.357430 = -502096.472843 nChanged 2 SP:Iteration 34Q (7010.760000 sec): 3 clusters Score: Raw -506089.386689 + Penalty 3992.357430 = -502097.029259 nChanged 0 SP:Iteration 35F (7010.780000 sec): 3 clusters Score: Raw -506089.386689 + Penalty 3992.357430 = -502097.029259 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 9 (1020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7010.790000 sec): 2 clusters Score: Raw -165630.769240 + Penalty 1718.034361 = -163912.734879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7010.800000 sec): 3 clusters Score: Raw -165398.448216 + Penalty 3436.068722 = -161962.379495 nChanged 261 SP:Iteration 1F (7010.800000 sec): 3 clusters Score: Raw -165666.145614 + Penalty 3436.068722 = -162230.076893 nChanged 68 SP:Iteration 2F (7010.800000 sec): 3 clusters Score: Raw -165745.218272 + Penalty 3436.068722 = -162309.149550 nChanged 28 SP:Iteration 3Q (7010.810000 sec): 3 clusters Score: Raw -165773.091859 + Penalty 3436.068722 = -162337.023137 nChanged 11 SP:Iteration 4Q (7010.820000 sec): 3 clusters Score: Raw -165783.262439 + Penalty 3436.068722 = -162347.193717 nChanged 5 SP:Iteration 5Q (7010.820000 sec): 3 clusters Score: Raw -165787.768060 + Penalty 3436.068722 = -162351.699339 nChanged 2 SP:Iteration 6Q (7010.820000 sec): 3 clusters Score: Raw -165790.521587 + Penalty 3436.068722 = -162354.452866 nChanged 1 SP:Iteration 7Q (7010.830000 sec): 3 clusters Score: Raw -165792.049368 + Penalty 3436.068722 = -162355.980646 nChanged 2 SP:Iteration 8Q (7010.840000 sec): 3 clusters Score: Raw -165794.146009 + Penalty 3436.068722 = -162358.077287 nChanged 2 SP:Iteration 9Q (7010.840000 sec): 3 clusters Score: Raw -165796.314024 + Penalty 3436.068722 = -162360.245302 nChanged 0 SP:Iteration 10F (7010.850000 sec): 3 clusters Score: Raw -165796.314024 + Penalty 3436.068722 = -162360.245302 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 10 (5097 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7010.880000 sec): 2 clusters Score: Raw -776327.396216 + Penalty 2117.029038 = -774210.367178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7010.900000 sec): 3 clusters Score: Raw -773837.018633 + Penalty 4234.058076 = -769602.960557 nChanged 1971 SP:Iteration 1F (7010.930000 sec): 3 clusters Score: Raw -775144.595588 + Penalty 4234.058076 = -770910.537513 nChanged 461 SP:Iteration 2F (7010.950000 sec): 3 clusters Score: Raw -775558.735660 + Penalty 4234.058076 = -771324.677585 nChanged 361 SP:Iteration 3F (7010.980000 sec): 3 clusters Score: Raw -775917.650228 + Penalty 4234.058076 = -771683.592152 nChanged 323 SP:Iteration 4F (7011.000000 sec): 3 clusters Score: Raw -776228.630332 + Penalty 4234.058076 = -771994.572256 nChanged 293 SP:Iteration 5F (7011.030000 sec): 3 clusters Score: Raw -776464.365347 + Penalty 4234.058076 = -772230.307271 nChanged 246 SP:Iteration 6Q (7011.060000 sec): 3 clusters Score: Raw -776661.306252 + Penalty 4234.058076 = -772427.248176 nChanged 202 SP:Iteration 7Q (7011.080000 sec): 3 clusters Score: Raw -776843.029403 + Penalty 4234.058076 = -772608.971328 nChanged 180 SP:Iteration 8Q (7011.100000 sec): 3 clusters Score: Raw -776973.198938 + Penalty 4234.058076 = -772739.140863 nChanged 143 SP:Iteration 9Q (7011.130000 sec): 3 clusters Score: Raw -777061.434955 + Penalty 4234.058076 = -772827.376879 nChanged 110 SP:Iteration 10Q (7011.150000 sec): 3 clusters Score: Raw -777121.991188 + Penalty 4234.058076 = -772887.933112 nChanged 89 SP:Iteration 11Q (7011.180000 sec): 3 clusters Score: Raw -777168.838583 + Penalty 4234.058076 = -772934.780507 nChanged 85 SP:Iteration 12Q (7011.200000 sec): 3 clusters Score: Raw -777215.156242 + Penalty 4234.058076 = -772981.098167 nChanged 66 SP:Iteration 13Q (7011.220000 sec): 3 clusters Score: Raw -777251.985042 + Penalty 4234.058076 = -773017.926966 nChanged 58 SP:Iteration 14Q (7011.250000 sec): 3 clusters Score: Raw -777283.221396 + Penalty 4234.058076 = -773049.163320 nChanged 54 SP:Iteration 15Q (7011.270000 sec): 3 clusters Score: Raw -777310.273034 + Penalty 4234.058076 = -773076.214958 nChanged 44 SP:Iteration 16Q (7011.300000 sec): 3 clusters Score: Raw -777326.852759 + Penalty 4234.058076 = -773092.794683 nChanged 25 SP:Iteration 17Q (7011.320000 sec): 3 clusters Score: Raw -777337.047112 + Penalty 4234.058076 = -773102.989037 nChanged 21 SP:Iteration 18Q (7011.340000 sec): 3 clusters Score: Raw -777343.939917 + Penalty 4234.058076 = -773109.881842 nChanged 16 SP:Iteration 19Q (7011.370000 sec): 3 clusters Score: Raw -777349.702875 + Penalty 4234.058076 = -773115.644799 nChanged 17 SP:Iteration 20F (7011.390000 sec): 3 clusters Score: Raw -777354.715213 + Penalty 4234.058076 = -773120.657137 nChanged 16 SP:Iteration 21Q (7011.420000 sec): 3 clusters Score: Raw -777360.584340 + Penalty 4234.058076 = -773126.526264 nChanged 16 SP:Iteration 22Q (7011.440000 sec): 3 clusters Score: Raw -777365.583539 + Penalty 4234.058076 = -773131.525463 nChanged 19 SP:Iteration 23Q (7011.460000 sec): 3 clusters Score: Raw -777372.069964 + Penalty 4234.058076 = -773138.011889 nChanged 18 SP:Iteration 24Q (7011.490000 sec): 3 clusters Score: Raw -777378.289631 + Penalty 4234.058076 = -773144.231556 nChanged 13 SP:Iteration 25Q (7011.510000 sec): 3 clusters Score: Raw -777382.630032 + Penalty 4234.058076 = -773148.571957 nChanged 10 SP:Iteration 26Q (7011.530000 sec): 3 clusters Score: Raw -777385.899534 + Penalty 4234.058076 = -773151.841459 nChanged 8 SP:Iteration 27Q (7011.560000 sec): 3 clusters Score: Raw -777388.621783 + Penalty 4234.058076 = -773154.563708 nChanged 9 SP:Iteration 28Q (7011.580000 sec): 3 clusters Score: Raw -777391.334450 + Penalty 4234.058076 = -773157.276374 nChanged 9 SP:Iteration 29Q (7011.600000 sec): 3 clusters Score: Raw -777394.929251 + Penalty 4234.058076 = -773160.871175 nChanged 7 SP:Iteration 30Q (7011.630000 sec): 3 clusters Score: Raw -777396.702816 + Penalty 4234.058076 = -773162.644740 nChanged 7 SP:Iteration 31Q (7011.650000 sec): 3 clusters Score: Raw -777399.102275 + Penalty 4234.058076 = -773165.044199 nChanged 6 SP:Iteration 32Q (7011.670000 sec): 3 clusters Score: Raw -777400.228356 + Penalty 4234.058076 = -773166.170281 nChanged 5 SP:Iteration 33Q (7011.700000 sec): 3 clusters Score: Raw -777401.884198 + Penalty 4234.058076 = -773167.826122 nChanged 4 SP:Iteration 34Q (7011.720000 sec): 3 clusters Score: Raw -777403.013530 + Penalty 4234.058076 = -773168.955455 nChanged 0 SP:Iteration 35F (7011.740000 sec): 3 clusters Score: Raw -777403.013530 + Penalty 4234.058076 = -773168.955455 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 11 (848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7011.760000 sec): 2 clusters Score: Raw -133375.897656 + Penalty 1672.234398 = -131703.663258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7011.760000 sec): 3 clusters Score: Raw -133244.445438 + Penalty 3344.468795 = -129899.976643 nChanged 206 SP:Iteration 1F (7011.760000 sec): 3 clusters Score: Raw -133520.492104 + Penalty 3344.468795 = -130176.023308 nChanged 56 SP:Iteration 2F (7011.770000 sec): 3 clusters Score: Raw -133597.997128 + Penalty 3344.468795 = -130253.528333 nChanged 22 SP:Iteration 3Q (7011.770000 sec): 3 clusters Score: Raw -133627.259589 + Penalty 3344.468795 = -130282.790794 nChanged 12 SP:Iteration 4Q (7011.780000 sec): 3 clusters Score: Raw -133645.816120 + Penalty 3344.468795 = -130301.347325 nChanged 8 SP:Iteration 5Q (7011.780000 sec): 3 clusters Score: Raw -133657.398758 + Penalty 3344.468795 = -130312.929962 nChanged 3 SP:Iteration 6Q (7011.780000 sec): 3 clusters Score: Raw -133663.361737 + Penalty 3344.468795 = -130318.892941 nChanged 1 SP:Iteration 7Q (7011.790000 sec): 3 clusters Score: Raw -133664.569256 + Penalty 3344.468795 = -130320.100461 nChanged 1 SP:Iteration 8Q (7011.790000 sec): 3 clusters Score: Raw -133665.926792 + Penalty 3344.468795 = -130321.457996 nChanged 2 SP:Iteration 9Q (7011.800000 sec): 3 clusters Score: Raw -133668.097560 + Penalty 3344.468795 = -130323.628765 nChanged 2 SP:Iteration 10Q (7011.800000 sec): 3 clusters Score: Raw -133670.497085 + Penalty 3344.468795 = -130326.028290 nChanged 2 SP:Iteration 11Q (7011.800000 sec): 3 clusters Score: Raw -133672.852558 + Penalty 3344.468795 = -130328.383763 nChanged 0 SP:Iteration 12F (7011.810000 sec): 3 clusters Score: Raw -133672.852558 + Penalty 3344.468795 = -130328.383763 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 12 (624142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7014.730000 sec): 2 clusters Score: Raw -99276761.539439 + Penalty 3309.345030 = -99273452.194409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7018.000000 sec): 3 clusters Score: Raw -98857321.023314 + Penalty 6618.690060 = -98850702.333254 nChanged 305212 SP:Iteration 1F (7021.270000 sec): 3 clusters Score: Raw -99045855.164202 + Penalty 6618.690060 = -99039236.474142 nChanged 24327 SP:Iteration 2Q (7024.620000 sec): 3 clusters Score: Raw -99054666.923415 + Penalty 6618.690060 = -99048048.233355 nChanged 34403 SP:Iteration 3F (7027.870000 sec): 3 clusters Score: Raw -99072446.302157 + Penalty 6618.690060 = -99065827.612097 nChanged 47353 SP:Iteration 4F (7031.100000 sec): 3 clusters Score: Raw -99105796.165724 + Penalty 6618.690060 = -99099177.475664 nChanged 57807 SP:Iteration 5F (7034.340000 sec): 3 clusters Score: Raw -99157120.436047 + Penalty 6618.690060 = -99150501.745987 nChanged 55694 SP:Iteration 6F (7037.550000 sec): 3 clusters Score: Raw -99212938.277715 + Penalty 6618.690060 = -99206319.587655 nChanged 38274 SP:Iteration 7F (7040.750000 sec): 3 clusters Score: Raw -99251822.142644 + Penalty 6618.690060 = -99245203.452584 nChanged 17782 SP:Iteration 8Q (7043.790000 sec): 3 clusters Score: Raw -99269207.284883 + Penalty 6618.690060 = -99262588.594823 nChanged 6149 SP:Iteration 9Q (7046.510000 sec): 3 clusters Score: Raw -99274989.744649 + Penalty 6618.690060 = -99268371.054589 nChanged 1588 SP:Iteration 10Q (7049.100000 sec): 3 clusters Score: Raw -99276541.061415 + Penalty 6618.690060 = -99269922.371355 nChanged 417 SP:Iteration 11Q (7051.590000 sec): 3 clusters Score: Raw -99277028.525650 + Penalty 6618.690060 = -99270409.835590 nChanged 196 SP:Iteration 12Q (7054.040000 sec): 3 clusters Score: Raw -99277293.032824 + Penalty 6618.690060 = -99270674.342764 nChanged 149 SP:Iteration 13Q (7056.490000 sec): 3 clusters Score: Raw -99277455.841252 + Penalty 6618.690060 = -99270837.151192 nChanged 133 SP:Iteration 14Q (7058.940000 sec): 3 clusters Score: Raw -99277559.641432 + Penalty 6618.690060 = -99270940.951372 nChanged 90 SP:Iteration 15Q (7061.370000 sec): 3 clusters Score: Raw -99277617.300884 + Penalty 6618.690060 = -99270998.610824 nChanged 68 SP:Iteration 16Q (7063.810000 sec): 3 clusters Score: Raw -99277657.023990 + Penalty 6618.690060 = -99271038.333930 nChanged 56 SP:Iteration 17Q (7066.250000 sec): 3 clusters Score: Raw -99277688.480542 + Penalty 6618.690060 = -99271069.790482 nChanged 43 SP:Iteration 18Q (7068.690000 sec): 3 clusters Score: Raw -99277709.422412 + Penalty 6618.690060 = -99271090.732351 nChanged 38 SP:Iteration 19Q (7071.140000 sec): 3 clusters Score: Raw -99277732.999981 + Penalty 6618.690060 = -99271114.309921 nChanged 34 SP:Iteration 20F (7074.590000 sec): 3 clusters Score: Raw -99277751.290016 + Penalty 6618.690060 = -99271132.599956 nChanged 31 SP:Iteration 21Q (7077.030000 sec): 3 clusters Score: Raw -99277766.021731 + Penalty 6618.690060 = -99271147.331671 nChanged 34 SP:Iteration 22Q (7079.440000 sec): 3 clusters Score: Raw -99277782.944917 + Penalty 6618.690060 = -99271164.254857 nChanged 36 SP:Iteration 23Q (7081.700000 sec): 3 clusters Score: Raw -99277798.782776 + Penalty 6618.690060 = -99271180.092716 nChanged 27 SP:Iteration 24Q (7083.980000 sec): 3 clusters Score: Raw -99277811.450419 + Penalty 6618.690060 = -99271192.760359 nChanged 27 SP:Iteration 25Q (7086.240000 sec): 3 clusters Score: Raw -99277823.004640 + Penalty 6618.690060 = -99271204.314580 nChanged 22 SP:Iteration 26Q (7088.500000 sec): 3 clusters Score: Raw -99277832.122549 + Penalty 6618.690060 = -99271213.432489 nChanged 16 SP:Iteration 27Q (7090.770000 sec): 3 clusters Score: Raw -99277836.539756 + Penalty 6618.690060 = -99271217.849696 nChanged 7 SP:Iteration 28Q (7093.030000 sec): 3 clusters Score: Raw -99277838.333735 + Penalty 6618.690060 = -99271219.643675 nChanged 4 SP:Iteration 29Q (7095.310000 sec): 3 clusters Score: Raw -99277839.642361 + Penalty 6618.690060 = -99271220.952301 nChanged 6 SP:Iteration 30Q (7097.570000 sec): 3 clusters Score: Raw -99277841.792627 + Penalty 6618.690060 = -99271223.102567 nChanged 6 SP:Iteration 31Q (7099.830000 sec): 3 clusters Score: Raw -99277844.456929 + Penalty 6618.690060 = -99271225.766869 nChanged 6 SP:Iteration 32Q (7102.090000 sec): 3 clusters Score: Raw -99277847.282928 + Penalty 6618.690060 = -99271228.592868 nChanged 4 SP:Iteration 33Q (7104.360000 sec): 3 clusters Score: Raw -99277848.251668 + Penalty 6618.690060 = -99271229.561608 nChanged 2 SP:Iteration 34Q (7106.620000 sec): 3 clusters Score: Raw -99277848.780087 + Penalty 6618.690060 = -99271230.090027 nChanged 4 SP:Iteration 35Q (7108.880000 sec): 3 clusters Score: Raw -99277849.829660 + Penalty 6618.690060 = -99271231.139600 nChanged 5 SP:Iteration 36Q (7111.130000 sec): 3 clusters Score: Raw -99277851.797629 + Penalty 6618.690060 = -99271233.107569 nChanged 6 SP:Iteration 37Q (7113.390000 sec): 3 clusters Score: Raw -99277854.176141 + Penalty 6618.690060 = -99271235.486081 nChanged 8 SP:Iteration 38Q (7115.670000 sec): 3 clusters Score: Raw -99277857.569327 + Penalty 6618.690060 = -99271238.879267 nChanged 12 SP:Iteration 39Q (7117.930000 sec): 3 clusters Score: Raw -99277861.705763 + Penalty 6618.690060 = -99271243.015703 nChanged 4 SP:Iteration 40F (7121.150000 sec): 3 clusters Score: Raw -99277862.953063 + Penalty 6618.690060 = -99271244.263003 nChanged 2 SP:Iteration 41Q (7123.420000 sec): 3 clusters Score: Raw -99277863.216155 + Penalty 6618.690060 = -99271244.526095 nChanged 0 SP:Iteration 42F (7126.650000 sec): 3 clusters Score: Raw -99277863.216155 + Penalty 6618.690060 = -99271244.526095 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 13 (10403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7127.050000 sec): 2 clusters Score: Raw -1675429.176300 + Penalty 2293.962677 = -1673135.213623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7127.110000 sec): 3 clusters Score: Raw -1669793.120681 + Penalty 4587.925355 = -1665205.195326 nChanged 4361 SP:Iteration 1F (7127.150000 sec): 3 clusters Score: Raw -1672103.111584 + Penalty 4587.925355 = -1667515.186229 nChanged 660 SP:Iteration 2F (7127.210000 sec): 3 clusters Score: Raw -1672389.526854 + Penalty 4587.925355 = -1667801.601499 nChanged 501 SP:Iteration 3Q (7127.260000 sec): 3 clusters Score: Raw -1672588.250042 + Penalty 4587.925355 = -1668000.324687 nChanged 409 SP:Iteration 4Q (7127.310000 sec): 3 clusters Score: Raw -1672746.914784 + Penalty 4587.925355 = -1668158.989430 nChanged 351 SP:Iteration 5Q (7127.360000 sec): 3 clusters Score: Raw -1672887.896893 + Penalty 4587.925355 = -1668299.971539 nChanged 318 SP:Iteration 6Q (7127.410000 sec): 3 clusters Score: Raw -1673015.843290 + Penalty 4587.925355 = -1668427.917935 nChanged 336 SP:Iteration 7Q (7127.470000 sec): 3 clusters Score: Raw -1673161.974944 + Penalty 4587.925355 = -1668574.049590 nChanged 329 SP:Iteration 8Q (7127.520000 sec): 3 clusters Score: Raw -1673314.553792 + Penalty 4587.925355 = -1668726.628437 nChanged 332 SP:Iteration 9Q (7127.570000 sec): 3 clusters Score: Raw -1673467.636398 + Penalty 4587.925355 = -1668879.711043 nChanged 354 SP:Iteration 10Q (7127.620000 sec): 3 clusters Score: Raw -1673655.290536 + Penalty 4587.925355 = -1669067.365182 nChanged 377 SP:Iteration 11Q (7127.670000 sec): 3 clusters Score: Raw -1673888.727399 + Penalty 4587.925355 = -1669300.802044 nChanged 395 SP:Iteration 12Q (7127.720000 sec): 3 clusters Score: Raw -1674136.439845 + Penalty 4587.925355 = -1669548.514491 nChanged 378 SP:Iteration 13Q (7127.770000 sec): 3 clusters Score: Raw -1674380.963674 + Penalty 4587.925355 = -1669793.038319 nChanged 370 SP:Iteration 14Q (7127.830000 sec): 3 clusters Score: Raw -1674620.272725 + Penalty 4587.925355 = -1670032.347370 nChanged 357 SP:Iteration 15Q (7127.870000 sec): 3 clusters Score: Raw -1674850.114840 + Penalty 4587.925355 = -1670262.189485 nChanged 311 SP:Iteration 16Q (7127.930000 sec): 3 clusters Score: Raw -1675052.382920 + Penalty 4587.925355 = -1670464.457565 nChanged 249 SP:Iteration 17Q (7127.970000 sec): 3 clusters Score: Raw -1675207.476780 + Penalty 4587.925355 = -1670619.551425 nChanged 206 SP:Iteration 18Q (7128.020000 sec): 3 clusters Score: Raw -1675350.788342 + Penalty 4587.925355 = -1670762.862988 nChanged 172 SP:Iteration 19Q (7128.070000 sec): 3 clusters Score: Raw -1675460.065255 + Penalty 4587.925355 = -1670872.139901 nChanged 124 SP:Iteration 20F (7128.120000 sec): 3 clusters Score: Raw -1675532.023195 + Penalty 4587.925355 = -1670944.097840 nChanged 90 SP:Iteration 21Q (7128.170000 sec): 3 clusters Score: Raw -1675588.551966 + Penalty 4587.925355 = -1671000.626611 nChanged 82 SP:Iteration 22Q (7128.210000 sec): 3 clusters Score: Raw -1675640.487636 + Penalty 4587.925355 = -1671052.562282 nChanged 65 SP:Iteration 23Q (7128.260000 sec): 3 clusters Score: Raw -1675684.239982 + Penalty 4587.925355 = -1671096.314627 nChanged 64 SP:Iteration 24Q (7128.310000 sec): 3 clusters Score: Raw -1675725.364789 + Penalty 4587.925355 = -1671137.439435 nChanged 46 SP:Iteration 25Q (7128.350000 sec): 3 clusters Score: Raw -1675760.811347 + Penalty 4587.925355 = -1671172.885993 nChanged 44 SP:Iteration 26Q (7128.390000 sec): 3 clusters Score: Raw -1675790.868325 + Penalty 4587.925355 = -1671202.942970 nChanged 29 SP:Iteration 27Q (7128.430000 sec): 3 clusters Score: Raw -1675811.273079 + Penalty 4587.925355 = -1671223.347724 nChanged 25 SP:Iteration 28Q (7128.470000 sec): 3 clusters Score: Raw -1675824.551304 + Penalty 4587.925355 = -1671236.625950 nChanged 17 SP:Iteration 29Q (7128.520000 sec): 3 clusters Score: Raw -1675832.587471 + Penalty 4587.925355 = -1671244.662116 nChanged 8 SP:Iteration 30Q (7128.560000 sec): 3 clusters Score: Raw -1675838.121135 + Penalty 4587.925355 = -1671250.195780 nChanged 5 SP:Iteration 31Q (7128.600000 sec): 3 clusters Score: Raw -1675842.301360 + Penalty 4587.925355 = -1671254.376006 nChanged 4 SP:Iteration 32Q (7128.640000 sec): 3 clusters Score: Raw -1675846.553428 + Penalty 4587.925355 = -1671258.628073 nChanged 8 SP:Iteration 33Q (7128.690000 sec): 3 clusters Score: Raw -1675850.879493 + Penalty 4587.925355 = -1671262.954139 nChanged 7 SP:Iteration 34Q (7128.730000 sec): 3 clusters Score: Raw -1675854.045262 + Penalty 4587.925355 = -1671266.119907 nChanged 3 SP:Iteration 35Q (7128.770000 sec): 3 clusters Score: Raw -1675855.361889 + Penalty 4587.925355 = -1671267.436535 nChanged 1 SP:Iteration 36Q (7128.810000 sec): 3 clusters Score: Raw -1675855.484952 + Penalty 4587.925355 = -1671267.559598 nChanged 0 SP:Iteration 37F (7128.860000 sec): 3 clusters Score: Raw -1675855.484952 + Penalty 4587.925355 = -1671267.559598 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 14 (53432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7129.120000 sec): 2 clusters Score: Raw -8175856.743644 + Penalty 2699.768944 = -8173156.974701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7129.400000 sec): 3 clusters Score: Raw -8142620.114461 + Penalty 5399.537888 = -8137220.576573 nChanged 24664 SP:Iteration 1F (7129.680000 sec): 3 clusters Score: Raw -8156392.398333 + Penalty 5399.537888 = -8150992.860446 nChanged 2254 SP:Iteration 2Q (7129.970000 sec): 3 clusters Score: Raw -8157100.495584 + Penalty 5399.537888 = -8151700.957697 nChanged 2157 SP:Iteration 3Q (7130.250000 sec): 3 clusters Score: Raw -8157808.567704 + Penalty 5399.537888 = -8152409.029816 nChanged 2114 SP:Iteration 4Q (7130.540000 sec): 3 clusters Score: Raw -8158601.957527 + Penalty 5399.537888 = -8153202.419639 nChanged 2305 SP:Iteration 5Q (7130.830000 sec): 3 clusters Score: Raw -8159574.370181 + Penalty 5399.537888 = -8154174.832293 nChanged 2530 SP:Iteration 6Q (7131.110000 sec): 3 clusters Score: Raw -8160731.237519 + Penalty 5399.537888 = -8155331.699631 nChanged 2596 SP:Iteration 7Q (7131.400000 sec): 3 clusters Score: Raw -8162093.160407 + Penalty 5399.537888 = -8156693.622519 nChanged 2891 SP:Iteration 8F (7131.670000 sec): 3 clusters Score: Raw -8163836.851586 + Penalty 5399.537888 = -8158437.313698 nChanged 2986 SP:Iteration 9F (7131.960000 sec): 3 clusters Score: Raw -8165834.696742 + Penalty 5399.537888 = -8160435.158854 nChanged 2986 SP:Iteration 10F (7132.230000 sec): 3 clusters Score: Raw -8167901.445017 + Penalty 5399.537888 = -8162501.907129 nChanged 2736 SP:Iteration 11F (7132.520000 sec): 3 clusters Score: Raw -8169610.249909 + Penalty 5399.537888 = -8164210.712021 nChanged 2148 SP:Iteration 12Q (7132.790000 sec): 3 clusters Score: Raw -8170602.441285 + Penalty 5399.537888 = -8165202.903397 nChanged 1471 SP:Iteration 13Q (7133.070000 sec): 3 clusters Score: Raw -8171116.843118 + Penalty 5399.537888 = -8165717.305231 nChanged 993 SP:Iteration 14Q (7133.340000 sec): 3 clusters Score: Raw -8171424.942709 + Penalty 5399.537888 = -8166025.404821 nChanged 798 SP:Iteration 15Q (7133.630000 sec): 3 clusters Score: Raw -8171667.400317 + Penalty 5399.537888 = -8166267.862429 nChanged 702 SP:Iteration 16Q (7133.920000 sec): 3 clusters Score: Raw -8171876.264557 + Penalty 5399.537888 = -8166476.726669 nChanged 685 SP:Iteration 17Q (7134.220000 sec): 3 clusters Score: Raw -8172069.553488 + Penalty 5399.537888 = -8166670.015600 nChanged 663 SP:Iteration 18Q (7134.510000 sec): 3 clusters Score: Raw -8172261.519208 + Penalty 5399.537888 = -8166861.981320 nChanged 628 SP:Iteration 19Q (7134.800000 sec): 3 clusters Score: Raw -8172435.528156 + Penalty 5399.537888 = -8167035.990268 nChanged 597 SP:Iteration 20F (7135.100000 sec): 3 clusters Score: Raw -8172611.975447 + Penalty 5399.537888 = -8167212.437559 nChanged 607 SP:Iteration 21Q (7135.390000 sec): 3 clusters Score: Raw -8172803.890632 + Penalty 5399.537888 = -8167404.352744 nChanged 610 SP:Iteration 22Q (7135.670000 sec): 3 clusters Score: Raw -8173006.133306 + Penalty 5399.537888 = -8167606.595418 nChanged 609 SP:Iteration 23Q (7135.960000 sec): 3 clusters Score: Raw -8173214.850076 + Penalty 5399.537888 = -8167815.312188 nChanged 603 SP:Iteration 24Q (7136.240000 sec): 3 clusters Score: Raw -8173426.747450 + Penalty 5399.537888 = -8168027.209562 nChanged 565 SP:Iteration 25Q (7136.520000 sec): 3 clusters Score: Raw -8173612.935793 + Penalty 5399.537888 = -8168213.397906 nChanged 530 SP:Iteration 26Q (7136.780000 sec): 3 clusters Score: Raw -8173782.831215 + Penalty 5399.537888 = -8168383.293327 nChanged 523 SP:Iteration 27Q (7137.030000 sec): 3 clusters Score: Raw -8173930.580543 + Penalty 5399.537888 = -8168531.042655 nChanged 492 SP:Iteration 28Q (7137.290000 sec): 3 clusters Score: Raw -8174060.030078 + Penalty 5399.537888 = -8168660.492190 nChanged 471 SP:Iteration 29Q (7137.550000 sec): 3 clusters Score: Raw -8174181.979410 + Penalty 5399.537888 = -8168782.441522 nChanged 456 SP:Iteration 30Q (7137.800000 sec): 3 clusters Score: Raw -8174293.016621 + Penalty 5399.537888 = -8168893.478734 nChanged 428 SP:Iteration 31Q (7138.050000 sec): 3 clusters Score: Raw -8174393.902983 + Penalty 5399.537888 = -8168994.365095 nChanged 425 SP:Iteration 32Q (7138.310000 sec): 3 clusters Score: Raw -8174492.596779 + Penalty 5399.537888 = -8169093.058891 nChanged 404 SP:Iteration 33Q (7138.550000 sec): 3 clusters Score: Raw -8174589.600604 + Penalty 5399.537888 = -8169190.062716 nChanged 397 SP:Iteration 34Q (7138.810000 sec): 3 clusters Score: Raw -8174687.839113 + Penalty 5399.537888 = -8169288.301225 nChanged 405 SP:Iteration 35Q (7139.050000 sec): 3 clusters Score: Raw -8174793.282976 + Penalty 5399.537888 = -8169393.745088 nChanged 404 SP:Iteration 36Q (7139.290000 sec): 3 clusters Score: Raw -8174895.324559 + Penalty 5399.537888 = -8169495.786671 nChanged 387 SP:Iteration 37Q (7139.540000 sec): 3 clusters Score: Raw -8174989.658549 + Penalty 5399.537888 = -8169590.120662 nChanged 359 SP:Iteration 38Q (7139.790000 sec): 3 clusters Score: Raw -8175075.801515 + Penalty 5399.537888 = -8169676.263628 nChanged 354 SP:Iteration 39Q (7140.030000 sec): 3 clusters Score: Raw -8175154.281561 + Penalty 5399.537888 = -8169754.743673 nChanged 329 SP:Iteration 40F (7140.310000 sec): 3 clusters Score: Raw -8175226.384665 + Penalty 5399.537888 = -8169826.846777 nChanged 325 SP:Iteration 41Q (7140.560000 sec): 3 clusters Score: Raw -8175296.818347 + Penalty 5399.537888 = -8169897.280459 nChanged 290 SP:Iteration 42Q (7140.800000 sec): 3 clusters Score: Raw -8175358.266085 + Penalty 5399.537888 = -8169958.728197 nChanged 287 SP:Iteration 43Q (7141.040000 sec): 3 clusters Score: Raw -8175422.970905 + Penalty 5399.537888 = -8170023.433017 nChanged 301 SP:Iteration 44Q (7141.280000 sec): 3 clusters Score: Raw -8175485.450762 + Penalty 5399.537888 = -8170085.912874 nChanged 285 SP:Iteration 45Q (7141.520000 sec): 3 clusters Score: Raw -8175546.423280 + Penalty 5399.537888 = -8170146.885392 nChanged 274 SP:Iteration 46Q (7141.750000 sec): 3 clusters Score: Raw -8175609.493629 + Penalty 5399.537888 = -8170209.955742 nChanged 286 SP:Iteration 47Q (7141.990000 sec): 3 clusters Score: Raw -8175669.968379 + Penalty 5399.537888 = -8170270.430492 nChanged 265 SP:Iteration 48Q (7142.230000 sec): 3 clusters Score: Raw -8175723.176998 + Penalty 5399.537888 = -8170323.639111 nChanged 258 SP:Iteration 49Q (7142.460000 sec): 3 clusters Score: Raw -8175773.574174 + Penalty 5399.537888 = -8170374.036286 nChanged 267 SP:Iteration 50Q (7142.700000 sec): 3 clusters Score: Raw -8175827.506242 + Penalty 5399.537888 = -8170427.968354 nChanged 248 SP:Iteration 51Q (7142.930000 sec): 3 clusters Score: Raw -8175876.906863 + Penalty 5399.537888 = -8170477.368975 nChanged 232 SP:Iteration 52Q (7143.160000 sec): 3 clusters Score: Raw -8175925.772862 + Penalty 5399.537888 = -8170526.234974 nChanged 242 SP:Iteration 53Q (7143.390000 sec): 3 clusters Score: Raw -8175988.313364 + Penalty 5399.537888 = -8170588.775476 nChanged 259 SP:Iteration 54Q (7143.620000 sec): 3 clusters Score: Raw -8176049.610108 + Penalty 5399.537888 = -8170650.072220 nChanged 234 SP:Iteration 55Q (7143.840000 sec): 3 clusters Score: Raw -8176100.698573 + Penalty 5399.537888 = -8170701.160685 nChanged 227 SP:Iteration 56Q (7144.070000 sec): 3 clusters Score: Raw -8176148.729261 + Penalty 5399.537888 = -8170749.191374 nChanged 198 SP:Iteration 57Q (7144.300000 sec): 3 clusters Score: Raw -8176193.768522 + Penalty 5399.537888 = -8170794.230635 nChanged 192 SP:Iteration 58Q (7144.520000 sec): 3 clusters Score: Raw -8176237.144873 + Penalty 5399.537888 = -8170837.606985 nChanged 191 SP:Iteration 59Q (7144.740000 sec): 3 clusters Score: Raw -8176281.834001 + Penalty 5399.537888 = -8170882.296113 nChanged 183 SP:Iteration 60F (7145.020000 sec): 3 clusters Score: Raw -8176322.348529 + Penalty 5399.537888 = -8170922.810641 nChanged 178 SP:Iteration 61Q (7145.240000 sec): 3 clusters Score: Raw -8176360.404909 + Penalty 5399.537888 = -8170960.867021 nChanged 135 SP:Iteration 62Q (7145.460000 sec): 3 clusters Score: Raw -8176387.464719 + Penalty 5399.537888 = -8170987.926831 nChanged 142 SP:Iteration 63Q (7145.680000 sec): 3 clusters Score: Raw -8176416.299399 + Penalty 5399.537888 = -8171016.761511 nChanged 123 SP:Iteration 64Q (7145.900000 sec): 3 clusters Score: Raw -8176441.736526 + Penalty 5399.537888 = -8171042.198638 nChanged 128 SP:Iteration 65Q (7146.120000 sec): 3 clusters Score: Raw -8176468.748668 + Penalty 5399.537888 = -8171069.210780 nChanged 118 SP:Iteration 66Q (7146.340000 sec): 3 clusters Score: Raw -8176494.892295 + Penalty 5399.537888 = -8171095.354407 nChanged 108 SP:Iteration 67Q (7146.560000 sec): 3 clusters Score: Raw -8176516.842281 + Penalty 5399.537888 = -8171117.304393 nChanged 106 SP:Iteration 68Q (7146.780000 sec): 3 clusters Score: Raw -8176536.265704 + Penalty 5399.537888 = -8171136.727816 nChanged 91 SP:Iteration 69Q (7146.990000 sec): 3 clusters Score: Raw -8176551.198010 + Penalty 5399.537888 = -8171151.660122 nChanged 71 SP:Iteration 70Q (7147.210000 sec): 3 clusters Score: Raw -8176561.685516 + Penalty 5399.537888 = -8171162.147628 nChanged 73 SP:Iteration 71Q (7147.430000 sec): 3 clusters Score: Raw -8176571.261376 + Penalty 5399.537888 = -8171171.723488 nChanged 59 SP:Iteration 72Q (7147.640000 sec): 3 clusters Score: Raw -8176579.989579 + Penalty 5399.537888 = -8171180.451691 nChanged 55 SP:Iteration 73Q (7147.860000 sec): 3 clusters Score: Raw -8176587.143287 + Penalty 5399.537888 = -8171187.605399 nChanged 51 SP:Iteration 74Q (7148.070000 sec): 3 clusters Score: Raw -8176595.132128 + Penalty 5399.537888 = -8171195.594241 nChanged 48 SP:Iteration 75Q (7148.290000 sec): 3 clusters Score: Raw -8176602.004227 + Penalty 5399.537888 = -8171202.466339 nChanged 51 SP:Iteration 76Q (7148.500000 sec): 3 clusters Score: Raw -8176608.775389 + Penalty 5399.537888 = -8171209.237501 nChanged 52 SP:Iteration 77Q (7148.710000 sec): 3 clusters Score: Raw -8176615.986281 + Penalty 5399.537888 = -8171216.448393 nChanged 44 SP:Iteration 78Q (7148.930000 sec): 3 clusters Score: Raw -8176620.851256 + Penalty 5399.537888 = -8171221.313369 nChanged 39 SP:Iteration 79Q (7149.140000 sec): 3 clusters Score: Raw -8176626.154837 + Penalty 5399.537888 = -8171226.616949 nChanged 43 SP:Iteration 80F (7149.420000 sec): 3 clusters Score: Raw -8176632.327316 + Penalty 5399.537888 = -8171232.789428 nChanged 41 SP:Iteration 81Q (7149.630000 sec): 3 clusters Score: Raw -8176637.385981 + Penalty 5399.537888 = -8171237.848093 nChanged 35 SP:Iteration 82Q (7149.840000 sec): 3 clusters Score: Raw -8176641.775363 + Penalty 5399.537888 = -8171242.237475 nChanged 30 SP:Iteration 83Q (7150.050000 sec): 3 clusters Score: Raw -8176645.338615 + Penalty 5399.537888 = -8171245.800728 nChanged 32 SP:Iteration 84Q (7150.270000 sec): 3 clusters Score: Raw -8176649.038413 + Penalty 5399.537888 = -8171249.500525 nChanged 34 SP:Iteration 85Q (7150.490000 sec): 3 clusters Score: Raw -8176653.344199 + Penalty 5399.537888 = -8171253.806311 nChanged 35 SP:Iteration 86Q (7150.700000 sec): 3 clusters Score: Raw -8176658.030700 + Penalty 5399.537888 = -8171258.492812 nChanged 32 SP:Iteration 87Q (7150.910000 sec): 3 clusters Score: Raw -8176661.624810 + Penalty 5399.537888 = -8171262.086922 nChanged 27 SP:Iteration 88Q (7151.130000 sec): 3 clusters Score: Raw -8176664.585122 + Penalty 5399.537888 = -8171265.047234 nChanged 28 SP:Iteration 89Q (7151.340000 sec): 3 clusters Score: Raw -8176667.989714 + Penalty 5399.537888 = -8171268.451826 nChanged 34 SP:Iteration 90Q (7151.550000 sec): 3 clusters Score: Raw -8176673.714982 + Penalty 5399.537888 = -8171274.177095 nChanged 38 SP:Iteration 91Q (7151.770000 sec): 3 clusters Score: Raw -8176679.296744 + Penalty 5399.537888 = -8171279.758856 nChanged 44 SP:Iteration 92Q (7151.980000 sec): 3 clusters Score: Raw -8176685.644899 + Penalty 5399.537888 = -8171286.107011 nChanged 35 SP:Iteration 93Q (7152.200000 sec): 3 clusters Score: Raw -8176690.171539 + Penalty 5399.537888 = -8171290.633651 nChanged 32 SP:Iteration 94Q (7152.410000 sec): 3 clusters Score: Raw -8176694.325772 + Penalty 5399.537888 = -8171294.787885 nChanged 35 SP:Iteration 95Q (7152.620000 sec): 3 clusters Score: Raw -8176699.149614 + Penalty 5399.537888 = -8171299.611726 nChanged 33 SP:Iteration 96Q (7152.830000 sec): 3 clusters Score: Raw -8176703.482659 + Penalty 5399.537888 = -8171303.944772 nChanged 27 SP:Iteration 97Q (7153.040000 sec): 3 clusters Score: Raw -8176707.497666 + Penalty 5399.537888 = -8171307.959778 nChanged 29 SP:Iteration 98Q (7153.260000 sec): 3 clusters Score: Raw -8176711.626657 + Penalty 5399.537888 = -8171312.088769 nChanged 28 SP:Iteration 99Q (7153.470000 sec): 3 clusters Score: Raw -8176715.794464 + Penalty 5399.537888 = -8171316.256576 nChanged 23 SP:Iteration 100F (7153.750000 sec): 3 clusters Score: Raw -8176718.492289 + Penalty 5399.537888 = -8171318.954401 nChanged 23 SP:Iteration 101Q (7153.960000 sec): 3 clusters Score: Raw -8176721.454545 + Penalty 5399.537888 = -8171321.916657 nChanged 22 SP:Iteration 102Q (7154.170000 sec): 3 clusters Score: Raw -8176724.079431 + Penalty 5399.537888 = -8171324.541544 nChanged 19 SP:Iteration 103Q (7154.380000 sec): 3 clusters Score: Raw -8176726.640180 + Penalty 5399.537888 = -8171327.102292 nChanged 13 SP:Iteration 104Q (7154.590000 sec): 3 clusters Score: Raw -8176727.973872 + Penalty 5399.537888 = -8171328.435984 nChanged 6 SP:Iteration 105Q (7154.800000 sec): 3 clusters Score: Raw -8176728.638788 + Penalty 5399.537888 = -8171329.100900 nChanged 8 SP:Iteration 106Q (7155.010000 sec): 3 clusters Score: Raw -8176729.357521 + Penalty 5399.537888 = -8171329.819633 nChanged 6 SP:Iteration 107Q (7155.230000 sec): 3 clusters Score: Raw -8176730.253908 + Penalty 5399.537888 = -8171330.716020 nChanged 11 SP:Iteration 108Q (7155.430000 sec): 3 clusters Score: Raw -8176731.383671 + Penalty 5399.537888 = -8171331.845783 nChanged 12 SP:Iteration 109Q (7155.650000 sec): 3 clusters Score: Raw -8176732.599141 + Penalty 5399.537888 = -8171333.061253 nChanged 7 SP:Iteration 110Q (7155.860000 sec): 3 clusters Score: Raw -8176733.054766 + Penalty 5399.537888 = -8171333.516878 nChanged 5 SP:Iteration 111Q (7156.070000 sec): 3 clusters Score: Raw -8176733.378195 + Penalty 5399.537888 = -8171333.840307 nChanged 2 SP:Iteration 112Q (7156.270000 sec): 3 clusters Score: Raw -8176733.474897 + Penalty 5399.537888 = -8171333.937009 nChanged 2 SP:Iteration 113Q (7156.490000 sec): 3 clusters Score: Raw -8176733.625081 + Penalty 5399.537888 = -8171334.087193 nChanged 1 SP:Iteration 114Q (7156.690000 sec): 3 clusters Score: Raw -8176733.824913 + Penalty 5399.537888 = -8171334.287025 nChanged 1 SP:Iteration 115Q (7156.910000 sec): 3 clusters Score: Raw -8176733.875827 + Penalty 5399.537888 = -8171334.337939 nChanged 0 SP:Iteration 116F (7157.180000 sec): 3 clusters Score: Raw -8176733.875827 + Penalty 5399.537888 = -8171334.337939 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 15 (23752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7157.310000 sec): 2 clusters Score: Raw -3609323.329940 + Penalty 2498.704660 = -3606824.625280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7157.430000 sec): 3 clusters Score: Raw -3595359.540287 + Penalty 4997.409320 = -3590362.130967 nChanged 10606 SP:Iteration 1F (7157.550000 sec): 3 clusters Score: Raw -3601461.807816 + Penalty 4997.409320 = -3596464.398495 nChanged 1620 SP:Iteration 2F (7157.670000 sec): 3 clusters Score: Raw -3602498.860918 + Penalty 4997.409320 = -3597501.451598 nChanged 1699 SP:Iteration 3F (7157.790000 sec): 3 clusters Score: Raw -3603795.780647 + Penalty 4997.409320 = -3598798.371327 nChanged 1736 SP:Iteration 4F (7157.910000 sec): 3 clusters Score: Raw -3605192.699231 + Penalty 4997.409320 = -3600195.289911 nChanged 1727 SP:Iteration 5F (7158.030000 sec): 3 clusters Score: Raw -3606576.668970 + Penalty 4997.409320 = -3601579.259650 nChanged 1563 SP:Iteration 6F (7158.160000 sec): 3 clusters Score: Raw -3607734.548197 + Penalty 4997.409320 = -3602737.138877 nChanged 1265 SP:Iteration 7F (7158.280000 sec): 3 clusters Score: Raw -3608518.578853 + Penalty 4997.409320 = -3603521.169533 nChanged 908 SP:Iteration 8Q (7158.400000 sec): 3 clusters Score: Raw -3608886.637132 + Penalty 4997.409320 = -3603889.227812 nChanged 615 SP:Iteration 9Q (7158.520000 sec): 3 clusters Score: Raw -3609071.702199 + Penalty 4997.409320 = -3604074.292879 nChanged 449 SP:Iteration 10Q (7158.640000 sec): 3 clusters Score: Raw -3609175.209428 + Penalty 4997.409320 = -3604177.800108 nChanged 271 SP:Iteration 11Q (7158.760000 sec): 3 clusters Score: Raw -3609217.465030 + Penalty 4997.409320 = -3604220.055710 nChanged 178 SP:Iteration 12Q (7158.890000 sec): 3 clusters Score: Raw -3609238.634125 + Penalty 4997.409320 = -3604241.224804 nChanged 126 SP:Iteration 13Q (7159.010000 sec): 3 clusters Score: Raw -3609250.623148 + Penalty 4997.409320 = -3604253.213828 nChanged 75 SP:Iteration 14Q (7159.130000 sec): 3 clusters Score: Raw -3609257.362354 + Penalty 4997.409320 = -3604259.953034 nChanged 53 SP:Iteration 15Q (7159.250000 sec): 3 clusters Score: Raw -3609261.536193 + Penalty 4997.409320 = -3604264.126873 nChanged 42 SP:Iteration 16Q (7159.370000 sec): 3 clusters Score: Raw -3609264.693375 + Penalty 4997.409320 = -3604267.284055 nChanged 25 SP:Iteration 17Q (7159.490000 sec): 3 clusters Score: Raw -3609266.653340 + Penalty 4997.409320 = -3604269.244020 nChanged 28 SP:Iteration 18Q (7159.610000 sec): 3 clusters Score: Raw -3609268.462241 + Penalty 4997.409320 = -3604271.052921 nChanged 18 SP:Iteration 19Q (7159.730000 sec): 3 clusters Score: Raw -3609269.896407 + Penalty 4997.409320 = -3604272.487087 nChanged 17 SP:Iteration 20F (7159.860000 sec): 3 clusters Score: Raw -3609271.001453 + Penalty 4997.409320 = -3604273.592133 nChanged 16 SP:Iteration 21Q (7159.980000 sec): 3 clusters Score: Raw -3609271.886540 + Penalty 4997.409320 = -3604274.477220 nChanged 11 SP:Iteration 22Q (7160.100000 sec): 3 clusters Score: Raw -3609272.595237 + Penalty 4997.409320 = -3604275.185917 nChanged 11 SP:Iteration 23Q (7160.230000 sec): 3 clusters Score: Raw -3609273.141390 + Penalty 4997.409320 = -3604275.732070 nChanged 7 SP:Iteration 24Q (7160.350000 sec): 3 clusters Score: Raw -3609273.532143 + Penalty 4997.409320 = -3604276.122823 nChanged 6 SP:Iteration 25Q (7160.470000 sec): 3 clusters Score: Raw -3609273.844039 + Penalty 4997.409320 = -3604276.434719 nChanged 2 SP:Iteration 26Q (7160.590000 sec): 3 clusters Score: Raw -3609273.929032 + Penalty 4997.409320 = -3604276.519712 nChanged 3 SP:Iteration 27Q (7160.710000 sec): 3 clusters Score: Raw -3609274.067518 + Penalty 4997.409320 = -3604276.658198 nChanged 1 SP:Iteration 28Q (7160.830000 sec): 3 clusters Score: Raw -3609274.106810 + Penalty 4997.409320 = -3604276.697489 nChanged 1 SP:Iteration 29Q (7160.960000 sec): 3 clusters Score: Raw -3609274.159236 + Penalty 4997.409320 = -3604276.749915 nChanged 1 SP:Iteration 30Q (7161.080000 sec): 3 clusters Score: Raw -3609274.218685 + Penalty 4997.409320 = -3604276.809365 nChanged 0 SP:Iteration 31F (7161.200000 sec): 3 clusters Score: Raw -3609274.218685 + Penalty 4997.409320 = -3604276.809365 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 16 (154153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7161.940000 sec): 2 clusters Score: Raw -24903437.444082 + Penalty 2962.533822 = -24900474.910260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7162.750000 sec): 3 clusters Score: Raw -24803058.240377 + Penalty 5925.067644 = -24797133.172734 nChanged 73862 SP:Iteration 1F (7163.550000 sec): 3 clusters Score: Raw -24845908.348026 + Penalty 5925.067644 = -24839983.280383 nChanged 4824 SP:Iteration 2Q (7164.370000 sec): 3 clusters Score: Raw -24847029.063680 + Penalty 5925.067644 = -24841103.996036 nChanged 5114 SP:Iteration 3Q (7165.190000 sec): 3 clusters Score: Raw -24848469.974774 + Penalty 5925.067644 = -24842544.907131 nChanged 5965 SP:Iteration 4Q (7166.010000 sec): 3 clusters Score: Raw -24850669.403687 + Penalty 5925.067644 = -24844744.336043 nChanged 7700 SP:Iteration 5Q (7166.830000 sec): 3 clusters Score: Raw -24854593.769434 + Penalty 5925.067644 = -24848668.701790 nChanged 10135 SP:Iteration 6F (7167.630000 sec): 3 clusters Score: Raw -24861371.635217 + Penalty 5925.067644 = -24855446.567573 nChanged 12581 SP:Iteration 7F (7168.430000 sec): 3 clusters Score: Raw -24871802.703007 + Penalty 5925.067644 = -24865877.635363 nChanged 12985 SP:Iteration 8F (7169.230000 sec): 3 clusters Score: Raw -24883948.029926 + Penalty 5925.067644 = -24878022.962282 nChanged 10399 SP:Iteration 9F (7170.030000 sec): 3 clusters Score: Raw -24893988.931761 + Penalty 5925.067644 = -24888063.864118 nChanged 6132 SP:Iteration 10Q (7170.750000 sec): 3 clusters Score: Raw -24899834.568331 + Penalty 5925.067644 = -24893909.500687 nChanged 2784 SP:Iteration 11Q (7171.410000 sec): 3 clusters Score: Raw -24902351.108992 + Penalty 5925.067644 = -24896426.041348 nChanged 992 SP:Iteration 12Q (7172.030000 sec): 3 clusters Score: Raw -24903224.409439 + Penalty 5925.067644 = -24897299.341795 nChanged 388 SP:Iteration 13Q (7172.610000 sec): 3 clusters Score: Raw -24903562.117408 + Penalty 5925.067644 = -24897637.049764 nChanged 174 SP:Iteration 14Q (7173.190000 sec): 3 clusters Score: Raw -24903717.547523 + Penalty 5925.067644 = -24897792.479879 nChanged 105 SP:Iteration 15Q (7173.760000 sec): 3 clusters Score: Raw -24903808.193873 + Penalty 5925.067644 = -24897883.126229 nChanged 80 SP:Iteration 16Q (7174.330000 sec): 3 clusters Score: Raw -24903872.874091 + Penalty 5925.067644 = -24897947.806447 nChanged 54 SP:Iteration 17Q (7174.900000 sec): 3 clusters Score: Raw -24903912.459816 + Penalty 5925.067644 = -24897987.392172 nChanged 31 SP:Iteration 18Q (7175.470000 sec): 3 clusters Score: Raw -24903936.633903 + Penalty 5925.067644 = -24898011.566259 nChanged 22 SP:Iteration 19Q (7176.030000 sec): 3 clusters Score: Raw -24903951.522730 + Penalty 5925.067644 = -24898026.455086 nChanged 23 SP:Iteration 20F (7176.820000 sec): 3 clusters Score: Raw -24903964.275977 + Penalty 5925.067644 = -24898039.208334 nChanged 15 SP:Iteration 21Q (7177.380000 sec): 3 clusters Score: Raw -24903975.595889 + Penalty 5925.067644 = -24898050.528245 nChanged 14 SP:Iteration 22Q (7177.950000 sec): 3 clusters Score: Raw -24903985.799430 + Penalty 5925.067644 = -24898060.731787 nChanged 20 SP:Iteration 23Q (7178.510000 sec): 3 clusters Score: Raw -24904002.771202 + Penalty 5925.067644 = -24898077.703559 nChanged 15 SP:Iteration 24Q (7179.080000 sec): 3 clusters Score: Raw -24904014.361809 + Penalty 5925.067644 = -24898089.294165 nChanged 8 SP:Iteration 25Q (7179.650000 sec): 3 clusters Score: Raw -24904019.268310 + Penalty 5925.067644 = -24898094.200666 nChanged 8 SP:Iteration 26Q (7180.210000 sec): 3 clusters Score: Raw -24904025.558968 + Penalty 5925.067644 = -24898100.491324 nChanged 9 SP:Iteration 27Q (7180.780000 sec): 3 clusters Score: Raw -24904031.945271 + Penalty 5925.067644 = -24898106.877628 nChanged 5 SP:Iteration 28Q (7181.340000 sec): 3 clusters Score: Raw -24904034.941783 + Penalty 5925.067644 = -24898109.874139 nChanged 5 SP:Iteration 29Q (7181.900000 sec): 3 clusters Score: Raw -24904037.850831 + Penalty 5925.067644 = -24898112.783187 nChanged 4 SP:Iteration 30Q (7182.460000 sec): 3 clusters Score: Raw -24904040.597970 + Penalty 5925.067644 = -24898115.530326 nChanged 2 SP:Iteration 31Q (7183.020000 sec): 3 clusters Score: Raw -24904041.279611 + Penalty 5925.067644 = -24898116.211967 nChanged 0 SP:Iteration 32F (7183.820000 sec): 3 clusters Score: Raw -24904041.279611 + Penalty 5925.067644 = -24898116.211967 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 17 (3347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7183.920000 sec): 2 clusters Score: Raw -511332.085773 + Penalty 2012.723286 = -509319.362487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7183.940000 sec): 3 clusters Score: Raw -509887.182693 + Penalty 4025.446572 = -505861.736122 nChanged 1185 SP:Iteration 1F (7183.960000 sec): 3 clusters Score: Raw -510878.447226 + Penalty 4025.446572 = -506853.000655 nChanged 377 SP:Iteration 2F (7183.970000 sec): 3 clusters Score: Raw -511456.513510 + Penalty 4025.446572 = -507431.066938 nChanged 318 SP:Iteration 3F (7183.990000 sec): 3 clusters Score: Raw -512035.752218 + Penalty 4025.446572 = -508010.305646 nChanged 265 SP:Iteration 4F (7184.010000 sec): 3 clusters Score: Raw -512519.839641 + Penalty 4025.446572 = -508494.393069 nChanged 220 SP:Iteration 5F (7184.020000 sec): 3 clusters Score: Raw -512850.004122 + Penalty 4025.446572 = -508824.557551 nChanged 128 SP:Iteration 6Q (7184.040000 sec): 3 clusters Score: Raw -513013.167356 + Penalty 4025.446572 = -508987.720784 nChanged 86 SP:Iteration 7Q (7184.050000 sec): 3 clusters Score: Raw -513083.228388 + Penalty 4025.446572 = -509057.781816 nChanged 58 SP:Iteration 8Q (7184.070000 sec): 3 clusters Score: Raw -513125.649236 + Penalty 4025.446572 = -509100.202665 nChanged 36 SP:Iteration 9Q (7184.080000 sec): 3 clusters Score: Raw -513151.186390 + Penalty 4025.446572 = -509125.739818 nChanged 20 SP:Iteration 10Q (7184.100000 sec): 3 clusters Score: Raw -513164.998969 + Penalty 4025.446572 = -509139.552397 nChanged 6 SP:Iteration 11Q (7184.110000 sec): 3 clusters Score: Raw -513167.512910 + Penalty 4025.446572 = -509142.066338 nChanged 5 SP:Iteration 12Q (7184.120000 sec): 3 clusters Score: Raw -513169.560322 + Penalty 4025.446572 = -509144.113750 nChanged 2 SP:Iteration 13Q (7184.140000 sec): 3 clusters Score: Raw -513170.426799 + Penalty 4025.446572 = -509144.980227 nChanged 0 SP:Iteration 14F (7184.150000 sec): 3 clusters Score: Raw -513170.426799 + Penalty 4025.446572 = -509144.980227 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 18 (39913 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7184.350000 sec): 2 clusters Score: Raw -6467001.643482 + Penalty 2627.425426 = -6464374.218056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7184.560000 sec): 3 clusters Score: Raw -6442535.825352 + Penalty 5254.850853 = -6437280.974500 nChanged 18269 SP:Iteration 1F (7184.770000 sec): 3 clusters Score: Raw -6452333.843774 + Penalty 5254.850853 = -6447078.992921 nChanged 1732 SP:Iteration 2Q (7184.980000 sec): 3 clusters Score: Raw -6452868.389088 + Penalty 5254.850853 = -6447613.538236 nChanged 1655 SP:Iteration 3Q (7185.190000 sec): 3 clusters Score: Raw -6453361.441405 + Penalty 5254.850853 = -6448106.590552 nChanged 1575 SP:Iteration 4Q (7185.400000 sec): 3 clusters Score: Raw -6453864.797121 + Penalty 5254.850853 = -6448609.946268 nChanged 1609 SP:Iteration 5Q (7185.610000 sec): 3 clusters Score: Raw -6454427.831382 + Penalty 5254.850853 = -6449172.980530 nChanged 1639 SP:Iteration 6Q (7185.820000 sec): 3 clusters Score: Raw -6455038.714858 + Penalty 5254.850853 = -6449783.864005 nChanged 1647 SP:Iteration 7Q (7186.040000 sec): 3 clusters Score: Raw -6455738.025541 + Penalty 5254.850853 = -6450483.174688 nChanged 1721 SP:Iteration 8Q (7186.250000 sec): 3 clusters Score: Raw -6456582.562162 + Penalty 5254.850853 = -6451327.711309 nChanged 1927 SP:Iteration 9Q (7186.460000 sec): 3 clusters Score: Raw -6457730.849045 + Penalty 5254.850853 = -6452475.998192 nChanged 2070 SP:Iteration 10F (7186.660000 sec): 3 clusters Score: Raw -6459064.476694 + Penalty 5254.850853 = -6453809.625841 nChanged 2087 SP:Iteration 11F (7186.870000 sec): 3 clusters Score: Raw -6460573.694101 + Penalty 5254.850853 = -6455318.843248 nChanged 1989 SP:Iteration 12Q (7187.080000 sec): 3 clusters Score: Raw -6461986.193308 + Penalty 5254.850853 = -6456731.342455 nChanged 1717 SP:Iteration 13Q (7187.280000 sec): 3 clusters Score: Raw -6463140.450148 + Penalty 5254.850853 = -6457885.599296 nChanged 1381 SP:Iteration 14Q (7187.480000 sec): 3 clusters Score: Raw -6463983.669402 + Penalty 5254.850853 = -6458728.818550 nChanged 1080 SP:Iteration 15Q (7187.680000 sec): 3 clusters Score: Raw -6464532.134105 + Penalty 5254.850853 = -6459277.283252 nChanged 815 SP:Iteration 16Q (7187.880000 sec): 3 clusters Score: Raw -6464875.900325 + Penalty 5254.850853 = -6459621.049473 nChanged 630 SP:Iteration 17Q (7188.070000 sec): 3 clusters Score: Raw -6465096.969622 + Penalty 5254.850853 = -6459842.118769 nChanged 508 SP:Iteration 18Q (7188.260000 sec): 3 clusters Score: Raw -6465249.309993 + Penalty 5254.850853 = -6459994.459140 nChanged 393 SP:Iteration 19Q (7188.440000 sec): 3 clusters Score: Raw -6465359.343813 + Penalty 5254.850853 = -6460104.492960 nChanged 366 SP:Iteration 20F (7188.650000 sec): 3 clusters Score: Raw -6465465.032662 + Penalty 5254.850853 = -6460210.181809 nChanged 339 SP:Iteration 21Q (7188.830000 sec): 3 clusters Score: Raw -6465555.167000 + Penalty 5254.850853 = -6460300.316147 nChanged 282 SP:Iteration 22Q (7189.020000 sec): 3 clusters Score: Raw -6465620.224489 + Penalty 5254.850853 = -6460365.373637 nChanged 236 SP:Iteration 23Q (7189.200000 sec): 3 clusters Score: Raw -6465671.147648 + Penalty 5254.850853 = -6460416.296795 nChanged 232 SP:Iteration 24Q (7189.380000 sec): 3 clusters Score: Raw -6465717.098486 + Penalty 5254.850853 = -6460462.247634 nChanged 212 SP:Iteration 25Q (7189.560000 sec): 3 clusters Score: Raw -6465752.291832 + Penalty 5254.850853 = -6460497.440979 nChanged 191 SP:Iteration 26Q (7189.740000 sec): 3 clusters Score: Raw -6465779.952396 + Penalty 5254.850853 = -6460525.101544 nChanged 160 SP:Iteration 27Q (7189.920000 sec): 3 clusters Score: Raw -6465803.273230 + Penalty 5254.850853 = -6460548.422377 nChanged 143 SP:Iteration 28Q (7190.100000 sec): 3 clusters Score: Raw -6465825.436810 + Penalty 5254.850853 = -6460570.585957 nChanged 139 SP:Iteration 29Q (7190.280000 sec): 3 clusters Score: Raw -6465847.407320 + Penalty 5254.850853 = -6460592.556467 nChanged 137 SP:Iteration 30Q (7190.460000 sec): 3 clusters Score: Raw -6465867.415532 + Penalty 5254.850853 = -6460612.564679 nChanged 145 SP:Iteration 31Q (7190.640000 sec): 3 clusters Score: Raw -6465890.069930 + Penalty 5254.850853 = -6460635.219077 nChanged 169 SP:Iteration 32Q (7190.820000 sec): 3 clusters Score: Raw -6465915.874617 + Penalty 5254.850853 = -6460661.023764 nChanged 139 SP:Iteration 33Q (7190.990000 sec): 3 clusters Score: Raw -6465937.781960 + Penalty 5254.850853 = -6460682.931108 nChanged 138 SP:Iteration 34Q (7191.170000 sec): 3 clusters Score: Raw -6465958.947794 + Penalty 5254.850853 = -6460704.096942 nChanged 111 SP:Iteration 35Q (7191.350000 sec): 3 clusters Score: Raw -6465976.869607 + Penalty 5254.850853 = -6460722.018755 nChanged 115 SP:Iteration 36Q (7191.530000 sec): 3 clusters Score: Raw -6465992.767487 + Penalty 5254.850853 = -6460737.916634 nChanged 119 SP:Iteration 37Q (7191.700000 sec): 3 clusters Score: Raw -6466007.985664 + Penalty 5254.850853 = -6460753.134811 nChanged 105 SP:Iteration 38Q (7191.880000 sec): 3 clusters Score: Raw -6466021.414828 + Penalty 5254.850853 = -6460766.563975 nChanged 97 SP:Iteration 39Q (7192.060000 sec): 3 clusters Score: Raw -6466033.754887 + Penalty 5254.850853 = -6460778.904034 nChanged 98 SP:Iteration 40F (7192.260000 sec): 3 clusters Score: Raw -6466046.229982 + Penalty 5254.850853 = -6460791.379130 nChanged 93 SP:Iteration 41Q (7192.440000 sec): 3 clusters Score: Raw -6466056.462899 + Penalty 5254.850853 = -6460801.612046 nChanged 81 SP:Iteration 42Q (7192.610000 sec): 3 clusters Score: Raw -6466066.023779 + Penalty 5254.850853 = -6460811.172926 nChanged 82 SP:Iteration 43Q (7192.780000 sec): 3 clusters Score: Raw -6466075.216521 + Penalty 5254.850853 = -6460820.365669 nChanged 78 SP:Iteration 44Q (7192.960000 sec): 3 clusters Score: Raw -6466084.808723 + Penalty 5254.850853 = -6460829.957870 nChanged 82 SP:Iteration 45Q (7193.130000 sec): 3 clusters Score: Raw -6466095.046593 + Penalty 5254.850853 = -6460840.195740 nChanged 79 SP:Iteration 46Q (7193.310000 sec): 3 clusters Score: Raw -6466105.074214 + Penalty 5254.850853 = -6460850.223361 nChanged 84 SP:Iteration 47Q (7193.480000 sec): 3 clusters Score: Raw -6466115.829452 + Penalty 5254.850853 = -6460860.978599 nChanged 70 SP:Iteration 48Q (7193.650000 sec): 3 clusters Score: Raw -6466124.882334 + Penalty 5254.850853 = -6460870.031481 nChanged 74 SP:Iteration 49Q (7193.830000 sec): 3 clusters Score: Raw -6466133.935671 + Penalty 5254.850853 = -6460879.084818 nChanged 70 SP:Iteration 50Q (7194.000000 sec): 3 clusters Score: Raw -6466142.318277 + Penalty 5254.850853 = -6460887.467424 nChanged 64 SP:Iteration 51Q (7194.180000 sec): 3 clusters Score: Raw -6466148.568993 + Penalty 5254.850853 = -6460893.718141 nChanged 57 SP:Iteration 52Q (7194.350000 sec): 3 clusters Score: Raw -6466156.102622 + Penalty 5254.850853 = -6460901.251769 nChanged 68 SP:Iteration 53Q (7194.520000 sec): 3 clusters Score: Raw -6466165.148236 + Penalty 5254.850853 = -6460910.297383 nChanged 66 SP:Iteration 54Q (7194.690000 sec): 3 clusters Score: Raw -6466173.501785 + Penalty 5254.850853 = -6460918.650933 nChanged 73 SP:Iteration 55Q (7194.860000 sec): 3 clusters Score: Raw -6466183.474301 + Penalty 5254.850853 = -6460928.623448 nChanged 87 SP:Iteration 56Q (7195.040000 sec): 3 clusters Score: Raw -6466195.840153 + Penalty 5254.850853 = -6460940.989300 nChanged 82 SP:Iteration 57Q (7195.210000 sec): 3 clusters Score: Raw -6466208.384195 + Penalty 5254.850853 = -6460953.533342 nChanged 76 SP:Iteration 58Q (7195.380000 sec): 3 clusters Score: Raw -6466219.673572 + Penalty 5254.850853 = -6460964.822719 nChanged 91 SP:Iteration 59Q (7195.560000 sec): 3 clusters Score: Raw -6466233.840213 + Penalty 5254.850853 = -6460978.989361 nChanged 91 SP:Iteration 60F (7195.770000 sec): 3 clusters Score: Raw -6466248.127322 + Penalty 5254.850853 = -6460993.276469 nChanged 107 SP:Iteration 61Q (7195.930000 sec): 3 clusters Score: Raw -6466266.882149 + Penalty 5254.850853 = -6461012.031296 nChanged 105 SP:Iteration 62Q (7196.110000 sec): 3 clusters Score: Raw -6466284.688061 + Penalty 5254.850853 = -6461029.837209 nChanged 106 SP:Iteration 63Q (7196.270000 sec): 3 clusters Score: Raw -6466303.134614 + Penalty 5254.850853 = -6461048.283761 nChanged 106 SP:Iteration 64Q (7196.450000 sec): 3 clusters Score: Raw -6466321.384481 + Penalty 5254.850853 = -6461066.533629 nChanged 126 SP:Iteration 65Q (7196.610000 sec): 3 clusters Score: Raw -6466342.440944 + Penalty 5254.850853 = -6461087.590092 nChanged 109 SP:Iteration 66Q (7196.790000 sec): 3 clusters Score: Raw -6466362.775106 + Penalty 5254.850853 = -6461107.924254 nChanged 121 SP:Iteration 67Q (7196.950000 sec): 3 clusters Score: Raw -6466387.670627 + Penalty 5254.850853 = -6461132.819775 nChanged 143 SP:Iteration 68Q (7197.120000 sec): 3 clusters Score: Raw -6466418.949829 + Penalty 5254.850853 = -6461164.098976 nChanged 159 SP:Iteration 69Q (7197.290000 sec): 3 clusters Score: Raw -6466458.973356 + Penalty 5254.850853 = -6461204.122503 nChanged 167 SP:Iteration 70Q (7197.460000 sec): 3 clusters Score: Raw -6466498.555822 + Penalty 5254.850853 = -6461243.704969 nChanged 185 SP:Iteration 71Q (7197.630000 sec): 3 clusters Score: Raw -6466545.771223 + Penalty 5254.850853 = -6461290.920370 nChanged 197 SP:Iteration 72Q (7197.790000 sec): 3 clusters Score: Raw -6466604.189289 + Penalty 5254.850853 = -6461349.338436 nChanged 221 SP:Iteration 73Q (7197.960000 sec): 3 clusters Score: Raw -6466669.941778 + Penalty 5254.850853 = -6461415.090925 nChanged 225 SP:Iteration 74Q (7198.130000 sec): 3 clusters Score: Raw -6466739.811676 + Penalty 5254.850853 = -6461484.960824 nChanged 250 SP:Iteration 75Q (7198.290000 sec): 3 clusters Score: Raw -6466828.978244 + Penalty 5254.850853 = -6461574.127391 nChanged 255 SP:Iteration 76Q (7198.450000 sec): 3 clusters Score: Raw -6466913.504659 + Penalty 5254.850853 = -6461658.653806 nChanged 242 SP:Iteration 77Q (7198.620000 sec): 3 clusters Score: Raw -6467003.804822 + Penalty 5254.850853 = -6461748.953969 nChanged 258 SP:Iteration 78Q (7198.780000 sec): 3 clusters Score: Raw -6467093.663903 + Penalty 5254.850853 = -6461838.813050 nChanged 231 SP:Iteration 79Q (7198.950000 sec): 3 clusters Score: Raw -6467171.845022 + Penalty 5254.850853 = -6461916.994169 nChanged 208 SP:Iteration 80F (7199.150000 sec): 3 clusters Score: Raw -6467239.698632 + Penalty 5254.850853 = -6461984.847779 nChanged 179 SP:Iteration 81Q (7199.310000 sec): 3 clusters Score: Raw -6467297.905135 + Penalty 5254.850853 = -6462043.054283 nChanged 178 SP:Iteration 82Q (7199.470000 sec): 3 clusters Score: Raw -6467362.934505 + Penalty 5254.850853 = -6462108.083652 nChanged 167 SP:Iteration 83Q (7199.630000 sec): 3 clusters Score: Raw -6467422.707928 + Penalty 5254.850853 = -6462167.857076 nChanged 170 SP:Iteration 84Q (7199.790000 sec): 3 clusters Score: Raw -6467483.944130 + Penalty 5254.850853 = -6462229.093278 nChanged 134 SP:Iteration 85Q (7199.940000 sec): 3 clusters Score: Raw -6467528.064187 + Penalty 5254.850853 = -6462273.213334 nChanged 117 SP:Iteration 86Q (7200.100000 sec): 3 clusters Score: Raw -6467568.238036 + Penalty 5254.850853 = -6462313.387183 nChanged 92 SP:Iteration 87Q (7200.260000 sec): 3 clusters Score: Raw -6467602.327481 + Penalty 5254.850853 = -6462347.476628 nChanged 79 SP:Iteration 88Q (7200.410000 sec): 3 clusters Score: Raw -6467628.393000 + Penalty 5254.850853 = -6462373.542148 nChanged 64 SP:Iteration 89Q (7200.570000 sec): 3 clusters Score: Raw -6467648.479756 + Penalty 5254.850853 = -6462393.628904 nChanged 65 SP:Iteration 90Q (7200.730000 sec): 3 clusters Score: Raw -6467666.834213 + Penalty 5254.850853 = -6462411.983360 nChanged 42 SP:Iteration 91Q (7200.880000 sec): 3 clusters Score: Raw -6467677.310768 + Penalty 5254.850853 = -6462422.459915 nChanged 46 SP:Iteration 92Q (7201.040000 sec): 3 clusters Score: Raw -6467687.211714 + Penalty 5254.850853 = -6462432.360862 nChanged 29 SP:Iteration 93Q (7201.190000 sec): 3 clusters Score: Raw -6467692.515857 + Penalty 5254.850853 = -6462437.665005 nChanged 13 SP:Iteration 94Q (7201.350000 sec): 3 clusters Score: Raw -6467695.834623 + Penalty 5254.850853 = -6462440.983771 nChanged 19 SP:Iteration 95Q (7201.510000 sec): 3 clusters Score: Raw -6467701.218634 + Penalty 5254.850853 = -6462446.367782 nChanged 21 SP:Iteration 96Q (7201.670000 sec): 3 clusters Score: Raw -6467706.512007 + Penalty 5254.850853 = -6462451.661154 nChanged 24 SP:Iteration 97Q (7201.820000 sec): 3 clusters Score: Raw -6467713.518562 + Penalty 5254.850853 = -6462458.667709 nChanged 23 SP:Iteration 98Q (7201.970000 sec): 3 clusters Score: Raw -6467718.965883 + Penalty 5254.850853 = -6462464.115030 nChanged 21 SP:Iteration 99Q (7202.130000 sec): 3 clusters Score: Raw -6467724.391286 + Penalty 5254.850853 = -6462469.540434 nChanged 18 SP:Iteration 100F (7202.330000 sec): 3 clusters Score: Raw -6467728.618118 + Penalty 5254.850853 = -6462473.767266 nChanged 18 SP:Iteration 101Q (7202.480000 sec): 3 clusters Score: Raw -6467732.731049 + Penalty 5254.850853 = -6462477.880196 nChanged 12 SP:Iteration 102Q (7202.630000 sec): 3 clusters Score: Raw -6467735.653797 + Penalty 5254.850853 = -6462480.802945 nChanged 15 SP:Iteration 103Q (7202.790000 sec): 3 clusters Score: Raw -6467738.771643 + Penalty 5254.850853 = -6462483.920790 nChanged 10 SP:Iteration 104Q (7202.940000 sec): 3 clusters Score: Raw -6467740.762938 + Penalty 5254.850853 = -6462485.912086 nChanged 10 SP:Iteration 105Q (7203.090000 sec): 3 clusters Score: Raw -6467742.800634 + Penalty 5254.850853 = -6462487.949782 nChanged 11 SP:Iteration 106Q (7203.250000 sec): 3 clusters Score: Raw -6467744.813621 + Penalty 5254.850853 = -6462489.962769 nChanged 12 SP:Iteration 107Q (7203.400000 sec): 3 clusters Score: Raw -6467747.746020 + Penalty 5254.850853 = -6462492.895167 nChanged 13 SP:Iteration 108Q (7203.550000 sec): 3 clusters Score: Raw -6467750.902415 + Penalty 5254.850853 = -6462496.051562 nChanged 15 SP:Iteration 109Q (7203.710000 sec): 3 clusters Score: Raw -6467754.317411 + Penalty 5254.850853 = -6462499.466558 nChanged 13 SP:Iteration 110Q (7203.860000 sec): 3 clusters Score: Raw -6467757.233386 + Penalty 5254.850853 = -6462502.382533 nChanged 13 SP:Iteration 111Q (7204.020000 sec): 3 clusters Score: Raw -6467760.386028 + Penalty 5254.850853 = -6462505.535176 nChanged 12 SP:Iteration 112Q (7204.170000 sec): 3 clusters Score: Raw -6467764.098509 + Penalty 5254.850853 = -6462509.247656 nChanged 17 SP:Iteration 113Q (7204.320000 sec): 3 clusters Score: Raw -6467768.617435 + Penalty 5254.850853 = -6462513.766582 nChanged 19 SP:Iteration 114Q (7204.470000 sec): 3 clusters Score: Raw -6467773.925418 + Penalty 5254.850853 = -6462519.074565 nChanged 18 SP:Iteration 115Q (7204.620000 sec): 3 clusters Score: Raw -6467778.908295 + Penalty 5254.850853 = -6462524.057443 nChanged 21 SP:Iteration 116Q (7204.770000 sec): 3 clusters Score: Raw -6467783.049608 + Penalty 5254.850853 = -6462528.198755 nChanged 6 SP:Iteration 117Q (7204.930000 sec): 3 clusters Score: Raw -6467784.867551 + Penalty 5254.850853 = -6462530.016699 nChanged 9 SP:Iteration 118Q (7205.080000 sec): 3 clusters Score: Raw -6467786.905824 + Penalty 5254.850853 = -6462532.054972 nChanged 6 SP:Iteration 119Q (7205.230000 sec): 3 clusters Score: Raw -6467788.244889 + Penalty 5254.850853 = -6462533.394036 nChanged 6 SP:Iteration 120F (7205.440000 sec): 3 clusters Score: Raw -6467789.330658 + Penalty 5254.850853 = -6462534.479805 nChanged 5 SP:Iteration 121Q (7205.590000 sec): 3 clusters Score: Raw -6467790.243537 + Penalty 5254.850853 = -6462535.392684 nChanged 3 SP:Iteration 122Q (7205.740000 sec): 3 clusters Score: Raw -6467790.838142 + Penalty 5254.850853 = -6462535.987290 nChanged 3 SP:Iteration 123Q (7205.900000 sec): 3 clusters Score: Raw -6467791.595080 + Penalty 5254.850853 = -6462536.744227 nChanged 8 SP:Iteration 124Q (7206.050000 sec): 3 clusters Score: Raw -6467793.951076 + Penalty 5254.850853 = -6462539.100223 nChanged 6 SP:Iteration 125Q (7206.210000 sec): 3 clusters Score: Raw -6467795.442455 + Penalty 5254.850853 = -6462540.591602 nChanged 8 SP:Iteration 126Q (7206.360000 sec): 3 clusters Score: Raw -6467797.372401 + Penalty 5254.850853 = -6462542.521548 nChanged 9 SP:Iteration 127Q (7206.510000 sec): 3 clusters Score: Raw -6467799.737380 + Penalty 5254.850853 = -6462544.886527 nChanged 6 SP:Iteration 128Q (7206.670000 sec): 3 clusters Score: Raw -6467801.433968 + Penalty 5254.850853 = -6462546.583116 nChanged 9 SP:Iteration 129Q (7206.820000 sec): 3 clusters Score: Raw -6467803.329037 + Penalty 5254.850853 = -6462548.478184 nChanged 8 SP:Iteration 130Q (7206.970000 sec): 3 clusters Score: Raw -6467805.190204 + Penalty 5254.850853 = -6462550.339351 nChanged 6 SP:Iteration 131Q (7207.130000 sec): 3 clusters Score: Raw -6467806.535012 + Penalty 5254.850853 = -6462551.684159 nChanged 5 SP:Iteration 132Q (7207.280000 sec): 3 clusters Score: Raw -6467808.157499 + Penalty 5254.850853 = -6462553.306646 nChanged 7 SP:Iteration 133Q (7207.430000 sec): 3 clusters Score: Raw -6467809.911118 + Penalty 5254.850853 = -6462555.060265 nChanged 3 SP:Iteration 134Q (7207.590000 sec): 3 clusters Score: Raw -6467810.810529 + Penalty 5254.850853 = -6462555.959677 nChanged 5 SP:Iteration 135Q (7207.740000 sec): 3 clusters Score: Raw -6467812.186718 + Penalty 5254.850853 = -6462557.335865 nChanged 5 SP:Iteration 136Q (7207.890000 sec): 3 clusters Score: Raw -6467813.221101 + Penalty 5254.850853 = -6462558.370249 nChanged 5 SP:Iteration 137Q (7208.050000 sec): 3 clusters Score: Raw -6467814.555444 + Penalty 5254.850853 = -6462559.704592 nChanged 7 SP:Iteration 138Q (7208.200000 sec): 3 clusters Score: Raw -6467816.365682 + Penalty 5254.850853 = -6462561.514829 nChanged 6 SP:Iteration 139Q (7208.350000 sec): 3 clusters Score: Raw -6467818.076136 + Penalty 5254.850853 = -6462563.225284 nChanged 3 SP:Iteration 140F (7208.550000 sec): 3 clusters Score: Raw -6467818.628530 + Penalty 5254.850853 = -6462563.777677 nChanged 5 SP:Iteration 141Q (7208.710000 sec): 3 clusters Score: Raw -6467819.873546 + Penalty 5254.850853 = -6462565.022693 nChanged 4 SP:Iteration 142Q (7208.860000 sec): 3 clusters Score: Raw -6467820.689979 + Penalty 5254.850853 = -6462565.839127 nChanged 2 SP:Iteration 143Q (7209.010000 sec): 3 clusters Score: Raw -6467821.208864 + Penalty 5254.850853 = -6462566.358011 nChanged 2 SP:Iteration 144Q (7209.170000 sec): 3 clusters Score: Raw -6467821.571393 + Penalty 5254.850853 = -6462566.720541 nChanged 1 SP:Iteration 145Q (7209.320000 sec): 3 clusters Score: Raw -6467821.742464 + Penalty 5254.850853 = -6462566.891612 nChanged 1 SP:Iteration 146Q (7209.470000 sec): 3 clusters Score: Raw -6467821.905367 + Penalty 5254.850853 = -6462567.054514 nChanged 2 SP:Iteration 147Q (7209.630000 sec): 3 clusters Score: Raw -6467822.190366 + Penalty 5254.850853 = -6462567.339513 nChanged 2 SP:Iteration 148Q (7209.780000 sec): 3 clusters Score: Raw -6467822.653745 + Penalty 5254.850853 = -6462567.802892 nChanged 1 SP:Iteration 149Q (7209.930000 sec): 3 clusters Score: Raw -6467822.892188 + Penalty 5254.850853 = -6462568.041335 nChanged 1 SP:Iteration 150Q (7210.090000 sec): 3 clusters Score: Raw -6467823.134979 + Penalty 5254.850853 = -6462568.284127 nChanged 2 SP:Iteration 151Q (7210.240000 sec): 3 clusters Score: Raw -6467823.555253 + Penalty 5254.850853 = -6462568.704400 nChanged 2 SP:Iteration 152Q (7210.390000 sec): 3 clusters Score: Raw -6467824.145982 + Penalty 5254.850853 = -6462569.295129 nChanged 4 SP:Iteration 153Q (7210.550000 sec): 3 clusters Score: Raw -6467825.039202 + Penalty 5254.850853 = -6462570.188350 nChanged 2 SP:Iteration 154Q (7210.700000 sec): 3 clusters Score: Raw -6467825.657853 + Penalty 5254.850853 = -6462570.807001 nChanged 3 SP:Iteration 155Q (7210.850000 sec): 3 clusters Score: Raw -6467826.211753 + Penalty 5254.850853 = -6462571.360900 nChanged 2 SP:Iteration 156Q (7211.000000 sec): 3 clusters Score: Raw -6467826.655140 + Penalty 5254.850853 = -6462571.804287 nChanged 0 SP:Iteration 157F (7211.210000 sec): 3 clusters Score: Raw -6467826.655140 + Penalty 5254.850853 = -6462571.804287 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 19 (482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7211.240000 sec): 2 clusters Score: Raw -74705.613534 + Penalty 1532.130140 = -73173.483394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7211.240000 sec): 3 clusters Score: Raw -74766.557777 + Penalty 3064.260281 = -71702.297497 nChanged 93 SP:Iteration 1F (7211.240000 sec): 3 clusters Score: Raw -74988.349541 + Penalty 3064.260281 = -71924.089261 nChanged 25 SP:Iteration 2F (7211.250000 sec): 3 clusters Score: Raw -75064.255647 + Penalty 3064.260281 = -71999.995367 nChanged 17 SP:Iteration 3Q (7211.250000 sec): 3 clusters Score: Raw -75102.863028 + Penalty 3064.260281 = -72038.602748 nChanged 5 SP:Iteration 4Q (7211.250000 sec): 3 clusters Score: Raw -75111.702818 + Penalty 3064.260281 = -72047.442538 nChanged 1 SP:Iteration 5Q (7211.250000 sec): 3 clusters Score: Raw -75113.953941 + Penalty 3064.260281 = -72049.693660 nChanged 0 SP:Iteration 6F (7211.250000 sec): 3 clusters Score: Raw -75113.953941 + Penalty 3064.260281 = -72049.693660 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 20 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7211.260000 sec): 2 clusters Score: Raw -29122.059195 + Penalty 1346.477716 = -27775.581480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7211.260000 sec): 3 clusters Score: Raw -29451.908903 + Penalty 2692.955432 = -26758.953471 nChanged 39 SP:Iteration 1F (7211.260000 sec): 3 clusters Score: Raw -29704.750594 + Penalty 2692.955432 = -27011.795162 nChanged 20 SP:Iteration 2F (7211.260000 sec): 3 clusters Score: Raw -29888.721640 + Penalty 2692.955432 = -27195.766208 nChanged 16 SP:Iteration 3F (7211.270000 sec): 3 clusters Score: Raw -30034.689417 + Penalty 2692.955432 = -27341.733985 nChanged 4 SP:Iteration 4Q (7211.270000 sec): 3 clusters Score: Raw -30091.750874 + Penalty 2692.955432 = -27398.795442 nChanged 3 SP:Iteration 5Q (7211.270000 sec): 3 clusters Score: Raw -30121.894562 + Penalty 2692.955432 = -27428.939130 nChanged 2 SP:Iteration 6Q (7211.270000 sec): 3 clusters Score: Raw -30163.384731 + Penalty 2692.955432 = -27470.429299 nChanged 2 SP:Iteration 7Q (7211.270000 sec): 3 clusters Score: Raw -30189.388588 + Penalty 2692.955432 = -27496.433156 nChanged 3 SP:Iteration 8Q (7211.270000 sec): 3 clusters Score: Raw -30206.533447 + Penalty 2692.955432 = -27513.578015 nChanged 0 SP:Iteration 9F (7211.270000 sec): 3 clusters Score: Raw -30206.533447 + Penalty 2692.955432 = -27513.578015 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 21 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7211.280000 sec): 2 clusters Score: Raw -23900.589730 + Penalty 1465.204569 = -22435.385161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7211.280000 sec): 3 clusters Score: Raw -24295.545459 + Penalty 2930.409137 = -21365.136321 nChanged 95 SP:Iteration 1F (7211.280000 sec): 3 clusters Score: Raw -25134.589296 + Penalty 2930.409137 = -22204.180159 nChanged 32 SP:Iteration 2F (7211.280000 sec): 3 clusters Score: Raw -25591.983921 + Penalty 2930.409137 = -22661.574783 nChanged 16 SP:Iteration 3Q (7211.290000 sec): 3 clusters Score: Raw -25907.554377 + Penalty 2930.409137 = -22977.145239 nChanged 7 SP:Iteration 4Q (7211.290000 sec): 3 clusters Score: Raw -26033.865282 + Penalty 2930.409137 = -23103.456145 nChanged 6 SP:Iteration 5Q (7211.290000 sec): 3 clusters Score: Raw -26125.922938 + Penalty 2930.409137 = -23195.513801 nChanged 3 SP:Iteration 6Q (7211.290000 sec): 3 clusters Score: Raw -26145.774295 + Penalty 2930.409137 = -23215.365158 nChanged 0 SP:Iteration 7F (7211.290000 sec): 3 clusters Score: Raw -26148.246360 + Penalty 2930.409137 = -23217.837223 nChanged 1 SP:Iteration 8Q (7211.290000 sec): 3 clusters Score: Raw -26167.983217 + Penalty 2930.409137 = -23237.574080 nChanged 0 SP:Iteration 9F (7211.290000 sec): 3 clusters Score: Raw -26167.983217 + Penalty 2930.409137 = -23237.574080 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 54. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 22 (841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7211.310000 sec): 2 clusters Score: Raw -137290.615802 + Penalty 1670.178732 = -135620.437070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7211.310000 sec): 3 clusters Score: Raw -137137.776289 + Penalty 3340.357463 = -133797.418825 nChanged 201 SP:Iteration 1F (7211.320000 sec): 3 clusters Score: Raw -137367.093182 + Penalty 3340.357463 = -134026.735719 nChanged 49 SP:Iteration 2F (7211.320000 sec): 3 clusters Score: Raw -137436.108798 + Penalty 3340.357463 = -134095.751335 nChanged 23 SP:Iteration 3Q (7211.330000 sec): 3 clusters Score: Raw -137468.829353 + Penalty 3340.357463 = -134128.471889 nChanged 15 SP:Iteration 4Q (7211.330000 sec): 3 clusters Score: Raw -137489.264057 + Penalty 3340.357463 = -134148.906593 nChanged 7 SP:Iteration 5Q (7211.330000 sec): 3 clusters Score: Raw -137500.446237 + Penalty 3340.357463 = -134160.088774 nChanged 2 SP:Iteration 6Q (7211.340000 sec): 3 clusters Score: Raw -137502.444789 + Penalty 3340.357463 = -134162.087325 nChanged 2 SP:Iteration 7Q (7211.340000 sec): 3 clusters Score: Raw -137504.832389 + Penalty 3340.357463 = -134164.474926 nChanged 4 SP:Iteration 8Q (7211.350000 sec): 3 clusters Score: Raw -137508.205321 + Penalty 3340.357463 = -134167.847858 nChanged 4 SP:Iteration 9Q (7211.350000 sec): 3 clusters Score: Raw -137515.178381 + Penalty 3340.357463 = -134174.820918 nChanged 3 SP:Iteration 10Q (7211.350000 sec): 3 clusters Score: Raw -137520.793327 + Penalty 3340.357463 = -134180.435864 nChanged 3 SP:Iteration 11Q (7211.360000 sec): 3 clusters Score: Raw -137525.408168 + Penalty 3340.357463 = -134185.050705 nChanged 2 SP:Iteration 12Q (7211.360000 sec): 3 clusters Score: Raw -137529.030000 + Penalty 3340.357463 = -134188.672536 nChanged 0 SP:Iteration 13F (7211.370000 sec): 3 clusters Score: Raw -137529.030000 + Penalty 3340.357463 = -134188.672536 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 23 (28532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7211.510000 sec): 2 clusters Score: Raw -4586508.013515 + Penalty 2544.177823 = -4583963.835692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7211.660000 sec): 3 clusters Score: Raw -4569547.425746 + Penalty 5088.355646 = -4564459.070101 nChanged 12778 SP:Iteration 1F (7211.800000 sec): 3 clusters Score: Raw -4576311.139605 + Penalty 5088.355646 = -4571222.783959 nChanged 1298 SP:Iteration 2Q (7211.960000 sec): 3 clusters Score: Raw -4576695.571202 + Penalty 5088.355646 = -4571607.215557 nChanged 1067 SP:Iteration 3Q (7212.100000 sec): 3 clusters Score: Raw -4576994.314512 + Penalty 5088.355646 = -4571905.958867 nChanged 997 SP:Iteration 4Q (7212.250000 sec): 3 clusters Score: Raw -4577288.842753 + Penalty 5088.355646 = -4572200.487107 nChanged 990 SP:Iteration 5Q (7212.400000 sec): 3 clusters Score: Raw -4577629.546444 + Penalty 5088.355646 = -4572541.190799 nChanged 1155 SP:Iteration 6Q (7212.550000 sec): 3 clusters Score: Raw -4578094.618657 + Penalty 5088.355646 = -4573006.263011 nChanged 1333 SP:Iteration 7Q (7212.700000 sec): 3 clusters Score: Raw -4578721.147375 + Penalty 5088.355646 = -4573632.791729 nChanged 1580 SP:Iteration 8F (7212.850000 sec): 3 clusters Score: Raw -4579649.438576 + Penalty 5088.355646 = -4574561.082931 nChanged 1892 SP:Iteration 9F (7212.990000 sec): 3 clusters Score: Raw -4581023.725063 + Penalty 5088.355646 = -4575935.369417 nChanged 2036 SP:Iteration 10F (7213.140000 sec): 3 clusters Score: Raw -4582678.575607 + Penalty 5088.355646 = -4577590.219961 nChanged 1732 SP:Iteration 11F (7213.280000 sec): 3 clusters Score: Raw -4584206.728481 + Penalty 5088.355646 = -4579118.372835 nChanged 1296 SP:Iteration 12Q (7213.420000 sec): 3 clusters Score: Raw -4585354.245535 + Penalty 5088.355646 = -4580265.889890 nChanged 718 SP:Iteration 13Q (7213.560000 sec): 3 clusters Score: Raw -4585996.458730 + Penalty 5088.355646 = -4580908.103084 nChanged 352 SP:Iteration 14Q (7213.700000 sec): 3 clusters Score: Raw -4586346.949554 + Penalty 5088.355646 = -4581258.593909 nChanged 170 SP:Iteration 15Q (7213.820000 sec): 3 clusters Score: Raw -4586531.999140 + Penalty 5088.355646 = -4581443.643495 nChanged 91 SP:Iteration 16Q (7213.930000 sec): 3 clusters Score: Raw -4586638.896825 + Penalty 5088.355646 = -4581550.541180 nChanged 59 SP:Iteration 17Q (7214.050000 sec): 3 clusters Score: Raw -4586708.468276 + Penalty 5088.355646 = -4581620.112630 nChanged 35 SP:Iteration 18Q (7214.160000 sec): 3 clusters Score: Raw -4586754.697716 + Penalty 5088.355646 = -4581666.342071 nChanged 22 SP:Iteration 19Q (7214.260000 sec): 3 clusters Score: Raw -4586777.784872 + Penalty 5088.355646 = -4581689.429226 nChanged 14 SP:Iteration 20F (7214.410000 sec): 3 clusters Score: Raw -4586800.965052 + Penalty 5088.355646 = -4581712.609407 nChanged 12 SP:Iteration 21Q (7214.520000 sec): 3 clusters Score: Raw -4586820.473921 + Penalty 5088.355646 = -4581732.118276 nChanged 6 SP:Iteration 22Q (7214.620000 sec): 3 clusters Score: Raw -4586828.701932 + Penalty 5088.355646 = -4581740.346286 nChanged 5 SP:Iteration 23Q (7214.730000 sec): 3 clusters Score: Raw -4586833.058873 + Penalty 5088.355646 = -4581744.703227 nChanged 6 SP:Iteration 24Q (7214.840000 sec): 3 clusters Score: Raw -4586839.836840 + Penalty 5088.355646 = -4581751.481194 nChanged 0 SP:Iteration 25F (7214.980000 sec): 3 clusters Score: Raw -4586839.836840 + Penalty 5088.355646 = -4581751.481194 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 24 (538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7215.000000 sec): 2 clusters Score: Raw -85148.195072 + Penalty 1559.388923 = -83588.806150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7215.010000 sec): 3 clusters Score: Raw -85162.704422 + Penalty 3118.777846 = -82043.926576 nChanged 104 SP:Iteration 1F (7215.010000 sec): 3 clusters Score: Raw -85377.789070 + Penalty 3118.777846 = -82259.011224 nChanged 19 SP:Iteration 2Q (7215.010000 sec): 3 clusters Score: Raw -85417.817018 + Penalty 3118.777846 = -82299.039173 nChanged 7 SP:Iteration 3Q (7215.020000 sec): 3 clusters Score: Raw -85443.049649 + Penalty 3118.777846 = -82324.271803 nChanged 9 SP:Iteration 4Q (7215.020000 sec): 3 clusters Score: Raw -85456.840077 + Penalty 3118.777846 = -82338.062232 nChanged 1 SP:Iteration 5Q (7215.020000 sec): 3 clusters Score: Raw -85461.316408 + Penalty 3118.777846 = -82342.538563 nChanged 0 SP:Iteration 6F (7215.020000 sec): 3 clusters Score: Raw -85461.316408 + Penalty 3118.777846 = -82342.538563 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 25 (14974 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7215.100000 sec): 2 clusters Score: Raw -2389997.888056 + Penalty 2384.289519 = -2387613.598536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7215.170000 sec): 3 clusters Score: Raw -2381470.684669 + Penalty 4768.579039 = -2376702.105630 nChanged 6428 SP:Iteration 1F (7215.240000 sec): 3 clusters Score: Raw -2384888.914744 + Penalty 4768.579039 = -2380120.335705 nChanged 853 SP:Iteration 2F (7215.320000 sec): 3 clusters Score: Raw -2385220.805523 + Penalty 4768.579039 = -2380452.226484 nChanged 711 SP:Iteration 3Q (7215.400000 sec): 3 clusters Score: Raw -2385469.033248 + Penalty 4768.579039 = -2380700.454210 nChanged 569 SP:Iteration 4Q (7215.470000 sec): 3 clusters Score: Raw -2385675.166994 + Penalty 4768.579039 = -2380906.587955 nChanged 520 SP:Iteration 5Q (7215.540000 sec): 3 clusters Score: Raw -2385870.602199 + Penalty 4768.579039 = -2381102.023160 nChanged 493 SP:Iteration 6Q (7215.620000 sec): 3 clusters Score: Raw -2386049.304928 + Penalty 4768.579039 = -2381280.725889 nChanged 454 SP:Iteration 7Q (7215.700000 sec): 3 clusters Score: Raw -2386228.980899 + Penalty 4768.579039 = -2381460.401860 nChanged 459 SP:Iteration 8Q (7215.770000 sec): 3 clusters Score: Raw -2386425.434651 + Penalty 4768.579039 = -2381656.855612 nChanged 492 SP:Iteration 9Q (7215.840000 sec): 3 clusters Score: Raw -2386652.124835 + Penalty 4768.579039 = -2381883.545796 nChanged 513 SP:Iteration 10Q (7215.920000 sec): 3 clusters Score: Raw -2386905.118509 + Penalty 4768.579039 = -2382136.539470 nChanged 547 SP:Iteration 11Q (7216.000000 sec): 3 clusters Score: Raw -2387172.567800 + Penalty 4768.579039 = -2382403.988761 nChanged 545 SP:Iteration 12Q (7216.070000 sec): 3 clusters Score: Raw -2387440.177674 + Penalty 4768.579039 = -2382671.598635 nChanged 516 SP:Iteration 13Q (7216.140000 sec): 3 clusters Score: Raw -2387679.257749 + Penalty 4768.579039 = -2382910.678710 nChanged 512 SP:Iteration 14Q (7216.220000 sec): 3 clusters Score: Raw -2387923.857019 + Penalty 4768.579039 = -2383155.277980 nChanged 485 SP:Iteration 15Q (7216.290000 sec): 3 clusters Score: Raw -2388159.891301 + Penalty 4768.579039 = -2383391.312263 nChanged 488 SP:Iteration 16Q (7216.360000 sec): 3 clusters Score: Raw -2388388.252722 + Penalty 4768.579039 = -2383619.673683 nChanged 441 SP:Iteration 17Q (7216.440000 sec): 3 clusters Score: Raw -2388604.107900 + Penalty 4768.579039 = -2383835.528861 nChanged 422 SP:Iteration 18Q (7216.510000 sec): 3 clusters Score: Raw -2388818.911187 + Penalty 4768.579039 = -2384050.332148 nChanged 380 SP:Iteration 19Q (7216.580000 sec): 3 clusters Score: Raw -2389004.897786 + Penalty 4768.579039 = -2384236.318748 nChanged 301 SP:Iteration 20F (7216.660000 sec): 3 clusters Score: Raw -2389144.030843 + Penalty 4768.579039 = -2384375.451804 nChanged 254 SP:Iteration 21Q (7216.730000 sec): 3 clusters Score: Raw -2389265.269164 + Penalty 4768.579039 = -2384496.690125 nChanged 208 SP:Iteration 22Q (7216.800000 sec): 3 clusters Score: Raw -2389362.954057 + Penalty 4768.579039 = -2384594.375018 nChanged 183 SP:Iteration 23Q (7216.870000 sec): 3 clusters Score: Raw -2389449.100650 + Penalty 4768.579039 = -2384680.521611 nChanged 173 SP:Iteration 24Q (7216.940000 sec): 3 clusters Score: Raw -2389537.817039 + Penalty 4768.579039 = -2384769.238000 nChanged 156 SP:Iteration 25Q (7217.020000 sec): 3 clusters Score: Raw -2389626.086771 + Penalty 4768.579039 = -2384857.507732 nChanged 152 SP:Iteration 26Q (7217.080000 sec): 3 clusters Score: Raw -2389722.700138 + Penalty 4768.579039 = -2384954.121099 nChanged 137 SP:Iteration 27Q (7217.160000 sec): 3 clusters Score: Raw -2389810.442243 + Penalty 4768.579039 = -2385041.863204 nChanged 115 SP:Iteration 28Q (7217.220000 sec): 3 clusters Score: Raw -2389909.900820 + Penalty 4768.579039 = -2385141.321781 nChanged 106 SP:Iteration 29Q (7217.290000 sec): 3 clusters Score: Raw -2389999.730163 + Penalty 4768.579039 = -2385231.151124 nChanged 95 SP:Iteration 30Q (7217.360000 sec): 3 clusters Score: Raw -2390104.838162 + Penalty 4768.579039 = -2385336.259123 nChanged 93 SP:Iteration 31Q (7217.420000 sec): 3 clusters Score: Raw -2390241.203853 + Penalty 4768.579039 = -2385472.624814 nChanged 81 SP:Iteration 32Q (7217.480000 sec): 3 clusters Score: Raw -2390346.236862 + Penalty 4768.579039 = -2385577.657823 nChanged 74 SP:Iteration 33Q (7217.540000 sec): 3 clusters Score: Raw -2390428.762865 + Penalty 4768.579039 = -2385660.183826 nChanged 63 SP:Iteration 34Q (7217.590000 sec): 3 clusters Score: Raw -2390475.717731 + Penalty 4768.579039 = -2385707.138692 nChanged 46 SP:Iteration 35Q (7217.650000 sec): 3 clusters Score: Raw -2390504.034703 + Penalty 4768.579039 = -2385735.455664 nChanged 26 SP:Iteration 36Q (7217.700000 sec): 3 clusters Score: Raw -2390516.195365 + Penalty 4768.579039 = -2385747.616326 nChanged 22 SP:Iteration 37Q (7217.760000 sec): 3 clusters Score: Raw -2390526.999464 + Penalty 4768.579039 = -2385758.420425 nChanged 13 SP:Iteration 38Q (7217.820000 sec): 3 clusters Score: Raw -2390531.148799 + Penalty 4768.579039 = -2385762.569760 nChanged 7 SP:Iteration 39Q (7217.870000 sec): 3 clusters Score: Raw -2390535.209556 + Penalty 4768.579039 = -2385766.630517 nChanged 6 SP:Iteration 40F (7217.940000 sec): 3 clusters Score: Raw -2390539.128235 + Penalty 4768.579039 = -2385770.549196 nChanged 9 SP:Iteration 41Q (7218.000000 sec): 3 clusters Score: Raw -2390543.435951 + Penalty 4768.579039 = -2385774.856912 nChanged 7 SP:Iteration 42Q (7218.060000 sec): 3 clusters Score: Raw -2390547.405109 + Penalty 4768.579039 = -2385778.826070 nChanged 8 SP:Iteration 43Q (7218.110000 sec): 3 clusters Score: Raw -2390551.865485 + Penalty 4768.579039 = -2385783.286446 nChanged 11 SP:Iteration 44Q (7218.160000 sec): 3 clusters Score: Raw -2390556.409118 + Penalty 4768.579039 = -2385787.830079 nChanged 9 SP:Iteration 45Q (7218.220000 sec): 3 clusters Score: Raw -2390561.125398 + Penalty 4768.579039 = -2385792.546359 nChanged 11 SP:Iteration 46Q (7218.280000 sec): 3 clusters Score: Raw -2390565.097604 + Penalty 4768.579039 = -2385796.518565 nChanged 6 SP:Iteration 47Q (7218.330000 sec): 3 clusters Score: Raw -2390567.582305 + Penalty 4768.579039 = -2385799.003267 nChanged 4 SP:Iteration 48Q (7218.380000 sec): 3 clusters Score: Raw -2390570.350628 + Penalty 4768.579039 = -2385801.771589 nChanged 5 SP:Iteration 49Q (7218.440000 sec): 3 clusters Score: Raw -2390573.558618 + Penalty 4768.579039 = -2385804.979579 nChanged 4 SP:Iteration 50Q (7218.500000 sec): 3 clusters Score: Raw -2390576.064364 + Penalty 4768.579039 = -2385807.485325 nChanged 4 SP:Iteration 51Q (7218.550000 sec): 3 clusters Score: Raw -2390577.754667 + Penalty 4768.579039 = -2385809.175629 nChanged 5 SP:Iteration 52Q (7218.600000 sec): 3 clusters Score: Raw -2390580.275446 + Penalty 4768.579039 = -2385811.696407 nChanged 7 SP:Iteration 53Q (7218.660000 sec): 3 clusters Score: Raw -2390585.742527 + Penalty 4768.579039 = -2385817.163488 nChanged 8 SP:Iteration 54Q (7218.720000 sec): 3 clusters Score: Raw -2390588.850165 + Penalty 4768.579039 = -2385820.271126 nChanged 6 SP:Iteration 55Q (7218.770000 sec): 3 clusters Score: Raw -2390591.312968 + Penalty 4768.579039 = -2385822.733930 nChanged 2 SP:Iteration 56Q (7218.820000 sec): 3 clusters Score: Raw -2390591.867738 + Penalty 4768.579039 = -2385823.288699 nChanged 0 SP:Iteration 57F (7218.890000 sec): 3 clusters Score: Raw -2390591.867738 + Penalty 4768.579039 = -2385823.288699 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 26 (102982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7219.380000 sec): 2 clusters Score: Raw -16558204.335581 + Penalty 2862.492755 = -16555341.842826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7219.920000 sec): 3 clusters Score: Raw -16492239.881610 + Penalty 5724.985509 = -16486514.896101 nChanged 48678 SP:Iteration 1F (7220.470000 sec): 3 clusters Score: Raw -16520163.365354 + Penalty 5724.985509 = -16514438.379845 nChanged 3716 SP:Iteration 2Q (7221.020000 sec): 3 clusters Score: Raw -16521182.624196 + Penalty 5724.985509 = -16515457.638687 nChanged 4048 SP:Iteration 3Q (7221.570000 sec): 3 clusters Score: Raw -16522599.950156 + Penalty 5724.985509 = -16516874.964647 nChanged 4830 SP:Iteration 4Q (7222.120000 sec): 3 clusters Score: Raw -16524756.380155 + Penalty 5724.985509 = -16519031.394645 nChanged 5792 SP:Iteration 5F (7222.650000 sec): 3 clusters Score: Raw -16527984.149287 + Penalty 5724.985509 = -16522259.163778 nChanged 6882 SP:Iteration 6F (7223.190000 sec): 3 clusters Score: Raw -16532606.590143 + Penalty 5724.985509 = -16526881.604634 nChanged 7412 SP:Iteration 7F (7223.730000 sec): 3 clusters Score: Raw -16538206.720272 + Penalty 5724.985509 = -16532481.734762 nChanged 6876 SP:Iteration 8F (7224.270000 sec): 3 clusters Score: Raw -16543810.129845 + Penalty 5724.985509 = -16538085.144336 nChanged 5491 SP:Iteration 9F (7224.810000 sec): 3 clusters Score: Raw -16548532.940215 + Penalty 5724.985509 = -16542807.954705 nChanged 3932 SP:Iteration 10Q (7225.340000 sec): 3 clusters Score: Raw -16551735.233632 + Penalty 5724.985509 = -16546010.248123 nChanged 2597 SP:Iteration 11Q (7225.840000 sec): 3 clusters Score: Raw -16553552.225845 + Penalty 5724.985509 = -16547827.240336 nChanged 1779 SP:Iteration 12Q (7226.320000 sec): 3 clusters Score: Raw -16554531.510706 + Penalty 5724.985509 = -16548806.525197 nChanged 1363 SP:Iteration 13Q (7226.800000 sec): 3 clusters Score: Raw -16555161.613945 + Penalty 5724.985509 = -16549436.628436 nChanged 1191 SP:Iteration 14Q (7227.260000 sec): 3 clusters Score: Raw -16555654.303038 + Penalty 5724.985509 = -16549929.317529 nChanged 1050 SP:Iteration 15Q (7227.720000 sec): 3 clusters Score: Raw -16556062.421036 + Penalty 5724.985509 = -16550337.435527 nChanged 929 SP:Iteration 16Q (7228.180000 sec): 3 clusters Score: Raw -16556384.497357 + Penalty 5724.985509 = -16550659.511848 nChanged 855 SP:Iteration 17Q (7228.620000 sec): 3 clusters Score: Raw -16556676.440630 + Penalty 5724.985509 = -16550951.455120 nChanged 800 SP:Iteration 18Q (7229.060000 sec): 3 clusters Score: Raw -16556954.149863 + Penalty 5724.985509 = -16551229.164353 nChanged 743 SP:Iteration 19Q (7229.500000 sec): 3 clusters Score: Raw -16557199.370240 + Penalty 5724.985509 = -16551474.384731 nChanged 658 SP:Iteration 20F (7230.040000 sec): 3 clusters Score: Raw -16557407.077508 + Penalty 5724.985509 = -16551682.091998 nChanged 606 SP:Iteration 21Q (7230.470000 sec): 3 clusters Score: Raw -16557591.562742 + Penalty 5724.985509 = -16551866.577233 nChanged 530 SP:Iteration 22Q (7230.900000 sec): 3 clusters Score: Raw -16557737.899666 + Penalty 5724.985509 = -16552012.914157 nChanged 464 SP:Iteration 23Q (7231.320000 sec): 3 clusters Score: Raw -16557862.218349 + Penalty 5724.985509 = -16552137.232839 nChanged 412 SP:Iteration 24Q (7231.750000 sec): 3 clusters Score: Raw -16557968.847913 + Penalty 5724.985509 = -16552243.862404 nChanged 377 SP:Iteration 25Q (7232.170000 sec): 3 clusters Score: Raw -16558055.478310 + Penalty 5724.985509 = -16552330.492801 nChanged 333 SP:Iteration 26Q (7232.590000 sec): 3 clusters Score: Raw -16558129.858813 + Penalty 5724.985509 = -16552404.873303 nChanged 320 SP:Iteration 27Q (7233.000000 sec): 3 clusters Score: Raw -16558202.900501 + Penalty 5724.985509 = -16552477.914991 nChanged 290 SP:Iteration 28Q (7233.420000 sec): 3 clusters Score: Raw -16558266.108965 + Penalty 5724.985509 = -16552541.123456 nChanged 260 SP:Iteration 29Q (7233.840000 sec): 3 clusters Score: Raw -16558322.127177 + Penalty 5724.985509 = -16552597.141667 nChanged 238 SP:Iteration 30Q (7234.240000 sec): 3 clusters Score: Raw -16558371.190707 + Penalty 5724.985509 = -16552646.205197 nChanged 225 SP:Iteration 31Q (7234.660000 sec): 3 clusters Score: Raw -16558422.689112 + Penalty 5724.985509 = -16552697.703603 nChanged 250 SP:Iteration 32Q (7235.060000 sec): 3 clusters Score: Raw -16558481.652244 + Penalty 5724.985509 = -16552756.666735 nChanged 235 SP:Iteration 33Q (7235.470000 sec): 3 clusters Score: Raw -16558531.939792 + Penalty 5724.985509 = -16552806.954283 nChanged 180 SP:Iteration 34Q (7235.870000 sec): 3 clusters Score: Raw -16558566.055099 + Penalty 5724.985509 = -16552841.069590 nChanged 158 SP:Iteration 35Q (7236.280000 sec): 3 clusters Score: Raw -16558598.040342 + Penalty 5724.985509 = -16552873.054832 nChanged 147 SP:Iteration 36Q (7236.680000 sec): 3 clusters Score: Raw -16558630.178711 + Penalty 5724.985509 = -16552905.193202 nChanged 152 SP:Iteration 37Q (7237.090000 sec): 3 clusters Score: Raw -16558661.775775 + Penalty 5724.985509 = -16552936.790266 nChanged 137 SP:Iteration 38Q (7237.490000 sec): 3 clusters Score: Raw -16558688.801372 + Penalty 5724.985509 = -16552963.815863 nChanged 115 SP:Iteration 39Q (7237.890000 sec): 3 clusters Score: Raw -16558706.993729 + Penalty 5724.985509 = -16552982.008219 nChanged 98 SP:Iteration 40F (7238.420000 sec): 3 clusters Score: Raw -16558723.304278 + Penalty 5724.985509 = -16552998.318769 nChanged 98 SP:Iteration 41Q (7238.820000 sec): 3 clusters Score: Raw -16558738.024500 + Penalty 5724.985509 = -16553013.038991 nChanged 67 SP:Iteration 42Q (7239.220000 sec): 3 clusters Score: Raw -16558747.011537 + Penalty 5724.985509 = -16553022.026028 nChanged 52 SP:Iteration 43Q (7239.620000 sec): 3 clusters Score: Raw -16558755.261469 + Penalty 5724.985509 = -16553030.275960 nChanged 45 SP:Iteration 44Q (7240.020000 sec): 3 clusters Score: Raw -16558762.451684 + Penalty 5724.985509 = -16553037.466174 nChanged 47 SP:Iteration 45Q (7240.420000 sec): 3 clusters Score: Raw -16558769.922688 + Penalty 5724.985509 = -16553044.937178 nChanged 49 SP:Iteration 46Q (7240.820000 sec): 3 clusters Score: Raw -16558777.871727 + Penalty 5724.985509 = -16553052.886218 nChanged 51 SP:Iteration 47Q (7241.220000 sec): 3 clusters Score: Raw -16558786.578531 + Penalty 5724.985509 = -16553061.593022 nChanged 45 SP:Iteration 48Q (7241.610000 sec): 3 clusters Score: Raw -16558794.986965 + Penalty 5724.985509 = -16553070.001455 nChanged 31 SP:Iteration 49Q (7242.010000 sec): 3 clusters Score: Raw -16558799.592908 + Penalty 5724.985509 = -16553074.607399 nChanged 37 SP:Iteration 50Q (7242.410000 sec): 3 clusters Score: Raw -16558804.542270 + Penalty 5724.985509 = -16553079.556761 nChanged 33 SP:Iteration 51Q (7242.810000 sec): 3 clusters Score: Raw -16558809.265555 + Penalty 5724.985509 = -16553084.280046 nChanged 28 SP:Iteration 52Q (7243.200000 sec): 3 clusters Score: Raw -16558812.649538 + Penalty 5724.985509 = -16553087.664029 nChanged 28 SP:Iteration 53Q (7243.600000 sec): 3 clusters Score: Raw -16558816.746709 + Penalty 5724.985509 = -16553091.761200 nChanged 27 SP:Iteration 54Q (7244.000000 sec): 3 clusters Score: Raw -16558819.936684 + Penalty 5724.985509 = -16553094.951174 nChanged 20 SP:Iteration 55Q (7244.400000 sec): 3 clusters Score: Raw -16558822.225523 + Penalty 5724.985509 = -16553097.240014 nChanged 19 SP:Iteration 56Q (7244.790000 sec): 3 clusters Score: Raw -16558824.728256 + Penalty 5724.985509 = -16553099.742747 nChanged 20 SP:Iteration 57Q (7245.190000 sec): 3 clusters Score: Raw -16558828.279209 + Penalty 5724.985509 = -16553103.293700 nChanged 26 SP:Iteration 58Q (7245.580000 sec): 3 clusters Score: Raw -16558833.404519 + Penalty 5724.985509 = -16553108.419010 nChanged 35 SP:Iteration 59Q (7245.980000 sec): 3 clusters Score: Raw -16558838.516588 + Penalty 5724.985509 = -16553113.531079 nChanged 26 SP:Iteration 60F (7246.510000 sec): 3 clusters Score: Raw -16558844.056709 + Penalty 5724.985509 = -16553119.071200 nChanged 34 SP:Iteration 61Q (7246.900000 sec): 3 clusters Score: Raw -16558849.833175 + Penalty 5724.985509 = -16553124.847665 nChanged 33 SP:Iteration 62Q (7247.300000 sec): 3 clusters Score: Raw -16558854.309649 + Penalty 5724.985509 = -16553129.324140 nChanged 29 SP:Iteration 63Q (7247.690000 sec): 3 clusters Score: Raw -16558857.945646 + Penalty 5724.985509 = -16553132.960137 nChanged 26 SP:Iteration 64Q (7248.090000 sec): 3 clusters Score: Raw -16558861.910724 + Penalty 5724.985509 = -16553136.925215 nChanged 24 SP:Iteration 65Q (7248.490000 sec): 3 clusters Score: Raw -16558865.023214 + Penalty 5724.985509 = -16553140.037705 nChanged 18 SP:Iteration 66Q (7248.880000 sec): 3 clusters Score: Raw -16558867.509700 + Penalty 5724.985509 = -16553142.524190 nChanged 15 SP:Iteration 67Q (7249.280000 sec): 3 clusters Score: Raw -16558869.353906 + Penalty 5724.985509 = -16553144.368397 nChanged 17 SP:Iteration 68Q (7249.670000 sec): 3 clusters Score: Raw -16558871.893855 + Penalty 5724.985509 = -16553146.908346 nChanged 15 SP:Iteration 69Q (7250.070000 sec): 3 clusters Score: Raw -16558873.861065 + Penalty 5724.985509 = -16553148.875556 nChanged 16 SP:Iteration 70Q (7250.460000 sec): 3 clusters Score: Raw -16558875.893457 + Penalty 5724.985509 = -16553150.907948 nChanged 13 SP:Iteration 71Q (7250.850000 sec): 3 clusters Score: Raw -16558877.600165 + Penalty 5724.985509 = -16553152.614656 nChanged 14 SP:Iteration 72Q (7251.240000 sec): 3 clusters Score: Raw -16558879.470067 + Penalty 5724.985509 = -16553154.484558 nChanged 15 SP:Iteration 73Q (7251.630000 sec): 3 clusters Score: Raw -16558881.375372 + Penalty 5724.985509 = -16553156.389862 nChanged 4 SP:Iteration 74Q (7252.030000 sec): 3 clusters Score: Raw -16558881.784008 + Penalty 5724.985509 = -16553156.798499 nChanged 4 SP:Iteration 75Q (7252.420000 sec): 3 clusters Score: Raw -16558882.015596 + Penalty 5724.985509 = -16553157.030087 nChanged 1 SP:Iteration 76Q (7252.810000 sec): 3 clusters Score: Raw -16558882.071572 + Penalty 5724.985509 = -16553157.086062 nChanged 0 SP:Iteration 77F (7253.340000 sec): 3 clusters Score: Raw -16558882.071572 + Penalty 5724.985509 = -16553157.086062 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 27 (9713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7253.440000 sec): 2 clusters Score: Raw -1498838.236374 + Penalty 2276.942677 = -1496561.293697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7253.490000 sec): 3 clusters Score: Raw -1493639.916923 + Penalty 4553.885355 = -1489086.031568 nChanged 4057 SP:Iteration 1F (7253.540000 sec): 3 clusters Score: Raw -1495893.000284 + Penalty 4553.885355 = -1491339.114929 nChanged 756 SP:Iteration 2F (7253.590000 sec): 3 clusters Score: Raw -1496350.636644 + Penalty 4553.885355 = -1491796.751290 nChanged 612 SP:Iteration 3F (7253.630000 sec): 3 clusters Score: Raw -1496725.181827 + Penalty 4553.885355 = -1492171.296472 nChanged 527 SP:Iteration 4F (7253.680000 sec): 3 clusters Score: Raw -1497069.715028 + Penalty 4553.885355 = -1492515.829674 nChanged 493 SP:Iteration 5F (7253.730000 sec): 3 clusters Score: Raw -1497410.691528 + Penalty 4553.885355 = -1492856.806173 nChanged 465 SP:Iteration 6Q (7253.780000 sec): 3 clusters Score: Raw -1497774.951637 + Penalty 4553.885355 = -1493221.066282 nChanged 472 SP:Iteration 7Q (7253.830000 sec): 3 clusters Score: Raw -1498133.046848 + Penalty 4553.885355 = -1493579.161493 nChanged 416 SP:Iteration 8Q (7253.870000 sec): 3 clusters Score: Raw -1498445.382283 + Penalty 4553.885355 = -1493891.496928 nChanged 397 SP:Iteration 9Q (7253.920000 sec): 3 clusters Score: Raw -1498738.932048 + Penalty 4553.885355 = -1494185.046693 nChanged 366 SP:Iteration 10Q (7253.970000 sec): 3 clusters Score: Raw -1499022.054301 + Penalty 4553.885355 = -1494468.168946 nChanged 320 SP:Iteration 11Q (7254.010000 sec): 3 clusters Score: Raw -1499275.337452 + Penalty 4553.885355 = -1494721.452097 nChanged 269 SP:Iteration 12Q (7254.060000 sec): 3 clusters Score: Raw -1499458.810718 + Penalty 4553.885355 = -1494904.925363 nChanged 210 SP:Iteration 13Q (7254.100000 sec): 3 clusters Score: Raw -1499593.258924 + Penalty 4553.885355 = -1495039.373569 nChanged 179 SP:Iteration 14Q (7254.150000 sec): 3 clusters Score: Raw -1499703.468846 + Penalty 4553.885355 = -1495149.583491 nChanged 151 SP:Iteration 15Q (7254.190000 sec): 3 clusters Score: Raw -1499797.695031 + Penalty 4553.885355 = -1495243.809677 nChanged 133 SP:Iteration 16Q (7254.230000 sec): 3 clusters Score: Raw -1499862.482451 + Penalty 4553.885355 = -1495308.597096 nChanged 114 SP:Iteration 17Q (7254.270000 sec): 3 clusters Score: Raw -1499918.244704 + Penalty 4553.885355 = -1495364.359349 nChanged 128 SP:Iteration 18Q (7254.310000 sec): 3 clusters Score: Raw -1499972.425710 + Penalty 4553.885355 = -1495418.540355 nChanged 100 SP:Iteration 19Q (7254.360000 sec): 3 clusters Score: Raw -1500010.450925 + Penalty 4553.885355 = -1495456.565570 nChanged 72 SP:Iteration 20F (7254.410000 sec): 3 clusters Score: Raw -1500035.631553 + Penalty 4553.885355 = -1495481.746198 nChanged 58 SP:Iteration 21Q (7254.450000 sec): 3 clusters Score: Raw -1500054.419274 + Penalty 4553.885355 = -1495500.533919 nChanged 52 SP:Iteration 22Q (7254.490000 sec): 3 clusters Score: Raw -1500070.068168 + Penalty 4553.885355 = -1495516.182813 nChanged 40 SP:Iteration 23Q (7254.530000 sec): 3 clusters Score: Raw -1500083.421471 + Penalty 4553.885355 = -1495529.536116 nChanged 33 SP:Iteration 24Q (7254.570000 sec): 3 clusters Score: Raw -1500092.619541 + Penalty 4553.885355 = -1495538.734187 nChanged 23 SP:Iteration 25Q (7254.610000 sec): 3 clusters Score: Raw -1500097.304531 + Penalty 4553.885355 = -1495543.419176 nChanged 20 SP:Iteration 26Q (7254.650000 sec): 3 clusters Score: Raw -1500101.788340 + Penalty 4553.885355 = -1495547.902985 nChanged 11 SP:Iteration 27Q (7254.690000 sec): 3 clusters Score: Raw -1500103.231425 + Penalty 4553.885355 = -1495549.346070 nChanged 2 SP:Iteration 28Q (7254.730000 sec): 3 clusters Score: Raw -1500104.009776 + Penalty 4553.885355 = -1495550.124421 nChanged 3 SP:Iteration 29Q (7254.770000 sec): 3 clusters Score: Raw -1500104.517024 + Penalty 4553.885355 = -1495550.631669 nChanged 3 SP:Iteration 30Q (7254.810000 sec): 3 clusters Score: Raw -1500105.255896 + Penalty 4553.885355 = -1495551.370541 nChanged 2 SP:Iteration 31Q (7254.850000 sec): 3 clusters Score: Raw -1500105.524277 + Penalty 4553.885355 = -1495551.638922 nChanged 2 SP:Iteration 32Q (7254.890000 sec): 3 clusters Score: Raw -1500105.751354 + Penalty 4553.885355 = -1495551.865999 nChanged 3 SP:Iteration 33Q (7254.940000 sec): 3 clusters Score: Raw -1500106.521273 + Penalty 4553.885355 = -1495552.635918 nChanged 2 SP:Iteration 34Q (7254.980000 sec): 3 clusters Score: Raw -1500106.886185 + Penalty 4553.885355 = -1495553.000830 nChanged 3 SP:Iteration 35Q (7255.020000 sec): 3 clusters Score: Raw -1500107.362101 + Penalty 4553.885355 = -1495553.476747 nChanged 3 SP:Iteration 36Q (7255.060000 sec): 3 clusters Score: Raw -1500107.693201 + Penalty 4553.885355 = -1495553.807846 nChanged 1 SP:Iteration 37Q (7255.100000 sec): 3 clusters Score: Raw -1500107.911152 + Penalty 4553.885355 = -1495554.025797 nChanged 1 SP:Iteration 38Q (7255.140000 sec): 3 clusters Score: Raw -1500108.011016 + Penalty 4553.885355 = -1495554.125661 nChanged 0 SP:Iteration 39F (7255.190000 sec): 3 clusters Score: Raw -1500108.011016 + Penalty 4553.885355 = -1495554.125661 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 28 (15703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7255.260000 sec): 2 clusters Score: Raw -2520958.235710 + Penalty 2396.078550 = -2518562.157160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7255.340000 sec): 3 clusters Score: Raw -2511995.460648 + Penalty 4792.157100 = -2507203.303548 nChanged 6787 SP:Iteration 1F (7255.420000 sec): 3 clusters Score: Raw -2515615.428565 + Penalty 4792.157100 = -2510823.271465 nChanged 974 SP:Iteration 2F (7255.500000 sec): 3 clusters Score: Raw -2516061.195217 + Penalty 4792.157100 = -2511269.038118 nChanged 848 SP:Iteration 3F (7255.570000 sec): 3 clusters Score: Raw -2516463.909269 + Penalty 4792.157100 = -2511671.752170 nChanged 759 SP:Iteration 4Q (7255.650000 sec): 3 clusters Score: Raw -2516884.072331 + Penalty 4792.157100 = -2512091.915231 nChanged 771 SP:Iteration 5Q (7255.730000 sec): 3 clusters Score: Raw -2517286.923775 + Penalty 4792.157100 = -2512494.766676 nChanged 727 SP:Iteration 6Q (7255.810000 sec): 3 clusters Score: Raw -2517646.108755 + Penalty 4792.157100 = -2512853.951655 nChanged 660 SP:Iteration 7Q (7255.890000 sec): 3 clusters Score: Raw -2517964.524693 + Penalty 4792.157100 = -2513172.367593 nChanged 648 SP:Iteration 8Q (7255.970000 sec): 3 clusters Score: Raw -2518257.559900 + Penalty 4792.157100 = -2513465.402801 nChanged 575 SP:Iteration 9Q (7256.050000 sec): 3 clusters Score: Raw -2518495.758235 + Penalty 4792.157100 = -2513703.601136 nChanged 529 SP:Iteration 10Q (7256.120000 sec): 3 clusters Score: Raw -2518704.842575 + Penalty 4792.157100 = -2513912.685475 nChanged 457 SP:Iteration 11Q (7256.200000 sec): 3 clusters Score: Raw -2518883.105087 + Penalty 4792.157100 = -2514090.947987 nChanged 397 SP:Iteration 12Q (7256.280000 sec): 3 clusters Score: Raw -2519018.710547 + Penalty 4792.157100 = -2514226.553447 nChanged 335 SP:Iteration 13Q (7256.360000 sec): 3 clusters Score: Raw -2519128.223973 + Penalty 4792.157100 = -2514336.066873 nChanged 309 SP:Iteration 14Q (7256.430000 sec): 3 clusters Score: Raw -2519221.859480 + Penalty 4792.157100 = -2514429.702380 nChanged 251 SP:Iteration 15Q (7256.510000 sec): 3 clusters Score: Raw -2519295.190443 + Penalty 4792.157100 = -2514503.033344 nChanged 259 SP:Iteration 16Q (7256.590000 sec): 3 clusters Score: Raw -2519362.701102 + Penalty 4792.157100 = -2514570.544002 nChanged 239 SP:Iteration 17Q (7256.670000 sec): 3 clusters Score: Raw -2519424.019784 + Penalty 4792.157100 = -2514631.862684 nChanged 211 SP:Iteration 18Q (7256.750000 sec): 3 clusters Score: Raw -2519470.591234 + Penalty 4792.157100 = -2514678.434134 nChanged 166 SP:Iteration 19Q (7256.820000 sec): 3 clusters Score: Raw -2519508.479542 + Penalty 4792.157100 = -2514716.322442 nChanged 150 SP:Iteration 20F (7256.900000 sec): 3 clusters Score: Raw -2519540.647585 + Penalty 4792.157100 = -2514748.490485 nChanged 141 SP:Iteration 21Q (7256.980000 sec): 3 clusters Score: Raw -2519576.009909 + Penalty 4792.157100 = -2514783.852810 nChanged 162 SP:Iteration 22Q (7257.050000 sec): 3 clusters Score: Raw -2519617.000984 + Penalty 4792.157100 = -2514824.843885 nChanged 162 SP:Iteration 23Q (7257.130000 sec): 3 clusters Score: Raw -2519655.640293 + Penalty 4792.157100 = -2514863.483193 nChanged 160 SP:Iteration 24Q (7257.210000 sec): 3 clusters Score: Raw -2519698.876499 + Penalty 4792.157100 = -2514906.719399 nChanged 174 SP:Iteration 25Q (7257.290000 sec): 3 clusters Score: Raw -2519744.342950 + Penalty 4792.157100 = -2514952.185850 nChanged 186 SP:Iteration 26Q (7257.370000 sec): 3 clusters Score: Raw -2519794.172112 + Penalty 4792.157100 = -2515002.015012 nChanged 170 SP:Iteration 27Q (7257.440000 sec): 3 clusters Score: Raw -2519835.659463 + Penalty 4792.157100 = -2515043.502363 nChanged 147 SP:Iteration 28Q (7257.520000 sec): 3 clusters Score: Raw -2519870.885661 + Penalty 4792.157100 = -2515078.728561 nChanged 152 SP:Iteration 29Q (7257.600000 sec): 3 clusters Score: Raw -2519911.561276 + Penalty 4792.157100 = -2515119.404176 nChanged 170 SP:Iteration 30Q (7257.680000 sec): 3 clusters Score: Raw -2519962.467098 + Penalty 4792.157100 = -2515170.309998 nChanged 182 SP:Iteration 31Q (7257.750000 sec): 3 clusters Score: Raw -2520017.835870 + Penalty 4792.157100 = -2515225.678771 nChanged 178 SP:Iteration 32Q (7257.830000 sec): 3 clusters Score: Raw -2520068.750744 + Penalty 4792.157100 = -2515276.593644 nChanged 171 SP:Iteration 33Q (7257.910000 sec): 3 clusters Score: Raw -2520119.232203 + Penalty 4792.157100 = -2515327.075103 nChanged 189 SP:Iteration 34Q (7257.990000 sec): 3 clusters Score: Raw -2520187.265126 + Penalty 4792.157100 = -2515395.108027 nChanged 185 SP:Iteration 35Q (7258.070000 sec): 3 clusters Score: Raw -2520255.825292 + Penalty 4792.157100 = -2515463.668192 nChanged 202 SP:Iteration 36Q (7258.140000 sec): 3 clusters Score: Raw -2520347.475466 + Penalty 4792.157100 = -2515555.318366 nChanged 245 SP:Iteration 37Q (7258.220000 sec): 3 clusters Score: Raw -2520490.515532 + Penalty 4792.157100 = -2515698.358432 nChanged 287 SP:Iteration 38Q (7258.300000 sec): 3 clusters Score: Raw -2520692.229843 + Penalty 4792.157100 = -2515900.072743 nChanged 321 SP:Iteration 39Q (7258.370000 sec): 3 clusters Score: Raw -2520952.783847 + Penalty 4792.157100 = -2516160.626747 nChanged 360 SP:Iteration 40F (7258.450000 sec): 3 clusters Score: Raw -2521285.018596 + Penalty 4792.157100 = -2516492.861496 nChanged 344 SP:Iteration 41Q (7258.530000 sec): 3 clusters Score: Raw -2521598.361910 + Penalty 4792.157100 = -2516806.204810 nChanged 290 SP:Iteration 42Q (7258.600000 sec): 3 clusters Score: Raw -2521775.410914 + Penalty 4792.157100 = -2516983.253814 nChanged 195 SP:Iteration 43Q (7258.670000 sec): 3 clusters Score: Raw -2521858.879063 + Penalty 4792.157100 = -2517066.721963 nChanged 137 SP:Iteration 44Q (7258.740000 sec): 3 clusters Score: Raw -2521904.939627 + Penalty 4792.157100 = -2517112.782527 nChanged 109 SP:Iteration 45Q (7258.810000 sec): 3 clusters Score: Raw -2521935.835945 + Penalty 4792.157100 = -2517143.678845 nChanged 86 SP:Iteration 46Q (7258.880000 sec): 3 clusters Score: Raw -2521958.696168 + Penalty 4792.157100 = -2517166.539068 nChanged 61 SP:Iteration 47Q (7258.950000 sec): 3 clusters Score: Raw -2521973.046288 + Penalty 4792.157100 = -2517180.889188 nChanged 51 SP:Iteration 48Q (7259.010000 sec): 3 clusters Score: Raw -2521983.770929 + Penalty 4792.157100 = -2517191.613829 nChanged 41 SP:Iteration 49Q (7259.080000 sec): 3 clusters Score: Raw -2521990.683132 + Penalty 4792.157100 = -2517198.526032 nChanged 28 SP:Iteration 50Q (7259.150000 sec): 3 clusters Score: Raw -2521995.442132 + Penalty 4792.157100 = -2517203.285033 nChanged 21 SP:Iteration 51Q (7259.220000 sec): 3 clusters Score: Raw -2521999.208019 + Penalty 4792.157100 = -2517207.050919 nChanged 20 SP:Iteration 52Q (7259.290000 sec): 3 clusters Score: Raw -2522001.946303 + Penalty 4792.157100 = -2517209.789203 nChanged 15 SP:Iteration 53Q (7259.350000 sec): 3 clusters Score: Raw -2522003.701068 + Penalty 4792.157100 = -2517211.543968 nChanged 13 SP:Iteration 54Q (7259.420000 sec): 3 clusters Score: Raw -2522005.388072 + Penalty 4792.157100 = -2517213.230972 nChanged 12 SP:Iteration 55Q (7259.490000 sec): 3 clusters Score: Raw -2522006.766723 + Penalty 4792.157100 = -2517214.609623 nChanged 8 SP:Iteration 56Q (7259.560000 sec): 3 clusters Score: Raw -2522007.840430 + Penalty 4792.157100 = -2517215.683330 nChanged 9 SP:Iteration 57Q (7259.620000 sec): 3 clusters Score: Raw -2522008.771161 + Penalty 4792.157100 = -2517216.614061 nChanged 1 SP:Iteration 58Q (7259.690000 sec): 3 clusters Score: Raw -2522008.833686 + Penalty 4792.157100 = -2517216.676586 nChanged 1 SP:Iteration 59Q (7259.760000 sec): 3 clusters Score: Raw -2522008.933341 + Penalty 4792.157100 = -2517216.776241 nChanged 0 SP:Iteration 60F (7259.840000 sec): 3 clusters Score: Raw -2522008.933341 + Penalty 4792.157100 = -2517216.776241 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 29 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7259.860000 sec): 2 clusters Score: Raw -46493.945768 + Penalty 1427.424069 = -45066.521699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7259.860000 sec): 3 clusters Score: Raw -46620.735115 + Penalty 2854.848138 = -43765.886977 nChanged 37 SP:Iteration 1F (7259.860000 sec): 3 clusters Score: Raw -46770.441723 + Penalty 2854.848138 = -43915.593585 nChanged 17 SP:Iteration 2F (7259.860000 sec): 3 clusters Score: Raw -46854.984647 + Penalty 2854.848138 = -44000.136510 nChanged 7 SP:Iteration 3Q (7259.860000 sec): 3 clusters Score: Raw -46886.342493 + Penalty 2854.848138 = -44031.494355 nChanged 6 SP:Iteration 4Q (7259.860000 sec): 3 clusters Score: Raw -46915.342888 + Penalty 2854.848138 = -44060.494750 nChanged 8 SP:Iteration 5Q (7259.870000 sec): 3 clusters Score: Raw -46995.206953 + Penalty 2854.848138 = -44140.358815 nChanged 10 SP:Iteration 6Q (7259.870000 sec): 3 clusters Score: Raw -47041.344644 + Penalty 2854.848138 = -44186.496506 nChanged 6 SP:Iteration 7Q (7259.870000 sec): 3 clusters Score: Raw -47086.202470 + Penalty 2854.848138 = -44231.354332 nChanged 6 SP:Iteration 8Q (7259.870000 sec): 3 clusters Score: Raw -47120.045611 + Penalty 2854.848138 = -44265.197473 nChanged 2 SP:Iteration 9Q (7259.870000 sec): 3 clusters Score: Raw -47137.153066 + Penalty 2854.848138 = -44282.304928 nChanged 3 SP:Iteration 10Q (7259.870000 sec): 3 clusters Score: Raw -47165.297093 + Penalty 2854.848138 = -44310.448955 nChanged 2 SP:Iteration 11Q (7259.880000 sec): 3 clusters Score: Raw -47185.799460 + Penalty 2854.848138 = -44330.951322 nChanged 3 SP:Iteration 12Q (7259.880000 sec): 3 clusters Score: Raw -47197.841114 + Penalty 2854.848138 = -44342.992976 nChanged 0 SP:Iteration 13F (7259.880000 sec): 3 clusters Score: Raw -47197.841114 + Penalty 2854.848138 = -44342.992976 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 30 (4293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7259.900000 sec): 2 clusters Score: Raw -687276.251095 + Penalty 2074.455785 = -685201.795310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7259.920000 sec): 3 clusters Score: Raw -685257.224745 + Penalty 4148.911570 = -681108.313175 nChanged 1608 SP:Iteration 1F (7259.950000 sec): 3 clusters Score: Raw -686174.309394 + Penalty 4148.911570 = -682025.397824 nChanged 286 SP:Iteration 2F (7259.970000 sec): 3 clusters Score: Raw -686336.087697 + Penalty 4148.911570 = -682187.176127 nChanged 191 SP:Iteration 3Q (7259.990000 sec): 3 clusters Score: Raw -686453.566980 + Penalty 4148.911570 = -682304.655410 nChanged 154 SP:Iteration 4Q (7260.010000 sec): 3 clusters Score: Raw -686549.819576 + Penalty 4148.911570 = -682400.908006 nChanged 123 SP:Iteration 5Q (7260.030000 sec): 3 clusters Score: Raw -686614.544272 + Penalty 4148.911570 = -682465.632703 nChanged 87 SP:Iteration 6Q (7260.050000 sec): 3 clusters Score: Raw -686660.951653 + Penalty 4148.911570 = -682512.040084 nChanged 82 SP:Iteration 7Q (7260.080000 sec): 3 clusters Score: Raw -686700.131611 + Penalty 4148.911570 = -682551.220041 nChanged 82 SP:Iteration 8Q (7260.100000 sec): 3 clusters Score: Raw -686743.569070 + Penalty 4148.911570 = -682594.657500 nChanged 82 SP:Iteration 9Q (7260.120000 sec): 3 clusters Score: Raw -686782.193871 + Penalty 4148.911570 = -682633.282301 nChanged 79 SP:Iteration 10Q (7260.140000 sec): 3 clusters Score: Raw -686828.158507 + Penalty 4148.911570 = -682679.246937 nChanged 90 SP:Iteration 11Q (7260.160000 sec): 3 clusters Score: Raw -686881.055679 + Penalty 4148.911570 = -682732.144109 nChanged 96 SP:Iteration 12Q (7260.180000 sec): 3 clusters Score: Raw -686933.792317 + Penalty 4148.911570 = -682784.880747 nChanged 103 SP:Iteration 13Q (7260.200000 sec): 3 clusters Score: Raw -686991.532918 + Penalty 4148.911570 = -682842.621348 nChanged 102 SP:Iteration 14Q (7260.220000 sec): 3 clusters Score: Raw -687049.226688 + Penalty 4148.911570 = -682900.315118 nChanged 83 SP:Iteration 15Q (7260.240000 sec): 3 clusters Score: Raw -687106.281534 + Penalty 4148.911570 = -682957.369965 nChanged 96 SP:Iteration 16Q (7260.270000 sec): 3 clusters Score: Raw -687168.305769 + Penalty 4148.911570 = -683019.394200 nChanged 87 SP:Iteration 17Q (7260.290000 sec): 3 clusters Score: Raw -687225.063192 + Penalty 4148.911570 = -683076.151622 nChanged 72 SP:Iteration 18Q (7260.310000 sec): 3 clusters Score: Raw -687271.152557 + Penalty 4148.911570 = -683122.240987 nChanged 73 SP:Iteration 19Q (7260.330000 sec): 3 clusters Score: Raw -687314.219050 + Penalty 4148.911570 = -683165.307480 nChanged 54 SP:Iteration 20F (7260.350000 sec): 3 clusters Score: Raw -687347.573693 + Penalty 4148.911570 = -683198.662123 nChanged 54 SP:Iteration 21Q (7260.370000 sec): 3 clusters Score: Raw -687388.543905 + Penalty 4148.911570 = -683239.632335 nChanged 58 SP:Iteration 22Q (7260.390000 sec): 3 clusters Score: Raw -687432.754973 + Penalty 4148.911570 = -683283.843404 nChanged 49 SP:Iteration 23Q (7260.420000 sec): 3 clusters Score: Raw -687469.923001 + Penalty 4148.911570 = -683321.011432 nChanged 39 SP:Iteration 24Q (7260.440000 sec): 3 clusters Score: Raw -687497.125608 + Penalty 4148.911570 = -683348.214038 nChanged 40 SP:Iteration 25Q (7260.460000 sec): 3 clusters Score: Raw -687524.700706 + Penalty 4148.911570 = -683375.789136 nChanged 34 SP:Iteration 26Q (7260.480000 sec): 3 clusters Score: Raw -687545.100104 + Penalty 4148.911570 = -683396.188534 nChanged 25 SP:Iteration 27Q (7260.500000 sec): 3 clusters Score: Raw -687563.345621 + Penalty 4148.911570 = -683414.434051 nChanged 26 SP:Iteration 28Q (7260.520000 sec): 3 clusters Score: Raw -687582.482354 + Penalty 4148.911570 = -683433.570784 nChanged 21 SP:Iteration 29Q (7260.540000 sec): 3 clusters Score: Raw -687598.045956 + Penalty 4148.911570 = -683449.134387 nChanged 23 SP:Iteration 30Q (7260.560000 sec): 3 clusters Score: Raw -687612.877203 + Penalty 4148.911570 = -683463.965633 nChanged 17 SP:Iteration 31Q (7260.580000 sec): 3 clusters Score: Raw -687629.031202 + Penalty 4148.911570 = -683480.119632 nChanged 17 SP:Iteration 32Q (7260.600000 sec): 3 clusters Score: Raw -687641.440909 + Penalty 4148.911570 = -683492.529339 nChanged 13 SP:Iteration 33Q (7260.620000 sec): 3 clusters Score: Raw -687649.545696 + Penalty 4148.911570 = -683500.634126 nChanged 10 SP:Iteration 34Q (7260.640000 sec): 3 clusters Score: Raw -687658.305565 + Penalty 4148.911570 = -683509.393996 nChanged 10 SP:Iteration 35Q (7260.660000 sec): 3 clusters Score: Raw -687665.193519 + Penalty 4148.911570 = -683516.281949 nChanged 8 SP:Iteration 36Q (7260.680000 sec): 3 clusters Score: Raw -687671.655056 + Penalty 4148.911570 = -683522.743486 nChanged 8 SP:Iteration 37Q (7260.700000 sec): 3 clusters Score: Raw -687679.984493 + Penalty 4148.911570 = -683531.072923 nChanged 6 SP:Iteration 38Q (7260.720000 sec): 3 clusters Score: Raw -687683.673924 + Penalty 4148.911570 = -683534.762354 nChanged 3 SP:Iteration 39Q (7260.740000 sec): 3 clusters Score: Raw -687685.066681 + Penalty 4148.911570 = -683536.155111 nChanged 3 SP:Iteration 40F (7260.760000 sec): 3 clusters Score: Raw -687687.184607 + Penalty 4148.911570 = -683538.273037 nChanged 2 SP:Iteration 41Q (7260.780000 sec): 3 clusters Score: Raw -687689.107137 + Penalty 4148.911570 = -683540.195567 nChanged 2 SP:Iteration 42Q (7260.800000 sec): 3 clusters Score: Raw -687690.321483 + Penalty 4148.911570 = -683541.409913 nChanged 2 SP:Iteration 43Q (7260.820000 sec): 3 clusters Score: Raw -687691.029354 + Penalty 4148.911570 = -683542.117784 nChanged 3 SP:Iteration 44Q (7260.840000 sec): 3 clusters Score: Raw -687693.011670 + Penalty 4148.911570 = -683544.100100 nChanged 2 SP:Iteration 45Q (7260.860000 sec): 3 clusters Score: Raw -687695.472908 + Penalty 4148.911570 = -683546.561339 nChanged 1 SP:Iteration 46Q (7260.880000 sec): 3 clusters Score: Raw -687696.111062 + Penalty 4148.911570 = -683547.199492 nChanged 0 SP:Iteration 47F (7260.900000 sec): 3 clusters Score: Raw -687696.111062 + Penalty 4148.911570 = -683547.199492 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 31 (1860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7260.920000 sec): 2 clusters Score: Raw -261583.726782 + Penalty 1867.026278 = -259716.700503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7260.930000 sec): 3 clusters Score: Raw -260952.424062 + Penalty 3734.052556 = -257218.371505 nChanged 585 SP:Iteration 1F (7260.940000 sec): 3 clusters Score: Raw -261503.579578 + Penalty 3734.052556 = -257769.527022 nChanged 177 SP:Iteration 2F (7260.950000 sec): 3 clusters Score: Raw -261735.010444 + Penalty 3734.052556 = -258000.957888 nChanged 116 SP:Iteration 3F (7260.960000 sec): 3 clusters Score: Raw -261914.006419 + Penalty 3734.052556 = -258179.953863 nChanged 111 SP:Iteration 4F (7260.960000 sec): 3 clusters Score: Raw -262085.547898 + Penalty 3734.052556 = -258351.495342 nChanged 92 SP:Iteration 5Q (7260.980000 sec): 3 clusters Score: Raw -262209.186103 + Penalty 3734.052556 = -258475.133546 nChanged 71 SP:Iteration 6Q (7260.980000 sec): 3 clusters Score: Raw -262302.969836 + Penalty 3734.052556 = -258568.917279 nChanged 49 SP:Iteration 7Q (7260.990000 sec): 3 clusters Score: Raw -262361.961480 + Penalty 3734.052556 = -258627.908924 nChanged 48 SP:Iteration 8Q (7261.000000 sec): 3 clusters Score: Raw -262425.073541 + Penalty 3734.052556 = -258691.020985 nChanged 37 SP:Iteration 9Q (7261.010000 sec): 3 clusters Score: Raw -262482.217267 + Penalty 3734.052556 = -258748.164711 nChanged 39 SP:Iteration 10Q (7261.020000 sec): 3 clusters Score: Raw -262551.565467 + Penalty 3734.052556 = -258817.512910 nChanged 35 SP:Iteration 11Q (7261.020000 sec): 3 clusters Score: Raw -262602.068108 + Penalty 3734.052556 = -258868.015552 nChanged 25 SP:Iteration 12Q (7261.030000 sec): 3 clusters Score: Raw -262630.796954 + Penalty 3734.052556 = -258896.744398 nChanged 20 SP:Iteration 13Q (7261.040000 sec): 3 clusters Score: Raw -262653.441529 + Penalty 3734.052556 = -258919.388973 nChanged 16 SP:Iteration 14Q (7261.050000 sec): 3 clusters Score: Raw -262675.327810 + Penalty 3734.052556 = -258941.275253 nChanged 15 SP:Iteration 15Q (7261.060000 sec): 3 clusters Score: Raw -262689.131188 + Penalty 3734.052556 = -258955.078631 nChanged 18 SP:Iteration 16Q (7261.060000 sec): 3 clusters Score: Raw -262703.475731 + Penalty 3734.052556 = -258969.423174 nChanged 12 SP:Iteration 17Q (7261.070000 sec): 3 clusters Score: Raw -262713.390023 + Penalty 3734.052556 = -258979.337467 nChanged 9 SP:Iteration 18Q (7261.080000 sec): 3 clusters Score: Raw -262721.594274 + Penalty 3734.052556 = -258987.541717 nChanged 7 SP:Iteration 19Q (7261.090000 sec): 3 clusters Score: Raw -262729.379247 + Penalty 3734.052556 = -258995.326690 nChanged 7 SP:Iteration 20F (7261.100000 sec): 3 clusters Score: Raw -262736.470127 + Penalty 3734.052556 = -259002.417571 nChanged 9 SP:Iteration 21Q (7261.110000 sec): 3 clusters Score: Raw -262752.646665 + Penalty 3734.052556 = -259018.594109 nChanged 12 SP:Iteration 22Q (7261.120000 sec): 3 clusters Score: Raw -262772.355890 + Penalty 3734.052556 = -259038.303333 nChanged 9 SP:Iteration 23Q (7261.120000 sec): 3 clusters Score: Raw -262782.342375 + Penalty 3734.052556 = -259048.289818 nChanged 6 SP:Iteration 24Q (7261.130000 sec): 3 clusters Score: Raw -262794.062462 + Penalty 3734.052556 = -259060.009906 nChanged 9 SP:Iteration 25Q (7261.140000 sec): 3 clusters Score: Raw -262801.484142 + Penalty 3734.052556 = -259067.431586 nChanged 9 SP:Iteration 26Q (7261.150000 sec): 3 clusters Score: Raw -262809.100795 + Penalty 3734.052556 = -259075.048239 nChanged 1 SP:Iteration 27Q (7261.160000 sec): 3 clusters Score: Raw -262810.830724 + Penalty 3734.052556 = -259076.778168 nChanged 0 SP:Iteration 28F (7261.160000 sec): 3 clusters Score: Raw -262810.830724 + Penalty 3734.052556 = -259076.778168 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 32 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7261.170000 sec): 2 clusters Score: Raw -77914.222771 + Penalty 1555.673498 = -76358.549273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7261.180000 sec): 3 clusters Score: Raw -77930.370781 + Penalty 3111.346995 = -74819.023785 nChanged 92 SP:Iteration 1F (7261.180000 sec): 3 clusters Score: Raw -78132.005293 + Penalty 3111.346995 = -75020.658298 nChanged 30 SP:Iteration 2F (7261.180000 sec): 3 clusters Score: Raw -78204.779861 + Penalty 3111.346995 = -75093.432866 nChanged 22 SP:Iteration 3Q (7261.180000 sec): 3 clusters Score: Raw -78262.738865 + Penalty 3111.346995 = -75151.391870 nChanged 12 SP:Iteration 4Q (7261.180000 sec): 3 clusters Score: Raw -78289.809017 + Penalty 3111.346995 = -75178.462022 nChanged 14 SP:Iteration 5Q (7261.190000 sec): 3 clusters Score: Raw -78318.785475 + Penalty 3111.346995 = -75207.438480 nChanged 6 SP:Iteration 6Q (7261.190000 sec): 3 clusters Score: Raw -78333.702979 + Penalty 3111.346995 = -75222.355984 nChanged 7 SP:Iteration 7Q (7261.190000 sec): 3 clusters Score: Raw -78353.274495 + Penalty 3111.346995 = -75241.927500 nChanged 6 SP:Iteration 8Q (7261.200000 sec): 3 clusters Score: Raw -78382.954675 + Penalty 3111.346995 = -75271.607680 nChanged 8 SP:Iteration 9Q (7261.200000 sec): 3 clusters Score: Raw -78421.960903 + Penalty 3111.346995 = -75310.613908 nChanged 3 SP:Iteration 10Q (7261.200000 sec): 3 clusters Score: Raw -78451.725970 + Penalty 3111.346995 = -75340.378975 nChanged 4 SP:Iteration 11Q (7261.200000 sec): 3 clusters Score: Raw -78496.906010 + Penalty 3111.346995 = -75385.559015 nChanged 8 SP:Iteration 12Q (7261.200000 sec): 3 clusters Score: Raw -78557.460306 + Penalty 3111.346995 = -75446.113311 nChanged 9 SP:Iteration 13Q (7261.210000 sec): 3 clusters Score: Raw -78584.158191 + Penalty 3111.346995 = -75472.811196 nChanged 4 SP:Iteration 14Q (7261.210000 sec): 3 clusters Score: Raw -78593.184150 + Penalty 3111.346995 = -75481.837154 nChanged 4 SP:Iteration 15Q (7261.210000 sec): 3 clusters Score: Raw -78601.091360 + Penalty 3111.346995 = -75489.744365 nChanged 1 SP:Iteration 16Q (7261.210000 sec): 3 clusters Score: Raw -78603.066721 + Penalty 3111.346995 = -75491.719726 nChanged 0 SP:Iteration 17F (7261.220000 sec): 3 clusters Score: Raw -78603.066721 + Penalty 3111.346995 = -75491.719726 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 33 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7261.220000 sec): 2 clusters Score: Raw -36635.547541 + Penalty 1364.312036 = -35271.235505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7261.220000 sec): 3 clusters Score: Raw -36810.106730 + Penalty 2728.624072 = -34081.482658 nChanged 27 SP:Iteration 1F (7261.220000 sec): 3 clusters Score: Raw -36915.856969 + Penalty 2728.624072 = -34187.232897 nChanged 7 SP:Iteration 2Q (7261.220000 sec): 3 clusters Score: Raw -36951.575335 + Penalty 2728.624072 = -34222.951263 nChanged 4 SP:Iteration 3Q (7261.230000 sec): 3 clusters Score: Raw -36963.412756 + Penalty 2728.624072 = -34234.788683 nChanged 0 SP:Iteration 4F (7261.230000 sec): 3 clusters Score: Raw -36963.412756 + Penalty 2728.624072 = -34234.788683 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 34 (3586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7261.250000 sec): 2 clusters Score: Raw -555175.129299 + Penalty 2029.828578 = -553145.300721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7261.270000 sec): 3 clusters Score: Raw -553502.478277 + Penalty 4059.657156 = -549442.821120 nChanged 1288 SP:Iteration 1F (7261.280000 sec): 3 clusters Score: Raw -554352.045146 + Penalty 4059.657156 = -550292.387990 nChanged 339 SP:Iteration 2F (7261.300000 sec): 3 clusters Score: Raw -554645.373734 + Penalty 4059.657156 = -550585.716577 nChanged 215 SP:Iteration 3F (7261.320000 sec): 3 clusters Score: Raw -554839.436653 + Penalty 4059.657156 = -550779.779497 nChanged 181 SP:Iteration 4F (7261.340000 sec): 3 clusters Score: Raw -554991.986847 + Penalty 4059.657156 = -550932.329690 nChanged 140 SP:Iteration 5Q (7261.360000 sec): 3 clusters Score: Raw -555109.030401 + Penalty 4059.657156 = -551049.373245 nChanged 114 SP:Iteration 6Q (7261.380000 sec): 3 clusters Score: Raw -555197.894331 + Penalty 4059.657156 = -551138.237174 nChanged 108 SP:Iteration 7Q (7261.390000 sec): 3 clusters Score: Raw -555281.993245 + Penalty 4059.657156 = -551222.336088 nChanged 95 SP:Iteration 8Q (7261.410000 sec): 3 clusters Score: Raw -555348.005256 + Penalty 4059.657156 = -551288.348099 nChanged 66 SP:Iteration 9Q (7261.430000 sec): 3 clusters Score: Raw -555389.439730 + Penalty 4059.657156 = -551329.782574 nChanged 56 SP:Iteration 10Q (7261.440000 sec): 3 clusters Score: Raw -555426.595646 + Penalty 4059.657156 = -551366.938489 nChanged 53 SP:Iteration 11Q (7261.460000 sec): 3 clusters Score: Raw -555457.811897 + Penalty 4059.657156 = -551398.154740 nChanged 50 SP:Iteration 12Q (7261.480000 sec): 3 clusters Score: Raw -555488.831736 + Penalty 4059.657156 = -551429.174580 nChanged 46 SP:Iteration 13Q (7261.500000 sec): 3 clusters Score: Raw -555512.364052 + Penalty 4059.657156 = -551452.706895 nChanged 45 SP:Iteration 14Q (7261.520000 sec): 3 clusters Score: Raw -555544.576427 + Penalty 4059.657156 = -551484.919271 nChanged 44 SP:Iteration 15Q (7261.530000 sec): 3 clusters Score: Raw -555578.589524 + Penalty 4059.657156 = -551518.932367 nChanged 42 SP:Iteration 16Q (7261.550000 sec): 3 clusters Score: Raw -555614.549350 + Penalty 4059.657156 = -551554.892193 nChanged 52 SP:Iteration 17Q (7261.570000 sec): 3 clusters Score: Raw -555645.796571 + Penalty 4059.657156 = -551586.139415 nChanged 36 SP:Iteration 18Q (7261.580000 sec): 3 clusters Score: Raw -555670.816833 + Penalty 4059.657156 = -551611.159677 nChanged 35 SP:Iteration 19Q (7261.600000 sec): 3 clusters Score: Raw -555696.040064 + Penalty 4059.657156 = -551636.382907 nChanged 33 SP:Iteration 20F (7261.620000 sec): 3 clusters Score: Raw -555715.016426 + Penalty 4059.657156 = -551655.359269 nChanged 31 SP:Iteration 21Q (7261.640000 sec): 3 clusters Score: Raw -555730.672774 + Penalty 4059.657156 = -551671.015617 nChanged 25 SP:Iteration 22Q (7261.650000 sec): 3 clusters Score: Raw -555746.353433 + Penalty 4059.657156 = -551686.696276 nChanged 25 SP:Iteration 23Q (7261.670000 sec): 3 clusters Score: Raw -555759.677979 + Penalty 4059.657156 = -551700.020823 nChanged 32 SP:Iteration 24Q (7261.690000 sec): 3 clusters Score: Raw -555778.334633 + Penalty 4059.657156 = -551718.677476 nChanged 27 SP:Iteration 25Q (7261.700000 sec): 3 clusters Score: Raw -555791.839288 + Penalty 4059.657156 = -551732.182131 nChanged 21 SP:Iteration 26Q (7261.720000 sec): 3 clusters Score: Raw -555803.949211 + Penalty 4059.657156 = -551744.292054 nChanged 25 SP:Iteration 27Q (7261.740000 sec): 3 clusters Score: Raw -555818.336814 + Penalty 4059.657156 = -551758.679657 nChanged 24 SP:Iteration 28Q (7261.760000 sec): 3 clusters Score: Raw -555829.733714 + Penalty 4059.657156 = -551770.076557 nChanged 13 SP:Iteration 29Q (7261.770000 sec): 3 clusters Score: Raw -555834.980771 + Penalty 4059.657156 = -551775.323615 nChanged 11 SP:Iteration 30Q (7261.790000 sec): 3 clusters Score: Raw -555838.961388 + Penalty 4059.657156 = -551779.304231 nChanged 6 SP:Iteration 31Q (7261.800000 sec): 3 clusters Score: Raw -555841.546263 + Penalty 4059.657156 = -551781.889106 nChanged 5 SP:Iteration 32Q (7261.820000 sec): 3 clusters Score: Raw -555843.184511 + Penalty 4059.657156 = -551783.527354 nChanged 3 SP:Iteration 33Q (7261.840000 sec): 3 clusters Score: Raw -555845.305474 + Penalty 4059.657156 = -551785.648318 nChanged 2 SP:Iteration 34Q (7261.860000 sec): 3 clusters Score: Raw -555846.031123 + Penalty 4059.657156 = -551786.373966 nChanged 3 SP:Iteration 35Q (7261.870000 sec): 3 clusters Score: Raw -555847.541701 + Penalty 4059.657156 = -551787.884545 nChanged 5 SP:Iteration 36Q (7261.890000 sec): 3 clusters Score: Raw -555849.250407 + Penalty 4059.657156 = -551789.593251 nChanged 2 SP:Iteration 37Q (7261.900000 sec): 3 clusters Score: Raw -555850.082829 + Penalty 4059.657156 = -551790.425672 nChanged 3 SP:Iteration 38Q (7261.920000 sec): 3 clusters Score: Raw -555850.856545 + Penalty 4059.657156 = -551791.199389 nChanged 2 SP:Iteration 39Q (7261.940000 sec): 3 clusters Score: Raw -555851.557643 + Penalty 4059.657156 = -551791.900487 nChanged 1 SP:Iteration 40F (7261.960000 sec): 3 clusters Score: Raw -555851.784645 + Penalty 4059.657156 = -551792.127488 nChanged 3 SP:Iteration 41Q (7261.970000 sec): 3 clusters Score: Raw -555852.941067 + Penalty 4059.657156 = -551793.283911 nChanged 5 SP:Iteration 42Q (7261.990000 sec): 3 clusters Score: Raw -555855.675659 + Penalty 4059.657156 = -551796.018503 nChanged 3 SP:Iteration 43Q (7262.010000 sec): 3 clusters Score: Raw -555856.744083 + Penalty 4059.657156 = -551797.086927 nChanged 3 SP:Iteration 44Q (7262.020000 sec): 3 clusters Score: Raw -555857.566279 + Penalty 4059.657156 = -551797.909122 nChanged 3 SP:Iteration 45Q (7262.040000 sec): 3 clusters Score: Raw -555858.495038 + Penalty 4059.657156 = -551798.837882 nChanged 2 SP:Iteration 46Q (7262.060000 sec): 3 clusters Score: Raw -555859.189049 + Penalty 4059.657156 = -551799.531892 nChanged 2 SP:Iteration 47Q (7262.080000 sec): 3 clusters Score: Raw -555860.167102 + Penalty 4059.657156 = -551800.509946 nChanged 3 SP:Iteration 48Q (7262.090000 sec): 3 clusters Score: Raw -555860.778016 + Penalty 4059.657156 = -551801.120859 nChanged 0 SP:Iteration 49F (7262.110000 sec): 3 clusters Score: Raw -555860.778016 + Penalty 4059.657156 = -551801.120859 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 35 (4014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7262.130000 sec): 2 clusters Score: Raw -627933.705205 + Penalty 2057.790795 = -625875.914409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7262.150000 sec): 3 clusters Score: Raw -626132.675137 + Penalty 4115.581591 = -622017.093546 nChanged 1439 SP:Iteration 1F (7262.170000 sec): 3 clusters Score: Raw -627195.127818 + Penalty 4115.581591 = -623079.546227 nChanged 371 SP:Iteration 2F (7262.190000 sec): 3 clusters Score: Raw -627762.587236 + Penalty 4115.581591 = -623647.005646 nChanged 296 SP:Iteration 3F (7262.210000 sec): 3 clusters Score: Raw -628024.291262 + Penalty 4115.581591 = -623908.709672 nChanged 198 SP:Iteration 4Q (7262.230000 sec): 3 clusters Score: Raw -628170.259220 + Penalty 4115.581591 = -624054.677629 nChanged 137 SP:Iteration 5Q (7262.250000 sec): 3 clusters Score: Raw -628260.107619 + Penalty 4115.581591 = -624144.526029 nChanged 93 SP:Iteration 6Q (7262.270000 sec): 3 clusters Score: Raw -628320.021158 + Penalty 4115.581591 = -624204.439568 nChanged 100 SP:Iteration 7Q (7262.290000 sec): 3 clusters Score: Raw -628380.395106 + Penalty 4115.581591 = -624264.813515 nChanged 96 SP:Iteration 8Q (7262.310000 sec): 3 clusters Score: Raw -628442.867096 + Penalty 4115.581591 = -624327.285505 nChanged 89 SP:Iteration 9Q (7262.330000 sec): 3 clusters Score: Raw -628501.467105 + Penalty 4115.581591 = -624385.885515 nChanged 97 SP:Iteration 10Q (7262.350000 sec): 3 clusters Score: Raw -628571.133111 + Penalty 4115.581591 = -624455.551521 nChanged 90 SP:Iteration 11Q (7262.360000 sec): 3 clusters Score: Raw -628627.618284 + Penalty 4115.581591 = -624512.036693 nChanged 88 SP:Iteration 12Q (7262.380000 sec): 3 clusters Score: Raw -628683.628165 + Penalty 4115.581591 = -624568.046574 nChanged 83 SP:Iteration 13Q (7262.400000 sec): 3 clusters Score: Raw -628741.628116 + Penalty 4115.581591 = -624626.046525 nChanged 95 SP:Iteration 14Q (7262.420000 sec): 3 clusters Score: Raw -628814.309727 + Penalty 4115.581591 = -624698.728136 nChanged 86 SP:Iteration 15Q (7262.440000 sec): 3 clusters Score: Raw -628878.231688 + Penalty 4115.581591 = -624762.650098 nChanged 86 SP:Iteration 16Q (7262.460000 sec): 3 clusters Score: Raw -628944.243362 + Penalty 4115.581591 = -624828.661772 nChanged 69 SP:Iteration 17Q (7262.480000 sec): 3 clusters Score: Raw -628996.738903 + Penalty 4115.581591 = -624881.157312 nChanged 56 SP:Iteration 18Q (7262.490000 sec): 3 clusters Score: Raw -629042.418128 + Penalty 4115.581591 = -624926.836537 nChanged 51 SP:Iteration 19Q (7262.510000 sec): 3 clusters Score: Raw -629083.202755 + Penalty 4115.581591 = -624967.621164 nChanged 44 SP:Iteration 20F (7262.530000 sec): 3 clusters Score: Raw -629120.123693 + Penalty 4115.581591 = -625004.542102 nChanged 32 SP:Iteration 21Q (7262.550000 sec): 3 clusters Score: Raw -629146.709560 + Penalty 4115.581591 = -625031.127970 nChanged 21 SP:Iteration 22Q (7262.560000 sec): 3 clusters Score: Raw -629162.470813 + Penalty 4115.581591 = -625046.889223 nChanged 15 SP:Iteration 23Q (7262.580000 sec): 3 clusters Score: Raw -629172.075084 + Penalty 4115.581591 = -625056.493494 nChanged 13 SP:Iteration 24Q (7262.600000 sec): 3 clusters Score: Raw -629184.557861 + Penalty 4115.581591 = -625068.976271 nChanged 9 SP:Iteration 25Q (7262.620000 sec): 3 clusters Score: Raw -629193.068454 + Penalty 4115.581591 = -625077.486864 nChanged 11 SP:Iteration 26Q (7262.640000 sec): 3 clusters Score: Raw -629202.436499 + Penalty 4115.581591 = -625086.854908 nChanged 8 SP:Iteration 27Q (7262.650000 sec): 3 clusters Score: Raw -629211.031296 + Penalty 4115.581591 = -625095.449705 nChanged 9 SP:Iteration 28Q (7262.670000 sec): 3 clusters Score: Raw -629219.701748 + Penalty 4115.581591 = -625104.120157 nChanged 8 SP:Iteration 29Q (7262.690000 sec): 3 clusters Score: Raw -629229.716849 + Penalty 4115.581591 = -625114.135259 nChanged 5 SP:Iteration 30Q (7262.700000 sec): 3 clusters Score: Raw -629234.230287 + Penalty 4115.581591 = -625118.648697 nChanged 3 SP:Iteration 31Q (7262.720000 sec): 3 clusters Score: Raw -629236.820838 + Penalty 4115.581591 = -625121.239247 nChanged 3 SP:Iteration 32Q (7262.740000 sec): 3 clusters Score: Raw -629239.260175 + Penalty 4115.581591 = -625123.678585 nChanged 2 SP:Iteration 33Q (7262.750000 sec): 3 clusters Score: Raw -629240.478822 + Penalty 4115.581591 = -625124.897232 nChanged 1 SP:Iteration 34Q (7262.770000 sec): 3 clusters Score: Raw -629241.156547 + Penalty 4115.581591 = -625125.574956 nChanged 0 SP:Iteration 35F (7262.790000 sec): 3 clusters Score: Raw -629241.156547 + Penalty 4115.581591 = -625125.574956 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 36 (44527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7263.010000 sec): 2 clusters Score: Raw -7464265.468363 + Penalty 2654.555054 = -7461610.913308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7263.240000 sec): 3 clusters Score: Raw -7436959.209623 + Penalty 5309.110109 = -7431650.099514 nChanged 20351 SP:Iteration 1F (7263.470000 sec): 3 clusters Score: Raw -7448254.425233 + Penalty 5309.110109 = -7442945.315124 nChanged 1804 SP:Iteration 2Q (7263.710000 sec): 3 clusters Score: Raw -7448764.814638 + Penalty 5309.110109 = -7443455.704529 nChanged 1647 SP:Iteration 3Q (7263.940000 sec): 3 clusters Score: Raw -7449243.109014 + Penalty 5309.110109 = -7443933.998906 nChanged 1598 SP:Iteration 4Q (7264.180000 sec): 3 clusters Score: Raw -7449779.601845 + Penalty 5309.110109 = -7444470.491736 nChanged 1690 SP:Iteration 5Q (7264.420000 sec): 3 clusters Score: Raw -7450440.749971 + Penalty 5309.110109 = -7445131.639863 nChanged 1957 SP:Iteration 6Q (7264.660000 sec): 3 clusters Score: Raw -7451423.921147 + Penalty 5309.110109 = -7446114.811038 nChanged 2524 SP:Iteration 7F (7264.890000 sec): 3 clusters Score: Raw -7453000.712946 + Penalty 5309.110109 = -7447691.602837 nChanged 3124 SP:Iteration 8F (7265.120000 sec): 3 clusters Score: Raw -7455398.793695 + Penalty 5309.110109 = -7450089.683586 nChanged 3378 SP:Iteration 9F (7265.350000 sec): 3 clusters Score: Raw -7458386.721302 + Penalty 5309.110109 = -7453077.611193 nChanged 3016 SP:Iteration 10F (7265.580000 sec): 3 clusters Score: Raw -7461201.923900 + Penalty 5309.110109 = -7455892.813792 nChanged 1897 SP:Iteration 11Q (7265.790000 sec): 3 clusters Score: Raw -7462974.072212 + Penalty 5309.110109 = -7457664.962103 nChanged 941 SP:Iteration 12Q (7265.980000 sec): 3 clusters Score: Raw -7463897.648434 + Penalty 5309.110109 = -7458588.538325 nChanged 335 SP:Iteration 13Q (7266.160000 sec): 3 clusters Score: Raw -7464261.139434 + Penalty 5309.110109 = -7458952.029325 nChanged 92 SP:Iteration 14Q (7266.320000 sec): 3 clusters Score: Raw -7464386.077596 + Penalty 5309.110109 = -7459076.967488 nChanged 41 SP:Iteration 15Q (7266.480000 sec): 3 clusters Score: Raw -7464438.133140 + Penalty 5309.110109 = -7459129.023031 nChanged 22 SP:Iteration 16Q (7266.640000 sec): 3 clusters Score: Raw -7464472.975155 + Penalty 5309.110109 = -7459163.865046 nChanged 17 SP:Iteration 17Q (7266.800000 sec): 3 clusters Score: Raw -7464494.692553 + Penalty 5309.110109 = -7459185.582444 nChanged 9 SP:Iteration 18Q (7266.960000 sec): 3 clusters Score: Raw -7464506.032660 + Penalty 5309.110109 = -7459196.922551 nChanged 7 SP:Iteration 19Q (7267.120000 sec): 3 clusters Score: Raw -7464516.669738 + Penalty 5309.110109 = -7459207.559630 nChanged 4 SP:Iteration 20F (7267.350000 sec): 3 clusters Score: Raw -7464520.162534 + Penalty 5309.110109 = -7459211.052426 nChanged 1 SP:Iteration 21Q (7267.510000 sec): 3 clusters Score: Raw -7464521.227811 + Penalty 5309.110109 = -7459212.117702 nChanged 0 SP:Iteration 22F (7267.740000 sec): 3 clusters Score: Raw -7464521.227811 + Penalty 5309.110109 = -7459212.117702 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 37 (4425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7267.780000 sec): 2 clusters Score: Raw -690800.695735 + Penalty 2081.966338 = -688718.729397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7267.810000 sec): 3 clusters Score: Raw -688764.250635 + Penalty 4163.932676 = -684600.317959 nChanged 1640 SP:Iteration 1F (7267.830000 sec): 3 clusters Score: Raw -689686.872379 + Penalty 4163.932676 = -685522.939702 nChanged 358 SP:Iteration 2F (7267.850000 sec): 3 clusters Score: Raw -689919.258969 + Penalty 4163.932676 = -685755.326292 nChanged 236 SP:Iteration 3F (7267.870000 sec): 3 clusters Score: Raw -690081.915346 + Penalty 4163.932676 = -685917.982670 nChanged 211 SP:Iteration 4Q (7267.890000 sec): 3 clusters Score: Raw -690234.878145 + Penalty 4163.932676 = -686070.945469 nChanged 225 SP:Iteration 5F (7267.920000 sec): 3 clusters Score: Raw -690453.152863 + Penalty 4163.932676 = -686289.220186 nChanged 244 SP:Iteration 6F (7267.940000 sec): 3 clusters Score: Raw -690735.452535 + Penalty 4163.932676 = -686571.519858 nChanged 264 SP:Iteration 7F (7267.960000 sec): 3 clusters Score: Raw -691022.220831 + Penalty 4163.932676 = -686858.288155 nChanged 225 SP:Iteration 8F (7267.980000 sec): 3 clusters Score: Raw -691252.572484 + Penalty 4163.932676 = -687088.639807 nChanged 183 SP:Iteration 9Q (7268.000000 sec): 3 clusters Score: Raw -691417.894711 + Penalty 4163.932676 = -687253.962034 nChanged 141 SP:Iteration 10Q (7268.020000 sec): 3 clusters Score: Raw -691527.385274 + Penalty 4163.932676 = -687363.452598 nChanged 104 SP:Iteration 11Q (7268.040000 sec): 3 clusters Score: Raw -691609.142962 + Penalty 4163.932676 = -687445.210285 nChanged 86 SP:Iteration 12Q (7268.070000 sec): 3 clusters Score: Raw -691667.092063 + Penalty 4163.932676 = -687503.159386 nChanged 62 SP:Iteration 13Q (7268.090000 sec): 3 clusters Score: Raw -691710.090758 + Penalty 4163.932676 = -687546.158081 nChanged 59 SP:Iteration 14Q (7268.110000 sec): 3 clusters Score: Raw -691746.612331 + Penalty 4163.932676 = -687582.679654 nChanged 52 SP:Iteration 15Q (7268.130000 sec): 3 clusters Score: Raw -691781.065008 + Penalty 4163.932676 = -687617.132331 nChanged 41 SP:Iteration 16Q (7268.150000 sec): 3 clusters Score: Raw -691808.140842 + Penalty 4163.932676 = -687644.208166 nChanged 34 SP:Iteration 17Q (7268.170000 sec): 3 clusters Score: Raw -691826.942429 + Penalty 4163.932676 = -687663.009752 nChanged 16 SP:Iteration 18Q (7268.190000 sec): 3 clusters Score: Raw -691834.339636 + Penalty 4163.932676 = -687670.406960 nChanged 11 SP:Iteration 19Q (7268.220000 sec): 3 clusters Score: Raw -691838.574325 + Penalty 4163.932676 = -687674.641648 nChanged 8 SP:Iteration 20F (7268.230000 sec): 3 clusters Score: Raw -691842.774627 + Penalty 4163.932676 = -687678.841950 nChanged 6 SP:Iteration 21Q (7268.250000 sec): 3 clusters Score: Raw -691845.616488 + Penalty 4163.932676 = -687681.683812 nChanged 6 SP:Iteration 22Q (7268.280000 sec): 3 clusters Score: Raw -691848.577429 + Penalty 4163.932676 = -687684.644753 nChanged 9 SP:Iteration 23Q (7268.300000 sec): 3 clusters Score: Raw -691852.183714 + Penalty 4163.932676 = -687688.251038 nChanged 7 SP:Iteration 24Q (7268.320000 sec): 3 clusters Score: Raw -691855.112931 + Penalty 4163.932676 = -687691.180254 nChanged 3 SP:Iteration 25Q (7268.340000 sec): 3 clusters Score: Raw -691856.047939 + Penalty 4163.932676 = -687692.115263 nChanged 2 SP:Iteration 26Q (7268.360000 sec): 3 clusters Score: Raw -691856.981110 + Penalty 4163.932676 = -687693.048434 nChanged 5 SP:Iteration 27Q (7268.380000 sec): 3 clusters Score: Raw -691860.046000 + Penalty 4163.932676 = -687696.113323 nChanged 4 SP:Iteration 28Q (7268.400000 sec): 3 clusters Score: Raw -691861.168182 + Penalty 4163.932676 = -687697.235505 nChanged 0 SP:Iteration 29F (7268.420000 sec): 3 clusters Score: Raw -691861.168182 + Penalty 4163.932676 = -687697.235505 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 38 (3410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7268.440000 sec): 2 clusters Score: Raw -514474.531983 + Penalty 2017.347957 = -512457.184026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7268.460000 sec): 3 clusters Score: Raw -512959.974119 + Penalty 4034.695915 = -508925.278205 nChanged 1246 SP:Iteration 1F (7268.480000 sec): 3 clusters Score: Raw -513892.287924 + Penalty 4034.695915 = -509857.592010 nChanged 323 SP:Iteration 2F (7268.490000 sec): 3 clusters Score: Raw -514316.553086 + Penalty 4034.695915 = -510281.857171 nChanged 263 SP:Iteration 3F (7268.510000 sec): 3 clusters Score: Raw -514686.017756 + Penalty 4034.695915 = -510651.321841 nChanged 222 SP:Iteration 4F (7268.530000 sec): 3 clusters Score: Raw -514969.498589 + Penalty 4034.695915 = -510934.802674 nChanged 187 SP:Iteration 5F (7268.540000 sec): 3 clusters Score: Raw -515196.798871 + Penalty 4034.695915 = -511162.102956 nChanged 165 SP:Iteration 6Q (7268.560000 sec): 3 clusters Score: Raw -515387.756180 + Penalty 4034.695915 = -511353.060265 nChanged 140 SP:Iteration 7Q (7268.580000 sec): 3 clusters Score: Raw -515552.109901 + Penalty 4034.695915 = -511517.413986 nChanged 123 SP:Iteration 8Q (7268.590000 sec): 3 clusters Score: Raw -515689.088050 + Penalty 4034.695915 = -511654.392135 nChanged 97 SP:Iteration 9Q (7268.600000 sec): 3 clusters Score: Raw -515760.802091 + Penalty 4034.695915 = -511726.106176 nChanged 64 SP:Iteration 10Q (7268.620000 sec): 3 clusters Score: Raw -515805.254104 + Penalty 4034.695915 = -511770.558189 nChanged 51 SP:Iteration 11Q (7268.640000 sec): 3 clusters Score: Raw -515839.002890 + Penalty 4034.695915 = -511804.306975 nChanged 37 SP:Iteration 12Q (7268.650000 sec): 3 clusters Score: Raw -515861.260518 + Penalty 4034.695915 = -511826.564603 nChanged 25 SP:Iteration 13Q (7268.660000 sec): 3 clusters Score: Raw -515874.149538 + Penalty 4034.695915 = -511839.453624 nChanged 22 SP:Iteration 14Q (7268.680000 sec): 3 clusters Score: Raw -515886.157523 + Penalty 4034.695915 = -511851.461609 nChanged 19 SP:Iteration 15Q (7268.690000 sec): 3 clusters Score: Raw -515896.188882 + Penalty 4034.695915 = -511861.492967 nChanged 18 SP:Iteration 16Q (7268.710000 sec): 3 clusters Score: Raw -515905.966574 + Penalty 4034.695915 = -511871.270659 nChanged 15 SP:Iteration 17Q (7268.720000 sec): 3 clusters Score: Raw -515913.307559 + Penalty 4034.695915 = -511878.611644 nChanged 12 SP:Iteration 18Q (7268.740000 sec): 3 clusters Score: Raw -515918.756890 + Penalty 4034.695915 = -511884.060975 nChanged 10 SP:Iteration 19Q (7268.750000 sec): 3 clusters Score: Raw -515921.863243 + Penalty 4034.695915 = -511887.167328 nChanged 9 SP:Iteration 20F (7268.770000 sec): 3 clusters Score: Raw -515925.502178 + Penalty 4034.695915 = -511890.806263 nChanged 8 SP:Iteration 21Q (7268.780000 sec): 3 clusters Score: Raw -515928.961863 + Penalty 4034.695915 = -511894.265948 nChanged 6 SP:Iteration 22Q (7268.800000 sec): 3 clusters Score: Raw -515931.332985 + Penalty 4034.695915 = -511896.637071 nChanged 3 SP:Iteration 23Q (7268.810000 sec): 3 clusters Score: Raw -515932.406003 + Penalty 4034.695915 = -511897.710088 nChanged 2 SP:Iteration 24Q (7268.830000 sec): 3 clusters Score: Raw -515933.280028 + Penalty 4034.695915 = -511898.584113 nChanged 2 SP:Iteration 25Q (7268.840000 sec): 3 clusters Score: Raw -515933.758051 + Penalty 4034.695915 = -511899.062136 nChanged 2 SP:Iteration 26Q (7268.860000 sec): 3 clusters Score: Raw -515934.293561 + Penalty 4034.695915 = -511899.597646 nChanged 1 SP:Iteration 27Q (7268.870000 sec): 3 clusters Score: Raw -515934.599619 + Penalty 4034.695915 = -511899.903704 nChanged 3 SP:Iteration 28Q (7268.880000 sec): 3 clusters Score: Raw -515935.327345 + Penalty 4034.695915 = -511900.631430 nChanged 6 SP:Iteration 29Q (7268.900000 sec): 3 clusters Score: Raw -515937.235144 + Penalty 4034.695915 = -511902.539229 nChanged 5 SP:Iteration 30Q (7268.920000 sec): 3 clusters Score: Raw -515938.859783 + Penalty 4034.695915 = -511904.163869 nChanged 2 SP:Iteration 31Q (7268.930000 sec): 3 clusters Score: Raw -515939.615630 + Penalty 4034.695915 = -511904.919716 nChanged 2 SP:Iteration 32Q (7268.940000 sec): 3 clusters Score: Raw -515940.213027 + Penalty 4034.695915 = -511905.517112 nChanged 2 SP:Iteration 33Q (7268.960000 sec): 3 clusters Score: Raw -515941.711604 + Penalty 4034.695915 = -511907.015689 nChanged 3 SP:Iteration 34Q (7268.970000 sec): 3 clusters Score: Raw -515942.689063 + Penalty 4034.695915 = -511907.993148 nChanged 1 SP:Iteration 35Q (7268.990000 sec): 3 clusters Score: Raw -515943.475816 + Penalty 4034.695915 = -511908.779901 nChanged 2 SP:Iteration 36Q (7269.000000 sec): 3 clusters Score: Raw -515944.988498 + Penalty 4034.695915 = -511910.292583 nChanged 0 SP:Iteration 37F (7269.020000 sec): 3 clusters Score: Raw -515944.988498 + Penalty 4034.695915 = -511910.292583 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 39 (721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7269.030000 sec): 2 clusters Score: Raw -106717.820006 + Penalty 1631.998506 = -105085.821500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7269.030000 sec): 3 clusters Score: Raw -106680.106690 + Penalty 3263.997012 = -103416.109678 nChanged 167 SP:Iteration 1F (7269.040000 sec): 3 clusters Score: Raw -107112.529598 + Penalty 3263.997012 = -103848.532586 nChanged 69 SP:Iteration 2F (7269.040000 sec): 3 clusters Score: Raw -107345.123254 + Penalty 3263.997012 = -104081.126242 nChanged 40 SP:Iteration 3F (7269.040000 sec): 3 clusters Score: Raw -107544.423951 + Penalty 3263.997012 = -104280.426938 nChanged 32 SP:Iteration 4Q (7269.050000 sec): 3 clusters Score: Raw -107713.271153 + Penalty 3263.997012 = -104449.274141 nChanged 32 SP:Iteration 5Q (7269.050000 sec): 3 clusters Score: Raw -107961.150589 + Penalty 3263.997012 = -104697.153577 nChanged 30 SP:Iteration 6Q (7269.050000 sec): 3 clusters Score: Raw -108456.619002 + Penalty 3263.997012 = -105192.621990 nChanged 35 SP:Iteration 7Q (7269.060000 sec): 3 clusters Score: Raw -108605.576950 + Penalty 3263.997012 = -105341.579938 nChanged 31 SP:Iteration 8Q (7269.060000 sec): 3 clusters Score: Raw -108795.821879 + Penalty 3263.997012 = -105531.824867 nChanged 16 SP:Iteration 9Q (7269.060000 sec): 3 clusters Score: Raw -108922.290933 + Penalty 3263.997012 = -105658.293921 nChanged 10 SP:Iteration 10Q (7269.060000 sec): 3 clusters Score: Raw -109042.424582 + Penalty 3263.997012 = -105778.427570 nChanged 3 SP:Iteration 11Q (7269.070000 sec): 3 clusters Score: Raw -109051.438196 + Penalty 3263.997012 = -105787.441184 nChanged 2 SP:Iteration 12Q (7269.070000 sec): 3 clusters Score: Raw -109054.906207 + Penalty 3263.997012 = -105790.909195 nChanged 0 SP:Iteration 13F (7269.070000 sec): 3 clusters Score: Raw -109054.906207 + Penalty 3263.997012 = -105790.909195 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 56. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 40 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7269.080000 sec): 2 clusters Score: Raw -19935.246531 + Penalty 1266.274478 = -18668.972054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7269.090000 sec): 3 clusters Score: Raw -20287.621268 + Penalty 2532.548955 = -17755.072313 nChanged 15 SP:Iteration 1F (7269.090000 sec): 3 clusters Score: Raw -20373.234539 + Penalty 2532.548955 = -17840.685584 nChanged 9 SP:Iteration 2F (7269.090000 sec): 3 clusters Score: Raw -20458.592452 + Penalty 2532.548955 = -17926.043497 nChanged 10 SP:Iteration 3F (7269.090000 sec): 3 clusters Score: Raw -20642.243288 + Penalty 2532.548955 = -18109.694333 nChanged 4 SP:Iteration 4Q (7269.090000 sec): 3 clusters Score: Raw -20678.311493 + Penalty 2532.548955 = -18145.762538 nChanged 0 SP:Iteration 5F (7269.090000 sec): 3 clusters Score: Raw -20678.311493 + Penalty 2532.548955 = -18145.762538 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 41 (8914 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7269.140000 sec): 2 clusters Score: Raw -1438847.826343 + Penalty 2255.653832 = -1436592.172512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7269.180000 sec): 3 clusters Score: Raw -1434112.862512 + Penalty 4511.307663 = -1429601.554849 nChanged 3672 SP:Iteration 1F (7269.230000 sec): 3 clusters Score: Raw -1436004.345073 + Penalty 4511.307663 = -1431493.037410 nChanged 571 SP:Iteration 2F (7269.270000 sec): 3 clusters Score: Raw -1436258.441791 + Penalty 4511.307663 = -1431747.134128 nChanged 404 SP:Iteration 3Q (7269.320000 sec): 3 clusters Score: Raw -1436421.833955 + Penalty 4511.307663 = -1431910.526291 nChanged 343 SP:Iteration 4Q (7269.360000 sec): 3 clusters Score: Raw -1436561.353871 + Penalty 4511.307663 = -1432050.046207 nChanged 316 SP:Iteration 5Q (7269.400000 sec): 3 clusters Score: Raw -1436693.886456 + Penalty 4511.307663 = -1432182.578793 nChanged 321 SP:Iteration 6Q (7269.450000 sec): 3 clusters Score: Raw -1436852.943137 + Penalty 4511.307663 = -1432341.635473 nChanged 365 SP:Iteration 7Q (7269.500000 sec): 3 clusters Score: Raw -1437048.417048 + Penalty 4511.307663 = -1432537.109385 nChanged 372 SP:Iteration 8Q (7269.540000 sec): 3 clusters Score: Raw -1437260.123141 + Penalty 4511.307663 = -1432748.815477 nChanged 432 SP:Iteration 9Q (7269.580000 sec): 3 clusters Score: Raw -1437545.810269 + Penalty 4511.307663 = -1433034.502606 nChanged 438 SP:Iteration 10Q (7269.630000 sec): 3 clusters Score: Raw -1437852.567667 + Penalty 4511.307663 = -1433341.260003 nChanged 412 SP:Iteration 11Q (7269.670000 sec): 3 clusters Score: Raw -1438130.306660 + Penalty 4511.307663 = -1433618.998997 nChanged 345 SP:Iteration 12Q (7269.720000 sec): 3 clusters Score: Raw -1438344.256893 + Penalty 4511.307663 = -1433832.949230 nChanged 287 SP:Iteration 13Q (7269.760000 sec): 3 clusters Score: Raw -1438530.075241 + Penalty 4511.307663 = -1434018.767577 nChanged 243 SP:Iteration 14Q (7269.800000 sec): 3 clusters Score: Raw -1438683.888704 + Penalty 4511.307663 = -1434172.581041 nChanged 193 SP:Iteration 15Q (7269.850000 sec): 3 clusters Score: Raw -1438794.925833 + Penalty 4511.307663 = -1434283.618170 nChanged 138 SP:Iteration 16Q (7269.890000 sec): 3 clusters Score: Raw -1438865.047543 + Penalty 4511.307663 = -1434353.739880 nChanged 128 SP:Iteration 17Q (7269.930000 sec): 3 clusters Score: Raw -1438934.594892 + Penalty 4511.307663 = -1434423.287229 nChanged 116 SP:Iteration 18Q (7269.980000 sec): 3 clusters Score: Raw -1439000.200101 + Penalty 4511.307663 = -1434488.892438 nChanged 85 SP:Iteration 19Q (7270.020000 sec): 3 clusters Score: Raw -1439045.131920 + Penalty 4511.307663 = -1434533.824257 nChanged 74 SP:Iteration 20F (7270.060000 sec): 3 clusters Score: Raw -1439091.141419 + Penalty 4511.307663 = -1434579.833755 nChanged 65 SP:Iteration 21Q (7270.100000 sec): 3 clusters Score: Raw -1439133.365814 + Penalty 4511.307663 = -1434622.058151 nChanged 61 SP:Iteration 22Q (7270.140000 sec): 3 clusters Score: Raw -1439168.855412 + Penalty 4511.307663 = -1434657.547748 nChanged 45 SP:Iteration 23Q (7270.180000 sec): 3 clusters Score: Raw -1439195.074047 + Penalty 4511.307663 = -1434683.766384 nChanged 39 SP:Iteration 24Q (7270.220000 sec): 3 clusters Score: Raw -1439216.969975 + Penalty 4511.307663 = -1434705.662312 nChanged 29 SP:Iteration 25Q (7270.260000 sec): 3 clusters Score: Raw -1439232.709709 + Penalty 4511.307663 = -1434721.402046 nChanged 28 SP:Iteration 26Q (7270.300000 sec): 3 clusters Score: Raw -1439247.397702 + Penalty 4511.307663 = -1434736.090038 nChanged 20 SP:Iteration 27Q (7270.340000 sec): 3 clusters Score: Raw -1439256.987690 + Penalty 4511.307663 = -1434745.680027 nChanged 15 SP:Iteration 28Q (7270.380000 sec): 3 clusters Score: Raw -1439267.124606 + Penalty 4511.307663 = -1434755.816943 nChanged 19 SP:Iteration 29Q (7270.420000 sec): 3 clusters Score: Raw -1439277.392191 + Penalty 4511.307663 = -1434766.084528 nChanged 19 SP:Iteration 30Q (7270.460000 sec): 3 clusters Score: Raw -1439286.734328 + Penalty 4511.307663 = -1434775.426665 nChanged 13 SP:Iteration 31Q (7270.500000 sec): 3 clusters Score: Raw -1439291.758429 + Penalty 4511.307663 = -1434780.450766 nChanged 8 SP:Iteration 32Q (7270.540000 sec): 3 clusters Score: Raw -1439295.903531 + Penalty 4511.307663 = -1434784.595868 nChanged 9 SP:Iteration 33Q (7270.580000 sec): 3 clusters Score: Raw -1439301.640322 + Penalty 4511.307663 = -1434790.332659 nChanged 9 SP:Iteration 34Q (7270.620000 sec): 3 clusters Score: Raw -1439308.166986 + Penalty 4511.307663 = -1434796.859322 nChanged 12 SP:Iteration 35Q (7270.650000 sec): 3 clusters Score: Raw -1439314.579027 + Penalty 4511.307663 = -1434803.271363 nChanged 14 SP:Iteration 36Q (7270.690000 sec): 3 clusters Score: Raw -1439324.675968 + Penalty 4511.307663 = -1434813.368304 nChanged 17 SP:Iteration 37Q (7270.730000 sec): 3 clusters Score: Raw -1439334.392369 + Penalty 4511.307663 = -1434823.084706 nChanged 15 SP:Iteration 38Q (7270.770000 sec): 3 clusters Score: Raw -1439342.928420 + Penalty 4511.307663 = -1434831.620757 nChanged 9 SP:Iteration 39Q (7270.800000 sec): 3 clusters Score: Raw -1439347.107761 + Penalty 4511.307663 = -1434835.800098 nChanged 5 SP:Iteration 40F (7270.850000 sec): 3 clusters Score: Raw -1439349.880207 + Penalty 4511.307663 = -1434838.572544 nChanged 5 SP:Iteration 41Q (7270.880000 sec): 3 clusters Score: Raw -1439351.293559 + Penalty 4511.307663 = -1434839.985895 nChanged 5 SP:Iteration 42Q (7270.920000 sec): 3 clusters Score: Raw -1439354.083146 + Penalty 4511.307663 = -1434842.775483 nChanged 6 SP:Iteration 43Q (7270.960000 sec): 3 clusters Score: Raw -1439356.871298 + Penalty 4511.307663 = -1434845.563635 nChanged 2 SP:Iteration 44Q (7271.000000 sec): 3 clusters Score: Raw -1439358.153076 + Penalty 4511.307663 = -1434846.845413 nChanged 3 SP:Iteration 45Q (7271.040000 sec): 3 clusters Score: Raw -1439359.835231 + Penalty 4511.307663 = -1434848.527568 nChanged 3 SP:Iteration 46Q (7271.070000 sec): 3 clusters Score: Raw -1439360.652962 + Penalty 4511.307663 = -1434849.345299 nChanged 1 SP:Iteration 47Q (7271.110000 sec): 3 clusters Score: Raw -1439360.855661 + Penalty 4511.307663 = -1434849.547998 nChanged 1 SP:Iteration 48Q (7271.140000 sec): 3 clusters Score: Raw -1439361.770500 + Penalty 4511.307663 = -1434850.462837 nChanged 2 SP:Iteration 49Q (7271.180000 sec): 3 clusters Score: Raw -1439362.759775 + Penalty 4511.307663 = -1434851.452111 nChanged 3 SP:Iteration 50Q (7271.220000 sec): 3 clusters Score: Raw -1439363.930011 + Penalty 4511.307663 = -1434852.622348 nChanged 3 SP:Iteration 51Q (7271.250000 sec): 3 clusters Score: Raw -1439365.305130 + Penalty 4511.307663 = -1434853.997466 nChanged 1 SP:Iteration 52Q (7271.290000 sec): 3 clusters Score: Raw -1439365.996742 + Penalty 4511.307663 = -1434854.689079 nChanged 2 SP:Iteration 53Q (7271.330000 sec): 3 clusters Score: Raw -1439366.785942 + Penalty 4511.307663 = -1434855.478279 nChanged 0 SP:Iteration 54F (7271.370000 sec): 3 clusters Score: Raw -1439366.785942 + Penalty 4511.307663 = -1434855.478279 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 42 (690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7271.380000 sec): 2 clusters Score: Raw -105882.437996 + Penalty 1621.099516 = -104261.338480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7271.390000 sec): 3 clusters Score: Raw -105790.887090 + Penalty 3242.199032 = -102548.688058 nChanged 156 SP:Iteration 1F (7271.390000 sec): 3 clusters Score: Raw -106041.081064 + Penalty 3242.199032 = -102798.882032 nChanged 40 SP:Iteration 2F (7271.390000 sec): 3 clusters Score: Raw -106126.380130 + Penalty 3242.199032 = -102884.181098 nChanged 19 SP:Iteration 3Q (7271.400000 sec): 3 clusters Score: Raw -106174.793734 + Penalty 3242.199032 = -102932.594701 nChanged 16 SP:Iteration 4Q (7271.400000 sec): 3 clusters Score: Raw -106209.985379 + Penalty 3242.199032 = -102967.786347 nChanged 14 SP:Iteration 5Q (7271.400000 sec): 3 clusters Score: Raw -106240.656841 + Penalty 3242.199032 = -102998.457808 nChanged 10 SP:Iteration 6Q (7271.410000 sec): 3 clusters Score: Raw -106264.217463 + Penalty 3242.199032 = -103022.018431 nChanged 12 SP:Iteration 7Q (7271.410000 sec): 3 clusters Score: Raw -106283.774876 + Penalty 3242.199032 = -103041.575844 nChanged 5 SP:Iteration 8Q (7271.410000 sec): 3 clusters Score: Raw -106291.299109 + Penalty 3242.199032 = -103049.100077 nChanged 0 SP:Iteration 9F (7271.420000 sec): 3 clusters Score: Raw -106291.299109 + Penalty 3242.199032 = -103049.100077 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 43 (13162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7271.480000 sec): 2 clusters Score: Raw -2213698.452673 + Penalty 2352.302114 = -2211346.150559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7271.550000 sec): 3 clusters Score: Raw -2206422.820248 + Penalty 4704.604228 = -2201718.216020 nChanged 5546 SP:Iteration 1F (7271.620000 sec): 3 clusters Score: Raw -2209347.235955 + Penalty 4704.604228 = -2204642.631727 nChanged 787 SP:Iteration 2F (7271.680000 sec): 3 clusters Score: Raw -2209668.744594 + Penalty 4704.604228 = -2204964.140367 nChanged 644 SP:Iteration 3Q (7271.740000 sec): 3 clusters Score: Raw -2209954.093472 + Penalty 4704.604228 = -2205249.489244 nChanged 582 SP:Iteration 4Q (7271.810000 sec): 3 clusters Score: Raw -2210234.692731 + Penalty 4704.604228 = -2205530.088503 nChanged 591 SP:Iteration 5Q (7271.880000 sec): 3 clusters Score: Raw -2210537.645874 + Penalty 4704.604228 = -2205833.041646 nChanged 615 SP:Iteration 6Q (7271.940000 sec): 3 clusters Score: Raw -2210885.798889 + Penalty 4704.604228 = -2206181.194662 nChanged 657 SP:Iteration 7Q (7272.010000 sec): 3 clusters Score: Raw -2211304.831851 + Penalty 4704.604228 = -2206600.227623 nChanged 693 SP:Iteration 8F (7272.070000 sec): 3 clusters Score: Raw -2211775.590540 + Penalty 4704.604228 = -2207070.986312 nChanged 676 SP:Iteration 9F (7272.140000 sec): 3 clusters Score: Raw -2212219.795984 + Penalty 4704.604228 = -2207515.191756 nChanged 588 SP:Iteration 10Q (7272.200000 sec): 3 clusters Score: Raw -2212612.368820 + Penalty 4704.604228 = -2207907.764592 nChanged 520 SP:Iteration 11Q (7272.270000 sec): 3 clusters Score: Raw -2212955.585534 + Penalty 4704.604228 = -2208250.981307 nChanged 448 SP:Iteration 12Q (7272.330000 sec): 3 clusters Score: Raw -2213265.065184 + Penalty 4704.604228 = -2208560.460956 nChanged 363 SP:Iteration 13Q (7272.400000 sec): 3 clusters Score: Raw -2213493.171272 + Penalty 4704.604228 = -2208788.567045 nChanged 273 SP:Iteration 14Q (7272.460000 sec): 3 clusters Score: Raw -2213654.436315 + Penalty 4704.604228 = -2208949.832087 nChanged 204 SP:Iteration 15Q (7272.520000 sec): 3 clusters Score: Raw -2213766.022157 + Penalty 4704.604228 = -2209061.417929 nChanged 159 SP:Iteration 16Q (7272.580000 sec): 3 clusters Score: Raw -2213851.776875 + Penalty 4704.604228 = -2209147.172647 nChanged 124 SP:Iteration 17Q (7272.650000 sec): 3 clusters Score: Raw -2213918.307537 + Penalty 4704.604228 = -2209213.703309 nChanged 98 SP:Iteration 18Q (7272.700000 sec): 3 clusters Score: Raw -2213963.314979 + Penalty 4704.604228 = -2209258.710751 nChanged 77 SP:Iteration 19Q (7272.760000 sec): 3 clusters Score: Raw -2213993.978775 + Penalty 4704.604228 = -2209289.374547 nChanged 63 SP:Iteration 20F (7272.830000 sec): 3 clusters Score: Raw -2214022.997828 + Penalty 4704.604228 = -2209318.393600 nChanged 66 SP:Iteration 21Q (7272.890000 sec): 3 clusters Score: Raw -2214052.567553 + Penalty 4704.604228 = -2209347.963325 nChanged 51 SP:Iteration 22Q (7272.950000 sec): 3 clusters Score: Raw -2214071.670355 + Penalty 4704.604228 = -2209367.066127 nChanged 35 SP:Iteration 23Q (7273.000000 sec): 3 clusters Score: Raw -2214086.393336 + Penalty 4704.604228 = -2209381.789108 nChanged 39 SP:Iteration 24Q (7273.060000 sec): 3 clusters Score: Raw -2214102.857973 + Penalty 4704.604228 = -2209398.253745 nChanged 40 SP:Iteration 25Q (7273.120000 sec): 3 clusters Score: Raw -2214116.030059 + Penalty 4704.604228 = -2209411.425831 nChanged 23 SP:Iteration 26Q (7273.170000 sec): 3 clusters Score: Raw -2214123.099999 + Penalty 4704.604228 = -2209418.495771 nChanged 16 SP:Iteration 27Q (7273.230000 sec): 3 clusters Score: Raw -2214127.917304 + Penalty 4704.604228 = -2209423.313076 nChanged 14 SP:Iteration 28Q (7273.280000 sec): 3 clusters Score: Raw -2214132.210606 + Penalty 4704.604228 = -2209427.606378 nChanged 17 SP:Iteration 29Q (7273.340000 sec): 3 clusters Score: Raw -2214136.116433 + Penalty 4704.604228 = -2209431.512205 nChanged 15 SP:Iteration 30Q (7273.400000 sec): 3 clusters Score: Raw -2214141.400847 + Penalty 4704.604228 = -2209436.796620 nChanged 13 SP:Iteration 31Q (7273.450000 sec): 3 clusters Score: Raw -2214144.625591 + Penalty 4704.604228 = -2209440.021363 nChanged 10 SP:Iteration 32Q (7273.500000 sec): 3 clusters Score: Raw -2214152.064974 + Penalty 4704.604228 = -2209447.460746 nChanged 21 SP:Iteration 33Q (7273.560000 sec): 3 clusters Score: Raw -2214162.520429 + Penalty 4704.604228 = -2209457.916201 nChanged 15 SP:Iteration 34Q (7273.620000 sec): 3 clusters Score: Raw -2214170.168769 + Penalty 4704.604228 = -2209465.564541 nChanged 15 SP:Iteration 35Q (7273.670000 sec): 3 clusters Score: Raw -2214178.602989 + Penalty 4704.604228 = -2209473.998761 nChanged 18 SP:Iteration 36Q (7273.720000 sec): 3 clusters Score: Raw -2214186.592459 + Penalty 4704.604228 = -2209481.988231 nChanged 12 SP:Iteration 37Q (7273.780000 sec): 3 clusters Score: Raw -2214191.236315 + Penalty 4704.604228 = -2209486.632088 nChanged 14 SP:Iteration 38Q (7273.840000 sec): 3 clusters Score: Raw -2214197.376309 + Penalty 4704.604228 = -2209492.772081 nChanged 9 SP:Iteration 39Q (7273.890000 sec): 3 clusters Score: Raw -2214200.185165 + Penalty 4704.604228 = -2209495.580937 nChanged 4 SP:Iteration 40F (7273.960000 sec): 3 clusters Score: Raw -2214201.720084 + Penalty 4704.604228 = -2209497.115856 nChanged 4 SP:Iteration 41Q (7274.010000 sec): 3 clusters Score: Raw -2214202.908175 + Penalty 4704.604228 = -2209498.303948 nChanged 2 SP:Iteration 42Q (7274.060000 sec): 3 clusters Score: Raw -2214203.309575 + Penalty 4704.604228 = -2209498.705347 nChanged 2 SP:Iteration 43Q (7274.120000 sec): 3 clusters Score: Raw -2214203.586860 + Penalty 4704.604228 = -2209498.982632 nChanged 1 SP:Iteration 44Q (7274.170000 sec): 3 clusters Score: Raw -2214203.683383 + Penalty 4704.604228 = -2209499.079155 nChanged 0 SP:Iteration 45F (7274.240000 sec): 3 clusters Score: Raw -2214203.683383 + Penalty 4704.604228 = -2209499.079155 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 44 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7274.250000 sec): 2 clusters Score: Raw -33389.376051 + Penalty 1385.637667 = -32003.738384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7274.250000 sec): 3 clusters Score: Raw -33767.909941 + Penalty 2771.275335 = -30996.634606 nChanged 54 SP:Iteration 1F (7274.250000 sec): 3 clusters Score: Raw -34186.387418 + Penalty 2771.275335 = -31415.112084 nChanged 19 SP:Iteration 2F (7274.260000 sec): 3 clusters Score: Raw -34519.394746 + Penalty 2771.275335 = -31748.119411 nChanged 11 SP:Iteration 3Q (7274.260000 sec): 3 clusters Score: Raw -34645.750988 + Penalty 2771.275335 = -31874.475654 nChanged 6 SP:Iteration 4Q (7274.260000 sec): 3 clusters Score: Raw -34694.881238 + Penalty 2771.275335 = -31923.605904 nChanged 6 SP:Iteration 5Q (7274.260000 sec): 3 clusters Score: Raw -34763.435162 + Penalty 2771.275335 = -31992.159828 nChanged 3 SP:Iteration 6Q (7274.260000 sec): 3 clusters Score: Raw -34817.405434 + Penalty 2771.275335 = -32046.130099 nChanged 3 SP:Iteration 7Q (7274.260000 sec): 3 clusters Score: Raw -34835.700725 + Penalty 2771.275335 = -32064.425390 nChanged 0 SP:Iteration 8F (7274.260000 sec): 3 clusters Score: Raw -34836.588700 + Penalty 2771.275335 = -32065.313366 nChanged 1 SP:Iteration 9Q (7274.260000 sec): 3 clusters Score: Raw -34843.005899 + Penalty 2771.275335 = -32071.730565 nChanged 0 SP:Iteration 10F (7274.260000 sec): 3 clusters Score: Raw -34843.005899 + Penalty 2771.275335 = -32071.730565 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 57. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 45 (538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7274.280000 sec): 2 clusters Score: Raw -81107.139290 + Penalty 1559.388923 = -79547.750367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7274.280000 sec): 3 clusters Score: Raw -81104.820657 + Penalty 3118.777846 = -77986.042811 nChanged 88 SP:Iteration 1F (7274.280000 sec): 3 clusters Score: Raw -81291.242505 + Penalty 3118.777846 = -78172.464660 nChanged 20 SP:Iteration 2Q (7274.290000 sec): 3 clusters Score: Raw -81340.506960 + Penalty 3118.777846 = -78221.729114 nChanged 11 SP:Iteration 3Q (7274.290000 sec): 3 clusters Score: Raw -81363.277887 + Penalty 3118.777846 = -78244.500041 nChanged 4 SP:Iteration 4Q (7274.290000 sec): 3 clusters Score: Raw -81369.326612 + Penalty 3118.777846 = -78250.548766 nChanged 0 SP:Iteration 5F (7274.300000 sec): 3 clusters Score: Raw -81369.326612 + Penalty 3118.777846 = -78250.548766 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 46 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7274.300000 sec): 2 clusters Score: Raw -18765.102147 + Penalty 1205.233476 = -17559.868670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7274.300000 sec): 3 clusters Score: Raw -18979.361343 + Penalty 2410.466953 = -16568.894390 nChanged 1 SP:Iteration 1Q (7274.300000 sec): 3 clusters Score: Raw -18983.937781 + Penalty 2410.466953 = -16573.470828 nChanged 0 SP:Iteration 2F (7274.300000 sec): 3 clusters Score: Raw -18983.937781 + Penalty 2410.466953 = -16573.470828 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 47 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7274.310000 sec): 2 clusters Score: Raw -41501.588328 + Penalty 1447.033063 = -40054.555266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7274.310000 sec): 3 clusters Score: Raw -41812.789406 + Penalty 2894.066126 = -38918.723280 nChanged 68 SP:Iteration 1F (7274.310000 sec): 3 clusters Score: Raw -42072.377742 + Penalty 2894.066126 = -39178.311616 nChanged 21 SP:Iteration 2F (7274.320000 sec): 3 clusters Score: Raw -42193.919846 + Penalty 2894.066126 = -39299.853720 nChanged 17 SP:Iteration 3Q (7274.320000 sec): 3 clusters Score: Raw -42271.429875 + Penalty 2894.066126 = -39377.363749 nChanged 14 SP:Iteration 4Q (7274.320000 sec): 3 clusters Score: Raw -42326.435097 + Penalty 2894.066126 = -39432.368972 nChanged 7 SP:Iteration 5Q (7274.320000 sec): 3 clusters Score: Raw -42359.184424 + Penalty 2894.066126 = -39465.118298 nChanged 3 SP:Iteration 6Q (7274.320000 sec): 3 clusters Score: Raw -42380.741907 + Penalty 2894.066126 = -39486.675781 nChanged 4 SP:Iteration 7Q (7274.320000 sec): 3 clusters Score: Raw -42420.535447 + Penalty 2894.066126 = -39526.469322 nChanged 5 SP:Iteration 8Q (7274.320000 sec): 3 clusters Score: Raw -42451.239715 + Penalty 2894.066126 = -39557.173590 nChanged 2 SP:Iteration 9Q (7274.320000 sec): 3 clusters Score: Raw -42461.756404 + Penalty 2894.066126 = -39567.690278 nChanged 4 SP:Iteration 10Q (7274.330000 sec): 3 clusters Score: Raw -42499.016592 + Penalty 2894.066126 = -39604.950467 nChanged 2 SP:Iteration 11Q (7274.330000 sec): 3 clusters Score: Raw -42505.012680 + Penalty 2894.066126 = -39610.946554 nChanged 1 SP:Iteration 12Q (7274.330000 sec): 3 clusters Score: Raw -42507.079818 + Penalty 2894.066126 = -39613.013693 nChanged 0 SP:Iteration 13F (7274.330000 sec): 3 clusters Score: Raw -42507.079818 + Penalty 2894.066126 = -39613.013693 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 48 (1566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7274.340000 sec): 2 clusters Score: Raw -238781.927269 + Penalty 1824.357409 = -236957.569859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7274.350000 sec): 3 clusters Score: Raw -238342.329323 + Penalty 3648.714819 = -234693.614504 nChanged 479 SP:Iteration 1F (7274.360000 sec): 3 clusters Score: Raw -238842.705620 + Penalty 3648.714819 = -235193.990802 nChanged 121 SP:Iteration 2F (7274.370000 sec): 3 clusters Score: Raw -238973.828324 + Penalty 3648.714819 = -235325.113505 nChanged 60 SP:Iteration 3Q (7274.380000 sec): 3 clusters Score: Raw -239043.588591 + Penalty 3648.714819 = -235394.873772 nChanged 37 SP:Iteration 4Q (7274.380000 sec): 3 clusters Score: Raw -239077.347315 + Penalty 3648.714819 = -235428.632496 nChanged 20 SP:Iteration 5Q (7274.390000 sec): 3 clusters Score: Raw -239096.882432 + Penalty 3648.714819 = -235448.167613 nChanged 9 SP:Iteration 6Q (7274.400000 sec): 3 clusters Score: Raw -239102.608537 + Penalty 3648.714819 = -235453.893718 nChanged 8 SP:Iteration 7Q (7274.400000 sec): 3 clusters Score: Raw -239109.339558 + Penalty 3648.714819 = -235460.624739 nChanged 10 SP:Iteration 8Q (7274.410000 sec): 3 clusters Score: Raw -239118.325392 + Penalty 3648.714819 = -235469.610573 nChanged 11 SP:Iteration 9Q (7274.420000 sec): 3 clusters Score: Raw -239125.594194 + Penalty 3648.714819 = -235476.879375 nChanged 8 SP:Iteration 10Q (7274.430000 sec): 3 clusters Score: Raw -239130.558876 + Penalty 3648.714819 = -235481.844057 nChanged 6 SP:Iteration 11Q (7274.440000 sec): 3 clusters Score: Raw -239132.794235 + Penalty 3648.714819 = -235484.079416 nChanged 4 SP:Iteration 12Q (7274.440000 sec): 3 clusters Score: Raw -239135.293418 + Penalty 3648.714819 = -235486.578599 nChanged 4 SP:Iteration 13Q (7274.450000 sec): 3 clusters Score: Raw -239139.485896 + Penalty 3648.714819 = -235490.771077 nChanged 7 SP:Iteration 14Q (7274.460000 sec): 3 clusters Score: Raw -239144.366413 + Penalty 3648.714819 = -235495.651594 nChanged 7 SP:Iteration 15Q (7274.470000 sec): 3 clusters Score: Raw -239149.824360 + Penalty 3648.714819 = -235501.109541 nChanged 6 SP:Iteration 16Q (7274.470000 sec): 3 clusters Score: Raw -239152.649039 + Penalty 3648.714819 = -235503.934220 nChanged 4 SP:Iteration 17Q (7274.480000 sec): 3 clusters Score: Raw -239157.312829 + Penalty 3648.714819 = -235508.598010 nChanged 5 SP:Iteration 18Q (7274.490000 sec): 3 clusters Score: Raw -239161.367051 + Penalty 3648.714819 = -235512.652232 nChanged 4 SP:Iteration 19Q (7274.500000 sec): 3 clusters Score: Raw -239165.352638 + Penalty 3648.714819 = -235516.637819 nChanged 5 SP:Iteration 20F (7274.500000 sec): 3 clusters Score: Raw -239169.579595 + Penalty 3648.714819 = -235520.864776 nChanged 4 SP:Iteration 21Q (7274.510000 sec): 3 clusters Score: Raw -239174.569913 + Penalty 3648.714819 = -235525.855094 nChanged 5 SP:Iteration 22Q (7274.520000 sec): 3 clusters Score: Raw -239185.298930 + Penalty 3648.714819 = -235536.584111 nChanged 8 SP:Iteration 23Q (7274.530000 sec): 3 clusters Score: Raw -239191.601042 + Penalty 3648.714819 = -235542.886223 nChanged 5 SP:Iteration 24Q (7274.540000 sec): 3 clusters Score: Raw -239195.948017 + Penalty 3648.714819 = -235547.233198 nChanged 7 SP:Iteration 25Q (7274.540000 sec): 3 clusters Score: Raw -239200.858200 + Penalty 3648.714819 = -235552.143381 nChanged 5 SP:Iteration 26Q (7274.550000 sec): 3 clusters Score: Raw -239202.486621 + Penalty 3648.714819 = -235553.771802 nChanged 1 SP:Iteration 27Q (7274.560000 sec): 3 clusters Score: Raw -239203.321732 + Penalty 3648.714819 = -235554.606913 nChanged 2 SP:Iteration 28Q (7274.560000 sec): 3 clusters Score: Raw -239204.669879 + Penalty 3648.714819 = -235555.955060 nChanged 3 SP:Iteration 29Q (7274.570000 sec): 3 clusters Score: Raw -239208.257062 + Penalty 3648.714819 = -235559.542244 nChanged 3 SP:Iteration 30Q (7274.580000 sec): 3 clusters Score: Raw -239210.658192 + Penalty 3648.714819 = -235561.943373 nChanged 3 SP:Iteration 31Q (7274.590000 sec): 3 clusters Score: Raw -239212.910291 + Penalty 3648.714819 = -235564.195472 nChanged 1 SP:Iteration 32Q (7274.600000 sec): 3 clusters Score: Raw -239214.077371 + Penalty 3648.714819 = -235565.362553 nChanged 1 SP:Iteration 33Q (7274.600000 sec): 3 clusters Score: Raw -239214.472796 + Penalty 3648.714819 = -235565.757977 nChanged 2 SP:Iteration 34Q (7274.610000 sec): 3 clusters Score: Raw -239215.539285 + Penalty 3648.714819 = -235566.824467 nChanged 1 SP:Iteration 35Q (7274.620000 sec): 3 clusters Score: Raw -239216.790297 + Penalty 3648.714819 = -235568.075478 nChanged 0 SP:Iteration 36F (7274.620000 sec): 3 clusters Score: Raw -239216.790297 + Penalty 3648.714819 = -235568.075478 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 49 (32722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7274.790000 sec): 2 clusters Score: Raw -5287631.804149 + Penalty 2578.159123 = -5285053.645026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7274.960000 sec): 3 clusters Score: Raw -5267811.250285 + Penalty 5156.318245 = -5262654.932040 nChanged 14885 SP:Iteration 1F (7275.120000 sec): 3 clusters Score: Raw -5275959.936300 + Penalty 5156.318245 = -5270803.618055 nChanged 1596 SP:Iteration 2Q (7275.300000 sec): 3 clusters Score: Raw -5276614.669273 + Penalty 5156.318245 = -5271458.351028 nChanged 1615 SP:Iteration 3Q (7275.470000 sec): 3 clusters Score: Raw -5277306.033287 + Penalty 5156.318245 = -5272149.715042 nChanged 1575 SP:Iteration 4Q (7275.640000 sec): 3 clusters Score: Raw -5278059.443442 + Penalty 5156.318245 = -5272903.125197 nChanged 1693 SP:Iteration 5F (7275.810000 sec): 3 clusters Score: Raw -5278959.725349 + Penalty 5156.318245 = -5273803.407103 nChanged 1846 SP:Iteration 6F (7275.980000 sec): 3 clusters Score: Raw -5280057.959210 + Penalty 5156.318245 = -5274901.640965 nChanged 1996 SP:Iteration 7F (7276.150000 sec): 3 clusters Score: Raw -5281431.757385 + Penalty 5156.318245 = -5276275.439140 nChanged 2116 SP:Iteration 8F (7276.310000 sec): 3 clusters Score: Raw -5283099.284248 + Penalty 5156.318245 = -5277942.966003 nChanged 1994 SP:Iteration 9F (7276.480000 sec): 3 clusters Score: Raw -5284702.817119 + Penalty 5156.318245 = -5279546.498874 nChanged 1636 SP:Iteration 10Q (7276.650000 sec): 3 clusters Score: Raw -5285895.662561 + Penalty 5156.318245 = -5280739.344315 nChanged 1168 SP:Iteration 11Q (7276.820000 sec): 3 clusters Score: Raw -5286514.329064 + Penalty 5156.318245 = -5281358.010819 nChanged 744 SP:Iteration 12Q (7277.000000 sec): 3 clusters Score: Raw -5286791.300945 + Penalty 5156.318245 = -5281634.982700 nChanged 487 SP:Iteration 13Q (7277.160000 sec): 3 clusters Score: Raw -5286938.648670 + Penalty 5156.318245 = -5281782.330425 nChanged 356 SP:Iteration 14Q (7277.330000 sec): 3 clusters Score: Raw -5287031.683354 + Penalty 5156.318245 = -5281875.365109 nChanged 302 SP:Iteration 15Q (7277.500000 sec): 3 clusters Score: Raw -5287105.863616 + Penalty 5156.318245 = -5281949.545371 nChanged 288 SP:Iteration 16Q (7277.660000 sec): 3 clusters Score: Raw -5287175.399828 + Penalty 5156.318245 = -5282019.081583 nChanged 251 SP:Iteration 17Q (7277.830000 sec): 3 clusters Score: Raw -5287226.034552 + Penalty 5156.318245 = -5282069.716307 nChanged 216 SP:Iteration 18Q (7277.990000 sec): 3 clusters Score: Raw -5287267.777355 + Penalty 5156.318245 = -5282111.459110 nChanged 200 SP:Iteration 19Q (7278.160000 sec): 3 clusters Score: Raw -5287304.276445 + Penalty 5156.318245 = -5282147.958200 nChanged 189 SP:Iteration 20F (7278.320000 sec): 3 clusters Score: Raw -5287337.178183 + Penalty 5156.318245 = -5282180.859937 nChanged 177 SP:Iteration 21Q (7278.490000 sec): 3 clusters Score: Raw -5287369.129781 + Penalty 5156.318245 = -5282212.811536 nChanged 177 SP:Iteration 22Q (7278.650000 sec): 3 clusters Score: Raw -5287400.366385 + Penalty 5156.318245 = -5282244.048140 nChanged 169 SP:Iteration 23Q (7278.810000 sec): 3 clusters Score: Raw -5287428.188520 + Penalty 5156.318245 = -5282271.870275 nChanged 171 SP:Iteration 24Q (7278.980000 sec): 3 clusters Score: Raw -5287457.342752 + Penalty 5156.318245 = -5282301.024507 nChanged 151 SP:Iteration 25Q (7279.140000 sec): 3 clusters Score: Raw -5287481.133934 + Penalty 5156.318245 = -5282324.815689 nChanged 141 SP:Iteration 26Q (7279.300000 sec): 3 clusters Score: Raw -5287504.867934 + Penalty 5156.318245 = -5282348.549689 nChanged 141 SP:Iteration 27Q (7279.460000 sec): 3 clusters Score: Raw -5287527.079071 + Penalty 5156.318245 = -5282370.760826 nChanged 121 SP:Iteration 28Q (7279.620000 sec): 3 clusters Score: Raw -5287545.577627 + Penalty 5156.318245 = -5282389.259382 nChanged 127 SP:Iteration 29Q (7279.780000 sec): 3 clusters Score: Raw -5287567.013156 + Penalty 5156.318245 = -5282410.694911 nChanged 138 SP:Iteration 30Q (7279.940000 sec): 3 clusters Score: Raw -5287589.644074 + Penalty 5156.318245 = -5282433.325829 nChanged 149 SP:Iteration 31Q (7280.100000 sec): 3 clusters Score: Raw -5287615.508048 + Penalty 5156.318245 = -5282459.189803 nChanged 134 SP:Iteration 32Q (7280.260000 sec): 3 clusters Score: Raw -5287637.602814 + Penalty 5156.318245 = -5282481.284569 nChanged 127 SP:Iteration 33Q (7280.420000 sec): 3 clusters Score: Raw -5287658.900703 + Penalty 5156.318245 = -5282502.582458 nChanged 131 SP:Iteration 34Q (7280.580000 sec): 3 clusters Score: Raw -5287679.980294 + Penalty 5156.318245 = -5282523.662049 nChanged 132 SP:Iteration 35Q (7280.730000 sec): 3 clusters Score: Raw -5287701.369050 + Penalty 5156.318245 = -5282545.050805 nChanged 120 SP:Iteration 36Q (7280.890000 sec): 3 clusters Score: Raw -5287717.463545 + Penalty 5156.318245 = -5282561.145299 nChanged 118 SP:Iteration 37Q (7281.050000 sec): 3 clusters Score: Raw -5287732.321494 + Penalty 5156.318245 = -5282576.003249 nChanged 91 SP:Iteration 38Q (7281.200000 sec): 3 clusters Score: Raw -5287742.091033 + Penalty 5156.318245 = -5282585.772788 nChanged 76 SP:Iteration 39Q (7281.360000 sec): 3 clusters Score: Raw -5287751.551005 + Penalty 5156.318245 = -5282595.232760 nChanged 76 SP:Iteration 40F (7281.520000 sec): 3 clusters Score: Raw -5287762.334276 + Penalty 5156.318245 = -5282606.016031 nChanged 85 SP:Iteration 41Q (7281.680000 sec): 3 clusters Score: Raw -5287773.522908 + Penalty 5156.318245 = -5282617.204663 nChanged 83 SP:Iteration 42Q (7281.840000 sec): 3 clusters Score: Raw -5287783.823305 + Penalty 5156.318245 = -5282627.505059 nChanged 82 SP:Iteration 43Q (7282.000000 sec): 3 clusters Score: Raw -5287794.575829 + Penalty 5156.318245 = -5282638.257583 nChanged 84 SP:Iteration 44Q (7282.150000 sec): 3 clusters Score: Raw -5287805.288760 + Penalty 5156.318245 = -5282648.970515 nChanged 80 SP:Iteration 45Q (7282.300000 sec): 3 clusters Score: Raw -5287815.321125 + Penalty 5156.318245 = -5282659.002880 nChanged 84 SP:Iteration 46Q (7282.460000 sec): 3 clusters Score: Raw -5287826.825927 + Penalty 5156.318245 = -5282670.507682 nChanged 67 SP:Iteration 47Q (7282.610000 sec): 3 clusters Score: Raw -5287836.856359 + Penalty 5156.318245 = -5282680.538114 nChanged 70 SP:Iteration 48Q (7282.760000 sec): 3 clusters Score: Raw -5287844.946093 + Penalty 5156.318245 = -5282688.627848 nChanged 62 SP:Iteration 49Q (7282.920000 sec): 3 clusters Score: Raw -5287852.226377 + Penalty 5156.318245 = -5282695.908132 nChanged 73 SP:Iteration 50Q (7283.070000 sec): 3 clusters Score: Raw -5287860.384787 + Penalty 5156.318245 = -5282704.066542 nChanged 68 SP:Iteration 51Q (7283.220000 sec): 3 clusters Score: Raw -5287867.541048 + Penalty 5156.318245 = -5282711.222802 nChanged 53 SP:Iteration 52Q (7283.380000 sec): 3 clusters Score: Raw -5287872.742374 + Penalty 5156.318245 = -5282716.424129 nChanged 46 SP:Iteration 53Q (7283.530000 sec): 3 clusters Score: Raw -5287877.933673 + Penalty 5156.318245 = -5282721.615428 nChanged 35 SP:Iteration 54Q (7283.680000 sec): 3 clusters Score: Raw -5287881.900458 + Penalty 5156.318245 = -5282725.582213 nChanged 40 SP:Iteration 55Q (7283.830000 sec): 3 clusters Score: Raw -5287886.969091 + Penalty 5156.318245 = -5282730.650845 nChanged 39 SP:Iteration 56Q (7283.980000 sec): 3 clusters Score: Raw -5287890.765542 + Penalty 5156.318245 = -5282734.447296 nChanged 44 SP:Iteration 57Q (7284.140000 sec): 3 clusters Score: Raw -5287894.288163 + Penalty 5156.318245 = -5282737.969918 nChanged 41 SP:Iteration 58Q (7284.290000 sec): 3 clusters Score: Raw -5287897.809706 + Penalty 5156.318245 = -5282741.491460 nChanged 36 SP:Iteration 59Q (7284.440000 sec): 3 clusters Score: Raw -5287901.291076 + Penalty 5156.318245 = -5282744.972831 nChanged 40 SP:Iteration 60F (7284.610000 sec): 3 clusters Score: Raw -5287904.971886 + Penalty 5156.318245 = -5282748.653641 nChanged 25 SP:Iteration 61Q (7284.760000 sec): 3 clusters Score: Raw -5287906.965633 + Penalty 5156.318245 = -5282750.647388 nChanged 19 SP:Iteration 62Q (7284.910000 sec): 3 clusters Score: Raw -5287908.619600 + Penalty 5156.318245 = -5282752.301355 nChanged 24 SP:Iteration 63Q (7285.060000 sec): 3 clusters Score: Raw -5287910.747170 + Penalty 5156.318245 = -5282754.428925 nChanged 22 SP:Iteration 64Q (7285.210000 sec): 3 clusters Score: Raw -5287912.941829 + Penalty 5156.318245 = -5282756.623584 nChanged 33 SP:Iteration 65Q (7285.360000 sec): 3 clusters Score: Raw -5287917.261053 + Penalty 5156.318245 = -5282760.942808 nChanged 37 SP:Iteration 66Q (7285.510000 sec): 3 clusters Score: Raw -5287920.607831 + Penalty 5156.318245 = -5282764.289586 nChanged 27 SP:Iteration 67Q (7285.660000 sec): 3 clusters Score: Raw -5287923.801709 + Penalty 5156.318245 = -5282767.483464 nChanged 43 SP:Iteration 68Q (7285.820000 sec): 3 clusters Score: Raw -5287928.036408 + Penalty 5156.318245 = -5282771.718163 nChanged 46 SP:Iteration 69Q (7285.960000 sec): 3 clusters Score: Raw -5287933.204276 + Penalty 5156.318245 = -5282776.886031 nChanged 42 SP:Iteration 70Q (7286.120000 sec): 3 clusters Score: Raw -5287937.655643 + Penalty 5156.318245 = -5282781.337398 nChanged 35 SP:Iteration 71Q (7286.270000 sec): 3 clusters Score: Raw -5287940.996922 + Penalty 5156.318245 = -5282784.678677 nChanged 33 SP:Iteration 72Q (7286.420000 sec): 3 clusters Score: Raw -5287944.115467 + Penalty 5156.318245 = -5282787.797222 nChanged 34 SP:Iteration 73Q (7286.570000 sec): 3 clusters Score: Raw -5287947.806361 + Penalty 5156.318245 = -5282791.488116 nChanged 32 SP:Iteration 74Q (7286.720000 sec): 3 clusters Score: Raw -5287951.271997 + Penalty 5156.318245 = -5282794.953752 nChanged 38 SP:Iteration 75Q (7286.870000 sec): 3 clusters Score: Raw -5287955.066669 + Penalty 5156.318245 = -5282798.748424 nChanged 33 SP:Iteration 76Q (7287.020000 sec): 3 clusters Score: Raw -5287958.277514 + Penalty 5156.318245 = -5282801.959269 nChanged 29 SP:Iteration 77Q (7287.170000 sec): 3 clusters Score: Raw -5287961.266705 + Penalty 5156.318245 = -5282804.948460 nChanged 39 SP:Iteration 78Q (7287.320000 sec): 3 clusters Score: Raw -5287965.421263 + Penalty 5156.318245 = -5282809.103018 nChanged 49 SP:Iteration 79Q (7287.470000 sec): 3 clusters Score: Raw -5287971.961721 + Penalty 5156.318245 = -5282815.643476 nChanged 46 SP:Iteration 80F (7287.630000 sec): 3 clusters Score: Raw -5287978.141877 + Penalty 5156.318245 = -5282821.823632 nChanged 61 SP:Iteration 81Q (7287.780000 sec): 3 clusters Score: Raw -5287986.213593 + Penalty 5156.318245 = -5282829.895348 nChanged 52 SP:Iteration 82Q (7287.930000 sec): 3 clusters Score: Raw -5287992.836984 + Penalty 5156.318245 = -5282836.518738 nChanged 45 SP:Iteration 83Q (7288.080000 sec): 3 clusters Score: Raw -5287997.886044 + Penalty 5156.318245 = -5282841.567799 nChanged 46 SP:Iteration 84Q (7288.230000 sec): 3 clusters Score: Raw -5288002.577862 + Penalty 5156.318245 = -5282846.259617 nChanged 42 SP:Iteration 85Q (7288.380000 sec): 3 clusters Score: Raw -5288007.118176 + Penalty 5156.318245 = -5282850.799931 nChanged 48 SP:Iteration 86Q (7288.530000 sec): 3 clusters Score: Raw -5288013.566640 + Penalty 5156.318245 = -5282857.248395 nChanged 65 SP:Iteration 87Q (7288.670000 sec): 3 clusters Score: Raw -5288023.415624 + Penalty 5156.318245 = -5282867.097379 nChanged 75 SP:Iteration 88Q (7288.820000 sec): 3 clusters Score: Raw -5288033.897272 + Penalty 5156.318245 = -5282877.579027 nChanged 56 SP:Iteration 89Q (7288.960000 sec): 3 clusters Score: Raw -5288041.862724 + Penalty 5156.318245 = -5282885.544479 nChanged 67 SP:Iteration 90Q (7289.110000 sec): 3 clusters Score: Raw -5288050.883951 + Penalty 5156.318245 = -5282894.565706 nChanged 45 SP:Iteration 91Q (7289.250000 sec): 3 clusters Score: Raw -5288056.443790 + Penalty 5156.318245 = -5282900.125545 nChanged 48 SP:Iteration 92Q (7289.400000 sec): 3 clusters Score: Raw -5288061.884503 + Penalty 5156.318245 = -5282905.566258 nChanged 42 SP:Iteration 93Q (7289.550000 sec): 3 clusters Score: Raw -5288066.835550 + Penalty 5156.318245 = -5282910.517305 nChanged 48 SP:Iteration 94Q (7289.690000 sec): 3 clusters Score: Raw -5288072.848781 + Penalty 5156.318245 = -5282916.530536 nChanged 48 SP:Iteration 95Q (7289.840000 sec): 3 clusters Score: Raw -5288078.126353 + Penalty 5156.318245 = -5282921.808108 nChanged 45 SP:Iteration 96Q (7289.980000 sec): 3 clusters Score: Raw -5288083.960083 + Penalty 5156.318245 = -5282927.641838 nChanged 44 SP:Iteration 97Q (7290.130000 sec): 3 clusters Score: Raw -5288089.179862 + Penalty 5156.318245 = -5282932.861617 nChanged 35 SP:Iteration 98Q (7290.270000 sec): 3 clusters Score: Raw -5288093.746705 + Penalty 5156.318245 = -5282937.428460 nChanged 32 SP:Iteration 99Q (7290.420000 sec): 3 clusters Score: Raw -5288098.011202 + Penalty 5156.318245 = -5282941.692957 nChanged 29 SP:Iteration 100F (7290.590000 sec): 3 clusters Score: Raw -5288101.732862 + Penalty 5156.318245 = -5282945.414617 nChanged 31 SP:Iteration 101Q (7290.730000 sec): 3 clusters Score: Raw -5288105.875461 + Penalty 5156.318245 = -5282949.557215 nChanged 43 SP:Iteration 102Q (7290.870000 sec): 3 clusters Score: Raw -5288111.866627 + Penalty 5156.318245 = -5282955.548382 nChanged 41 SP:Iteration 103Q (7291.020000 sec): 3 clusters Score: Raw -5288117.083355 + Penalty 5156.318245 = -5282960.765110 nChanged 38 SP:Iteration 104Q (7291.170000 sec): 3 clusters Score: Raw -5288121.170173 + Penalty 5156.318245 = -5282964.851928 nChanged 24 SP:Iteration 105Q (7291.310000 sec): 3 clusters Score: Raw -5288123.499966 + Penalty 5156.318245 = -5282967.181721 nChanged 22 SP:Iteration 106Q (7291.460000 sec): 3 clusters Score: Raw -5288125.636209 + Penalty 5156.318245 = -5282969.317963 nChanged 25 SP:Iteration 107Q (7291.600000 sec): 3 clusters Score: Raw -5288128.257288 + Penalty 5156.318245 = -5282971.939043 nChanged 23 SP:Iteration 108Q (7291.750000 sec): 3 clusters Score: Raw -5288130.840966 + Penalty 5156.318245 = -5282974.522720 nChanged 23 SP:Iteration 109Q (7291.890000 sec): 3 clusters Score: Raw -5288133.123690 + Penalty 5156.318245 = -5282976.805445 nChanged 20 SP:Iteration 110Q (7292.030000 sec): 3 clusters Score: Raw -5288135.509056 + Penalty 5156.318245 = -5282979.190811 nChanged 28 SP:Iteration 111Q (7292.170000 sec): 3 clusters Score: Raw -5288138.651724 + Penalty 5156.318245 = -5282982.333478 nChanged 28 SP:Iteration 112Q (7292.320000 sec): 3 clusters Score: Raw -5288141.700131 + Penalty 5156.318245 = -5282985.381886 nChanged 21 SP:Iteration 113Q (7292.460000 sec): 3 clusters Score: Raw -5288143.830849 + Penalty 5156.318245 = -5282987.512603 nChanged 25 SP:Iteration 114Q (7292.610000 sec): 3 clusters Score: Raw -5288146.927081 + Penalty 5156.318245 = -5282990.608836 nChanged 30 SP:Iteration 115Q (7292.750000 sec): 3 clusters Score: Raw -5288150.769678 + Penalty 5156.318245 = -5282994.451433 nChanged 21 SP:Iteration 116Q (7292.890000 sec): 3 clusters Score: Raw -5288152.835340 + Penalty 5156.318245 = -5282996.517095 nChanged 19 SP:Iteration 117Q (7293.030000 sec): 3 clusters Score: Raw -5288154.392232 + Penalty 5156.318245 = -5282998.073987 nChanged 22 SP:Iteration 118Q (7293.170000 sec): 3 clusters Score: Raw -5288156.493489 + Penalty 5156.318245 = -5283000.175244 nChanged 21 SP:Iteration 119Q (7293.320000 sec): 3 clusters Score: Raw -5288158.772922 + Penalty 5156.318245 = -5283002.454677 nChanged 16 SP:Iteration 120F (7293.490000 sec): 3 clusters Score: Raw -5288160.449630 + Penalty 5156.318245 = -5283004.131385 nChanged 16 SP:Iteration 121Q (7293.630000 sec): 3 clusters Score: Raw -5288161.931768 + Penalty 5156.318245 = -5283005.613523 nChanged 13 SP:Iteration 122Q (7293.770000 sec): 3 clusters Score: Raw -5288163.288513 + Penalty 5156.318245 = -5283006.970268 nChanged 10 SP:Iteration 123Q (7293.910000 sec): 3 clusters Score: Raw -5288164.258287 + Penalty 5156.318245 = -5283007.940042 nChanged 11 SP:Iteration 124Q (7294.050000 sec): 3 clusters Score: Raw -5288165.276838 + Penalty 5156.318245 = -5283008.958593 nChanged 8 SP:Iteration 125Q (7294.190000 sec): 3 clusters Score: Raw -5288166.223918 + Penalty 5156.318245 = -5283009.905673 nChanged 9 SP:Iteration 126Q (7294.330000 sec): 3 clusters Score: Raw -5288167.383905 + Penalty 5156.318245 = -5283011.065659 nChanged 12 SP:Iteration 127Q (7294.480000 sec): 3 clusters Score: Raw -5288168.371759 + Penalty 5156.318245 = -5283012.053513 nChanged 9 SP:Iteration 128Q (7294.620000 sec): 3 clusters Score: Raw -5288169.114343 + Penalty 5156.318245 = -5283012.796098 nChanged 6 SP:Iteration 129Q (7294.760000 sec): 3 clusters Score: Raw -5288169.722814 + Penalty 5156.318245 = -5283013.404569 nChanged 9 SP:Iteration 130Q (7294.910000 sec): 3 clusters Score: Raw -5288170.327548 + Penalty 5156.318245 = -5283014.009302 nChanged 7 SP:Iteration 131Q (7295.050000 sec): 3 clusters Score: Raw -5288171.148862 + Penalty 5156.318245 = -5283014.830616 nChanged 10 SP:Iteration 132Q (7295.190000 sec): 3 clusters Score: Raw -5288171.935163 + Penalty 5156.318245 = -5283015.616918 nChanged 8 SP:Iteration 133Q (7295.330000 sec): 3 clusters Score: Raw -5288172.707216 + Penalty 5156.318245 = -5283016.388971 nChanged 9 SP:Iteration 134Q (7295.470000 sec): 3 clusters Score: Raw -5288173.440746 + Penalty 5156.318245 = -5283017.122501 nChanged 4 SP:Iteration 135Q (7295.610000 sec): 3 clusters Score: Raw -5288173.983645 + Penalty 5156.318245 = -5283017.665399 nChanged 6 SP:Iteration 136Q (7295.750000 sec): 3 clusters Score: Raw -5288174.740923 + Penalty 5156.318245 = -5283018.422678 nChanged 11 SP:Iteration 137Q (7295.890000 sec): 3 clusters Score: Raw -5288175.797061 + Penalty 5156.318245 = -5283019.478816 nChanged 6 SP:Iteration 138Q (7296.030000 sec): 3 clusters Score: Raw -5288176.650438 + Penalty 5156.318245 = -5283020.332193 nChanged 10 SP:Iteration 139Q (7296.180000 sec): 3 clusters Score: Raw -5288177.370789 + Penalty 5156.318245 = -5283021.052544 nChanged 6 SP:Iteration 140F (7296.340000 sec): 3 clusters Score: Raw -5288177.752409 + Penalty 5156.318245 = -5283021.434164 nChanged 4 SP:Iteration 141Q (7296.490000 sec): 3 clusters Score: Raw -5288178.278686 + Penalty 5156.318245 = -5283021.960441 nChanged 8 SP:Iteration 142Q (7296.630000 sec): 3 clusters Score: Raw -5288179.477787 + Penalty 5156.318245 = -5283023.159541 nChanged 11 SP:Iteration 143Q (7296.770000 sec): 3 clusters Score: Raw -5288181.030986 + Penalty 5156.318245 = -5283024.712740 nChanged 16 SP:Iteration 144Q (7296.910000 sec): 3 clusters Score: Raw -5288182.904343 + Penalty 5156.318245 = -5283026.586098 nChanged 12 SP:Iteration 145Q (7297.050000 sec): 3 clusters Score: Raw -5288183.831144 + Penalty 5156.318245 = -5283027.512899 nChanged 9 SP:Iteration 146Q (7297.190000 sec): 3 clusters Score: Raw -5288184.801442 + Penalty 5156.318245 = -5283028.483197 nChanged 8 SP:Iteration 147Q (7297.340000 sec): 3 clusters Score: Raw -5288185.545557 + Penalty 5156.318245 = -5283029.227312 nChanged 4 SP:Iteration 148Q (7297.480000 sec): 3 clusters Score: Raw -5288185.880962 + Penalty 5156.318245 = -5283029.562717 nChanged 2 SP:Iteration 149Q (7297.620000 sec): 3 clusters Score: Raw -5288185.986559 + Penalty 5156.318245 = -5283029.668314 nChanged 2 SP:Iteration 150Q (7297.760000 sec): 3 clusters Score: Raw -5288186.111567 + Penalty 5156.318245 = -5283029.793322 nChanged 0 SP:Iteration 151F (7297.930000 sec): 3 clusters Score: Raw -5288186.111567 + Penalty 5156.318245 = -5283029.793322 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 50 (370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7297.950000 sec): 2 clusters Score: Raw -26861.430174 + Penalty 1466.548745 = -25394.881429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7297.950000 sec): 3 clusters Score: Raw -27274.971029 + Penalty 2933.097491 = -24341.873538 nChanged 95 SP:Iteration 1F (7297.950000 sec): 3 clusters Score: Raw -27842.313425 + Penalty 2933.097491 = -24909.215934 nChanged 27 SP:Iteration 2F (7297.960000 sec): 3 clusters Score: Raw -28181.935335 + Penalty 2933.097491 = -25248.837845 nChanged 15 SP:Iteration 3Q (7297.960000 sec): 3 clusters Score: Raw -28321.771965 + Penalty 2933.097491 = -25388.674474 nChanged 7 SP:Iteration 4Q (7297.960000 sec): 3 clusters Score: Raw -28390.082240 + Penalty 2933.097491 = -25456.984749 nChanged 4 SP:Iteration 5Q (7297.960000 sec): 3 clusters Score: Raw -28405.167875 + Penalty 2933.097491 = -25472.070385 nChanged 4 SP:Iteration 6Q (7297.960000 sec): 3 clusters Score: Raw -28469.549173 + Penalty 2933.097491 = -25536.451683 nChanged 6 SP:Iteration 7Q (7297.970000 sec): 3 clusters Score: Raw -28497.598117 + Penalty 2933.097491 = -25564.500626 nChanged 3 SP:Iteration 8Q (7297.970000 sec): 3 clusters Score: Raw -28551.940396 + Penalty 2933.097491 = -25618.842905 nChanged 1 SP:Iteration 9Q (7297.970000 sec): 3 clusters Score: Raw -28555.060733 + Penalty 2933.097491 = -25621.963242 nChanged 0 SP:Iteration 10F (7297.970000 sec): 3 clusters Score: Raw -28568.407021 + Penalty 2933.097491 = -25635.309530 nChanged 4 SP:Iteration 11Q (7297.970000 sec): 3 clusters Score: Raw -28612.265761 + Penalty 2933.097491 = -25679.168270 nChanged 3 SP:Iteration 12Q (7297.970000 sec): 3 clusters Score: Raw -28634.208077 + Penalty 2933.097491 = -25701.110586 nChanged 3 SP:Iteration 13Q (7297.970000 sec): 3 clusters Score: Raw -28648.379827 + Penalty 2933.097491 = -25715.282337 nChanged 1 SP:Iteration 14Q (7297.980000 sec): 3 clusters Score: Raw -28689.672303 + Penalty 2933.097491 = -25756.574813 nChanged 2 SP:Iteration 15Q (7297.980000 sec): 3 clusters Score: Raw -28781.561880 + Penalty 2933.097491 = -25848.464390 nChanged 3 SP:Iteration 16Q (7297.980000 sec): 3 clusters Score: Raw -28798.325234 + Penalty 2933.097491 = -25865.227743 nChanged 0 SP:Iteration 17F (7297.980000 sec): 3 clusters Score: Raw -28798.325234 + Penalty 2933.097491 = -25865.227743 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 58. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 51 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7297.990000 sec): 2 clusters Score: Raw -84802.923703 + Penalty 1572.846112 = -83230.077591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7297.990000 sec): 3 clusters Score: Raw -84791.417400 + Penalty 3145.692224 = -81645.725176 nChanged 117 SP:Iteration 1F (7298.000000 sec): 3 clusters Score: Raw -85001.827708 + Penalty 3145.692224 = -81856.135484 nChanged 22 SP:Iteration 2Q (7298.000000 sec): 3 clusters Score: Raw -85047.152334 + Penalty 3145.692224 = -81901.460110 nChanged 13 SP:Iteration 3Q (7298.000000 sec): 3 clusters Score: Raw -85069.878768 + Penalty 3145.692224 = -81924.186544 nChanged 2 SP:Iteration 4Q (7298.010000 sec): 3 clusters Score: Raw -85073.171194 + Penalty 3145.692224 = -81927.478970 nChanged 1 SP:Iteration 5Q (7298.010000 sec): 3 clusters Score: Raw -85074.038704 + Penalty 3145.692224 = -81928.346480 nChanged 0 SP:Iteration 6F (7298.010000 sec): 3 clusters Score: Raw -85074.038704 + Penalty 3145.692224 = -81928.346480 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 52 (306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7298.020000 sec): 2 clusters Score: Raw -45799.955460 + Penalty 1419.449105 = -44380.506355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7298.020000 sec): 3 clusters Score: Raw -45979.585341 + Penalty 2838.898211 = -43140.687131 nChanged 46 SP:Iteration 1F (7298.020000 sec): 3 clusters Score: Raw -46136.817694 + Penalty 2838.898211 = -43297.919484 nChanged 13 SP:Iteration 2Q (7298.020000 sec): 3 clusters Score: Raw -46190.501308 + Penalty 2838.898211 = -43351.603098 nChanged 10 SP:Iteration 3Q (7298.020000 sec): 3 clusters Score: Raw -46274.007533 + Penalty 2838.898211 = -43435.109323 nChanged 10 SP:Iteration 4Q (7298.030000 sec): 3 clusters Score: Raw -46315.929975 + Penalty 2838.898211 = -43477.031764 nChanged 5 SP:Iteration 5Q (7298.030000 sec): 3 clusters Score: Raw -46338.473048 + Penalty 2838.898211 = -43499.574837 nChanged 2 SP:Iteration 6Q (7298.030000 sec): 3 clusters Score: Raw -46349.339514 + Penalty 2838.898211 = -43510.441303 nChanged 2 SP:Iteration 7Q (7298.030000 sec): 3 clusters Score: Raw -46361.645698 + Penalty 2838.898211 = -43522.747488 nChanged 2 SP:Iteration 8Q (7298.030000 sec): 3 clusters Score: Raw -46366.445665 + Penalty 2838.898211 = -43527.547454 nChanged 2 SP:Iteration 9Q (7298.030000 sec): 3 clusters Score: Raw -46376.589192 + Penalty 2838.898211 = -43537.690981 nChanged 4 SP:Iteration 10Q (7298.030000 sec): 3 clusters Score: Raw -46389.220476 + Penalty 2838.898211 = -43550.322265 nChanged 3 SP:Iteration 11Q (7298.030000 sec): 3 clusters Score: Raw -46402.301751 + Penalty 2838.898211 = -43563.403540 nChanged 3 SP:Iteration 12Q (7298.030000 sec): 3 clusters Score: Raw -46416.693081 + Penalty 2838.898211 = -43577.794871 nChanged 3 SP:Iteration 13Q (7298.040000 sec): 3 clusters Score: Raw -46445.519493 + Penalty 2838.898211 = -43606.621282 nChanged 5 SP:Iteration 14Q (7298.040000 sec): 3 clusters Score: Raw -46487.913443 + Penalty 2838.898211 = -43649.015232 nChanged 3 SP:Iteration 15Q (7298.040000 sec): 3 clusters Score: Raw -46507.141150 + Penalty 2838.898211 = -43668.242940 nChanged 1 SP:Iteration 16Q (7298.040000 sec): 3 clusters Score: Raw -46510.453719 + Penalty 2838.898211 = -43671.555508 nChanged 1 SP:Iteration 17Q (7298.040000 sec): 3 clusters Score: Raw -46512.406380 + Penalty 2838.898211 = -43673.508169 nChanged 0 SP:Iteration 18F (7298.040000 sec): 3 clusters Score: Raw -46530.977975 + Penalty 2838.898211 = -43692.079764 nChanged 3 SP:Iteration 19Q (7298.050000 sec): 3 clusters Score: Raw -46593.920028 + Penalty 2838.898211 = -43755.021817 nChanged 7 SP:Iteration 20F (7298.050000 sec): 3 clusters Score: Raw -46753.470860 + Penalty 2838.898211 = -43914.572650 nChanged 8 SP:Iteration 21Q (7298.050000 sec): 3 clusters Score: Raw -46812.947282 + Penalty 2838.898211 = -43974.049071 nChanged 7 SP:Iteration 22Q (7298.050000 sec): 3 clusters Score: Raw -46882.215067 + Penalty 2838.898211 = -44043.316857 nChanged 3 SP:Iteration 23Q (7298.050000 sec): 3 clusters Score: Raw -46908.338833 + Penalty 2838.898211 = -44069.440622 nChanged 3 SP:Iteration 24Q (7298.050000 sec): 3 clusters Score: Raw -46929.828660 + Penalty 2838.898211 = -44090.930449 nChanged 5 SP:Iteration 25Q (7298.050000 sec): 3 clusters Score: Raw -46984.854423 + Penalty 2838.898211 = -44145.956212 nChanged 3 SP:Iteration 26Q (7298.050000 sec): 3 clusters Score: Raw -47011.044839 + Penalty 2838.898211 = -44172.146628 nChanged 2 SP:Iteration 27Q (7298.050000 sec): 3 clusters Score: Raw -47058.347125 + Penalty 2838.898211 = -44219.448914 nChanged 2 SP:Iteration 28Q (7298.060000 sec): 3 clusters Score: Raw -47080.660826 + Penalty 2838.898211 = -44241.762615 nChanged 2 SP:Iteration 29Q (7298.060000 sec): 3 clusters Score: Raw -47100.285879 + Penalty 2838.898211 = -44261.387669 nChanged 1 SP:Iteration 30Q (7298.060000 sec): 3 clusters Score: Raw -47110.650493 + Penalty 2838.898211 = -44271.752282 nChanged 0 SP:Iteration 31F (7298.060000 sec): 3 clusters Score: Raw -47110.650493 + Penalty 2838.898211 = -44271.752282 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 53 (857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7298.070000 sec): 2 clusters Score: Raw -126345.946871 + Penalty 1674.852604 = -124671.094267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7298.070000 sec): 3 clusters Score: Raw -126204.844649 + Penalty 3349.705208 = -122855.139441 nChanged 223 SP:Iteration 1F (7298.080000 sec): 3 clusters Score: Raw -126504.724519 + Penalty 3349.705208 = -123155.019312 nChanged 53 SP:Iteration 2F (7298.080000 sec): 3 clusters Score: Raw -126611.212395 + Penalty 3349.705208 = -123261.507188 nChanged 45 SP:Iteration 3F (7298.090000 sec): 3 clusters Score: Raw -126738.147110 + Penalty 3349.705208 = -123388.441902 nChanged 42 SP:Iteration 4Q (7298.090000 sec): 3 clusters Score: Raw -126902.292216 + Penalty 3349.705208 = -123552.587009 nChanged 48 SP:Iteration 5F (7298.090000 sec): 3 clusters Score: Raw -127211.865727 + Penalty 3349.705208 = -123862.160519 nChanged 51 SP:Iteration 6F (7298.100000 sec): 3 clusters Score: Raw -127668.578754 + Penalty 3349.705208 = -124318.873547 nChanged 45 SP:Iteration 7F (7298.100000 sec): 3 clusters Score: Raw -127812.832342 + Penalty 3349.705208 = -124463.127134 nChanged 25 SP:Iteration 8Q (7298.110000 sec): 3 clusters Score: Raw -127907.886515 + Penalty 3349.705208 = -124558.181308 nChanged 18 SP:Iteration 9Q (7298.110000 sec): 3 clusters Score: Raw -127993.763121 + Penalty 3349.705208 = -124644.057913 nChanged 11 SP:Iteration 10Q (7298.110000 sec): 3 clusters Score: Raw -128060.439942 + Penalty 3349.705208 = -124710.734734 nChanged 7 SP:Iteration 11Q (7298.120000 sec): 3 clusters Score: Raw -128132.353369 + Penalty 3349.705208 = -124782.648162 nChanged 10 SP:Iteration 12Q (7298.120000 sec): 3 clusters Score: Raw -128210.913698 + Penalty 3349.705208 = -124861.208491 nChanged 10 SP:Iteration 13Q (7298.120000 sec): 3 clusters Score: Raw -128359.010665 + Penalty 3349.705208 = -125009.305458 nChanged 9 SP:Iteration 14Q (7298.130000 sec): 3 clusters Score: Raw -128579.944228 + Penalty 3349.705208 = -125230.239020 nChanged 16 SP:Iteration 15Q (7298.130000 sec): 3 clusters Score: Raw -128813.157981 + Penalty 3349.705208 = -125463.452773 nChanged 9 SP:Iteration 16Q (7298.130000 sec): 3 clusters Score: Raw -128851.639151 + Penalty 3349.705208 = -125501.933943 nChanged 8 SP:Iteration 17Q (7298.130000 sec): 3 clusters Score: Raw -128880.998927 + Penalty 3349.705208 = -125531.293720 nChanged 4 SP:Iteration 18Q (7298.140000 sec): 3 clusters Score: Raw -128894.274945 + Penalty 3349.705208 = -125544.569738 nChanged 2 SP:Iteration 19Q (7298.140000 sec): 3 clusters Score: Raw -128904.192426 + Penalty 3349.705208 = -125554.487219 nChanged 2 SP:Iteration 20F (7298.150000 sec): 3 clusters Score: Raw -128979.573561 + Penalty 3349.705208 = -125629.868353 nChanged 34 SP:Iteration 21Q (7298.150000 sec): 3 clusters Score: Raw -129291.245446 + Penalty 3349.705208 = -125941.540238 nChanged 25 SP:Iteration 22Q (7298.150000 sec): 3 clusters Score: Raw -129917.266076 + Penalty 3349.705208 = -126567.560869 nChanged 3 SP:Iteration 23Q (7298.150000 sec): 3 clusters Score: Raw -130469.716915 + Penalty 3349.705208 = -127120.011707 nChanged 0 SP:Iteration 24F (7298.160000 sec): 3 clusters Score: Raw -130469.716915 + Penalty 3349.705208 = -127120.011707 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 59. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 55 (629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7298.170000 sec): 2 clusters Score: Raw -92145.298255 + Penalty 1598.144552 = -90547.153704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7298.170000 sec): 3 clusters Score: Raw -92169.468589 + Penalty 3196.289103 = -88973.179486 nChanged 120 SP:Iteration 1F (7298.180000 sec): 3 clusters Score: Raw -92484.808501 + Penalty 3196.289103 = -89288.519398 nChanged 40 SP:Iteration 2F (7298.180000 sec): 3 clusters Score: Raw -92674.177096 + Penalty 3196.289103 = -89477.887992 nChanged 34 SP:Iteration 3F (7298.190000 sec): 3 clusters Score: Raw -92893.414175 + Penalty 3196.289103 = -89697.125071 nChanged 28 SP:Iteration 4Q (7298.190000 sec): 3 clusters Score: Raw -92961.017641 + Penalty 3196.289103 = -89764.728537 nChanged 21 SP:Iteration 5Q (7298.190000 sec): 3 clusters Score: Raw -93039.903300 + Penalty 3196.289103 = -89843.614197 nChanged 21 SP:Iteration 6Q (7298.190000 sec): 3 clusters Score: Raw -93087.935775 + Penalty 3196.289103 = -89891.646672 nChanged 17 SP:Iteration 7Q (7298.200000 sec): 3 clusters Score: Raw -93125.536197 + Penalty 3196.289103 = -89929.247094 nChanged 13 SP:Iteration 8Q (7298.200000 sec): 3 clusters Score: Raw -93157.873599 + Penalty 3196.289103 = -89961.584496 nChanged 22 SP:Iteration 9Q (7298.200000 sec): 3 clusters Score: Raw -93210.075368 + Penalty 3196.289103 = -90013.786265 nChanged 14 SP:Iteration 10Q (7298.210000 sec): 3 clusters Score: Raw -93262.315729 + Penalty 3196.289103 = -90066.026626 nChanged 12 SP:Iteration 11Q (7298.210000 sec): 3 clusters Score: Raw -93324.317081 + Penalty 3196.289103 = -90128.027977 nChanged 10 SP:Iteration 12Q (7298.210000 sec): 3 clusters Score: Raw -93370.833407 + Penalty 3196.289103 = -90174.544303 nChanged 8 SP:Iteration 13Q (7298.210000 sec): 3 clusters Score: Raw -93411.087074 + Penalty 3196.289103 = -90214.797971 nChanged 6 SP:Iteration 14Q (7298.210000 sec): 3 clusters Score: Raw -93430.979204 + Penalty 3196.289103 = -90234.690101 nChanged 3 SP:Iteration 15Q (7298.220000 sec): 3 clusters Score: Raw -93442.450450 + Penalty 3196.289103 = -90246.161347 nChanged 3 SP:Iteration 16Q (7298.220000 sec): 3 clusters Score: Raw -93447.174831 + Penalty 3196.289103 = -90250.885727 nChanged 1 SP:Iteration 17Q (7298.220000 sec): 3 clusters Score: Raw -93448.839895 + Penalty 3196.289103 = -90252.550792 nChanged 0 SP:Iteration 18F (7298.230000 sec): 3 clusters Score: Raw -93448.839895 + Penalty 3196.289103 = -90252.550792 nChanged 0 Deleting Class 57 (56 points): Lose 2047.796513 but Gain 3491.854150 Iteration 179Q (7324.580000 sec): 59 clusters Score: Raw -205017463.102905 + Penalty 202527.540679 = -204814935.562225 nChanged 416 Deleting Class 39 (260 points): Lose 2893.815604 but Gain 3491.854150 Iteration 180F (7460.780000 sec): 58 clusters Score: Raw -205016006.718551 + Penalty 199035.686530 = -204816971.032021 nChanged 664 Iteration 181Q (7487.210000 sec): 58 clusters Score: Raw -205019695.603357 + Penalty 199035.686530 = -204820659.916828 nChanged 378 Iteration 182Q (7513.680000 sec): 58 clusters Score: Raw -205020213.374312 + Penalty 199035.686530 = -204821177.687783 nChanged 348 Iteration 183Q (7540.070000 sec): 58 clusters Score: Raw -205020575.900436 + Penalty 199035.686530 = -204821540.213906 nChanged 326 Iteration 184Q (7566.460000 sec): 58 clusters Score: Raw -205021076.455546 + Penalty 199035.686530 = -204822040.769016 nChanged 291 Iteration 185Q (7592.940000 sec): 58 clusters Score: Raw -205021381.249864 + Penalty 199035.686530 = -204822345.563335 nChanged 254 Iteration 186Q (7619.430000 sec): 58 clusters Score: Raw -205021515.942566 + Penalty 199035.686530 = -204822480.256036 nChanged 235 Iteration 187Q (7645.690000 sec): 58 clusters Score: Raw -205021622.672972 + Penalty 199035.686530 = -204822586.986442 nChanged 219 Iteration 188Q (7671.980000 sec): 58 clusters Score: Raw -205021757.486862 + Penalty 199035.686530 = -204822721.800332 nChanged 227 Iteration 189Q (7698.260000 sec): 58 clusters Score: Raw -205021872.786984 + Penalty 199035.686530 = -204822837.100454 nChanged 246 Iteration 190Q (7724.640000 sec): 58 clusters Score: Raw -205021924.838668 + Penalty 199035.686530 = -204822889.152138 nChanged 205 Iteration 191Q (7751.010000 sec): 58 clusters Score: Raw -205021931.624530 + Penalty 199035.686530 = -204822895.938000 nChanged 205 Iteration 192Q (7777.340000 sec): 58 clusters Score: Raw -205021934.692481 + Penalty 199035.686530 = -204822899.005951 nChanged 192 Iteration 193Q (7803.660000 sec): 58 clusters Score: Raw -205021937.755815 + Penalty 199035.686530 = -204822902.069286 nChanged 172 Iteration 194Q (7830.030000 sec): 58 clusters Score: Raw -205021940.830256 + Penalty 199035.686530 = -204822905.143726 nChanged 170 Iteration 195Q (7856.460000 sec): 58 clusters Score: Raw -205021943.297241 + Penalty 199035.686530 = -204822907.610712 nChanged 172 Iteration 196Q (7882.880000 sec): 58 clusters Score: Raw -205021946.416465 + Penalty 199035.686530 = -204822910.729935 nChanged 183 Iteration 197Q (7909.250000 sec): 58 clusters Score: Raw -205021949.744277 + Penalty 199035.686530 = -204822914.057747 nChanged 200 Iteration 198Q (7935.690000 sec): 58 clusters Score: Raw -205021953.080594 + Penalty 199035.686530 = -204822917.394064 nChanged 182 Iteration 199Q (7961.970000 sec): 58 clusters Score: Raw -205021955.991777 + Penalty 199035.686530 = -204822920.305248 nChanged 175 Iteration 200F (8095.980000 sec): 58 clusters Score: Raw -205022530.617734 + Penalty 199035.686530 = -204823494.931204 nChanged 199 Iteration 201Q (8122.340000 sec): 58 clusters Score: Raw -205023470.919763 + Penalty 199035.686530 = -204824435.233234 nChanged 146 Iteration 202Q (8148.660000 sec): 58 clusters Score: Raw -205023670.824248 + Penalty 199035.686530 = -204824635.137718 nChanged 131 Iteration 203Q (8175.000000 sec): 58 clusters Score: Raw -205023724.832260 + Penalty 199035.686530 = -204824689.145730 nChanged 128 Iteration 204Q (8201.310000 sec): 58 clusters Score: Raw -205023743.001542 + Penalty 199035.686530 = -204824707.315012 nChanged 128 Iteration 205Q (8227.580000 sec): 58 clusters Score: Raw -205023763.722035 + Penalty 199035.686530 = -204824728.035505 nChanged 118 Iteration 206Q (8253.840000 sec): 58 clusters Score: Raw -205023791.785429 + Penalty 199035.686530 = -204824756.098899 nChanged 113 Iteration 207Q (8280.080000 sec): 58 clusters Score: Raw -205023793.411343 + Penalty 199035.686530 = -204824757.724814 nChanged 120 Iteration 208Q (8306.400000 sec): 58 clusters Score: Raw -205023795.143724 + Penalty 199035.686530 = -204824759.457195 nChanged 109 Iteration 209Q (8332.720000 sec): 58 clusters Score: Raw -205023796.463759 + Penalty 199035.686530 = -204824760.777229 nChanged 110 Iteration 210Q (8359.050000 sec): 58 clusters Score: Raw -205023797.937302 + Penalty 199035.686530 = -204824762.250772 nChanged 103 Iteration 211Q (8385.440000 sec): 58 clusters Score: Raw -205023799.464199 + Penalty 199035.686530 = -204824763.777670 nChanged 106 Iteration 212Q (8411.820000 sec): 58 clusters Score: Raw -205023800.987115 + Penalty 199035.686530 = -204824765.300585 nChanged 128 Iteration 213Q (8438.180000 sec): 58 clusters Score: Raw -205023802.943469 + Penalty 199035.686530 = -204824767.256939 nChanged 134 Iteration 214Q (8464.550000 sec): 58 clusters Score: Raw -205023805.091232 + Penalty 199035.686530 = -204824769.404702 nChanged 146 Iteration 215Q (8490.870000 sec): 58 clusters Score: Raw -205023807.454927 + Penalty 199035.686530 = -204824771.768398 nChanged 128 Iteration 216Q (8516.570000 sec): 58 clusters Score: Raw -205023809.186301 + Penalty 199035.686530 = -204824773.499771 nChanged 118 Iteration 217Q (8542.240000 sec): 58 clusters Score: Raw -205023811.001074 + Penalty 199035.686530 = -204824775.314544 nChanged 124 Iteration 218Q (8567.960000 sec): 58 clusters Score: Raw -205023813.048515 + Penalty 199035.686530 = -204824777.361985 nChanged 124 Writing temp clu file Because OldScore, -204824775.314544, is greater than current (better) Score,-204824777.361985 Compute initial score before splitting: Score: Raw -205023813.048515 + Penalty 199035.686530 = -204824777.361985 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 1 (34129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8568.360000 sec): 2 clusters Score: Raw -5539504.682719 + Penalty 2588.599880 = -5536916.082839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8568.530000 sec): 3 clusters Score: Raw -5518730.996914 + Penalty 5177.199760 = -5513553.797154 nChanged 15520 SP:Iteration 1F (8568.710000 sec): 3 clusters Score: Raw -5527313.433452 + Penalty 5177.199760 = -5522136.233692 nChanged 1603 SP:Iteration 2Q (8568.880000 sec): 3 clusters Score: Raw -5527919.529716 + Penalty 5177.199760 = -5522742.329956 nChanged 1646 SP:Iteration 3Q (8569.050000 sec): 3 clusters Score: Raw -5528640.614171 + Penalty 5177.199760 = -5523463.414411 nChanged 1828 SP:Iteration 4F (8569.230000 sec): 3 clusters Score: Raw -5529591.096504 + Penalty 5177.199760 = -5524413.896744 nChanged 2082 SP:Iteration 5F (8569.390000 sec): 3 clusters Score: Raw -5530767.965183 + Penalty 5177.199760 = -5525590.765423 nChanged 2204 SP:Iteration 6F (8569.570000 sec): 3 clusters Score: Raw -5532093.599008 + Penalty 5177.199760 = -5526916.399248 nChanged 2172 SP:Iteration 7F (8569.740000 sec): 3 clusters Score: Raw -5533375.793727 + Penalty 5177.199760 = -5528198.593967 nChanged 1932 SP:Iteration 8F (8569.910000 sec): 3 clusters Score: Raw -5534487.685224 + Penalty 5177.199760 = -5529310.485464 nChanged 1652 SP:Iteration 9Q (8570.080000 sec): 3 clusters Score: Raw -5535389.412111 + Penalty 5177.199760 = -5530212.212351 nChanged 1351 SP:Iteration 10Q (8570.260000 sec): 3 clusters Score: Raw -5536072.631652 + Penalty 5177.199760 = -5530895.431892 nChanged 1111 SP:Iteration 11Q (8570.430000 sec): 3 clusters Score: Raw -5536654.180752 + Penalty 5177.199760 = -5531476.980992 nChanged 972 SP:Iteration 12Q (8570.600000 sec): 3 clusters Score: Raw -5537141.485278 + Penalty 5177.199760 = -5531964.285518 nChanged 877 SP:Iteration 13Q (8570.770000 sec): 3 clusters Score: Raw -5537608.921143 + Penalty 5177.199760 = -5532431.721383 nChanged 810 SP:Iteration 14Q (8570.950000 sec): 3 clusters Score: Raw -5538079.133097 + Penalty 5177.199760 = -5532901.933337 nChanged 706 SP:Iteration 15Q (8571.110000 sec): 3 clusters Score: Raw -5538508.005355 + Penalty 5177.199760 = -5533330.805595 nChanged 597 SP:Iteration 16Q (8571.280000 sec): 3 clusters Score: Raw -5538893.322318 + Penalty 5177.199760 = -5533716.122558 nChanged 457 SP:Iteration 17Q (8571.450000 sec): 3 clusters Score: Raw -5539197.103898 + Penalty 5177.199760 = -5534019.904138 nChanged 339 SP:Iteration 18Q (8571.610000 sec): 3 clusters Score: Raw -5539422.263738 + Penalty 5177.199760 = -5534245.063978 nChanged 222 SP:Iteration 19Q (8571.770000 sec): 3 clusters Score: Raw -5539572.809294 + Penalty 5177.199760 = -5534395.609535 nChanged 159 SP:Iteration 20F (8571.930000 sec): 3 clusters Score: Raw -5539691.557757 + Penalty 5177.199760 = -5534514.357997 nChanged 113 SP:Iteration 21Q (8572.080000 sec): 3 clusters Score: Raw -5539780.028699 + Penalty 5177.199760 = -5534602.828939 nChanged 79 SP:Iteration 22Q (8572.220000 sec): 3 clusters Score: Raw -5539843.825194 + Penalty 5177.199760 = -5534666.625435 nChanged 58 SP:Iteration 23Q (8572.360000 sec): 3 clusters Score: Raw -5539882.009766 + Penalty 5177.199760 = -5534704.810006 nChanged 31 SP:Iteration 24Q (8572.500000 sec): 3 clusters Score: Raw -5539901.051654 + Penalty 5177.199760 = -5534723.851894 nChanged 19 SP:Iteration 25Q (8572.630000 sec): 3 clusters Score: Raw -5539914.751718 + Penalty 5177.199760 = -5534737.551958 nChanged 20 SP:Iteration 26Q (8572.770000 sec): 3 clusters Score: Raw -5539928.309895 + Penalty 5177.199760 = -5534751.110135 nChanged 15 SP:Iteration 27Q (8572.910000 sec): 3 clusters Score: Raw -5539936.741432 + Penalty 5177.199760 = -5534759.541672 nChanged 13 SP:Iteration 28Q (8573.040000 sec): 3 clusters Score: Raw -5539945.661371 + Penalty 5177.199760 = -5534768.461611 nChanged 13 SP:Iteration 29Q (8573.170000 sec): 3 clusters Score: Raw -5539953.301621 + Penalty 5177.199760 = -5534776.101861 nChanged 8 SP:Iteration 30Q (8573.310000 sec): 3 clusters Score: Raw -5539958.017897 + Penalty 5177.199760 = -5534780.818137 nChanged 7 SP:Iteration 31Q (8573.440000 sec): 3 clusters Score: Raw -5539962.471164 + Penalty 5177.199760 = -5534785.271404 nChanged 5 SP:Iteration 32Q (8573.570000 sec): 3 clusters Score: Raw -5539965.775396 + Penalty 5177.199760 = -5534788.575636 nChanged 3 SP:Iteration 33Q (8573.710000 sec): 3 clusters Score: Raw -5539967.123307 + Penalty 5177.199760 = -5534789.923547 nChanged 3 SP:Iteration 34Q (8573.840000 sec): 3 clusters Score: Raw -5539969.812784 + Penalty 5177.199760 = -5534792.613024 nChanged 4 SP:Iteration 35Q (8573.970000 sec): 3 clusters Score: Raw -5539973.707286 + Penalty 5177.199760 = -5534796.507526 nChanged 7 SP:Iteration 36Q (8574.110000 sec): 3 clusters Score: Raw -5539977.158648 + Penalty 5177.199760 = -5534799.958888 nChanged 4 SP:Iteration 37Q (8574.240000 sec): 3 clusters Score: Raw -5539979.922978 + Penalty 5177.199760 = -5534802.723218 nChanged 6 SP:Iteration 38Q (8574.370000 sec): 3 clusters Score: Raw -5539984.348107 + Penalty 5177.199760 = -5534807.148348 nChanged 7 SP:Iteration 39Q (8574.500000 sec): 3 clusters Score: Raw -5539988.819943 + Penalty 5177.199760 = -5534811.620183 nChanged 3 SP:Iteration 40F (8574.670000 sec): 3 clusters Score: Raw -5539990.325172 + Penalty 5177.199760 = -5534813.125412 nChanged 2 SP:Iteration 41Q (8574.800000 sec): 3 clusters Score: Raw -5539991.159687 + Penalty 5177.199760 = -5534813.959927 nChanged 3 SP:Iteration 42Q (8574.930000 sec): 3 clusters Score: Raw -5539993.685048 + Penalty 5177.199760 = -5534816.485288 nChanged 2 SP:Iteration 43Q (8575.070000 sec): 3 clusters Score: Raw -5539995.146116 + Penalty 5177.199760 = -5534817.946356 nChanged 2 SP:Iteration 44Q (8575.200000 sec): 3 clusters Score: Raw -5539996.326466 + Penalty 5177.199760 = -5534819.126706 nChanged 0 SP:Iteration 45F (8575.370000 sec): 3 clusters Score: Raw -5539996.326466 + Penalty 5177.199760 = -5534819.126706 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 2 (14367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8575.440000 sec): 2 clusters Score: Raw -2340139.907917 + Penalty 2374.026919 = -2337765.880998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8575.510000 sec): 3 clusters Score: Raw -2332055.902690 + Penalty 4748.053838 = -2327307.848852 nChanged 6146 SP:Iteration 1F (8575.580000 sec): 3 clusters Score: Raw -2335316.033074 + Penalty 4748.053838 = -2330567.979236 nChanged 857 SP:Iteration 2F (8575.650000 sec): 3 clusters Score: Raw -2335704.581148 + Penalty 4748.053838 = -2330956.527311 nChanged 749 SP:Iteration 3F (8575.720000 sec): 3 clusters Score: Raw -2336045.879834 + Penalty 4748.053838 = -2331297.825996 nChanged 655 SP:Iteration 4Q (8575.790000 sec): 3 clusters Score: Raw -2336363.030147 + Penalty 4748.053838 = -2331614.976309 nChanged 637 SP:Iteration 5Q (8575.860000 sec): 3 clusters Score: Raw -2336722.646991 + Penalty 4748.053838 = -2331974.593153 nChanged 634 SP:Iteration 6Q (8575.930000 sec): 3 clusters Score: Raw -2337116.090233 + Penalty 4748.053838 = -2332368.036395 nChanged 593 SP:Iteration 7Q (8576.010000 sec): 3 clusters Score: Raw -2337471.976289 + Penalty 4748.053838 = -2332723.922452 nChanged 522 SP:Iteration 8Q (8576.070000 sec): 3 clusters Score: Raw -2337771.075453 + Penalty 4748.053838 = -2333023.021615 nChanged 514 SP:Iteration 9Q (8576.140000 sec): 3 clusters Score: Raw -2338041.755807 + Penalty 4748.053838 = -2333293.701969 nChanged 469 SP:Iteration 10Q (8576.210000 sec): 3 clusters Score: Raw -2338282.174463 + Penalty 4748.053838 = -2333534.120625 nChanged 459 SP:Iteration 11Q (8576.280000 sec): 3 clusters Score: Raw -2338530.233865 + Penalty 4748.053838 = -2333782.180028 nChanged 468 SP:Iteration 12Q (8576.350000 sec): 3 clusters Score: Raw -2338796.839853 + Penalty 4748.053838 = -2334048.786016 nChanged 441 SP:Iteration 13Q (8576.410000 sec): 3 clusters Score: Raw -2339036.434664 + Penalty 4748.053838 = -2334288.380826 nChanged 394 SP:Iteration 14Q (8576.470000 sec): 3 clusters Score: Raw -2339261.149936 + Penalty 4748.053838 = -2334513.096098 nChanged 373 SP:Iteration 15Q (8576.540000 sec): 3 clusters Score: Raw -2339482.147837 + Penalty 4748.053838 = -2334734.093999 nChanged 333 SP:Iteration 16Q (8576.610000 sec): 3 clusters Score: Raw -2339693.788636 + Penalty 4748.053838 = -2334945.734798 nChanged 270 SP:Iteration 17Q (8576.670000 sec): 3 clusters Score: Raw -2339861.433778 + Penalty 4748.053838 = -2335113.379940 nChanged 223 SP:Iteration 18Q (8576.730000 sec): 3 clusters Score: Raw -2340014.852242 + Penalty 4748.053838 = -2335266.798404 nChanged 190 SP:Iteration 19Q (8576.790000 sec): 3 clusters Score: Raw -2340137.572969 + Penalty 4748.053838 = -2335389.519131 nChanged 142 SP:Iteration 20F (8576.860000 sec): 3 clusters Score: Raw -2340234.658170 + Penalty 4748.053838 = -2335486.604333 nChanged 114 SP:Iteration 21Q (8576.920000 sec): 3 clusters Score: Raw -2340312.770430 + Penalty 4748.053838 = -2335564.716592 nChanged 92 SP:Iteration 22Q (8576.980000 sec): 3 clusters Score: Raw -2340376.680891 + Penalty 4748.053838 = -2335628.627054 nChanged 68 SP:Iteration 23Q (8577.030000 sec): 3 clusters Score: Raw -2340427.857623 + Penalty 4748.053838 = -2335679.803785 nChanged 62 SP:Iteration 24Q (8577.090000 sec): 3 clusters Score: Raw -2340474.971137 + Penalty 4748.053838 = -2335726.917300 nChanged 41 SP:Iteration 25Q (8577.150000 sec): 3 clusters Score: Raw -2340507.294290 + Penalty 4748.053838 = -2335759.240453 nChanged 33 SP:Iteration 26Q (8577.200000 sec): 3 clusters Score: Raw -2340530.663707 + Penalty 4748.053838 = -2335782.609869 nChanged 24 SP:Iteration 27Q (8577.260000 sec): 3 clusters Score: Raw -2340547.788082 + Penalty 4748.053838 = -2335799.734244 nChanged 19 SP:Iteration 28Q (8577.310000 sec): 3 clusters Score: Raw -2340559.740707 + Penalty 4748.053838 = -2335811.686869 nChanged 20 SP:Iteration 29Q (8577.370000 sec): 3 clusters Score: Raw -2340572.756457 + Penalty 4748.053838 = -2335824.702619 nChanged 9 SP:Iteration 30Q (8577.430000 sec): 3 clusters Score: Raw -2340578.134745 + Penalty 4748.053838 = -2335830.080907 nChanged 4 SP:Iteration 31Q (8577.480000 sec): 3 clusters Score: Raw -2340582.746636 + Penalty 4748.053838 = -2335834.692798 nChanged 6 SP:Iteration 32Q (8577.530000 sec): 3 clusters Score: Raw -2340588.268786 + Penalty 4748.053838 = -2335840.214948 nChanged 6 SP:Iteration 33Q (8577.590000 sec): 3 clusters Score: Raw -2340591.919269 + Penalty 4748.053838 = -2335843.865431 nChanged 0 SP:Iteration 34F (8577.660000 sec): 3 clusters Score: Raw -2340591.919269 + Penalty 4748.053838 = -2335843.865431 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 3 (1599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8577.670000 sec): 2 clusters Score: Raw -229772.764096 + Penalty 1829.529161 = -227943.234935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8577.680000 sec): 3 clusters Score: Raw -229282.083963 + Penalty 3659.058322 = -225623.025642 nChanged 465 SP:Iteration 1F (8577.690000 sec): 3 clusters Score: Raw -229669.909206 + Penalty 3659.058322 = -226010.850884 nChanged 101 SP:Iteration 2F (8577.700000 sec): 3 clusters Score: Raw -229778.840777 + Penalty 3659.058322 = -226119.782456 nChanged 66 SP:Iteration 3Q (8577.710000 sec): 3 clusters Score: Raw -229852.268326 + Penalty 3659.058322 = -226193.210005 nChanged 50 SP:Iteration 4Q (8577.710000 sec): 3 clusters Score: Raw -229912.242255 + Penalty 3659.058322 = -226253.183933 nChanged 42 SP:Iteration 5Q (8577.720000 sec): 3 clusters Score: Raw -229951.496910 + Penalty 3659.058322 = -226292.438589 nChanged 23 SP:Iteration 6Q (8577.730000 sec): 3 clusters Score: Raw -229976.133251 + Penalty 3659.058322 = -226317.074930 nChanged 24 SP:Iteration 7Q (8577.740000 sec): 3 clusters Score: Raw -229998.933187 + Penalty 3659.058322 = -226339.874865 nChanged 19 SP:Iteration 8Q (8577.750000 sec): 3 clusters Score: Raw -230018.347423 + Penalty 3659.058322 = -226359.289101 nChanged 25 SP:Iteration 9Q (8577.750000 sec): 3 clusters Score: Raw -230045.968258 + Penalty 3659.058322 = -226386.909936 nChanged 21 SP:Iteration 10Q (8577.760000 sec): 3 clusters Score: Raw -230064.598465 + Penalty 3659.058322 = -226405.540143 nChanged 18 SP:Iteration 11Q (8577.770000 sec): 3 clusters Score: Raw -230083.106250 + Penalty 3659.058322 = -226424.047929 nChanged 12 SP:Iteration 12Q (8577.770000 sec): 3 clusters Score: Raw -230092.816286 + Penalty 3659.058322 = -226433.757964 nChanged 10 SP:Iteration 13Q (8577.780000 sec): 3 clusters Score: Raw -230102.610698 + Penalty 3659.058322 = -226443.552376 nChanged 12 SP:Iteration 14Q (8577.790000 sec): 3 clusters Score: Raw -230116.673006 + Penalty 3659.058322 = -226457.614684 nChanged 16 SP:Iteration 15Q (8577.800000 sec): 3 clusters Score: Raw -230129.476323 + Penalty 3659.058322 = -226470.418002 nChanged 11 SP:Iteration 16Q (8577.810000 sec): 3 clusters Score: Raw -230138.038720 + Penalty 3659.058322 = -226478.980398 nChanged 6 SP:Iteration 17Q (8577.810000 sec): 3 clusters Score: Raw -230142.320517 + Penalty 3659.058322 = -226483.262195 nChanged 4 SP:Iteration 18Q (8577.820000 sec): 3 clusters Score: Raw -230147.454978 + Penalty 3659.058322 = -226488.396656 nChanged 2 SP:Iteration 19Q (8577.830000 sec): 3 clusters Score: Raw -230148.294828 + Penalty 3659.058322 = -226489.236506 nChanged 1 SP:Iteration 20F (8577.840000 sec): 3 clusters Score: Raw -230149.031557 + Penalty 3659.058322 = -226489.973235 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 4 (496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8577.840000 sec): 2 clusters Score: Raw -73295.465864 + Penalty 1539.230830 = -71756.235034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8577.850000 sec): 3 clusters Score: Raw -73350.196127 + Penalty 3078.461660 = -70271.734467 nChanged 87 SP:Iteration 1F (8577.850000 sec): 3 clusters Score: Raw -73589.384382 + Penalty 3078.461660 = -70510.922722 nChanged 32 SP:Iteration 2F (8577.850000 sec): 3 clusters Score: Raw -73738.733682 + Penalty 3078.461660 = -70660.272022 nChanged 19 SP:Iteration 3Q (8577.850000 sec): 3 clusters Score: Raw -73815.742272 + Penalty 3078.461660 = -70737.280613 nChanged 14 SP:Iteration 4Q (8577.850000 sec): 3 clusters Score: Raw -73870.886948 + Penalty 3078.461660 = -70792.425289 nChanged 12 SP:Iteration 5Q (8577.860000 sec): 3 clusters Score: Raw -73941.366615 + Penalty 3078.461660 = -70862.904956 nChanged 11 SP:Iteration 6Q (8577.860000 sec): 3 clusters Score: Raw -74001.990775 + Penalty 3078.461660 = -70923.529116 nChanged 11 SP:Iteration 7Q (8577.860000 sec): 3 clusters Score: Raw -74053.478488 + Penalty 3078.461660 = -70975.016829 nChanged 9 SP:Iteration 8Q (8577.860000 sec): 3 clusters Score: Raw -74118.751667 + Penalty 3078.461660 = -71040.290008 nChanged 6 SP:Iteration 9Q (8577.870000 sec): 3 clusters Score: Raw -74135.248957 + Penalty 3078.461660 = -71056.787297 nChanged 6 SP:Iteration 10Q (8577.870000 sec): 3 clusters Score: Raw -74151.885822 + Penalty 3078.461660 = -71073.424163 nChanged 4 SP:Iteration 11Q (8577.870000 sec): 3 clusters Score: Raw -74161.755662 + Penalty 3078.461660 = -71083.294002 nChanged 4 SP:Iteration 12Q (8577.870000 sec): 3 clusters Score: Raw -74180.779767 + Penalty 3078.461660 = -71102.318108 nChanged 3 SP:Iteration 13Q (8577.870000 sec): 3 clusters Score: Raw -74188.322044 + Penalty 3078.461660 = -71109.860384 nChanged 1 SP:Iteration 14Q (8577.870000 sec): 3 clusters Score: Raw -74191.441673 + Penalty 3078.461660 = -71112.980014 nChanged 0 SP:Iteration 15F (8577.880000 sec): 3 clusters Score: Raw -74191.441673 + Penalty 3078.461660 = -71112.980014 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 5 (329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8577.880000 sec): 2 clusters Score: Raw -41804.758160 + Penalty 1437.422322 = -40367.335837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8577.890000 sec): 3 clusters Score: Raw -42251.214095 + Penalty 2874.844644 = -39376.369451 nChanged 83 SP:Iteration 1F (8577.890000 sec): 3 clusters Score: Raw -42684.898706 + Penalty 2874.844644 = -39810.054062 nChanged 27 SP:Iteration 2F (8577.890000 sec): 3 clusters Score: Raw -42834.004785 + Penalty 2874.844644 = -39959.160140 nChanged 6 SP:Iteration 3Q (8577.890000 sec): 3 clusters Score: Raw -42881.162679 + Penalty 2874.844644 = -40006.318035 nChanged 5 SP:Iteration 4Q (8577.890000 sec): 3 clusters Score: Raw -42972.298118 + Penalty 2874.844644 = -40097.453474 nChanged 2 SP:Iteration 5Q (8577.890000 sec): 3 clusters Score: Raw -42988.363259 + Penalty 2874.844644 = -40113.518614 nChanged 2 SP:Iteration 6Q (8577.890000 sec): 3 clusters Score: Raw -42995.682148 + Penalty 2874.844644 = -40120.837504 nChanged 1 SP:Iteration 7Q (8577.890000 sec): 3 clusters Score: Raw -42999.522203 + Penalty 2874.844644 = -40124.677559 nChanged 1 SP:Iteration 8Q (8577.900000 sec): 3 clusters Score: Raw -43001.558027 + Penalty 2874.844644 = -40126.713382 nChanged 0 SP:Iteration 9F (8577.900000 sec): 3 clusters Score: Raw -43001.558027 + Penalty 2874.844644 = -40126.713382 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 6 (13165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8577.960000 sec): 2 clusters Score: Raw -2119162.257460 + Penalty 2352.358634 = -2116809.898826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8578.020000 sec): 3 clusters Score: Raw -2111846.214209 + Penalty 4704.717268 = -2107141.496942 nChanged 5509 SP:Iteration 1F (8578.090000 sec): 3 clusters Score: Raw -2114799.531105 + Penalty 4704.717268 = -2110094.813837 nChanged 863 SP:Iteration 2F (8578.150000 sec): 3 clusters Score: Raw -2115250.930274 + Penalty 4704.717268 = -2110546.213006 nChanged 711 SP:Iteration 3F (8578.210000 sec): 3 clusters Score: Raw -2115672.336571 + Penalty 4704.717268 = -2110967.619303 nChanged 681 SP:Iteration 4F (8578.280000 sec): 3 clusters Score: Raw -2116136.716626 + Penalty 4704.717268 = -2111431.999358 nChanged 709 SP:Iteration 5F (8578.350000 sec): 3 clusters Score: Raw -2116697.555434 + Penalty 4704.717268 = -2111992.838166 nChanged 789 SP:Iteration 6F (8578.410000 sec): 3 clusters Score: Raw -2117378.414885 + Penalty 4704.717268 = -2112673.697617 nChanged 854 SP:Iteration 7F (8578.470000 sec): 3 clusters Score: Raw -2118074.333390 + Penalty 4704.717268 = -2113369.616122 nChanged 822 SP:Iteration 8F (8578.540000 sec): 3 clusters Score: Raw -2118679.576572 + Penalty 4704.717268 = -2113974.859304 nChanged 724 SP:Iteration 9F (8578.600000 sec): 3 clusters Score: Raw -2119188.893206 + Penalty 4704.717268 = -2114484.175938 nChanged 608 SP:Iteration 10Q (8578.670000 sec): 3 clusters Score: Raw -2119629.099021 + Penalty 4704.717268 = -2114924.381753 nChanged 488 SP:Iteration 11Q (8578.730000 sec): 3 clusters Score: Raw -2119963.335875 + Penalty 4704.717268 = -2115258.618608 nChanged 385 SP:Iteration 12Q (8578.790000 sec): 3 clusters Score: Raw -2120237.931538 + Penalty 4704.717268 = -2115533.214270 nChanged 298 SP:Iteration 13Q (8578.850000 sec): 3 clusters Score: Raw -2120476.673569 + Penalty 4704.717268 = -2115771.956302 nChanged 269 SP:Iteration 14Q (8578.910000 sec): 3 clusters Score: Raw -2120674.903378 + Penalty 4704.717268 = -2115970.186110 nChanged 229 SP:Iteration 15Q (8578.970000 sec): 3 clusters Score: Raw -2120832.313056 + Penalty 4704.717268 = -2116127.595789 nChanged 178 SP:Iteration 16Q (8579.030000 sec): 3 clusters Score: Raw -2120943.063195 + Penalty 4704.717268 = -2116238.345928 nChanged 144 SP:Iteration 17Q (8579.080000 sec): 3 clusters Score: Raw -2121025.151176 + Penalty 4704.717268 = -2116320.433909 nChanged 124 SP:Iteration 18Q (8579.140000 sec): 3 clusters Score: Raw -2121096.506673 + Penalty 4704.717268 = -2116391.789405 nChanged 121 SP:Iteration 19Q (8579.190000 sec): 3 clusters Score: Raw -2121160.518152 + Penalty 4704.717268 = -2116455.800885 nChanged 98 SP:Iteration 20F (8579.260000 sec): 3 clusters Score: Raw -2121203.496115 + Penalty 4704.717268 = -2116498.778848 nChanged 67 SP:Iteration 21Q (8579.310000 sec): 3 clusters Score: Raw -2121227.683956 + Penalty 4704.717268 = -2116522.966688 nChanged 52 SP:Iteration 22Q (8579.370000 sec): 3 clusters Score: Raw -2121244.728945 + Penalty 4704.717268 = -2116540.011677 nChanged 47 SP:Iteration 23Q (8579.420000 sec): 3 clusters Score: Raw -2121259.702805 + Penalty 4704.717268 = -2116554.985537 nChanged 37 SP:Iteration 24Q (8579.480000 sec): 3 clusters Score: Raw -2121272.667972 + Penalty 4704.717268 = -2116567.950705 nChanged 32 SP:Iteration 25Q (8579.530000 sec): 3 clusters Score: Raw -2121280.965882 + Penalty 4704.717268 = -2116576.248614 nChanged 23 SP:Iteration 26Q (8579.580000 sec): 3 clusters Score: Raw -2121286.281974 + Penalty 4704.717268 = -2116581.564707 nChanged 22 SP:Iteration 27Q (8579.640000 sec): 3 clusters Score: Raw -2121292.500383 + Penalty 4704.717268 = -2116587.783115 nChanged 30 SP:Iteration 28Q (8579.690000 sec): 3 clusters Score: Raw -2121300.903887 + Penalty 4704.717268 = -2116596.186619 nChanged 21 SP:Iteration 29Q (8579.740000 sec): 3 clusters Score: Raw -2121306.876283 + Penalty 4704.717268 = -2116602.159016 nChanged 20 SP:Iteration 30Q (8579.800000 sec): 3 clusters Score: Raw -2121312.657201 + Penalty 4704.717268 = -2116607.939933 nChanged 20 SP:Iteration 31Q (8579.850000 sec): 3 clusters Score: Raw -2121318.181411 + Penalty 4704.717268 = -2116613.464143 nChanged 17 SP:Iteration 32Q (8579.900000 sec): 3 clusters Score: Raw -2121321.635117 + Penalty 4704.717268 = -2116616.917850 nChanged 18 SP:Iteration 33Q (8579.950000 sec): 3 clusters Score: Raw -2121326.081510 + Penalty 4704.717268 = -2116621.364242 nChanged 12 SP:Iteration 34Q (8580.010000 sec): 3 clusters Score: Raw -2121329.577234 + Penalty 4704.717268 = -2116624.859966 nChanged 12 SP:Iteration 35Q (8580.060000 sec): 3 clusters Score: Raw -2121331.990701 + Penalty 4704.717268 = -2116627.273434 nChanged 9 SP:Iteration 36Q (8580.110000 sec): 3 clusters Score: Raw -2121333.618537 + Penalty 4704.717268 = -2116628.901269 nChanged 4 SP:Iteration 37Q (8580.160000 sec): 3 clusters Score: Raw -2121334.161540 + Penalty 4704.717268 = -2116629.444272 nChanged 2 SP:Iteration 38Q (8580.210000 sec): 3 clusters Score: Raw -2121334.412169 + Penalty 4704.717268 = -2116629.694901 nChanged 2 SP:Iteration 39Q (8580.270000 sec): 3 clusters Score: Raw -2121334.690574 + Penalty 4704.717268 = -2116629.973306 nChanged 2 SP:Iteration 40F (8580.330000 sec): 3 clusters Score: Raw -2121334.858870 + Penalty 4704.717268 = -2116630.141603 nChanged 3 SP:Iteration 41Q (8580.390000 sec): 3 clusters Score: Raw -2121335.471678 + Penalty 4704.717268 = -2116630.754411 nChanged 6 SP:Iteration 42Q (8580.440000 sec): 3 clusters Score: Raw -2121337.170122 + Penalty 4704.717268 = -2116632.452854 nChanged 1 SP:Iteration 43Q (8580.490000 sec): 3 clusters Score: Raw -2121337.382990 + Penalty 4704.717268 = -2116632.665722 nChanged 2 SP:Iteration 44Q (8580.540000 sec): 3 clusters Score: Raw -2121338.068668 + Penalty 4704.717268 = -2116633.351400 nChanged 4 SP:Iteration 45Q (8580.590000 sec): 3 clusters Score: Raw -2121339.207386 + Penalty 4704.717268 = -2116634.490118 nChanged 4 SP:Iteration 46Q (8580.650000 sec): 3 clusters Score: Raw -2121340.094211 + Penalty 4704.717268 = -2116635.376943 nChanged 4 SP:Iteration 47Q (8580.700000 sec): 3 clusters Score: Raw -2121340.889110 + Penalty 4704.717268 = -2116636.171842 nChanged 3 SP:Iteration 48Q (8580.750000 sec): 3 clusters Score: Raw -2121341.614299 + Penalty 4704.717268 = -2116636.897031 nChanged 5 SP:Iteration 49Q (8580.800000 sec): 3 clusters Score: Raw -2121342.379243 + Penalty 4704.717268 = -2116637.661976 nChanged 5 SP:Iteration 50Q (8580.850000 sec): 3 clusters Score: Raw -2121343.598239 + Penalty 4704.717268 = -2116638.880972 nChanged 5 SP:Iteration 51Q (8580.910000 sec): 3 clusters Score: Raw -2121344.672772 + Penalty 4704.717268 = -2116639.955505 nChanged 6 SP:Iteration 52Q (8580.960000 sec): 3 clusters Score: Raw -2121346.456088 + Penalty 4704.717268 = -2116641.738820 nChanged 12 SP:Iteration 53Q (8581.010000 sec): 3 clusters Score: Raw -2121348.482130 + Penalty 4704.717268 = -2116643.764862 nChanged 5 SP:Iteration 54Q (8581.070000 sec): 3 clusters Score: Raw -2121349.137449 + Penalty 4704.717268 = -2116644.420182 nChanged 2 SP:Iteration 55Q (8581.120000 sec): 3 clusters Score: Raw -2121349.385791 + Penalty 4704.717268 = -2116644.668523 nChanged 1 SP:Iteration 56Q (8581.170000 sec): 3 clusters Score: Raw -2121349.604129 + Penalty 4704.717268 = -2116644.886861 nChanged 0 SP:Iteration 57F (8581.230000 sec): 3 clusters Score: Raw -2121349.604129 + Penalty 4704.717268 = -2116644.886861 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 7 (15765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8581.300000 sec): 2 clusters Score: Raw -2436501.024421 + Penalty 2397.055798 = -2434103.968623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8581.380000 sec): 3 clusters Score: Raw -2427562.613235 + Penalty 4794.111596 = -2422768.501639 nChanged 6836 SP:Iteration 1F (8581.460000 sec): 3 clusters Score: Raw -2431228.872430 + Penalty 4794.111596 = -2426434.760834 nChanged 950 SP:Iteration 2F (8581.540000 sec): 3 clusters Score: Raw -2431648.445442 + Penalty 4794.111596 = -2426854.333846 nChanged 856 SP:Iteration 3F (8581.610000 sec): 3 clusters Score: Raw -2432067.177817 + Penalty 4794.111596 = -2427273.066222 nChanged 795 SP:Iteration 4F (8581.690000 sec): 3 clusters Score: Raw -2432462.148920 + Penalty 4794.111596 = -2427668.037325 nChanged 813 SP:Iteration 5F (8581.770000 sec): 3 clusters Score: Raw -2432895.610074 + Penalty 4794.111596 = -2428101.498478 nChanged 785 SP:Iteration 6Q (8581.850000 sec): 3 clusters Score: Raw -2433376.343884 + Penalty 4794.111596 = -2428582.232288 nChanged 860 SP:Iteration 7F (8581.930000 sec): 3 clusters Score: Raw -2433970.250235 + Penalty 4794.111596 = -2429176.138640 nChanged 906 SP:Iteration 8F (8582.000000 sec): 3 clusters Score: Raw -2434715.874195 + Penalty 4794.111596 = -2429921.762599 nChanged 892 SP:Iteration 9F (8582.080000 sec): 3 clusters Score: Raw -2435560.610483 + Penalty 4794.111596 = -2430766.498888 nChanged 804 SP:Iteration 10F (8582.150000 sec): 3 clusters Score: Raw -2436380.537309 + Penalty 4794.111596 = -2431586.425713 nChanged 668 SP:Iteration 11Q (8582.230000 sec): 3 clusters Score: Raw -2437135.453970 + Penalty 4794.111596 = -2432341.342375 nChanged 492 SP:Iteration 12Q (8582.310000 sec): 3 clusters Score: Raw -2437640.147691 + Penalty 4794.111596 = -2432846.036095 nChanged 339 SP:Iteration 13Q (8582.380000 sec): 3 clusters Score: Raw -2437913.451689 + Penalty 4794.111596 = -2433119.340094 nChanged 216 SP:Iteration 14Q (8582.450000 sec): 3 clusters Score: Raw -2438048.279986 + Penalty 4794.111596 = -2433254.168390 nChanged 129 SP:Iteration 15Q (8582.520000 sec): 3 clusters Score: Raw -2438109.015631 + Penalty 4794.111596 = -2433314.904036 nChanged 87 SP:Iteration 16Q (8582.590000 sec): 3 clusters Score: Raw -2438138.434138 + Penalty 4794.111596 = -2433344.322542 nChanged 54 SP:Iteration 17Q (8582.650000 sec): 3 clusters Score: Raw -2438160.810355 + Penalty 4794.111596 = -2433366.698760 nChanged 51 SP:Iteration 18Q (8582.720000 sec): 3 clusters Score: Raw -2438176.075554 + Penalty 4794.111596 = -2433381.963958 nChanged 33 SP:Iteration 19Q (8582.790000 sec): 3 clusters Score: Raw -2438185.732496 + Penalty 4794.111596 = -2433391.620900 nChanged 15 SP:Iteration 20F (8582.870000 sec): 3 clusters Score: Raw -2438189.691952 + Penalty 4794.111596 = -2433395.580356 nChanged 8 SP:Iteration 21Q (8582.930000 sec): 3 clusters Score: Raw -2438190.942007 + Penalty 4794.111596 = -2433396.830411 nChanged 3 SP:Iteration 22Q (8583.000000 sec): 3 clusters Score: Raw -2438191.519296 + Penalty 4794.111596 = -2433397.407700 nChanged 1 SP:Iteration 23Q (8583.070000 sec): 3 clusters Score: Raw -2438191.644061 + Penalty 4794.111596 = -2433397.532466 nChanged 0 SP:Iteration 24F (8583.150000 sec): 3 clusters Score: Raw -2438191.644061 + Penalty 4794.111596 = -2433397.532466 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 8 (3131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8583.170000 sec): 2 clusters Score: Raw -506255.024918 + Penalty 1996.178715 = -504258.846203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8583.180000 sec): 3 clusters Score: Raw -504902.511098 + Penalty 3992.357430 = -500910.153668 nChanged 1073 SP:Iteration 1F (8583.200000 sec): 3 clusters Score: Raw -505571.671418 + Penalty 3992.357430 = -501579.313989 nChanged 233 SP:Iteration 2F (8583.210000 sec): 3 clusters Score: Raw -505749.029694 + Penalty 3992.357430 = -501756.672264 nChanged 141 SP:Iteration 3Q (8583.230000 sec): 3 clusters Score: Raw -505834.041658 + Penalty 3992.357430 = -501841.684228 nChanged 99 SP:Iteration 4Q (8583.250000 sec): 3 clusters Score: Raw -505902.673244 + Penalty 3992.357430 = -501910.315814 nChanged 79 SP:Iteration 5Q (8583.260000 sec): 3 clusters Score: Raw -505957.239938 + Penalty 3992.357430 = -501964.882508 nChanged 71 SP:Iteration 6Q (8583.270000 sec): 3 clusters Score: Raw -506002.307122 + Penalty 3992.357430 = -502009.949692 nChanged 66 SP:Iteration 7Q (8583.290000 sec): 3 clusters Score: Raw -506038.153986 + Penalty 3992.357430 = -502045.796556 nChanged 43 SP:Iteration 8Q (8583.310000 sec): 3 clusters Score: Raw -506059.887620 + Penalty 3992.357430 = -502067.530190 nChanged 44 SP:Iteration 9Q (8583.320000 sec): 3 clusters Score: Raw -506084.580650 + Penalty 3992.357430 = -502092.223221 nChanged 35 SP:Iteration 10Q (8583.340000 sec): 3 clusters Score: Raw -506103.514214 + Penalty 3992.357430 = -502111.156784 nChanged 31 SP:Iteration 11Q (8583.350000 sec): 3 clusters Score: Raw -506116.240139 + Penalty 3992.357430 = -502123.882709 nChanged 20 SP:Iteration 12Q (8583.370000 sec): 3 clusters Score: Raw -506125.450050 + Penalty 3992.357430 = -502133.092621 nChanged 16 SP:Iteration 13Q (8583.380000 sec): 3 clusters Score: Raw -506134.705509 + Penalty 3992.357430 = -502142.348079 nChanged 17 SP:Iteration 14Q (8583.400000 sec): 3 clusters Score: Raw -506144.074876 + Penalty 3992.357430 = -502151.717446 nChanged 10 SP:Iteration 15Q (8583.410000 sec): 3 clusters Score: Raw -506147.317201 + Penalty 3992.357430 = -502154.959771 nChanged 5 SP:Iteration 16Q (8583.430000 sec): 3 clusters Score: Raw -506149.091740 + Penalty 3992.357430 = -502156.734310 nChanged 6 SP:Iteration 17Q (8583.450000 sec): 3 clusters Score: Raw -506151.205161 + Penalty 3992.357430 = -502158.847731 nChanged 9 SP:Iteration 18Q (8583.460000 sec): 3 clusters Score: Raw -506154.087312 + Penalty 3992.357430 = -502161.729882 nChanged 10 SP:Iteration 19Q (8583.470000 sec): 3 clusters Score: Raw -506158.224009 + Penalty 3992.357430 = -502165.866579 nChanged 9 SP:Iteration 20F (8583.490000 sec): 3 clusters Score: Raw -506162.377898 + Penalty 3992.357430 = -502170.020468 nChanged 4 SP:Iteration 21Q (8583.510000 sec): 3 clusters Score: Raw -506163.464746 + Penalty 3992.357430 = -502171.107316 nChanged 2 SP:Iteration 22Q (8583.520000 sec): 3 clusters Score: Raw -506165.270644 + Penalty 3992.357430 = -502172.913214 nChanged 6 SP:Iteration 23Q (8583.540000 sec): 3 clusters Score: Raw -506167.407203 + Penalty 3992.357430 = -502175.049774 nChanged 5 SP:Iteration 24Q (8583.550000 sec): 3 clusters Score: Raw -506169.181827 + Penalty 3992.357430 = -502176.824397 nChanged 3 SP:Iteration 25Q (8583.570000 sec): 3 clusters Score: Raw -506170.547241 + Penalty 3992.357430 = -502178.189811 nChanged 4 SP:Iteration 26Q (8583.580000 sec): 3 clusters Score: Raw -506172.771944 + Penalty 3992.357430 = -502180.414514 nChanged 4 SP:Iteration 27Q (8583.600000 sec): 3 clusters Score: Raw -506176.122234 + Penalty 3992.357430 = -502183.764804 nChanged 7 SP:Iteration 28Q (8583.610000 sec): 3 clusters Score: Raw -506179.669774 + Penalty 3992.357430 = -502187.312345 nChanged 5 SP:Iteration 29Q (8583.630000 sec): 3 clusters Score: Raw -506182.387595 + Penalty 3992.357430 = -502190.030165 nChanged 5 SP:Iteration 30Q (8583.650000 sec): 3 clusters Score: Raw -506184.205919 + Penalty 3992.357430 = -502191.848489 nChanged 6 SP:Iteration 31Q (8583.660000 sec): 3 clusters Score: Raw -506186.792120 + Penalty 3992.357430 = -502194.434690 nChanged 6 SP:Iteration 32Q (8583.680000 sec): 3 clusters Score: Raw -506189.347707 + Penalty 3992.357430 = -502196.990278 nChanged 1 SP:Iteration 33Q (8583.690000 sec): 3 clusters Score: Raw -506189.727499 + Penalty 3992.357430 = -502197.370069 nChanged 1 SP:Iteration 34Q (8583.710000 sec): 3 clusters Score: Raw -506189.925782 + Penalty 3992.357430 = -502197.568352 nChanged 1 SP:Iteration 35Q (8583.720000 sec): 3 clusters Score: Raw -506190.474499 + Penalty 3992.357430 = -502198.117069 nChanged 0 SP:Iteration 36F (8583.740000 sec): 3 clusters Score: Raw -506190.474499 + Penalty 3992.357430 = -502198.117069 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 9 (1020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8583.750000 sec): 2 clusters Score: Raw -165630.769240 + Penalty 1718.034361 = -163912.734879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8583.750000 sec): 3 clusters Score: Raw -165377.337071 + Penalty 3436.068722 = -161941.268349 nChanged 273 SP:Iteration 1F (8583.760000 sec): 3 clusters Score: Raw -165669.149746 + Penalty 3436.068722 = -162233.081024 nChanged 69 SP:Iteration 2F (8583.760000 sec): 3 clusters Score: Raw -165755.293940 + Penalty 3436.068722 = -162319.225219 nChanged 37 SP:Iteration 3Q (8583.770000 sec): 3 clusters Score: Raw -165792.177999 + Penalty 3436.068722 = -162356.109277 nChanged 23 SP:Iteration 4Q (8583.770000 sec): 3 clusters Score: Raw -165817.209694 + Penalty 3436.068722 = -162381.140972 nChanged 11 SP:Iteration 5Q (8583.780000 sec): 3 clusters Score: Raw -165829.047826 + Penalty 3436.068722 = -162392.979105 nChanged 6 SP:Iteration 6Q (8583.780000 sec): 3 clusters Score: Raw -165834.902758 + Penalty 3436.068722 = -162398.834037 nChanged 2 SP:Iteration 7Q (8583.790000 sec): 3 clusters Score: Raw -165838.809953 + Penalty 3436.068722 = -162402.741231 nChanged 1 SP:Iteration 8Q (8583.790000 sec): 3 clusters Score: Raw -165839.307592 + Penalty 3436.068722 = -162403.238871 nChanged 0 SP:Iteration 9F (8583.800000 sec): 3 clusters Score: Raw -165839.307592 + Penalty 3436.068722 = -162403.238871 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 10 (5101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8583.820000 sec): 2 clusters Score: Raw -776927.215951 + Penalty 2117.223586 = -774809.992365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8583.850000 sec): 3 clusters Score: Raw -774490.574804 + Penalty 4234.447171 = -770256.127633 nChanged 1955 SP:Iteration 1F (8583.870000 sec): 3 clusters Score: Raw -775676.135489 + Penalty 4234.447171 = -771441.688317 nChanged 420 SP:Iteration 2F (8583.900000 sec): 3 clusters Score: Raw -775999.407456 + Penalty 4234.447171 = -771764.960285 nChanged 335 SP:Iteration 3F (8583.930000 sec): 3 clusters Score: Raw -776270.206838 + Penalty 4234.447171 = -772035.759667 nChanged 280 SP:Iteration 4F (8583.950000 sec): 3 clusters Score: Raw -776491.011972 + Penalty 4234.447171 = -772256.564800 nChanged 226 SP:Iteration 5Q (8583.970000 sec): 3 clusters Score: Raw -776640.218570 + Penalty 4234.447171 = -772405.771399 nChanged 178 SP:Iteration 6Q (8584.000000 sec): 3 clusters Score: Raw -776767.726702 + Penalty 4234.447171 = -772533.279530 nChanged 149 SP:Iteration 7Q (8584.030000 sec): 3 clusters Score: Raw -776874.459405 + Penalty 4234.447171 = -772640.012234 nChanged 163 SP:Iteration 8Q (8584.050000 sec): 3 clusters Score: Raw -777002.250473 + Penalty 4234.447171 = -772767.803302 nChanged 152 SP:Iteration 9Q (8584.070000 sec): 3 clusters Score: Raw -777155.815139 + Penalty 4234.447171 = -772921.367967 nChanged 140 SP:Iteration 10Q (8584.100000 sec): 3 clusters Score: Raw -777316.054638 + Penalty 4234.447171 = -773081.607467 nChanged 143 SP:Iteration 11Q (8584.130000 sec): 3 clusters Score: Raw -777460.781380 + Penalty 4234.447171 = -773226.334208 nChanged 126 SP:Iteration 12Q (8584.150000 sec): 3 clusters Score: Raw -777543.664536 + Penalty 4234.447171 = -773309.217364 nChanged 82 SP:Iteration 13Q (8584.170000 sec): 3 clusters Score: Raw -777597.213744 + Penalty 4234.447171 = -773362.766572 nChanged 78 SP:Iteration 14Q (8584.190000 sec): 3 clusters Score: Raw -777642.200160 + Penalty 4234.447171 = -773407.752989 nChanged 67 SP:Iteration 15Q (8584.220000 sec): 3 clusters Score: Raw -777677.172802 + Penalty 4234.447171 = -773442.725630 nChanged 48 SP:Iteration 16Q (8584.240000 sec): 3 clusters Score: Raw -777700.066980 + Penalty 4234.447171 = -773465.619809 nChanged 37 SP:Iteration 17Q (8584.270000 sec): 3 clusters Score: Raw -777717.960614 + Penalty 4234.447171 = -773483.513442 nChanged 25 SP:Iteration 18Q (8584.290000 sec): 3 clusters Score: Raw -777728.109182 + Penalty 4234.447171 = -773493.662010 nChanged 23 SP:Iteration 19Q (8584.310000 sec): 3 clusters Score: Raw -777737.297311 + Penalty 4234.447171 = -773502.850140 nChanged 15 SP:Iteration 20F (8584.340000 sec): 3 clusters Score: Raw -777743.154810 + Penalty 4234.447171 = -773508.707638 nChanged 7 SP:Iteration 21Q (8584.360000 sec): 3 clusters Score: Raw -777746.312214 + Penalty 4234.447171 = -773511.865043 nChanged 11 SP:Iteration 22Q (8584.380000 sec): 3 clusters Score: Raw -777751.048924 + Penalty 4234.447171 = -773516.601752 nChanged 6 SP:Iteration 23Q (8584.410000 sec): 3 clusters Score: Raw -777753.717157 + Penalty 4234.447171 = -773519.269985 nChanged 5 SP:Iteration 24Q (8584.430000 sec): 3 clusters Score: Raw -777756.371509 + Penalty 4234.447171 = -773521.924338 nChanged 6 SP:Iteration 25Q (8584.450000 sec): 3 clusters Score: Raw -777758.643031 + Penalty 4234.447171 = -773524.195860 nChanged 3 SP:Iteration 26Q (8584.470000 sec): 3 clusters Score: Raw -777759.698712 + Penalty 4234.447171 = -773525.251540 nChanged 4 SP:Iteration 27Q (8584.500000 sec): 3 clusters Score: Raw -777760.760756 + Penalty 4234.447171 = -773526.313585 nChanged 3 SP:Iteration 28Q (8584.520000 sec): 3 clusters Score: Raw -777761.695508 + Penalty 4234.447171 = -773527.248336 nChanged 4 SP:Iteration 29Q (8584.550000 sec): 3 clusters Score: Raw -777763.444523 + Penalty 4234.447171 = -773528.997352 nChanged 4 SP:Iteration 30Q (8584.570000 sec): 3 clusters Score: Raw -777765.326127 + Penalty 4234.447171 = -773530.878956 nChanged 6 SP:Iteration 31Q (8584.590000 sec): 3 clusters Score: Raw -777768.296435 + Penalty 4234.447171 = -773533.849264 nChanged 9 SP:Iteration 32Q (8584.610000 sec): 3 clusters Score: Raw -777771.401075 + Penalty 4234.447171 = -773536.953903 nChanged 8 SP:Iteration 33Q (8584.640000 sec): 3 clusters Score: Raw -777773.378070 + Penalty 4234.447171 = -773538.930899 nChanged 5 SP:Iteration 34Q (8584.660000 sec): 3 clusters Score: Raw -777775.298398 + Penalty 4234.447171 = -773540.851226 nChanged 7 SP:Iteration 35Q (8584.680000 sec): 3 clusters Score: Raw -777776.812249 + Penalty 4234.447171 = -773542.365078 nChanged 1 SP:Iteration 36Q (8584.710000 sec): 3 clusters Score: Raw -777777.183371 + Penalty 4234.447171 = -773542.736200 nChanged 1 SP:Iteration 37Q (8584.730000 sec): 3 clusters Score: Raw -777777.414395 + Penalty 4234.447171 = -773542.967223 nChanged 1 SP:Iteration 38Q (8584.750000 sec): 3 clusters Score: Raw -777777.663780 + Penalty 4234.447171 = -773543.216609 nChanged 1 SP:Iteration 39Q (8584.770000 sec): 3 clusters Score: Raw -777777.991696 + Penalty 4234.447171 = -773543.544525 nChanged 1 SP:Iteration 40F (8584.800000 sec): 3 clusters Score: Raw -777778.238685 + Penalty 4234.447171 = -773543.791514 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 11 (848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8584.810000 sec): 2 clusters Score: Raw -133375.897656 + Penalty 1672.234398 = -131703.663258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8584.810000 sec): 3 clusters Score: Raw -133201.548410 + Penalty 3344.468795 = -129857.079615 nChanged 187 SP:Iteration 1F (8584.810000 sec): 3 clusters Score: Raw -133457.016315 + Penalty 3344.468795 = -130112.547520 nChanged 57 SP:Iteration 2F (8584.820000 sec): 3 clusters Score: Raw -133558.094404 + Penalty 3344.468795 = -130213.625609 nChanged 36 SP:Iteration 3Q (8584.830000 sec): 3 clusters Score: Raw -133612.043401 + Penalty 3344.468795 = -130267.574605 nChanged 16 SP:Iteration 4Q (8584.830000 sec): 3 clusters Score: Raw -133647.412451 + Penalty 3344.468795 = -130302.943655 nChanged 12 SP:Iteration 5Q (8584.830000 sec): 3 clusters Score: Raw -133666.229660 + Penalty 3344.468795 = -130321.760865 nChanged 6 SP:Iteration 6Q (8584.840000 sec): 3 clusters Score: Raw -133671.969951 + Penalty 3344.468795 = -130327.501156 nChanged 6 SP:Iteration 7Q (8584.840000 sec): 3 clusters Score: Raw -133683.736443 + Penalty 3344.468795 = -130339.267647 nChanged 8 SP:Iteration 8Q (8584.850000 sec): 3 clusters Score: Raw -133696.959237 + Penalty 3344.468795 = -130352.490442 nChanged 4 SP:Iteration 9Q (8584.850000 sec): 3 clusters Score: Raw -133707.117318 + Penalty 3344.468795 = -130362.648522 nChanged 3 SP:Iteration 10Q (8584.850000 sec): 3 clusters Score: Raw -133710.620088 + Penalty 3344.468795 = -130366.151292 nChanged 2 SP:Iteration 11Q (8584.860000 sec): 3 clusters Score: Raw -133714.396482 + Penalty 3344.468795 = -130369.927686 nChanged 6 SP:Iteration 12Q (8584.860000 sec): 3 clusters Score: Raw -133720.326988 + Penalty 3344.468795 = -130375.858192 nChanged 1 SP:Iteration 13Q (8584.870000 sec): 3 clusters Score: Raw -133721.233317 + Penalty 3344.468795 = -130376.764522 nChanged 1 SP:Iteration 14Q (8584.870000 sec): 3 clusters Score: Raw -133722.528590 + Penalty 3344.468795 = -130378.059794 nChanged 0 SP:Iteration 15F (8584.870000 sec): 3 clusters Score: Raw -133722.528590 + Penalty 3344.468795 = -130378.059794 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 12 (625643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8587.520000 sec): 2 clusters Score: Raw -99543235.023980 + Penalty 3309.940730 = -99539925.083250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8590.690000 sec): 3 clusters Score: Raw -99123733.139153 + Penalty 6619.881459 = -99117113.257694 nChanged 305790 SP:Iteration 1F (8593.840000 sec): 3 clusters Score: Raw -99310279.783846 + Penalty 6619.881459 = -99303659.902387 nChanged 18951 SP:Iteration 2Q (8597.040000 sec): 3 clusters Score: Raw -99315749.006229 + Penalty 6619.881459 = -99309129.124770 nChanged 24043 SP:Iteration 3Q (8600.250000 sec): 3 clusters Score: Raw -99324882.347472 + Penalty 6619.881459 = -99318262.466012 nChanged 31138 SP:Iteration 4Q (8603.460000 sec): 3 clusters Score: Raw -99340147.451829 + Penalty 6619.881459 = -99333527.570370 nChanged 38431 SP:Iteration 5F (8606.620000 sec): 3 clusters Score: Raw -99364218.408568 + Penalty 6619.881459 = -99357598.527109 nChanged 44452 SP:Iteration 6F (8609.760000 sec): 3 clusters Score: Raw -99398364.449589 + Penalty 6619.881459 = -99391744.568130 nChanged 44104 SP:Iteration 7F (8612.900000 sec): 3 clusters Score: Raw -99435966.106497 + Penalty 6619.881459 = -99429346.225038 nChanged 35734 SP:Iteration 8F (8616.040000 sec): 3 clusters Score: Raw -99463801.204351 + Penalty 6619.881459 = -99457181.322892 nChanged 25750 SP:Iteration 9Q (8619.060000 sec): 3 clusters Score: Raw -99478871.372674 + Penalty 6619.881459 = -99472251.491215 nChanged 18111 SP:Iteration 10Q (8621.950000 sec): 3 clusters Score: Raw -99487312.440530 + Penalty 6619.881459 = -99480692.559071 nChanged 13887 SP:Iteration 11Q (8624.770000 sec): 3 clusters Score: Raw -99493318.265854 + Penalty 6619.881459 = -99486698.384394 nChanged 12003 SP:Iteration 12Q (8627.520000 sec): 3 clusters Score: Raw -99498644.941676 + Penalty 6619.881459 = -99492025.060217 nChanged 11431 SP:Iteration 13Q (8630.210000 sec): 3 clusters Score: Raw -99504014.640461 + Penalty 6619.881459 = -99497394.759002 nChanged 11264 SP:Iteration 14Q (8632.840000 sec): 3 clusters Score: Raw -99509785.445186 + Penalty 6619.881459 = -99503165.563727 nChanged 11002 SP:Iteration 15Q (8635.410000 sec): 3 clusters Score: Raw -99515887.237330 + Penalty 6619.881459 = -99509267.355871 nChanged 10275 SP:Iteration 16Q (8637.920000 sec): 3 clusters Score: Raw -99521948.674702 + Penalty 6619.881459 = -99515328.793242 nChanged 9062 SP:Iteration 17Q (8640.360000 sec): 3 clusters Score: Raw -99527624.473567 + Penalty 6619.881459 = -99521004.592108 nChanged 7553 SP:Iteration 18Q (8642.750000 sec): 3 clusters Score: Raw -99532615.469798 + Penalty 6619.881459 = -99525995.588339 nChanged 5814 SP:Iteration 19Q (8645.050000 sec): 3 clusters Score: Raw -99536644.718570 + Penalty 6619.881459 = -99530024.837111 nChanged 3932 SP:Iteration 20F (8648.170000 sec): 3 clusters Score: Raw -99539413.670270 + Penalty 6619.881459 = -99532793.788811 nChanged 2601 SP:Iteration 21Q (8650.390000 sec): 3 clusters Score: Raw -99541287.439956 + Penalty 6619.881459 = -99534667.558497 nChanged 1622 SP:Iteration 22Q (8652.590000 sec): 3 clusters Score: Raw -99542410.105231 + Penalty 6619.881459 = -99535790.223772 nChanged 1045 SP:Iteration 23Q (8654.770000 sec): 3 clusters Score: Raw -99543083.230634 + Penalty 6619.881459 = -99536463.349174 nChanged 782 SP:Iteration 24Q (8656.940000 sec): 3 clusters Score: Raw -99543499.232677 + Penalty 6619.881459 = -99536879.351218 nChanged 517 SP:Iteration 25Q (8659.110000 sec): 3 clusters Score: Raw -99543722.851500 + Penalty 6619.881459 = -99537102.970041 nChanged 393 SP:Iteration 26Q (8661.270000 sec): 3 clusters Score: Raw -99543862.220519 + Penalty 6619.881459 = -99537242.339060 nChanged 277 SP:Iteration 27Q (8663.420000 sec): 3 clusters Score: Raw -99543944.121276 + Penalty 6619.881459 = -99537324.239817 nChanged 219 SP:Iteration 28Q (8665.580000 sec): 3 clusters Score: Raw -99544005.773936 + Penalty 6619.881459 = -99537385.892477 nChanged 184 SP:Iteration 29Q (8667.740000 sec): 3 clusters Score: Raw -99544058.594738 + Penalty 6619.881459 = -99537438.713279 nChanged 158 SP:Iteration 30Q (8669.890000 sec): 3 clusters Score: Raw -99544101.047749 + Penalty 6619.881459 = -99537481.166290 nChanged 130 SP:Iteration 31Q (8672.040000 sec): 3 clusters Score: Raw -99544130.744493 + Penalty 6619.881459 = -99537510.863034 nChanged 102 SP:Iteration 32Q (8674.190000 sec): 3 clusters Score: Raw -99544151.161153 + Penalty 6619.881459 = -99537531.279694 nChanged 73 SP:Iteration 33Q (8676.340000 sec): 3 clusters Score: Raw -99544167.950952 + Penalty 6619.881459 = -99537548.069493 nChanged 75 SP:Iteration 34Q (8678.490000 sec): 3 clusters Score: Raw -99544183.925042 + Penalty 6619.881459 = -99537564.043583 nChanged 60 SP:Iteration 35Q (8680.640000 sec): 3 clusters Score: Raw -99544197.399861 + Penalty 6619.881459 = -99537577.518402 nChanged 54 SP:Iteration 36Q (8682.780000 sec): 3 clusters Score: Raw -99544209.630559 + Penalty 6619.881459 = -99537589.749099 nChanged 60 SP:Iteration 37Q (8684.930000 sec): 3 clusters Score: Raw -99544219.681125 + Penalty 6619.881459 = -99537599.799666 nChanged 36 SP:Iteration 38Q (8687.080000 sec): 3 clusters Score: Raw -99544225.100228 + Penalty 6619.881459 = -99537605.218768 nChanged 24 SP:Iteration 39Q (8689.230000 sec): 3 clusters Score: Raw -99544229.396002 + Penalty 6619.881459 = -99537609.514543 nChanged 26 SP:Iteration 40F (8692.340000 sec): 3 clusters Score: Raw -99544233.676740 + Penalty 6619.881459 = -99537613.795281 nChanged 23 SP:Iteration 41Q (8694.480000 sec): 3 clusters Score: Raw -99544237.488699 + Penalty 6619.881459 = -99537617.607240 nChanged 23 SP:Iteration 42Q (8696.630000 sec): 3 clusters Score: Raw -99544241.247299 + Penalty 6619.881459 = -99537621.365840 nChanged 18 SP:Iteration 43Q (8698.780000 sec): 3 clusters Score: Raw -99544244.193575 + Penalty 6619.881459 = -99537624.312116 nChanged 11 SP:Iteration 44Q (8700.930000 sec): 3 clusters Score: Raw -99544245.626650 + Penalty 6619.881459 = -99537625.745191 nChanged 10 SP:Iteration 45Q (8703.080000 sec): 3 clusters Score: Raw -99544247.365626 + Penalty 6619.881459 = -99537627.484167 nChanged 9 SP:Iteration 46Q (8705.220000 sec): 3 clusters Score: Raw -99544249.340903 + Penalty 6619.881459 = -99537629.459444 nChanged 12 SP:Iteration 47Q (8707.370000 sec): 3 clusters Score: Raw -99544251.198037 + Penalty 6619.881459 = -99537631.316578 nChanged 15 SP:Iteration 48Q (8709.520000 sec): 3 clusters Score: Raw -99544253.581950 + Penalty 6619.881459 = -99537633.700491 nChanged 15 SP:Iteration 49Q (8711.670000 sec): 3 clusters Score: Raw -99544256.044375 + Penalty 6619.881459 = -99537636.162916 nChanged 11 SP:Iteration 50Q (8713.820000 sec): 3 clusters Score: Raw -99544257.597671 + Penalty 6619.881459 = -99537637.716211 nChanged 8 SP:Iteration 51Q (8715.970000 sec): 3 clusters Score: Raw -99544258.835620 + Penalty 6619.881459 = -99537638.954161 nChanged 5 SP:Iteration 52Q (8718.120000 sec): 3 clusters Score: Raw -99544259.571511 + Penalty 6619.881459 = -99537639.690051 nChanged 8 SP:Iteration 53Q (8720.270000 sec): 3 clusters Score: Raw -99544260.882341 + Penalty 6619.881459 = -99537641.000881 nChanged 7 SP:Iteration 54Q (8722.420000 sec): 3 clusters Score: Raw -99544261.931905 + Penalty 6619.881459 = -99537642.050446 nChanged 6 SP:Iteration 55Q (8724.570000 sec): 3 clusters Score: Raw -99544262.975254 + Penalty 6619.881459 = -99537643.093795 nChanged 8 SP:Iteration 56Q (8726.730000 sec): 3 clusters Score: Raw -99544264.160358 + Penalty 6619.881459 = -99537644.278899 nChanged 5 SP:Iteration 57Q (8728.880000 sec): 3 clusters Score: Raw -99544265.076893 + Penalty 6619.881459 = -99537645.195434 nChanged 5 SP:Iteration 58Q (8731.030000 sec): 3 clusters Score: Raw -99544266.055827 + Penalty 6619.881459 = -99537646.174368 nChanged 4 SP:Iteration 59Q (8733.180000 sec): 3 clusters Score: Raw -99544266.588679 + Penalty 6619.881459 = -99537646.707219 nChanged 3 SP:Iteration 60F (8736.290000 sec): 3 clusters Score: Raw -99544266.991684 + Penalty 6619.881459 = -99537647.110224 nChanged 4 SP:Iteration 61Q (8738.440000 sec): 3 clusters Score: Raw -99544267.428632 + Penalty 6619.881459 = -99537647.547173 nChanged 7 SP:Iteration 62Q (8740.600000 sec): 3 clusters Score: Raw -99544268.453661 + Penalty 6619.881459 = -99537648.572202 nChanged 3 SP:Iteration 63Q (8742.750000 sec): 3 clusters Score: Raw -99544268.834900 + Penalty 6619.881459 = -99537648.953441 nChanged 3 SP:Iteration 64Q (8744.910000 sec): 3 clusters Score: Raw -99544269.238631 + Penalty 6619.881459 = -99537649.357172 nChanged 1 SP:Iteration 65Q (8747.050000 sec): 3 clusters Score: Raw -99544269.442724 + Penalty 6619.881459 = -99537649.561265 nChanged 2 SP:Iteration 66Q (8749.210000 sec): 3 clusters Score: Raw -99544269.697206 + Penalty 6619.881459 = -99537649.815747 nChanged 0 SP:Iteration 67F (8752.320000 sec): 3 clusters Score: Raw -99544269.697206 + Penalty 6619.881459 = -99537649.815747 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 13 (10404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8752.600000 sec): 2 clusters Score: Raw -1675593.184490 + Penalty 2293.986515 = -1673299.197974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8752.660000 sec): 3 clusters Score: Raw -1669983.967158 + Penalty 4587.973031 = -1665395.994128 nChanged 4302 SP:Iteration 1F (8752.710000 sec): 3 clusters Score: Raw -1672296.579686 + Penalty 4587.973031 = -1667708.606655 nChanged 636 SP:Iteration 2F (8752.760000 sec): 3 clusters Score: Raw -1672590.222231 + Penalty 4587.973031 = -1668002.249200 nChanged 519 SP:Iteration 3Q (8752.810000 sec): 3 clusters Score: Raw -1672825.965633 + Penalty 4587.973031 = -1668237.992602 nChanged 451 SP:Iteration 4Q (8752.860000 sec): 3 clusters Score: Raw -1673037.233644 + Penalty 4587.973031 = -1668449.260613 nChanged 430 SP:Iteration 5Q (8752.910000 sec): 3 clusters Score: Raw -1673250.852018 + Penalty 4587.973031 = -1668662.878987 nChanged 430 SP:Iteration 6Q (8752.960000 sec): 3 clusters Score: Raw -1673489.109444 + Penalty 4587.973031 = -1668901.136413 nChanged 428 SP:Iteration 7Q (8753.020000 sec): 3 clusters Score: Raw -1673735.965260 + Penalty 4587.973031 = -1669147.992229 nChanged 448 SP:Iteration 8Q (8753.060000 sec): 3 clusters Score: Raw -1674031.508567 + Penalty 4587.973031 = -1669443.535537 nChanged 432 SP:Iteration 9Q (8753.120000 sec): 3 clusters Score: Raw -1674328.821053 + Penalty 4587.973031 = -1669740.848023 nChanged 413 SP:Iteration 10Q (8753.170000 sec): 3 clusters Score: Raw -1674612.399876 + Penalty 4587.973031 = -1670024.426846 nChanged 362 SP:Iteration 11Q (8753.220000 sec): 3 clusters Score: Raw -1674857.647429 + Penalty 4587.973031 = -1670269.674398 nChanged 291 SP:Iteration 12Q (8753.260000 sec): 3 clusters Score: Raw -1675063.875433 + Penalty 4587.973031 = -1670475.902402 nChanged 266 SP:Iteration 13Q (8753.310000 sec): 3 clusters Score: Raw -1675256.894061 + Penalty 4587.973031 = -1670668.921030 nChanged 216 SP:Iteration 14Q (8753.360000 sec): 3 clusters Score: Raw -1675409.706485 + Penalty 4587.973031 = -1670821.733454 nChanged 165 SP:Iteration 15Q (8753.410000 sec): 3 clusters Score: Raw -1675517.598694 + Penalty 4587.973031 = -1670929.625663 nChanged 110 SP:Iteration 16Q (8753.450000 sec): 3 clusters Score: Raw -1675592.231300 + Penalty 4587.973031 = -1671004.258269 nChanged 89 SP:Iteration 17Q (8753.500000 sec): 3 clusters Score: Raw -1675651.541811 + Penalty 4587.973031 = -1671063.568781 nChanged 71 SP:Iteration 18Q (8753.540000 sec): 3 clusters Score: Raw -1675697.867653 + Penalty 4587.973031 = -1671109.894622 nChanged 57 SP:Iteration 19Q (8753.580000 sec): 3 clusters Score: Raw -1675730.389768 + Penalty 4587.973031 = -1671142.416737 nChanged 36 SP:Iteration 20F (8753.630000 sec): 3 clusters Score: Raw -1675750.595445 + Penalty 4587.973031 = -1671162.622414 nChanged 36 SP:Iteration 21Q (8753.680000 sec): 3 clusters Score: Raw -1675766.779520 + Penalty 4587.973031 = -1671178.806489 nChanged 26 SP:Iteration 22Q (8753.720000 sec): 3 clusters Score: Raw -1675779.812712 + Penalty 4587.973031 = -1671191.839681 nChanged 29 SP:Iteration 23Q (8753.760000 sec): 3 clusters Score: Raw -1675794.612648 + Penalty 4587.973031 = -1671206.639617 nChanged 19 SP:Iteration 24Q (8753.800000 sec): 3 clusters Score: Raw -1675808.425234 + Penalty 4587.973031 = -1671220.452203 nChanged 23 SP:Iteration 25Q (8753.840000 sec): 3 clusters Score: Raw -1675822.529964 + Penalty 4587.973031 = -1671234.556934 nChanged 16 SP:Iteration 26Q (8753.880000 sec): 3 clusters Score: Raw -1675831.291248 + Penalty 4587.973031 = -1671243.318217 nChanged 13 SP:Iteration 27Q (8753.920000 sec): 3 clusters Score: Raw -1675837.555478 + Penalty 4587.973031 = -1671249.582448 nChanged 9 SP:Iteration 28Q (8753.960000 sec): 3 clusters Score: Raw -1675843.326923 + Penalty 4587.973031 = -1671255.353892 nChanged 9 SP:Iteration 29Q (8754.000000 sec): 3 clusters Score: Raw -1675848.539337 + Penalty 4587.973031 = -1671260.566306 nChanged 7 SP:Iteration 30Q (8754.050000 sec): 3 clusters Score: Raw -1675852.854479 + Penalty 4587.973031 = -1671264.881448 nChanged 10 SP:Iteration 31Q (8754.090000 sec): 3 clusters Score: Raw -1675859.293340 + Penalty 4587.973031 = -1671271.320310 nChanged 11 SP:Iteration 32Q (8754.130000 sec): 3 clusters Score: Raw -1675866.366287 + Penalty 4587.973031 = -1671278.393256 nChanged 11 SP:Iteration 33Q (8754.170000 sec): 3 clusters Score: Raw -1675873.338363 + Penalty 4587.973031 = -1671285.365332 nChanged 7 SP:Iteration 34Q (8754.210000 sec): 3 clusters Score: Raw -1675875.878246 + Penalty 4587.973031 = -1671287.905215 nChanged 4 SP:Iteration 35Q (8754.250000 sec): 3 clusters Score: Raw -1675877.687380 + Penalty 4587.973031 = -1671289.714349 nChanged 6 SP:Iteration 36Q (8754.290000 sec): 3 clusters Score: Raw -1675880.294624 + Penalty 4587.973031 = -1671292.321593 nChanged 4 SP:Iteration 37Q (8754.330000 sec): 3 clusters Score: Raw -1675882.580820 + Penalty 4587.973031 = -1671294.607789 nChanged 5 SP:Iteration 38Q (8754.370000 sec): 3 clusters Score: Raw -1675884.711891 + Penalty 4587.973031 = -1671296.738860 nChanged 2 SP:Iteration 39Q (8754.410000 sec): 3 clusters Score: Raw -1675885.545586 + Penalty 4587.973031 = -1671297.572556 nChanged 4 SP:Iteration 40F (8754.460000 sec): 3 clusters Score: Raw -1675887.571767 + Penalty 4587.973031 = -1671299.598736 nChanged 3 SP:Iteration 41Q (8754.500000 sec): 3 clusters Score: Raw -1675889.262316 + Penalty 4587.973031 = -1671301.289285 nChanged 4 SP:Iteration 42Q (8754.540000 sec): 3 clusters Score: Raw -1675891.537662 + Penalty 4587.973031 = -1671303.564632 nChanged 1 SP:Iteration 43Q (8754.580000 sec): 3 clusters Score: Raw -1675891.813981 + Penalty 4587.973031 = -1671303.840951 nChanged 0 SP:Iteration 44F (8754.630000 sec): 3 clusters Score: Raw -1675891.813981 + Penalty 4587.973031 = -1671303.840951 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 14 (55082 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8754.870000 sec): 2 clusters Score: Raw -8429244.833177 + Penalty 2707.311409 = -8426537.521768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8755.150000 sec): 3 clusters Score: Raw -8394851.196533 + Penalty 5414.622818 = -8389436.573714 nChanged 25611 SP:Iteration 1F (8755.420000 sec): 3 clusters Score: Raw -8409475.409497 + Penalty 5414.622818 = -8404060.786679 nChanged 2558 SP:Iteration 2Q (8755.710000 sec): 3 clusters Score: Raw -8410449.572811 + Penalty 5414.622818 = -8405034.949992 nChanged 2801 SP:Iteration 3F (8755.980000 sec): 3 clusters Score: Raw -8411673.591755 + Penalty 5414.622818 = -8406258.968936 nChanged 3119 SP:Iteration 4F (8756.260000 sec): 3 clusters Score: Raw -8413292.312636 + Penalty 5414.622818 = -8407877.689818 nChanged 3513 SP:Iteration 5F (8756.540000 sec): 3 clusters Score: Raw -8415478.876779 + Penalty 5414.622818 = -8410064.253961 nChanged 3736 SP:Iteration 6F (8756.810000 sec): 3 clusters Score: Raw -8418307.953837 + Penalty 5414.622818 = -8412893.331019 nChanged 3687 SP:Iteration 7F (8757.090000 sec): 3 clusters Score: Raw -8421569.922362 + Penalty 5414.622818 = -8416155.299544 nChanged 3088 SP:Iteration 8F (8757.360000 sec): 3 clusters Score: Raw -8424468.357489 + Penalty 5414.622818 = -8419053.734671 nChanged 2200 SP:Iteration 9Q (8757.630000 sec): 3 clusters Score: Raw -8426479.046668 + Penalty 5414.622818 = -8421064.423849 nChanged 1373 SP:Iteration 10Q (8757.880000 sec): 3 clusters Score: Raw -8427500.414156 + Penalty 5414.622818 = -8422085.791337 nChanged 907 SP:Iteration 11Q (8758.110000 sec): 3 clusters Score: Raw -8428071.917138 + Penalty 5414.622818 = -8422657.294319 nChanged 646 SP:Iteration 12Q (8758.340000 sec): 3 clusters Score: Raw -8428422.720083 + Penalty 5414.622818 = -8423008.097265 nChanged 478 SP:Iteration 13Q (8758.560000 sec): 3 clusters Score: Raw -8428651.261919 + Penalty 5414.622818 = -8423236.639101 nChanged 388 SP:Iteration 14Q (8758.780000 sec): 3 clusters Score: Raw -8428855.902174 + Penalty 5414.622818 = -8423441.279356 nChanged 316 SP:Iteration 15Q (8758.990000 sec): 3 clusters Score: Raw -8429015.372389 + Penalty 5414.622818 = -8423600.749570 nChanged 279 SP:Iteration 16Q (8759.200000 sec): 3 clusters Score: Raw -8429152.901124 + Penalty 5414.622818 = -8423738.278306 nChanged 208 SP:Iteration 17Q (8759.400000 sec): 3 clusters Score: Raw -8429260.811706 + Penalty 5414.622818 = -8423846.188887 nChanged 174 SP:Iteration 18Q (8759.610000 sec): 3 clusters Score: Raw -8429339.792025 + Penalty 5414.622818 = -8423925.169206 nChanged 143 SP:Iteration 19Q (8759.820000 sec): 3 clusters Score: Raw -8429411.196350 + Penalty 5414.622818 = -8423996.573531 nChanged 127 SP:Iteration 20F (8760.090000 sec): 3 clusters Score: Raw -8429474.384224 + Penalty 5414.622818 = -8424059.761406 nChanged 124 SP:Iteration 21Q (8760.290000 sec): 3 clusters Score: Raw -8429534.090730 + Penalty 5414.622818 = -8424119.467911 nChanged 87 SP:Iteration 22Q (8760.490000 sec): 3 clusters Score: Raw -8429570.271452 + Penalty 5414.622818 = -8424155.648634 nChanged 64 SP:Iteration 23Q (8760.690000 sec): 3 clusters Score: Raw -8429598.244984 + Penalty 5414.622818 = -8424183.622166 nChanged 61 SP:Iteration 24Q (8760.890000 sec): 3 clusters Score: Raw -8429629.832942 + Penalty 5414.622818 = -8424215.210124 nChanged 61 SP:Iteration 25Q (8761.090000 sec): 3 clusters Score: Raw -8429658.063780 + Penalty 5414.622818 = -8424243.440962 nChanged 48 SP:Iteration 26Q (8761.290000 sec): 3 clusters Score: Raw -8429680.175279 + Penalty 5414.622818 = -8424265.552460 nChanged 30 SP:Iteration 27Q (8761.490000 sec): 3 clusters Score: Raw -8429691.948211 + Penalty 5414.622818 = -8424277.325393 nChanged 20 SP:Iteration 28Q (8761.680000 sec): 3 clusters Score: Raw -8429700.234049 + Penalty 5414.622818 = -8424285.611231 nChanged 23 SP:Iteration 29Q (8761.880000 sec): 3 clusters Score: Raw -8429707.845161 + Penalty 5414.622818 = -8424293.222342 nChanged 14 SP:Iteration 30Q (8762.080000 sec): 3 clusters Score: Raw -8429712.942548 + Penalty 5414.622818 = -8424298.319730 nChanged 11 SP:Iteration 31Q (8762.280000 sec): 3 clusters Score: Raw -8429718.524708 + Penalty 5414.622818 = -8424303.901890 nChanged 17 SP:Iteration 32Q (8762.470000 sec): 3 clusters Score: Raw -8429726.893501 + Penalty 5414.622818 = -8424312.270683 nChanged 14 SP:Iteration 33Q (8762.670000 sec): 3 clusters Score: Raw -8429732.158285 + Penalty 5414.622818 = -8424317.535467 nChanged 11 SP:Iteration 34Q (8762.860000 sec): 3 clusters Score: Raw -8429737.820947 + Penalty 5414.622818 = -8424323.198128 nChanged 15 SP:Iteration 35Q (8763.060000 sec): 3 clusters Score: Raw -8429744.107130 + Penalty 5414.622818 = -8424329.484311 nChanged 16 SP:Iteration 36Q (8763.260000 sec): 3 clusters Score: Raw -8429753.479116 + Penalty 5414.622818 = -8424338.856297 nChanged 18 SP:Iteration 37Q (8763.460000 sec): 3 clusters Score: Raw -8429762.911402 + Penalty 5414.622818 = -8424348.288584 nChanged 11 SP:Iteration 38Q (8763.650000 sec): 3 clusters Score: Raw -8429768.617020 + Penalty 5414.622818 = -8424353.994201 nChanged 11 SP:Iteration 39Q (8763.840000 sec): 3 clusters Score: Raw -8429773.562230 + Penalty 5414.622818 = -8424358.939411 nChanged 9 SP:Iteration 40F (8764.120000 sec): 3 clusters Score: Raw -8429777.329634 + Penalty 5414.622818 = -8424362.706815 nChanged 9 SP:Iteration 41Q (8764.310000 sec): 3 clusters Score: Raw -8429781.157477 + Penalty 5414.622818 = -8424366.534659 nChanged 8 SP:Iteration 42Q (8764.510000 sec): 3 clusters Score: Raw -8429784.455257 + Penalty 5414.622818 = -8424369.832439 nChanged 7 SP:Iteration 43Q (8764.700000 sec): 3 clusters Score: Raw -8429787.308014 + Penalty 5414.622818 = -8424372.685196 nChanged 9 SP:Iteration 44Q (8764.900000 sec): 3 clusters Score: Raw -8429791.254809 + Penalty 5414.622818 = -8424376.631991 nChanged 6 SP:Iteration 45Q (8765.100000 sec): 3 clusters Score: Raw -8429794.063083 + Penalty 5414.622818 = -8424379.440264 nChanged 7 SP:Iteration 46Q (8765.290000 sec): 3 clusters Score: Raw -8429796.735600 + Penalty 5414.622818 = -8424382.112782 nChanged 3 SP:Iteration 47Q (8765.480000 sec): 3 clusters Score: Raw -8429797.972232 + Penalty 5414.622818 = -8424383.349413 nChanged 3 SP:Iteration 48Q (8765.680000 sec): 3 clusters Score: Raw -8429798.857331 + Penalty 5414.622818 = -8424384.234512 nChanged 4 SP:Iteration 49Q (8765.880000 sec): 3 clusters Score: Raw -8429801.298820 + Penalty 5414.622818 = -8424386.676002 nChanged 7 SP:Iteration 50Q (8766.070000 sec): 3 clusters Score: Raw -8429805.042291 + Penalty 5414.622818 = -8424390.419473 nChanged 4 SP:Iteration 51Q (8766.260000 sec): 3 clusters Score: Raw -8429806.244285 + Penalty 5414.622818 = -8424391.621467 nChanged 2 SP:Iteration 52Q (8766.460000 sec): 3 clusters Score: Raw -8429806.729628 + Penalty 5414.622818 = -8424392.106810 nChanged 0 SP:Iteration 53F (8766.730000 sec): 3 clusters Score: Raw -8429806.729628 + Penalty 5414.622818 = -8424392.106810 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 15 (23765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8766.840000 sec): 2 clusters Score: Raw -3612363.358036 + Penalty 2498.840359 = -3609864.517677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8766.960000 sec): 3 clusters Score: Raw -3598345.877716 + Penalty 4997.680718 = -3593348.196998 nChanged 10641 SP:Iteration 1F (8767.080000 sec): 3 clusters Score: Raw -3604165.812267 + Penalty 4997.680718 = -3599168.131549 nChanged 1379 SP:Iteration 2F (8767.200000 sec): 3 clusters Score: Raw -3604752.099945 + Penalty 4997.680718 = -3599754.419227 nChanged 1266 SP:Iteration 3F (8767.320000 sec): 3 clusters Score: Raw -3605356.620608 + Penalty 4997.680718 = -3600358.939891 nChanged 1219 SP:Iteration 4F (8767.440000 sec): 3 clusters Score: Raw -3605981.813383 + Penalty 4997.680718 = -3600984.132665 nChanged 1242 SP:Iteration 5F (8767.560000 sec): 3 clusters Score: Raw -3606630.718665 + Penalty 4997.680718 = -3601633.037948 nChanged 1176 SP:Iteration 6Q (8767.680000 sec): 3 clusters Score: Raw -3607192.546353 + Penalty 4997.680718 = -3602194.865635 nChanged 1121 SP:Iteration 7Q (8767.800000 sec): 3 clusters Score: Raw -3607738.980761 + Penalty 4997.680718 = -3602741.300043 nChanged 1039 SP:Iteration 8Q (8767.920000 sec): 3 clusters Score: Raw -3608248.944668 + Penalty 4997.680718 = -3603251.263950 nChanged 996 SP:Iteration 9Q (8768.040000 sec): 3 clusters Score: Raw -3608759.845577 + Penalty 4997.680718 = -3603762.164859 nChanged 981 SP:Iteration 10Q (8768.160000 sec): 3 clusters Score: Raw -3609297.214697 + Penalty 4997.680718 = -3604299.533979 nChanged 938 SP:Iteration 11Q (8768.270000 sec): 3 clusters Score: Raw -3609863.906001 + Penalty 4997.680718 = -3604866.225283 nChanged 954 SP:Iteration 12Q (8768.390000 sec): 3 clusters Score: Raw -3610506.230692 + Penalty 4997.680718 = -3605508.549974 nChanged 930 SP:Iteration 13Q (8768.500000 sec): 3 clusters Score: Raw -3611135.040632 + Penalty 4997.680718 = -3606137.359915 nChanged 762 SP:Iteration 14Q (8768.620000 sec): 3 clusters Score: Raw -3611691.459244 + Penalty 4997.680718 = -3606693.778527 nChanged 649 SP:Iteration 15Q (8768.720000 sec): 3 clusters Score: Raw -3612214.716131 + Penalty 4997.680718 = -3607217.035414 nChanged 542 SP:Iteration 16Q (8768.830000 sec): 3 clusters Score: Raw -3612663.415604 + Penalty 4997.680718 = -3607665.734887 nChanged 384 SP:Iteration 17Q (8768.940000 sec): 3 clusters Score: Raw -3612982.976207 + Penalty 4997.680718 = -3607985.295489 nChanged 293 SP:Iteration 18Q (8769.030000 sec): 3 clusters Score: Raw -3613192.337203 + Penalty 4997.680718 = -3608194.656485 nChanged 187 SP:Iteration 19Q (8769.130000 sec): 3 clusters Score: Raw -3613306.894041 + Penalty 4997.680718 = -3608309.213323 nChanged 140 SP:Iteration 20F (8769.250000 sec): 3 clusters Score: Raw -3613376.159822 + Penalty 4997.680718 = -3608378.479105 nChanged 101 SP:Iteration 21Q (8769.340000 sec): 3 clusters Score: Raw -3613424.304557 + Penalty 4997.680718 = -3608426.623839 nChanged 77 SP:Iteration 22Q (8769.440000 sec): 3 clusters Score: Raw -3613454.003849 + Penalty 4997.680718 = -3608456.323131 nChanged 50 SP:Iteration 23Q (8769.530000 sec): 3 clusters Score: Raw -3613471.238507 + Penalty 4997.680718 = -3608473.557789 nChanged 35 SP:Iteration 24Q (8769.620000 sec): 3 clusters Score: Raw -3613484.322085 + Penalty 4997.680718 = -3608486.641367 nChanged 37 SP:Iteration 25Q (8769.710000 sec): 3 clusters Score: Raw -3613498.757337 + Penalty 4997.680718 = -3608501.076619 nChanged 34 SP:Iteration 26Q (8769.800000 sec): 3 clusters Score: Raw -3613513.519269 + Penalty 4997.680718 = -3608515.838551 nChanged 25 SP:Iteration 27Q (8769.900000 sec): 3 clusters Score: Raw -3613521.105627 + Penalty 4997.680718 = -3608523.424910 nChanged 10 SP:Iteration 28Q (8769.990000 sec): 3 clusters Score: Raw -3613524.430564 + Penalty 4997.680718 = -3608526.749846 nChanged 8 SP:Iteration 29Q (8770.080000 sec): 3 clusters Score: Raw -3613527.617989 + Penalty 4997.680718 = -3608529.937271 nChanged 9 SP:Iteration 30Q (8770.170000 sec): 3 clusters Score: Raw -3613530.429822 + Penalty 4997.680718 = -3608532.749104 nChanged 7 SP:Iteration 31Q (8770.260000 sec): 3 clusters Score: Raw -3613532.364947 + Penalty 4997.680718 = -3608534.684230 nChanged 7 SP:Iteration 32Q (8770.350000 sec): 3 clusters Score: Raw -3613534.314881 + Penalty 4997.680718 = -3608536.634163 nChanged 4 SP:Iteration 33Q (8770.440000 sec): 3 clusters Score: Raw -3613535.637243 + Penalty 4997.680718 = -3608537.956525 nChanged 2 SP:Iteration 34Q (8770.530000 sec): 3 clusters Score: Raw -3613536.426605 + Penalty 4997.680718 = -3608538.745887 nChanged 3 SP:Iteration 35Q (8770.620000 sec): 3 clusters Score: Raw -3613537.156942 + Penalty 4997.680718 = -3608539.476224 nChanged 1 SP:Iteration 36Q (8770.710000 sec): 3 clusters Score: Raw -3613537.392958 + Penalty 4997.680718 = -3608539.712240 nChanged 1 SP:Iteration 37Q (8770.800000 sec): 3 clusters Score: Raw -3613537.788772 + Penalty 4997.680718 = -3608540.108055 nChanged 1 SP:Iteration 38Q (8770.890000 sec): 3 clusters Score: Raw -3613538.251993 + Penalty 4997.680718 = -3608540.571276 nChanged 3 SP:Iteration 39Q (8770.980000 sec): 3 clusters Score: Raw -3613539.617747 + Penalty 4997.680718 = -3608541.937029 nChanged 1 SP:Iteration 40F (8771.100000 sec): 3 clusters Score: Raw -3613539.941003 + Penalty 4997.680718 = -3608542.260285 nChanged 2 SP:Iteration 41Q (8771.190000 sec): 3 clusters Score: Raw -3613540.332076 + Penalty 4997.680718 = -3608542.651359 nChanged 3 SP:Iteration 42Q (8771.280000 sec): 3 clusters Score: Raw -3613541.010621 + Penalty 4997.680718 = -3608543.329904 nChanged 3 SP:Iteration 43Q (8771.370000 sec): 3 clusters Score: Raw -3613541.630986 + Penalty 4997.680718 = -3608543.950268 nChanged 0 SP:Iteration 44F (8771.480000 sec): 3 clusters Score: Raw -3613541.630986 + Penalty 4997.680718 = -3608543.950268 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 16 (153862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8772.140000 sec): 2 clusters Score: Raw -24856675.708471 + Penalty 2962.065221 = -24853713.643250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8772.920000 sec): 3 clusters Score: Raw -24756077.007278 + Penalty 5924.130442 = -24750152.876835 nChanged 73914 SP:Iteration 1F (8773.710000 sec): 3 clusters Score: Raw -24799434.353542 + Penalty 5924.130442 = -24793510.223100 nChanged 5193 SP:Iteration 2Q (8774.490000 sec): 3 clusters Score: Raw -24800873.383677 + Penalty 5924.130442 = -24794949.253234 nChanged 6082 SP:Iteration 3Q (8775.280000 sec): 3 clusters Score: Raw -24802922.284483 + Penalty 5924.130442 = -24796998.154041 nChanged 7339 SP:Iteration 4Q (8776.070000 sec): 3 clusters Score: Raw -24806043.791225 + Penalty 5924.130442 = -24800119.660783 nChanged 8771 SP:Iteration 5F (8776.850000 sec): 3 clusters Score: Raw -24810713.237565 + Penalty 5924.130442 = -24804789.107122 nChanged 10399 SP:Iteration 6F (8777.620000 sec): 3 clusters Score: Raw -24817538.614868 + Penalty 5924.130442 = -24811614.484426 nChanged 11473 SP:Iteration 7F (8778.390000 sec): 3 clusters Score: Raw -24826390.129148 + Penalty 5924.130442 = -24820465.998705 nChanged 11261 SP:Iteration 8F (8779.160000 sec): 3 clusters Score: Raw -24836070.464453 + Penalty 5924.130442 = -24830146.334011 nChanged 9522 SP:Iteration 9F (8779.930000 sec): 3 clusters Score: Raw -24844760.750505 + Penalty 5924.130442 = -24838836.620062 nChanged 6605 SP:Iteration 10Q (8780.670000 sec): 3 clusters Score: Raw -24851036.349978 + Penalty 5924.130442 = -24845112.219536 nChanged 3718 SP:Iteration 11Q (8781.360000 sec): 3 clusters Score: Raw -24854612.282716 + Penalty 5924.130442 = -24848688.152274 nChanged 1534 SP:Iteration 12Q (8781.980000 sec): 3 clusters Score: Raw -24856092.612457 + Penalty 5924.130442 = -24850168.482014 nChanged 563 SP:Iteration 13Q (8782.550000 sec): 3 clusters Score: Raw -24856685.939441 + Penalty 5924.130442 = -24850761.808998 nChanged 214 SP:Iteration 14Q (8783.090000 sec): 3 clusters Score: Raw -24856925.798395 + Penalty 5924.130442 = -24851001.667952 nChanged 110 SP:Iteration 15Q (8783.620000 sec): 3 clusters Score: Raw -24857048.693814 + Penalty 5924.130442 = -24851124.563372 nChanged 55 SP:Iteration 16Q (8784.150000 sec): 3 clusters Score: Raw -24857105.806745 + Penalty 5924.130442 = -24851181.676303 nChanged 28 SP:Iteration 17Q (8784.690000 sec): 3 clusters Score: Raw -24857126.392678 + Penalty 5924.130442 = -24851202.262236 nChanged 10 SP:Iteration 18Q (8785.220000 sec): 3 clusters Score: Raw -24857133.926646 + Penalty 5924.130442 = -24851209.796204 nChanged 15 SP:Iteration 19Q (8785.750000 sec): 3 clusters Score: Raw -24857149.839981 + Penalty 5924.130442 = -24851225.709539 nChanged 13 SP:Iteration 20F (8786.510000 sec): 3 clusters Score: Raw -24857160.567410 + Penalty 5924.130442 = -24851236.436968 nChanged 7 SP:Iteration 21Q (8787.040000 sec): 3 clusters Score: Raw -24857165.519727 + Penalty 5924.130442 = -24851241.389285 nChanged 3 SP:Iteration 22Q (8787.570000 sec): 3 clusters Score: Raw -24857167.654172 + Penalty 5924.130442 = -24851243.523729 nChanged 3 SP:Iteration 23Q (8788.100000 sec): 3 clusters Score: Raw -24857169.691992 + Penalty 5924.130442 = -24851245.561550 nChanged 3 SP:Iteration 24Q (8788.630000 sec): 3 clusters Score: Raw -24857172.451014 + Penalty 5924.130442 = -24851248.320572 nChanged 3 SP:Iteration 25Q (8789.160000 sec): 3 clusters Score: Raw -24857175.036874 + Penalty 5924.130442 = -24851250.906431 nChanged 4 SP:Iteration 26Q (8789.690000 sec): 3 clusters Score: Raw -24857178.957147 + Penalty 5924.130442 = -24851254.826705 nChanged 6 SP:Iteration 27Q (8790.220000 sec): 3 clusters Score: Raw -24857183.149707 + Penalty 5924.130442 = -24851259.019264 nChanged 5 SP:Iteration 28Q (8790.750000 sec): 3 clusters Score: Raw -24857188.848824 + Penalty 5924.130442 = -24851264.718382 nChanged 11 SP:Iteration 29Q (8791.270000 sec): 3 clusters Score: Raw -24857200.060449 + Penalty 5924.130442 = -24851275.930007 nChanged 13 SP:Iteration 30Q (8791.800000 sec): 3 clusters Score: Raw -24857208.589163 + Penalty 5924.130442 = -24851284.458720 nChanged 10 SP:Iteration 31Q (8792.330000 sec): 3 clusters Score: Raw -24857215.021624 + Penalty 5924.130442 = -24851290.891182 nChanged 5 SP:Iteration 32Q (8792.860000 sec): 3 clusters Score: Raw -24857219.278703 + Penalty 5924.130442 = -24851295.148261 nChanged 3 SP:Iteration 33Q (8793.390000 sec): 3 clusters Score: Raw -24857222.306903 + Penalty 5924.130442 = -24851298.176461 nChanged 1 SP:Iteration 34Q (8793.920000 sec): 3 clusters Score: Raw -24857223.076167 + Penalty 5924.130442 = -24851298.945725 nChanged 2 SP:Iteration 35Q (8794.450000 sec): 3 clusters Score: Raw -24857224.251818 + Penalty 5924.130442 = -24851300.121376 nChanged 1 SP:Iteration 36Q (8794.970000 sec): 3 clusters Score: Raw -24857224.906288 + Penalty 5924.130442 = -24851300.775845 nChanged 1 SP:Iteration 37Q (8795.500000 sec): 3 clusters Score: Raw -24857225.770353 + Penalty 5924.130442 = -24851301.639910 nChanged 0 SP:Iteration 38F (8796.270000 sec): 3 clusters Score: Raw -24857225.770353 + Penalty 5924.130442 = -24851301.639910 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 17 (3353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8796.340000 sec): 2 clusters Score: Raw -512329.092333 + Penalty 2013.167465 = -510315.924868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8796.350000 sec): 3 clusters Score: Raw -510881.993260 + Penalty 4026.334930 = -506855.658330 nChanged 1201 SP:Iteration 1F (8796.370000 sec): 3 clusters Score: Raw -511802.826158 + Penalty 4026.334930 = -507776.491228 nChanged 341 SP:Iteration 2F (8796.390000 sec): 3 clusters Score: Raw -512185.700424 + Penalty 4026.334930 = -508159.365493 nChanged 231 SP:Iteration 3F (8796.410000 sec): 3 clusters Score: Raw -512489.323647 + Penalty 4026.334930 = -508462.988717 nChanged 182 SP:Iteration 4F (8796.420000 sec): 3 clusters Score: Raw -512707.263218 + Penalty 4026.334930 = -508680.928288 nChanged 180 SP:Iteration 5F (8796.440000 sec): 3 clusters Score: Raw -512918.871975 + Penalty 4026.334930 = -508892.537045 nChanged 153 SP:Iteration 6Q (8796.450000 sec): 3 clusters Score: Raw -513086.895890 + Penalty 4026.334930 = -509060.560960 nChanged 145 SP:Iteration 7Q (8796.470000 sec): 3 clusters Score: Raw -513248.964548 + Penalty 4026.334930 = -509222.629618 nChanged 128 SP:Iteration 8Q (8796.490000 sec): 3 clusters Score: Raw -513395.579298 + Penalty 4026.334930 = -509369.244367 nChanged 112 SP:Iteration 9Q (8796.500000 sec): 3 clusters Score: Raw -513516.725062 + Penalty 4026.334930 = -509490.390132 nChanged 84 SP:Iteration 10Q (8796.520000 sec): 3 clusters Score: Raw -513589.259949 + Penalty 4026.334930 = -509562.925019 nChanged 60 SP:Iteration 11Q (8796.530000 sec): 3 clusters Score: Raw -513635.706341 + Penalty 4026.334930 = -509609.371411 nChanged 42 SP:Iteration 12Q (8796.550000 sec): 3 clusters Score: Raw -513663.199264 + Penalty 4026.334930 = -509636.864334 nChanged 26 SP:Iteration 13Q (8796.560000 sec): 3 clusters Score: Raw -513681.672083 + Penalty 4026.334930 = -509655.337153 nChanged 26 SP:Iteration 14Q (8796.570000 sec): 3 clusters Score: Raw -513696.794268 + Penalty 4026.334930 = -509670.459338 nChanged 20 SP:Iteration 15Q (8796.590000 sec): 3 clusters Score: Raw -513707.889785 + Penalty 4026.334930 = -509681.554855 nChanged 18 SP:Iteration 16Q (8796.610000 sec): 3 clusters Score: Raw -513717.771558 + Penalty 4026.334930 = -509691.436627 nChanged 9 SP:Iteration 17Q (8796.620000 sec): 3 clusters Score: Raw -513722.014607 + Penalty 4026.334930 = -509695.679677 nChanged 8 SP:Iteration 18Q (8796.630000 sec): 3 clusters Score: Raw -513725.306551 + Penalty 4026.334930 = -509698.971621 nChanged 4 SP:Iteration 19Q (8796.650000 sec): 3 clusters Score: Raw -513727.232604 + Penalty 4026.334930 = -509700.897674 nChanged 5 SP:Iteration 20F (8796.670000 sec): 3 clusters Score: Raw -513730.017178 + Penalty 4026.334930 = -509703.682248 nChanged 4 SP:Iteration 21Q (8796.680000 sec): 3 clusters Score: Raw -513731.663638 + Penalty 4026.334930 = -509705.328708 nChanged 1 SP:Iteration 22Q (8796.690000 sec): 3 clusters Score: Raw -513731.926176 + Penalty 4026.334930 = -509705.591246 nChanged 2 SP:Iteration 23Q (8796.710000 sec): 3 clusters Score: Raw -513732.500588 + Penalty 4026.334930 = -509706.165658 nChanged 1 SP:Iteration 24Q (8796.730000 sec): 3 clusters Score: Raw -513733.242496 + Penalty 4026.334930 = -509706.907565 nChanged 3 SP:Iteration 25Q (8796.740000 sec): 3 clusters Score: Raw -513735.016253 + Penalty 4026.334930 = -509708.681323 nChanged 1 SP:Iteration 26Q (8796.750000 sec): 3 clusters Score: Raw -513735.360771 + Penalty 4026.334930 = -509709.025841 nChanged 2 SP:Iteration 27Q (8796.770000 sec): 3 clusters Score: Raw -513736.260975 + Penalty 4026.334930 = -509709.926044 nChanged 1 SP:Iteration 28Q (8796.790000 sec): 3 clusters Score: Raw -513736.934770 + Penalty 4026.334930 = -509710.599840 nChanged 2 SP:Iteration 29Q (8796.800000 sec): 3 clusters Score: Raw -513737.339832 + Penalty 4026.334930 = -509711.004902 nChanged 1 SP:Iteration 30Q (8796.810000 sec): 3 clusters Score: Raw -513738.551203 + Penalty 4026.334930 = -509712.216272 nChanged 2 SP:Iteration 31Q (8796.830000 sec): 3 clusters Score: Raw -513739.059096 + Penalty 4026.334930 = -509712.724166 nChanged 0 SP:Iteration 32F (8796.850000 sec): 3 clusters Score: Raw -513739.059096 + Penalty 4026.334930 = -509712.724166 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 18 (39911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8797.020000 sec): 2 clusters Score: Raw -6466690.045794 + Penalty 2627.412999 = -6464062.632795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8797.230000 sec): 3 clusters Score: Raw -6442452.917690 + Penalty 5254.825998 = -6437198.091692 nChanged 18157 SP:Iteration 1F (8797.430000 sec): 3 clusters Score: Raw -6452427.861085 + Penalty 5254.825998 = -6447173.035087 nChanged 1754 SP:Iteration 2Q (8797.630000 sec): 3 clusters Score: Raw -6452951.754556 + Penalty 5254.825998 = -6447696.928558 nChanged 1642 SP:Iteration 3Q (8797.830000 sec): 3 clusters Score: Raw -6453460.084901 + Penalty 5254.825998 = -6448205.258903 nChanged 1621 SP:Iteration 4Q (8798.040000 sec): 3 clusters Score: Raw -6453990.172017 + Penalty 5254.825998 = -6448735.346019 nChanged 1663 SP:Iteration 5Q (8798.240000 sec): 3 clusters Score: Raw -6454594.692758 + Penalty 5254.825998 = -6449339.866760 nChanged 1807 SP:Iteration 6Q (8798.450000 sec): 3 clusters Score: Raw -6455388.651503 + Penalty 5254.825998 = -6450133.825505 nChanged 2068 SP:Iteration 7F (8798.650000 sec): 3 clusters Score: Raw -6456498.473473 + Penalty 5254.825998 = -6451243.647475 nChanged 2408 SP:Iteration 8F (8798.850000 sec): 3 clusters Score: Raw -6458075.356790 + Penalty 5254.825998 = -6452820.530792 nChanged 2706 SP:Iteration 9F (8799.050000 sec): 3 clusters Score: Raw -6460267.503745 + Penalty 5254.825998 = -6455012.677747 nChanged 2680 SP:Iteration 10F (8799.250000 sec): 3 clusters Score: Raw -6462722.493030 + Penalty 5254.825998 = -6457467.667032 nChanged 2113 SP:Iteration 11F (8799.450000 sec): 3 clusters Score: Raw -6464742.778134 + Penalty 5254.825998 = -6459487.952136 nChanged 1268 SP:Iteration 12Q (8799.640000 sec): 3 clusters Score: Raw -6465925.594038 + Penalty 5254.825998 = -6460670.768040 nChanged 618 SP:Iteration 13Q (8799.830000 sec): 3 clusters Score: Raw -6466479.117257 + Penalty 5254.825998 = -6461224.291259 nChanged 303 SP:Iteration 14Q (8800.000000 sec): 3 clusters Score: Raw -6466769.348030 + Penalty 5254.825998 = -6461514.522032 nChanged 127 SP:Iteration 15Q (8800.160000 sec): 3 clusters Score: Raw -6466890.124176 + Penalty 5254.825998 = -6461635.298178 nChanged 66 SP:Iteration 16Q (8800.310000 sec): 3 clusters Score: Raw -6466961.866489 + Penalty 5254.825998 = -6461707.040491 nChanged 46 SP:Iteration 17Q (8800.460000 sec): 3 clusters Score: Raw -6467000.608494 + Penalty 5254.825998 = -6461745.782496 nChanged 26 SP:Iteration 18Q (8800.610000 sec): 3 clusters Score: Raw -6467026.894586 + Penalty 5254.825998 = -6461772.068588 nChanged 17 SP:Iteration 19Q (8800.750000 sec): 3 clusters Score: Raw -6467040.350282 + Penalty 5254.825998 = -6461785.524284 nChanged 9 SP:Iteration 20F (8800.950000 sec): 3 clusters Score: Raw -6467048.819328 + Penalty 5254.825998 = -6461793.993330 nChanged 3 SP:Iteration 21Q (8801.100000 sec): 3 clusters Score: Raw -6467052.442860 + Penalty 5254.825998 = -6461797.616862 nChanged 5 SP:Iteration 22Q (8801.250000 sec): 3 clusters Score: Raw -6467058.207493 + Penalty 5254.825998 = -6461803.381495 nChanged 4 SP:Iteration 23Q (8801.390000 sec): 3 clusters Score: Raw -6467063.187367 + Penalty 5254.825998 = -6461808.361369 nChanged 3 SP:Iteration 24Q (8801.540000 sec): 3 clusters Score: Raw -6467067.182979 + Penalty 5254.825998 = -6461812.356981 nChanged 1 SP:Iteration 25Q (8801.680000 sec): 3 clusters Score: Raw -6467068.517020 + Penalty 5254.825998 = -6461813.691022 nChanged 0 SP:Iteration 26F (8801.880000 sec): 3 clusters Score: Raw -6467068.517020 + Penalty 5254.825998 = -6461813.691022 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 19 (482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8801.900000 sec): 2 clusters Score: Raw -74705.613534 + Penalty 1532.130140 = -73173.483394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8801.900000 sec): 3 clusters Score: Raw -74725.272343 + Penalty 3064.260281 = -71661.012062 nChanged 87 SP:Iteration 1F (8801.910000 sec): 3 clusters Score: Raw -74903.000699 + Penalty 3064.260281 = -71838.740418 nChanged 21 SP:Iteration 2Q (8801.910000 sec): 3 clusters Score: Raw -74954.645605 + Penalty 3064.260281 = -71890.385324 nChanged 9 SP:Iteration 3Q (8801.910000 sec): 3 clusters Score: Raw -74986.640105 + Penalty 3064.260281 = -71922.379825 nChanged 6 SP:Iteration 4Q (8801.910000 sec): 3 clusters Score: Raw -75009.527455 + Penalty 3064.260281 = -71945.267175 nChanged 3 SP:Iteration 5Q (8801.910000 sec): 3 clusters Score: Raw -75015.754961 + Penalty 3064.260281 = -71951.494680 nChanged 3 SP:Iteration 6Q (8801.920000 sec): 3 clusters Score: Raw -75029.258069 + Penalty 3064.260281 = -71964.997788 nChanged 5 SP:Iteration 7Q (8801.920000 sec): 3 clusters Score: Raw -75040.901840 + Penalty 3064.260281 = -71976.641559 nChanged 5 SP:Iteration 8Q (8801.920000 sec): 3 clusters Score: Raw -75056.778944 + Penalty 3064.260281 = -71992.518664 nChanged 4 SP:Iteration 9Q (8801.920000 sec): 3 clusters Score: Raw -75071.725029 + Penalty 3064.260281 = -72007.464748 nChanged 4 SP:Iteration 10Q (8801.930000 sec): 3 clusters Score: Raw -75086.934512 + Penalty 3064.260281 = -72022.674232 nChanged 3 SP:Iteration 11Q (8801.930000 sec): 3 clusters Score: Raw -75093.213589 + Penalty 3064.260281 = -72028.953308 nChanged 2 SP:Iteration 12Q (8801.930000 sec): 3 clusters Score: Raw -75097.939645 + Penalty 3064.260281 = -72033.679365 nChanged 1 SP:Iteration 13Q (8801.930000 sec): 3 clusters Score: Raw -75105.921278 + Penalty 3064.260281 = -72041.660998 nChanged 3 SP:Iteration 14Q (8801.930000 sec): 3 clusters Score: Raw -75112.370337 + Penalty 3064.260281 = -72048.110056 nChanged 2 SP:Iteration 15Q (8801.940000 sec): 3 clusters Score: Raw -75117.233092 + Penalty 3064.260281 = -72052.972811 nChanged 3 SP:Iteration 16Q (8801.940000 sec): 3 clusters Score: Raw -75122.529768 + Penalty 3064.260281 = -72058.269488 nChanged 3 SP:Iteration 17Q (8801.940000 sec): 3 clusters Score: Raw -75127.618231 + Penalty 3064.260281 = -72063.357950 nChanged 2 SP:Iteration 18Q (8801.940000 sec): 3 clusters Score: Raw -75131.273778 + Penalty 3064.260281 = -72067.013497 nChanged 0 SP:Iteration 19F (8801.950000 sec): 3 clusters Score: Raw -75131.273778 + Penalty 3064.260281 = -72067.013497 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 20 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8801.950000 sec): 2 clusters Score: Raw -29157.208642 + Penalty 1347.563057 = -27809.645585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8801.950000 sec): 3 clusters Score: Raw -29554.753652 + Penalty 2695.126114 = -26859.627538 nChanged 45 SP:Iteration 1F (8801.950000 sec): 3 clusters Score: Raw -29855.575039 + Penalty 2695.126114 = -27160.448926 nChanged 19 SP:Iteration 2F (8801.950000 sec): 3 clusters Score: Raw -30088.971968 + Penalty 2695.126114 = -27393.845854 nChanged 7 SP:Iteration 3Q (8801.950000 sec): 3 clusters Score: Raw -30268.192691 + Penalty 2695.126114 = -27573.066578 nChanged 3 SP:Iteration 4Q (8801.960000 sec): 3 clusters Score: Raw -30299.106409 + Penalty 2695.126114 = -27603.980295 nChanged 2 SP:Iteration 5Q (8801.960000 sec): 3 clusters Score: Raw -30324.449949 + Penalty 2695.126114 = -27629.323835 nChanged 2 SP:Iteration 6Q (8801.960000 sec): 3 clusters Score: Raw -30353.248172 + Penalty 2695.126114 = -27658.122058 nChanged 2 SP:Iteration 7Q (8801.960000 sec): 3 clusters Score: Raw -30375.078450 + Penalty 2695.126114 = -27679.952337 nChanged 0 SP:Iteration 8F (8801.960000 sec): 3 clusters Score: Raw -30375.078450 + Penalty 2695.126114 = -27679.952337 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 21 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8801.970000 sec): 2 clusters Score: Raw -17867.647094 + Penalty 1321.313290 = -16546.333804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8801.970000 sec): 3 clusters Score: Raw -18301.021409 + Penalty 2642.626580 = -15658.394829 nChanged 35 SP:Iteration 1F (8801.970000 sec): 3 clusters Score: Raw -18548.139066 + Penalty 2642.626580 = -15905.512486 nChanged 14 SP:Iteration 2F (8801.970000 sec): 3 clusters Score: Raw -18655.828830 + Penalty 2642.626580 = -16013.202251 nChanged 7 SP:Iteration 3Q (8801.970000 sec): 3 clusters Score: Raw -18699.850690 + Penalty 2642.626580 = -16057.224111 nChanged 6 SP:Iteration 4Q (8801.970000 sec): 3 clusters Score: Raw -18763.220388 + Penalty 2642.626580 = -16120.593808 nChanged 6 SP:Iteration 5Q (8801.970000 sec): 3 clusters Score: Raw -18897.182488 + Penalty 2642.626580 = -16254.555908 nChanged 3 SP:Iteration 6Q (8801.970000 sec): 3 clusters Score: Raw -18957.874461 + Penalty 2642.626580 = -16315.247882 nChanged 0 SP:Iteration 7F (8801.970000 sec): 3 clusters Score: Raw -18957.874461 + Penalty 2642.626580 = -16315.247882 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 22 (841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8801.980000 sec): 2 clusters Score: Raw -137290.615802 + Penalty 1670.178732 = -135620.437070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8801.980000 sec): 3 clusters Score: Raw -137098.394810 + Penalty 3340.357463 = -133758.037346 nChanged 178 SP:Iteration 1F (8801.990000 sec): 3 clusters Score: Raw -137317.014599 + Penalty 3340.357463 = -133976.657135 nChanged 47 SP:Iteration 2F (8801.990000 sec): 3 clusters Score: Raw -137387.913412 + Penalty 3340.357463 = -134047.555949 nChanged 30 SP:Iteration 3Q (8802.000000 sec): 3 clusters Score: Raw -137437.980616 + Penalty 3340.357463 = -134097.623153 nChanged 20 SP:Iteration 4Q (8802.000000 sec): 3 clusters Score: Raw -137468.351939 + Penalty 3340.357463 = -134127.994476 nChanged 14 SP:Iteration 5Q (8802.010000 sec): 3 clusters Score: Raw -137486.931455 + Penalty 3340.357463 = -134146.573992 nChanged 2 SP:Iteration 6Q (8802.010000 sec): 3 clusters Score: Raw -137489.892149 + Penalty 3340.357463 = -134149.534686 nChanged 0 SP:Iteration 7F (8802.010000 sec): 3 clusters Score: Raw -137489.892149 + Penalty 3340.357463 = -134149.534686 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 23 (28530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8802.140000 sec): 2 clusters Score: Raw -4586196.166278 + Penalty 2544.160438 = -4583652.005839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8802.290000 sec): 3 clusters Score: Raw -4569201.659910 + Penalty 5088.320876 = -4564113.339034 nChanged 12791 SP:Iteration 1F (8802.430000 sec): 3 clusters Score: Raw -4576134.354307 + Penalty 5088.320876 = -4571046.033431 nChanged 1387 SP:Iteration 2Q (8802.570000 sec): 3 clusters Score: Raw -4576593.631308 + Penalty 5088.320876 = -4571505.310432 nChanged 1190 SP:Iteration 3Q (8802.720000 sec): 3 clusters Score: Raw -4576976.371693 + Penalty 5088.320876 = -4571888.050817 nChanged 1044 SP:Iteration 4Q (8802.870000 sec): 3 clusters Score: Raw -4577299.418607 + Penalty 5088.320876 = -4572211.097731 nChanged 988 SP:Iteration 5Q (8803.010000 sec): 3 clusters Score: Raw -4577607.620992 + Penalty 5088.320876 = -4572519.300115 nChanged 958 SP:Iteration 6Q (8803.150000 sec): 3 clusters Score: Raw -4577955.106015 + Penalty 5088.320876 = -4572866.785138 nChanged 1120 SP:Iteration 7Q (8803.300000 sec): 3 clusters Score: Raw -4578421.133571 + Penalty 5088.320876 = -4573332.812695 nChanged 1289 SP:Iteration 8Q (8803.440000 sec): 3 clusters Score: Raw -4579054.108576 + Penalty 5088.320876 = -4573965.787699 nChanged 1499 SP:Iteration 9F (8803.590000 sec): 3 clusters Score: Raw -4579895.224892 + Penalty 5088.320876 = -4574806.904016 nChanged 1707 SP:Iteration 10F (8803.730000 sec): 3 clusters Score: Raw -4581017.236012 + Penalty 5088.320876 = -4575928.915136 nChanged 1812 SP:Iteration 11F (8803.870000 sec): 3 clusters Score: Raw -4582399.582475 + Penalty 5088.320876 = -4577311.261598 nChanged 1685 SP:Iteration 12F (8804.010000 sec): 3 clusters Score: Raw -4583813.454236 + Penalty 5088.320876 = -4578725.133360 nChanged 1280 SP:Iteration 13Q (8804.150000 sec): 3 clusters Score: Raw -4584909.583447 + Penalty 5088.320876 = -4579821.262571 nChanged 795 SP:Iteration 14Q (8804.280000 sec): 3 clusters Score: Raw -4585584.483051 + Penalty 5088.320876 = -4580496.162175 nChanged 452 SP:Iteration 15Q (8804.410000 sec): 3 clusters Score: Raw -4585977.291949 + Penalty 5088.320876 = -4580888.971073 nChanged 237 SP:Iteration 16Q (8804.530000 sec): 3 clusters Score: Raw -4586197.372066 + Penalty 5088.320876 = -4581109.051190 nChanged 128 SP:Iteration 17Q (8804.640000 sec): 3 clusters Score: Raw -4586322.023742 + Penalty 5088.320876 = -4581233.702866 nChanged 74 SP:Iteration 18Q (8804.750000 sec): 3 clusters Score: Raw -4586405.862916 + Penalty 5088.320876 = -4581317.542039 nChanged 46 SP:Iteration 19Q (8804.860000 sec): 3 clusters Score: Raw -4586452.422317 + Penalty 5088.320876 = -4581364.101441 nChanged 23 SP:Iteration 20F (8805.000000 sec): 3 clusters Score: Raw -4586483.547364 + Penalty 5088.320876 = -4581395.226488 nChanged 22 SP:Iteration 21Q (8805.100000 sec): 3 clusters Score: Raw -4586509.966101 + Penalty 5088.320876 = -4581421.645224 nChanged 13 SP:Iteration 22Q (8805.210000 sec): 3 clusters Score: Raw -4586523.163896 + Penalty 5088.320876 = -4581434.843019 nChanged 10 SP:Iteration 23Q (8805.310000 sec): 3 clusters Score: Raw -4586532.440868 + Penalty 5088.320876 = -4581444.119991 nChanged 6 SP:Iteration 24Q (8805.410000 sec): 3 clusters Score: Raw -4586538.569631 + Penalty 5088.320876 = -4581450.248755 nChanged 4 SP:Iteration 25Q (8805.510000 sec): 3 clusters Score: Raw -4586542.210791 + Penalty 5088.320876 = -4581453.889915 nChanged 2 SP:Iteration 26Q (8805.620000 sec): 3 clusters Score: Raw -4586545.270064 + Penalty 5088.320876 = -4581456.949187 nChanged 3 SP:Iteration 27Q (8805.720000 sec): 3 clusters Score: Raw -4586548.581648 + Penalty 5088.320876 = -4581460.260772 nChanged 1 SP:Iteration 28Q (8805.820000 sec): 3 clusters Score: Raw -4586549.771612 + Penalty 5088.320876 = -4581461.450736 nChanged 0 SP:Iteration 29F (8805.960000 sec): 3 clusters Score: Raw -4586549.771612 + Penalty 5088.320876 = -4581461.450736 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 24 (538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8805.980000 sec): 2 clusters Score: Raw -85148.195072 + Penalty 1559.388923 = -83588.806150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8805.980000 sec): 3 clusters Score: Raw -85174.250685 + Penalty 3118.777846 = -82055.472839 nChanged 91 SP:Iteration 1F (8805.990000 sec): 3 clusters Score: Raw -85339.993164 + Penalty 3118.777846 = -82221.215318 nChanged 17 SP:Iteration 2Q (8805.990000 sec): 3 clusters Score: Raw -85372.834524 + Penalty 3118.777846 = -82254.056678 nChanged 4 SP:Iteration 3Q (8805.990000 sec): 3 clusters Score: Raw -85381.626661 + Penalty 3118.777846 = -82262.848815 nChanged 5 SP:Iteration 4Q (8805.990000 sec): 3 clusters Score: Raw -85394.480182 + Penalty 3118.777846 = -82275.702336 nChanged 2 SP:Iteration 5Q (8805.990000 sec): 3 clusters Score: Raw -85397.859168 + Penalty 3118.777846 = -82279.081322 nChanged 1 SP:Iteration 6Q (8806.000000 sec): 3 clusters Score: Raw -85398.794638 + Penalty 3118.777846 = -82280.016793 nChanged 0 SP:Iteration 7F (8806.000000 sec): 3 clusters Score: Raw -85398.794638 + Penalty 3118.777846 = -82280.016793 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 25 (14965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8806.070000 sec): 2 clusters Score: Raw -2388564.862998 + Penalty 2384.140416 = -2386180.722582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8806.140000 sec): 3 clusters Score: Raw -2380172.788834 + Penalty 4768.280832 = -2375404.508001 nChanged 6392 SP:Iteration 1F (8806.210000 sec): 3 clusters Score: Raw -2383531.216963 + Penalty 4768.280832 = -2378762.936130 nChanged 810 SP:Iteration 2F (8806.290000 sec): 3 clusters Score: Raw -2383848.298965 + Penalty 4768.280832 = -2379080.018132 nChanged 724 SP:Iteration 3Q (8806.360000 sec): 3 clusters Score: Raw -2384144.723397 + Penalty 4768.280832 = -2379376.442565 nChanged 694 SP:Iteration 4Q (8806.440000 sec): 3 clusters Score: Raw -2384443.465992 + Penalty 4768.280832 = -2379675.185160 nChanged 645 SP:Iteration 5Q (8806.510000 sec): 3 clusters Score: Raw -2384758.648904 + Penalty 4768.280832 = -2379990.368072 nChanged 720 SP:Iteration 6Q (8806.590000 sec): 3 clusters Score: Raw -2385169.171660 + Penalty 4768.280832 = -2380400.890828 nChanged 765 SP:Iteration 7F (8806.660000 sec): 3 clusters Score: Raw -2385617.893364 + Penalty 4768.280832 = -2380849.612531 nChanged 753 SP:Iteration 8F (8806.730000 sec): 3 clusters Score: Raw -2386081.005344 + Penalty 4768.280832 = -2381312.724511 nChanged 747 SP:Iteration 9Q (8806.810000 sec): 3 clusters Score: Raw -2386580.928415 + Penalty 4768.280832 = -2381812.647583 nChanged 671 SP:Iteration 10Q (8806.880000 sec): 3 clusters Score: Raw -2386997.430297 + Penalty 4768.280832 = -2382229.149465 nChanged 528 SP:Iteration 11Q (8806.950000 sec): 3 clusters Score: Raw -2387284.655206 + Penalty 4768.280832 = -2382516.374374 nChanged 413 SP:Iteration 12Q (8807.030000 sec): 3 clusters Score: Raw -2387484.892236 + Penalty 4768.280832 = -2382716.611404 nChanged 327 SP:Iteration 13Q (8807.100000 sec): 3 clusters Score: Raw -2387638.429700 + Penalty 4768.280832 = -2382870.148868 nChanged 286 SP:Iteration 14Q (8807.170000 sec): 3 clusters Score: Raw -2387780.113833 + Penalty 4768.280832 = -2383011.833001 nChanged 258 SP:Iteration 15Q (8807.250000 sec): 3 clusters Score: Raw -2387909.046192 + Penalty 4768.280832 = -2383140.765359 nChanged 205 SP:Iteration 16Q (8807.320000 sec): 3 clusters Score: Raw -2388012.189121 + Penalty 4768.280832 = -2383243.908289 nChanged 192 SP:Iteration 17Q (8807.390000 sec): 3 clusters Score: Raw -2388122.009099 + Penalty 4768.280832 = -2383353.728266 nChanged 183 SP:Iteration 18Q (8807.460000 sec): 3 clusters Score: Raw -2388265.847519 + Penalty 4768.280832 = -2383497.566687 nChanged 173 SP:Iteration 19Q (8807.530000 sec): 3 clusters Score: Raw -2388440.442103 + Penalty 4768.280832 = -2383672.161271 nChanged 151 SP:Iteration 20F (8807.600000 sec): 3 clusters Score: Raw -2388635.973719 + Penalty 4768.280832 = -2383867.692886 nChanged 126 SP:Iteration 21Q (8807.670000 sec): 3 clusters Score: Raw -2388775.070880 + Penalty 4768.280832 = -2384006.790048 nChanged 124 SP:Iteration 22Q (8807.730000 sec): 3 clusters Score: Raw -2388865.675558 + Penalty 4768.280832 = -2384097.394726 nChanged 101 SP:Iteration 23Q (8807.790000 sec): 3 clusters Score: Raw -2388925.441994 + Penalty 4768.280832 = -2384157.161162 nChanged 78 SP:Iteration 24Q (8807.850000 sec): 3 clusters Score: Raw -2388960.974403 + Penalty 4768.280832 = -2384192.693570 nChanged 52 SP:Iteration 25Q (8807.910000 sec): 3 clusters Score: Raw -2388982.543245 + Penalty 4768.280832 = -2384214.262412 nChanged 46 SP:Iteration 26Q (8807.970000 sec): 3 clusters Score: Raw -2389001.260443 + Penalty 4768.280832 = -2384232.979610 nChanged 34 SP:Iteration 27Q (8808.020000 sec): 3 clusters Score: Raw -2389013.534716 + Penalty 4768.280832 = -2384245.253883 nChanged 25 SP:Iteration 28Q (8808.080000 sec): 3 clusters Score: Raw -2389023.048359 + Penalty 4768.280832 = -2384254.767526 nChanged 23 SP:Iteration 29Q (8808.140000 sec): 3 clusters Score: Raw -2389028.833581 + Penalty 4768.280832 = -2384260.552748 nChanged 15 SP:Iteration 30Q (8808.190000 sec): 3 clusters Score: Raw -2389033.463468 + Penalty 4768.280832 = -2384265.182635 nChanged 13 SP:Iteration 31Q (8808.250000 sec): 3 clusters Score: Raw -2389037.868630 + Penalty 4768.280832 = -2384269.587798 nChanged 12 SP:Iteration 32Q (8808.310000 sec): 3 clusters Score: Raw -2389040.680797 + Penalty 4768.280832 = -2384272.399965 nChanged 10 SP:Iteration 33Q (8808.370000 sec): 3 clusters Score: Raw -2389044.380070 + Penalty 4768.280832 = -2384276.099237 nChanged 16 SP:Iteration 34Q (8808.420000 sec): 3 clusters Score: Raw -2389048.998450 + Penalty 4768.280832 = -2384280.717618 nChanged 9 SP:Iteration 35Q (8808.480000 sec): 3 clusters Score: Raw -2389051.042334 + Penalty 4768.280832 = -2384282.761501 nChanged 4 SP:Iteration 36Q (8808.540000 sec): 3 clusters Score: Raw -2389052.556855 + Penalty 4768.280832 = -2384284.276023 nChanged 4 SP:Iteration 37Q (8808.590000 sec): 3 clusters Score: Raw -2389054.017400 + Penalty 4768.280832 = -2384285.736568 nChanged 8 SP:Iteration 38Q (8808.650000 sec): 3 clusters Score: Raw -2389057.502684 + Penalty 4768.280832 = -2384289.221851 nChanged 14 SP:Iteration 39Q (8808.710000 sec): 3 clusters Score: Raw -2389060.794633 + Penalty 4768.280832 = -2384292.513801 nChanged 8 SP:Iteration 40F (8808.780000 sec): 3 clusters Score: Raw -2389062.171154 + Penalty 4768.280832 = -2384293.890322 nChanged 3 SP:Iteration 41Q (8808.840000 sec): 3 clusters Score: Raw -2389063.249159 + Penalty 4768.280832 = -2384294.968327 nChanged 4 SP:Iteration 42Q (8808.890000 sec): 3 clusters Score: Raw -2389063.858731 + Penalty 4768.280832 = -2384295.577899 nChanged 3 SP:Iteration 43Q (8808.950000 sec): 3 clusters Score: Raw -2389064.746880 + Penalty 4768.280832 = -2384296.466048 nChanged 3 SP:Iteration 44Q (8809.010000 sec): 3 clusters Score: Raw -2389065.932213 + Penalty 4768.280832 = -2384297.651380 nChanged 6 SP:Iteration 45Q (8809.070000 sec): 3 clusters Score: Raw -2389068.435132 + Penalty 4768.280832 = -2384300.154299 nChanged 7 SP:Iteration 46Q (8809.120000 sec): 3 clusters Score: Raw -2389069.860024 + Penalty 4768.280832 = -2384301.579191 nChanged 5 SP:Iteration 47Q (8809.180000 sec): 3 clusters Score: Raw -2389071.575116 + Penalty 4768.280832 = -2384303.294283 nChanged 3 SP:Iteration 48Q (8809.230000 sec): 3 clusters Score: Raw -2389072.605532 + Penalty 4768.280832 = -2384304.324699 nChanged 4 SP:Iteration 49Q (8809.290000 sec): 3 clusters Score: Raw -2389073.387475 + Penalty 4768.280832 = -2384305.106642 nChanged 7 SP:Iteration 50Q (8809.350000 sec): 3 clusters Score: Raw -2389075.225014 + Penalty 4768.280832 = -2384306.944182 nChanged 5 SP:Iteration 51Q (8809.400000 sec): 3 clusters Score: Raw -2389076.916607 + Penalty 4768.280832 = -2384308.635775 nChanged 8 SP:Iteration 52Q (8809.460000 sec): 3 clusters Score: Raw -2389078.784593 + Penalty 4768.280832 = -2384310.503761 nChanged 4 SP:Iteration 53Q (8809.520000 sec): 3 clusters Score: Raw -2389079.554132 + Penalty 4768.280832 = -2384311.273299 nChanged 2 SP:Iteration 54Q (8809.570000 sec): 3 clusters Score: Raw -2389080.224220 + Penalty 4768.280832 = -2384311.943388 nChanged 2 SP:Iteration 55Q (8809.630000 sec): 3 clusters Score: Raw -2389080.651762 + Penalty 4768.280832 = -2384312.370930 nChanged 2 SP:Iteration 56Q (8809.690000 sec): 3 clusters Score: Raw -2389081.384347 + Penalty 4768.280832 = -2384313.103514 nChanged 4 SP:Iteration 57Q (8809.740000 sec): 3 clusters Score: Raw -2389083.500736 + Penalty 4768.280832 = -2384315.219904 nChanged 7 SP:Iteration 58Q (8809.800000 sec): 3 clusters Score: Raw -2389085.307715 + Penalty 4768.280832 = -2384317.026882 nChanged 6 SP:Iteration 59Q (8809.850000 sec): 3 clusters Score: Raw -2389086.692960 + Penalty 4768.280832 = -2384318.412127 nChanged 3 SP:Iteration 60F (8809.930000 sec): 3 clusters Score: Raw -2389087.443944 + Penalty 4768.280832 = -2384319.163112 nChanged 6 SP:Iteration 61Q (8809.990000 sec): 3 clusters Score: Raw -2389089.264839 + Penalty 4768.280832 = -2384320.984007 nChanged 6 SP:Iteration 62Q (8810.040000 sec): 3 clusters Score: Raw -2389090.953026 + Penalty 4768.280832 = -2384322.672193 nChanged 2 SP:Iteration 63Q (8810.100000 sec): 3 clusters Score: Raw -2389091.391849 + Penalty 4768.280832 = -2384323.111016 nChanged 0 SP:Iteration 64F (8810.170000 sec): 3 clusters Score: Raw -2389091.391849 + Penalty 4768.280832 = -2384323.111016 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 26 (102807 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8810.620000 sec): 2 clusters Score: Raw -16529541.905246 + Penalty 2862.070963 = -16526679.834282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8811.140000 sec): 3 clusters Score: Raw -16463419.696033 + Penalty 5724.141927 = -16457695.554106 nChanged 48855 SP:Iteration 1F (8811.660000 sec): 3 clusters Score: Raw -16491603.062341 + Penalty 5724.141927 = -16485878.920414 nChanged 3436 SP:Iteration 2Q (8812.190000 sec): 3 clusters Score: Raw -16492457.055282 + Penalty 5724.141927 = -16486732.913355 nChanged 3791 SP:Iteration 3Q (8812.720000 sec): 3 clusters Score: Raw -16493633.814709 + Penalty 5724.141927 = -16487909.672782 nChanged 4672 SP:Iteration 4Q (8813.240000 sec): 3 clusters Score: Raw -16495554.941930 + Penalty 5724.141927 = -16489830.800003 nChanged 5797 SP:Iteration 5F (8813.760000 sec): 3 clusters Score: Raw -16498643.776154 + Penalty 5724.141927 = -16492919.634228 nChanged 6899 SP:Iteration 6F (8814.280000 sec): 3 clusters Score: Raw -16502925.258312 + Penalty 5724.141927 = -16497201.116385 nChanged 7446 SP:Iteration 7F (8814.800000 sec): 3 clusters Score: Raw -16507950.288455 + Penalty 5724.141927 = -16502226.146528 nChanged 7097 SP:Iteration 8F (8815.320000 sec): 3 clusters Score: Raw -16512917.270696 + Penalty 5724.141927 = -16507193.128769 nChanged 6077 SP:Iteration 9F (8815.830000 sec): 3 clusters Score: Raw -16517134.132205 + Penalty 5724.141927 = -16511409.990278 nChanged 4887 SP:Iteration 10Q (8816.360000 sec): 3 clusters Score: Raw -16520654.541837 + Penalty 5724.141927 = -16514930.399911 nChanged 3895 SP:Iteration 11Q (8816.870000 sec): 3 clusters Score: Raw -16523551.221136 + Penalty 5724.141927 = -16517827.079209 nChanged 2827 SP:Iteration 12Q (8817.380000 sec): 3 clusters Score: Raw -16525621.478979 + Penalty 5724.141927 = -16519897.337052 nChanged 2029 SP:Iteration 13Q (8817.860000 sec): 3 clusters Score: Raw -16527123.174612 + Penalty 5724.141927 = -16521399.032686 nChanged 1464 SP:Iteration 14Q (8818.310000 sec): 3 clusters Score: Raw -16528135.315357 + Penalty 5724.141927 = -16522411.173430 nChanged 1013 SP:Iteration 15Q (8818.750000 sec): 3 clusters Score: Raw -16528747.490521 + Penalty 5724.141927 = -16523023.348594 nChanged 781 SP:Iteration 16Q (8819.160000 sec): 3 clusters Score: Raw -16529141.734205 + Penalty 5724.141927 = -16523417.592278 nChanged 553 SP:Iteration 17Q (8819.570000 sec): 3 clusters Score: Raw -16529389.657950 + Penalty 5724.141927 = -16523665.516023 nChanged 429 SP:Iteration 18Q (8819.960000 sec): 3 clusters Score: Raw -16529568.533124 + Penalty 5724.141927 = -16523844.391197 nChanged 324 SP:Iteration 19Q (8820.350000 sec): 3 clusters Score: Raw -16529691.058953 + Penalty 5724.141927 = -16523966.917026 nChanged 290 SP:Iteration 20F (8820.870000 sec): 3 clusters Score: Raw -16529785.360535 + Penalty 5724.141927 = -16524061.218609 nChanged 239 SP:Iteration 21Q (8821.250000 sec): 3 clusters Score: Raw -16529859.519420 + Penalty 5724.141927 = -16524135.377493 nChanged 202 SP:Iteration 22Q (8821.630000 sec): 3 clusters Score: Raw -16529918.034473 + Penalty 5724.141927 = -16524193.892546 nChanged 168 SP:Iteration 23Q (8822.020000 sec): 3 clusters Score: Raw -16529966.213491 + Penalty 5724.141927 = -16524242.071564 nChanged 141 SP:Iteration 24Q (8822.400000 sec): 3 clusters Score: Raw -16530002.517754 + Penalty 5724.141927 = -16524278.375827 nChanged 113 SP:Iteration 25Q (8822.770000 sec): 3 clusters Score: Raw -16530028.495044 + Penalty 5724.141927 = -16524304.353117 nChanged 101 SP:Iteration 26Q (8823.150000 sec): 3 clusters Score: Raw -16530051.594372 + Penalty 5724.141927 = -16524327.452445 nChanged 85 SP:Iteration 27Q (8823.530000 sec): 3 clusters Score: Raw -16530069.642878 + Penalty 5724.141927 = -16524345.500951 nChanged 67 SP:Iteration 28Q (8823.910000 sec): 3 clusters Score: Raw -16530084.109670 + Penalty 5724.141927 = -16524359.967744 nChanged 76 SP:Iteration 29Q (8824.280000 sec): 3 clusters Score: Raw -16530102.446359 + Penalty 5724.141927 = -16524378.304432 nChanged 65 SP:Iteration 30Q (8824.650000 sec): 3 clusters Score: Raw -16530117.905872 + Penalty 5724.141927 = -16524393.763945 nChanged 69 SP:Iteration 31Q (8825.030000 sec): 3 clusters Score: Raw -16530133.783478 + Penalty 5724.141927 = -16524409.641552 nChanged 66 SP:Iteration 32Q (8825.400000 sec): 3 clusters Score: Raw -16530146.299686 + Penalty 5724.141927 = -16524422.157759 nChanged 48 SP:Iteration 33Q (8825.770000 sec): 3 clusters Score: Raw -16530155.273779 + Penalty 5724.141927 = -16524431.131853 nChanged 40 SP:Iteration 34Q (8826.140000 sec): 3 clusters Score: Raw -16530161.151650 + Penalty 5724.141927 = -16524437.009723 nChanged 30 SP:Iteration 35Q (8826.510000 sec): 3 clusters Score: Raw -16530166.220966 + Penalty 5724.141927 = -16524442.079040 nChanged 32 SP:Iteration 36Q (8826.880000 sec): 3 clusters Score: Raw -16530172.109952 + Penalty 5724.141927 = -16524447.968026 nChanged 30 SP:Iteration 37Q (8827.250000 sec): 3 clusters Score: Raw -16530179.117211 + Penalty 5724.141927 = -16524454.975284 nChanged 38 SP:Iteration 38Q (8827.630000 sec): 3 clusters Score: Raw -16530186.913808 + Penalty 5724.141927 = -16524462.771881 nChanged 34 SP:Iteration 39Q (8827.990000 sec): 3 clusters Score: Raw -16530194.141679 + Penalty 5724.141927 = -16524469.999752 nChanged 26 SP:Iteration 40F (8828.510000 sec): 3 clusters Score: Raw -16530200.159038 + Penalty 5724.141927 = -16524476.017112 nChanged 36 SP:Iteration 41Q (8828.880000 sec): 3 clusters Score: Raw -16530207.302352 + Penalty 5724.141927 = -16524483.160425 nChanged 29 SP:Iteration 42Q (8829.250000 sec): 3 clusters Score: Raw -16530212.834933 + Penalty 5724.141927 = -16524488.693006 nChanged 27 SP:Iteration 43Q (8829.620000 sec): 3 clusters Score: Raw -16530218.876370 + Penalty 5724.141927 = -16524494.734444 nChanged 29 SP:Iteration 44Q (8829.990000 sec): 3 clusters Score: Raw -16530226.381399 + Penalty 5724.141927 = -16524502.239473 nChanged 37 SP:Iteration 45Q (8830.360000 sec): 3 clusters Score: Raw -16530234.223331 + Penalty 5724.141927 = -16524510.081404 nChanged 34 SP:Iteration 46Q (8830.730000 sec): 3 clusters Score: Raw -16530240.658147 + Penalty 5724.141927 = -16524516.516220 nChanged 30 SP:Iteration 47Q (8831.100000 sec): 3 clusters Score: Raw -16530247.622270 + Penalty 5724.141927 = -16524523.480343 nChanged 23 SP:Iteration 48Q (8831.460000 sec): 3 clusters Score: Raw -16530253.044324 + Penalty 5724.141927 = -16524528.902397 nChanged 28 SP:Iteration 49Q (8831.830000 sec): 3 clusters Score: Raw -16530260.525322 + Penalty 5724.141927 = -16524536.383395 nChanged 30 SP:Iteration 50Q (8832.200000 sec): 3 clusters Score: Raw -16530266.334851 + Penalty 5724.141927 = -16524542.192925 nChanged 18 SP:Iteration 51Q (8832.570000 sec): 3 clusters Score: Raw -16530269.109402 + Penalty 5724.141927 = -16524544.967475 nChanged 13 SP:Iteration 52Q (8832.930000 sec): 3 clusters Score: Raw -16530270.933232 + Penalty 5724.141927 = -16524546.791306 nChanged 9 SP:Iteration 53Q (8833.300000 sec): 3 clusters Score: Raw -16530271.999618 + Penalty 5724.141927 = -16524547.857691 nChanged 10 SP:Iteration 54Q (8833.670000 sec): 3 clusters Score: Raw -16530273.876740 + Penalty 5724.141927 = -16524549.734813 nChanged 14 SP:Iteration 55Q (8834.030000 sec): 3 clusters Score: Raw -16530276.506879 + Penalty 5724.141927 = -16524552.364952 nChanged 15 SP:Iteration 56Q (8834.400000 sec): 3 clusters Score: Raw -16530279.152435 + Penalty 5724.141927 = -16524555.010508 nChanged 13 SP:Iteration 57Q (8834.760000 sec): 3 clusters Score: Raw -16530281.627023 + Penalty 5724.141927 = -16524557.485096 nChanged 6 SP:Iteration 58Q (8835.130000 sec): 3 clusters Score: Raw -16530282.577489 + Penalty 5724.141927 = -16524558.435562 nChanged 8 SP:Iteration 59Q (8835.500000 sec): 3 clusters Score: Raw -16530283.946349 + Penalty 5724.141927 = -16524559.804422 nChanged 13 SP:Iteration 60F (8836.010000 sec): 3 clusters Score: Raw -16530286.099718 + Penalty 5724.141927 = -16524561.957791 nChanged 13 SP:Iteration 61Q (8836.380000 sec): 3 clusters Score: Raw -16530289.355870 + Penalty 5724.141927 = -16524565.213944 nChanged 11 SP:Iteration 62Q (8836.740000 sec): 3 clusters Score: Raw -16530291.912662 + Penalty 5724.141927 = -16524567.770735 nChanged 15 SP:Iteration 63Q (8837.110000 sec): 3 clusters Score: Raw -16530295.006000 + Penalty 5724.141927 = -16524570.864074 nChanged 11 SP:Iteration 64Q (8837.470000 sec): 3 clusters Score: Raw -16530297.396203 + Penalty 5724.141927 = -16524573.254276 nChanged 16 SP:Iteration 65Q (8837.840000 sec): 3 clusters Score: Raw -16530300.396530 + Penalty 5724.141927 = -16524576.254603 nChanged 12 SP:Iteration 66Q (8838.200000 sec): 3 clusters Score: Raw -16530302.164185 + Penalty 5724.141927 = -16524578.022259 nChanged 10 SP:Iteration 67Q (8838.570000 sec): 3 clusters Score: Raw -16530303.559615 + Penalty 5724.141927 = -16524579.417688 nChanged 5 SP:Iteration 68Q (8838.930000 sec): 3 clusters Score: Raw -16530304.643612 + Penalty 5724.141927 = -16524580.501685 nChanged 6 SP:Iteration 69Q (8839.300000 sec): 3 clusters Score: Raw -16530305.841184 + Penalty 5724.141927 = -16524581.699257 nChanged 6 SP:Iteration 70Q (8839.660000 sec): 3 clusters Score: Raw -16530307.023686 + Penalty 5724.141927 = -16524582.881759 nChanged 6 SP:Iteration 71Q (8840.030000 sec): 3 clusters Score: Raw -16530308.066238 + Penalty 5724.141927 = -16524583.924311 nChanged 5 SP:Iteration 72Q (8840.390000 sec): 3 clusters Score: Raw -16530308.724489 + Penalty 5724.141927 = -16524584.582562 nChanged 7 SP:Iteration 73Q (8840.760000 sec): 3 clusters Score: Raw -16530310.400428 + Penalty 5724.141927 = -16524586.258502 nChanged 11 SP:Iteration 74Q (8841.120000 sec): 3 clusters Score: Raw -16530312.340049 + Penalty 5724.141927 = -16524588.198122 nChanged 8 SP:Iteration 75Q (8841.490000 sec): 3 clusters Score: Raw -16530313.954897 + Penalty 5724.141927 = -16524589.812970 nChanged 11 SP:Iteration 76Q (8841.850000 sec): 3 clusters Score: Raw -16530316.736780 + Penalty 5724.141927 = -16524592.594853 nChanged 12 SP:Iteration 77Q (8842.220000 sec): 3 clusters Score: Raw -16530319.545695 + Penalty 5724.141927 = -16524595.403768 nChanged 8 SP:Iteration 78Q (8842.590000 sec): 3 clusters Score: Raw -16530320.686934 + Penalty 5724.141927 = -16524596.545007 nChanged 6 SP:Iteration 79Q (8842.950000 sec): 3 clusters Score: Raw -16530322.332008 + Penalty 5724.141927 = -16524598.190082 nChanged 7 SP:Iteration 80F (8843.460000 sec): 3 clusters Score: Raw -16530323.595919 + Penalty 5724.141927 = -16524599.453992 nChanged 8 SP:Iteration 81Q (8843.830000 sec): 3 clusters Score: Raw -16530325.209179 + Penalty 5724.141927 = -16524601.067253 nChanged 6 SP:Iteration 82Q (8844.200000 sec): 3 clusters Score: Raw -16530326.857874 + Penalty 5724.141927 = -16524602.715948 nChanged 10 SP:Iteration 83Q (8844.560000 sec): 3 clusters Score: Raw -16530329.266099 + Penalty 5724.141927 = -16524605.124172 nChanged 8 SP:Iteration 84Q (8844.920000 sec): 3 clusters Score: Raw -16530330.595784 + Penalty 5724.141927 = -16524606.453857 nChanged 4 SP:Iteration 85Q (8845.290000 sec): 3 clusters Score: Raw -16530331.428132 + Penalty 5724.141927 = -16524607.286206 nChanged 7 SP:Iteration 86Q (8845.650000 sec): 3 clusters Score: Raw -16530333.029793 + Penalty 5724.141927 = -16524608.887866 nChanged 9 SP:Iteration 87Q (8846.010000 sec): 3 clusters Score: Raw -16530334.311687 + Penalty 5724.141927 = -16524610.169761 nChanged 6 SP:Iteration 88Q (8846.380000 sec): 3 clusters Score: Raw -16530335.687525 + Penalty 5724.141927 = -16524611.545599 nChanged 9 SP:Iteration 89Q (8846.740000 sec): 3 clusters Score: Raw -16530337.362742 + Penalty 5724.141927 = -16524613.220816 nChanged 7 SP:Iteration 90Q (8847.100000 sec): 3 clusters Score: Raw -16530339.528093 + Penalty 5724.141927 = -16524615.386167 nChanged 7 SP:Iteration 91Q (8847.470000 sec): 3 clusters Score: Raw -16530340.801417 + Penalty 5724.141927 = -16524616.659490 nChanged 5 SP:Iteration 92Q (8847.830000 sec): 3 clusters Score: Raw -16530341.660891 + Penalty 5724.141927 = -16524617.518964 nChanged 5 SP:Iteration 93Q (8848.200000 sec): 3 clusters Score: Raw -16530342.187796 + Penalty 5724.141927 = -16524618.045870 nChanged 2 SP:Iteration 94Q (8848.560000 sec): 3 clusters Score: Raw -16530342.538778 + Penalty 5724.141927 = -16524618.396851 nChanged 2 SP:Iteration 95Q (8848.920000 sec): 3 clusters Score: Raw -16530342.816671 + Penalty 5724.141927 = -16524618.674745 nChanged 2 SP:Iteration 96Q (8849.280000 sec): 3 clusters Score: Raw -16530343.087707 + Penalty 5724.141927 = -16524618.945780 nChanged 1 SP:Iteration 97Q (8849.650000 sec): 3 clusters Score: Raw -16530343.145820 + Penalty 5724.141927 = -16524619.003893 nChanged 1 SP:Iteration 98Q (8850.010000 sec): 3 clusters Score: Raw -16530343.231064 + Penalty 5724.141927 = -16524619.089138 nChanged 0 SP:Iteration 99F (8850.530000 sec): 3 clusters Score: Raw -16530343.231064 + Penalty 5724.141927 = -16524619.089138 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 27 (9744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8850.610000 sec): 2 clusters Score: Raw -1503608.202478 + Penalty 2277.732934 = -1501330.469545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8850.660000 sec): 3 clusters Score: Raw -1498294.506175 + Penalty 4555.465867 = -1493739.040308 nChanged 4038 SP:Iteration 1F (8850.700000 sec): 3 clusters Score: Raw -1500495.607223 + Penalty 4555.465867 = -1495940.141356 nChanged 678 SP:Iteration 2F (8850.750000 sec): 3 clusters Score: Raw -1500878.418344 + Penalty 4555.465867 = -1496322.952477 nChanged 583 SP:Iteration 3F (8850.800000 sec): 3 clusters Score: Raw -1501239.332134 + Penalty 4555.465867 = -1496683.866267 nChanged 549 SP:Iteration 4F (8850.850000 sec): 3 clusters Score: Raw -1501641.502591 + Penalty 4555.465867 = -1497086.036724 nChanged 556 SP:Iteration 5F (8850.900000 sec): 3 clusters Score: Raw -1502124.272248 + Penalty 4555.465867 = -1497568.806381 nChanged 567 SP:Iteration 6F (8850.940000 sec): 3 clusters Score: Raw -1502645.977492 + Penalty 4555.465867 = -1498090.511624 nChanged 548 SP:Iteration 7F (8850.990000 sec): 3 clusters Score: Raw -1503186.341567 + Penalty 4555.465867 = -1498630.875700 nChanged 543 SP:Iteration 8F (8851.040000 sec): 3 clusters Score: Raw -1503737.661537 + Penalty 4555.465867 = -1499182.195670 nChanged 506 SP:Iteration 9F (8851.090000 sec): 3 clusters Score: Raw -1504252.544068 + Penalty 4555.465867 = -1499697.078201 nChanged 387 SP:Iteration 10Q (8851.130000 sec): 3 clusters Score: Raw -1504627.498267 + Penalty 4555.465867 = -1500072.032400 nChanged 263 SP:Iteration 11Q (8851.170000 sec): 3 clusters Score: Raw -1504806.719313 + Penalty 4555.465867 = -1500251.253446 nChanged 210 SP:Iteration 12Q (8851.220000 sec): 3 clusters Score: Raw -1504927.877881 + Penalty 4555.465867 = -1500372.412014 nChanged 136 SP:Iteration 13Q (8851.260000 sec): 3 clusters Score: Raw -1505018.911023 + Penalty 4555.465867 = -1500463.445156 nChanged 116 SP:Iteration 14Q (8851.300000 sec): 3 clusters Score: Raw -1505080.253817 + Penalty 4555.465867 = -1500524.787950 nChanged 103 SP:Iteration 15Q (8851.340000 sec): 3 clusters Score: Raw -1505131.747094 + Penalty 4555.465867 = -1500576.281227 nChanged 91 SP:Iteration 16Q (8851.380000 sec): 3 clusters Score: Raw -1505174.287506 + Penalty 4555.465867 = -1500618.821639 nChanged 77 SP:Iteration 17Q (8851.420000 sec): 3 clusters Score: Raw -1505209.405635 + Penalty 4555.465867 = -1500653.939768 nChanged 80 SP:Iteration 18Q (8851.460000 sec): 3 clusters Score: Raw -1505243.913112 + Penalty 4555.465867 = -1500688.447245 nChanged 63 SP:Iteration 19Q (8851.500000 sec): 3 clusters Score: Raw -1505267.024311 + Penalty 4555.465867 = -1500711.558444 nChanged 48 SP:Iteration 20F (8851.550000 sec): 3 clusters Score: Raw -1505290.011239 + Penalty 4555.465867 = -1500734.545372 nChanged 57 SP:Iteration 21Q (8851.590000 sec): 3 clusters Score: Raw -1505308.760965 + Penalty 4555.465867 = -1500753.295098 nChanged 33 SP:Iteration 22Q (8851.630000 sec): 3 clusters Score: Raw -1505317.638762 + Penalty 4555.465867 = -1500762.172895 nChanged 28 SP:Iteration 23Q (8851.660000 sec): 3 clusters Score: Raw -1505324.548605 + Penalty 4555.465867 = -1500769.082738 nChanged 23 SP:Iteration 24Q (8851.700000 sec): 3 clusters Score: Raw -1505332.103958 + Penalty 4555.465867 = -1500776.638091 nChanged 23 SP:Iteration 25Q (8851.740000 sec): 3 clusters Score: Raw -1505339.440827 + Penalty 4555.465867 = -1500783.974960 nChanged 27 SP:Iteration 26Q (8851.780000 sec): 3 clusters Score: Raw -1505348.089619 + Penalty 4555.465867 = -1500792.623752 nChanged 28 SP:Iteration 27Q (8851.820000 sec): 3 clusters Score: Raw -1505356.806123 + Penalty 4555.465867 = -1500801.340256 nChanged 30 SP:Iteration 28Q (8851.860000 sec): 3 clusters Score: Raw -1505366.531176 + Penalty 4555.465867 = -1500811.065309 nChanged 26 SP:Iteration 29Q (8851.900000 sec): 3 clusters Score: Raw -1505373.778371 + Penalty 4555.465867 = -1500818.312504 nChanged 23 SP:Iteration 30Q (8851.940000 sec): 3 clusters Score: Raw -1505381.306659 + Penalty 4555.465867 = -1500825.840792 nChanged 16 SP:Iteration 31Q (8851.980000 sec): 3 clusters Score: Raw -1505386.202599 + Penalty 4555.465867 = -1500830.736732 nChanged 18 SP:Iteration 32Q (8852.020000 sec): 3 clusters Score: Raw -1505391.737492 + Penalty 4555.465867 = -1500836.271625 nChanged 10 SP:Iteration 33Q (8852.060000 sec): 3 clusters Score: Raw -1505394.451395 + Penalty 4555.465867 = -1500838.985528 nChanged 11 SP:Iteration 34Q (8852.100000 sec): 3 clusters Score: Raw -1505397.039088 + Penalty 4555.465867 = -1500841.573221 nChanged 6 SP:Iteration 35Q (8852.130000 sec): 3 clusters Score: Raw -1505398.402044 + Penalty 4555.465867 = -1500842.936177 nChanged 4 SP:Iteration 36Q (8852.170000 sec): 3 clusters Score: Raw -1505399.228832 + Penalty 4555.465867 = -1500843.762965 nChanged 5 SP:Iteration 37Q (8852.210000 sec): 3 clusters Score: Raw -1505400.318294 + Penalty 4555.465867 = -1500844.852427 nChanged 5 SP:Iteration 38Q (8852.250000 sec): 3 clusters Score: Raw -1505401.449740 + Penalty 4555.465867 = -1500845.983873 nChanged 5 SP:Iteration 39Q (8852.290000 sec): 3 clusters Score: Raw -1505401.897512 + Penalty 4555.465867 = -1500846.431645 nChanged 0 SP:Iteration 40F (8852.340000 sec): 3 clusters Score: Raw -1505401.897512 + Penalty 4555.465867 = -1500846.431645 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 28 (15709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8852.400000 sec): 2 clusters Score: Raw -2521855.840882 + Penalty 2396.173291 = -2519459.667592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8852.480000 sec): 3 clusters Score: Raw -2512916.479937 + Penalty 4792.346581 = -2508124.133356 nChanged 6870 SP:Iteration 1F (8852.560000 sec): 3 clusters Score: Raw -2516760.892673 + Penalty 4792.346581 = -2511968.546092 nChanged 1050 SP:Iteration 2F (8852.640000 sec): 3 clusters Score: Raw -2517293.753973 + Penalty 4792.346581 = -2512501.407392 nChanged 921 SP:Iteration 3F (8852.720000 sec): 3 clusters Score: Raw -2517793.667793 + Penalty 4792.346581 = -2513001.321211 nChanged 899 SP:Iteration 4F (8852.800000 sec): 3 clusters Score: Raw -2518305.858169 + Penalty 4792.346581 = -2513513.511587 nChanged 879 SP:Iteration 5F (8852.870000 sec): 3 clusters Score: Raw -2518852.476076 + Penalty 4792.346581 = -2514060.129494 nChanged 903 SP:Iteration 6F (8852.950000 sec): 3 clusters Score: Raw -2519450.676726 + Penalty 4792.346581 = -2514658.330144 nChanged 874 SP:Iteration 7F (8853.030000 sec): 3 clusters Score: Raw -2520002.415883 + Penalty 4792.346581 = -2515210.069301 nChanged 741 SP:Iteration 8Q (8853.110000 sec): 3 clusters Score: Raw -2520459.925349 + Penalty 4792.346581 = -2515667.578767 nChanged 608 SP:Iteration 9Q (8853.180000 sec): 3 clusters Score: Raw -2520832.204602 + Penalty 4792.346581 = -2516039.858021 nChanged 517 SP:Iteration 10Q (8853.260000 sec): 3 clusters Score: Raw -2521168.282461 + Penalty 4792.346581 = -2516375.935880 nChanged 430 SP:Iteration 11Q (8853.340000 sec): 3 clusters Score: Raw -2521466.300297 + Penalty 4792.346581 = -2516673.953716 nChanged 357 SP:Iteration 12Q (8853.410000 sec): 3 clusters Score: Raw -2521726.293944 + Penalty 4792.346581 = -2516933.947362 nChanged 273 SP:Iteration 13Q (8853.490000 sec): 3 clusters Score: Raw -2521937.464701 + Penalty 4792.346581 = -2517145.118119 nChanged 244 SP:Iteration 14Q (8853.560000 sec): 3 clusters Score: Raw -2522112.308804 + Penalty 4792.346581 = -2517319.962223 nChanged 187 SP:Iteration 15Q (8853.630000 sec): 3 clusters Score: Raw -2522231.303982 + Penalty 4792.346581 = -2517438.957401 nChanged 145 SP:Iteration 16Q (8853.700000 sec): 3 clusters Score: Raw -2522314.040038 + Penalty 4792.346581 = -2517521.693456 nChanged 120 SP:Iteration 17Q (8853.760000 sec): 3 clusters Score: Raw -2522376.824733 + Penalty 4792.346581 = -2517584.478152 nChanged 89 SP:Iteration 18Q (8853.830000 sec): 3 clusters Score: Raw -2522426.952945 + Penalty 4792.346581 = -2517634.606363 nChanged 81 SP:Iteration 19Q (8853.900000 sec): 3 clusters Score: Raw -2522473.576607 + Penalty 4792.346581 = -2517681.230026 nChanged 72 SP:Iteration 20F (8853.970000 sec): 3 clusters Score: Raw -2522518.934223 + Penalty 4792.346581 = -2517726.587642 nChanged 63 SP:Iteration 21Q (8854.040000 sec): 3 clusters Score: Raw -2522558.595666 + Penalty 4792.346581 = -2517766.249085 nChanged 56 SP:Iteration 22Q (8854.100000 sec): 3 clusters Score: Raw -2522595.272343 + Penalty 4792.346581 = -2517802.925762 nChanged 57 SP:Iteration 23Q (8854.160000 sec): 3 clusters Score: Raw -2522639.247067 + Penalty 4792.346581 = -2517846.900485 nChanged 78 SP:Iteration 24Q (8854.220000 sec): 3 clusters Score: Raw -2522693.120520 + Penalty 4792.346581 = -2517900.773939 nChanged 64 SP:Iteration 25Q (8854.280000 sec): 3 clusters Score: Raw -2522736.674034 + Penalty 4792.346581 = -2517944.327452 nChanged 59 SP:Iteration 26Q (8854.340000 sec): 3 clusters Score: Raw -2522772.963078 + Penalty 4792.346581 = -2517980.616496 nChanged 42 SP:Iteration 27Q (8854.410000 sec): 3 clusters Score: Raw -2522807.063071 + Penalty 4792.346581 = -2518014.716490 nChanged 49 SP:Iteration 28Q (8854.470000 sec): 3 clusters Score: Raw -2522835.030630 + Penalty 4792.346581 = -2518042.684049 nChanged 38 SP:Iteration 29Q (8854.520000 sec): 3 clusters Score: Raw -2522854.248912 + Penalty 4792.346581 = -2518061.902331 nChanged 27 SP:Iteration 30Q (8854.580000 sec): 3 clusters Score: Raw -2522867.308501 + Penalty 4792.346581 = -2518074.961919 nChanged 27 SP:Iteration 31Q (8854.640000 sec): 3 clusters Score: Raw -2522876.675009 + Penalty 4792.346581 = -2518084.328428 nChanged 12 SP:Iteration 32Q (8854.700000 sec): 3 clusters Score: Raw -2522881.284398 + Penalty 4792.346581 = -2518088.937817 nChanged 10 SP:Iteration 33Q (8854.760000 sec): 3 clusters Score: Raw -2522885.097842 + Penalty 4792.346581 = -2518092.751260 nChanged 5 SP:Iteration 34Q (8854.820000 sec): 3 clusters Score: Raw -2522886.736833 + Penalty 4792.346581 = -2518094.390252 nChanged 6 SP:Iteration 35Q (8854.880000 sec): 3 clusters Score: Raw -2522888.536998 + Penalty 4792.346581 = -2518096.190416 nChanged 4 SP:Iteration 36Q (8854.940000 sec): 3 clusters Score: Raw -2522889.612563 + Penalty 4792.346581 = -2518097.265982 nChanged 2 SP:Iteration 37Q (8855.000000 sec): 3 clusters Score: Raw -2522890.130163 + Penalty 4792.346581 = -2518097.783582 nChanged 1 SP:Iteration 38Q (8855.060000 sec): 3 clusters Score: Raw -2522891.039076 + Penalty 4792.346581 = -2518098.692495 nChanged 4 SP:Iteration 39Q (8855.120000 sec): 3 clusters Score: Raw -2522893.680110 + Penalty 4792.346581 = -2518101.333528 nChanged 4 SP:Iteration 40F (8855.200000 sec): 3 clusters Score: Raw -2522895.588502 + Penalty 4792.346581 = -2518103.241920 nChanged 3 SP:Iteration 41Q (8855.250000 sec): 3 clusters Score: Raw -2522896.888292 + Penalty 4792.346581 = -2518104.541711 nChanged 1 SP:Iteration 42Q (8855.310000 sec): 3 clusters Score: Raw -2522897.274983 + Penalty 4792.346581 = -2518104.928401 nChanged 2 SP:Iteration 43Q (8855.370000 sec): 3 clusters Score: Raw -2522897.785473 + Penalty 4792.346581 = -2518105.438892 nChanged 1 SP:Iteration 44Q (8855.430000 sec): 3 clusters Score: Raw -2522897.957746 + Penalty 4792.346581 = -2518105.611165 nChanged 0 SP:Iteration 45F (8855.510000 sec): 3 clusters Score: Raw -2522897.957746 + Penalty 4792.346581 = -2518105.611165 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 29 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8855.520000 sec): 2 clusters Score: Raw -46347.859984 + Penalty 1426.638014 = -44921.221970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8855.520000 sec): 3 clusters Score: Raw -46535.653113 + Penalty 2853.276029 = -43682.377084 nChanged 52 SP:Iteration 1F (8855.520000 sec): 3 clusters Score: Raw -46785.096259 + Penalty 2853.276029 = -43931.820230 nChanged 18 SP:Iteration 2F (8855.520000 sec): 3 clusters Score: Raw -46869.331947 + Penalty 2853.276029 = -44016.055918 nChanged 11 SP:Iteration 3Q (8855.520000 sec): 3 clusters Score: Raw -46916.143313 + Penalty 2853.276029 = -44062.867284 nChanged 8 SP:Iteration 4Q (8855.530000 sec): 3 clusters Score: Raw -46945.901856 + Penalty 2853.276029 = -44092.625827 nChanged 6 SP:Iteration 5Q (8855.530000 sec): 3 clusters Score: Raw -46971.111339 + Penalty 2853.276029 = -44117.835310 nChanged 6 SP:Iteration 6Q (8855.530000 sec): 3 clusters Score: Raw -47016.561847 + Penalty 2853.276029 = -44163.285818 nChanged 1 SP:Iteration 7Q (8855.530000 sec): 3 clusters Score: Raw -47028.827918 + Penalty 2853.276029 = -44175.551889 nChanged 2 SP:Iteration 8Q (8855.530000 sec): 3 clusters Score: Raw -47050.947493 + Penalty 2853.276029 = -44197.671464 nChanged 1 SP:Iteration 9Q (8855.530000 sec): 3 clusters Score: Raw -47053.899480 + Penalty 2853.276029 = -44200.623451 nChanged 1 SP:Iteration 10Q (8855.540000 sec): 3 clusters Score: Raw -47055.797589 + Penalty 2853.276029 = -44202.521560 nChanged 0 SP:Iteration 11F (8855.540000 sec): 3 clusters Score: Raw -47055.797589 + Penalty 2853.276029 = -44202.521560 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 30 (4294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8855.560000 sec): 2 clusters Score: Raw -687432.476428 + Penalty 2074.513547 = -685357.962882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8855.580000 sec): 3 clusters Score: Raw -685445.461261 + Penalty 4149.027093 = -681296.434168 nChanged 1565 SP:Iteration 1F (8855.600000 sec): 3 clusters Score: Raw -686304.326940 + Penalty 4149.027093 = -682155.299846 nChanged 308 SP:Iteration 2F (8855.620000 sec): 3 clusters Score: Raw -686471.713031 + Penalty 4149.027093 = -682322.685938 nChanged 184 SP:Iteration 3Q (8855.640000 sec): 3 clusters Score: Raw -686563.325627 + Penalty 4149.027093 = -682414.298534 nChanged 157 SP:Iteration 4Q (8855.660000 sec): 3 clusters Score: Raw -686639.165529 + Penalty 4149.027093 = -682490.138435 nChanged 117 SP:Iteration 5Q (8855.680000 sec): 3 clusters Score: Raw -686695.804868 + Penalty 4149.027093 = -682546.777774 nChanged 93 SP:Iteration 6Q (8855.710000 sec): 3 clusters Score: Raw -686736.848946 + Penalty 4149.027093 = -682587.821853 nChanged 81 SP:Iteration 7Q (8855.730000 sec): 3 clusters Score: Raw -686772.905910 + Penalty 4149.027093 = -682623.878816 nChanged 77 SP:Iteration 8Q (8855.750000 sec): 3 clusters Score: Raw -686805.988564 + Penalty 4149.027093 = -682656.961471 nChanged 72 SP:Iteration 9Q (8855.770000 sec): 3 clusters Score: Raw -686833.107737 + Penalty 4149.027093 = -682684.080643 nChanged 51 SP:Iteration 10Q (8855.790000 sec): 3 clusters Score: Raw -686851.332716 + Penalty 4149.027093 = -682702.305623 nChanged 35 SP:Iteration 11Q (8855.810000 sec): 3 clusters Score: Raw -686865.288107 + Penalty 4149.027093 = -682716.261014 nChanged 32 SP:Iteration 12Q (8855.830000 sec): 3 clusters Score: Raw -686875.920784 + Penalty 4149.027093 = -682726.893690 nChanged 29 SP:Iteration 13Q (8855.860000 sec): 3 clusters Score: Raw -686884.947716 + Penalty 4149.027093 = -682735.920623 nChanged 29 SP:Iteration 14Q (8855.880000 sec): 3 clusters Score: Raw -686894.070780 + Penalty 4149.027093 = -682745.043686 nChanged 22 SP:Iteration 15Q (8855.900000 sec): 3 clusters Score: Raw -686900.944360 + Penalty 4149.027093 = -682751.917267 nChanged 18 SP:Iteration 16Q (8855.920000 sec): 3 clusters Score: Raw -686908.603973 + Penalty 4149.027093 = -682759.576880 nChanged 20 SP:Iteration 17Q (8855.940000 sec): 3 clusters Score: Raw -686916.731227 + Penalty 4149.027093 = -682767.704134 nChanged 21 SP:Iteration 18Q (8855.960000 sec): 3 clusters Score: Raw -686921.944268 + Penalty 4149.027093 = -682772.917174 nChanged 14 SP:Iteration 19Q (8855.980000 sec): 3 clusters Score: Raw -686927.321782 + Penalty 4149.027093 = -682778.294689 nChanged 16 SP:Iteration 20F (8856.000000 sec): 3 clusters Score: Raw -686933.335733 + Penalty 4149.027093 = -682784.308640 nChanged 18 SP:Iteration 21Q (8856.020000 sec): 3 clusters Score: Raw -686939.871150 + Penalty 4149.027093 = -682790.844057 nChanged 17 SP:Iteration 22Q (8856.040000 sec): 3 clusters Score: Raw -686946.060395 + Penalty 4149.027093 = -682797.033301 nChanged 14 SP:Iteration 23Q (8856.070000 sec): 3 clusters Score: Raw -686950.881516 + Penalty 4149.027093 = -682801.854423 nChanged 15 SP:Iteration 24Q (8856.090000 sec): 3 clusters Score: Raw -686957.055677 + Penalty 4149.027093 = -682808.028583 nChanged 21 SP:Iteration 25Q (8856.110000 sec): 3 clusters Score: Raw -686964.894444 + Penalty 4149.027093 = -682815.867350 nChanged 26 SP:Iteration 26Q (8856.130000 sec): 3 clusters Score: Raw -686972.130449 + Penalty 4149.027093 = -682823.103355 nChanged 19 SP:Iteration 27Q (8856.150000 sec): 3 clusters Score: Raw -686982.043746 + Penalty 4149.027093 = -682833.016652 nChanged 31 SP:Iteration 28Q (8856.170000 sec): 3 clusters Score: Raw -686996.991021 + Penalty 4149.027093 = -682847.963928 nChanged 31 SP:Iteration 29Q (8856.190000 sec): 3 clusters Score: Raw -687010.429880 + Penalty 4149.027093 = -682861.402787 nChanged 37 SP:Iteration 30Q (8856.210000 sec): 3 clusters Score: Raw -687025.049947 + Penalty 4149.027093 = -682876.022854 nChanged 39 SP:Iteration 31Q (8856.240000 sec): 3 clusters Score: Raw -687040.065433 + Penalty 4149.027093 = -682891.038340 nChanged 39 SP:Iteration 32Q (8856.260000 sec): 3 clusters Score: Raw -687056.201965 + Penalty 4149.027093 = -682907.174872 nChanged 44 SP:Iteration 33Q (8856.280000 sec): 3 clusters Score: Raw -687075.035453 + Penalty 4149.027093 = -682926.008359 nChanged 43 SP:Iteration 34Q (8856.300000 sec): 3 clusters Score: Raw -687096.343173 + Penalty 4149.027093 = -682947.316080 nChanged 56 SP:Iteration 35Q (8856.320000 sec): 3 clusters Score: Raw -687123.322329 + Penalty 4149.027093 = -682974.295236 nChanged 63 SP:Iteration 36Q (8856.340000 sec): 3 clusters Score: Raw -687157.445595 + Penalty 4149.027093 = -683008.418501 nChanged 63 SP:Iteration 37Q (8856.360000 sec): 3 clusters Score: Raw -687193.687675 + Penalty 4149.027093 = -683044.660582 nChanged 52 SP:Iteration 38Q (8856.380000 sec): 3 clusters Score: Raw -687222.913602 + Penalty 4149.027093 = -683073.886508 nChanged 50 SP:Iteration 39Q (8856.400000 sec): 3 clusters Score: Raw -687253.645043 + Penalty 4149.027093 = -683104.617950 nChanged 66 SP:Iteration 40F (8856.420000 sec): 3 clusters Score: Raw -687295.345152 + Penalty 4149.027093 = -683146.318059 nChanged 63 SP:Iteration 41Q (8856.440000 sec): 3 clusters Score: Raw -687338.736633 + Penalty 4149.027093 = -683189.709540 nChanged 59 SP:Iteration 42Q (8856.460000 sec): 3 clusters Score: Raw -687376.579272 + Penalty 4149.027093 = -683227.552179 nChanged 62 SP:Iteration 43Q (8856.480000 sec): 3 clusters Score: Raw -687411.615885 + Penalty 4149.027093 = -683262.588791 nChanged 52 SP:Iteration 44Q (8856.500000 sec): 3 clusters Score: Raw -687444.882593 + Penalty 4149.027093 = -683295.855499 nChanged 43 SP:Iteration 45Q (8856.520000 sec): 3 clusters Score: Raw -687469.895905 + Penalty 4149.027093 = -683320.868812 nChanged 31 SP:Iteration 46Q (8856.540000 sec): 3 clusters Score: Raw -687490.781012 + Penalty 4149.027093 = -683341.753919 nChanged 34 SP:Iteration 47Q (8856.560000 sec): 3 clusters Score: Raw -687513.089376 + Penalty 4149.027093 = -683364.062283 nChanged 29 SP:Iteration 48Q (8856.580000 sec): 3 clusters Score: Raw -687531.383140 + Penalty 4149.027093 = -683382.356047 nChanged 24 SP:Iteration 49Q (8856.600000 sec): 3 clusters Score: Raw -687545.984508 + Penalty 4149.027093 = -683396.957415 nChanged 21 SP:Iteration 50Q (8856.620000 sec): 3 clusters Score: Raw -687561.373193 + Penalty 4149.027093 = -683412.346100 nChanged 21 SP:Iteration 51Q (8856.640000 sec): 3 clusters Score: Raw -687578.829673 + Penalty 4149.027093 = -683429.802579 nChanged 26 SP:Iteration 52Q (8856.660000 sec): 3 clusters Score: Raw -687600.958200 + Penalty 4149.027093 = -683451.931107 nChanged 23 SP:Iteration 53Q (8856.680000 sec): 3 clusters Score: Raw -687626.415456 + Penalty 4149.027093 = -683477.388363 nChanged 30 SP:Iteration 54Q (8856.700000 sec): 3 clusters Score: Raw -687653.499990 + Penalty 4149.027093 = -683504.472897 nChanged 25 SP:Iteration 55Q (8856.720000 sec): 3 clusters Score: Raw -687677.802865 + Penalty 4149.027093 = -683528.775772 nChanged 18 SP:Iteration 56Q (8856.740000 sec): 3 clusters Score: Raw -687694.702661 + Penalty 4149.027093 = -683545.675568 nChanged 21 SP:Iteration 57Q (8856.760000 sec): 3 clusters Score: Raw -687714.876913 + Penalty 4149.027093 = -683565.849820 nChanged 13 SP:Iteration 58Q (8856.780000 sec): 3 clusters Score: Raw -687729.489485 + Penalty 4149.027093 = -683580.462392 nChanged 12 SP:Iteration 59Q (8856.800000 sec): 3 clusters Score: Raw -687739.786045 + Penalty 4149.027093 = -683590.758952 nChanged 11 SP:Iteration 60F (8856.820000 sec): 3 clusters Score: Raw -687749.426327 + Penalty 4149.027093 = -683600.399233 nChanged 11 SP:Iteration 61Q (8856.830000 sec): 3 clusters Score: Raw -687756.191535 + Penalty 4149.027093 = -683607.164442 nChanged 10 SP:Iteration 62Q (8856.850000 sec): 3 clusters Score: Raw -687766.401969 + Penalty 4149.027093 = -683617.374875 nChanged 11 SP:Iteration 63Q (8856.870000 sec): 3 clusters Score: Raw -687774.214912 + Penalty 4149.027093 = -683625.187819 nChanged 7 SP:Iteration 64Q (8856.890000 sec): 3 clusters Score: Raw -687778.436632 + Penalty 4149.027093 = -683629.409539 nChanged 2 SP:Iteration 65Q (8856.910000 sec): 3 clusters Score: Raw -687779.755513 + Penalty 4149.027093 = -683630.728419 nChanged 2 SP:Iteration 66Q (8856.920000 sec): 3 clusters Score: Raw -687781.928112 + Penalty 4149.027093 = -683632.901018 nChanged 2 SP:Iteration 67Q (8856.940000 sec): 3 clusters Score: Raw -687783.170268 + Penalty 4149.027093 = -683634.143175 nChanged 1 SP:Iteration 68Q (8856.960000 sec): 3 clusters Score: Raw -687783.387278 + Penalty 4149.027093 = -683634.360184 nChanged 1 SP:Iteration 69Q (8856.980000 sec): 3 clusters Score: Raw -687784.275853 + Penalty 4149.027093 = -683635.248760 nChanged 2 SP:Iteration 70Q (8857.000000 sec): 3 clusters Score: Raw -687787.174655 + Penalty 4149.027093 = -683638.147561 nChanged 5 SP:Iteration 71Q (8857.020000 sec): 3 clusters Score: Raw -687790.867741 + Penalty 4149.027093 = -683641.840648 nChanged 2 SP:Iteration 72Q (8857.030000 sec): 3 clusters Score: Raw -687792.632681 + Penalty 4149.027093 = -683643.605587 nChanged 3 SP:Iteration 73Q (8857.050000 sec): 3 clusters Score: Raw -687793.922034 + Penalty 4149.027093 = -683644.894940 nChanged 1 SP:Iteration 74Q (8857.070000 sec): 3 clusters Score: Raw -687794.913180 + Penalty 4149.027093 = -683645.886086 nChanged 1 SP:Iteration 75Q (8857.090000 sec): 3 clusters Score: Raw -687795.961036 + Penalty 4149.027093 = -683646.933942 nChanged 1 SP:Iteration 76Q (8857.100000 sec): 3 clusters Score: Raw -687796.637720 + Penalty 4149.027093 = -683647.610627 nChanged 0 SP:Iteration 77F (8857.130000 sec): 3 clusters Score: Raw -687796.637720 + Penalty 4149.027093 = -683647.610627 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 31 (1845 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8857.140000 sec): 2 clusters Score: Raw -259576.745826 + Penalty 1865.018170 = -257711.727656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8857.150000 sec): 3 clusters Score: Raw -258953.265071 + Penalty 3730.036340 = -255223.228731 nChanged 572 SP:Iteration 1F (8857.160000 sec): 3 clusters Score: Raw -259422.308152 + Penalty 3730.036340 = -255692.271812 nChanged 176 SP:Iteration 2F (8857.160000 sec): 3 clusters Score: Raw -259659.594850 + Penalty 3730.036340 = -255929.558510 nChanged 132 SP:Iteration 3F (8857.180000 sec): 3 clusters Score: Raw -259836.522877 + Penalty 3730.036340 = -256106.486537 nChanged 103 SP:Iteration 4F (8857.180000 sec): 3 clusters Score: Raw -259983.817901 + Penalty 3730.036340 = -256253.781561 nChanged 85 SP:Iteration 5Q (8857.190000 sec): 3 clusters Score: Raw -260118.298630 + Penalty 3730.036340 = -256388.262290 nChanged 76 SP:Iteration 6Q (8857.200000 sec): 3 clusters Score: Raw -260216.944119 + Penalty 3730.036340 = -256486.907779 nChanged 56 SP:Iteration 7Q (8857.210000 sec): 3 clusters Score: Raw -260295.953702 + Penalty 3730.036340 = -256565.917362 nChanged 40 SP:Iteration 8Q (8857.220000 sec): 3 clusters Score: Raw -260347.660358 + Penalty 3730.036340 = -256617.624018 nChanged 30 SP:Iteration 9Q (8857.230000 sec): 3 clusters Score: Raw -260389.335620 + Penalty 3730.036340 = -256659.299280 nChanged 27 SP:Iteration 10Q (8857.240000 sec): 3 clusters Score: Raw -260430.041533 + Penalty 3730.036340 = -256700.005193 nChanged 30 SP:Iteration 11Q (8857.240000 sec): 3 clusters Score: Raw -260473.771167 + Penalty 3730.036340 = -256743.734827 nChanged 30 SP:Iteration 12Q (8857.250000 sec): 3 clusters Score: Raw -260517.972715 + Penalty 3730.036340 = -256787.936375 nChanged 24 SP:Iteration 13Q (8857.260000 sec): 3 clusters Score: Raw -260548.115850 + Penalty 3730.036340 = -256818.079510 nChanged 16 SP:Iteration 14Q (8857.270000 sec): 3 clusters Score: Raw -260566.749980 + Penalty 3730.036340 = -256836.713640 nChanged 15 SP:Iteration 15Q (8857.280000 sec): 3 clusters Score: Raw -260581.087672 + Penalty 3730.036340 = -256851.051332 nChanged 12 SP:Iteration 16Q (8857.280000 sec): 3 clusters Score: Raw -260594.495951 + Penalty 3730.036340 = -256864.459611 nChanged 11 SP:Iteration 17Q (8857.290000 sec): 3 clusters Score: Raw -260604.980996 + Penalty 3730.036340 = -256874.944656 nChanged 8 SP:Iteration 18Q (8857.300000 sec): 3 clusters Score: Raw -260616.795928 + Penalty 3730.036340 = -256886.759588 nChanged 7 SP:Iteration 19Q (8857.310000 sec): 3 clusters Score: Raw -260620.950002 + Penalty 3730.036340 = -256890.913662 nChanged 5 SP:Iteration 20F (8857.320000 sec): 3 clusters Score: Raw -260625.733795 + Penalty 3730.036340 = -256895.697455 nChanged 2 SP:Iteration 21Q (8857.330000 sec): 3 clusters Score: Raw -260627.729743 + Penalty 3730.036340 = -256897.693403 nChanged 1 SP:Iteration 22Q (8857.340000 sec): 3 clusters Score: Raw -260628.210738 + Penalty 3730.036340 = -256898.174397 nChanged 0 SP:Iteration 23F (8857.340000 sec): 3 clusters Score: Raw -260628.210738 + Penalty 3730.036340 = -256898.174397 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 32 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8857.350000 sec): 2 clusters Score: Raw -77914.222771 + Penalty 1555.673498 = -76358.549273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8857.350000 sec): 3 clusters Score: Raw -77888.617405 + Penalty 3111.346995 = -74777.270410 nChanged 101 SP:Iteration 1F (8857.360000 sec): 3 clusters Score: Raw -78082.317631 + Penalty 3111.346995 = -74970.970636 nChanged 21 SP:Iteration 2Q (8857.360000 sec): 3 clusters Score: Raw -78136.630805 + Penalty 3111.346995 = -75025.283809 nChanged 15 SP:Iteration 3Q (8857.360000 sec): 3 clusters Score: Raw -78179.191281 + Penalty 3111.346995 = -75067.844286 nChanged 6 SP:Iteration 4Q (8857.360000 sec): 3 clusters Score: Raw -78198.673734 + Penalty 3111.346995 = -75087.326739 nChanged 7 SP:Iteration 5Q (8857.360000 sec): 3 clusters Score: Raw -78214.021702 + Penalty 3111.346995 = -75102.674707 nChanged 7 SP:Iteration 6Q (8857.370000 sec): 3 clusters Score: Raw -78231.947460 + Penalty 3111.346995 = -75120.600465 nChanged 7 SP:Iteration 7Q (8857.370000 sec): 3 clusters Score: Raw -78257.513913 + Penalty 3111.346995 = -75146.166917 nChanged 11 SP:Iteration 8Q (8857.370000 sec): 3 clusters Score: Raw -78287.822978 + Penalty 3111.346995 = -75176.475983 nChanged 9 SP:Iteration 9Q (8857.380000 sec): 3 clusters Score: Raw -78335.521240 + Penalty 3111.346995 = -75224.174245 nChanged 9 SP:Iteration 10Q (8857.380000 sec): 3 clusters Score: Raw -78371.668467 + Penalty 3111.346995 = -75260.321472 nChanged 8 SP:Iteration 11Q (8857.380000 sec): 3 clusters Score: Raw -78403.154762 + Penalty 3111.346995 = -75291.807767 nChanged 5 SP:Iteration 12Q (8857.380000 sec): 3 clusters Score: Raw -78413.512354 + Penalty 3111.346995 = -75302.165359 nChanged 1 SP:Iteration 13Q (8857.380000 sec): 3 clusters Score: Raw -78415.098713 + Penalty 3111.346995 = -75303.751718 nChanged 0 SP:Iteration 14F (8857.390000 sec): 3 clusters Score: Raw -78415.098713 + Penalty 3111.346995 = -75303.751718 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 33 (248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8857.390000 sec): 2 clusters Score: Raw -36986.502868 + Penalty 1367.330329 = -35619.172539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8857.390000 sec): 3 clusters Score: Raw -37179.113922 + Penalty 2734.660658 = -34444.453264 nChanged 22 SP:Iteration 1F (8857.400000 sec): 3 clusters Score: Raw -37240.560849 + Penalty 2734.660658 = -34505.900191 nChanged 3 SP:Iteration 2Q (8857.400000 sec): 3 clusters Score: Raw -37252.500981 + Penalty 2734.660658 = -34517.840323 nChanged 3 SP:Iteration 3Q (8857.400000 sec): 3 clusters Score: Raw -37260.020626 + Penalty 2734.660658 = -34525.359968 nChanged 2 SP:Iteration 4Q (8857.400000 sec): 3 clusters Score: Raw -37266.859122 + Penalty 2734.660658 = -34532.198464 nChanged 0 SP:Iteration 5F (8857.400000 sec): 3 clusters Score: Raw -37266.859122 + Penalty 2734.660658 = -34532.198464 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 34 (3589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8857.420000 sec): 2 clusters Score: Raw -555626.903473 + Penalty 2030.035965 = -553596.867508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8857.440000 sec): 3 clusters Score: Raw -554025.284708 + Penalty 4060.071930 = -549965.212778 nChanged 1314 SP:Iteration 1F (8857.460000 sec): 3 clusters Score: Raw -554815.947055 + Penalty 4060.071930 = -550755.875125 nChanged 265 SP:Iteration 2F (8857.470000 sec): 3 clusters Score: Raw -554989.498461 + Penalty 4060.071930 = -550929.426531 nChanged 163 SP:Iteration 3Q (8857.490000 sec): 3 clusters Score: Raw -555088.448629 + Penalty 4060.071930 = -551028.376699 nChanged 105 SP:Iteration 4Q (8857.510000 sec): 3 clusters Score: Raw -555150.993180 + Penalty 4060.071930 = -551090.921250 nChanged 79 SP:Iteration 5Q (8857.520000 sec): 3 clusters Score: Raw -555193.317488 + Penalty 4060.071930 = -551133.245558 nChanged 67 SP:Iteration 6Q (8857.540000 sec): 3 clusters Score: Raw -555227.895073 + Penalty 4060.071930 = -551167.823143 nChanged 55 SP:Iteration 7Q (8857.560000 sec): 3 clusters Score: Raw -555257.900084 + Penalty 4060.071930 = -551197.828154 nChanged 57 SP:Iteration 8Q (8857.580000 sec): 3 clusters Score: Raw -555293.179561 + Penalty 4060.071930 = -551233.107631 nChanged 66 SP:Iteration 9Q (8857.600000 sec): 3 clusters Score: Raw -555330.125317 + Penalty 4060.071930 = -551270.053387 nChanged 47 SP:Iteration 10Q (8857.610000 sec): 3 clusters Score: Raw -555357.987196 + Penalty 4060.071930 = -551297.915266 nChanged 37 SP:Iteration 11Q (8857.630000 sec): 3 clusters Score: Raw -555378.913435 + Penalty 4060.071930 = -551318.841505 nChanged 47 SP:Iteration 12Q (8857.650000 sec): 3 clusters Score: Raw -555400.664268 + Penalty 4060.071930 = -551340.592338 nChanged 36 SP:Iteration 13Q (8857.670000 sec): 3 clusters Score: Raw -555415.287192 + Penalty 4060.071930 = -551355.215262 nChanged 27 SP:Iteration 14Q (8857.680000 sec): 3 clusters Score: Raw -555427.038511 + Penalty 4060.071930 = -551366.966581 nChanged 28 SP:Iteration 15Q (8857.700000 sec): 3 clusters Score: Raw -555440.152962 + Penalty 4060.071930 = -551380.081032 nChanged 32 SP:Iteration 16Q (8857.720000 sec): 3 clusters Score: Raw -555454.180029 + Penalty 4060.071930 = -551394.108099 nChanged 27 SP:Iteration 17Q (8857.740000 sec): 3 clusters Score: Raw -555464.794794 + Penalty 4060.071930 = -551404.722864 nChanged 20 SP:Iteration 18Q (8857.750000 sec): 3 clusters Score: Raw -555474.151164 + Penalty 4060.071930 = -551414.079234 nChanged 23 SP:Iteration 19Q (8857.770000 sec): 3 clusters Score: Raw -555485.994238 + Penalty 4060.071930 = -551425.922308 nChanged 18 SP:Iteration 20F (8857.790000 sec): 3 clusters Score: Raw -555493.237286 + Penalty 4060.071930 = -551433.165356 nChanged 18 SP:Iteration 21Q (8857.810000 sec): 3 clusters Score: Raw -555498.817421 + Penalty 4060.071930 = -551438.745491 nChanged 17 SP:Iteration 22Q (8857.820000 sec): 3 clusters Score: Raw -555504.953033 + Penalty 4060.071930 = -551444.881103 nChanged 17 SP:Iteration 23Q (8857.840000 sec): 3 clusters Score: Raw -555510.597414 + Penalty 4060.071930 = -551450.525484 nChanged 15 SP:Iteration 24Q (8857.860000 sec): 3 clusters Score: Raw -555516.789713 + Penalty 4060.071930 = -551456.717783 nChanged 20 SP:Iteration 25Q (8857.880000 sec): 3 clusters Score: Raw -555524.912203 + Penalty 4060.071930 = -551464.840273 nChanged 17 SP:Iteration 26Q (8857.900000 sec): 3 clusters Score: Raw -555531.751213 + Penalty 4060.071930 = -551471.679283 nChanged 15 SP:Iteration 27Q (8857.910000 sec): 3 clusters Score: Raw -555537.715414 + Penalty 4060.071930 = -551477.643484 nChanged 10 SP:Iteration 28Q (8857.930000 sec): 3 clusters Score: Raw -555542.874499 + Penalty 4060.071930 = -551482.802569 nChanged 16 SP:Iteration 29Q (8857.950000 sec): 3 clusters Score: Raw -555550.630058 + Penalty 4060.071930 = -551490.558128 nChanged 15 SP:Iteration 30Q (8857.960000 sec): 3 clusters Score: Raw -555556.670154 + Penalty 4060.071930 = -551496.598224 nChanged 22 SP:Iteration 31Q (8857.980000 sec): 3 clusters Score: Raw -555564.942405 + Penalty 4060.071930 = -551504.870475 nChanged 20 SP:Iteration 32Q (8858.000000 sec): 3 clusters Score: Raw -555575.622542 + Penalty 4060.071930 = -551515.550612 nChanged 29 SP:Iteration 33Q (8858.020000 sec): 3 clusters Score: Raw -555591.310772 + Penalty 4060.071930 = -551531.238842 nChanged 28 SP:Iteration 34Q (8858.030000 sec): 3 clusters Score: Raw -555603.410685 + Penalty 4060.071930 = -551543.338755 nChanged 23 SP:Iteration 35Q (8858.050000 sec): 3 clusters Score: Raw -555612.459403 + Penalty 4060.071930 = -551552.387473 nChanged 20 SP:Iteration 36Q (8858.070000 sec): 3 clusters Score: Raw -555619.093778 + Penalty 4060.071930 = -551559.021848 nChanged 12 SP:Iteration 37Q (8858.090000 sec): 3 clusters Score: Raw -555625.163105 + Penalty 4060.071930 = -551565.091175 nChanged 17 SP:Iteration 38Q (8858.100000 sec): 3 clusters Score: Raw -555633.074094 + Penalty 4060.071930 = -551573.002164 nChanged 17 SP:Iteration 39Q (8858.120000 sec): 3 clusters Score: Raw -555641.234466 + Penalty 4060.071930 = -551581.162536 nChanged 24 SP:Iteration 40F (8858.140000 sec): 3 clusters Score: Raw -555651.170446 + Penalty 4060.071930 = -551591.098516 nChanged 20 SP:Iteration 41Q (8858.160000 sec): 3 clusters Score: Raw -555664.282310 + Penalty 4060.071930 = -551604.210380 nChanged 26 SP:Iteration 42Q (8858.170000 sec): 3 clusters Score: Raw -555680.902421 + Penalty 4060.071930 = -551620.830491 nChanged 36 SP:Iteration 43Q (8858.190000 sec): 3 clusters Score: Raw -555703.556854 + Penalty 4060.071930 = -551643.484924 nChanged 37 SP:Iteration 44Q (8858.210000 sec): 3 clusters Score: Raw -555730.290291 + Penalty 4060.071930 = -551670.218361 nChanged 42 SP:Iteration 45Q (8858.220000 sec): 3 clusters Score: Raw -555757.997370 + Penalty 4060.071930 = -551697.925440 nChanged 33 SP:Iteration 46Q (8858.240000 sec): 3 clusters Score: Raw -555779.610974 + Penalty 4060.071930 = -551719.539044 nChanged 48 SP:Iteration 47Q (8858.260000 sec): 3 clusters Score: Raw -555813.005335 + Penalty 4060.071930 = -551752.933405 nChanged 46 SP:Iteration 48Q (8858.280000 sec): 3 clusters Score: Raw -555835.938829 + Penalty 4060.071930 = -551775.866899 nChanged 34 SP:Iteration 49Q (8858.300000 sec): 3 clusters Score: Raw -555854.247456 + Penalty 4060.071930 = -551794.175526 nChanged 41 SP:Iteration 50Q (8858.310000 sec): 3 clusters Score: Raw -555882.236851 + Penalty 4060.071930 = -551822.164921 nChanged 41 SP:Iteration 51Q (8858.330000 sec): 3 clusters Score: Raw -555908.229407 + Penalty 4060.071930 = -551848.157477 nChanged 43 SP:Iteration 52Q (8858.340000 sec): 3 clusters Score: Raw -555935.879229 + Penalty 4060.071930 = -551875.807299 nChanged 43 SP:Iteration 53Q (8858.360000 sec): 3 clusters Score: Raw -555963.794750 + Penalty 4060.071930 = -551903.722820 nChanged 45 SP:Iteration 54Q (8858.380000 sec): 3 clusters Score: Raw -555994.059973 + Penalty 4060.071930 = -551933.988043 nChanged 51 SP:Iteration 55Q (8858.400000 sec): 3 clusters Score: Raw -556029.184057 + Penalty 4060.071930 = -551969.112127 nChanged 57 SP:Iteration 56Q (8858.420000 sec): 3 clusters Score: Raw -556074.417946 + Penalty 4060.071930 = -552014.346016 nChanged 55 SP:Iteration 57Q (8858.430000 sec): 3 clusters Score: Raw -556108.352776 + Penalty 4060.071930 = -552048.280846 nChanged 49 SP:Iteration 58Q (8858.450000 sec): 3 clusters Score: Raw -556136.339210 + Penalty 4060.071930 = -552076.267280 nChanged 39 SP:Iteration 59Q (8858.460000 sec): 3 clusters Score: Raw -556158.621554 + Penalty 4060.071930 = -552098.549624 nChanged 35 SP:Iteration 60F (8858.480000 sec): 3 clusters Score: Raw -556178.476169 + Penalty 4060.071930 = -552118.404239 nChanged 27 SP:Iteration 61Q (8858.500000 sec): 3 clusters Score: Raw -556190.687378 + Penalty 4060.071930 = -552130.615448 nChanged 15 SP:Iteration 62Q (8858.520000 sec): 3 clusters Score: Raw -556198.474695 + Penalty 4060.071930 = -552138.402765 nChanged 15 SP:Iteration 63Q (8858.530000 sec): 3 clusters Score: Raw -556203.671770 + Penalty 4060.071930 = -552143.599840 nChanged 6 SP:Iteration 64Q (8858.550000 sec): 3 clusters Score: Raw -556205.755371 + Penalty 4060.071930 = -552145.683441 nChanged 7 SP:Iteration 65Q (8858.570000 sec): 3 clusters Score: Raw -556208.353244 + Penalty 4060.071930 = -552148.281314 nChanged 8 SP:Iteration 66Q (8858.580000 sec): 3 clusters Score: Raw -556211.577172 + Penalty 4060.071930 = -552151.505242 nChanged 6 SP:Iteration 67Q (8858.600000 sec): 3 clusters Score: Raw -556213.556031 + Penalty 4060.071930 = -552153.484101 nChanged 5 SP:Iteration 68Q (8858.620000 sec): 3 clusters Score: Raw -556215.432955 + Penalty 4060.071930 = -552155.361025 nChanged 5 SP:Iteration 69Q (8858.640000 sec): 3 clusters Score: Raw -556216.590892 + Penalty 4060.071930 = -552156.518962 nChanged 4 SP:Iteration 70Q (8858.650000 sec): 3 clusters Score: Raw -556218.487792 + Penalty 4060.071930 = -552158.415862 nChanged 6 SP:Iteration 71Q (8858.670000 sec): 3 clusters Score: Raw -556220.597617 + Penalty 4060.071930 = -552160.525687 nChanged 4 SP:Iteration 72Q (8858.690000 sec): 3 clusters Score: Raw -556222.721273 + Penalty 4060.071930 = -552162.649343 nChanged 7 SP:Iteration 73Q (8858.700000 sec): 3 clusters Score: Raw -556225.289658 + Penalty 4060.071930 = -552165.217728 nChanged 5 SP:Iteration 74Q (8858.720000 sec): 3 clusters Score: Raw -556227.030976 + Penalty 4060.071930 = -552166.959046 nChanged 5 SP:Iteration 75Q (8858.740000 sec): 3 clusters Score: Raw -556229.096698 + Penalty 4060.071930 = -552169.024768 nChanged 6 SP:Iteration 76Q (8858.760000 sec): 3 clusters Score: Raw -556230.900767 + Penalty 4060.071930 = -552170.828837 nChanged 2 SP:Iteration 77Q (8858.770000 sec): 3 clusters Score: Raw -556231.936097 + Penalty 4060.071930 = -552171.864167 nChanged 4 SP:Iteration 78Q (8858.790000 sec): 3 clusters Score: Raw -556232.919499 + Penalty 4060.071930 = -552172.847569 nChanged 3 SP:Iteration 79Q (8858.800000 sec): 3 clusters Score: Raw -556233.857827 + Penalty 4060.071930 = -552173.785897 nChanged 2 SP:Iteration 80F (8858.820000 sec): 3 clusters Score: Raw -556234.363466 + Penalty 4060.071930 = -552174.291536 nChanged 2 SP:Iteration 81Q (8858.840000 sec): 3 clusters Score: Raw -556234.931172 + Penalty 4060.071930 = -552174.859242 nChanged 3 SP:Iteration 82Q (8858.860000 sec): 3 clusters Score: Raw -556236.283906 + Penalty 4060.071930 = -552176.211976 nChanged 5 SP:Iteration 83Q (8858.870000 sec): 3 clusters Score: Raw -556238.699358 + Penalty 4060.071930 = -552178.627428 nChanged 6 SP:Iteration 84Q (8858.890000 sec): 3 clusters Score: Raw -556242.535426 + Penalty 4060.071930 = -552182.463496 nChanged 7 SP:Iteration 85Q (8858.910000 sec): 3 clusters Score: Raw -556245.229500 + Penalty 4060.071930 = -552185.157570 nChanged 9 SP:Iteration 86Q (8858.920000 sec): 3 clusters Score: Raw -556249.191876 + Penalty 4060.071930 = -552189.119946 nChanged 8 SP:Iteration 87Q (8858.940000 sec): 3 clusters Score: Raw -556252.228736 + Penalty 4060.071930 = -552192.156806 nChanged 7 SP:Iteration 88Q (8858.960000 sec): 3 clusters Score: Raw -556253.956758 + Penalty 4060.071930 = -552193.884828 nChanged 5 SP:Iteration 89Q (8858.980000 sec): 3 clusters Score: Raw -556255.325190 + Penalty 4060.071930 = -552195.253260 nChanged 1 SP:Iteration 90Q (8858.990000 sec): 3 clusters Score: Raw -556255.531383 + Penalty 4060.071930 = -552195.459453 nChanged 1 SP:Iteration 91Q (8859.010000 sec): 3 clusters Score: Raw -556255.697660 + Penalty 4060.071930 = -552195.625730 nChanged 1 SP:Iteration 92Q (8859.020000 sec): 3 clusters Score: Raw -556255.897016 + Penalty 4060.071930 = -552195.825086 nChanged 2 SP:Iteration 93Q (8859.040000 sec): 3 clusters Score: Raw -556257.319202 + Penalty 4060.071930 = -552197.247272 nChanged 1 SP:Iteration 94Q (8859.060000 sec): 3 clusters Score: Raw -556258.157765 + Penalty 4060.071930 = -552198.085835 nChanged 5 SP:Iteration 95Q (8859.080000 sec): 3 clusters Score: Raw -556259.577366 + Penalty 4060.071930 = -552199.505436 nChanged 2 SP:Iteration 96Q (8859.090000 sec): 3 clusters Score: Raw -556260.215536 + Penalty 4060.071930 = -552200.143606 nChanged 2 SP:Iteration 97Q (8859.110000 sec): 3 clusters Score: Raw -556261.023541 + Penalty 4060.071930 = -552200.951611 nChanged 1 SP:Iteration 98Q (8859.130000 sec): 3 clusters Score: Raw -556261.145792 + Penalty 4060.071930 = -552201.073862 nChanged 0 SP:Iteration 99F (8859.140000 sec): 3 clusters Score: Raw -556261.145792 + Penalty 4060.071930 = -552201.073862 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 35 (4013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8859.160000 sec): 2 clusters Score: Raw -627764.946056 + Penalty 2057.729004 = -625707.217053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8859.180000 sec): 3 clusters Score: Raw -625916.130494 + Penalty 4115.458008 = -621800.672486 nChanged 1473 SP:Iteration 1F (8859.200000 sec): 3 clusters Score: Raw -626770.387926 + Penalty 4115.458008 = -622654.929918 nChanged 318 SP:Iteration 2F (8859.220000 sec): 3 clusters Score: Raw -626973.849209 + Penalty 4115.458008 = -622858.391201 nChanged 217 SP:Iteration 3F (8859.240000 sec): 3 clusters Score: Raw -627133.040871 + Penalty 4115.458008 = -623017.582863 nChanged 172 SP:Iteration 4Q (8859.260000 sec): 3 clusters Score: Raw -627408.938446 + Penalty 4115.458008 = -623293.480438 nChanged 172 SP:Iteration 5Q (8859.280000 sec): 3 clusters Score: Raw -627708.838854 + Penalty 4115.458008 = -623593.380847 nChanged 193 SP:Iteration 6Q (8859.300000 sec): 3 clusters Score: Raw -627861.588504 + Penalty 4115.458008 = -623746.130496 nChanged 164 SP:Iteration 7Q (8859.320000 sec): 3 clusters Score: Raw -627980.672956 + Penalty 4115.458008 = -623865.214948 nChanged 149 SP:Iteration 8Q (8859.340000 sec): 3 clusters Score: Raw -628100.217100 + Penalty 4115.458008 = -623984.759092 nChanged 165 SP:Iteration 9Q (8859.360000 sec): 3 clusters Score: Raw -628242.116441 + Penalty 4115.458008 = -624126.658434 nChanged 185 SP:Iteration 10Q (8859.380000 sec): 3 clusters Score: Raw -628427.998782 + Penalty 4115.458008 = -624312.540774 nChanged 192 SP:Iteration 11Q (8859.400000 sec): 3 clusters Score: Raw -628633.426953 + Penalty 4115.458008 = -624517.968945 nChanged 186 SP:Iteration 12Q (8859.420000 sec): 3 clusters Score: Raw -628832.952034 + Penalty 4115.458008 = -624717.494027 nChanged 182 SP:Iteration 13Q (8859.440000 sec): 3 clusters Score: Raw -629004.247073 + Penalty 4115.458008 = -624888.789065 nChanged 133 SP:Iteration 14Q (8859.460000 sec): 3 clusters Score: Raw -629136.137396 + Penalty 4115.458008 = -625020.679388 nChanged 86 SP:Iteration 15Q (8859.480000 sec): 3 clusters Score: Raw -629221.209329 + Penalty 4115.458008 = -625105.751321 nChanged 63 SP:Iteration 16Q (8859.500000 sec): 3 clusters Score: Raw -629288.268052 + Penalty 4115.458008 = -625172.810044 nChanged 52 SP:Iteration 17Q (8859.510000 sec): 3 clusters Score: Raw -629358.861437 + Penalty 4115.458008 = -625243.403429 nChanged 41 SP:Iteration 18Q (8859.530000 sec): 3 clusters Score: Raw -629402.979839 + Penalty 4115.458008 = -625287.521832 nChanged 24 SP:Iteration 19Q (8859.550000 sec): 3 clusters Score: Raw -629430.592082 + Penalty 4115.458008 = -625315.134074 nChanged 18 SP:Iteration 20F (8859.570000 sec): 3 clusters Score: Raw -629446.938191 + Penalty 4115.458008 = -625331.480183 nChanged 13 SP:Iteration 21Q (8859.580000 sec): 3 clusters Score: Raw -629462.976269 + Penalty 4115.458008 = -625347.518261 nChanged 9 SP:Iteration 22Q (8859.600000 sec): 3 clusters Score: Raw -629469.768377 + Penalty 4115.458008 = -625354.310369 nChanged 7 SP:Iteration 23Q (8859.620000 sec): 3 clusters Score: Raw -629475.231326 + Penalty 4115.458008 = -625359.773319 nChanged 7 SP:Iteration 24Q (8859.630000 sec): 3 clusters Score: Raw -629482.510029 + Penalty 4115.458008 = -625367.052021 nChanged 9 SP:Iteration 25Q (8859.650000 sec): 3 clusters Score: Raw -629493.320623 + Penalty 4115.458008 = -625377.862615 nChanged 8 SP:Iteration 26Q (8859.670000 sec): 3 clusters Score: Raw -629500.915106 + Penalty 4115.458008 = -625385.457098 nChanged 6 SP:Iteration 27Q (8859.680000 sec): 3 clusters Score: Raw -629507.547647 + Penalty 4115.458008 = -625392.089640 nChanged 2 SP:Iteration 28Q (8859.700000 sec): 3 clusters Score: Raw -629509.209736 + Penalty 4115.458008 = -625393.751729 nChanged 2 SP:Iteration 29Q (8859.720000 sec): 3 clusters Score: Raw -629510.060596 + Penalty 4115.458008 = -625394.602589 nChanged 1 SP:Iteration 30Q (8859.730000 sec): 3 clusters Score: Raw -629511.179293 + Penalty 4115.458008 = -625395.721286 nChanged 2 SP:Iteration 31Q (8859.750000 sec): 3 clusters Score: Raw -629512.565185 + Penalty 4115.458008 = -625397.107178 nChanged 2 SP:Iteration 32Q (8859.760000 sec): 3 clusters Score: Raw -629514.526074 + Penalty 4115.458008 = -625399.068067 nChanged 2 SP:Iteration 33Q (8859.780000 sec): 3 clusters Score: Raw -629517.477884 + Penalty 4115.458008 = -625402.019876 nChanged 2 SP:Iteration 34Q (8859.800000 sec): 3 clusters Score: Raw -629523.461424 + Penalty 4115.458008 = -625408.003416 nChanged 4 SP:Iteration 35Q (8859.810000 sec): 3 clusters Score: Raw -629526.573444 + Penalty 4115.458008 = -625411.115436 nChanged 4 SP:Iteration 36Q (8859.820000 sec): 3 clusters Score: Raw -629528.475085 + Penalty 4115.458008 = -625413.017077 nChanged 1 SP:Iteration 37Q (8859.840000 sec): 3 clusters Score: Raw -629529.887720 + Penalty 4115.458008 = -625414.429712 nChanged 0 SP:Iteration 38F (8859.860000 sec): 3 clusters Score: Raw -629529.887720 + Penalty 4115.458008 = -625414.429712 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 36 (41195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8860.040000 sec): 2 clusters Score: Raw -6912826.543775 + Penalty 2635.265898 = -6910191.277877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8860.250000 sec): 3 clusters Score: Raw -6887293.163340 + Penalty 5270.531796 = -6882022.631544 nChanged 18896 SP:Iteration 1F (8860.460000 sec): 3 clusters Score: Raw -6897857.478601 + Penalty 5270.531796 = -6892586.946805 nChanged 1625 SP:Iteration 2Q (8860.670000 sec): 3 clusters Score: Raw -6898286.198930 + Penalty 5270.531796 = -6893015.667134 nChanged 1447 SP:Iteration 3Q (8860.880000 sec): 3 clusters Score: Raw -6898651.641049 + Penalty 5270.531796 = -6893381.109253 nChanged 1357 SP:Iteration 4Q (8861.090000 sec): 3 clusters Score: Raw -6898967.569733 + Penalty 5270.531796 = -6893697.037937 nChanged 1216 SP:Iteration 5Q (8861.300000 sec): 3 clusters Score: Raw -6899247.373733 + Penalty 5270.531796 = -6893976.841938 nChanged 1198 SP:Iteration 6Q (8861.520000 sec): 3 clusters Score: Raw -6899526.201270 + Penalty 5270.531796 = -6894255.669475 nChanged 1161 SP:Iteration 7Q (8861.720000 sec): 3 clusters Score: Raw -6899828.410702 + Penalty 5270.531796 = -6894557.878906 nChanged 1142 SP:Iteration 8Q (8861.940000 sec): 3 clusters Score: Raw -6900173.709323 + Penalty 5270.531796 = -6894903.177528 nChanged 1334 SP:Iteration 9Q (8862.140000 sec): 3 clusters Score: Raw -6900642.349921 + Penalty 5270.531796 = -6895371.818125 nChanged 1578 SP:Iteration 10Q (8862.360000 sec): 3 clusters Score: Raw -6901324.640835 + Penalty 5270.531796 = -6896054.109039 nChanged 1920 SP:Iteration 11Q (8862.570000 sec): 3 clusters Score: Raw -6902374.846764 + Penalty 5270.531796 = -6897104.314968 nChanged 2343 SP:Iteration 12F (8862.770000 sec): 3 clusters Score: Raw -6903955.288662 + Penalty 5270.531796 = -6898684.756867 nChanged 2569 SP:Iteration 13F (8862.980000 sec): 3 clusters Score: Raw -6905961.043852 + Penalty 5270.531796 = -6900690.512057 nChanged 2472 SP:Iteration 14F (8863.180000 sec): 3 clusters Score: Raw -6908057.143332 + Penalty 5270.531796 = -6902786.611536 nChanged 2066 SP:Iteration 15F (8863.390000 sec): 3 clusters Score: Raw -6909899.860613 + Penalty 5270.531796 = -6904629.328817 nChanged 1474 SP:Iteration 16Q (8863.570000 sec): 3 clusters Score: Raw -6911213.306811 + Penalty 5270.531796 = -6905942.775015 nChanged 923 SP:Iteration 17Q (8863.740000 sec): 3 clusters Score: Raw -6912037.723083 + Penalty 5270.531796 = -6906767.191288 nChanged 528 SP:Iteration 18Q (8863.900000 sec): 3 clusters Score: Raw -6912537.903658 + Penalty 5270.531796 = -6907267.371862 nChanged 259 SP:Iteration 19Q (8864.050000 sec): 3 clusters Score: Raw -6912785.543931 + Penalty 5270.531796 = -6907515.012136 nChanged 124 SP:Iteration 20F (8864.260000 sec): 3 clusters Score: Raw -6912918.953338 + Penalty 5270.531796 = -6907648.421542 nChanged 78 SP:Iteration 21Q (8864.400000 sec): 3 clusters Score: Raw -6913007.343560 + Penalty 5270.531796 = -6907736.811764 nChanged 40 SP:Iteration 22Q (8864.540000 sec): 3 clusters Score: Raw -6913056.321203 + Penalty 5270.531796 = -6907785.789407 nChanged 19 SP:Iteration 23Q (8864.680000 sec): 3 clusters Score: Raw -6913077.735351 + Penalty 5270.531796 = -6907807.203555 nChanged 16 SP:Iteration 24Q (8864.830000 sec): 3 clusters Score: Raw -6913093.646110 + Penalty 5270.531796 = -6907823.114314 nChanged 10 SP:Iteration 25Q (8864.970000 sec): 3 clusters Score: Raw -6913105.520977 + Penalty 5270.531796 = -6907834.989181 nChanged 8 SP:Iteration 26Q (8865.110000 sec): 3 clusters Score: Raw -6913115.362315 + Penalty 5270.531796 = -6907844.830519 nChanged 8 SP:Iteration 27Q (8865.250000 sec): 3 clusters Score: Raw -6913126.523632 + Penalty 5270.531796 = -6907855.991836 nChanged 6 SP:Iteration 28Q (8865.390000 sec): 3 clusters Score: Raw -6913132.997298 + Penalty 5270.531796 = -6907862.465502 nChanged 3 SP:Iteration 29Q (8865.530000 sec): 3 clusters Score: Raw -6913136.094608 + Penalty 5270.531796 = -6907865.562812 nChanged 1 SP:Iteration 30Q (8865.670000 sec): 3 clusters Score: Raw -6913138.030763 + Penalty 5270.531796 = -6907867.498967 nChanged 1 SP:Iteration 31Q (8865.820000 sec): 3 clusters Score: Raw -6913138.739393 + Penalty 5270.531796 = -6907868.207597 nChanged 0 SP:Iteration 32F (8866.020000 sec): 3 clusters Score: Raw -6913138.739393 + Penalty 5270.531796 = -6907868.207597 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 37 (4426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8866.060000 sec): 2 clusters Score: Raw -690949.668754 + Penalty 2082.022377 = -688867.646377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8866.080000 sec): 3 clusters Score: Raw -688913.089443 + Penalty 4164.044754 = -684749.044689 nChanged 1700 SP:Iteration 1F (8866.100000 sec): 3 clusters Score: Raw -690221.298091 + Penalty 4164.044754 = -686057.253336 nChanged 455 SP:Iteration 2F (8866.120000 sec): 3 clusters Score: Raw -690769.852326 + Penalty 4164.044754 = -686605.807571 nChanged 369 SP:Iteration 3F (8866.140000 sec): 3 clusters Score: Raw -691219.979732 + Penalty 4164.044754 = -687055.934978 nChanged 280 SP:Iteration 4F (8866.160000 sec): 3 clusters Score: Raw -691521.927517 + Penalty 4164.044754 = -687357.882763 nChanged 212 SP:Iteration 5Q (8866.180000 sec): 3 clusters Score: Raw -691713.600847 + Penalty 4164.044754 = -687549.556093 nChanged 164 SP:Iteration 6Q (8866.210000 sec): 3 clusters Score: Raw -691869.809927 + Penalty 4164.044754 = -687705.765173 nChanged 130 SP:Iteration 7Q (8866.230000 sec): 3 clusters Score: Raw -691987.500323 + Penalty 4164.044754 = -687823.455568 nChanged 98 SP:Iteration 8Q (8866.250000 sec): 3 clusters Score: Raw -692058.394419 + Penalty 4164.044754 = -687894.349664 nChanged 69 SP:Iteration 9Q (8866.270000 sec): 3 clusters Score: Raw -692100.757475 + Penalty 4164.044754 = -687936.712720 nChanged 46 SP:Iteration 10Q (8866.290000 sec): 3 clusters Score: Raw -692128.976952 + Penalty 4164.044754 = -687964.932198 nChanged 40 SP:Iteration 11Q (8866.310000 sec): 3 clusters Score: Raw -692150.625360 + Penalty 4164.044754 = -687986.580605 nChanged 33 SP:Iteration 12Q (8866.330000 sec): 3 clusters Score: Raw -692168.285482 + Penalty 4164.044754 = -688004.240728 nChanged 37 SP:Iteration 13Q (8866.350000 sec): 3 clusters Score: Raw -692189.784786 + Penalty 4164.044754 = -688025.740031 nChanged 31 SP:Iteration 14Q (8866.370000 sec): 3 clusters Score: Raw -692205.529303 + Penalty 4164.044754 = -688041.484548 nChanged 27 SP:Iteration 15Q (8866.400000 sec): 3 clusters Score: Raw -692217.966542 + Penalty 4164.044754 = -688053.921788 nChanged 18 SP:Iteration 16Q (8866.420000 sec): 3 clusters Score: Raw -692226.083362 + Penalty 4164.044754 = -688062.038607 nChanged 16 SP:Iteration 17Q (8866.440000 sec): 3 clusters Score: Raw -692231.321547 + Penalty 4164.044754 = -688067.276793 nChanged 13 SP:Iteration 18Q (8866.460000 sec): 3 clusters Score: Raw -692236.850335 + Penalty 4164.044754 = -688072.805581 nChanged 9 SP:Iteration 19Q (8866.480000 sec): 3 clusters Score: Raw -692239.228327 + Penalty 4164.044754 = -688075.183573 nChanged 5 SP:Iteration 20F (8866.500000 sec): 3 clusters Score: Raw -692241.348511 + Penalty 4164.044754 = -688077.303757 nChanged 5 SP:Iteration 21Q (8866.520000 sec): 3 clusters Score: Raw -692242.836949 + Penalty 4164.044754 = -688078.792194 nChanged 3 SP:Iteration 22Q (8866.540000 sec): 3 clusters Score: Raw -692243.718876 + Penalty 4164.044754 = -688079.674122 nChanged 4 SP:Iteration 23Q (8866.560000 sec): 3 clusters Score: Raw -692245.131571 + Penalty 4164.044754 = -688081.086817 nChanged 4 SP:Iteration 24Q (8866.580000 sec): 3 clusters Score: Raw -692246.461670 + Penalty 4164.044754 = -688082.416916 nChanged 1 SP:Iteration 25Q (8866.600000 sec): 3 clusters Score: Raw -692246.989838 + Penalty 4164.044754 = -688082.945084 nChanged 0 SP:Iteration 26F (8866.620000 sec): 3 clusters Score: Raw -692246.989838 + Penalty 4164.044754 = -688082.945084 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 38 (3399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8866.640000 sec): 2 clusters Score: Raw -512952.636008 + Penalty 2016.546664 = -510936.089343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8866.660000 sec): 3 clusters Score: Raw -511448.012905 + Penalty 4033.093329 = -507414.919576 nChanged 1250 SP:Iteration 1F (8866.680000 sec): 3 clusters Score: Raw -512292.921843 + Penalty 4033.093329 = -508259.828514 nChanged 303 SP:Iteration 2F (8866.690000 sec): 3 clusters Score: Raw -512576.281149 + Penalty 4033.093329 = -508543.187820 nChanged 217 SP:Iteration 3F (8866.710000 sec): 3 clusters Score: Raw -512804.905350 + Penalty 4033.093329 = -508771.812021 nChanged 201 SP:Iteration 4F (8866.720000 sec): 3 clusters Score: Raw -513027.652407 + Penalty 4033.093329 = -508994.559079 nChanged 184 SP:Iteration 5F (8866.740000 sec): 3 clusters Score: Raw -513263.815450 + Penalty 4033.093329 = -509230.722121 nChanged 180 SP:Iteration 6F (8866.760000 sec): 3 clusters Score: Raw -513518.056406 + Penalty 4033.093329 = -509484.963077 nChanged 158 SP:Iteration 7Q (8866.780000 sec): 3 clusters Score: Raw -513723.450616 + Penalty 4033.093329 = -509690.357288 nChanged 151 SP:Iteration 8Q (8866.790000 sec): 3 clusters Score: Raw -513862.042480 + Penalty 4033.093329 = -509828.949151 nChanged 125 SP:Iteration 9Q (8866.800000 sec): 3 clusters Score: Raw -513995.427780 + Penalty 4033.093329 = -509962.334451 nChanged 116 SP:Iteration 10Q (8866.820000 sec): 3 clusters Score: Raw -514109.924688 + Penalty 4033.093329 = -510076.831360 nChanged 104 SP:Iteration 11Q (8866.840000 sec): 3 clusters Score: Raw -514209.031677 + Penalty 4033.093329 = -510175.938349 nChanged 75 SP:Iteration 12Q (8866.850000 sec): 3 clusters Score: Raw -514271.453499 + Penalty 4033.093329 = -510238.360171 nChanged 69 SP:Iteration 13Q (8866.860000 sec): 3 clusters Score: Raw -514326.041793 + Penalty 4033.093329 = -510292.948464 nChanged 61 SP:Iteration 14Q (8866.880000 sec): 3 clusters Score: Raw -514366.178629 + Penalty 4033.093329 = -510333.085301 nChanged 50 SP:Iteration 15Q (8866.900000 sec): 3 clusters Score: Raw -514400.449528 + Penalty 4033.093329 = -510367.356199 nChanged 40 SP:Iteration 16Q (8866.910000 sec): 3 clusters Score: Raw -514423.022790 + Penalty 4033.093329 = -510389.929461 nChanged 29 SP:Iteration 17Q (8866.920000 sec): 3 clusters Score: Raw -514436.269009 + Penalty 4033.093329 = -510403.175680 nChanged 18 SP:Iteration 18Q (8866.940000 sec): 3 clusters Score: Raw -514444.039208 + Penalty 4033.093329 = -510410.945879 nChanged 17 SP:Iteration 19Q (8866.950000 sec): 3 clusters Score: Raw -514453.261236 + Penalty 4033.093329 = -510420.167907 nChanged 13 SP:Iteration 20F (8866.970000 sec): 3 clusters Score: Raw -514459.595757 + Penalty 4033.093329 = -510426.502428 nChanged 10 SP:Iteration 21Q (8866.980000 sec): 3 clusters Score: Raw -514463.051495 + Penalty 4033.093329 = -510429.958167 nChanged 5 SP:Iteration 22Q (8867.000000 sec): 3 clusters Score: Raw -514466.547097 + Penalty 4033.093329 = -510433.453768 nChanged 5 SP:Iteration 23Q (8867.020000 sec): 3 clusters Score: Raw -514468.878607 + Penalty 4033.093329 = -510435.785278 nChanged 5 SP:Iteration 24Q (8867.030000 sec): 3 clusters Score: Raw -514470.988976 + Penalty 4033.093329 = -510437.895647 nChanged 5 SP:Iteration 25Q (8867.040000 sec): 3 clusters Score: Raw -514473.326578 + Penalty 4033.093329 = -510440.233249 nChanged 4 SP:Iteration 26Q (8867.060000 sec): 3 clusters Score: Raw -514475.009182 + Penalty 4033.093329 = -510441.915854 nChanged 6 SP:Iteration 27Q (8867.070000 sec): 3 clusters Score: Raw -514478.188113 + Penalty 4033.093329 = -510445.094785 nChanged 7 SP:Iteration 28Q (8867.090000 sec): 3 clusters Score: Raw -514481.355581 + Penalty 4033.093329 = -510448.262253 nChanged 9 SP:Iteration 29Q (8867.100000 sec): 3 clusters Score: Raw -514485.938231 + Penalty 4033.093329 = -510452.844903 nChanged 8 SP:Iteration 30Q (8867.120000 sec): 3 clusters Score: Raw -514490.505999 + Penalty 4033.093329 = -510457.412670 nChanged 10 SP:Iteration 31Q (8867.130000 sec): 3 clusters Score: Raw -514495.390688 + Penalty 4033.093329 = -510462.297359 nChanged 7 SP:Iteration 32Q (8867.150000 sec): 3 clusters Score: Raw -514498.849228 + Penalty 4033.093329 = -510465.755900 nChanged 6 SP:Iteration 33Q (8867.160000 sec): 3 clusters Score: Raw -514501.240230 + Penalty 4033.093329 = -510468.146902 nChanged 4 SP:Iteration 34Q (8867.180000 sec): 3 clusters Score: Raw -514503.175059 + Penalty 4033.093329 = -510470.081730 nChanged 0 SP:Iteration 35F (8867.190000 sec): 3 clusters Score: Raw -514503.175059 + Penalty 4033.093329 = -510470.081730 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 40 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8867.200000 sec): 2 clusters Score: Raw -19935.246531 + Penalty 1266.274478 = -18668.972054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8867.200000 sec): 3 clusters Score: Raw -20290.144106 + Penalty 2532.548955 = -17757.595151 nChanged 26 SP:Iteration 1F (8867.200000 sec): 3 clusters Score: Raw -20447.545444 + Penalty 2532.548955 = -17914.996489 nChanged 5 SP:Iteration 2Q (8867.200000 sec): 3 clusters Score: Raw -20506.658268 + Penalty 2532.548955 = -17974.109313 nChanged 1 SP:Iteration 3Q (8867.200000 sec): 3 clusters Score: Raw -20516.760950 + Penalty 2532.548955 = -17984.211995 nChanged 1 SP:Iteration 4Q (8867.200000 sec): 3 clusters Score: Raw -20561.986387 + Penalty 2532.548955 = -18029.437432 nChanged 1 SP:Iteration 5Q (8867.200000 sec): 3 clusters Score: Raw -20639.817874 + Penalty 2532.548955 = -18107.268919 nChanged 1 SP:Iteration 6Q (8867.200000 sec): 3 clusters Score: Raw -20641.658317 + Penalty 2532.548955 = -18109.109362 nChanged 1 SP:Iteration 7Q (8867.200000 sec): 3 clusters Score: Raw -20662.927487 + Penalty 2532.548955 = -18130.378532 nChanged 0 SP:Iteration 8F (8867.200000 sec): 3 clusters Score: Raw -20663.186142 + Penalty 2532.548955 = -18130.637187 nChanged 1 SP:Iteration 9Q (8867.210000 sec): 3 clusters Score: Raw -20696.408469 + Penalty 2532.548955 = -18163.859514 nChanged 2 SP:Iteration 10Q (8867.210000 sec): 3 clusters Score: Raw -20708.948601 + Penalty 2532.548955 = -18176.399646 nChanged 2 SP:Iteration 11Q (8867.210000 sec): 3 clusters Score: Raw -20724.489187 + Penalty 2532.548955 = -18191.940232 nChanged 1 SP:Iteration 12Q (8867.210000 sec): 3 clusters Score: Raw -20729.512740 + Penalty 2532.548955 = -18196.963785 nChanged 1 SP:Iteration 13Q (8867.210000 sec): 3 clusters Score: Raw -20735.741434 + Penalty 2532.548955 = -18203.192479 nChanged 1 SP:Iteration 14Q (8867.210000 sec): 3 clusters Score: Raw -20743.181943 + Penalty 2532.548955 = -18210.632988 nChanged 1 SP:Iteration 15Q (8867.210000 sec): 3 clusters Score: Raw -20752.865715 + Penalty 2532.548955 = -18220.316760 nChanged 0 SP:Iteration 16F (8867.210000 sec): 3 clusters Score: Raw -20752.880549 + Penalty 2532.548955 = -18220.331594 nChanged 1 SP:Iteration 17Q (8867.210000 sec): 3 clusters Score: Raw -20769.604514 + Penalty 2532.548955 = -18237.055559 nChanged 1 SP:Iteration 18Q (8867.210000 sec): 3 clusters Score: Raw -20782.489793 + Penalty 2532.548955 = -18249.940838 nChanged 1 SP:Iteration 19Q (8867.220000 sec): 3 clusters Score: Raw -20797.422276 + Penalty 2532.548955 = -18264.873320 nChanged 0 SP:Iteration 20F (8867.220000 sec): 3 clusters Score: Raw -20797.422276 + Penalty 2532.548955 = -18264.873320 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 41 (8920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8867.260000 sec): 2 clusters Score: Raw -1439835.393092 + Penalty 2255.820704 = -1437579.572388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8867.300000 sec): 3 clusters Score: Raw -1435107.131661 + Penalty 4511.641408 = -1430595.490254 nChanged 3661 SP:Iteration 1F (8867.340000 sec): 3 clusters Score: Raw -1437023.930062 + Penalty 4511.641408 = -1432512.288654 nChanged 561 SP:Iteration 2F (8867.390000 sec): 3 clusters Score: Raw -1437325.225789 + Penalty 4511.641408 = -1432813.584381 nChanged 493 SP:Iteration 3F (8867.430000 sec): 3 clusters Score: Raw -1437603.674632 + Penalty 4511.641408 = -1433092.033225 nChanged 443 SP:Iteration 4Q (8867.480000 sec): 3 clusters Score: Raw -1437854.810634 + Penalty 4511.641408 = -1433343.169226 nChanged 417 SP:Iteration 5Q (8867.520000 sec): 3 clusters Score: Raw -1438121.564725 + Penalty 4511.641408 = -1433609.923317 nChanged 439 SP:Iteration 6Q (8867.560000 sec): 3 clusters Score: Raw -1438386.973361 + Penalty 4511.641408 = -1433875.331953 nChanged 393 SP:Iteration 7Q (8867.610000 sec): 3 clusters Score: Raw -1438631.507295 + Penalty 4511.641408 = -1434119.865888 nChanged 385 SP:Iteration 8Q (8867.650000 sec): 3 clusters Score: Raw -1438862.047926 + Penalty 4511.641408 = -1434350.406518 nChanged 326 SP:Iteration 9Q (8867.700000 sec): 3 clusters Score: Raw -1439042.343870 + Penalty 4511.641408 = -1434530.702462 nChanged 314 SP:Iteration 10Q (8867.740000 sec): 3 clusters Score: Raw -1439203.464659 + Penalty 4511.641408 = -1434691.823251 nChanged 259 SP:Iteration 11Q (8867.780000 sec): 3 clusters Score: Raw -1439324.117880 + Penalty 4511.641408 = -1434812.476472 nChanged 233 SP:Iteration 12Q (8867.820000 sec): 3 clusters Score: Raw -1439422.403022 + Penalty 4511.641408 = -1434910.761614 nChanged 188 SP:Iteration 13Q (8867.870000 sec): 3 clusters Score: Raw -1439484.514442 + Penalty 4511.641408 = -1434972.873034 nChanged 145 SP:Iteration 14Q (8867.910000 sec): 3 clusters Score: Raw -1439531.364858 + Penalty 4511.641408 = -1435019.723450 nChanged 110 SP:Iteration 15Q (8867.950000 sec): 3 clusters Score: Raw -1439563.483384 + Penalty 4511.641408 = -1435051.841977 nChanged 75 SP:Iteration 16Q (8868.000000 sec): 3 clusters Score: Raw -1439582.216668 + Penalty 4511.641408 = -1435070.575260 nChanged 76 SP:Iteration 17Q (8868.040000 sec): 3 clusters Score: Raw -1439601.076855 + Penalty 4511.641408 = -1435089.435447 nChanged 59 SP:Iteration 18Q (8868.080000 sec): 3 clusters Score: Raw -1439613.873119 + Penalty 4511.641408 = -1435102.231711 nChanged 49 SP:Iteration 19Q (8868.120000 sec): 3 clusters Score: Raw -1439623.741401 + Penalty 4511.641408 = -1435112.099993 nChanged 37 SP:Iteration 20F (8868.160000 sec): 3 clusters Score: Raw -1439630.802884 + Penalty 4511.641408 = -1435119.161476 nChanged 23 SP:Iteration 21Q (8868.210000 sec): 3 clusters Score: Raw -1439634.962452 + Penalty 4511.641408 = -1435123.321044 nChanged 26 SP:Iteration 22Q (8868.250000 sec): 3 clusters Score: Raw -1439639.492105 + Penalty 4511.641408 = -1435127.850697 nChanged 20 SP:Iteration 23Q (8868.290000 sec): 3 clusters Score: Raw -1439642.533495 + Penalty 4511.641408 = -1435130.892087 nChanged 11 SP:Iteration 24Q (8868.340000 sec): 3 clusters Score: Raw -1439644.031068 + Penalty 4511.641408 = -1435132.389660 nChanged 10 SP:Iteration 25Q (8868.380000 sec): 3 clusters Score: Raw -1439645.596832 + Penalty 4511.641408 = -1435133.955425 nChanged 7 SP:Iteration 26Q (8868.420000 sec): 3 clusters Score: Raw -1439646.704484 + Penalty 4511.641408 = -1435135.063076 nChanged 8 SP:Iteration 27Q (8868.460000 sec): 3 clusters Score: Raw -1439647.673811 + Penalty 4511.641408 = -1435136.032403 nChanged 11 SP:Iteration 28Q (8868.500000 sec): 3 clusters Score: Raw -1439649.162873 + Penalty 4511.641408 = -1435137.521465 nChanged 9 SP:Iteration 29Q (8868.540000 sec): 3 clusters Score: Raw -1439650.663766 + Penalty 4511.641408 = -1435139.022358 nChanged 13 SP:Iteration 30Q (8868.590000 sec): 3 clusters Score: Raw -1439653.037593 + Penalty 4511.641408 = -1435141.396186 nChanged 15 SP:Iteration 31Q (8868.630000 sec): 3 clusters Score: Raw -1439655.223158 + Penalty 4511.641408 = -1435143.581750 nChanged 13 SP:Iteration 32Q (8868.670000 sec): 3 clusters Score: Raw -1439656.932016 + Penalty 4511.641408 = -1435145.290608 nChanged 8 SP:Iteration 33Q (8868.710000 sec): 3 clusters Score: Raw -1439658.478754 + Penalty 4511.641408 = -1435146.837346 nChanged 10 SP:Iteration 34Q (8868.760000 sec): 3 clusters Score: Raw -1439660.081136 + Penalty 4511.641408 = -1435148.439728 nChanged 9 SP:Iteration 35Q (8868.800000 sec): 3 clusters Score: Raw -1439661.559767 + Penalty 4511.641408 = -1435149.918359 nChanged 12 SP:Iteration 36Q (8868.840000 sec): 3 clusters Score: Raw -1439663.539633 + Penalty 4511.641408 = -1435151.898226 nChanged 7 SP:Iteration 37Q (8868.880000 sec): 3 clusters Score: Raw -1439664.344410 + Penalty 4511.641408 = -1435152.703002 nChanged 6 SP:Iteration 38Q (8868.920000 sec): 3 clusters Score: Raw -1439665.138050 + Penalty 4511.641408 = -1435153.496642 nChanged 4 SP:Iteration 39Q (8868.970000 sec): 3 clusters Score: Raw -1439665.669584 + Penalty 4511.641408 = -1435154.028176 nChanged 4 SP:Iteration 40F (8869.010000 sec): 3 clusters Score: Raw -1439666.084321 + Penalty 4511.641408 = -1435154.442913 nChanged 2 SP:Iteration 41Q (8869.050000 sec): 3 clusters Score: Raw -1439666.323731 + Penalty 4511.641408 = -1435154.682323 nChanged 1 SP:Iteration 42Q (8869.100000 sec): 3 clusters Score: Raw -1439666.417796 + Penalty 4511.641408 = -1435154.776388 nChanged 0 SP:Iteration 43F (8869.140000 sec): 3 clusters Score: Raw -1439666.417796 + Penalty 4511.641408 = -1435154.776388 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 42 (690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8869.150000 sec): 2 clusters Score: Raw -105882.437996 + Penalty 1621.099516 = -104261.338480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8869.160000 sec): 3 clusters Score: Raw -105815.869706 + Penalty 3242.199032 = -102573.670673 nChanged 136 SP:Iteration 1F (8869.160000 sec): 3 clusters Score: Raw -106022.183231 + Penalty 3242.199032 = -102779.984198 nChanged 37 SP:Iteration 2F (8869.170000 sec): 3 clusters Score: Raw -106092.945068 + Penalty 3242.199032 = -102850.746035 nChanged 15 SP:Iteration 3Q (8869.170000 sec): 3 clusters Score: Raw -106125.226713 + Penalty 3242.199032 = -102883.027681 nChanged 11 SP:Iteration 4Q (8869.170000 sec): 3 clusters Score: Raw -106143.986066 + Penalty 3242.199032 = -102901.787033 nChanged 7 SP:Iteration 5Q (8869.170000 sec): 3 clusters Score: Raw -106156.854008 + Penalty 3242.199032 = -102914.654975 nChanged 5 SP:Iteration 6Q (8869.180000 sec): 3 clusters Score: Raw -106162.782572 + Penalty 3242.199032 = -102920.583539 nChanged 3 SP:Iteration 7Q (8869.180000 sec): 3 clusters Score: Raw -106165.781261 + Penalty 3242.199032 = -102923.582229 nChanged 2 SP:Iteration 8Q (8869.180000 sec): 3 clusters Score: Raw -106167.481082 + Penalty 3242.199032 = -102925.282049 nChanged 3 SP:Iteration 9Q (8869.190000 sec): 3 clusters Score: Raw -106177.650521 + Penalty 3242.199032 = -102935.451489 nChanged 2 SP:Iteration 10Q (8869.190000 sec): 3 clusters Score: Raw -106184.391834 + Penalty 3242.199032 = -102942.192801 nChanged 2 SP:Iteration 11Q (8869.190000 sec): 3 clusters Score: Raw -106188.436372 + Penalty 3242.199032 = -102946.237340 nChanged 2 SP:Iteration 12Q (8869.200000 sec): 3 clusters Score: Raw -106192.431044 + Penalty 3242.199032 = -102950.232011 nChanged 1 SP:Iteration 13Q (8869.200000 sec): 3 clusters Score: Raw -106192.979668 + Penalty 3242.199032 = -102950.780636 nChanged 0 SP:Iteration 14F (8869.200000 sec): 3 clusters Score: Raw -106192.979668 + Penalty 3242.199032 = -102950.780636 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 43 (13163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8869.260000 sec): 2 clusters Score: Raw -2213792.038867 + Penalty 2352.320955 = -2211439.717912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8869.330000 sec): 3 clusters Score: Raw -2206594.708665 + Penalty 4704.641911 = -2201890.066754 nChanged 5556 SP:Iteration 1F (8869.390000 sec): 3 clusters Score: Raw -2209651.501588 + Penalty 4704.641911 = -2204946.859678 nChanged 888 SP:Iteration 2F (8869.460000 sec): 3 clusters Score: Raw -2210076.413531 + Penalty 4704.641911 = -2205371.771621 nChanged 705 SP:Iteration 3F (8869.520000 sec): 3 clusters Score: Raw -2210438.028682 + Penalty 4704.641911 = -2205733.386771 nChanged 660 SP:Iteration 4F (8869.590000 sec): 3 clusters Score: Raw -2210817.340417 + Penalty 4704.641911 = -2206112.698506 nChanged 654 SP:Iteration 5Q (8869.650000 sec): 3 clusters Score: Raw -2211195.566957 + Penalty 4704.641911 = -2206490.925047 nChanged 662 SP:Iteration 6F (8869.720000 sec): 3 clusters Score: Raw -2211620.811589 + Penalty 4704.641911 = -2206916.169678 nChanged 653 SP:Iteration 7Q (8869.780000 sec): 3 clusters Score: Raw -2212039.983690 + Penalty 4704.641911 = -2207335.341780 nChanged 611 SP:Iteration 8Q (8869.850000 sec): 3 clusters Score: Raw -2212434.124128 + Penalty 4704.641911 = -2207729.482217 nChanged 551 SP:Iteration 9Q (8869.910000 sec): 3 clusters Score: Raw -2212801.623361 + Penalty 4704.641911 = -2208096.981450 nChanged 479 SP:Iteration 10Q (8869.970000 sec): 3 clusters Score: Raw -2213107.851444 + Penalty 4704.641911 = -2208403.209534 nChanged 364 SP:Iteration 11Q (8870.040000 sec): 3 clusters Score: Raw -2213356.873375 + Penalty 4704.641911 = -2208652.231464 nChanged 323 SP:Iteration 12Q (8870.100000 sec): 3 clusters Score: Raw -2213557.720350 + Penalty 4704.641911 = -2208853.078439 nChanged 263 SP:Iteration 13Q (8870.160000 sec): 3 clusters Score: Raw -2213707.283818 + Penalty 4704.641911 = -2209002.641907 nChanged 211 SP:Iteration 14Q (8870.220000 sec): 3 clusters Score: Raw -2213826.810624 + Penalty 4704.641911 = -2209122.168713 nChanged 170 SP:Iteration 15Q (8870.270000 sec): 3 clusters Score: Raw -2213931.026371 + Penalty 4704.641911 = -2209226.384460 nChanged 164 SP:Iteration 16Q (8870.330000 sec): 3 clusters Score: Raw -2214024.800415 + Penalty 4704.641911 = -2209320.158505 nChanged 120 SP:Iteration 17Q (8870.390000 sec): 3 clusters Score: Raw -2214093.037026 + Penalty 4704.641911 = -2209388.395116 nChanged 99 SP:Iteration 18Q (8870.440000 sec): 3 clusters Score: Raw -2214147.243932 + Penalty 4704.641911 = -2209442.602022 nChanged 81 SP:Iteration 19Q (8870.500000 sec): 3 clusters Score: Raw -2214191.403192 + Penalty 4704.641911 = -2209486.761281 nChanged 65 SP:Iteration 20F (8870.560000 sec): 3 clusters Score: Raw -2214223.409160 + Penalty 4704.641911 = -2209518.767249 nChanged 60 SP:Iteration 21Q (8870.610000 sec): 3 clusters Score: Raw -2214250.624718 + Penalty 4704.641911 = -2209545.982808 nChanged 42 SP:Iteration 22Q (8870.670000 sec): 3 clusters Score: Raw -2214269.394161 + Penalty 4704.641911 = -2209564.752250 nChanged 41 SP:Iteration 23Q (8870.720000 sec): 3 clusters Score: Raw -2214286.948701 + Penalty 4704.641911 = -2209582.306790 nChanged 36 SP:Iteration 24Q (8870.770000 sec): 3 clusters Score: Raw -2214301.654037 + Penalty 4704.641911 = -2209597.012126 nChanged 24 SP:Iteration 25Q (8870.830000 sec): 3 clusters Score: Raw -2214310.805790 + Penalty 4704.641911 = -2209606.163880 nChanged 20 SP:Iteration 26Q (8870.880000 sec): 3 clusters Score: Raw -2214320.762913 + Penalty 4704.641911 = -2209616.121003 nChanged 20 SP:Iteration 27Q (8870.930000 sec): 3 clusters Score: Raw -2214331.258968 + Penalty 4704.641911 = -2209626.617057 nChanged 19 SP:Iteration 28Q (8870.980000 sec): 3 clusters Score: Raw -2214339.266479 + Penalty 4704.641911 = -2209634.624568 nChanged 12 SP:Iteration 29Q (8871.030000 sec): 3 clusters Score: Raw -2214343.856913 + Penalty 4704.641911 = -2209639.215002 nChanged 11 SP:Iteration 30Q (8871.090000 sec): 3 clusters Score: Raw -2214347.368905 + Penalty 4704.641911 = -2209642.726995 nChanged 8 SP:Iteration 31Q (8871.140000 sec): 3 clusters Score: Raw -2214350.706022 + Penalty 4704.641911 = -2209646.064111 nChanged 9 SP:Iteration 32Q (8871.190000 sec): 3 clusters Score: Raw -2214353.333074 + Penalty 4704.641911 = -2209648.691163 nChanged 6 SP:Iteration 33Q (8871.240000 sec): 3 clusters Score: Raw -2214355.520455 + Penalty 4704.641911 = -2209650.878544 nChanged 3 SP:Iteration 34Q (8871.290000 sec): 3 clusters Score: Raw -2214356.483640 + Penalty 4704.641911 = -2209651.841730 nChanged 0 SP:Iteration 35F (8871.350000 sec): 3 clusters Score: Raw -2214356.483640 + Penalty 4704.641911 = -2209651.841730 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 44 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8871.360000 sec): 2 clusters Score: Raw -31506.319060 + Penalty 1361.256556 = -30145.062504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8871.370000 sec): 3 clusters Score: Raw -31687.338556 + Penalty 2722.513112 = -28964.825444 nChanged 33 SP:Iteration 1F (8871.370000 sec): 3 clusters Score: Raw -31879.840409 + Penalty 2722.513112 = -29157.327296 nChanged 16 SP:Iteration 2F (8871.370000 sec): 3 clusters Score: Raw -32028.219507 + Penalty 2722.513112 = -29305.706395 nChanged 9 SP:Iteration 3Q (8871.370000 sec): 3 clusters Score: Raw -32099.859943 + Penalty 2722.513112 = -29377.346831 nChanged 3 SP:Iteration 4Q (8871.370000 sec): 3 clusters Score: Raw -32116.756350 + Penalty 2722.513112 = -29394.243238 nChanged 3 SP:Iteration 5Q (8871.370000 sec): 3 clusters Score: Raw -32137.336489 + Penalty 2722.513112 = -29414.823377 nChanged 0 SP:Iteration 6F (8871.370000 sec): 3 clusters Score: Raw -32137.336489 + Penalty 2722.513112 = -29414.823377 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 45 (537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8871.380000 sec): 2 clusters Score: Raw -81002.518010 + Penalty 1558.927527 = -79443.590482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8871.380000 sec): 3 clusters Score: Raw -81018.275385 + Penalty 3117.855055 = -77900.420330 nChanged 110 SP:Iteration 1F (8871.380000 sec): 3 clusters Score: Raw -81261.627506 + Penalty 3117.855055 = -78143.772451 nChanged 32 SP:Iteration 2F (8871.390000 sec): 3 clusters Score: Raw -81349.084070 + Penalty 3117.855055 = -78231.229015 nChanged 15 SP:Iteration 3Q (8871.390000 sec): 3 clusters Score: Raw -81377.402827 + Penalty 3117.855055 = -78259.547772 nChanged 5 SP:Iteration 4Q (8871.390000 sec): 3 clusters Score: Raw -81390.050567 + Penalty 3117.855055 = -78272.195512 nChanged 3 SP:Iteration 5Q (8871.390000 sec): 3 clusters Score: Raw -81394.079393 + Penalty 3117.855055 = -78276.224338 nChanged 3 SP:Iteration 6Q (8871.390000 sec): 3 clusters Score: Raw -81398.035002 + Penalty 3117.855055 = -78280.179947 nChanged 0 SP:Iteration 7F (8871.400000 sec): 3 clusters Score: Raw -81398.035002 + Penalty 3117.855055 = -78280.179947 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 46 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8871.400000 sec): 2 clusters Score: Raw -18765.102147 + Penalty 1205.233476 = -17559.868670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8871.400000 sec): 3 clusters Score: Raw -19011.845826 + Penalty 2410.466953 = -16601.378874 nChanged 4 SP:Iteration 1Q (8871.400000 sec): 3 clusters Score: Raw -19050.274708 + Penalty 2410.466953 = -16639.807756 nChanged 1 SP:Iteration 2Q (8871.410000 sec): 3 clusters Score: Raw -19056.297832 + Penalty 2410.466953 = -16645.830880 nChanged 0 SP:Iteration 3F (8871.410000 sec): 3 clusters Score: Raw -19056.297832 + Penalty 2410.466953 = -16645.830880 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 47 (336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8871.410000 sec): 2 clusters Score: Raw -40911.522347 + Penalty 1442.643568 = -39468.878779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8871.410000 sec): 3 clusters Score: Raw -41206.288336 + Penalty 2885.287135 = -38321.001200 nChanged 74 SP:Iteration 1F (8871.410000 sec): 3 clusters Score: Raw -41497.865386 + Penalty 2885.287135 = -38612.578250 nChanged 20 SP:Iteration 2F (8871.410000 sec): 3 clusters Score: Raw -41611.935854 + Penalty 2885.287135 = -38726.648719 nChanged 7 SP:Iteration 3Q (8871.410000 sec): 3 clusters Score: Raw -41694.331266 + Penalty 2885.287135 = -38809.044131 nChanged 5 SP:Iteration 4Q (8871.410000 sec): 3 clusters Score: Raw -41711.559851 + Penalty 2885.287135 = -38826.272716 nChanged 3 SP:Iteration 5Q (8871.410000 sec): 3 clusters Score: Raw -41723.302309 + Penalty 2885.287135 = -38838.015173 nChanged 3 SP:Iteration 6Q (8871.420000 sec): 3 clusters Score: Raw -41741.206893 + Penalty 2885.287135 = -38855.919758 nChanged 5 SP:Iteration 7Q (8871.420000 sec): 3 clusters Score: Raw -41779.881874 + Penalty 2885.287135 = -38894.594738 nChanged 2 SP:Iteration 8Q (8871.420000 sec): 3 clusters Score: Raw -41790.425727 + Penalty 2885.287135 = -38905.138592 nChanged 2 SP:Iteration 9Q (8871.420000 sec): 3 clusters Score: Raw -41803.454502 + Penalty 2885.287135 = -38918.167366 nChanged 0 SP:Iteration 10F (8871.420000 sec): 3 clusters Score: Raw -41803.454502 + Penalty 2885.287135 = -38918.167366 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 48 (1566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8871.430000 sec): 2 clusters Score: Raw -238781.927269 + Penalty 1824.357409 = -236957.569859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8871.440000 sec): 3 clusters Score: Raw -238289.618329 + Penalty 3648.714819 = -234640.903510 nChanged 465 SP:Iteration 1F (8871.450000 sec): 3 clusters Score: Raw -238731.201733 + Penalty 3648.714819 = -235082.486915 nChanged 118 SP:Iteration 2F (8871.460000 sec): 3 clusters Score: Raw -238877.040443 + Penalty 3648.714819 = -235228.325625 nChanged 65 SP:Iteration 3Q (8871.470000 sec): 3 clusters Score: Raw -238963.546983 + Penalty 3648.714819 = -235314.832164 nChanged 58 SP:Iteration 4Q (8871.470000 sec): 3 clusters Score: Raw -239030.376564 + Penalty 3648.714819 = -235381.661745 nChanged 46 SP:Iteration 5Q (8871.480000 sec): 3 clusters Score: Raw -239084.021370 + Penalty 3648.714819 = -235435.306551 nChanged 34 SP:Iteration 6Q (8871.490000 sec): 3 clusters Score: Raw -239120.699813 + Penalty 3648.714819 = -235471.984994 nChanged 24 SP:Iteration 7Q (8871.490000 sec): 3 clusters Score: Raw -239145.660806 + Penalty 3648.714819 = -235496.945987 nChanged 21 SP:Iteration 8Q (8871.500000 sec): 3 clusters Score: Raw -239169.389094 + Penalty 3648.714819 = -235520.674275 nChanged 24 SP:Iteration 9Q (8871.510000 sec): 3 clusters Score: Raw -239193.337383 + Penalty 3648.714819 = -235544.622564 nChanged 13 SP:Iteration 10Q (8871.520000 sec): 3 clusters Score: Raw -239204.004159 + Penalty 3648.714819 = -235555.289340 nChanged 7 SP:Iteration 11Q (8871.530000 sec): 3 clusters Score: Raw -239210.126819 + Penalty 3648.714819 = -235561.412001 nChanged 4 SP:Iteration 12Q (8871.530000 sec): 3 clusters Score: Raw -239212.076856 + Penalty 3648.714819 = -235563.362037 nChanged 0 SP:Iteration 13F (8871.540000 sec): 3 clusters Score: Raw -239212.076856 + Penalty 3648.714819 = -235563.362037 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 49 (33283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8871.690000 sec): 2 clusters Score: Raw -5376909.791130 + Penalty 2582.374905 = -5374327.416225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8871.860000 sec): 3 clusters Score: Raw -5356691.344943 + Penalty 5164.749809 = -5351526.595133 nChanged 15139 SP:Iteration 1F (8872.030000 sec): 3 clusters Score: Raw -5365065.568617 + Penalty 5164.749809 = -5359900.818807 nChanged 1659 SP:Iteration 2Q (8872.200000 sec): 3 clusters Score: Raw -5365696.980299 + Penalty 5164.749809 = -5360532.230490 nChanged 1789 SP:Iteration 3F (8872.370000 sec): 3 clusters Score: Raw -5366541.608915 + Penalty 5164.749809 = -5361376.859106 nChanged 2057 SP:Iteration 4F (8872.530000 sec): 3 clusters Score: Raw -5367766.435022 + Penalty 5164.749809 = -5362601.685213 nChanged 2403 SP:Iteration 5F (8872.700000 sec): 3 clusters Score: Raw -5369533.684352 + Penalty 5164.749809 = -5364368.934543 nChanged 2523 SP:Iteration 6F (8872.870000 sec): 3 clusters Score: Raw -5371623.836787 + Penalty 5164.749809 = -5366459.086978 nChanged 2345 SP:Iteration 7F (8873.030000 sec): 3 clusters Score: Raw -5373642.346463 + Penalty 5164.749809 = -5368477.596653 nChanged 1797 SP:Iteration 8F (8873.200000 sec): 3 clusters Score: Raw -5375086.743228 + Penalty 5164.749809 = -5369921.993418 nChanged 1230 SP:Iteration 9Q (8873.370000 sec): 3 clusters Score: Raw -5376015.296091 + Penalty 5164.749809 = -5370850.546282 nChanged 789 SP:Iteration 10Q (8873.530000 sec): 3 clusters Score: Raw -5376574.776017 + Penalty 5164.749809 = -5371410.026208 nChanged 508 SP:Iteration 11Q (8873.690000 sec): 3 clusters Score: Raw -5376958.726384 + Penalty 5164.749809 = -5371793.976575 nChanged 345 SP:Iteration 12Q (8873.840000 sec): 3 clusters Score: Raw -5377228.382692 + Penalty 5164.749809 = -5372063.632883 nChanged 264 SP:Iteration 13Q (8873.980000 sec): 3 clusters Score: Raw -5377397.850901 + Penalty 5164.749809 = -5372233.101091 nChanged 187 SP:Iteration 14Q (8874.110000 sec): 3 clusters Score: Raw -5377494.636302 + Penalty 5164.749809 = -5372329.886492 nChanged 119 SP:Iteration 15Q (8874.240000 sec): 3 clusters Score: Raw -5377542.366984 + Penalty 5164.749809 = -5372377.617174 nChanged 78 SP:Iteration 16Q (8874.370000 sec): 3 clusters Score: Raw -5377572.311690 + Penalty 5164.749809 = -5372407.561880 nChanged 63 SP:Iteration 17Q (8874.500000 sec): 3 clusters Score: Raw -5377594.271385 + Penalty 5164.749809 = -5372429.521575 nChanged 50 SP:Iteration 18Q (8874.630000 sec): 3 clusters Score: Raw -5377608.295855 + Penalty 5164.749809 = -5372443.546046 nChanged 34 SP:Iteration 19Q (8874.760000 sec): 3 clusters Score: Raw -5377617.898577 + Penalty 5164.749809 = -5372453.148767 nChanged 27 SP:Iteration 20F (8874.920000 sec): 3 clusters Score: Raw -5377625.004077 + Penalty 5164.749809 = -5372460.254268 nChanged 24 SP:Iteration 21Q (8875.050000 sec): 3 clusters Score: Raw -5377631.960533 + Penalty 5164.749809 = -5372467.210724 nChanged 19 SP:Iteration 22Q (8875.180000 sec): 3 clusters Score: Raw -5377637.229416 + Penalty 5164.749809 = -5372472.479606 nChanged 16 SP:Iteration 23Q (8875.300000 sec): 3 clusters Score: Raw -5377641.279305 + Penalty 5164.749809 = -5372476.529496 nChanged 14 SP:Iteration 24Q (8875.430000 sec): 3 clusters Score: Raw -5377644.002750 + Penalty 5164.749809 = -5372479.252941 nChanged 4 SP:Iteration 25Q (8875.560000 sec): 3 clusters Score: Raw -5377645.154582 + Penalty 5164.749809 = -5372480.404773 nChanged 2 SP:Iteration 26Q (8875.690000 sec): 3 clusters Score: Raw -5377645.521772 + Penalty 5164.749809 = -5372480.771963 nChanged 2 SP:Iteration 27Q (8875.810000 sec): 3 clusters Score: Raw -5377646.071077 + Penalty 5164.749809 = -5372481.321268 nChanged 3 SP:Iteration 28Q (8875.940000 sec): 3 clusters Score: Raw -5377647.063749 + Penalty 5164.749809 = -5372482.313940 nChanged 2 SP:Iteration 29Q (8876.070000 sec): 3 clusters Score: Raw -5377647.506332 + Penalty 5164.749809 = -5372482.756522 nChanged 4 SP:Iteration 30Q (8876.190000 sec): 3 clusters Score: Raw -5377648.312229 + Penalty 5164.749809 = -5372483.562419 nChanged 4 SP:Iteration 31Q (8876.320000 sec): 3 clusters Score: Raw -5377648.984039 + Penalty 5164.749809 = -5372484.234230 nChanged 2 SP:Iteration 32Q (8876.450000 sec): 3 clusters Score: Raw -5377649.189193 + Penalty 5164.749809 = -5372484.439383 nChanged 1 SP:Iteration 33Q (8876.570000 sec): 3 clusters Score: Raw -5377649.468878 + Penalty 5164.749809 = -5372484.719068 nChanged 2 SP:Iteration 34Q (8876.700000 sec): 3 clusters Score: Raw -5377649.932027 + Penalty 5164.749809 = -5372485.182218 nChanged 2 SP:Iteration 35Q (8876.830000 sec): 3 clusters Score: Raw -5377650.132002 + Penalty 5164.749809 = -5372485.382192 nChanged 3 SP:Iteration 36Q (8876.960000 sec): 3 clusters Score: Raw -5377650.683249 + Penalty 5164.749809 = -5372485.933439 nChanged 0 SP:Iteration 37F (8877.120000 sec): 3 clusters Score: Raw -5377650.683249 + Penalty 5164.749809 = -5372485.933439 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 50 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8877.140000 sec): 2 clusters Score: Raw -19712.034764 + Penalty 1344.292680 = -18367.742084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8877.140000 sec): 3 clusters Score: Raw -20145.835239 + Penalty 2688.585360 = -17457.249879 nChanged 48 SP:Iteration 1F (8877.140000 sec): 3 clusters Score: Raw -20644.891563 + Penalty 2688.585360 = -17956.306204 nChanged 11 SP:Iteration 2Q (8877.140000 sec): 3 clusters Score: Raw -20810.252528 + Penalty 2688.585360 = -18121.667168 nChanged 4 SP:Iteration 3Q (8877.140000 sec): 3 clusters Score: Raw -20868.693623 + Penalty 2688.585360 = -18180.108263 nChanged 1 SP:Iteration 4Q (8877.150000 sec): 3 clusters Score: Raw -20875.947100 + Penalty 2688.585360 = -18187.361741 nChanged 0 SP:Iteration 5F (8877.150000 sec): 3 clusters Score: Raw -20875.947100 + Penalty 2688.585360 = -18187.361741 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 51 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8877.150000 sec): 2 clusters Score: Raw -84802.923703 + Penalty 1572.846112 = -83230.077591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8877.150000 sec): 3 clusters Score: Raw -84776.695000 + Penalty 3145.692224 = -81631.002777 nChanged 112 SP:Iteration 1F (8877.160000 sec): 3 clusters Score: Raw -84981.979256 + Penalty 3145.692224 = -81836.287032 nChanged 33 SP:Iteration 2F (8877.160000 sec): 3 clusters Score: Raw -85056.306934 + Penalty 3145.692224 = -81910.614710 nChanged 15 SP:Iteration 3Q (8877.160000 sec): 3 clusters Score: Raw -85085.485646 + Penalty 3145.692224 = -81939.793422 nChanged 5 SP:Iteration 4Q (8877.170000 sec): 3 clusters Score: Raw -85091.845531 + Penalty 3145.692224 = -81946.153307 nChanged 2 SP:Iteration 5Q (8877.170000 sec): 3 clusters Score: Raw -85095.231971 + Penalty 3145.692224 = -81949.539747 nChanged 3 SP:Iteration 6Q (8877.170000 sec): 3 clusters Score: Raw -85102.965371 + Penalty 3145.692224 = -81957.273148 nChanged 0 SP:Iteration 7F (8877.170000 sec): 3 clusters Score: Raw -85102.965371 + Penalty 3145.692224 = -81957.273148 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 52 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8877.180000 sec): 2 clusters Score: Raw -53617.929474 + Penalty 1458.372181 = -52159.557293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8877.180000 sec): 3 clusters Score: Raw -53804.638290 + Penalty 2916.744361 = -50887.893928 nChanged 61 SP:Iteration 1F (8877.180000 sec): 3 clusters Score: Raw -54025.293170 + Penalty 2916.744361 = -51108.548809 nChanged 22 SP:Iteration 2F (8877.190000 sec): 3 clusters Score: Raw -54138.604211 + Penalty 2916.744361 = -51221.859850 nChanged 14 SP:Iteration 3Q (8877.190000 sec): 3 clusters Score: Raw -54209.763569 + Penalty 2916.744361 = -51293.019208 nChanged 17 SP:Iteration 4Q (8877.190000 sec): 3 clusters Score: Raw -54309.945663 + Penalty 2916.744361 = -51393.201302 nChanged 22 SP:Iteration 5F (8877.190000 sec): 3 clusters Score: Raw -54479.356714 + Penalty 2916.744361 = -51562.612353 nChanged 16 SP:Iteration 6Q (8877.190000 sec): 3 clusters Score: Raw -54674.910975 + Penalty 2916.744361 = -51758.166614 nChanged 13 SP:Iteration 7Q (8877.190000 sec): 3 clusters Score: Raw -54858.409509 + Penalty 2916.744361 = -51941.665148 nChanged 16 SP:Iteration 8Q (8877.190000 sec): 3 clusters Score: Raw -55097.954028 + Penalty 2916.744361 = -52181.209667 nChanged 13 SP:Iteration 9Q (8877.190000 sec): 3 clusters Score: Raw -55229.750638 + Penalty 2916.744361 = -52313.006276 nChanged 8 SP:Iteration 10Q (8877.200000 sec): 3 clusters Score: Raw -55348.002858 + Penalty 2916.744361 = -52431.258497 nChanged 10 SP:Iteration 11Q (8877.200000 sec): 3 clusters Score: Raw -55572.959806 + Penalty 2916.744361 = -52656.215445 nChanged 8 SP:Iteration 12Q (8877.200000 sec): 3 clusters Score: Raw -55686.276888 + Penalty 2916.744361 = -52769.532527 nChanged 2 SP:Iteration 13Q (8877.200000 sec): 3 clusters Score: Raw -55727.115603 + Penalty 2916.744361 = -52810.371242 nChanged 3 SP:Iteration 14Q (8877.200000 sec): 3 clusters Score: Raw -55785.268377 + Penalty 2916.744361 = -52868.524015 nChanged 0 SP:Iteration 15F (8877.210000 sec): 3 clusters Score: Raw -55807.161447 + Penalty 2916.744361 = -52890.417086 nChanged 4 SP:Iteration 16Q (8877.210000 sec): 3 clusters Score: Raw -55965.938201 + Penalty 2916.744361 = -53049.193839 nChanged 0 SP:Iteration 17F (8877.210000 sec): 3 clusters Score: Raw -55965.938201 + Penalty 2916.744361 = -53049.193839 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 39. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 53 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8877.220000 sec): 2 clusters Score: Raw -78843.633717 + Penalty 1549.993860 = -77293.639857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8877.220000 sec): 3 clusters Score: Raw -78825.234723 + Penalty 3099.987720 = -75725.247003 nChanged 92 SP:Iteration 1F (8877.230000 sec): 3 clusters Score: Raw -78989.246455 + Penalty 3099.987720 = -75889.258735 nChanged 21 SP:Iteration 2Q (8877.230000 sec): 3 clusters Score: Raw -79035.401998 + Penalty 3099.987720 = -75935.414278 nChanged 10 SP:Iteration 3Q (8877.230000 sec): 3 clusters Score: Raw -79072.082049 + Penalty 3099.987720 = -75972.094329 nChanged 6 SP:Iteration 4Q (8877.230000 sec): 3 clusters Score: Raw -79085.554604 + Penalty 3099.987720 = -75985.566883 nChanged 3 SP:Iteration 5Q (8877.230000 sec): 3 clusters Score: Raw -79100.574113 + Penalty 3099.987720 = -76000.586393 nChanged 7 SP:Iteration 6Q (8877.240000 sec): 3 clusters Score: Raw -79117.010979 + Penalty 3099.987720 = -76017.023258 nChanged 4 SP:Iteration 7Q (8877.240000 sec): 3 clusters Score: Raw -79130.234709 + Penalty 3099.987720 = -76030.246989 nChanged 2 SP:Iteration 8Q (8877.240000 sec): 3 clusters Score: Raw -79136.646382 + Penalty 3099.987720 = -76036.658662 nChanged 3 SP:Iteration 9Q (8877.250000 sec): 3 clusters Score: Raw -79141.523893 + Penalty 3099.987720 = -76041.536173 nChanged 3 SP:Iteration 10Q (8877.250000 sec): 3 clusters Score: Raw -79146.140391 + Penalty 3099.987720 = -76046.152670 nChanged 0 SP:Iteration 11F (8877.250000 sec): 3 clusters Score: Raw -79146.140391 + Penalty 3099.987720 = -76046.152670 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 54 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8877.250000 sec): 2 clusters Score: Raw -11706.033591 + Penalty 1310.234525 = -10395.799066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8877.250000 sec): 3 clusters Score: Raw -12128.825967 + Penalty 2620.469049 = -9508.356918 nChanged 33 SP:Iteration 1F (8877.260000 sec): 3 clusters Score: Raw -12455.068573 + Penalty 2620.469049 = -9834.599523 nChanged 10 SP:Iteration 2F (8877.260000 sec): 3 clusters Score: Raw -12545.270527 + Penalty 2620.469049 = -9924.801478 nChanged 3 SP:Iteration 3Q (8877.260000 sec): 3 clusters Score: Raw -12567.143763 + Penalty 2620.469049 = -9946.674713 nChanged 4 SP:Iteration 4Q (8877.260000 sec): 3 clusters Score: Raw -12618.655319 + Penalty 2620.469049 = -9998.186269 nChanged 8 SP:Iteration 5Q (8877.260000 sec): 3 clusters Score: Raw -12708.637454 + Penalty 2620.469049 = -10088.168404 nChanged 2 SP:Iteration 6Q (8877.260000 sec): 3 clusters Score: Raw -12730.086717 + Penalty 2620.469049 = -10109.617667 nChanged 2 SP:Iteration 7Q (8877.260000 sec): 3 clusters Score: Raw -12752.234108 + Penalty 2620.469049 = -10131.765059 nChanged 1 SP:Iteration 8Q (8877.260000 sec): 3 clusters Score: Raw -12778.871373 + Penalty 2620.469049 = -10158.402324 nChanged 1 SP:Iteration 9Q (8877.260000 sec): 3 clusters Score: Raw -12792.196633 + Penalty 2620.469049 = -10171.727584 nChanged 1 SP:Iteration 10Q (8877.270000 sec): 3 clusters Score: Raw -12803.573392 + Penalty 2620.469049 = -10183.104343 nChanged 1 SP:Iteration 11Q (8877.270000 sec): 3 clusters Score: Raw -12812.858575 + Penalty 2620.469049 = -10192.389526 nChanged 1 SP:Iteration 12Q (8877.270000 sec): 3 clusters Score: Raw -12828.351865 + Penalty 2620.469049 = -10207.882815 nChanged 0 SP:Iteration 13F (8877.270000 sec): 3 clusters Score: Raw -12828.351865 + Penalty 2620.469049 = -10207.882815 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 55 (578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8877.270000 sec): 2 clusters Score: Raw -85658.941088 + Penalty 1577.174319 = -84081.766769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8877.280000 sec): 3 clusters Score: Raw -85664.940752 + Penalty 3154.348639 = -82510.592113 nChanged 108 SP:Iteration 1F (8877.280000 sec): 3 clusters Score: Raw -85857.798315 + Penalty 3154.348639 = -82703.449676 nChanged 32 SP:Iteration 2F (8877.280000 sec): 3 clusters Score: Raw -85942.828350 + Penalty 3154.348639 = -82788.479711 nChanged 15 SP:Iteration 3Q (8877.290000 sec): 3 clusters Score: Raw -85967.712055 + Penalty 3154.348639 = -82813.363416 nChanged 7 SP:Iteration 4Q (8877.290000 sec): 3 clusters Score: Raw -85985.462187 + Penalty 3154.348639 = -82831.113548 nChanged 6 SP:Iteration 5Q (8877.290000 sec): 3 clusters Score: Raw -85997.014555 + Penalty 3154.348639 = -82842.665917 nChanged 2 SP:Iteration 6Q (8877.290000 sec): 3 clusters Score: Raw -86003.315061 + Penalty 3154.348639 = -82848.966422 nChanged 6 SP:Iteration 7Q (8877.290000 sec): 3 clusters Score: Raw -86018.624762 + Penalty 3154.348639 = -82864.276123 nChanged 7 SP:Iteration 8Q (8877.300000 sec): 3 clusters Score: Raw -86037.142934 + Penalty 3154.348639 = -82882.794295 nChanged 7 SP:Iteration 9Q (8877.300000 sec): 3 clusters Score: Raw -86056.103744 + Penalty 3154.348639 = -82901.755105 nChanged 9 SP:Iteration 10Q (8877.300000 sec): 3 clusters Score: Raw -86087.902688 + Penalty 3154.348639 = -82933.554049 nChanged 13 SP:Iteration 11Q (8877.310000 sec): 3 clusters Score: Raw -86135.034406 + Penalty 3154.348639 = -82980.685767 nChanged 11 SP:Iteration 12Q (8877.310000 sec): 3 clusters Score: Raw -86164.502444 + Penalty 3154.348639 = -83010.153805 nChanged 6 SP:Iteration 13Q (8877.310000 sec): 3 clusters Score: Raw -86179.864377 + Penalty 3154.348639 = -83025.515738 nChanged 4 SP:Iteration 14Q (8877.310000 sec): 3 clusters Score: Raw -86190.361668 + Penalty 3154.348639 = -83036.013029 nChanged 3 SP:Iteration 15Q (8877.320000 sec): 3 clusters Score: Raw -86194.335516 + Penalty 3154.348639 = -83039.986877 nChanged 3 SP:Iteration 16Q (8877.320000 sec): 3 clusters Score: Raw -86202.307960 + Penalty 3154.348639 = -83047.959321 nChanged 9 SP:Iteration 17Q (8877.320000 sec): 3 clusters Score: Raw -86230.587898 + Penalty 3154.348639 = -83076.239259 nChanged 10 SP:Iteration 18Q (8877.330000 sec): 3 clusters Score: Raw -86275.861633 + Penalty 3154.348639 = -83121.512994 nChanged 13 SP:Iteration 19Q (8877.330000 sec): 3 clusters Score: Raw -86332.751050 + Penalty 3154.348639 = -83178.402411 nChanged 16 SP:Iteration 20F (8877.330000 sec): 3 clusters Score: Raw -86406.943076 + Penalty 3154.348639 = -83252.594437 nChanged 13 SP:Iteration 21Q (8877.330000 sec): 3 clusters Score: Raw -86484.243806 + Penalty 3154.348639 = -83329.895167 nChanged 10 SP:Iteration 22Q (8877.330000 sec): 3 clusters Score: Raw -86517.056055 + Penalty 3154.348639 = -83362.707416 nChanged 6 SP:Iteration 23Q (8877.340000 sec): 3 clusters Score: Raw -86544.513108 + Penalty 3154.348639 = -83390.164470 nChanged 10 SP:Iteration 24Q (8877.340000 sec): 3 clusters Score: Raw -86577.118508 + Penalty 3154.348639 = -83422.769870 nChanged 7 SP:Iteration 25Q (8877.340000 sec): 3 clusters Score: Raw -86605.863320 + Penalty 3154.348639 = -83451.514681 nChanged 11 SP:Iteration 26Q (8877.340000 sec): 3 clusters Score: Raw -86673.078926 + Penalty 3154.348639 = -83518.730288 nChanged 11 SP:Iteration 27Q (8877.350000 sec): 3 clusters Score: Raw -86745.560867 + Penalty 3154.348639 = -83591.212228 nChanged 8 SP:Iteration 28Q (8877.350000 sec): 3 clusters Score: Raw -86818.002399 + Penalty 3154.348639 = -83663.653760 nChanged 9 SP:Iteration 29Q (8877.350000 sec): 3 clusters Score: Raw -86861.498029 + Penalty 3154.348639 = -83707.149391 nChanged 8 SP:Iteration 30Q (8877.350000 sec): 3 clusters Score: Raw -86928.229750 + Penalty 3154.348639 = -83773.881111 nChanged 5 SP:Iteration 31Q (8877.350000 sec): 3 clusters Score: Raw -86972.978845 + Penalty 3154.348639 = -83818.630206 nChanged 8 SP:Iteration 32Q (8877.360000 sec): 3 clusters Score: Raw -87049.246204 + Penalty 3154.348639 = -83894.897565 nChanged 6 SP:Iteration 33Q (8877.360000 sec): 3 clusters Score: Raw -87144.149880 + Penalty 3154.348639 = -83989.801241 nChanged 5 SP:Iteration 34Q (8877.360000 sec): 3 clusters Score: Raw -87396.552881 + Penalty 3154.348639 = -84242.204242 nChanged 0 SP:Iteration 35F (8877.360000 sec): 3 clusters Score: Raw -87396.552881 + Penalty 3154.348639 = -84242.204242 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 57. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 56 (548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8877.370000 sec): 2 clusters Score: Raw -82393.720975 + Penalty 1563.956271 = -80829.764703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8877.380000 sec): 3 clusters Score: Raw -82392.615851 + Penalty 3127.912542 = -79264.703308 nChanged 109 SP:Iteration 1F (8877.380000 sec): 3 clusters Score: Raw -82607.045289 + Penalty 3127.912542 = -79479.132747 nChanged 27 SP:Iteration 2Q (8877.380000 sec): 3 clusters Score: Raw -82670.249127 + Penalty 3127.912542 = -79542.336585 nChanged 14 SP:Iteration 3Q (8877.390000 sec): 3 clusters Score: Raw -82712.946662 + Penalty 3127.912542 = -79585.034120 nChanged 19 SP:Iteration 4Q (8877.390000 sec): 3 clusters Score: Raw -82779.738078 + Penalty 3127.912542 = -79651.825536 nChanged 17 SP:Iteration 5Q (8877.390000 sec): 3 clusters Score: Raw -82840.547518 + Penalty 3127.912542 = -79712.634975 nChanged 10 SP:Iteration 6Q (8877.390000 sec): 3 clusters Score: Raw -82869.870131 + Penalty 3127.912542 = -79741.957588 nChanged 8 SP:Iteration 7Q (8877.400000 sec): 3 clusters Score: Raw -82901.938943 + Penalty 3127.912542 = -79774.026401 nChanged 6 SP:Iteration 8Q (8877.400000 sec): 3 clusters Score: Raw -82929.682178 + Penalty 3127.912542 = -79801.769636 nChanged 3 SP:Iteration 9Q (8877.400000 sec): 3 clusters Score: Raw -82947.637687 + Penalty 3127.912542 = -79819.725144 nChanged 9 SP:Iteration 10Q (8877.400000 sec): 3 clusters Score: Raw -82966.716230 + Penalty 3127.912542 = -79838.803688 nChanged 7 SP:Iteration 11Q (8877.410000 sec): 3 clusters Score: Raw -82980.585599 + Penalty 3127.912542 = -79852.673057 nChanged 3 SP:Iteration 12Q (8877.410000 sec): 3 clusters Score: Raw -82991.435226 + Penalty 3127.912542 = -79863.522683 nChanged 4 SP:Iteration 13Q (8877.410000 sec): 3 clusters Score: Raw -83009.742660 + Penalty 3127.912542 = -79881.830117 nChanged 7 SP:Iteration 14Q (8877.410000 sec): 3 clusters Score: Raw -83036.598876 + Penalty 3127.912542 = -79908.686334 nChanged 6 SP:Iteration 15Q (8877.410000 sec): 3 clusters Score: Raw -83063.885451 + Penalty 3127.912542 = -79935.972909 nChanged 4 SP:Iteration 16Q (8877.420000 sec): 3 clusters Score: Raw -83081.612285 + Penalty 3127.912542 = -79953.699742 nChanged 6 SP:Iteration 17Q (8877.420000 sec): 3 clusters Score: Raw -83111.271874 + Penalty 3127.912542 = -79983.359332 nChanged 6 SP:Iteration 18Q (8877.420000 sec): 3 clusters Score: Raw -83134.728759 + Penalty 3127.912542 = -80006.816217 nChanged 5 SP:Iteration 19Q (8877.430000 sec): 3 clusters Score: Raw -83149.580376 + Penalty 3127.912542 = -80021.667834 nChanged 7 SP:Iteration 20F (8877.430000 sec): 3 clusters Score: Raw -83163.540266 + Penalty 3127.912542 = -80035.627723 nChanged 4 SP:Iteration 21Q (8877.430000 sec): 3 clusters Score: Raw -83170.934878 + Penalty 3127.912542 = -80043.022336 nChanged 4 SP:Iteration 22Q (8877.430000 sec): 3 clusters Score: Raw -83179.464626 + Penalty 3127.912542 = -80051.552083 nChanged 2 SP:Iteration 23Q (8877.430000 sec): 3 clusters Score: Raw -83182.752895 + Penalty 3127.912542 = -80054.840353 nChanged 1 SP:Iteration 24Q (8877.440000 sec): 3 clusters Score: Raw -83188.663161 + Penalty 3127.912542 = -80060.750618 nChanged 3 SP:Iteration 25Q (8877.440000 sec): 3 clusters Score: Raw -83198.446755 + Penalty 3127.912542 = -80070.534213 nChanged 2 SP:Iteration 26Q (8877.440000 sec): 3 clusters Score: Raw -83205.620862 + Penalty 3127.912542 = -80077.708320 nChanged 0 SP:Iteration 27F (8877.450000 sec): 3 clusters Score: Raw -83205.620862 + Penalty 3127.912542 = -80077.708320 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 58 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8877.450000 sec): 2 clusters Score: Raw -12242.641740 + Penalty 1302.563810 = -10940.077930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8877.450000 sec): 3 clusters Score: Raw -12638.951162 + Penalty 2605.127620 = -10033.823542 nChanged 23 SP:Iteration 1F (8877.450000 sec): 3 clusters Score: Raw -12805.639016 + Penalty 2605.127620 = -10200.511395 nChanged 10 SP:Iteration 2F (8877.450000 sec): 3 clusters Score: Raw -12873.416035 + Penalty 2605.127620 = -10268.288415 nChanged 5 SP:Iteration 3Q (8877.450000 sec): 3 clusters Score: Raw -12912.810783 + Penalty 2605.127620 = -10307.683162 nChanged 2 SP:Iteration 4Q (8877.450000 sec): 3 clusters Score: Raw -12931.231410 + Penalty 2605.127620 = -10326.103789 nChanged 1 SP:Iteration 5Q (8877.450000 sec): 3 clusters Score: Raw -12947.043415 + Penalty 2605.127620 = -10341.915795 nChanged 1 SP:Iteration 6Q (8877.450000 sec): 3 clusters Score: Raw -12948.583345 + Penalty 2605.127620 = -10343.455725 nChanged 0 SP:Iteration 7F (8877.460000 sec): 3 clusters Score: Raw -12948.583345 + Penalty 2605.127620 = -10343.455725 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 59 (562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8877.460000 sec): 2 clusters Score: Raw -85698.723907 + Penalty 1570.212459 = -84128.511448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8877.470000 sec): 3 clusters Score: Raw -85697.831896 + Penalty 3140.424918 = -82557.406979 nChanged 100 SP:Iteration 1F (8877.470000 sec): 3 clusters Score: Raw -85890.692214 + Penalty 3140.424918 = -82750.267296 nChanged 36 SP:Iteration 2F (8877.470000 sec): 3 clusters Score: Raw -85985.888820 + Penalty 3140.424918 = -82845.463902 nChanged 22 SP:Iteration 3Q (8877.470000 sec): 3 clusters Score: Raw -86042.780769 + Penalty 3140.424918 = -82902.355852 nChanged 6 SP:Iteration 4Q (8877.480000 sec): 3 clusters Score: Raw -86056.213887 + Penalty 3140.424918 = -82915.788969 nChanged 3 SP:Iteration 5Q (8877.480000 sec): 3 clusters Score: Raw -86060.264487 + Penalty 3140.424918 = -82919.839570 nChanged 2 SP:Iteration 6Q (8877.480000 sec): 3 clusters Score: Raw -86064.634138 + Penalty 3140.424918 = -82924.209220 nChanged 1 SP:Iteration 7Q (8877.490000 sec): 3 clusters Score: Raw -86065.983344 + Penalty 3140.424918 = -82925.558426 nChanged 1 SP:Iteration 8Q (8877.490000 sec): 3 clusters Score: Raw -86067.214840 + Penalty 3140.424918 = -82926.789922 nChanged 0 SP:Iteration 9F (8877.490000 sec): 3 clusters Score: Raw -86067.214840 + Penalty 3140.424918 = -82926.789922 nChanged 0 Iteration 219Q (8903.550000 sec): 60 clusters Score: Raw -205027918.588938 + Penalty 206019.394829 = -204821899.194109 nChanged 132 Iteration 220F (9041.650000 sec): 60 clusters Score: Raw -205028814.097881 + Penalty 206019.394829 = -204822794.703052 nChanged 237 Iteration 221Q (9067.720000 sec): 60 clusters Score: Raw -205029823.107354 + Penalty 206019.394829 = -204823803.712525 nChanged 177 Iteration 222Q (9093.800000 sec): 60 clusters Score: Raw -205030674.433255 + Penalty 206019.394829 = -204824655.038426 nChanged 222 Iteration 223Q (9119.890000 sec): 60 clusters Score: Raw -205030776.111466 + Penalty 206019.394829 = -204824756.716637 nChanged 176 Iteration 224Q (9146.010000 sec): 60 clusters Score: Raw -205030803.971411 + Penalty 206019.394829 = -204824784.576582 nChanged 172 Iteration 225Q (9172.120000 sec): 60 clusters Score: Raw -205030822.637138 + Penalty 206019.394829 = -204824803.242309 nChanged 136 Iteration 226Q (9198.150000 sec): 60 clusters Score: Raw -205030844.503266 + Penalty 206019.394829 = -204824825.108438 nChanged 131 Iteration 227Q (9224.170000 sec): 60 clusters Score: Raw -205030847.694322 + Penalty 206019.394829 = -204824828.299493 nChanged 118 Iteration 228Q (9250.240000 sec): 60 clusters Score: Raw -205030849.323966 + Penalty 206019.394829 = -204824829.929137 nChanged 82 Iteration 229Q (9276.320000 sec): 60 clusters Score: Raw -205030850.473091 + Penalty 206019.394829 = -204824831.078262 nChanged 95 Iteration 230Q (9302.410000 sec): 60 clusters Score: Raw -205030851.732256 + Penalty 206019.394829 = -204824832.337427 nChanged 89 Iteration 231Q (9328.470000 sec): 60 clusters Score: Raw -205030852.835818 + Penalty 206019.394829 = -204824833.440989 nChanged 83 Iteration 232Q (9354.520000 sec): 60 clusters Score: Raw -205030853.981741 + Penalty 206019.394829 = -204824834.586912 nChanged 86 Iteration 233Q (9380.580000 sec): 60 clusters Score: Raw -205030855.064182 + Penalty 206019.394829 = -204824835.669353 nChanged 82 Iteration 234Q (9406.650000 sec): 60 clusters Score: Raw -205030856.122082 + Penalty 206019.394829 = -204824836.727253 nChanged 74 Iteration 235Q (9432.630000 sec): 60 clusters Score: Raw -205030857.173877 + Penalty 206019.394829 = -204824837.779048 nChanged 86 Iteration 236Q (9458.610000 sec): 60 clusters Score: Raw -205030858.525560 + Penalty 206019.394829 = -204824839.130731 nChanged 80 Iteration 237Q (9484.610000 sec): 60 clusters Score: Raw -205030859.626666 + Penalty 206019.394829 = -204824840.231837 nChanged 80 Iteration 238Q (9510.650000 sec): 60 clusters Score: Raw -205030860.615717 + Penalty 206019.394829 = -204824841.220888 nChanged 69 Iteration 239Q (9536.660000 sec): 60 clusters Score: Raw -205030861.409619 + Penalty 206019.394829 = -204824842.014790 nChanged 69 Iteration 240F (9674.570000 sec): 60 clusters Score: Raw -205031249.890937 + Penalty 206019.394829 = -204825230.496108 nChanged 91 Iteration 241Q (9700.560000 sec): 60 clusters Score: Raw -205031508.785054 + Penalty 206019.394829 = -204825489.390225 nChanged 79 Iteration 242Q (9726.550000 sec): 60 clusters Score: Raw -205031637.233736 + Penalty 206019.394829 = -204825617.838907 nChanged 72 Iteration 243Q (9752.550000 sec): 60 clusters Score: Raw -205031704.707612 + Penalty 206019.394829 = -204825685.312783 nChanged 62 Iteration 244Q (9778.550000 sec): 60 clusters Score: Raw -205031715.237136 + Penalty 206019.394829 = -204825695.842307 nChanged 56 Iteration 245Q (9804.560000 sec): 60 clusters Score: Raw -205031716.270024 + Penalty 206019.394829 = -204825696.875195 nChanged 53 Iteration 246Q (9830.580000 sec): 60 clusters Score: Raw -205031717.292329 + Penalty 206019.394829 = -204825697.897500 nChanged 61 Iteration 247Q (9856.600000 sec): 60 clusters Score: Raw -205031718.471567 + Penalty 206019.394829 = -204825699.076738 nChanged 75 Iteration 248Q (9882.630000 sec): 60 clusters Score: Raw -205031719.837422 + Penalty 206019.394829 = -204825700.442593 nChanged 70 Iteration 249Q (9908.690000 sec): 60 clusters Score: Raw -205031721.035224 + Penalty 206019.394829 = -204825701.640395 nChanged 75 Iteration 250Q (9934.730000 sec): 60 clusters Score: Raw -205031722.332397 + Penalty 206019.394829 = -204825702.937568 nChanged 75 Iteration 251Q (9960.820000 sec): 60 clusters Score: Raw -205031723.459154 + Penalty 206019.394829 = -204825704.064325 nChanged 69 Iteration 252Q (9986.920000 sec): 60 clusters Score: Raw -205031724.286369 + Penalty 206019.394829 = -204825704.891540 nChanged 58 Iteration 253Q (10012.980000 sec): 60 clusters Score: Raw -205031725.265625 + Penalty 206019.394829 = -204825705.870796 nChanged 57 Iteration 254Q (10039.070000 sec): 60 clusters Score: Raw -205031726.338912 + Penalty 206019.394829 = -204825706.944083 nChanged 57 Iteration 255Q (10066.020000 sec): 60 clusters Score: Raw -205031727.445398 + Penalty 206019.394829 = -204825708.050569 nChanged 60 Iteration 256Q (10092.970000 sec): 60 clusters Score: Raw -205031728.593695 + Penalty 206019.394829 = -204825709.198866 nChanged 54 Iteration 257Q (10119.900000 sec): 60 clusters Score: Raw -205031729.304442 + Penalty 206019.394829 = -204825709.909613 nChanged 42 Iteration 258Q (10146.790000 sec): 60 clusters Score: Raw -205031729.877772 + Penalty 206019.394829 = -204825710.482943 nChanged 35 Writing temp clu file Because OldScore, -204825709.909613, is greater than current (better) Score,-204825710.482943 Compute initial score before splitting: Score: Raw -205031729.877772 + Penalty 206019.394829 = -204825710.482943 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 1 (34126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10147.240000 sec): 2 clusters Score: Raw -5539036.107951 + Penalty 2588.578079 = -5536447.529872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10147.420000 sec): 3 clusters Score: Raw -5518344.910435 + Penalty 5177.156159 = -5513167.754277 nChanged 15450 SP:Iteration 1F (10147.590000 sec): 3 clusters Score: Raw -5527058.740293 + Penalty 5177.156159 = -5521881.584135 nChanged 1838 SP:Iteration 2F (10147.770000 sec): 3 clusters Score: Raw -5527908.006752 + Penalty 5177.156159 = -5522730.850593 nChanged 1977 SP:Iteration 3F (10147.940000 sec): 3 clusters Score: Raw -5528912.526479 + Penalty 5177.156159 = -5523735.370320 nChanged 2040 SP:Iteration 4F (10148.110000 sec): 3 clusters Score: Raw -5530042.316886 + Penalty 5177.156159 = -5524865.160727 nChanged 2139 SP:Iteration 5F (10148.290000 sec): 3 clusters Score: Raw -5531340.451946 + Penalty 5177.156159 = -5526163.295787 nChanged 2117 SP:Iteration 6F (10148.460000 sec): 3 clusters Score: Raw -5532761.546585 + Penalty 5177.156159 = -5527584.390427 nChanged 2091 SP:Iteration 7F (10148.640000 sec): 3 clusters Score: Raw -5534299.219260 + Penalty 5177.156159 = -5529122.063102 nChanged 1924 SP:Iteration 8F (10148.810000 sec): 3 clusters Score: Raw -5535761.504707 + Penalty 5177.156159 = -5530584.348548 nChanged 1551 SP:Iteration 9Q (10148.990000 sec): 3 clusters Score: Raw -5536974.132947 + Penalty 5177.156159 = -5531796.976788 nChanged 1162 SP:Iteration 10Q (10149.160000 sec): 3 clusters Score: Raw -5537890.014618 + Penalty 5177.156159 = -5532712.858459 nChanged 829 SP:Iteration 11Q (10149.330000 sec): 3 clusters Score: Raw -5538534.709683 + Penalty 5177.156159 = -5533357.553524 nChanged 504 SP:Iteration 12Q (10149.490000 sec): 3 clusters Score: Raw -5538922.077671 + Penalty 5177.156159 = -5533744.921512 nChanged 311 SP:Iteration 13Q (10149.650000 sec): 3 clusters Score: Raw -5539154.695014 + Penalty 5177.156159 = -5533977.538856 nChanged 185 SP:Iteration 14Q (10149.790000 sec): 3 clusters Score: Raw -5539289.089133 + Penalty 5177.156159 = -5534111.932975 nChanged 111 SP:Iteration 15Q (10149.940000 sec): 3 clusters Score: Raw -5539370.252702 + Penalty 5177.156159 = -5534193.096543 nChanged 81 SP:Iteration 16Q (10150.080000 sec): 3 clusters Score: Raw -5539432.250361 + Penalty 5177.156159 = -5534255.094202 nChanged 55 SP:Iteration 17Q (10150.220000 sec): 3 clusters Score: Raw -5539466.954830 + Penalty 5177.156159 = -5534289.798671 nChanged 29 SP:Iteration 18Q (10150.360000 sec): 3 clusters Score: Raw -5539488.367886 + Penalty 5177.156159 = -5534311.211727 nChanged 23 SP:Iteration 19Q (10150.500000 sec): 3 clusters Score: Raw -5539502.425601 + Penalty 5177.156159 = -5534325.269442 nChanged 16 SP:Iteration 20F (10150.670000 sec): 3 clusters Score: Raw -5539516.901107 + Penalty 5177.156159 = -5534339.744948 nChanged 17 SP:Iteration 21Q (10150.810000 sec): 3 clusters Score: Raw -5539531.856447 + Penalty 5177.156159 = -5534354.700288 nChanged 13 SP:Iteration 22Q (10150.940000 sec): 3 clusters Score: Raw -5539541.319731 + Penalty 5177.156159 = -5534364.163572 nChanged 6 SP:Iteration 23Q (10151.080000 sec): 3 clusters Score: Raw -5539546.252745 + Penalty 5177.156159 = -5534369.096587 nChanged 8 SP:Iteration 24Q (10151.210000 sec): 3 clusters Score: Raw -5539551.213554 + Penalty 5177.156159 = -5534374.057396 nChanged 4 SP:Iteration 25Q (10151.350000 sec): 3 clusters Score: Raw -5539554.294294 + Penalty 5177.156159 = -5534377.138136 nChanged 6 SP:Iteration 26Q (10151.490000 sec): 3 clusters Score: Raw -5539559.698393 + Penalty 5177.156159 = -5534382.542234 nChanged 5 SP:Iteration 27Q (10151.620000 sec): 3 clusters Score: Raw -5539563.331330 + Penalty 5177.156159 = -5534386.175171 nChanged 3 SP:Iteration 28Q (10151.750000 sec): 3 clusters Score: Raw -5539565.417535 + Penalty 5177.156159 = -5534388.261376 nChanged 1 SP:Iteration 29Q (10151.890000 sec): 3 clusters Score: Raw -5539566.441409 + Penalty 5177.156159 = -5534389.285251 nChanged 2 SP:Iteration 30Q (10152.020000 sec): 3 clusters Score: Raw -5539568.244033 + Penalty 5177.156159 = -5534391.087874 nChanged 1 SP:Iteration 31Q (10152.150000 sec): 3 clusters Score: Raw -5539568.951362 + Penalty 5177.156159 = -5534391.795203 nChanged 0 SP:Iteration 32F (10152.330000 sec): 3 clusters Score: Raw -5539568.951362 + Penalty 5177.156159 = -5534391.795203 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 2 (14366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10152.400000 sec): 2 clusters Score: Raw -2339982.537360 + Penalty 2374.009656 = -2337608.527704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10152.470000 sec): 3 clusters Score: Raw -2331880.948290 + Penalty 4748.019313 = -2327132.928977 nChanged 6164 SP:Iteration 1F (10152.550000 sec): 3 clusters Score: Raw -2335189.853778 + Penalty 4748.019313 = -2330441.834465 nChanged 869 SP:Iteration 2F (10152.620000 sec): 3 clusters Score: Raw -2335553.273111 + Penalty 4748.019313 = -2330805.253798 nChanged 712 SP:Iteration 3Q (10152.690000 sec): 3 clusters Score: Raw -2335837.822677 + Penalty 4748.019313 = -2331089.803364 nChanged 586 SP:Iteration 4Q (10152.760000 sec): 3 clusters Score: Raw -2336049.941392 + Penalty 4748.019313 = -2331301.922079 nChanged 510 SP:Iteration 5Q (10152.830000 sec): 3 clusters Score: Raw -2336235.196928 + Penalty 4748.019313 = -2331487.177615 nChanged 452 SP:Iteration 6Q (10152.910000 sec): 3 clusters Score: Raw -2336389.015221 + Penalty 4748.019313 = -2331640.995908 nChanged 372 SP:Iteration 7Q (10152.980000 sec): 3 clusters Score: Raw -2336516.485163 + Penalty 4748.019313 = -2331768.465850 nChanged 364 SP:Iteration 8Q (10153.050000 sec): 3 clusters Score: Raw -2336638.434981 + Penalty 4748.019313 = -2331890.415668 nChanged 353 SP:Iteration 9Q (10153.120000 sec): 3 clusters Score: Raw -2336750.108988 + Penalty 4748.019313 = -2332002.089675 nChanged 313 SP:Iteration 10Q (10153.190000 sec): 3 clusters Score: Raw -2336850.058354 + Penalty 4748.019313 = -2332102.039041 nChanged 320 SP:Iteration 11Q (10153.270000 sec): 3 clusters Score: Raw -2336964.510889 + Penalty 4748.019313 = -2332216.491576 nChanged 355 SP:Iteration 12Q (10153.330000 sec): 3 clusters Score: Raw -2337102.470798 + Penalty 4748.019313 = -2332354.451485 nChanged 371 SP:Iteration 13Q (10153.410000 sec): 3 clusters Score: Raw -2337270.697837 + Penalty 4748.019313 = -2332522.678524 nChanged 407 SP:Iteration 14Q (10153.480000 sec): 3 clusters Score: Raw -2337475.975461 + Penalty 4748.019313 = -2332727.956148 nChanged 439 SP:Iteration 15Q (10153.550000 sec): 3 clusters Score: Raw -2337729.281228 + Penalty 4748.019313 = -2332981.261915 nChanged 485 SP:Iteration 16Q (10153.620000 sec): 3 clusters Score: Raw -2338020.057346 + Penalty 4748.019313 = -2333272.038033 nChanged 536 SP:Iteration 17Q (10153.690000 sec): 3 clusters Score: Raw -2338360.904279 + Penalty 4748.019313 = -2333612.884966 nChanged 488 SP:Iteration 18Q (10153.760000 sec): 3 clusters Score: Raw -2338638.166757 + Penalty 4748.019313 = -2333890.147444 nChanged 463 SP:Iteration 19Q (10153.830000 sec): 3 clusters Score: Raw -2338885.529715 + Penalty 4748.019313 = -2334137.510402 nChanged 371 SP:Iteration 20F (10153.900000 sec): 3 clusters Score: Raw -2339049.879840 + Penalty 4748.019313 = -2334301.860527 nChanged 297 SP:Iteration 21Q (10153.970000 sec): 3 clusters Score: Raw -2339150.754551 + Penalty 4748.019313 = -2334402.735238 nChanged 209 SP:Iteration 22Q (10154.040000 sec): 3 clusters Score: Raw -2339216.056120 + Penalty 4748.019313 = -2334468.036807 nChanged 184 SP:Iteration 23Q (10154.110000 sec): 3 clusters Score: Raw -2339270.599668 + Penalty 4748.019313 = -2334522.580356 nChanged 152 SP:Iteration 24Q (10154.170000 sec): 3 clusters Score: Raw -2339310.880312 + Penalty 4748.019313 = -2334562.860999 nChanged 123 SP:Iteration 25Q (10154.240000 sec): 3 clusters Score: Raw -2339342.553735 + Penalty 4748.019313 = -2334594.534422 nChanged 117 SP:Iteration 26Q (10154.310000 sec): 3 clusters Score: Raw -2339373.445667 + Penalty 4748.019313 = -2334625.426354 nChanged 130 SP:Iteration 27Q (10154.380000 sec): 3 clusters Score: Raw -2339406.120839 + Penalty 4748.019313 = -2334658.101527 nChanged 118 SP:Iteration 28Q (10154.450000 sec): 3 clusters Score: Raw -2339432.534015 + Penalty 4748.019313 = -2334684.514702 nChanged 78 SP:Iteration 29Q (10154.510000 sec): 3 clusters Score: Raw -2339446.300905 + Penalty 4748.019313 = -2334698.281592 nChanged 55 SP:Iteration 30Q (10154.580000 sec): 3 clusters Score: Raw -2339457.096820 + Penalty 4748.019313 = -2334709.077507 nChanged 53 SP:Iteration 31Q (10154.650000 sec): 3 clusters Score: Raw -2339465.508886 + Penalty 4748.019313 = -2334717.489573 nChanged 53 SP:Iteration 32Q (10154.710000 sec): 3 clusters Score: Raw -2339474.736394 + Penalty 4748.019313 = -2334726.717081 nChanged 52 SP:Iteration 33Q (10154.780000 sec): 3 clusters Score: Raw -2339483.659087 + Penalty 4748.019313 = -2334735.639774 nChanged 45 SP:Iteration 34Q (10154.850000 sec): 3 clusters Score: Raw -2339491.123508 + Penalty 4748.019313 = -2334743.104195 nChanged 55 SP:Iteration 35Q (10154.920000 sec): 3 clusters Score: Raw -2339499.588021 + Penalty 4748.019313 = -2334751.568708 nChanged 42 SP:Iteration 36Q (10154.990000 sec): 3 clusters Score: Raw -2339507.486544 + Penalty 4748.019313 = -2334759.467231 nChanged 58 SP:Iteration 37Q (10155.050000 sec): 3 clusters Score: Raw -2339518.345302 + Penalty 4748.019313 = -2334770.325989 nChanged 57 SP:Iteration 38Q (10155.120000 sec): 3 clusters Score: Raw -2339530.224543 + Penalty 4748.019313 = -2334782.205230 nChanged 70 SP:Iteration 39Q (10155.190000 sec): 3 clusters Score: Raw -2339546.345470 + Penalty 4748.019313 = -2334798.326157 nChanged 70 SP:Iteration 40F (10155.260000 sec): 3 clusters Score: Raw -2339557.564698 + Penalty 4748.019313 = -2334809.545385 nChanged 53 SP:Iteration 41Q (10155.330000 sec): 3 clusters Score: Raw -2339568.406286 + Penalty 4748.019313 = -2334820.386973 nChanged 66 SP:Iteration 42Q (10155.390000 sec): 3 clusters Score: Raw -2339580.661441 + Penalty 4748.019313 = -2334832.642128 nChanged 58 SP:Iteration 43Q (10155.460000 sec): 3 clusters Score: Raw -2339591.034759 + Penalty 4748.019313 = -2334843.015446 nChanged 50 SP:Iteration 44Q (10155.530000 sec): 3 clusters Score: Raw -2339598.931879 + Penalty 4748.019313 = -2334850.912566 nChanged 50 SP:Iteration 45Q (10155.590000 sec): 3 clusters Score: Raw -2339606.964984 + Penalty 4748.019313 = -2334858.945671 nChanged 48 SP:Iteration 46Q (10155.660000 sec): 3 clusters Score: Raw -2339615.061512 + Penalty 4748.019313 = -2334867.042199 nChanged 46 SP:Iteration 47Q (10155.730000 sec): 3 clusters Score: Raw -2339623.546398 + Penalty 4748.019313 = -2334875.527085 nChanged 55 SP:Iteration 48Q (10155.800000 sec): 3 clusters Score: Raw -2339635.506619 + Penalty 4748.019313 = -2334887.487306 nChanged 51 SP:Iteration 49Q (10155.870000 sec): 3 clusters Score: Raw -2339644.662060 + Penalty 4748.019313 = -2334896.642747 nChanged 44 SP:Iteration 50Q (10155.940000 sec): 3 clusters Score: Raw -2339650.148582 + Penalty 4748.019313 = -2334902.129269 nChanged 30 SP:Iteration 51Q (10156.000000 sec): 3 clusters Score: Raw -2339653.602205 + Penalty 4748.019313 = -2334905.582892 nChanged 30 SP:Iteration 52Q (10156.070000 sec): 3 clusters Score: Raw -2339657.775352 + Penalty 4748.019313 = -2334909.756039 nChanged 28 SP:Iteration 53Q (10156.140000 sec): 3 clusters Score: Raw -2339661.535337 + Penalty 4748.019313 = -2334913.516024 nChanged 26 SP:Iteration 54Q (10156.200000 sec): 3 clusters Score: Raw -2339664.628219 + Penalty 4748.019313 = -2334916.608906 nChanged 20 SP:Iteration 55Q (10156.270000 sec): 3 clusters Score: Raw -2339667.008281 + Penalty 4748.019313 = -2334918.988968 nChanged 19 SP:Iteration 56Q (10156.340000 sec): 3 clusters Score: Raw -2339669.258517 + Penalty 4748.019313 = -2334921.239204 nChanged 22 SP:Iteration 57Q (10156.410000 sec): 3 clusters Score: Raw -2339671.464935 + Penalty 4748.019313 = -2334923.445622 nChanged 18 SP:Iteration 58Q (10156.470000 sec): 3 clusters Score: Raw -2339673.809065 + Penalty 4748.019313 = -2334925.789752 nChanged 20 SP:Iteration 59Q (10156.540000 sec): 3 clusters Score: Raw -2339676.693046 + Penalty 4748.019313 = -2334928.673733 nChanged 25 SP:Iteration 60F (10156.610000 sec): 3 clusters Score: Raw -2339680.389738 + Penalty 4748.019313 = -2334932.370425 nChanged 31 SP:Iteration 61Q (10156.680000 sec): 3 clusters Score: Raw -2339684.529727 + Penalty 4748.019313 = -2334936.510414 nChanged 32 SP:Iteration 62Q (10156.740000 sec): 3 clusters Score: Raw -2339689.100770 + Penalty 4748.019313 = -2334941.081457 nChanged 42 SP:Iteration 63Q (10156.810000 sec): 3 clusters Score: Raw -2339696.228578 + Penalty 4748.019313 = -2334948.209265 nChanged 37 SP:Iteration 64Q (10156.880000 sec): 3 clusters Score: Raw -2339702.428625 + Penalty 4748.019313 = -2334954.409312 nChanged 41 SP:Iteration 65Q (10156.950000 sec): 3 clusters Score: Raw -2339712.037901 + Penalty 4748.019313 = -2334964.018588 nChanged 53 SP:Iteration 66Q (10157.020000 sec): 3 clusters Score: Raw -2339724.813101 + Penalty 4748.019313 = -2334976.793788 nChanged 49 SP:Iteration 67Q (10157.080000 sec): 3 clusters Score: Raw -2339734.777215 + Penalty 4748.019313 = -2334986.757902 nChanged 55 SP:Iteration 68Q (10157.150000 sec): 3 clusters Score: Raw -2339743.340323 + Penalty 4748.019313 = -2334995.321010 nChanged 38 SP:Iteration 69Q (10157.220000 sec): 3 clusters Score: Raw -2339748.670377 + Penalty 4748.019313 = -2335000.651064 nChanged 50 SP:Iteration 70Q (10157.280000 sec): 3 clusters Score: Raw -2339756.139342 + Penalty 4748.019313 = -2335008.120029 nChanged 38 SP:Iteration 71Q (10157.350000 sec): 3 clusters Score: Raw -2339762.011762 + Penalty 4748.019313 = -2335013.992449 nChanged 38 SP:Iteration 72Q (10157.420000 sec): 3 clusters Score: Raw -2339768.787547 + Penalty 4748.019313 = -2335020.768234 nChanged 47 SP:Iteration 73Q (10157.480000 sec): 3 clusters Score: Raw -2339776.501717 + Penalty 4748.019313 = -2335028.482404 nChanged 46 SP:Iteration 74Q (10157.550000 sec): 3 clusters Score: Raw -2339784.911163 + Penalty 4748.019313 = -2335036.891850 nChanged 47 SP:Iteration 75Q (10157.620000 sec): 3 clusters Score: Raw -2339793.438943 + Penalty 4748.019313 = -2335045.419630 nChanged 49 SP:Iteration 76Q (10157.680000 sec): 3 clusters Score: Raw -2339803.554999 + Penalty 4748.019313 = -2335055.535686 nChanged 48 SP:Iteration 77Q (10157.750000 sec): 3 clusters Score: Raw -2339812.096911 + Penalty 4748.019313 = -2335064.077598 nChanged 52 SP:Iteration 78Q (10157.820000 sec): 3 clusters Score: Raw -2339823.336051 + Penalty 4748.019313 = -2335075.316738 nChanged 63 SP:Iteration 79Q (10157.880000 sec): 3 clusters Score: Raw -2339834.649630 + Penalty 4748.019313 = -2335086.630317 nChanged 71 SP:Iteration 80F (10157.960000 sec): 3 clusters Score: Raw -2339849.387060 + Penalty 4748.019313 = -2335101.367747 nChanged 77 SP:Iteration 81Q (10158.020000 sec): 3 clusters Score: Raw -2339865.391830 + Penalty 4748.019313 = -2335117.372517 nChanged 67 SP:Iteration 82Q (10158.090000 sec): 3 clusters Score: Raw -2339876.422852 + Penalty 4748.019313 = -2335128.403539 nChanged 63 SP:Iteration 83Q (10158.160000 sec): 3 clusters Score: Raw -2339889.019297 + Penalty 4748.019313 = -2335140.999984 nChanged 60 SP:Iteration 84Q (10158.220000 sec): 3 clusters Score: Raw -2339900.054048 + Penalty 4748.019313 = -2335152.034735 nChanged 55 SP:Iteration 85Q (10158.290000 sec): 3 clusters Score: Raw -2339909.601711 + Penalty 4748.019313 = -2335161.582398 nChanged 48 SP:Iteration 86Q (10158.360000 sec): 3 clusters Score: Raw -2339918.521268 + Penalty 4748.019313 = -2335170.501955 nChanged 53 SP:Iteration 87Q (10158.420000 sec): 3 clusters Score: Raw -2339927.423765 + Penalty 4748.019313 = -2335179.404452 nChanged 47 SP:Iteration 88Q (10158.490000 sec): 3 clusters Score: Raw -2339934.835105 + Penalty 4748.019313 = -2335186.815792 nChanged 53 SP:Iteration 89Q (10158.560000 sec): 3 clusters Score: Raw -2339944.490053 + Penalty 4748.019313 = -2335196.470740 nChanged 42 SP:Iteration 90Q (10158.620000 sec): 3 clusters Score: Raw -2339952.536778 + Penalty 4748.019313 = -2335204.517465 nChanged 44 SP:Iteration 91Q (10158.690000 sec): 3 clusters Score: Raw -2339961.118672 + Penalty 4748.019313 = -2335213.099359 nChanged 51 SP:Iteration 92Q (10158.760000 sec): 3 clusters Score: Raw -2339972.834619 + Penalty 4748.019313 = -2335224.815306 nChanged 55 SP:Iteration 93Q (10158.820000 sec): 3 clusters Score: Raw -2339982.967632 + Penalty 4748.019313 = -2335234.948319 nChanged 51 SP:Iteration 94Q (10158.890000 sec): 3 clusters Score: Raw -2339991.493558 + Penalty 4748.019313 = -2335243.474245 nChanged 42 SP:Iteration 95Q (10158.950000 sec): 3 clusters Score: Raw -2339997.672291 + Penalty 4748.019313 = -2335249.652978 nChanged 36 SP:Iteration 96Q (10159.020000 sec): 3 clusters Score: Raw -2340003.363455 + Penalty 4748.019313 = -2335255.344142 nChanged 39 SP:Iteration 97Q (10159.090000 sec): 3 clusters Score: Raw -2340010.272530 + Penalty 4748.019313 = -2335262.253217 nChanged 39 SP:Iteration 98Q (10159.160000 sec): 3 clusters Score: Raw -2340016.579011 + Penalty 4748.019313 = -2335268.559698 nChanged 36 SP:Iteration 99Q (10159.220000 sec): 3 clusters Score: Raw -2340022.905899 + Penalty 4748.019313 = -2335274.886586 nChanged 28 SP:Iteration 100F (10159.290000 sec): 3 clusters Score: Raw -2340026.854438 + Penalty 4748.019313 = -2335278.835125 nChanged 32 SP:Iteration 101Q (10159.360000 sec): 3 clusters Score: Raw -2340031.374100 + Penalty 4748.019313 = -2335283.354787 nChanged 22 SP:Iteration 102Q (10159.430000 sec): 3 clusters Score: Raw -2340033.442522 + Penalty 4748.019313 = -2335285.423209 nChanged 26 SP:Iteration 103Q (10159.490000 sec): 3 clusters Score: Raw -2340036.274992 + Penalty 4748.019313 = -2335288.255679 nChanged 26 SP:Iteration 104Q (10159.560000 sec): 3 clusters Score: Raw -2340039.486194 + Penalty 4748.019313 = -2335291.466881 nChanged 20 SP:Iteration 105Q (10159.630000 sec): 3 clusters Score: Raw -2340041.613965 + Penalty 4748.019313 = -2335293.594652 nChanged 20 SP:Iteration 106Q (10159.690000 sec): 3 clusters Score: Raw -2340044.414115 + Penalty 4748.019313 = -2335296.394802 nChanged 26 SP:Iteration 107Q (10159.760000 sec): 3 clusters Score: Raw -2340047.207267 + Penalty 4748.019313 = -2335299.187954 nChanged 26 SP:Iteration 108Q (10159.820000 sec): 3 clusters Score: Raw -2340050.829647 + Penalty 4748.019313 = -2335302.810334 nChanged 31 SP:Iteration 109Q (10159.890000 sec): 3 clusters Score: Raw -2340055.982689 + Penalty 4748.019313 = -2335307.963376 nChanged 34 SP:Iteration 110Q (10159.950000 sec): 3 clusters Score: Raw -2340060.543660 + Penalty 4748.019313 = -2335312.524347 nChanged 31 SP:Iteration 111Q (10160.020000 sec): 3 clusters Score: Raw -2340063.949928 + Penalty 4748.019313 = -2335315.930615 nChanged 19 SP:Iteration 112Q (10160.090000 sec): 3 clusters Score: Raw -2340066.428754 + Penalty 4748.019313 = -2335318.409441 nChanged 25 SP:Iteration 113Q (10160.150000 sec): 3 clusters Score: Raw -2340069.994937 + Penalty 4748.019313 = -2335321.975624 nChanged 28 SP:Iteration 114Q (10160.220000 sec): 3 clusters Score: Raw -2340074.228795 + Penalty 4748.019313 = -2335326.209482 nChanged 31 SP:Iteration 115Q (10160.280000 sec): 3 clusters Score: Raw -2340079.890382 + Penalty 4748.019313 = -2335331.871069 nChanged 29 SP:Iteration 116Q (10160.350000 sec): 3 clusters Score: Raw -2340084.776169 + Penalty 4748.019313 = -2335336.756856 nChanged 33 SP:Iteration 117Q (10160.410000 sec): 3 clusters Score: Raw -2340091.425703 + Penalty 4748.019313 = -2335343.406390 nChanged 26 SP:Iteration 118Q (10160.480000 sec): 3 clusters Score: Raw -2340095.613842 + Penalty 4748.019313 = -2335347.594529 nChanged 27 SP:Iteration 119Q (10160.540000 sec): 3 clusters Score: Raw -2340099.756642 + Penalty 4748.019313 = -2335351.737329 nChanged 30 SP:Iteration 120F (10160.610000 sec): 3 clusters Score: Raw -2340104.205183 + Penalty 4748.019313 = -2335356.185870 nChanged 27 SP:Iteration 121Q (10160.680000 sec): 3 clusters Score: Raw -2340108.319853 + Penalty 4748.019313 = -2335360.300540 nChanged 24 SP:Iteration 122Q (10160.750000 sec): 3 clusters Score: Raw -2340112.604658 + Penalty 4748.019313 = -2335364.585345 nChanged 20 SP:Iteration 123Q (10160.810000 sec): 3 clusters Score: Raw -2340117.364561 + Penalty 4748.019313 = -2335369.345248 nChanged 34 SP:Iteration 124Q (10160.870000 sec): 3 clusters Score: Raw -2340125.471171 + Penalty 4748.019313 = -2335377.451858 nChanged 37 SP:Iteration 125Q (10160.940000 sec): 3 clusters Score: Raw -2340132.520419 + Penalty 4748.019313 = -2335384.501106 nChanged 38 SP:Iteration 126Q (10161.010000 sec): 3 clusters Score: Raw -2340139.288737 + Penalty 4748.019313 = -2335391.269424 nChanged 49 SP:Iteration 127Q (10161.070000 sec): 3 clusters Score: Raw -2340148.151215 + Penalty 4748.019313 = -2335400.131902 nChanged 43 SP:Iteration 128Q (10161.130000 sec): 3 clusters Score: Raw -2340156.395288 + Penalty 4748.019313 = -2335408.375975 nChanged 48 SP:Iteration 129Q (10161.200000 sec): 3 clusters Score: Raw -2340167.771124 + Penalty 4748.019313 = -2335419.751811 nChanged 60 SP:Iteration 130Q (10161.270000 sec): 3 clusters Score: Raw -2340181.035807 + Penalty 4748.019313 = -2335433.016494 nChanged 60 SP:Iteration 131Q (10161.330000 sec): 3 clusters Score: Raw -2340195.679467 + Penalty 4748.019313 = -2335447.660154 nChanged 63 SP:Iteration 132Q (10161.390000 sec): 3 clusters Score: Raw -2340210.588884 + Penalty 4748.019313 = -2335462.569571 nChanged 64 SP:Iteration 133Q (10161.460000 sec): 3 clusters Score: Raw -2340225.880434 + Penalty 4748.019313 = -2335477.861121 nChanged 66 SP:Iteration 134Q (10161.520000 sec): 3 clusters Score: Raw -2340243.951850 + Penalty 4748.019313 = -2335495.932537 nChanged 62 SP:Iteration 135Q (10161.580000 sec): 3 clusters Score: Raw -2340259.925297 + Penalty 4748.019313 = -2335511.905984 nChanged 62 SP:Iteration 136Q (10161.650000 sec): 3 clusters Score: Raw -2340278.502628 + Penalty 4748.019313 = -2335530.483315 nChanged 76 SP:Iteration 137Q (10161.710000 sec): 3 clusters Score: Raw -2340304.470754 + Penalty 4748.019313 = -2335556.451441 nChanged 70 SP:Iteration 138Q (10161.770000 sec): 3 clusters Score: Raw -2340328.492854 + Penalty 4748.019313 = -2335580.473541 nChanged 68 SP:Iteration 139Q (10161.830000 sec): 3 clusters Score: Raw -2340353.500297 + Penalty 4748.019313 = -2335605.480984 nChanged 79 SP:Iteration 140F (10161.910000 sec): 3 clusters Score: Raw -2340384.478521 + Penalty 4748.019313 = -2335636.459208 nChanged 79 SP:Iteration 141Q (10161.970000 sec): 3 clusters Score: Raw -2340414.682327 + Penalty 4748.019313 = -2335666.663014 nChanged 84 SP:Iteration 142Q (10162.030000 sec): 3 clusters Score: Raw -2340448.916445 + Penalty 4748.019313 = -2335700.897132 nChanged 86 SP:Iteration 143Q (10162.090000 sec): 3 clusters Score: Raw -2340497.568054 + Penalty 4748.019313 = -2335749.548741 nChanged 96 SP:Iteration 144Q (10162.150000 sec): 3 clusters Score: Raw -2340567.394082 + Penalty 4748.019313 = -2335819.374769 nChanged 114 SP:Iteration 145Q (10162.220000 sec): 3 clusters Score: Raw -2340672.587448 + Penalty 4748.019313 = -2335924.568135 nChanged 133 SP:Iteration 146Q (10162.280000 sec): 3 clusters Score: Raw -2340830.784432 + Penalty 4748.019313 = -2336082.765119 nChanged 135 SP:Iteration 147Q (10162.340000 sec): 3 clusters Score: Raw -2340989.820349 + Penalty 4748.019313 = -2336241.801036 nChanged 135 SP:Iteration 148Q (10162.400000 sec): 3 clusters Score: Raw -2341084.548816 + Penalty 4748.019313 = -2336336.529503 nChanged 85 SP:Iteration 149Q (10162.450000 sec): 3 clusters Score: Raw -2341123.943585 + Penalty 4748.019313 = -2336375.924272 nChanged 56 SP:Iteration 150Q (10162.510000 sec): 3 clusters Score: Raw -2341145.541253 + Penalty 4748.019313 = -2336397.521940 nChanged 36 SP:Iteration 151Q (10162.570000 sec): 3 clusters Score: Raw -2341155.872856 + Penalty 4748.019313 = -2336407.853543 nChanged 23 SP:Iteration 152Q (10162.630000 sec): 3 clusters Score: Raw -2341161.295681 + Penalty 4748.019313 = -2336413.276368 nChanged 20 SP:Iteration 153Q (10162.680000 sec): 3 clusters Score: Raw -2341166.402547 + Penalty 4748.019313 = -2336418.383234 nChanged 13 SP:Iteration 154Q (10162.740000 sec): 3 clusters Score: Raw -2341169.071001 + Penalty 4748.019313 = -2336421.051688 nChanged 3 SP:Iteration 155Q (10162.800000 sec): 3 clusters Score: Raw -2341169.586146 + Penalty 4748.019313 = -2336421.566833 nChanged 2 SP:Iteration 156Q (10162.850000 sec): 3 clusters Score: Raw -2341170.042610 + Penalty 4748.019313 = -2336422.023297 nChanged 2 SP:Iteration 157Q (10162.910000 sec): 3 clusters Score: Raw -2341170.469250 + Penalty 4748.019313 = -2336422.449937 nChanged 2 SP:Iteration 158Q (10162.970000 sec): 3 clusters Score: Raw -2341171.066489 + Penalty 4748.019313 = -2336423.047176 nChanged 3 SP:Iteration 159Q (10163.020000 sec): 3 clusters Score: Raw -2341171.640048 + Penalty 4748.019313 = -2336423.620735 nChanged 1 SP:Iteration 160F (10163.090000 sec): 3 clusters Score: Raw -2341171.874891 + Penalty 4748.019313 = -2336423.855578 nChanged 1 SP:Iteration 161Q (10163.150000 sec): 3 clusters Score: Raw -2341171.985073 + Penalty 4748.019313 = -2336423.965760 nChanged 0 SP:Iteration 162F (10163.220000 sec): 3 clusters Score: Raw -2341171.985073 + Penalty 4748.019313 = -2336423.965760 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 3 (1599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10163.240000 sec): 2 clusters Score: Raw -229775.128217 + Penalty 1829.529161 = -227945.599056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10163.250000 sec): 3 clusters Score: Raw -229210.022725 + Penalty 3659.058322 = -225550.964404 nChanged 470 SP:Iteration 1F (10163.250000 sec): 3 clusters Score: Raw -229648.613230 + Penalty 3659.058322 = -225989.554908 nChanged 132 SP:Iteration 2F (10163.260000 sec): 3 clusters Score: Raw -229791.394124 + Penalty 3659.058322 = -226132.335802 nChanged 80 SP:Iteration 3F (10163.270000 sec): 3 clusters Score: Raw -229884.099110 + Penalty 3659.058322 = -226225.040788 nChanged 55 SP:Iteration 4Q (10163.280000 sec): 3 clusters Score: Raw -229949.709462 + Penalty 3659.058322 = -226290.651140 nChanged 40 SP:Iteration 5Q (10163.290000 sec): 3 clusters Score: Raw -229995.135973 + Penalty 3659.058322 = -226336.077651 nChanged 35 SP:Iteration 6Q (10163.290000 sec): 3 clusters Score: Raw -230032.212429 + Penalty 3659.058322 = -226373.154108 nChanged 33 SP:Iteration 7Q (10163.300000 sec): 3 clusters Score: Raw -230067.054110 + Penalty 3659.058322 = -226407.995788 nChanged 23 SP:Iteration 8Q (10163.310000 sec): 3 clusters Score: Raw -230092.792106 + Penalty 3659.058322 = -226433.733784 nChanged 20 SP:Iteration 9Q (10163.320000 sec): 3 clusters Score: Raw -230115.725899 + Penalty 3659.058322 = -226456.667577 nChanged 18 SP:Iteration 10Q (10163.330000 sec): 3 clusters Score: Raw -230134.670391 + Penalty 3659.058322 = -226475.612070 nChanged 14 SP:Iteration 11Q (10163.330000 sec): 3 clusters Score: Raw -230148.213986 + Penalty 3659.058322 = -226489.155665 nChanged 9 SP:Iteration 12Q (10163.340000 sec): 3 clusters Score: Raw -230157.328085 + Penalty 3659.058322 = -226498.269763 nChanged 11 SP:Iteration 13Q (10163.350000 sec): 3 clusters Score: Raw -230163.828357 + Penalty 3659.058322 = -226504.770035 nChanged 6 SP:Iteration 14Q (10163.350000 sec): 3 clusters Score: Raw -230169.572998 + Penalty 3659.058322 = -226510.514677 nChanged 4 SP:Iteration 15Q (10163.360000 sec): 3 clusters Score: Raw -230174.294318 + Penalty 3659.058322 = -226515.235997 nChanged 4 SP:Iteration 16Q (10163.370000 sec): 3 clusters Score: Raw -230176.550648 + Penalty 3659.058322 = -226517.492327 nChanged 2 SP:Iteration 17Q (10163.380000 sec): 3 clusters Score: Raw -230177.471822 + Penalty 3659.058322 = -226518.413501 nChanged 0 SP:Iteration 18F (10163.390000 sec): 3 clusters Score: Raw -230177.471822 + Penalty 3659.058322 = -226518.413501 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 4 (496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10163.390000 sec): 2 clusters Score: Raw -73295.465864 + Penalty 1539.230830 = -71756.235034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10163.400000 sec): 3 clusters Score: Raw -73309.160270 + Penalty 3078.461660 = -70230.698610 nChanged 103 SP:Iteration 1F (10163.400000 sec): 3 clusters Score: Raw -73556.841480 + Penalty 3078.461660 = -70478.379820 nChanged 29 SP:Iteration 2F (10163.400000 sec): 3 clusters Score: Raw -73700.226521 + Penalty 3078.461660 = -70621.764861 nChanged 24 SP:Iteration 3Q (10163.400000 sec): 3 clusters Score: Raw -73798.353016 + Penalty 3078.461660 = -70719.891356 nChanged 15 SP:Iteration 4Q (10163.410000 sec): 3 clusters Score: Raw -73851.038836 + Penalty 3078.461660 = -70772.577176 nChanged 14 SP:Iteration 5Q (10163.410000 sec): 3 clusters Score: Raw -73936.971459 + Penalty 3078.461660 = -70858.509800 nChanged 13 SP:Iteration 6Q (10163.410000 sec): 3 clusters Score: Raw -74046.284651 + Penalty 3078.461660 = -70967.822992 nChanged 9 SP:Iteration 7Q (10163.410000 sec): 3 clusters Score: Raw -74112.716724 + Penalty 3078.461660 = -71034.255064 nChanged 9 SP:Iteration 8Q (10163.410000 sec): 3 clusters Score: Raw -74137.730500 + Penalty 3078.461660 = -71059.268841 nChanged 6 SP:Iteration 9Q (10163.420000 sec): 3 clusters Score: Raw -74156.375530 + Penalty 3078.461660 = -71077.913870 nChanged 7 SP:Iteration 10Q (10163.420000 sec): 3 clusters Score: Raw -74175.888328 + Penalty 3078.461660 = -71097.426668 nChanged 4 SP:Iteration 11Q (10163.420000 sec): 3 clusters Score: Raw -74188.033498 + Penalty 3078.461660 = -71109.571838 nChanged 8 SP:Iteration 12Q (10163.420000 sec): 3 clusters Score: Raw -74207.096942 + Penalty 3078.461660 = -71128.635283 nChanged 2 SP:Iteration 13Q (10163.430000 sec): 3 clusters Score: Raw -74211.777182 + Penalty 3078.461660 = -71133.315522 nChanged 0 SP:Iteration 14F (10163.430000 sec): 3 clusters Score: Raw -74211.777182 + Penalty 3078.461660 = -71133.315522 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 5 (329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10163.430000 sec): 2 clusters Score: Raw -41804.758160 + Penalty 1437.422322 = -40367.335837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10163.440000 sec): 3 clusters Score: Raw -42119.877134 + Penalty 2874.844644 = -39245.032489 nChanged 71 SP:Iteration 1F (10163.440000 sec): 3 clusters Score: Raw -42440.167968 + Penalty 2874.844644 = -39565.323324 nChanged 38 SP:Iteration 2F (10163.440000 sec): 3 clusters Score: Raw -42757.303264 + Penalty 2874.844644 = -39882.458620 nChanged 25 SP:Iteration 3F (10163.440000 sec): 3 clusters Score: Raw -42951.850971 + Penalty 2874.844644 = -40077.006326 nChanged 5 SP:Iteration 4Q (10163.440000 sec): 3 clusters Score: Raw -42986.330678 + Penalty 2874.844644 = -40111.486034 nChanged 3 SP:Iteration 5Q (10163.450000 sec): 3 clusters Score: Raw -43003.764869 + Penalty 2874.844644 = -40128.920224 nChanged 1 SP:Iteration 6Q (10163.450000 sec): 3 clusters Score: Raw -43014.160264 + Penalty 2874.844644 = -40139.315620 nChanged 0 SP:Iteration 7F (10163.450000 sec): 3 clusters Score: Raw -43014.160264 + Penalty 2874.844644 = -40139.315620 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 6 (13167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10163.510000 sec): 2 clusters Score: Raw -2119472.526010 + Penalty 2352.396307 = -2117120.129703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10163.570000 sec): 3 clusters Score: Raw -2112293.145485 + Penalty 4704.792613 = -2107588.352871 nChanged 5569 SP:Iteration 1F (10163.640000 sec): 3 clusters Score: Raw -2115335.627268 + Penalty 4704.792613 = -2110630.834655 nChanged 935 SP:Iteration 2F (10163.710000 sec): 3 clusters Score: Raw -2115964.030856 + Penalty 4704.792613 = -2111259.238243 nChanged 903 SP:Iteration 3F (10163.770000 sec): 3 clusters Score: Raw -2116739.043331 + Penalty 4704.792613 = -2112034.250717 nChanged 954 SP:Iteration 4F (10163.840000 sec): 3 clusters Score: Raw -2117620.135937 + Penalty 4704.792613 = -2112915.343324 nChanged 994 SP:Iteration 5F (10163.900000 sec): 3 clusters Score: Raw -2118529.065509 + Penalty 4704.792613 = -2113824.272895 nChanged 881 SP:Iteration 6F (10163.970000 sec): 3 clusters Score: Raw -2119230.904813 + Penalty 4704.792613 = -2114526.112200 nChanged 657 SP:Iteration 7Q (10164.030000 sec): 3 clusters Score: Raw -2119706.688522 + Penalty 4704.792613 = -2115001.895908 nChanged 509 SP:Iteration 8Q (10164.100000 sec): 3 clusters Score: Raw -2120063.955692 + Penalty 4704.792613 = -2115359.163078 nChanged 416 SP:Iteration 9Q (10164.160000 sec): 3 clusters Score: Raw -2120295.131093 + Penalty 4704.792613 = -2115590.338480 nChanged 280 SP:Iteration 10Q (10164.220000 sec): 3 clusters Score: Raw -2120425.770534 + Penalty 4704.792613 = -2115720.977921 nChanged 194 SP:Iteration 11Q (10164.290000 sec): 3 clusters Score: Raw -2120508.734057 + Penalty 4704.792613 = -2115803.941444 nChanged 137 SP:Iteration 12Q (10164.350000 sec): 3 clusters Score: Raw -2120560.564789 + Penalty 4704.792613 = -2115855.772176 nChanged 116 SP:Iteration 13Q (10164.410000 sec): 3 clusters Score: Raw -2120599.973468 + Penalty 4704.792613 = -2115895.180854 nChanged 99 SP:Iteration 14Q (10164.470000 sec): 3 clusters Score: Raw -2120630.811986 + Penalty 4704.792613 = -2115926.019372 nChanged 70 SP:Iteration 15Q (10164.530000 sec): 3 clusters Score: Raw -2120651.223706 + Penalty 4704.792613 = -2115946.431093 nChanged 73 SP:Iteration 16Q (10164.590000 sec): 3 clusters Score: Raw -2120672.681142 + Penalty 4704.792613 = -2115967.888529 nChanged 68 SP:Iteration 17Q (10164.650000 sec): 3 clusters Score: Raw -2120692.467236 + Penalty 4704.792613 = -2115987.674623 nChanged 62 SP:Iteration 18Q (10164.710000 sec): 3 clusters Score: Raw -2120707.077565 + Penalty 4704.792613 = -2116002.284952 nChanged 47 SP:Iteration 19Q (10164.770000 sec): 3 clusters Score: Raw -2120720.159715 + Penalty 4704.792613 = -2116015.367102 nChanged 50 SP:Iteration 20F (10164.830000 sec): 3 clusters Score: Raw -2120739.139307 + Penalty 4704.792613 = -2116034.346694 nChanged 53 SP:Iteration 21Q (10164.890000 sec): 3 clusters Score: Raw -2120761.246408 + Penalty 4704.792613 = -2116056.453795 nChanged 51 SP:Iteration 22Q (10164.950000 sec): 3 clusters Score: Raw -2120779.413643 + Penalty 4704.792613 = -2116074.621030 nChanged 61 SP:Iteration 23Q (10165.010000 sec): 3 clusters Score: Raw -2120801.408079 + Penalty 4704.792613 = -2116096.615465 nChanged 50 SP:Iteration 24Q (10165.070000 sec): 3 clusters Score: Raw -2120817.464231 + Penalty 4704.792613 = -2116112.671617 nChanged 50 SP:Iteration 25Q (10165.130000 sec): 3 clusters Score: Raw -2120834.000394 + Penalty 4704.792613 = -2116129.207781 nChanged 50 SP:Iteration 26Q (10165.190000 sec): 3 clusters Score: Raw -2120855.429041 + Penalty 4704.792613 = -2116150.636428 nChanged 58 SP:Iteration 27Q (10165.250000 sec): 3 clusters Score: Raw -2120880.124625 + Penalty 4704.792613 = -2116175.332012 nChanged 66 SP:Iteration 28Q (10165.310000 sec): 3 clusters Score: Raw -2120905.583169 + Penalty 4704.792613 = -2116200.790556 nChanged 67 SP:Iteration 29Q (10165.360000 sec): 3 clusters Score: Raw -2120948.232339 + Penalty 4704.792613 = -2116243.439726 nChanged 82 SP:Iteration 30Q (10165.420000 sec): 3 clusters Score: Raw -2120999.334180 + Penalty 4704.792613 = -2116294.541567 nChanged 85 SP:Iteration 31Q (10165.480000 sec): 3 clusters Score: Raw -2121059.077296 + Penalty 4704.792613 = -2116354.284682 nChanged 99 SP:Iteration 32Q (10165.540000 sec): 3 clusters Score: Raw -2121138.060540 + Penalty 4704.792613 = -2116433.267926 nChanged 112 SP:Iteration 33Q (10165.590000 sec): 3 clusters Score: Raw -2121226.882850 + Penalty 4704.792613 = -2116522.090236 nChanged 104 SP:Iteration 34Q (10165.650000 sec): 3 clusters Score: Raw -2121315.206092 + Penalty 4704.792613 = -2116610.413479 nChanged 100 SP:Iteration 35Q (10165.710000 sec): 3 clusters Score: Raw -2121394.868457 + Penalty 4704.792613 = -2116690.075843 nChanged 90 SP:Iteration 36Q (10165.760000 sec): 3 clusters Score: Raw -2121451.490499 + Penalty 4704.792613 = -2116746.697886 nChanged 82 SP:Iteration 37Q (10165.810000 sec): 3 clusters Score: Raw -2121507.671578 + Penalty 4704.792613 = -2116802.878964 nChanged 72 SP:Iteration 38Q (10165.870000 sec): 3 clusters Score: Raw -2121550.216394 + Penalty 4704.792613 = -2116845.423781 nChanged 72 SP:Iteration 39Q (10165.920000 sec): 3 clusters Score: Raw -2121586.093550 + Penalty 4704.792613 = -2116881.300937 nChanged 56 SP:Iteration 40F (10165.990000 sec): 3 clusters Score: Raw -2121609.075317 + Penalty 4704.792613 = -2116904.282704 nChanged 42 SP:Iteration 41Q (10166.040000 sec): 3 clusters Score: Raw -2121625.890853 + Penalty 4704.792613 = -2116921.098240 nChanged 39 SP:Iteration 42Q (10166.090000 sec): 3 clusters Score: Raw -2121641.008045 + Penalty 4704.792613 = -2116936.215431 nChanged 27 SP:Iteration 43Q (10166.150000 sec): 3 clusters Score: Raw -2121650.818253 + Penalty 4704.792613 = -2116946.025640 nChanged 20 SP:Iteration 44Q (10166.200000 sec): 3 clusters Score: Raw -2121658.243134 + Penalty 4704.792613 = -2116953.450520 nChanged 16 SP:Iteration 45Q (10166.250000 sec): 3 clusters Score: Raw -2121664.127107 + Penalty 4704.792613 = -2116959.334494 nChanged 11 SP:Iteration 46Q (10166.310000 sec): 3 clusters Score: Raw -2121667.584924 + Penalty 4704.792613 = -2116962.792311 nChanged 14 SP:Iteration 47Q (10166.360000 sec): 3 clusters Score: Raw -2121670.295598 + Penalty 4704.792613 = -2116965.502985 nChanged 9 SP:Iteration 48Q (10166.410000 sec): 3 clusters Score: Raw -2121673.432689 + Penalty 4704.792613 = -2116968.640076 nChanged 6 SP:Iteration 49Q (10166.460000 sec): 3 clusters Score: Raw -2121675.512539 + Penalty 4704.792613 = -2116970.719926 nChanged 7 SP:Iteration 50Q (10166.510000 sec): 3 clusters Score: Raw -2121677.309590 + Penalty 4704.792613 = -2116972.516976 nChanged 1 SP:Iteration 51Q (10166.570000 sec): 3 clusters Score: Raw -2121677.574904 + Penalty 4704.792613 = -2116972.782291 nChanged 2 SP:Iteration 52Q (10166.620000 sec): 3 clusters Score: Raw -2121677.972884 + Penalty 4704.792613 = -2116973.180271 nChanged 0 SP:Iteration 53F (10166.680000 sec): 3 clusters Score: Raw -2121677.972884 + Penalty 4704.792613 = -2116973.180271 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 7 (15764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10166.750000 sec): 2 clusters Score: Raw -2436341.084327 + Penalty 2397.040066 = -2433944.044261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10166.830000 sec): 3 clusters Score: Raw -2427340.405447 + Penalty 4794.080133 = -2422546.325315 nChanged 6974 SP:Iteration 1F (10166.910000 sec): 3 clusters Score: Raw -2431543.525345 + Penalty 4794.080133 = -2426749.445212 nChanged 1212 SP:Iteration 2F (10166.990000 sec): 3 clusters Score: Raw -2432403.665357 + Penalty 4794.080133 = -2427609.585224 nChanged 1157 SP:Iteration 3F (10167.070000 sec): 3 clusters Score: Raw -2433282.113072 + Penalty 4794.080133 = -2428488.032939 nChanged 1110 SP:Iteration 4F (10167.150000 sec): 3 clusters Score: Raw -2434165.137341 + Penalty 4794.080133 = -2429371.057208 nChanged 1031 SP:Iteration 5F (10167.230000 sec): 3 clusters Score: Raw -2434871.637370 + Penalty 4794.080133 = -2430077.557238 nChanged 832 SP:Iteration 6F (10167.310000 sec): 3 clusters Score: Raw -2435328.927091 + Penalty 4794.080133 = -2430534.846958 nChanged 652 SP:Iteration 7Q (10167.380000 sec): 3 clusters Score: Raw -2435617.032528 + Penalty 4794.080133 = -2430822.952396 nChanged 532 SP:Iteration 8Q (10167.460000 sec): 3 clusters Score: Raw -2435834.819478 + Penalty 4794.080133 = -2431040.739346 nChanged 431 SP:Iteration 9Q (10167.530000 sec): 3 clusters Score: Raw -2436000.775891 + Penalty 4794.080133 = -2431206.695758 nChanged 396 SP:Iteration 10Q (10167.610000 sec): 3 clusters Score: Raw -2436150.212834 + Penalty 4794.080133 = -2431356.132702 nChanged 359 SP:Iteration 11Q (10167.690000 sec): 3 clusters Score: Raw -2436289.533529 + Penalty 4794.080133 = -2431495.453396 nChanged 368 SP:Iteration 12Q (10167.770000 sec): 3 clusters Score: Raw -2436428.445239 + Penalty 4794.080133 = -2431634.365106 nChanged 359 SP:Iteration 13Q (10167.840000 sec): 3 clusters Score: Raw -2436564.401615 + Penalty 4794.080133 = -2431770.321483 nChanged 338 SP:Iteration 14Q (10167.920000 sec): 3 clusters Score: Raw -2436683.410977 + Penalty 4794.080133 = -2431889.330844 nChanged 332 SP:Iteration 15Q (10167.990000 sec): 3 clusters Score: Raw -2436802.673542 + Penalty 4794.080133 = -2432008.593410 nChanged 318 SP:Iteration 16Q (10168.070000 sec): 3 clusters Score: Raw -2436915.476820 + Penalty 4794.080133 = -2432121.396688 nChanged 312 SP:Iteration 17Q (10168.140000 sec): 3 clusters Score: Raw -2437021.929723 + Penalty 4794.080133 = -2432227.849590 nChanged 262 SP:Iteration 18Q (10168.220000 sec): 3 clusters Score: Raw -2437114.910476 + Penalty 4794.080133 = -2432320.830343 nChanged 252 SP:Iteration 19Q (10168.290000 sec): 3 clusters Score: Raw -2437201.063527 + Penalty 4794.080133 = -2432406.983394 nChanged 249 SP:Iteration 20F (10168.370000 sec): 3 clusters Score: Raw -2437285.377048 + Penalty 4794.080133 = -2432491.296915 nChanged 240 SP:Iteration 21Q (10168.450000 sec): 3 clusters Score: Raw -2437368.793094 + Penalty 4794.080133 = -2432574.712961 nChanged 225 SP:Iteration 22Q (10168.520000 sec): 3 clusters Score: Raw -2437452.533197 + Penalty 4794.080133 = -2432658.453065 nChanged 215 SP:Iteration 23Q (10168.590000 sec): 3 clusters Score: Raw -2437533.369944 + Penalty 4794.080133 = -2432739.289811 nChanged 198 SP:Iteration 24Q (10168.670000 sec): 3 clusters Score: Raw -2437612.470782 + Penalty 4794.080133 = -2432818.390650 nChanged 188 SP:Iteration 25Q (10168.740000 sec): 3 clusters Score: Raw -2437676.939641 + Penalty 4794.080133 = -2432882.859508 nChanged 145 SP:Iteration 26Q (10168.810000 sec): 3 clusters Score: Raw -2437723.796408 + Penalty 4794.080133 = -2432929.716275 nChanged 107 SP:Iteration 27Q (10168.880000 sec): 3 clusters Score: Raw -2437754.036616 + Penalty 4794.080133 = -2432959.956483 nChanged 79 SP:Iteration 28Q (10168.950000 sec): 3 clusters Score: Raw -2437780.065598 + Penalty 4794.080133 = -2432985.985466 nChanged 79 SP:Iteration 29Q (10169.030000 sec): 3 clusters Score: Raw -2437805.403632 + Penalty 4794.080133 = -2433011.323499 nChanged 60 SP:Iteration 30Q (10169.100000 sec): 3 clusters Score: Raw -2437822.556402 + Penalty 4794.080133 = -2433028.476269 nChanged 52 SP:Iteration 31Q (10169.170000 sec): 3 clusters Score: Raw -2437835.414506 + Penalty 4794.080133 = -2433041.334373 nChanged 45 SP:Iteration 32Q (10169.240000 sec): 3 clusters Score: Raw -2437846.209436 + Penalty 4794.080133 = -2433052.129304 nChanged 37 SP:Iteration 33Q (10169.310000 sec): 3 clusters Score: Raw -2437855.834244 + Penalty 4794.080133 = -2433061.754112 nChanged 34 SP:Iteration 34Q (10169.380000 sec): 3 clusters Score: Raw -2437863.586354 + Penalty 4794.080133 = -2433069.506221 nChanged 21 SP:Iteration 35Q (10169.450000 sec): 3 clusters Score: Raw -2437869.435980 + Penalty 4794.080133 = -2433075.355848 nChanged 30 SP:Iteration 36Q (10169.520000 sec): 3 clusters Score: Raw -2437876.544749 + Penalty 4794.080133 = -2433082.464616 nChanged 21 SP:Iteration 37Q (10169.590000 sec): 3 clusters Score: Raw -2437881.073018 + Penalty 4794.080133 = -2433086.992885 nChanged 12 SP:Iteration 38Q (10169.660000 sec): 3 clusters Score: Raw -2437883.081948 + Penalty 4794.080133 = -2433089.001815 nChanged 8 SP:Iteration 39Q (10169.730000 sec): 3 clusters Score: Raw -2437884.376734 + Penalty 4794.080133 = -2433090.296602 nChanged 6 SP:Iteration 40F (10169.800000 sec): 3 clusters Score: Raw -2437885.275394 + Penalty 4794.080133 = -2433091.195261 nChanged 3 SP:Iteration 41Q (10169.870000 sec): 3 clusters Score: Raw -2437885.710676 + Penalty 4794.080133 = -2433091.630544 nChanged 2 SP:Iteration 42Q (10169.940000 sec): 3 clusters Score: Raw -2437885.892183 + Penalty 4794.080133 = -2433091.812050 nChanged 1 SP:Iteration 43Q (10170.010000 sec): 3 clusters Score: Raw -2437886.031267 + Penalty 4794.080133 = -2433091.951134 nChanged 1 SP:Iteration 44Q (10170.080000 sec): 3 clusters Score: Raw -2437886.131047 + Penalty 4794.080133 = -2433092.050914 nChanged 1 SP:Iteration 45Q (10170.150000 sec): 3 clusters Score: Raw -2437886.692698 + Penalty 4794.080133 = -2433092.612565 nChanged 1 SP:Iteration 46Q (10170.220000 sec): 3 clusters Score: Raw -2437886.759285 + Penalty 4794.080133 = -2433092.679153 nChanged 1 SP:Iteration 47Q (10170.290000 sec): 3 clusters Score: Raw -2437886.816879 + Penalty 4794.080133 = -2433092.736747 nChanged 0 SP:Iteration 48F (10170.370000 sec): 3 clusters Score: Raw -2437886.816879 + Penalty 4794.080133 = -2433092.736747 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 8 (3130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10170.390000 sec): 2 clusters Score: Raw -506096.618343 + Penalty 1996.099494 = -504100.518849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10170.410000 sec): 3 clusters Score: Raw -504739.766131 + Penalty 3992.198989 = -500747.567143 nChanged 1105 SP:Iteration 1F (10170.420000 sec): 3 clusters Score: Raw -505406.744354 + Penalty 3992.198989 = -501414.545366 nChanged 215 SP:Iteration 2F (10170.440000 sec): 3 clusters Score: Raw -505553.475393 + Penalty 3992.198989 = -501561.276404 nChanged 149 SP:Iteration 3Q (10170.450000 sec): 3 clusters Score: Raw -505658.721689 + Penalty 3992.198989 = -501666.522700 nChanged 116 SP:Iteration 4Q (10170.470000 sec): 3 clusters Score: Raw -505739.004602 + Penalty 3992.198989 = -501746.805614 nChanged 86 SP:Iteration 5Q (10170.490000 sec): 3 clusters Score: Raw -505796.314784 + Penalty 3992.198989 = -501804.115796 nChanged 86 SP:Iteration 6Q (10170.500000 sec): 3 clusters Score: Raw -505857.196106 + Penalty 3992.198989 = -501864.997117 nChanged 54 SP:Iteration 7Q (10170.520000 sec): 3 clusters Score: Raw -505889.939425 + Penalty 3992.198989 = -501897.740436 nChanged 50 SP:Iteration 8Q (10170.530000 sec): 3 clusters Score: Raw -505915.091770 + Penalty 3992.198989 = -501922.892781 nChanged 32 SP:Iteration 9Q (10170.550000 sec): 3 clusters Score: Raw -505931.716425 + Penalty 3992.198989 = -501939.517437 nChanged 35 SP:Iteration 10Q (10170.560000 sec): 3 clusters Score: Raw -505946.532508 + Penalty 3992.198989 = -501954.333519 nChanged 36 SP:Iteration 11Q (10170.580000 sec): 3 clusters Score: Raw -505964.464226 + Penalty 3992.198989 = -501972.265238 nChanged 34 SP:Iteration 12Q (10170.590000 sec): 3 clusters Score: Raw -505980.728064 + Penalty 3992.198989 = -501988.529075 nChanged 26 SP:Iteration 13Q (10170.610000 sec): 3 clusters Score: Raw -505994.795841 + Penalty 3992.198989 = -502002.596852 nChanged 32 SP:Iteration 14Q (10170.630000 sec): 3 clusters Score: Raw -506009.695798 + Penalty 3992.198989 = -502017.496810 nChanged 21 SP:Iteration 15Q (10170.640000 sec): 3 clusters Score: Raw -506020.760359 + Penalty 3992.198989 = -502028.561371 nChanged 27 SP:Iteration 16Q (10170.660000 sec): 3 clusters Score: Raw -506036.086658 + Penalty 3992.198989 = -502043.887670 nChanged 32 SP:Iteration 17Q (10170.670000 sec): 3 clusters Score: Raw -506053.816667 + Penalty 3992.198989 = -502061.617678 nChanged 30 SP:Iteration 18Q (10170.690000 sec): 3 clusters Score: Raw -506069.529054 + Penalty 3992.198989 = -502077.330065 nChanged 26 SP:Iteration 19Q (10170.700000 sec): 3 clusters Score: Raw -506084.114072 + Penalty 3992.198989 = -502091.915084 nChanged 23 SP:Iteration 20F (10170.720000 sec): 3 clusters Score: Raw -506095.717571 + Penalty 3992.198989 = -502103.518583 nChanged 16 SP:Iteration 21Q (10170.730000 sec): 3 clusters Score: Raw -506103.619080 + Penalty 3992.198989 = -502111.420091 nChanged 16 SP:Iteration 22Q (10170.750000 sec): 3 clusters Score: Raw -506111.455028 + Penalty 3992.198989 = -502119.256040 nChanged 13 SP:Iteration 23Q (10170.770000 sec): 3 clusters Score: Raw -506117.670695 + Penalty 3992.198989 = -502125.471706 nChanged 14 SP:Iteration 24Q (10170.780000 sec): 3 clusters Score: Raw -506125.586894 + Penalty 3992.198989 = -502133.387906 nChanged 13 SP:Iteration 25Q (10170.800000 sec): 3 clusters Score: Raw -506130.508906 + Penalty 3992.198989 = -502138.309917 nChanged 8 SP:Iteration 26Q (10170.810000 sec): 3 clusters Score: Raw -506134.273089 + Penalty 3992.198989 = -502142.074100 nChanged 8 SP:Iteration 27Q (10170.830000 sec): 3 clusters Score: Raw -506136.910935 + Penalty 3992.198989 = -502144.711947 nChanged 5 SP:Iteration 28Q (10170.840000 sec): 3 clusters Score: Raw -506138.773116 + Penalty 3992.198989 = -502146.574128 nChanged 4 SP:Iteration 29Q (10170.860000 sec): 3 clusters Score: Raw -506140.492279 + Penalty 3992.198989 = -502148.293290 nChanged 4 SP:Iteration 30Q (10170.870000 sec): 3 clusters Score: Raw -506142.823973 + Penalty 3992.198989 = -502150.624985 nChanged 6 SP:Iteration 31Q (10170.890000 sec): 3 clusters Score: Raw -506145.201509 + Penalty 3992.198989 = -502153.002521 nChanged 6 SP:Iteration 32Q (10170.910000 sec): 3 clusters Score: Raw -506147.797829 + Penalty 3992.198989 = -502155.598840 nChanged 8 SP:Iteration 33Q (10170.920000 sec): 3 clusters Score: Raw -506149.948246 + Penalty 3992.198989 = -502157.749257 nChanged 5 SP:Iteration 34Q (10170.930000 sec): 3 clusters Score: Raw -506151.875545 + Penalty 3992.198989 = -502159.676557 nChanged 9 SP:Iteration 35Q (10170.950000 sec): 3 clusters Score: Raw -506154.922626 + Penalty 3992.198989 = -502162.723638 nChanged 4 SP:Iteration 36Q (10170.970000 sec): 3 clusters Score: Raw -506156.099213 + Penalty 3992.198989 = -502163.900224 nChanged 4 SP:Iteration 37Q (10170.980000 sec): 3 clusters Score: Raw -506157.556493 + Penalty 3992.198989 = -502165.357505 nChanged 5 SP:Iteration 38Q (10171.000000 sec): 3 clusters Score: Raw -506159.512380 + Penalty 3992.198989 = -502167.313391 nChanged 3 SP:Iteration 39Q (10171.010000 sec): 3 clusters Score: Raw -506161.074270 + Penalty 3992.198989 = -502168.875281 nChanged 1 SP:Iteration 40F (10171.030000 sec): 3 clusters Score: Raw -506161.571448 + Penalty 3992.198989 = -502169.372459 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 9 (1020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10171.040000 sec): 2 clusters Score: Raw -165630.769240 + Penalty 1718.034361 = -163912.734879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10171.050000 sec): 3 clusters Score: Raw -165393.748723 + Penalty 3436.068722 = -161957.680002 nChanged 259 SP:Iteration 1F (10171.050000 sec): 3 clusters Score: Raw -165689.731282 + Penalty 3436.068722 = -162253.662561 nChanged 62 SP:Iteration 2F (10171.050000 sec): 3 clusters Score: Raw -165765.221682 + Penalty 3436.068722 = -162329.152961 nChanged 23 SP:Iteration 3Q (10171.060000 sec): 3 clusters Score: Raw -165798.726089 + Penalty 3436.068722 = -162362.657367 nChanged 14 SP:Iteration 4Q (10171.070000 sec): 3 clusters Score: Raw -165818.616154 + Penalty 3436.068722 = -162382.547432 nChanged 9 SP:Iteration 5Q (10171.070000 sec): 3 clusters Score: Raw -165827.284151 + Penalty 3436.068722 = -162391.215429 nChanged 3 SP:Iteration 6Q (10171.070000 sec): 3 clusters Score: Raw -165830.133281 + Penalty 3436.068722 = -162394.064560 nChanged 1 SP:Iteration 7Q (10171.080000 sec): 3 clusters Score: Raw -165831.598020 + Penalty 3436.068722 = -162395.529299 nChanged 3 SP:Iteration 8Q (10171.090000 sec): 3 clusters Score: Raw -165835.001575 + Penalty 3436.068722 = -162398.932854 nChanged 5 SP:Iteration 9Q (10171.090000 sec): 3 clusters Score: Raw -165840.017170 + Penalty 3436.068722 = -162403.948449 nChanged 2 SP:Iteration 10Q (10171.090000 sec): 3 clusters Score: Raw -165842.012046 + Penalty 3436.068722 = -162405.943324 nChanged 2 SP:Iteration 11Q (10171.100000 sec): 3 clusters Score: Raw -165845.546994 + Penalty 3436.068722 = -162409.478273 nChanged 2 SP:Iteration 12Q (10171.110000 sec): 3 clusters Score: Raw -165846.865671 + Penalty 3436.068722 = -162410.796950 nChanged 2 SP:Iteration 13Q (10171.110000 sec): 3 clusters Score: Raw -165849.087995 + Penalty 3436.068722 = -162413.019274 nChanged 0 SP:Iteration 14F (10171.110000 sec): 3 clusters Score: Raw -165849.087995 + Penalty 3436.068722 = -162413.019274 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 10 (5102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10171.140000 sec): 2 clusters Score: Raw -777069.641990 + Penalty 2117.272199 = -774952.369791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10171.170000 sec): 3 clusters Score: Raw -774586.850448 + Penalty 4234.544398 = -770352.306050 nChanged 1988 SP:Iteration 1F (10171.190000 sec): 3 clusters Score: Raw -775699.567351 + Penalty 4234.544398 = -771465.022954 nChanged 370 SP:Iteration 2F (10171.220000 sec): 3 clusters Score: Raw -775900.634829 + Penalty 4234.544398 = -771666.090431 nChanged 222 SP:Iteration 3Q (10171.250000 sec): 3 clusters Score: Raw -776021.418257 + Penalty 4234.544398 = -771786.873859 nChanged 166 SP:Iteration 4Q (10171.270000 sec): 3 clusters Score: Raw -776090.009681 + Penalty 4234.544398 = -771855.465284 nChanged 123 SP:Iteration 5Q (10171.300000 sec): 3 clusters Score: Raw -776143.333789 + Penalty 4234.544398 = -771908.789391 nChanged 116 SP:Iteration 6Q (10171.330000 sec): 3 clusters Score: Raw -776199.287174 + Penalty 4234.544398 = -771964.742776 nChanged 104 SP:Iteration 7Q (10171.360000 sec): 3 clusters Score: Raw -776241.029655 + Penalty 4234.544398 = -772006.485258 nChanged 98 SP:Iteration 8Q (10171.380000 sec): 3 clusters Score: Raw -776281.221949 + Penalty 4234.544398 = -772046.677551 nChanged 90 SP:Iteration 9Q (10171.410000 sec): 3 clusters Score: Raw -776327.740887 + Penalty 4234.544398 = -772093.196489 nChanged 116 SP:Iteration 10Q (10171.440000 sec): 3 clusters Score: Raw -776392.561487 + Penalty 4234.544398 = -772158.017089 nChanged 122 SP:Iteration 11Q (10171.460000 sec): 3 clusters Score: Raw -776472.459627 + Penalty 4234.544398 = -772237.915229 nChanged 148 SP:Iteration 12Q (10171.490000 sec): 3 clusters Score: Raw -776558.805580 + Penalty 4234.544398 = -772324.261182 nChanged 135 SP:Iteration 13Q (10171.510000 sec): 3 clusters Score: Raw -776646.423191 + Penalty 4234.544398 = -772411.878794 nChanged 153 SP:Iteration 14Q (10171.540000 sec): 3 clusters Score: Raw -776756.823130 + Penalty 4234.544398 = -772522.278732 nChanged 157 SP:Iteration 15Q (10171.560000 sec): 3 clusters Score: Raw -776859.981126 + Penalty 4234.544398 = -772625.436729 nChanged 160 SP:Iteration 16Q (10171.590000 sec): 3 clusters Score: Raw -776971.924201 + Penalty 4234.544398 = -772737.379803 nChanged 157 SP:Iteration 17Q (10171.620000 sec): 3 clusters Score: Raw -777086.300529 + Penalty 4234.544398 = -772851.756132 nChanged 165 SP:Iteration 18Q (10171.640000 sec): 3 clusters Score: Raw -777201.804375 + Penalty 4234.544398 = -772967.259978 nChanged 163 SP:Iteration 19Q (10171.660000 sec): 3 clusters Score: Raw -777316.294022 + Penalty 4234.544398 = -773081.749624 nChanged 148 SP:Iteration 20F (10171.690000 sec): 3 clusters Score: Raw -777433.158183 + Penalty 4234.544398 = -773198.613785 nChanged 137 SP:Iteration 21Q (10171.720000 sec): 3 clusters Score: Raw -777528.185562 + Penalty 4234.544398 = -773293.641164 nChanged 126 SP:Iteration 22Q (10171.740000 sec): 3 clusters Score: Raw -777615.735657 + Penalty 4234.544398 = -773381.191259 nChanged 112 SP:Iteration 23Q (10171.770000 sec): 3 clusters Score: Raw -777693.674717 + Penalty 4234.544398 = -773459.130319 nChanged 90 SP:Iteration 24Q (10171.790000 sec): 3 clusters Score: Raw -777754.144180 + Penalty 4234.544398 = -773519.599783 nChanged 69 SP:Iteration 25Q (10171.820000 sec): 3 clusters Score: Raw -777794.099653 + Penalty 4234.544398 = -773559.555256 nChanged 63 SP:Iteration 26Q (10171.840000 sec): 3 clusters Score: Raw -777834.554248 + Penalty 4234.544398 = -773600.009850 nChanged 51 SP:Iteration 27Q (10171.860000 sec): 3 clusters Score: Raw -777863.782475 + Penalty 4234.544398 = -773629.238077 nChanged 47 SP:Iteration 28Q (10171.890000 sec): 3 clusters Score: Raw -777888.051015 + Penalty 4234.544398 = -773653.506617 nChanged 34 SP:Iteration 29Q (10171.910000 sec): 3 clusters Score: Raw -777904.548826 + Penalty 4234.544398 = -773670.004428 nChanged 32 SP:Iteration 30Q (10171.940000 sec): 3 clusters Score: Raw -777922.267857 + Penalty 4234.544398 = -773687.723460 nChanged 37 SP:Iteration 31Q (10171.960000 sec): 3 clusters Score: Raw -777938.028585 + Penalty 4234.544398 = -773703.484188 nChanged 19 SP:Iteration 32Q (10171.980000 sec): 3 clusters Score: Raw -777945.688592 + Penalty 4234.544398 = -773711.144195 nChanged 20 SP:Iteration 33Q (10172.000000 sec): 3 clusters Score: Raw -777955.673237 + Penalty 4234.544398 = -773721.128839 nChanged 13 SP:Iteration 34Q (10172.030000 sec): 3 clusters Score: Raw -777961.662357 + Penalty 4234.544398 = -773727.117959 nChanged 10 SP:Iteration 35Q (10172.050000 sec): 3 clusters Score: Raw -777966.236672 + Penalty 4234.544398 = -773731.692274 nChanged 17 SP:Iteration 36Q (10172.080000 sec): 3 clusters Score: Raw -777972.489788 + Penalty 4234.544398 = -773737.945390 nChanged 12 SP:Iteration 37Q (10172.100000 sec): 3 clusters Score: Raw -777977.772965 + Penalty 4234.544398 = -773743.228568 nChanged 10 SP:Iteration 38Q (10172.120000 sec): 3 clusters Score: Raw -777984.157227 + Penalty 4234.544398 = -773749.612829 nChanged 9 SP:Iteration 39Q (10172.140000 sec): 3 clusters Score: Raw -777987.847869 + Penalty 4234.544398 = -773753.303471 nChanged 10 SP:Iteration 40F (10172.170000 sec): 3 clusters Score: Raw -777992.043697 + Penalty 4234.544398 = -773757.499300 nChanged 13 SP:Iteration 41Q (10172.200000 sec): 3 clusters Score: Raw -777996.717348 + Penalty 4234.544398 = -773762.172951 nChanged 11 SP:Iteration 42Q (10172.220000 sec): 3 clusters Score: Raw -778001.353958 + Penalty 4234.544398 = -773766.809560 nChanged 10 SP:Iteration 43Q (10172.240000 sec): 3 clusters Score: Raw -778006.144218 + Penalty 4234.544398 = -773771.599820 nChanged 10 SP:Iteration 44Q (10172.260000 sec): 3 clusters Score: Raw -778011.586410 + Penalty 4234.544398 = -773777.042012 nChanged 18 SP:Iteration 45Q (10172.290000 sec): 3 clusters Score: Raw -778019.124129 + Penalty 4234.544398 = -773784.579731 nChanged 14 SP:Iteration 46Q (10172.310000 sec): 3 clusters Score: Raw -778026.267161 + Penalty 4234.544398 = -773791.722764 nChanged 11 SP:Iteration 47Q (10172.340000 sec): 3 clusters Score: Raw -778030.635567 + Penalty 4234.544398 = -773796.091169 nChanged 9 SP:Iteration 48Q (10172.360000 sec): 3 clusters Score: Raw -778035.538166 + Penalty 4234.544398 = -773800.993768 nChanged 10 SP:Iteration 49Q (10172.380000 sec): 3 clusters Score: Raw -778039.560270 + Penalty 4234.544398 = -773805.015872 nChanged 8 SP:Iteration 50Q (10172.400000 sec): 3 clusters Score: Raw -778044.434402 + Penalty 4234.544398 = -773809.890004 nChanged 13 SP:Iteration 51Q (10172.430000 sec): 3 clusters Score: Raw -778050.431540 + Penalty 4234.544398 = -773815.887142 nChanged 16 SP:Iteration 52Q (10172.450000 sec): 3 clusters Score: Raw -778059.993513 + Penalty 4234.544398 = -773825.449115 nChanged 22 SP:Iteration 53Q (10172.470000 sec): 3 clusters Score: Raw -778077.136741 + Penalty 4234.544398 = -773842.592343 nChanged 27 SP:Iteration 54Q (10172.500000 sec): 3 clusters Score: Raw -778097.297787 + Penalty 4234.544398 = -773862.753389 nChanged 26 SP:Iteration 55Q (10172.520000 sec): 3 clusters Score: Raw -778111.566297 + Penalty 4234.544398 = -773877.021899 nChanged 19 SP:Iteration 56Q (10172.540000 sec): 3 clusters Score: Raw -778120.553968 + Penalty 4234.544398 = -773886.009571 nChanged 12 SP:Iteration 57Q (10172.560000 sec): 3 clusters Score: Raw -778125.198204 + Penalty 4234.544398 = -773890.653807 nChanged 11 SP:Iteration 58Q (10172.590000 sec): 3 clusters Score: Raw -778129.697312 + Penalty 4234.544398 = -773895.152914 nChanged 9 SP:Iteration 59Q (10172.610000 sec): 3 clusters Score: Raw -778132.321906 + Penalty 4234.544398 = -773897.777509 nChanged 8 SP:Iteration 60F (10172.640000 sec): 3 clusters Score: Raw -778135.249703 + Penalty 4234.544398 = -773900.705306 nChanged 6 SP:Iteration 61Q (10172.660000 sec): 3 clusters Score: Raw -778137.946330 + Penalty 4234.544398 = -773903.401933 nChanged 7 SP:Iteration 62Q (10172.680000 sec): 3 clusters Score: Raw -778139.669296 + Penalty 4234.544398 = -773905.124898 nChanged 5 SP:Iteration 63Q (10172.700000 sec): 3 clusters Score: Raw -778141.268899 + Penalty 4234.544398 = -773906.724501 nChanged 0 SP:Iteration 64F (10172.730000 sec): 3 clusters Score: Raw -778141.268899 + Penalty 4234.544398 = -773906.724501 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 11 (848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10172.740000 sec): 2 clusters Score: Raw -133375.897656 + Penalty 1672.234398 = -131703.663258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10172.740000 sec): 3 clusters Score: Raw -133214.865642 + Penalty 3344.468795 = -129870.396847 nChanged 193 SP:Iteration 1F (10172.750000 sec): 3 clusters Score: Raw -133457.559732 + Penalty 3344.468795 = -130113.090936 nChanged 56 SP:Iteration 2F (10172.750000 sec): 3 clusters Score: Raw -133539.712255 + Penalty 3344.468795 = -130195.243460 nChanged 28 SP:Iteration 3Q (10172.760000 sec): 3 clusters Score: Raw -133583.444736 + Penalty 3344.468795 = -130238.975941 nChanged 17 SP:Iteration 4Q (10172.760000 sec): 3 clusters Score: Raw -133606.976378 + Penalty 3344.468795 = -130262.507583 nChanged 14 SP:Iteration 5Q (10172.760000 sec): 3 clusters Score: Raw -133631.453549 + Penalty 3344.468795 = -130286.984754 nChanged 11 SP:Iteration 6Q (10172.770000 sec): 3 clusters Score: Raw -133645.309332 + Penalty 3344.468795 = -130300.840536 nChanged 4 SP:Iteration 7Q (10172.770000 sec): 3 clusters Score: Raw -133649.490173 + Penalty 3344.468795 = -130305.021377 nChanged 2 SP:Iteration 8Q (10172.780000 sec): 3 clusters Score: Raw -133655.867814 + Penalty 3344.468795 = -130311.399019 nChanged 2 SP:Iteration 9Q (10172.780000 sec): 3 clusters Score: Raw -133659.791195 + Penalty 3344.468795 = -130315.322400 nChanged 3 SP:Iteration 10Q (10172.780000 sec): 3 clusters Score: Raw -133666.983646 + Penalty 3344.468795 = -130322.514851 nChanged 8 SP:Iteration 11Q (10172.790000 sec): 3 clusters Score: Raw -133673.530776 + Penalty 3344.468795 = -130329.061981 nChanged 1 SP:Iteration 12Q (10172.790000 sec): 3 clusters Score: Raw -133674.366361 + Penalty 3344.468795 = -130329.897566 nChanged 2 SP:Iteration 13Q (10172.800000 sec): 3 clusters Score: Raw -133677.882742 + Penalty 3344.468795 = -130333.413946 nChanged 5 SP:Iteration 14Q (10172.800000 sec): 3 clusters Score: Raw -133684.382304 + Penalty 3344.468795 = -130339.913509 nChanged 1 SP:Iteration 15Q (10172.800000 sec): 3 clusters Score: Raw -133685.241668 + Penalty 3344.468795 = -130340.772872 nChanged 0 SP:Iteration 16F (10172.810000 sec): 3 clusters Score: Raw -133685.241668 + Penalty 3344.468795 = -130340.772872 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 12 (626193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10175.670000 sec): 2 clusters Score: Raw -99641051.013505 + Penalty 3310.158650 = -99637740.854856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10178.950000 sec): 3 clusters Score: Raw -99220179.496933 + Penalty 6620.317299 = -99213559.179634 nChanged 306454 SP:Iteration 1F (10182.200000 sec): 3 clusters Score: Raw -99405304.138473 + Penalty 6620.317299 = -99398683.821174 nChanged 15064 SP:Iteration 2Q (10185.500000 sec): 3 clusters Score: Raw -99408527.068244 + Penalty 6620.317299 = -99401906.750945 nChanged 20642 SP:Iteration 3Q (10188.800000 sec): 3 clusters Score: Raw -99414973.175081 + Penalty 6620.317299 = -99408352.857782 nChanged 31086 SP:Iteration 4Q (10192.100000 sec): 3 clusters Score: Raw -99429201.436799 + Penalty 6620.317299 = -99422581.119500 nChanged 45747 SP:Iteration 5F (10195.330000 sec): 3 clusters Score: Raw -99459335.594246 + Penalty 6620.317299 = -99452715.276947 nChanged 60585 SP:Iteration 6F (10198.550000 sec): 3 clusters Score: Raw -99512664.392375 + Penalty 6620.317299 = -99506044.075076 nChanged 62616 SP:Iteration 7F (10201.750000 sec): 3 clusters Score: Raw -99577442.357065 + Penalty 6620.317299 = -99570822.039766 nChanged 41401 SP:Iteration 8F (10204.950000 sec): 3 clusters Score: Raw -99620639.600533 + Penalty 6620.317299 = -99614019.283234 nChanged 15994 SP:Iteration 9Q (10207.950000 sec): 3 clusters Score: Raw -99636281.935718 + Penalty 6620.317299 = -99629661.618419 nChanged 4135 SP:Iteration 10Q (10210.510000 sec): 3 clusters Score: Raw -99640117.418174 + Penalty 6620.317299 = -99633497.100875 nChanged 847 SP:Iteration 11Q (10212.830000 sec): 3 clusters Score: Raw -99640973.685000 + Penalty 6620.317299 = -99634353.367701 nChanged 172 SP:Iteration 12Q (10215.080000 sec): 3 clusters Score: Raw -99641191.789084 + Penalty 6620.317299 = -99634571.471785 nChanged 65 SP:Iteration 13Q (10217.310000 sec): 3 clusters Score: Raw -99641287.010189 + Penalty 6620.317299 = -99634666.692890 nChanged 29 SP:Iteration 14Q (10219.530000 sec): 3 clusters Score: Raw -99641323.696292 + Penalty 6620.317299 = -99634703.378993 nChanged 17 SP:Iteration 15Q (10221.760000 sec): 3 clusters Score: Raw -99641347.270316 + Penalty 6620.317299 = -99634726.953017 nChanged 5 SP:Iteration 16Q (10223.980000 sec): 3 clusters Score: Raw -99641356.050384 + Penalty 6620.317299 = -99634735.733085 nChanged 7 SP:Iteration 17Q (10226.200000 sec): 3 clusters Score: Raw -99641362.175110 + Penalty 6620.317299 = -99634741.857811 nChanged 1 SP:Iteration 18Q (10228.420000 sec): 3 clusters Score: Raw -99641363.517487 + Penalty 6620.317299 = -99634743.200188 nChanged 2 SP:Iteration 19Q (10230.640000 sec): 3 clusters Score: Raw -99641366.302530 + Penalty 6620.317299 = -99634745.985231 nChanged 1 SP:Iteration 20F (10233.840000 sec): 3 clusters Score: Raw -99641368.781381 + Penalty 6620.317299 = -99634748.464082 nChanged 2 SP:Iteration 21Q (10236.060000 sec): 3 clusters Score: Raw -99641371.821454 + Penalty 6620.317299 = -99634751.504155 nChanged 2 SP:Iteration 22Q (10238.280000 sec): 3 clusters Score: Raw -99641374.890986 + Penalty 6620.317299 = -99634754.573687 nChanged 2 SP:Iteration 23Q (10240.500000 sec): 3 clusters Score: Raw -99641380.515562 + Penalty 6620.317299 = -99634760.198263 nChanged 2 SP:Iteration 24Q (10242.730000 sec): 3 clusters Score: Raw -99641382.635789 + Penalty 6620.317299 = -99634762.318490 nChanged 1 SP:Iteration 25Q (10244.950000 sec): 3 clusters Score: Raw -99641384.230185 + Penalty 6620.317299 = -99634763.912886 nChanged 0 SP:Iteration 26F (10248.160000 sec): 3 clusters Score: Raw -99641384.230185 + Penalty 6620.317299 = -99634763.912886 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 13 (10406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10248.510000 sec): 2 clusters Score: Raw -1675903.134057 + Penalty 2294.034185 = -1673609.099872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10248.560000 sec): 3 clusters Score: Raw -1670310.509177 + Penalty 4588.068370 = -1665722.440808 nChanged 4330 SP:Iteration 1F (10248.610000 sec): 3 clusters Score: Raw -1672609.394935 + Penalty 4588.068370 = -1668021.326566 nChanged 679 SP:Iteration 2F (10248.660000 sec): 3 clusters Score: Raw -1672939.153870 + Penalty 4588.068370 = -1668351.085500 nChanged 537 SP:Iteration 3F (10248.710000 sec): 3 clusters Score: Raw -1673190.819628 + Penalty 4588.068370 = -1668602.751258 nChanged 418 SP:Iteration 4Q (10248.760000 sec): 3 clusters Score: Raw -1673386.004019 + Penalty 4588.068370 = -1668797.935650 nChanged 406 SP:Iteration 5Q (10248.810000 sec): 3 clusters Score: Raw -1673608.639902 + Penalty 4588.068370 = -1669020.571532 nChanged 440 SP:Iteration 6Q (10248.870000 sec): 3 clusters Score: Raw -1673888.604792 + Penalty 4588.068370 = -1669300.536422 nChanged 474 SP:Iteration 7Q (10248.920000 sec): 3 clusters Score: Raw -1674205.457752 + Penalty 4588.068370 = -1669617.389382 nChanged 463 SP:Iteration 8Q (10248.970000 sec): 3 clusters Score: Raw -1674554.799390 + Penalty 4588.068370 = -1669966.731021 nChanged 466 SP:Iteration 9Q (10249.020000 sec): 3 clusters Score: Raw -1674890.057870 + Penalty 4588.068370 = -1670301.989501 nChanged 397 SP:Iteration 10Q (10249.070000 sec): 3 clusters Score: Raw -1675211.040820 + Penalty 4588.068370 = -1670622.972451 nChanged 361 SP:Iteration 11Q (10249.120000 sec): 3 clusters Score: Raw -1675530.037770 + Penalty 4588.068370 = -1670941.969400 nChanged 301 SP:Iteration 12Q (10249.170000 sec): 3 clusters Score: Raw -1675810.518339 + Penalty 4588.068370 = -1671222.449970 nChanged 231 SP:Iteration 13Q (10249.210000 sec): 3 clusters Score: Raw -1676029.236098 + Penalty 4588.068370 = -1671441.167729 nChanged 167 SP:Iteration 14Q (10249.260000 sec): 3 clusters Score: Raw -1676172.511058 + Penalty 4588.068370 = -1671584.442688 nChanged 125 SP:Iteration 15Q (10249.310000 sec): 3 clusters Score: Raw -1676273.517763 + Penalty 4588.068370 = -1671685.449393 nChanged 83 SP:Iteration 16Q (10249.350000 sec): 3 clusters Score: Raw -1676335.813916 + Penalty 4588.068370 = -1671747.745547 nChanged 68 SP:Iteration 17Q (10249.390000 sec): 3 clusters Score: Raw -1676378.796025 + Penalty 4588.068370 = -1671790.727655 nChanged 59 SP:Iteration 18Q (10249.440000 sec): 3 clusters Score: Raw -1676417.612053 + Penalty 4588.068370 = -1671829.543684 nChanged 49 SP:Iteration 19Q (10249.480000 sec): 3 clusters Score: Raw -1676448.851545 + Penalty 4588.068370 = -1671860.783175 nChanged 41 SP:Iteration 20F (10249.530000 sec): 3 clusters Score: Raw -1676479.146266 + Penalty 4588.068370 = -1671891.077897 nChanged 33 SP:Iteration 21Q (10249.570000 sec): 3 clusters Score: Raw -1676502.146834 + Penalty 4588.068370 = -1671914.078464 nChanged 40 SP:Iteration 22Q (10249.610000 sec): 3 clusters Score: Raw -1676525.572034 + Penalty 4588.068370 = -1671937.503664 nChanged 21 SP:Iteration 23Q (10249.650000 sec): 3 clusters Score: Raw -1676536.275882 + Penalty 4588.068370 = -1671948.207512 nChanged 13 SP:Iteration 24Q (10249.690000 sec): 3 clusters Score: Raw -1676540.717287 + Penalty 4588.068370 = -1671952.648917 nChanged 7 SP:Iteration 25Q (10249.730000 sec): 3 clusters Score: Raw -1676544.670891 + Penalty 4588.068370 = -1671956.602521 nChanged 9 SP:Iteration 26Q (10249.770000 sec): 3 clusters Score: Raw -1676548.064290 + Penalty 4588.068370 = -1671959.995920 nChanged 5 SP:Iteration 27Q (10249.810000 sec): 3 clusters Score: Raw -1676550.056937 + Penalty 4588.068370 = -1671961.988567 nChanged 2 SP:Iteration 28Q (10249.850000 sec): 3 clusters Score: Raw -1676551.234688 + Penalty 4588.068370 = -1671963.166318 nChanged 4 SP:Iteration 29Q (10249.890000 sec): 3 clusters Score: Raw -1676553.337454 + Penalty 4588.068370 = -1671965.269085 nChanged 5 SP:Iteration 30Q (10249.930000 sec): 3 clusters Score: Raw -1676555.896881 + Penalty 4588.068370 = -1671967.828511 nChanged 5 SP:Iteration 31Q (10249.970000 sec): 3 clusters Score: Raw -1676558.667578 + Penalty 4588.068370 = -1671970.599209 nChanged 4 SP:Iteration 32Q (10250.010000 sec): 3 clusters Score: Raw -1676559.772767 + Penalty 4588.068370 = -1671971.704398 nChanged 0 SP:Iteration 33F (10250.070000 sec): 3 clusters Score: Raw -1676559.772767 + Penalty 4588.068370 = -1671971.704398 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 14 (55741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10250.330000 sec): 2 clusters Score: Raw -8531040.769999 + Penalty 2710.260868 = -8528330.509131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10250.610000 sec): 3 clusters Score: Raw -8496281.625250 + Penalty 5420.521736 = -8490861.103514 nChanged 25848 SP:Iteration 1F (10250.900000 sec): 3 clusters Score: Raw -8510814.848551 + Penalty 5420.521736 = -8505394.326815 nChanged 2376 SP:Iteration 2Q (10251.200000 sec): 3 clusters Score: Raw -8511612.649154 + Penalty 5420.521736 = -8506192.127419 nChanged 2556 SP:Iteration 3Q (10251.490000 sec): 3 clusters Score: Raw -8512626.564733 + Penalty 5420.521736 = -8507206.042998 nChanged 2885 SP:Iteration 4F (10251.780000 sec): 3 clusters Score: Raw -8514036.494428 + Penalty 5420.521736 = -8508615.972692 nChanged 3361 SP:Iteration 5F (10252.070000 sec): 3 clusters Score: Raw -8516084.907618 + Penalty 5420.521736 = -8510664.385882 nChanged 3846 SP:Iteration 6F (10252.360000 sec): 3 clusters Score: Raw -8518974.888622 + Penalty 5420.521736 = -8513554.366886 nChanged 3969 SP:Iteration 7F (10252.640000 sec): 3 clusters Score: Raw -8522460.145313 + Penalty 5420.521736 = -8517039.623578 nChanged 3362 SP:Iteration 8F (10252.930000 sec): 3 clusters Score: Raw -8525742.928454 + Penalty 5420.521736 = -8520322.406718 nChanged 2369 SP:Iteration 9Q (10253.220000 sec): 3 clusters Score: Raw -8527999.675410 + Penalty 5420.521736 = -8522579.153675 nChanged 1584 SP:Iteration 10Q (10253.480000 sec): 3 clusters Score: Raw -8529169.407247 + Penalty 5420.521736 = -8523748.885511 nChanged 1018 SP:Iteration 11Q (10253.730000 sec): 3 clusters Score: Raw -8529692.888858 + Penalty 5420.521736 = -8524272.367122 nChanged 682 SP:Iteration 12Q (10253.980000 sec): 3 clusters Score: Raw -8529973.493150 + Penalty 5420.521736 = -8524552.971414 nChanged 507 SP:Iteration 13Q (10254.210000 sec): 3 clusters Score: Raw -8530176.301816 + Penalty 5420.521736 = -8524755.780080 nChanged 422 SP:Iteration 14Q (10254.440000 sec): 3 clusters Score: Raw -8530346.755774 + Penalty 5420.521736 = -8524926.234039 nChanged 376 SP:Iteration 15Q (10254.680000 sec): 3 clusters Score: Raw -8530496.050266 + Penalty 5420.521736 = -8525075.528530 nChanged 334 SP:Iteration 16Q (10254.900000 sec): 3 clusters Score: Raw -8530615.675585 + Penalty 5420.521736 = -8525195.153849 nChanged 306 SP:Iteration 17Q (10255.130000 sec): 3 clusters Score: Raw -8530724.531640 + Penalty 5420.521736 = -8525304.009905 nChanged 264 SP:Iteration 18Q (10255.360000 sec): 3 clusters Score: Raw -8530807.764546 + Penalty 5420.521736 = -8525387.242810 nChanged 206 SP:Iteration 19Q (10255.580000 sec): 3 clusters Score: Raw -8530874.869061 + Penalty 5420.521736 = -8525454.347325 nChanged 172 SP:Iteration 20F (10255.870000 sec): 3 clusters Score: Raw -8530925.870037 + Penalty 5420.521736 = -8525505.348302 nChanged 157 SP:Iteration 21Q (10256.090000 sec): 3 clusters Score: Raw -8530981.462367 + Penalty 5420.521736 = -8525560.940631 nChanged 152 SP:Iteration 22Q (10256.320000 sec): 3 clusters Score: Raw -8531032.255004 + Penalty 5420.521736 = -8525611.733269 nChanged 155 SP:Iteration 23Q (10256.540000 sec): 3 clusters Score: Raw -8531079.934522 + Penalty 5420.521736 = -8525659.412786 nChanged 144 SP:Iteration 24Q (10256.760000 sec): 3 clusters Score: Raw -8531126.427430 + Penalty 5420.521736 = -8525705.905695 nChanged 145 SP:Iteration 25Q (10256.980000 sec): 3 clusters Score: Raw -8531179.514092 + Penalty 5420.521736 = -8525758.992357 nChanged 137 SP:Iteration 26Q (10257.190000 sec): 3 clusters Score: Raw -8531229.674660 + Penalty 5420.521736 = -8525809.152925 nChanged 142 SP:Iteration 27Q (10257.410000 sec): 3 clusters Score: Raw -8531283.867486 + Penalty 5420.521736 = -8525863.345750 nChanged 130 SP:Iteration 28Q (10257.630000 sec): 3 clusters Score: Raw -8531332.079319 + Penalty 5420.521736 = -8525911.557583 nChanged 120 SP:Iteration 29Q (10257.850000 sec): 3 clusters Score: Raw -8531384.569676 + Penalty 5420.521736 = -8525964.047940 nChanged 128 SP:Iteration 30Q (10258.060000 sec): 3 clusters Score: Raw -8531455.769972 + Penalty 5420.521736 = -8526035.248236 nChanged 123 SP:Iteration 31Q (10258.280000 sec): 3 clusters Score: Raw -8531530.116726 + Penalty 5420.521736 = -8526109.594991 nChanged 125 SP:Iteration 32Q (10258.500000 sec): 3 clusters Score: Raw -8531597.157700 + Penalty 5420.521736 = -8526176.635965 nChanged 114 SP:Iteration 33Q (10258.700000 sec): 3 clusters Score: Raw -8531646.120336 + Penalty 5420.521736 = -8526225.598600 nChanged 100 SP:Iteration 34Q (10258.920000 sec): 3 clusters Score: Raw -8531683.821532 + Penalty 5420.521736 = -8526263.299796 nChanged 90 SP:Iteration 35Q (10259.130000 sec): 3 clusters Score: Raw -8531717.482525 + Penalty 5420.521736 = -8526296.960790 nChanged 75 SP:Iteration 36Q (10259.340000 sec): 3 clusters Score: Raw -8531746.127554 + Penalty 5420.521736 = -8526325.605819 nChanged 73 SP:Iteration 37Q (10259.550000 sec): 3 clusters Score: Raw -8531775.981038 + Penalty 5420.521736 = -8526355.459302 nChanged 74 SP:Iteration 38Q (10259.760000 sec): 3 clusters Score: Raw -8531802.848471 + Penalty 5420.521736 = -8526382.326736 nChanged 73 SP:Iteration 39Q (10259.980000 sec): 3 clusters Score: Raw -8531826.401501 + Penalty 5420.521736 = -8526405.879765 nChanged 58 SP:Iteration 40F (10260.260000 sec): 3 clusters Score: Raw -8531845.779089 + Penalty 5420.521736 = -8526425.257353 nChanged 59 SP:Iteration 41Q (10260.480000 sec): 3 clusters Score: Raw -8531867.998964 + Penalty 5420.521736 = -8526447.477229 nChanged 52 SP:Iteration 42Q (10260.690000 sec): 3 clusters Score: Raw -8531882.846950 + Penalty 5420.521736 = -8526462.325215 nChanged 44 SP:Iteration 43Q (10260.900000 sec): 3 clusters Score: Raw -8531897.544050 + Penalty 5420.521736 = -8526477.022314 nChanged 47 SP:Iteration 44Q (10261.100000 sec): 3 clusters Score: Raw -8531909.357913 + Penalty 5420.521736 = -8526488.836177 nChanged 38 SP:Iteration 45Q (10261.320000 sec): 3 clusters Score: Raw -8531919.196913 + Penalty 5420.521736 = -8526498.675178 nChanged 33 SP:Iteration 46Q (10261.530000 sec): 3 clusters Score: Raw -8531928.196573 + Penalty 5420.521736 = -8526507.674837 nChanged 31 SP:Iteration 47Q (10261.740000 sec): 3 clusters Score: Raw -8531936.066677 + Penalty 5420.521736 = -8526515.544941 nChanged 30 SP:Iteration 48Q (10261.950000 sec): 3 clusters Score: Raw -8531945.677922 + Penalty 5420.521736 = -8526525.156187 nChanged 31 SP:Iteration 49Q (10262.160000 sec): 3 clusters Score: Raw -8531952.981729 + Penalty 5420.521736 = -8526532.459994 nChanged 21 SP:Iteration 50Q (10262.380000 sec): 3 clusters Score: Raw -8531958.130102 + Penalty 5420.521736 = -8526537.608366 nChanged 21 SP:Iteration 51Q (10262.590000 sec): 3 clusters Score: Raw -8531964.237399 + Penalty 5420.521736 = -8526543.715663 nChanged 26 SP:Iteration 52Q (10262.800000 sec): 3 clusters Score: Raw -8531970.417781 + Penalty 5420.521736 = -8526549.896045 nChanged 20 SP:Iteration 53Q (10263.010000 sec): 3 clusters Score: Raw -8531975.492151 + Penalty 5420.521736 = -8526554.970415 nChanged 20 SP:Iteration 54Q (10263.220000 sec): 3 clusters Score: Raw -8531979.451018 + Penalty 5420.521736 = -8526558.929283 nChanged 19 SP:Iteration 55Q (10263.440000 sec): 3 clusters Score: Raw -8531984.033405 + Penalty 5420.521736 = -8526563.511670 nChanged 14 SP:Iteration 56Q (10263.650000 sec): 3 clusters Score: Raw -8531986.252078 + Penalty 5420.521736 = -8526565.730342 nChanged 11 SP:Iteration 57Q (10263.860000 sec): 3 clusters Score: Raw -8531988.242421 + Penalty 5420.521736 = -8526567.720685 nChanged 13 SP:Iteration 58Q (10264.070000 sec): 3 clusters Score: Raw -8531990.683352 + Penalty 5420.521736 = -8526570.161617 nChanged 10 SP:Iteration 59Q (10264.280000 sec): 3 clusters Score: Raw -8531992.345816 + Penalty 5420.521736 = -8526571.824080 nChanged 3 SP:Iteration 60F (10264.570000 sec): 3 clusters Score: Raw -8531992.644712 + Penalty 5420.521736 = -8526572.122976 nChanged 1 SP:Iteration 61Q (10264.780000 sec): 3 clusters Score: Raw -8531992.803525 + Penalty 5420.521736 = -8526572.281789 nChanged 2 SP:Iteration 62Q (10264.980000 sec): 3 clusters Score: Raw -8531993.026775 + Penalty 5420.521736 = -8526572.505039 nChanged 2 SP:Iteration 63Q (10265.200000 sec): 3 clusters Score: Raw -8531993.316649 + Penalty 5420.521736 = -8526572.794913 nChanged 4 SP:Iteration 64Q (10265.400000 sec): 3 clusters Score: Raw -8531994.185152 + Penalty 5420.521736 = -8526573.663416 nChanged 4 SP:Iteration 65Q (10265.610000 sec): 3 clusters Score: Raw -8531994.982269 + Penalty 5420.521736 = -8526574.460533 nChanged 6 SP:Iteration 66Q (10265.820000 sec): 3 clusters Score: Raw -8531996.063867 + Penalty 5420.521736 = -8526575.542131 nChanged 3 SP:Iteration 67Q (10266.020000 sec): 3 clusters Score: Raw -8531996.638314 + Penalty 5420.521736 = -8526576.116578 nChanged 4 SP:Iteration 68Q (10266.230000 sec): 3 clusters Score: Raw -8531997.480655 + Penalty 5420.521736 = -8526576.958919 nChanged 3 SP:Iteration 69Q (10266.440000 sec): 3 clusters Score: Raw -8531997.824060 + Penalty 5420.521736 = -8526577.302324 nChanged 1 SP:Iteration 70Q (10266.650000 sec): 3 clusters Score: Raw -8531997.958182 + Penalty 5420.521736 = -8526577.436446 nChanged 1 SP:Iteration 71Q (10266.860000 sec): 3 clusters Score: Raw -8531998.026885 + Penalty 5420.521736 = -8526577.505149 nChanged 1 SP:Iteration 72Q (10267.060000 sec): 3 clusters Score: Raw -8531998.091218 + Penalty 5420.521736 = -8526577.569482 nChanged 1 SP:Iteration 73Q (10267.270000 sec): 3 clusters Score: Raw -8531998.187837 + Penalty 5420.521736 = -8526577.666102 nChanged 1 SP:Iteration 74Q (10267.480000 sec): 3 clusters Score: Raw -8531998.378988 + Penalty 5420.521736 = -8526577.857252 nChanged 1 SP:Iteration 75Q (10267.680000 sec): 3 clusters Score: Raw -8531998.477280 + Penalty 5420.521736 = -8526577.955544 nChanged 3 SP:Iteration 76Q (10267.890000 sec): 3 clusters Score: Raw -8531998.836854 + Penalty 5420.521736 = -8526578.315118 nChanged 3 SP:Iteration 77Q (10268.100000 sec): 3 clusters Score: Raw -8531999.392385 + Penalty 5420.521736 = -8526578.870650 nChanged 0 SP:Iteration 78F (10268.390000 sec): 3 clusters Score: Raw -8531999.392385 + Penalty 5420.521736 = -8526578.870650 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 15 (23745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10268.510000 sec): 2 clusters Score: Raw -3609653.143959 + Penalty 2498.631561 = -3607154.512399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10268.630000 sec): 3 clusters Score: Raw -3595640.737630 + Penalty 4997.263121 = -3590643.474508 nChanged 10571 SP:Iteration 1F (10268.760000 sec): 3 clusters Score: Raw -3601939.281438 + Penalty 4997.263121 = -3596942.018317 nChanged 1575 SP:Iteration 2F (10268.880000 sec): 3 clusters Score: Raw -3602831.356302 + Penalty 4997.263121 = -3597834.093181 nChanged 1460 SP:Iteration 3F (10269.000000 sec): 3 clusters Score: Raw -3603710.772786 + Penalty 4997.263121 = -3598713.509665 nChanged 1460 SP:Iteration 4F (10269.120000 sec): 3 clusters Score: Raw -3604631.043662 + Penalty 4997.263121 = -3599633.780541 nChanged 1310 SP:Iteration 5F (10269.240000 sec): 3 clusters Score: Raw -3605422.229209 + Penalty 4997.263121 = -3600424.966088 nChanged 1191 SP:Iteration 6F (10269.360000 sec): 3 clusters Score: Raw -3606140.631196 + Penalty 4997.263121 = -3601143.368075 nChanged 1100 SP:Iteration 7Q (10269.480000 sec): 3 clusters Score: Raw -3606803.649133 + Penalty 4997.263121 = -3601806.386012 nChanged 966 SP:Iteration 8Q (10269.600000 sec): 3 clusters Score: Raw -3607367.564852 + Penalty 4997.263121 = -3602370.301731 nChanged 833 SP:Iteration 9Q (10269.720000 sec): 3 clusters Score: Raw -3607879.078228 + Penalty 4997.263121 = -3602881.815106 nChanged 781 SP:Iteration 10Q (10269.840000 sec): 3 clusters Score: Raw -3608312.629980 + Penalty 4997.263121 = -3603315.366859 nChanged 610 SP:Iteration 11Q (10269.960000 sec): 3 clusters Score: Raw -3608663.863373 + Penalty 4997.263121 = -3603666.600251 nChanged 536 SP:Iteration 12Q (10270.070000 sec): 3 clusters Score: Raw -3608973.182560 + Penalty 4997.263121 = -3603975.919439 nChanged 416 SP:Iteration 13Q (10270.180000 sec): 3 clusters Score: Raw -3609196.103990 + Penalty 4997.263121 = -3604198.840868 nChanged 360 SP:Iteration 14Q (10270.290000 sec): 3 clusters Score: Raw -3609383.282611 + Penalty 4997.263121 = -3604386.019490 nChanged 300 SP:Iteration 15Q (10270.400000 sec): 3 clusters Score: Raw -3609526.004568 + Penalty 4997.263121 = -3604528.741447 nChanged 269 SP:Iteration 16Q (10270.500000 sec): 3 clusters Score: Raw -3609642.415329 + Penalty 4997.263121 = -3604645.152208 nChanged 219 SP:Iteration 17Q (10270.610000 sec): 3 clusters Score: Raw -3609743.130705 + Penalty 4997.263121 = -3604745.867584 nChanged 196 SP:Iteration 18Q (10270.710000 sec): 3 clusters Score: Raw -3609843.711425 + Penalty 4997.263121 = -3604846.448304 nChanged 176 SP:Iteration 19Q (10270.810000 sec): 3 clusters Score: Raw -3609932.796688 + Penalty 4997.263121 = -3604935.533566 nChanged 156 SP:Iteration 20F (10270.930000 sec): 3 clusters Score: Raw -3610011.673718 + Penalty 4997.263121 = -3605014.410597 nChanged 144 SP:Iteration 21Q (10271.030000 sec): 3 clusters Score: Raw -3610067.910596 + Penalty 4997.263121 = -3605070.647475 nChanged 110 SP:Iteration 22Q (10271.130000 sec): 3 clusters Score: Raw -3610111.560164 + Penalty 4997.263121 = -3605114.297042 nChanged 98 SP:Iteration 23Q (10271.220000 sec): 3 clusters Score: Raw -3610143.720822 + Penalty 4997.263121 = -3605146.457701 nChanged 71 SP:Iteration 24Q (10271.320000 sec): 3 clusters Score: Raw -3610167.945437 + Penalty 4997.263121 = -3605170.682315 nChanged 53 SP:Iteration 25Q (10271.420000 sec): 3 clusters Score: Raw -3610190.713959 + Penalty 4997.263121 = -3605193.450837 nChanged 58 SP:Iteration 26Q (10271.510000 sec): 3 clusters Score: Raw -3610211.774869 + Penalty 4997.263121 = -3605214.511747 nChanged 42 SP:Iteration 27Q (10271.600000 sec): 3 clusters Score: Raw -3610225.096383 + Penalty 4997.263121 = -3605227.833262 nChanged 32 SP:Iteration 28Q (10271.700000 sec): 3 clusters Score: Raw -3610236.151177 + Penalty 4997.263121 = -3605238.888056 nChanged 32 SP:Iteration 29Q (10271.790000 sec): 3 clusters Score: Raw -3610248.188283 + Penalty 4997.263121 = -3605250.925162 nChanged 35 SP:Iteration 30Q (10271.890000 sec): 3 clusters Score: Raw -3610258.826886 + Penalty 4997.263121 = -3605261.563765 nChanged 31 SP:Iteration 31Q (10271.980000 sec): 3 clusters Score: Raw -3610268.429312 + Penalty 4997.263121 = -3605271.166191 nChanged 24 SP:Iteration 32Q (10272.080000 sec): 3 clusters Score: Raw -3610276.789459 + Penalty 4997.263121 = -3605279.526338 nChanged 19 SP:Iteration 33Q (10272.170000 sec): 3 clusters Score: Raw -3610282.726351 + Penalty 4997.263121 = -3605285.463230 nChanged 13 SP:Iteration 34Q (10272.260000 sec): 3 clusters Score: Raw -3610287.788768 + Penalty 4997.263121 = -3605290.525647 nChanged 23 SP:Iteration 35Q (10272.360000 sec): 3 clusters Score: Raw -3610296.759124 + Penalty 4997.263121 = -3605299.496003 nChanged 26 SP:Iteration 36Q (10272.450000 sec): 3 clusters Score: Raw -3610307.045580 + Penalty 4997.263121 = -3605309.782459 nChanged 24 SP:Iteration 37Q (10272.540000 sec): 3 clusters Score: Raw -3610315.763802 + Penalty 4997.263121 = -3605318.500680 nChanged 21 SP:Iteration 38Q (10272.640000 sec): 3 clusters Score: Raw -3610322.561117 + Penalty 4997.263121 = -3605325.297996 nChanged 23 SP:Iteration 39Q (10272.730000 sec): 3 clusters Score: Raw -3610330.975170 + Penalty 4997.263121 = -3605333.712049 nChanged 15 SP:Iteration 40F (10272.850000 sec): 3 clusters Score: Raw -3610336.771012 + Penalty 4997.263121 = -3605339.507891 nChanged 9 SP:Iteration 41Q (10272.940000 sec): 3 clusters Score: Raw -3610338.980669 + Penalty 4997.263121 = -3605341.717548 nChanged 9 SP:Iteration 42Q (10273.030000 sec): 3 clusters Score: Raw -3610342.462143 + Penalty 4997.263121 = -3605345.199021 nChanged 14 SP:Iteration 43Q (10273.120000 sec): 3 clusters Score: Raw -3610346.918122 + Penalty 4997.263121 = -3605349.655001 nChanged 8 SP:Iteration 44Q (10273.220000 sec): 3 clusters Score: Raw -3610349.037659 + Penalty 4997.263121 = -3605351.774538 nChanged 6 SP:Iteration 45Q (10273.310000 sec): 3 clusters Score: Raw -3610351.266240 + Penalty 4997.263121 = -3605354.003118 nChanged 6 SP:Iteration 46Q (10273.400000 sec): 3 clusters Score: Raw -3610353.054620 + Penalty 4997.263121 = -3605355.791498 nChanged 4 SP:Iteration 47Q (10273.490000 sec): 3 clusters Score: Raw -3610354.009886 + Penalty 4997.263121 = -3605356.746765 nChanged 3 SP:Iteration 48Q (10273.590000 sec): 3 clusters Score: Raw -3610354.998127 + Penalty 4997.263121 = -3605357.735005 nChanged 0 SP:Iteration 49F (10273.710000 sec): 3 clusters Score: Raw -3610354.998127 + Penalty 4997.263121 = -3605357.735005 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 16 (153417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10274.400000 sec): 2 clusters Score: Raw -24785565.512437 + Penalty 2961.346916 = -24782604.165521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10275.190000 sec): 3 clusters Score: Raw -24685682.892881 + Penalty 5922.693832 = -24679760.199049 nChanged 73438 SP:Iteration 1F (10275.990000 sec): 3 clusters Score: Raw -24728359.036320 + Penalty 5922.693832 = -24722436.342488 nChanged 5671 SP:Iteration 2Q (10276.810000 sec): 3 clusters Score: Raw -24730318.683313 + Penalty 5922.693832 = -24724395.989481 nChanged 7603 SP:Iteration 3Q (10277.630000 sec): 3 clusters Score: Raw -24733970.205117 + Penalty 5922.693832 = -24728047.511286 nChanged 10455 SP:Iteration 4F (10278.420000 sec): 3 clusters Score: Raw -24740810.312742 + Penalty 5922.693832 = -24734887.618910 nChanged 13637 SP:Iteration 5F (10279.210000 sec): 3 clusters Score: Raw -24752367.497704 + Penalty 5922.693832 = -24746444.803872 nChanged 14745 SP:Iteration 6F (10280.000000 sec): 3 clusters Score: Raw -24766942.684259 + Penalty 5922.693832 = -24761019.990427 nChanged 11254 SP:Iteration 7F (10280.780000 sec): 3 clusters Score: Raw -24778533.098970 + Penalty 5922.693832 = -24772610.405138 nChanged 5298 SP:Iteration 8Q (10281.520000 sec): 3 clusters Score: Raw -24783768.430452 + Penalty 5922.693832 = -24777845.736620 nChanged 1684 SP:Iteration 9Q (10282.160000 sec): 3 clusters Score: Raw -24785365.973512 + Penalty 5922.693832 = -24779443.279681 nChanged 448 SP:Iteration 10Q (10282.750000 sec): 3 clusters Score: Raw -24785806.154092 + Penalty 5922.693832 = -24779883.460260 nChanged 150 SP:Iteration 11Q (10283.320000 sec): 3 clusters Score: Raw -24785949.481719 + Penalty 5922.693832 = -24780026.787887 nChanged 75 SP:Iteration 12Q (10283.880000 sec): 3 clusters Score: Raw -24786012.407774 + Penalty 5922.693832 = -24780089.713942 nChanged 45 SP:Iteration 13Q (10284.450000 sec): 3 clusters Score: Raw -24786054.414463 + Penalty 5922.693832 = -24780131.720631 nChanged 34 SP:Iteration 14Q (10285.000000 sec): 3 clusters Score: Raw -24786081.190080 + Penalty 5922.693832 = -24780158.496248 nChanged 21 SP:Iteration 15Q (10285.560000 sec): 3 clusters Score: Raw -24786096.556208 + Penalty 5922.693832 = -24780173.862376 nChanged 14 SP:Iteration 16Q (10286.110000 sec): 3 clusters Score: Raw -24786106.695786 + Penalty 5922.693832 = -24780184.001955 nChanged 9 SP:Iteration 17Q (10286.670000 sec): 3 clusters Score: Raw -24786114.761495 + Penalty 5922.693832 = -24780192.067664 nChanged 9 SP:Iteration 18Q (10287.220000 sec): 3 clusters Score: Raw -24786124.841709 + Penalty 5922.693832 = -24780202.147878 nChanged 6 SP:Iteration 19Q (10287.780000 sec): 3 clusters Score: Raw -24786129.786197 + Penalty 5922.693832 = -24780207.092365 nChanged 4 SP:Iteration 20F (10288.550000 sec): 3 clusters Score: Raw -24786131.976963 + Penalty 5922.693832 = -24780209.283132 nChanged 4 SP:Iteration 21Q (10289.110000 sec): 3 clusters Score: Raw -24786135.918244 + Penalty 5922.693832 = -24780213.224412 nChanged 2 SP:Iteration 22Q (10289.670000 sec): 3 clusters Score: Raw -24786136.975725 + Penalty 5922.693832 = -24780214.281894 nChanged 4 SP:Iteration 23Q (10290.220000 sec): 3 clusters Score: Raw -24786138.847617 + Penalty 5922.693832 = -24780216.153785 nChanged 2 SP:Iteration 24Q (10290.780000 sec): 3 clusters Score: Raw -24786139.790685 + Penalty 5922.693832 = -24780217.096853 nChanged 1 SP:Iteration 25Q (10291.330000 sec): 3 clusters Score: Raw -24786140.009873 + Penalty 5922.693832 = -24780217.316041 nChanged 0 SP:Iteration 26F (10292.110000 sec): 3 clusters Score: Raw -24786140.009873 + Penalty 5922.693832 = -24780217.316041 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 17 (3360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10292.200000 sec): 2 clusters Score: Raw -513412.275840 + Penalty 2013.684671 = -511398.591170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10292.220000 sec): 3 clusters Score: Raw -511952.445875 + Penalty 4027.369341 = -507925.076534 nChanged 1195 SP:Iteration 1F (10292.230000 sec): 3 clusters Score: Raw -512705.713955 + Penalty 4027.369341 = -508678.344614 nChanged 281 SP:Iteration 2F (10292.250000 sec): 3 clusters Score: Raw -512970.920944 + Penalty 4027.369341 = -508943.551602 nChanged 216 SP:Iteration 3F (10292.260000 sec): 3 clusters Score: Raw -513158.095656 + Penalty 4027.369341 = -509130.726315 nChanged 162 SP:Iteration 4Q (10292.280000 sec): 3 clusters Score: Raw -513282.565843 + Penalty 4027.369341 = -509255.196502 nChanged 136 SP:Iteration 5Q (10292.300000 sec): 3 clusters Score: Raw -513402.393187 + Penalty 4027.369341 = -509375.023845 nChanged 115 SP:Iteration 6Q (10292.310000 sec): 3 clusters Score: Raw -513517.308288 + Penalty 4027.369341 = -509489.938946 nChanged 115 SP:Iteration 7Q (10292.330000 sec): 3 clusters Score: Raw -513658.092209 + Penalty 4027.369341 = -509630.722868 nChanged 130 SP:Iteration 8Q (10292.350000 sec): 3 clusters Score: Raw -513819.434712 + Penalty 4027.369341 = -509792.065371 nChanged 135 SP:Iteration 9Q (10292.360000 sec): 3 clusters Score: Raw -514002.091687 + Penalty 4027.369341 = -509974.722346 nChanged 151 SP:Iteration 10Q (10292.380000 sec): 3 clusters Score: Raw -514225.940094 + Penalty 4027.369341 = -510198.570752 nChanged 160 SP:Iteration 11Q (10292.390000 sec): 3 clusters Score: Raw -514466.213415 + Penalty 4027.369341 = -510438.844073 nChanged 131 SP:Iteration 12Q (10292.410000 sec): 3 clusters Score: Raw -514647.922823 + Penalty 4027.369341 = -510620.553482 nChanged 104 SP:Iteration 13Q (10292.430000 sec): 3 clusters Score: Raw -514763.642193 + Penalty 4027.369341 = -510736.272852 nChanged 84 SP:Iteration 14Q (10292.440000 sec): 3 clusters Score: Raw -514838.191613 + Penalty 4027.369341 = -510810.822271 nChanged 39 SP:Iteration 15Q (10292.450000 sec): 3 clusters Score: Raw -514869.616362 + Penalty 4027.369341 = -510842.247020 nChanged 28 SP:Iteration 16Q (10292.470000 sec): 3 clusters Score: Raw -514886.841599 + Penalty 4027.369341 = -510859.472257 nChanged 14 SP:Iteration 17Q (10292.480000 sec): 3 clusters Score: Raw -514894.094574 + Penalty 4027.369341 = -510866.725232 nChanged 12 SP:Iteration 18Q (10292.500000 sec): 3 clusters Score: Raw -514899.557664 + Penalty 4027.369341 = -510872.188323 nChanged 6 SP:Iteration 19Q (10292.510000 sec): 3 clusters Score: Raw -514901.385530 + Penalty 4027.369341 = -510874.016188 nChanged 5 SP:Iteration 20F (10292.530000 sec): 3 clusters Score: Raw -514902.957467 + Penalty 4027.369341 = -510875.588125 nChanged 4 SP:Iteration 21Q (10292.550000 sec): 3 clusters Score: Raw -514904.090428 + Penalty 4027.369341 = -510876.721086 nChanged 1 SP:Iteration 22Q (10292.560000 sec): 3 clusters Score: Raw -514905.001644 + Penalty 4027.369341 = -510877.632303 nChanged 2 SP:Iteration 23Q (10292.570000 sec): 3 clusters Score: Raw -514905.367306 + Penalty 4027.369341 = -510877.997964 nChanged 1 SP:Iteration 24Q (10292.590000 sec): 3 clusters Score: Raw -514905.533343 + Penalty 4027.369341 = -510878.164001 nChanged 0 SP:Iteration 25F (10292.610000 sec): 3 clusters Score: Raw -514905.533343 + Penalty 4027.369341 = -510878.164001 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 18 (39910 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10292.790000 sec): 2 clusters Score: Raw -6466537.495744 + Penalty 2627.406785 = -6463910.088959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10293.000000 sec): 3 clusters Score: Raw -6442091.961507 + Penalty 5254.813570 = -6436837.147937 nChanged 18267 SP:Iteration 1F (10293.210000 sec): 3 clusters Score: Raw -6452038.755170 + Penalty 5254.813570 = -6446783.941600 nChanged 1706 SP:Iteration 2Q (10293.410000 sec): 3 clusters Score: Raw -6452595.599659 + Penalty 5254.813570 = -6447340.786088 nChanged 1687 SP:Iteration 3Q (10293.620000 sec): 3 clusters Score: Raw -6453241.435259 + Penalty 5254.813570 = -6447986.621689 nChanged 1767 SP:Iteration 4Q (10293.830000 sec): 3 clusters Score: Raw -6454001.147965 + Penalty 5254.813570 = -6448746.334395 nChanged 1830 SP:Iteration 5Q (10294.050000 sec): 3 clusters Score: Raw -6454951.611042 + Penalty 5254.813570 = -6449696.797472 nChanged 2089 SP:Iteration 6F (10294.250000 sec): 3 clusters Score: Raw -6456232.123067 + Penalty 5254.813570 = -6450977.309497 nChanged 2411 SP:Iteration 7F (10294.460000 sec): 3 clusters Score: Raw -6457971.007053 + Penalty 5254.813570 = -6452716.193483 nChanged 2621 SP:Iteration 8F (10294.660000 sec): 3 clusters Score: Raw -6460101.302818 + Penalty 5254.813570 = -6454846.489248 nChanged 2532 SP:Iteration 9F (10294.870000 sec): 3 clusters Score: Raw -6462362.141883 + Penalty 5254.813570 = -6457107.328313 nChanged 2056 SP:Iteration 10F (10295.070000 sec): 3 clusters Score: Raw -6464235.088801 + Penalty 5254.813570 = -6458980.275231 nChanged 1412 SP:Iteration 11Q (10295.260000 sec): 3 clusters Score: Raw -6465480.939879 + Penalty 5254.813570 = -6460226.126309 nChanged 901 SP:Iteration 12Q (10295.430000 sec): 3 clusters Score: Raw -6466207.727789 + Penalty 5254.813570 = -6460952.914219 nChanged 546 SP:Iteration 13Q (10295.600000 sec): 3 clusters Score: Raw -6466629.361079 + Penalty 5254.813570 = -6461374.547509 nChanged 407 SP:Iteration 14Q (10295.760000 sec): 3 clusters Score: Raw -6466889.063361 + Penalty 5254.813570 = -6461634.249791 nChanged 254 SP:Iteration 15Q (10295.920000 sec): 3 clusters Score: Raw -6467041.249424 + Penalty 5254.813570 = -6461786.435854 nChanged 176 SP:Iteration 16Q (10296.080000 sec): 3 clusters Score: Raw -6467131.395178 + Penalty 5254.813570 = -6461876.581608 nChanged 126 SP:Iteration 17Q (10296.230000 sec): 3 clusters Score: Raw -6467187.720504 + Penalty 5254.813570 = -6461932.906934 nChanged 91 SP:Iteration 18Q (10296.390000 sec): 3 clusters Score: Raw -6467222.107329 + Penalty 5254.813570 = -6461967.293758 nChanged 68 SP:Iteration 19Q (10296.540000 sec): 3 clusters Score: Raw -6467249.935645 + Penalty 5254.813570 = -6461995.122075 nChanged 51 SP:Iteration 20F (10296.750000 sec): 3 clusters Score: Raw -6467270.378755 + Penalty 5254.813570 = -6462015.565185 nChanged 52 SP:Iteration 21Q (10296.900000 sec): 3 clusters Score: Raw -6467290.712108 + Penalty 5254.813570 = -6462035.898538 nChanged 33 SP:Iteration 22Q (10297.050000 sec): 3 clusters Score: Raw -6467301.169752 + Penalty 5254.813570 = -6462046.356182 nChanged 32 SP:Iteration 23Q (10297.210000 sec): 3 clusters Score: Raw -6467311.658380 + Penalty 5254.813570 = -6462056.844810 nChanged 26 SP:Iteration 24Q (10297.360000 sec): 3 clusters Score: Raw -6467319.216581 + Penalty 5254.813570 = -6462064.403011 nChanged 22 SP:Iteration 25Q (10297.510000 sec): 3 clusters Score: Raw -6467325.209103 + Penalty 5254.813570 = -6462070.395532 nChanged 21 SP:Iteration 26Q (10297.660000 sec): 3 clusters Score: Raw -6467331.841451 + Penalty 5254.813570 = -6462077.027881 nChanged 20 SP:Iteration 27Q (10297.810000 sec): 3 clusters Score: Raw -6467337.281510 + Penalty 5254.813570 = -6462082.467939 nChanged 18 SP:Iteration 28Q (10297.960000 sec): 3 clusters Score: Raw -6467341.670804 + Penalty 5254.813570 = -6462086.857234 nChanged 12 SP:Iteration 29Q (10298.110000 sec): 3 clusters Score: Raw -6467344.683879 + Penalty 5254.813570 = -6462089.870309 nChanged 6 SP:Iteration 30Q (10298.260000 sec): 3 clusters Score: Raw -6467346.062071 + Penalty 5254.813570 = -6462091.248500 nChanged 4 SP:Iteration 31Q (10298.410000 sec): 3 clusters Score: Raw -6467347.293576 + Penalty 5254.813570 = -6462092.480005 nChanged 8 SP:Iteration 32Q (10298.570000 sec): 3 clusters Score: Raw -6467349.750786 + Penalty 5254.813570 = -6462094.937216 nChanged 4 SP:Iteration 33Q (10298.720000 sec): 3 clusters Score: Raw -6467350.743041 + Penalty 5254.813570 = -6462095.929471 nChanged 1 SP:Iteration 34Q (10298.870000 sec): 3 clusters Score: Raw -6467351.061364 + Penalty 5254.813570 = -6462096.247794 nChanged 1 SP:Iteration 35Q (10299.020000 sec): 3 clusters Score: Raw -6467351.322697 + Penalty 5254.813570 = -6462096.509127 nChanged 2 SP:Iteration 36Q (10299.170000 sec): 3 clusters Score: Raw -6467351.606272 + Penalty 5254.813570 = -6462096.792702 nChanged 2 SP:Iteration 37Q (10299.320000 sec): 3 clusters Score: Raw -6467352.002272 + Penalty 5254.813570 = -6462097.188702 nChanged 0 SP:Iteration 38F (10299.530000 sec): 3 clusters Score: Raw -6467352.002272 + Penalty 5254.813570 = -6462097.188702 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 19 (482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10299.550000 sec): 2 clusters Score: Raw -74705.613534 + Penalty 1532.130140 = -73173.483394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10299.550000 sec): 3 clusters Score: Raw -74753.660473 + Penalty 3064.260281 = -71689.400192 nChanged 97 SP:Iteration 1F (10299.560000 sec): 3 clusters Score: Raw -74968.410089 + Penalty 3064.260281 = -71904.149809 nChanged 18 SP:Iteration 2Q (10299.560000 sec): 3 clusters Score: Raw -75036.345074 + Penalty 3064.260281 = -71972.084793 nChanged 16 SP:Iteration 3Q (10299.560000 sec): 3 clusters Score: Raw -75091.866999 + Penalty 3064.260281 = -72027.606718 nChanged 8 SP:Iteration 4Q (10299.570000 sec): 3 clusters Score: Raw -75115.633399 + Penalty 3064.260281 = -72051.373118 nChanged 3 SP:Iteration 5Q (10299.570000 sec): 3 clusters Score: Raw -75124.749971 + Penalty 3064.260281 = -72060.489690 nChanged 5 SP:Iteration 6Q (10299.570000 sec): 3 clusters Score: Raw -75136.408101 + Penalty 3064.260281 = -72072.147820 nChanged 2 SP:Iteration 7Q (10299.570000 sec): 3 clusters Score: Raw -75141.025697 + Penalty 3064.260281 = -72076.765416 nChanged 1 SP:Iteration 8Q (10299.570000 sec): 3 clusters Score: Raw -75141.875031 + Penalty 3064.260281 = -72077.614751 nChanged 0 SP:Iteration 9F (10299.580000 sec): 3 clusters Score: Raw -75141.875031 + Penalty 3064.260281 = -72077.614751 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 20 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10299.580000 sec): 2 clusters Score: Raw -29238.850571 + Penalty 1348.643669 = -27890.206903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10299.580000 sec): 3 clusters Score: Raw -29591.495574 + Penalty 2697.287337 = -26894.208237 nChanged 40 SP:Iteration 1F (10299.590000 sec): 3 clusters Score: Raw -29799.296101 + Penalty 2697.287337 = -27102.008764 nChanged 9 SP:Iteration 2Q (10299.590000 sec): 3 clusters Score: Raw -29825.355976 + Penalty 2697.287337 = -27128.068639 nChanged 6 SP:Iteration 3Q (10299.590000 sec): 3 clusters Score: Raw -29843.815131 + Penalty 2697.287337 = -27146.527794 nChanged 7 SP:Iteration 4Q (10299.590000 sec): 3 clusters Score: Raw -29882.450897 + Penalty 2697.287337 = -27185.163560 nChanged 7 SP:Iteration 5Q (10299.590000 sec): 3 clusters Score: Raw -29922.248686 + Penalty 2697.287337 = -27224.961349 nChanged 7 SP:Iteration 6Q (10299.590000 sec): 3 clusters Score: Raw -29997.100169 + Penalty 2697.287337 = -27299.812832 nChanged 2 SP:Iteration 7Q (10299.590000 sec): 3 clusters Score: Raw -30004.974464 + Penalty 2697.287337 = -27307.687126 nChanged 2 SP:Iteration 8Q (10299.590000 sec): 3 clusters Score: Raw -30014.554279 + Penalty 2697.287337 = -27317.266942 nChanged 1 SP:Iteration 9Q (10299.590000 sec): 3 clusters Score: Raw -30028.565573 + Penalty 2697.287337 = -27331.278236 nChanged 4 SP:Iteration 10Q (10299.590000 sec): 3 clusters Score: Raw -30043.035449 + Penalty 2697.287337 = -27345.748112 nChanged 1 SP:Iteration 11Q (10299.590000 sec): 3 clusters Score: Raw -30049.557059 + Penalty 2697.287337 = -27352.269722 nChanged 0 SP:Iteration 12F (10299.600000 sec): 3 clusters Score: Raw -30051.930765 + Penalty 2697.287337 = -27354.643428 nChanged 1 SP:Iteration 13Q (10299.600000 sec): 3 clusters Score: Raw -30055.032247 + Penalty 2697.287337 = -27357.744910 nChanged 1 SP:Iteration 14Q (10299.600000 sec): 3 clusters Score: Raw -30059.248913 + Penalty 2697.287337 = -27361.961576 nChanged 1 SP:Iteration 15Q (10299.600000 sec): 3 clusters Score: Raw -30061.207795 + Penalty 2697.287337 = -27363.920458 nChanged 0 SP:Iteration 16F (10299.600000 sec): 3 clusters Score: Raw -30061.207795 + Penalty 2697.287337 = -27363.920458 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 21 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10299.610000 sec): 2 clusters Score: Raw -17904.457110 + Penalty 1321.313290 = -16583.143820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10299.610000 sec): 3 clusters Score: Raw -18251.377129 + Penalty 2642.626580 = -15608.750550 nChanged 41 SP:Iteration 1F (10299.610000 sec): 3 clusters Score: Raw -18513.719319 + Penalty 2642.626580 = -15871.092740 nChanged 14 SP:Iteration 2F (10299.610000 sec): 3 clusters Score: Raw -18684.964215 + Penalty 2642.626580 = -16042.337635 nChanged 12 SP:Iteration 3F (10299.610000 sec): 3 clusters Score: Raw -18863.212698 + Penalty 2642.626580 = -16220.586118 nChanged 6 SP:Iteration 4Q (10299.610000 sec): 3 clusters Score: Raw -18982.026833 + Penalty 2642.626580 = -16339.400253 nChanged 4 SP:Iteration 5Q (10299.610000 sec): 3 clusters Score: Raw -19061.096042 + Penalty 2642.626580 = -16418.469463 nChanged 3 SP:Iteration 6Q (10299.610000 sec): 3 clusters Score: Raw -19099.222931 + Penalty 2642.626580 = -16456.596351 nChanged 1 SP:Iteration 7Q (10299.610000 sec): 3 clusters Score: Raw -19103.354862 + Penalty 2642.626580 = -16460.728282 nChanged 0 SP:Iteration 8F (10299.610000 sec): 3 clusters Score: Raw -19103.354862 + Penalty 2642.626580 = -16460.728282 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 22 (841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10299.620000 sec): 2 clusters Score: Raw -137290.615802 + Penalty 1670.178732 = -135620.437070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10299.630000 sec): 3 clusters Score: Raw -137124.583583 + Penalty 3340.357463 = -133784.226120 nChanged 184 SP:Iteration 1F (10299.630000 sec): 3 clusters Score: Raw -137346.899292 + Penalty 3340.357463 = -134006.541829 nChanged 46 SP:Iteration 2F (10299.640000 sec): 3 clusters Score: Raw -137416.169735 + Penalty 3340.357463 = -134075.812272 nChanged 20 SP:Iteration 3Q (10299.640000 sec): 3 clusters Score: Raw -137443.758265 + Penalty 3340.357463 = -134103.400801 nChanged 11 SP:Iteration 4Q (10299.650000 sec): 3 clusters Score: Raw -137459.150191 + Penalty 3340.357463 = -134118.792728 nChanged 9 SP:Iteration 5Q (10299.650000 sec): 3 clusters Score: Raw -137472.246820 + Penalty 3340.357463 = -134131.889356 nChanged 6 SP:Iteration 6Q (10299.650000 sec): 3 clusters Score: Raw -137483.419880 + Penalty 3340.357463 = -134143.062417 nChanged 5 SP:Iteration 7Q (10299.660000 sec): 3 clusters Score: Raw -137489.206207 + Penalty 3340.357463 = -134148.848743 nChanged 0 SP:Iteration 8F (10299.660000 sec): 3 clusters Score: Raw -137489.206207 + Penalty 3340.357463 = -134148.848743 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 23 (28530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10299.800000 sec): 2 clusters Score: Raw -4586196.166278 + Penalty 2544.160438 = -4583652.005839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10299.950000 sec): 3 clusters Score: Raw -4569246.294839 + Penalty 5088.320876 = -4564157.973963 nChanged 12786 SP:Iteration 1F (10300.090000 sec): 3 clusters Score: Raw -4576027.215391 + Penalty 5088.320876 = -4570938.894515 nChanged 1271 SP:Iteration 2Q (10300.240000 sec): 3 clusters Score: Raw -4576410.982604 + Penalty 5088.320876 = -4571322.661728 nChanged 1124 SP:Iteration 3Q (10300.390000 sec): 3 clusters Score: Raw -4576744.927943 + Penalty 5088.320876 = -4571656.607067 nChanged 994 SP:Iteration 4Q (10300.550000 sec): 3 clusters Score: Raw -4577004.432974 + Penalty 5088.320876 = -4571916.112098 nChanged 850 SP:Iteration 5Q (10300.690000 sec): 3 clusters Score: Raw -4577212.190199 + Penalty 5088.320876 = -4572123.869323 nChanged 762 SP:Iteration 6Q (10300.850000 sec): 3 clusters Score: Raw -4577391.025331 + Penalty 5088.320876 = -4572302.704454 nChanged 702 SP:Iteration 7Q (10300.990000 sec): 3 clusters Score: Raw -4577572.325931 + Penalty 5088.320876 = -4572484.005054 nChanged 733 SP:Iteration 8Q (10301.150000 sec): 3 clusters Score: Raw -4577780.515906 + Penalty 5088.320876 = -4572692.195030 nChanged 865 SP:Iteration 9Q (10301.300000 sec): 3 clusters Score: Raw -4578074.725601 + Penalty 5088.320876 = -4572986.404725 nChanged 1026 SP:Iteration 10Q (10301.450000 sec): 3 clusters Score: Raw -4578496.133899 + Penalty 5088.320876 = -4573407.813023 nChanged 1194 SP:Iteration 11Q (10301.600000 sec): 3 clusters Score: Raw -4579101.641379 + Penalty 5088.320876 = -4574013.320503 nChanged 1450 SP:Iteration 12F (10301.750000 sec): 3 clusters Score: Raw -4580008.171173 + Penalty 5088.320876 = -4574919.850296 nChanged 1673 SP:Iteration 13F (10301.900000 sec): 3 clusters Score: Raw -4581247.120486 + Penalty 5088.320876 = -4576158.799610 nChanged 1684 SP:Iteration 14F (10302.040000 sec): 3 clusters Score: Raw -4582606.502930 + Penalty 5088.320876 = -4577518.182054 nChanged 1493 SP:Iteration 15F (10302.180000 sec): 3 clusters Score: Raw -4583925.116294 + Penalty 5088.320876 = -4578836.795418 nChanged 1151 SP:Iteration 16Q (10302.320000 sec): 3 clusters Score: Raw -4584928.505301 + Penalty 5088.320876 = -4579840.184425 nChanged 757 SP:Iteration 17Q (10302.450000 sec): 3 clusters Score: Raw -4585603.005019 + Penalty 5088.320876 = -4580514.684143 nChanged 448 SP:Iteration 18Q (10302.570000 sec): 3 clusters Score: Raw -4585996.213555 + Penalty 5088.320876 = -4580907.892679 nChanged 235 SP:Iteration 19Q (10302.690000 sec): 3 clusters Score: Raw -4586210.124022 + Penalty 5088.320876 = -4581121.803146 nChanged 123 SP:Iteration 20F (10302.830000 sec): 3 clusters Score: Raw -4586319.542447 + Penalty 5088.320876 = -4581231.221571 nChanged 78 SP:Iteration 21Q (10302.940000 sec): 3 clusters Score: Raw -4586396.530993 + Penalty 5088.320876 = -4581308.210117 nChanged 46 SP:Iteration 22Q (10303.050000 sec): 3 clusters Score: Raw -4586440.229644 + Penalty 5088.320876 = -4581351.908768 nChanged 30 SP:Iteration 23Q (10303.160000 sec): 3 clusters Score: Raw -4586474.039232 + Penalty 5088.320876 = -4581385.718355 nChanged 19 SP:Iteration 24Q (10303.260000 sec): 3 clusters Score: Raw -4586500.272788 + Penalty 5088.320876 = -4581411.951911 nChanged 18 SP:Iteration 25Q (10303.360000 sec): 3 clusters Score: Raw -4586522.122730 + Penalty 5088.320876 = -4581433.801854 nChanged 8 SP:Iteration 26Q (10303.470000 sec): 3 clusters Score: Raw -4586531.757194 + Penalty 5088.320876 = -4581443.436318 nChanged 5 SP:Iteration 27Q (10303.570000 sec): 3 clusters Score: Raw -4586537.522815 + Penalty 5088.320876 = -4581449.201939 nChanged 6 SP:Iteration 28Q (10303.680000 sec): 3 clusters Score: Raw -4586544.452603 + Penalty 5088.320876 = -4581456.131726 nChanged 2 SP:Iteration 29Q (10303.780000 sec): 3 clusters Score: Raw -4586546.577141 + Penalty 5088.320876 = -4581458.256265 nChanged 3 SP:Iteration 30Q (10303.880000 sec): 3 clusters Score: Raw -4586548.612476 + Penalty 5088.320876 = -4581460.291600 nChanged 2 SP:Iteration 31Q (10303.990000 sec): 3 clusters Score: Raw -4586550.023550 + Penalty 5088.320876 = -4581461.702673 nChanged 1 SP:Iteration 32Q (10304.090000 sec): 3 clusters Score: Raw -4586550.722454 + Penalty 5088.320876 = -4581462.401577 nChanged 2 SP:Iteration 33Q (10304.200000 sec): 3 clusters Score: Raw -4586552.221842 + Penalty 5088.320876 = -4581463.900965 nChanged 2 SP:Iteration 34Q (10304.300000 sec): 3 clusters Score: Raw -4586554.202228 + Penalty 5088.320876 = -4581465.881352 nChanged 3 SP:Iteration 35Q (10304.400000 sec): 3 clusters Score: Raw -4586555.712761 + Penalty 5088.320876 = -4581467.391884 nChanged 3 SP:Iteration 36Q (10304.510000 sec): 3 clusters Score: Raw -4586558.683733 + Penalty 5088.320876 = -4581470.362857 nChanged 3 SP:Iteration 37Q (10304.610000 sec): 3 clusters Score: Raw -4586561.029521 + Penalty 5088.320876 = -4581472.708645 nChanged 0 SP:Iteration 38F (10304.760000 sec): 3 clusters Score: Raw -4586561.029521 + Penalty 5088.320876 = -4581472.708645 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 24 (538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10304.780000 sec): 2 clusters Score: Raw -85148.195072 + Penalty 1559.388923 = -83588.806150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10304.780000 sec): 3 clusters Score: Raw -85134.382495 + Penalty 3118.777846 = -82015.604649 nChanged 108 SP:Iteration 1F (10304.780000 sec): 3 clusters Score: Raw -85324.512028 + Penalty 3118.777846 = -82205.734183 nChanged 23 SP:Iteration 2Q (10304.790000 sec): 3 clusters Score: Raw -85363.270580 + Penalty 3118.777846 = -82244.492734 nChanged 8 SP:Iteration 3Q (10304.790000 sec): 3 clusters Score: Raw -85380.066101 + Penalty 3118.777846 = -82261.288256 nChanged 5 SP:Iteration 4Q (10304.790000 sec): 3 clusters Score: Raw -85391.706663 + Penalty 3118.777846 = -82272.928817 nChanged 4 SP:Iteration 5Q (10304.800000 sec): 3 clusters Score: Raw -85397.695397 + Penalty 3118.777846 = -82278.917551 nChanged 0 SP:Iteration 6F (10304.800000 sec): 3 clusters Score: Raw -85397.695397 + Penalty 3118.777846 = -82278.917551 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 25 (14959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10304.870000 sec): 2 clusters Score: Raw -2387662.140778 + Penalty 2384.040964 = -2385278.099814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10304.940000 sec): 3 clusters Score: Raw -2379342.769044 + Penalty 4768.081929 = -2374574.687115 nChanged 6364 SP:Iteration 1F (10305.020000 sec): 3 clusters Score: Raw -2382686.218155 + Penalty 4768.081929 = -2377918.136226 nChanged 973 SP:Iteration 2F (10305.090000 sec): 3 clusters Score: Raw -2383212.635209 + Penalty 4768.081929 = -2378444.553281 nChanged 883 SP:Iteration 3F (10305.170000 sec): 3 clusters Score: Raw -2383752.387862 + Penalty 4768.081929 = -2378984.305933 nChanged 881 SP:Iteration 4F (10305.240000 sec): 3 clusters Score: Raw -2384298.837569 + Penalty 4768.081929 = -2379530.755641 nChanged 913 SP:Iteration 5F (10305.320000 sec): 3 clusters Score: Raw -2384844.118475 + Penalty 4768.081929 = -2380076.036546 nChanged 836 SP:Iteration 6F (10305.390000 sec): 3 clusters Score: Raw -2385315.894244 + Penalty 4768.081929 = -2380547.812315 nChanged 727 SP:Iteration 7Q (10305.470000 sec): 3 clusters Score: Raw -2385717.135534 + Penalty 4768.081929 = -2380949.053606 nChanged 629 SP:Iteration 8Q (10305.540000 sec): 3 clusters Score: Raw -2386039.365346 + Penalty 4768.081929 = -2381271.283417 nChanged 483 SP:Iteration 9Q (10305.620000 sec): 3 clusters Score: Raw -2386279.509438 + Penalty 4768.081929 = -2381511.427509 nChanged 376 SP:Iteration 10Q (10305.690000 sec): 3 clusters Score: Raw -2386477.306286 + Penalty 4768.081929 = -2381709.224357 nChanged 316 SP:Iteration 11Q (10305.760000 sec): 3 clusters Score: Raw -2386660.155082 + Penalty 4768.081929 = -2381892.073154 nChanged 272 SP:Iteration 12Q (10305.840000 sec): 3 clusters Score: Raw -2386847.416104 + Penalty 4768.081929 = -2382079.334176 nChanged 255 SP:Iteration 13Q (10305.910000 sec): 3 clusters Score: Raw -2387035.593972 + Penalty 4768.081929 = -2382267.512043 nChanged 208 SP:Iteration 14Q (10305.990000 sec): 3 clusters Score: Raw -2387285.046902 + Penalty 4768.081929 = -2382516.964973 nChanged 194 SP:Iteration 15Q (10306.060000 sec): 3 clusters Score: Raw -2387696.822459 + Penalty 4768.081929 = -2382928.740530 nChanged 149 SP:Iteration 16Q (10306.130000 sec): 3 clusters Score: Raw -2387898.773587 + Penalty 4768.081929 = -2383130.691658 nChanged 109 SP:Iteration 17Q (10306.190000 sec): 3 clusters Score: Raw -2387974.525299 + Penalty 4768.081929 = -2383206.443370 nChanged 78 SP:Iteration 18Q (10306.260000 sec): 3 clusters Score: Raw -2388023.862073 + Penalty 4768.081929 = -2383255.780145 nChanged 69 SP:Iteration 19Q (10306.320000 sec): 3 clusters Score: Raw -2388062.812832 + Penalty 4768.081929 = -2383294.730904 nChanged 49 SP:Iteration 20F (10306.390000 sec): 3 clusters Score: Raw -2388084.265597 + Penalty 4768.081929 = -2383316.183669 nChanged 45 SP:Iteration 21Q (10306.450000 sec): 3 clusters Score: Raw -2388099.138358 + Penalty 4768.081929 = -2383331.056430 nChanged 26 SP:Iteration 22Q (10306.500000 sec): 3 clusters Score: Raw -2388105.949798 + Penalty 4768.081929 = -2383337.867870 nChanged 20 SP:Iteration 23Q (10306.560000 sec): 3 clusters Score: Raw -2388111.354394 + Penalty 4768.081929 = -2383343.272465 nChanged 16 SP:Iteration 24Q (10306.620000 sec): 3 clusters Score: Raw -2388116.218925 + Penalty 4768.081929 = -2383348.136997 nChanged 14 SP:Iteration 25Q (10306.680000 sec): 3 clusters Score: Raw -2388120.318521 + Penalty 4768.081929 = -2383352.236593 nChanged 15 SP:Iteration 26Q (10306.740000 sec): 3 clusters Score: Raw -2388125.194844 + Penalty 4768.081929 = -2383357.112915 nChanged 11 SP:Iteration 27Q (10306.800000 sec): 3 clusters Score: Raw -2388129.055274 + Penalty 4768.081929 = -2383360.973345 nChanged 14 SP:Iteration 28Q (10306.850000 sec): 3 clusters Score: Raw -2388132.694503 + Penalty 4768.081929 = -2383364.612574 nChanged 13 SP:Iteration 29Q (10306.910000 sec): 3 clusters Score: Raw -2388137.519723 + Penalty 4768.081929 = -2383369.437795 nChanged 12 SP:Iteration 30Q (10306.970000 sec): 3 clusters Score: Raw -2388141.758575 + Penalty 4768.081929 = -2383373.676647 nChanged 16 SP:Iteration 31Q (10307.030000 sec): 3 clusters Score: Raw -2388146.329773 + Penalty 4768.081929 = -2383378.247844 nChanged 7 SP:Iteration 32Q (10307.080000 sec): 3 clusters Score: Raw -2388147.976375 + Penalty 4768.081929 = -2383379.894447 nChanged 4 SP:Iteration 33Q (10307.140000 sec): 3 clusters Score: Raw -2388148.951166 + Penalty 4768.081929 = -2383380.869237 nChanged 6 SP:Iteration 34Q (10307.200000 sec): 3 clusters Score: Raw -2388150.439954 + Penalty 4768.081929 = -2383382.358026 nChanged 7 SP:Iteration 35Q (10307.260000 sec): 3 clusters Score: Raw -2388152.221537 + Penalty 4768.081929 = -2383384.139608 nChanged 9 SP:Iteration 36Q (10307.320000 sec): 3 clusters Score: Raw -2388154.358532 + Penalty 4768.081929 = -2383386.276604 nChanged 6 SP:Iteration 37Q (10307.370000 sec): 3 clusters Score: Raw -2388156.363742 + Penalty 4768.081929 = -2383388.281813 nChanged 8 SP:Iteration 38Q (10307.430000 sec): 3 clusters Score: Raw -2388158.612235 + Penalty 4768.081929 = -2383390.530307 nChanged 10 SP:Iteration 39Q (10307.490000 sec): 3 clusters Score: Raw -2388161.738688 + Penalty 4768.081929 = -2383393.656759 nChanged 6 SP:Iteration 40F (10307.560000 sec): 3 clusters Score: Raw -2388162.867649 + Penalty 4768.081929 = -2383394.785721 nChanged 5 SP:Iteration 41Q (10307.620000 sec): 3 clusters Score: Raw -2388163.603830 + Penalty 4768.081929 = -2383395.521902 nChanged 1 SP:Iteration 42Q (10307.680000 sec): 3 clusters Score: Raw -2388163.917138 + Penalty 4768.081929 = -2383395.835210 nChanged 1 SP:Iteration 43Q (10307.740000 sec): 3 clusters Score: Raw -2388164.255122 + Penalty 4768.081929 = -2383396.173193 nChanged 5 SP:Iteration 44Q (10307.790000 sec): 3 clusters Score: Raw -2388165.371190 + Penalty 4768.081929 = -2383397.289261 nChanged 2 SP:Iteration 45Q (10307.850000 sec): 3 clusters Score: Raw -2388165.883655 + Penalty 4768.081929 = -2383397.801727 nChanged 3 SP:Iteration 46Q (10307.910000 sec): 3 clusters Score: Raw -2388166.501334 + Penalty 4768.081929 = -2383398.419405 nChanged 2 SP:Iteration 47Q (10307.960000 sec): 3 clusters Score: Raw -2388166.919465 + Penalty 4768.081929 = -2383398.837536 nChanged 2 SP:Iteration 48Q (10308.020000 sec): 3 clusters Score: Raw -2388167.401120 + Penalty 4768.081929 = -2383399.319191 nChanged 2 SP:Iteration 49Q (10308.080000 sec): 3 clusters Score: Raw -2388167.605887 + Penalty 4768.081929 = -2383399.523958 nChanged 0 SP:Iteration 50F (10308.160000 sec): 3 clusters Score: Raw -2388167.605887 + Penalty 4768.081929 = -2383399.523958 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 26 (102781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10308.630000 sec): 2 clusters Score: Raw -16525362.361194 + Penalty 2862.008236 = -16522500.352958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10309.160000 sec): 3 clusters Score: Raw -16459320.711112 + Penalty 5724.016472 = -16453596.694641 nChanged 48596 SP:Iteration 1F (10309.700000 sec): 3 clusters Score: Raw -16486920.788442 + Penalty 5724.016472 = -16481196.771970 nChanged 3181 SP:Iteration 2Q (10310.240000 sec): 3 clusters Score: Raw -16487580.462197 + Penalty 5724.016472 = -16481856.445725 nChanged 3092 SP:Iteration 3Q (10310.790000 sec): 3 clusters Score: Raw -16488241.892825 + Penalty 5724.016472 = -16482517.876353 nChanged 3171 SP:Iteration 4Q (10311.330000 sec): 3 clusters Score: Raw -16488964.108074 + Penalty 5724.016472 = -16483240.091602 nChanged 3330 SP:Iteration 5Q (10311.880000 sec): 3 clusters Score: Raw -16489796.299986 + Penalty 5724.016472 = -16484072.283515 nChanged 3538 SP:Iteration 6Q (10312.430000 sec): 3 clusters Score: Raw -16490874.915870 + Penalty 5724.016472 = -16485150.899398 nChanged 4136 SP:Iteration 7Q (10312.970000 sec): 3 clusters Score: Raw -16492522.215726 + Penalty 5724.016472 = -16486798.199254 nChanged 5074 SP:Iteration 8Q (10313.520000 sec): 3 clusters Score: Raw -16495093.902455 + Penalty 5724.016472 = -16489369.885983 nChanged 6121 SP:Iteration 9F (10314.050000 sec): 3 clusters Score: Raw -16499104.167654 + Penalty 5724.016472 = -16493380.151182 nChanged 6963 SP:Iteration 10F (10314.580000 sec): 3 clusters Score: Raw -16504571.068076 + Penalty 5724.016472 = -16498847.051605 nChanged 6871 SP:Iteration 11F (10315.120000 sec): 3 clusters Score: Raw -16510537.775532 + Penalty 5724.016472 = -16504813.759061 nChanged 5669 SP:Iteration 12F (10315.640000 sec): 3 clusters Score: Raw -16515574.202470 + Penalty 5724.016472 = -16509850.185998 nChanged 4046 SP:Iteration 13Q (10316.150000 sec): 3 clusters Score: Raw -16518869.297695 + Penalty 5724.016472 = -16513145.281223 nChanged 2672 SP:Iteration 14Q (10316.620000 sec): 3 clusters Score: Raw -16520789.761298 + Penalty 5724.016472 = -16515065.744826 nChanged 1885 SP:Iteration 15Q (10317.070000 sec): 3 clusters Score: Raw -16522004.654368 + Penalty 5724.016472 = -16516280.637896 nChanged 1436 SP:Iteration 16Q (10317.510000 sec): 3 clusters Score: Raw -16522848.843761 + Penalty 5724.016472 = -16517124.827289 nChanged 1139 SP:Iteration 17Q (10317.930000 sec): 3 clusters Score: Raw -16523476.404486 + Penalty 5724.016472 = -16517752.388015 nChanged 935 SP:Iteration 18Q (10318.350000 sec): 3 clusters Score: Raw -16523976.304664 + Penalty 5724.016472 = -16518252.288192 nChanged 761 SP:Iteration 19Q (10318.760000 sec): 3 clusters Score: Raw -16524387.685032 + Penalty 5724.016472 = -16518663.668560 nChanged 621 SP:Iteration 20F (10319.290000 sec): 3 clusters Score: Raw -16524736.359487 + Penalty 5724.016472 = -16519012.343015 nChanged 536 SP:Iteration 21Q (10319.690000 sec): 3 clusters Score: Raw -16525024.965352 + Penalty 5724.016472 = -16519300.948881 nChanged 424 SP:Iteration 22Q (10320.080000 sec): 3 clusters Score: Raw -16525241.891587 + Penalty 5724.016472 = -16519517.875115 nChanged 374 SP:Iteration 23Q (10320.480000 sec): 3 clusters Score: Raw -16525426.644036 + Penalty 5724.016472 = -16519702.627565 nChanged 297 SP:Iteration 24Q (10320.870000 sec): 3 clusters Score: Raw -16525576.727382 + Penalty 5724.016472 = -16519852.710910 nChanged 281 SP:Iteration 25Q (10321.260000 sec): 3 clusters Score: Raw -16525715.676984 + Penalty 5724.016472 = -16519991.660512 nChanged 234 SP:Iteration 26Q (10321.650000 sec): 3 clusters Score: Raw -16525812.189068 + Penalty 5724.016472 = -16520088.172596 nChanged 160 SP:Iteration 27Q (10322.030000 sec): 3 clusters Score: Raw -16525868.908369 + Penalty 5724.016472 = -16520144.891897 nChanged 132 SP:Iteration 28Q (10322.420000 sec): 3 clusters Score: Raw -16525911.385073 + Penalty 5724.016472 = -16520187.368601 nChanged 105 SP:Iteration 29Q (10322.800000 sec): 3 clusters Score: Raw -16525943.900411 + Penalty 5724.016472 = -16520219.883939 nChanged 90 SP:Iteration 30Q (10323.180000 sec): 3 clusters Score: Raw -16525976.465154 + Penalty 5724.016472 = -16520252.448682 nChanged 69 SP:Iteration 31Q (10323.560000 sec): 3 clusters Score: Raw -16525996.374137 + Penalty 5724.016472 = -16520272.357666 nChanged 56 SP:Iteration 32Q (10323.940000 sec): 3 clusters Score: Raw -16526012.845556 + Penalty 5724.016472 = -16520288.829084 nChanged 49 SP:Iteration 33Q (10324.320000 sec): 3 clusters Score: Raw -16526025.044318 + Penalty 5724.016472 = -16520301.027846 nChanged 35 SP:Iteration 34Q (10324.700000 sec): 3 clusters Score: Raw -16526033.534222 + Penalty 5724.016472 = -16520309.517750 nChanged 40 SP:Iteration 35Q (10325.080000 sec): 3 clusters Score: Raw -16526042.440157 + Penalty 5724.016472 = -16520318.423685 nChanged 32 SP:Iteration 36Q (10325.460000 sec): 3 clusters Score: Raw -16526050.271569 + Penalty 5724.016472 = -16520326.255097 nChanged 36 SP:Iteration 37Q (10325.840000 sec): 3 clusters Score: Raw -16526061.980917 + Penalty 5724.016472 = -16520337.964445 nChanged 34 SP:Iteration 38Q (10326.220000 sec): 3 clusters Score: Raw -16526070.737505 + Penalty 5724.016472 = -16520346.721033 nChanged 35 SP:Iteration 39Q (10326.600000 sec): 3 clusters Score: Raw -16526079.637291 + Penalty 5724.016472 = -16520355.620819 nChanged 28 SP:Iteration 40F (10327.130000 sec): 3 clusters Score: Raw -16526086.852513 + Penalty 5724.016472 = -16520362.836041 nChanged 25 SP:Iteration 41Q (10327.510000 sec): 3 clusters Score: Raw -16526094.919678 + Penalty 5724.016472 = -16520370.903207 nChanged 31 SP:Iteration 42Q (10327.890000 sec): 3 clusters Score: Raw -16526102.413766 + Penalty 5724.016472 = -16520378.397295 nChanged 17 SP:Iteration 43Q (10328.260000 sec): 3 clusters Score: Raw -16526106.600556 + Penalty 5724.016472 = -16520382.584084 nChanged 16 SP:Iteration 44Q (10328.640000 sec): 3 clusters Score: Raw -16526110.501300 + Penalty 5724.016472 = -16520386.484828 nChanged 15 SP:Iteration 45Q (10329.020000 sec): 3 clusters Score: Raw -16526114.887779 + Penalty 5724.016472 = -16520390.871308 nChanged 19 SP:Iteration 46Q (10329.400000 sec): 3 clusters Score: Raw -16526119.192246 + Penalty 5724.016472 = -16520395.175774 nChanged 19 SP:Iteration 47Q (10329.780000 sec): 3 clusters Score: Raw -16526123.432577 + Penalty 5724.016472 = -16520399.416105 nChanged 12 SP:Iteration 48Q (10330.160000 sec): 3 clusters Score: Raw -16526125.214840 + Penalty 5724.016472 = -16520401.198369 nChanged 8 SP:Iteration 49Q (10330.540000 sec): 3 clusters Score: Raw -16526126.787444 + Penalty 5724.016472 = -16520402.770972 nChanged 11 SP:Iteration 50Q (10330.920000 sec): 3 clusters Score: Raw -16526128.325393 + Penalty 5724.016472 = -16520404.308921 nChanged 8 SP:Iteration 51Q (10331.300000 sec): 3 clusters Score: Raw -16526129.574529 + Penalty 5724.016472 = -16520405.558057 nChanged 5 SP:Iteration 52Q (10331.680000 sec): 3 clusters Score: Raw -16526130.625949 + Penalty 5724.016472 = -16520406.609477 nChanged 5 SP:Iteration 53Q (10332.060000 sec): 3 clusters Score: Raw -16526131.651151 + Penalty 5724.016472 = -16520407.634680 nChanged 4 SP:Iteration 54Q (10332.430000 sec): 3 clusters Score: Raw -16526132.628286 + Penalty 5724.016472 = -16520408.611814 nChanged 6 SP:Iteration 55Q (10332.810000 sec): 3 clusters Score: Raw -16526133.966535 + Penalty 5724.016472 = -16520409.950063 nChanged 7 SP:Iteration 56Q (10333.190000 sec): 3 clusters Score: Raw -16526135.291957 + Penalty 5724.016472 = -16520411.275485 nChanged 3 SP:Iteration 57Q (10333.570000 sec): 3 clusters Score: Raw -16526135.614809 + Penalty 5724.016472 = -16520411.598337 nChanged 3 SP:Iteration 58Q (10333.940000 sec): 3 clusters Score: Raw -16526136.170307 + Penalty 5724.016472 = -16520412.153835 nChanged 2 SP:Iteration 59Q (10334.320000 sec): 3 clusters Score: Raw -16526136.553133 + Penalty 5724.016472 = -16520412.536661 nChanged 2 SP:Iteration 60F (10334.850000 sec): 3 clusters Score: Raw -16526136.691213 + Penalty 5724.016472 = -16520412.674742 nChanged 1 SP:Iteration 61Q (10335.230000 sec): 3 clusters Score: Raw -16526136.842176 + Penalty 5724.016472 = -16520412.825704 nChanged 1 SP:Iteration 62Q (10335.600000 sec): 3 clusters Score: Raw -16526136.892026 + Penalty 5724.016472 = -16520412.875554 nChanged 0 SP:Iteration 63F (10336.130000 sec): 3 clusters Score: Raw -16526136.892026 + Penalty 5724.016472 = -16520412.875554 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 27 (9748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10336.220000 sec): 2 clusters Score: Raw -1504231.685165 + Penalty 2277.834719 = -1501953.850446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10336.270000 sec): 3 clusters Score: Raw -1498969.670696 + Penalty 4555.669438 = -1494414.001258 nChanged 4048 SP:Iteration 1F (10336.320000 sec): 3 clusters Score: Raw -1501202.498514 + Penalty 4555.669438 = -1496646.829076 nChanged 643 SP:Iteration 2F (10336.370000 sec): 3 clusters Score: Raw -1501497.446643 + Penalty 4555.669438 = -1496941.777205 nChanged 496 SP:Iteration 3F (10336.420000 sec): 3 clusters Score: Raw -1501737.091008 + Penalty 4555.669438 = -1497181.421570 nChanged 415 SP:Iteration 4Q (10336.470000 sec): 3 clusters Score: Raw -1501914.258218 + Penalty 4555.669438 = -1497358.588780 nChanged 364 SP:Iteration 5Q (10336.520000 sec): 3 clusters Score: Raw -1502052.412795 + Penalty 4555.669438 = -1497496.743357 nChanged 299 SP:Iteration 6Q (10336.560000 sec): 3 clusters Score: Raw -1502169.758330 + Penalty 4555.669438 = -1497614.088893 nChanged 272 SP:Iteration 7Q (10336.610000 sec): 3 clusters Score: Raw -1502281.420337 + Penalty 4555.669438 = -1497725.750899 nChanged 271 SP:Iteration 8Q (10336.660000 sec): 3 clusters Score: Raw -1502397.448575 + Penalty 4555.669438 = -1497841.779138 nChanged 257 SP:Iteration 9Q (10336.710000 sec): 3 clusters Score: Raw -1502497.076969 + Penalty 4555.669438 = -1497941.407532 nChanged 224 SP:Iteration 10Q (10336.760000 sec): 3 clusters Score: Raw -1502597.894356 + Penalty 4555.669438 = -1498042.224918 nChanged 251 SP:Iteration 11Q (10336.800000 sec): 3 clusters Score: Raw -1502706.307394 + Penalty 4555.669438 = -1498150.637956 nChanged 239 SP:Iteration 12Q (10336.850000 sec): 3 clusters Score: Raw -1502820.969695 + Penalty 4555.669438 = -1498265.300257 nChanged 246 SP:Iteration 13Q (10336.900000 sec): 3 clusters Score: Raw -1502964.233799 + Penalty 4555.669438 = -1498408.564361 nChanged 267 SP:Iteration 14Q (10336.950000 sec): 3 clusters Score: Raw -1503125.158857 + Penalty 4555.669438 = -1498569.489419 nChanged 283 SP:Iteration 15Q (10337.000000 sec): 3 clusters Score: Raw -1503333.934370 + Penalty 4555.669438 = -1498778.264933 nChanged 268 SP:Iteration 16Q (10337.040000 sec): 3 clusters Score: Raw -1503590.495183 + Penalty 4555.669438 = -1499034.825745 nChanged 271 SP:Iteration 17Q (10337.090000 sec): 3 clusters Score: Raw -1503885.217169 + Penalty 4555.669438 = -1499329.547731 nChanged 266 SP:Iteration 18Q (10337.140000 sec): 3 clusters Score: Raw -1504177.068902 + Penalty 4555.669438 = -1499621.399464 nChanged 265 SP:Iteration 19Q (10337.180000 sec): 3 clusters Score: Raw -1504508.334881 + Penalty 4555.669438 = -1499952.665443 nChanged 271 SP:Iteration 20F (10337.230000 sec): 3 clusters Score: Raw -1504768.435869 + Penalty 4555.669438 = -1500212.766431 nChanged 225 SP:Iteration 21Q (10337.270000 sec): 3 clusters Score: Raw -1504943.340301 + Penalty 4555.669438 = -1500387.670863 nChanged 185 SP:Iteration 22Q (10337.310000 sec): 3 clusters Score: Raw -1505059.559369 + Penalty 4555.669438 = -1500503.889931 nChanged 122 SP:Iteration 23Q (10337.350000 sec): 3 clusters Score: Raw -1505140.206585 + Penalty 4555.669438 = -1500584.537148 nChanged 131 SP:Iteration 24Q (10337.390000 sec): 3 clusters Score: Raw -1505217.654741 + Penalty 4555.669438 = -1500661.985303 nChanged 111 SP:Iteration 25Q (10337.430000 sec): 3 clusters Score: Raw -1505275.419303 + Penalty 4555.669438 = -1500719.749866 nChanged 89 SP:Iteration 26Q (10337.470000 sec): 3 clusters Score: Raw -1505320.342289 + Penalty 4555.669438 = -1500764.672851 nChanged 70 SP:Iteration 27Q (10337.510000 sec): 3 clusters Score: Raw -1505351.303656 + Penalty 4555.669438 = -1500795.634218 nChanged 64 SP:Iteration 28Q (10337.550000 sec): 3 clusters Score: Raw -1505373.017962 + Penalty 4555.669438 = -1500817.348524 nChanged 31 SP:Iteration 29Q (10337.580000 sec): 3 clusters Score: Raw -1505381.880284 + Penalty 4555.669438 = -1500826.210846 nChanged 23 SP:Iteration 30Q (10337.620000 sec): 3 clusters Score: Raw -1505389.446692 + Penalty 4555.669438 = -1500833.777254 nChanged 15 SP:Iteration 31Q (10337.660000 sec): 3 clusters Score: Raw -1505392.755216 + Penalty 4555.669438 = -1500837.085779 nChanged 5 SP:Iteration 32Q (10337.700000 sec): 3 clusters Score: Raw -1505393.892083 + Penalty 4555.669438 = -1500838.222646 nChanged 4 SP:Iteration 33Q (10337.740000 sec): 3 clusters Score: Raw -1505394.942934 + Penalty 4555.669438 = -1500839.273497 nChanged 6 SP:Iteration 34Q (10337.780000 sec): 3 clusters Score: Raw -1505396.196099 + Penalty 4555.669438 = -1500840.526661 nChanged 5 SP:Iteration 35Q (10337.820000 sec): 3 clusters Score: Raw -1505397.434773 + Penalty 4555.669438 = -1500841.765335 nChanged 3 SP:Iteration 36Q (10337.860000 sec): 3 clusters Score: Raw -1505398.306691 + Penalty 4555.669438 = -1500842.637254 nChanged 10 SP:Iteration 37Q (10337.900000 sec): 3 clusters Score: Raw -1505400.615771 + Penalty 4555.669438 = -1500844.946333 nChanged 6 SP:Iteration 38Q (10337.940000 sec): 3 clusters Score: Raw -1505402.022042 + Penalty 4555.669438 = -1500846.352604 nChanged 8 SP:Iteration 39Q (10337.980000 sec): 3 clusters Score: Raw -1505404.249134 + Penalty 4555.669438 = -1500848.579696 nChanged 10 SP:Iteration 40F (10338.030000 sec): 3 clusters Score: Raw -1505406.206269 + Penalty 4555.669438 = -1500850.536831 nChanged 5 SP:Iteration 41Q (10338.070000 sec): 3 clusters Score: Raw -1505407.027588 + Penalty 4555.669438 = -1500851.358150 nChanged 3 SP:Iteration 42Q (10338.110000 sec): 3 clusters Score: Raw -1505407.829876 + Penalty 4555.669438 = -1500852.160439 nChanged 3 SP:Iteration 43Q (10338.150000 sec): 3 clusters Score: Raw -1505408.583242 + Penalty 4555.669438 = -1500852.913804 nChanged 3 SP:Iteration 44Q (10338.190000 sec): 3 clusters Score: Raw -1505409.370261 + Penalty 4555.669438 = -1500853.700823 nChanged 3 SP:Iteration 45Q (10338.230000 sec): 3 clusters Score: Raw -1505409.959144 + Penalty 4555.669438 = -1500854.289706 nChanged 5 SP:Iteration 46Q (10338.270000 sec): 3 clusters Score: Raw -1505410.760489 + Penalty 4555.669438 = -1500855.091052 nChanged 2 SP:Iteration 47Q (10338.310000 sec): 3 clusters Score: Raw -1505411.158509 + Penalty 4555.669438 = -1500855.489071 nChanged 3 SP:Iteration 48Q (10338.340000 sec): 3 clusters Score: Raw -1505411.902040 + Penalty 4555.669438 = -1500856.232602 nChanged 2 SP:Iteration 49Q (10338.380000 sec): 3 clusters Score: Raw -1505412.295935 + Penalty 4555.669438 = -1500856.626497 nChanged 1 SP:Iteration 50Q (10338.420000 sec): 3 clusters Score: Raw -1505412.501240 + Penalty 4555.669438 = -1500856.831802 nChanged 0 SP:Iteration 51F (10338.470000 sec): 3 clusters Score: Raw -1505412.501240 + Penalty 4555.669438 = -1500856.831802 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 28 (15713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10338.550000 sec): 2 clusters Score: Raw -2522444.975952 + Penalty 2396.236431 = -2520048.739520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10338.620000 sec): 3 clusters Score: Raw -2513603.709635 + Penalty 4792.472862 = -2508811.236773 nChanged 6719 SP:Iteration 1F (10338.700000 sec): 3 clusters Score: Raw -2517259.060452 + Penalty 4792.472862 = -2512466.587589 nChanged 1020 SP:Iteration 2F (10338.780000 sec): 3 clusters Score: Raw -2517746.899685 + Penalty 4792.472862 = -2512954.426823 nChanged 899 SP:Iteration 3F (10338.860000 sec): 3 clusters Score: Raw -2518137.509087 + Penalty 4792.472862 = -2513345.036225 nChanged 784 SP:Iteration 4Q (10338.940000 sec): 3 clusters Score: Raw -2518491.283968 + Penalty 4792.472862 = -2513698.811106 nChanged 780 SP:Iteration 5Q (10339.020000 sec): 3 clusters Score: Raw -2518875.663843 + Penalty 4792.472862 = -2514083.190980 nChanged 775 SP:Iteration 6Q (10339.100000 sec): 3 clusters Score: Raw -2519300.991849 + Penalty 4792.472862 = -2514508.518987 nChanged 788 SP:Iteration 7F (10339.180000 sec): 3 clusters Score: Raw -2519741.576716 + Penalty 4792.472862 = -2514949.103853 nChanged 783 SP:Iteration 8Q (10339.260000 sec): 3 clusters Score: Raw -2520206.634995 + Penalty 4792.472862 = -2515414.162132 nChanged 730 SP:Iteration 9Q (10339.340000 sec): 3 clusters Score: Raw -2520650.252274 + Penalty 4792.472862 = -2515857.779412 nChanged 611 SP:Iteration 10Q (10339.420000 sec): 3 clusters Score: Raw -2520991.471358 + Penalty 4792.472862 = -2516198.998496 nChanged 552 SP:Iteration 11Q (10339.500000 sec): 3 clusters Score: Raw -2521319.228406 + Penalty 4792.472862 = -2516526.755543 nChanged 507 SP:Iteration 12Q (10339.570000 sec): 3 clusters Score: Raw -2521595.581515 + Penalty 4792.472862 = -2516803.108652 nChanged 415 SP:Iteration 13Q (10339.650000 sec): 3 clusters Score: Raw -2521824.825833 + Penalty 4792.472862 = -2517032.352971 nChanged 366 SP:Iteration 14Q (10339.730000 sec): 3 clusters Score: Raw -2522025.832246 + Penalty 4792.472862 = -2517233.359384 nChanged 311 SP:Iteration 15Q (10339.800000 sec): 3 clusters Score: Raw -2522201.572407 + Penalty 4792.472862 = -2517409.099544 nChanged 267 SP:Iteration 16Q (10339.880000 sec): 3 clusters Score: Raw -2522356.670452 + Penalty 4792.472862 = -2517564.197590 nChanged 204 SP:Iteration 17Q (10339.960000 sec): 3 clusters Score: Raw -2522479.426065 + Penalty 4792.472862 = -2517686.953203 nChanged 186 SP:Iteration 18Q (10340.030000 sec): 3 clusters Score: Raw -2522580.836119 + Penalty 4792.472862 = -2517788.363256 nChanged 150 SP:Iteration 19Q (10340.110000 sec): 3 clusters Score: Raw -2522657.913122 + Penalty 4792.472862 = -2517865.440260 nChanged 105 SP:Iteration 20F (10340.180000 sec): 3 clusters Score: Raw -2522712.361215 + Penalty 4792.472862 = -2517919.888353 nChanged 79 SP:Iteration 21Q (10340.260000 sec): 3 clusters Score: Raw -2522758.258192 + Penalty 4792.472862 = -2517965.785330 nChanged 55 SP:Iteration 22Q (10340.330000 sec): 3 clusters Score: Raw -2522788.863919 + Penalty 4792.472862 = -2517996.391057 nChanged 44 SP:Iteration 23Q (10340.400000 sec): 3 clusters Score: Raw -2522815.669330 + Penalty 4792.472862 = -2518023.196467 nChanged 51 SP:Iteration 24Q (10340.470000 sec): 3 clusters Score: Raw -2522844.543575 + Penalty 4792.472862 = -2518052.070713 nChanged 33 SP:Iteration 25Q (10340.540000 sec): 3 clusters Score: Raw -2522860.036563 + Penalty 4792.472862 = -2518067.563701 nChanged 27 SP:Iteration 26Q (10340.620000 sec): 3 clusters Score: Raw -2522876.677355 + Penalty 4792.472862 = -2518084.204492 nChanged 34 SP:Iteration 27Q (10340.680000 sec): 3 clusters Score: Raw -2522894.986984 + Penalty 4792.472862 = -2518102.514122 nChanged 22 SP:Iteration 28Q (10340.760000 sec): 3 clusters Score: Raw -2522905.469747 + Penalty 4792.472862 = -2518112.996884 nChanged 20 SP:Iteration 29Q (10340.820000 sec): 3 clusters Score: Raw -2522916.726965 + Penalty 4792.472862 = -2518124.254103 nChanged 20 SP:Iteration 30Q (10340.890000 sec): 3 clusters Score: Raw -2522925.776201 + Penalty 4792.472862 = -2518133.303338 nChanged 10 SP:Iteration 31Q (10340.960000 sec): 3 clusters Score: Raw -2522930.968339 + Penalty 4792.472862 = -2518138.495476 nChanged 18 SP:Iteration 32Q (10341.030000 sec): 3 clusters Score: Raw -2522938.069510 + Penalty 4792.472862 = -2518145.596647 nChanged 10 SP:Iteration 33Q (10341.100000 sec): 3 clusters Score: Raw -2522944.734590 + Penalty 4792.472862 = -2518152.261727 nChanged 10 SP:Iteration 34Q (10341.170000 sec): 3 clusters Score: Raw -2522949.431660 + Penalty 4792.472862 = -2518156.958797 nChanged 5 SP:Iteration 35Q (10341.240000 sec): 3 clusters Score: Raw -2522952.522431 + Penalty 4792.472862 = -2518160.049569 nChanged 12 SP:Iteration 36Q (10341.300000 sec): 3 clusters Score: Raw -2522961.075003 + Penalty 4792.472862 = -2518168.602141 nChanged 11 SP:Iteration 37Q (10341.370000 sec): 3 clusters Score: Raw -2522968.313963 + Penalty 4792.472862 = -2518175.841100 nChanged 10 SP:Iteration 38Q (10341.440000 sec): 3 clusters Score: Raw -2522973.964345 + Penalty 4792.472862 = -2518181.491483 nChanged 9 SP:Iteration 39Q (10341.500000 sec): 3 clusters Score: Raw -2522979.504546 + Penalty 4792.472862 = -2518187.031683 nChanged 9 SP:Iteration 40F (10341.580000 sec): 3 clusters Score: Raw -2522983.750453 + Penalty 4792.472862 = -2518191.277591 nChanged 7 SP:Iteration 41Q (10341.650000 sec): 3 clusters Score: Raw -2522987.755883 + Penalty 4792.472862 = -2518195.283021 nChanged 11 SP:Iteration 42Q (10341.720000 sec): 3 clusters Score: Raw -2522994.460298 + Penalty 4792.472862 = -2518201.987435 nChanged 6 SP:Iteration 43Q (10341.780000 sec): 3 clusters Score: Raw -2522997.932447 + Penalty 4792.472862 = -2518205.459584 nChanged 6 SP:Iteration 44Q (10341.850000 sec): 3 clusters Score: Raw -2523001.697835 + Penalty 4792.472862 = -2518209.224972 nChanged 9 SP:Iteration 45Q (10341.920000 sec): 3 clusters Score: Raw -2523008.076267 + Penalty 4792.472862 = -2518215.603404 nChanged 4 SP:Iteration 46Q (10341.990000 sec): 3 clusters Score: Raw -2523011.669002 + Penalty 4792.472862 = -2518219.196139 nChanged 4 SP:Iteration 47Q (10342.050000 sec): 3 clusters Score: Raw -2523014.758408 + Penalty 4792.472862 = -2518222.285545 nChanged 2 SP:Iteration 48Q (10342.120000 sec): 3 clusters Score: Raw -2523016.022485 + Penalty 4792.472862 = -2518223.549623 nChanged 4 SP:Iteration 49Q (10342.180000 sec): 3 clusters Score: Raw -2523018.651914 + Penalty 4792.472862 = -2518226.179052 nChanged 1 SP:Iteration 50Q (10342.250000 sec): 3 clusters Score: Raw -2523019.143485 + Penalty 4792.472862 = -2518226.670622 nChanged 2 SP:Iteration 51Q (10342.320000 sec): 3 clusters Score: Raw -2523020.046402 + Penalty 4792.472862 = -2518227.573539 nChanged 0 SP:Iteration 52F (10342.400000 sec): 3 clusters Score: Raw -2523020.046402 + Penalty 4792.472862 = -2518227.573539 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 29 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10342.410000 sec): 2 clusters Score: Raw -46052.033248 + Penalty 1425.058391 = -44626.974857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10342.410000 sec): 3 clusters Score: Raw -46159.807653 + Penalty 2850.116783 = -43309.690870 nChanged 41 SP:Iteration 1F (10342.410000 sec): 3 clusters Score: Raw -46291.705103 + Penalty 2850.116783 = -43441.588320 nChanged 11 SP:Iteration 2Q (10342.420000 sec): 3 clusters Score: Raw -46317.336065 + Penalty 2850.116783 = -43467.219282 nChanged 2 SP:Iteration 3Q (10342.420000 sec): 3 clusters Score: Raw -46321.523058 + Penalty 2850.116783 = -43471.406275 nChanged 0 SP:Iteration 4F (10342.420000 sec): 3 clusters Score: Raw -46321.523058 + Penalty 2850.116783 = -43471.406275 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 30 (4294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10342.440000 sec): 2 clusters Score: Raw -687432.476428 + Penalty 2074.513547 = -685357.962882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10342.460000 sec): 3 clusters Score: Raw -685450.505927 + Penalty 4149.027093 = -681301.478834 nChanged 1553 SP:Iteration 1F (10342.480000 sec): 3 clusters Score: Raw -686346.333482 + Penalty 4149.027093 = -682197.306389 nChanged 327 SP:Iteration 2F (10342.510000 sec): 3 clusters Score: Raw -686549.813855 + Penalty 4149.027093 = -682400.786761 nChanged 213 SP:Iteration 3Q (10342.530000 sec): 3 clusters Score: Raw -686685.275607 + Penalty 4149.027093 = -682536.248514 nChanged 177 SP:Iteration 4Q (10342.550000 sec): 3 clusters Score: Raw -686784.800423 + Penalty 4149.027093 = -682635.773330 nChanged 128 SP:Iteration 5Q (10342.570000 sec): 3 clusters Score: Raw -686847.838146 + Penalty 4149.027093 = -682698.811052 nChanged 105 SP:Iteration 6Q (10342.590000 sec): 3 clusters Score: Raw -686895.057024 + Penalty 4149.027093 = -682746.029931 nChanged 89 SP:Iteration 7Q (10342.620000 sec): 3 clusters Score: Raw -686943.009031 + Penalty 4149.027093 = -682793.981938 nChanged 95 SP:Iteration 8Q (10342.640000 sec): 3 clusters Score: Raw -686990.850231 + Penalty 4149.027093 = -682841.823137 nChanged 86 SP:Iteration 9Q (10342.660000 sec): 3 clusters Score: Raw -687032.204617 + Penalty 4149.027093 = -682883.177524 nChanged 75 SP:Iteration 10Q (10342.680000 sec): 3 clusters Score: Raw -687070.703183 + Penalty 4149.027093 = -682921.676090 nChanged 71 SP:Iteration 11Q (10342.700000 sec): 3 clusters Score: Raw -687109.889891 + Penalty 4149.027093 = -682960.862798 nChanged 83 SP:Iteration 12Q (10342.720000 sec): 3 clusters Score: Raw -687158.547338 + Penalty 4149.027093 = -683009.520245 nChanged 71 SP:Iteration 13Q (10342.740000 sec): 3 clusters Score: Raw -687211.387566 + Penalty 4149.027093 = -683062.360472 nChanged 95 SP:Iteration 14Q (10342.760000 sec): 3 clusters Score: Raw -687275.981973 + Penalty 4149.027093 = -683126.954880 nChanged 88 SP:Iteration 15Q (10342.790000 sec): 3 clusters Score: Raw -687327.529426 + Penalty 4149.027093 = -683178.502333 nChanged 90 SP:Iteration 16Q (10342.800000 sec): 3 clusters Score: Raw -687383.313516 + Penalty 4149.027093 = -683234.286423 nChanged 81 SP:Iteration 17Q (10342.820000 sec): 3 clusters Score: Raw -687430.531888 + Penalty 4149.027093 = -683281.504795 nChanged 61 SP:Iteration 18Q (10342.850000 sec): 3 clusters Score: Raw -687462.225020 + Penalty 4149.027093 = -683313.197926 nChanged 51 SP:Iteration 19Q (10342.870000 sec): 3 clusters Score: Raw -687490.172272 + Penalty 4149.027093 = -683341.145178 nChanged 48 SP:Iteration 20F (10342.890000 sec): 3 clusters Score: Raw -687517.333183 + Penalty 4149.027093 = -683368.306090 nChanged 48 SP:Iteration 21Q (10342.910000 sec): 3 clusters Score: Raw -687546.828301 + Penalty 4149.027093 = -683397.801207 nChanged 44 SP:Iteration 22Q (10342.930000 sec): 3 clusters Score: Raw -687568.197384 + Penalty 4149.027093 = -683419.170291 nChanged 36 SP:Iteration 23Q (10342.950000 sec): 3 clusters Score: Raw -687591.148991 + Penalty 4149.027093 = -683442.121898 nChanged 33 SP:Iteration 24Q (10342.980000 sec): 3 clusters Score: Raw -687610.238972 + Penalty 4149.027093 = -683461.211878 nChanged 38 SP:Iteration 25Q (10343.000000 sec): 3 clusters Score: Raw -687631.690809 + Penalty 4149.027093 = -683482.663716 nChanged 28 SP:Iteration 26Q (10343.020000 sec): 3 clusters Score: Raw -687648.625029 + Penalty 4149.027093 = -683499.597936 nChanged 30 SP:Iteration 27Q (10343.040000 sec): 3 clusters Score: Raw -687669.576255 + Penalty 4149.027093 = -683520.549162 nChanged 24 SP:Iteration 28Q (10343.060000 sec): 3 clusters Score: Raw -687687.662075 + Penalty 4149.027093 = -683538.634982 nChanged 27 SP:Iteration 29Q (10343.080000 sec): 3 clusters Score: Raw -687706.032842 + Penalty 4149.027093 = -683557.005749 nChanged 22 SP:Iteration 30Q (10343.100000 sec): 3 clusters Score: Raw -687721.192084 + Penalty 4149.027093 = -683572.164991 nChanged 22 SP:Iteration 31Q (10343.120000 sec): 3 clusters Score: Raw -687735.411686 + Penalty 4149.027093 = -683586.384593 nChanged 19 SP:Iteration 32Q (10343.140000 sec): 3 clusters Score: Raw -687746.515976 + Penalty 4149.027093 = -683597.488883 nChanged 15 SP:Iteration 33Q (10343.160000 sec): 3 clusters Score: Raw -687755.861601 + Penalty 4149.027093 = -683606.834507 nChanged 10 SP:Iteration 34Q (10343.180000 sec): 3 clusters Score: Raw -687761.560890 + Penalty 4149.027093 = -683612.533797 nChanged 7 SP:Iteration 35Q (10343.200000 sec): 3 clusters Score: Raw -687765.685697 + Penalty 4149.027093 = -683616.658604 nChanged 6 SP:Iteration 36Q (10343.220000 sec): 3 clusters Score: Raw -687768.709185 + Penalty 4149.027093 = -683619.682092 nChanged 7 SP:Iteration 37Q (10343.240000 sec): 3 clusters Score: Raw -687773.120107 + Penalty 4149.027093 = -683624.093013 nChanged 9 SP:Iteration 38Q (10343.260000 sec): 3 clusters Score: Raw -687777.404722 + Penalty 4149.027093 = -683628.377628 nChanged 9 SP:Iteration 39Q (10343.280000 sec): 3 clusters Score: Raw -687781.339301 + Penalty 4149.027093 = -683632.312208 nChanged 4 SP:Iteration 40F (10343.300000 sec): 3 clusters Score: Raw -687783.088953 + Penalty 4149.027093 = -683634.061859 nChanged 3 SP:Iteration 41Q (10343.330000 sec): 3 clusters Score: Raw -687784.372834 + Penalty 4149.027093 = -683635.345741 nChanged 3 SP:Iteration 42Q (10343.350000 sec): 3 clusters Score: Raw -687785.340414 + Penalty 4149.027093 = -683636.313320 nChanged 0 SP:Iteration 43F (10343.370000 sec): 3 clusters Score: Raw -687785.340414 + Penalty 4149.027093 = -683636.313320 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 31 (1847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10343.380000 sec): 2 clusters Score: Raw -259875.879946 + Penalty 1865.286859 = -258010.593087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10343.390000 sec): 3 clusters Score: Raw -259288.373547 + Penalty 3730.573718 = -255557.799829 nChanged 600 SP:Iteration 1F (10343.400000 sec): 3 clusters Score: Raw -259953.569619 + Penalty 3730.573718 = -256222.995901 nChanged 179 SP:Iteration 2F (10343.410000 sec): 3 clusters Score: Raw -260230.570338 + Penalty 3730.573718 = -256499.996620 nChanged 132 SP:Iteration 3F (10343.420000 sec): 3 clusters Score: Raw -260442.943112 + Penalty 3730.573718 = -256712.369394 nChanged 104 SP:Iteration 4F (10343.430000 sec): 3 clusters Score: Raw -260598.215528 + Penalty 3730.573718 = -256867.641810 nChanged 69 SP:Iteration 5Q (10343.440000 sec): 3 clusters Score: Raw -260682.264528 + Penalty 3730.573718 = -256951.690810 nChanged 47 SP:Iteration 6Q (10343.440000 sec): 3 clusters Score: Raw -260735.475997 + Penalty 3730.573718 = -257004.902279 nChanged 35 SP:Iteration 7Q (10343.450000 sec): 3 clusters Score: Raw -260789.543178 + Penalty 3730.573718 = -257058.969460 nChanged 34 SP:Iteration 8Q (10343.460000 sec): 3 clusters Score: Raw -260837.471602 + Penalty 3730.573718 = -257106.897883 nChanged 27 SP:Iteration 9Q (10343.470000 sec): 3 clusters Score: Raw -260875.587954 + Penalty 3730.573718 = -257145.014235 nChanged 24 SP:Iteration 10Q (10343.480000 sec): 3 clusters Score: Raw -260902.408088 + Penalty 3730.573718 = -257171.834370 nChanged 16 SP:Iteration 11Q (10343.490000 sec): 3 clusters Score: Raw -260920.340469 + Penalty 3730.573718 = -257189.766751 nChanged 14 SP:Iteration 12Q (10343.500000 sec): 3 clusters Score: Raw -260935.501851 + Penalty 3730.573718 = -257204.928132 nChanged 11 SP:Iteration 13Q (10343.500000 sec): 3 clusters Score: Raw -260945.984024 + Penalty 3730.573718 = -257215.410305 nChanged 9 SP:Iteration 14Q (10343.510000 sec): 3 clusters Score: Raw -260956.269399 + Penalty 3730.573718 = -257225.695681 nChanged 3 SP:Iteration 15Q (10343.520000 sec): 3 clusters Score: Raw -260959.831291 + Penalty 3730.573718 = -257229.257572 nChanged 5 SP:Iteration 16Q (10343.530000 sec): 3 clusters Score: Raw -260965.140001 + Penalty 3730.573718 = -257234.566283 nChanged 6 SP:Iteration 17Q (10343.540000 sec): 3 clusters Score: Raw -260968.997660 + Penalty 3730.573718 = -257238.423942 nChanged 5 SP:Iteration 18Q (10343.540000 sec): 3 clusters Score: Raw -260972.609225 + Penalty 3730.573718 = -257242.035507 nChanged 4 SP:Iteration 19Q (10343.550000 sec): 3 clusters Score: Raw -260975.320767 + Penalty 3730.573718 = -257244.747049 nChanged 3 SP:Iteration 20F (10343.560000 sec): 3 clusters Score: Raw -260977.968845 + Penalty 3730.573718 = -257247.395126 nChanged 2 SP:Iteration 21Q (10343.570000 sec): 3 clusters Score: Raw -260979.865813 + Penalty 3730.573718 = -257249.292095 nChanged 4 SP:Iteration 22Q (10343.580000 sec): 3 clusters Score: Raw -260982.696195 + Penalty 3730.573718 = -257252.122476 nChanged 1 SP:Iteration 23Q (10343.580000 sec): 3 clusters Score: Raw -260983.506163 + Penalty 3730.573718 = -257252.932444 nChanged 1 SP:Iteration 24Q (10343.590000 sec): 3 clusters Score: Raw -260983.894474 + Penalty 3730.573718 = -257253.320755 nChanged 0 SP:Iteration 25F (10343.600000 sec): 3 clusters Score: Raw -260983.894474 + Penalty 3730.573718 = -257253.320755 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 32 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10343.610000 sec): 2 clusters Score: Raw -77914.222771 + Penalty 1555.673498 = -76358.549273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10343.610000 sec): 3 clusters Score: Raw -77906.985877 + Penalty 3111.346995 = -74795.638882 nChanged 100 SP:Iteration 1F (10343.620000 sec): 3 clusters Score: Raw -78103.827754 + Penalty 3111.346995 = -74992.480759 nChanged 36 SP:Iteration 2F (10343.620000 sec): 3 clusters Score: Raw -78179.177006 + Penalty 3111.346995 = -75067.830011 nChanged 14 SP:Iteration 3Q (10343.620000 sec): 3 clusters Score: Raw -78208.709226 + Penalty 3111.346995 = -75097.362231 nChanged 5 SP:Iteration 4Q (10343.620000 sec): 3 clusters Score: Raw -78219.627073 + Penalty 3111.346995 = -75108.280078 nChanged 6 SP:Iteration 5Q (10343.620000 sec): 3 clusters Score: Raw -78229.994533 + Penalty 3111.346995 = -75118.647537 nChanged 5 SP:Iteration 6Q (10343.630000 sec): 3 clusters Score: Raw -78238.227566 + Penalty 3111.346995 = -75126.880571 nChanged 3 SP:Iteration 7Q (10343.630000 sec): 3 clusters Score: Raw -78247.707472 + Penalty 3111.346995 = -75136.360477 nChanged 2 SP:Iteration 8Q (10343.630000 sec): 3 clusters Score: Raw -78252.443901 + Penalty 3111.346995 = -75141.096906 nChanged 1 SP:Iteration 9Q (10343.640000 sec): 3 clusters Score: Raw -78253.549317 + Penalty 3111.346995 = -75142.202322 nChanged 0 SP:Iteration 10F (10343.640000 sec): 3 clusters Score: Raw -78253.549317 + Penalty 3111.346995 = -75142.202322 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 33 (248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10343.640000 sec): 2 clusters Score: Raw -36986.502868 + Penalty 1367.330329 = -35619.172539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10343.640000 sec): 3 clusters Score: Raw -37166.926092 + Penalty 2734.660658 = -34432.265434 nChanged 22 SP:Iteration 1F (10343.650000 sec): 3 clusters Score: Raw -37257.582256 + Penalty 2734.660658 = -34522.921598 nChanged 6 SP:Iteration 2Q (10343.650000 sec): 3 clusters Score: Raw -37287.428754 + Penalty 2734.660658 = -34552.768096 nChanged 5 SP:Iteration 3Q (10343.650000 sec): 3 clusters Score: Raw -37307.276129 + Penalty 2734.660658 = -34572.615471 nChanged 4 SP:Iteration 4Q (10343.650000 sec): 3 clusters Score: Raw -37325.195869 + Penalty 2734.660658 = -34590.535211 nChanged 0 SP:Iteration 5F (10343.650000 sec): 3 clusters Score: Raw -37325.195869 + Penalty 2734.660658 = -34590.535211 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 34 (3590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10343.670000 sec): 2 clusters Score: Raw -555780.406349 + Penalty 2030.105055 = -553750.301294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10343.690000 sec): 3 clusters Score: Raw -554163.106335 + Penalty 4060.210111 = -550102.896224 nChanged 1309 SP:Iteration 1F (10343.710000 sec): 3 clusters Score: Raw -554942.186248 + Penalty 4060.210111 = -550881.976138 nChanged 312 SP:Iteration 2F (10343.730000 sec): 3 clusters Score: Raw -555172.676907 + Penalty 4060.210111 = -551112.466796 nChanged 208 SP:Iteration 3F (10343.740000 sec): 3 clusters Score: Raw -555332.438539 + Penalty 4060.210111 = -551272.228428 nChanged 149 SP:Iteration 4Q (10343.760000 sec): 3 clusters Score: Raw -555478.960357 + Penalty 4060.210111 = -551418.750246 nChanged 171 SP:Iteration 5Q (10343.780000 sec): 3 clusters Score: Raw -555643.738464 + Penalty 4060.210111 = -551583.528353 nChanged 161 SP:Iteration 6Q (10343.800000 sec): 3 clusters Score: Raw -555786.685236 + Penalty 4060.210111 = -551726.475126 nChanged 148 SP:Iteration 7Q (10343.820000 sec): 3 clusters Score: Raw -555907.575258 + Penalty 4060.210111 = -551847.365148 nChanged 114 SP:Iteration 8Q (10343.830000 sec): 3 clusters Score: Raw -556013.497908 + Penalty 4060.210111 = -551953.287797 nChanged 117 SP:Iteration 9Q (10343.850000 sec): 3 clusters Score: Raw -556108.832199 + Penalty 4060.210111 = -552048.622088 nChanged 93 SP:Iteration 10Q (10343.870000 sec): 3 clusters Score: Raw -556181.202254 + Penalty 4060.210111 = -552120.992143 nChanged 66 SP:Iteration 11Q (10343.880000 sec): 3 clusters Score: Raw -556229.310503 + Penalty 4060.210111 = -552169.100392 nChanged 56 SP:Iteration 12Q (10343.900000 sec): 3 clusters Score: Raw -556263.183248 + Penalty 4060.210111 = -552202.973137 nChanged 35 SP:Iteration 13Q (10343.920000 sec): 3 clusters Score: Raw -556285.314533 + Penalty 4060.210111 = -552225.104423 nChanged 35 SP:Iteration 14Q (10343.940000 sec): 3 clusters Score: Raw -556305.846581 + Penalty 4060.210111 = -552245.636471 nChanged 25 SP:Iteration 15Q (10343.960000 sec): 3 clusters Score: Raw -556318.186915 + Penalty 4060.210111 = -552257.976804 nChanged 17 SP:Iteration 16Q (10343.970000 sec): 3 clusters Score: Raw -556326.659204 + Penalty 4060.210111 = -552266.449093 nChanged 16 SP:Iteration 17Q (10343.990000 sec): 3 clusters Score: Raw -556334.630747 + Penalty 4060.210111 = -552274.420636 nChanged 11 SP:Iteration 18Q (10344.010000 sec): 3 clusters Score: Raw -556339.818137 + Penalty 4060.210111 = -552279.608026 nChanged 14 SP:Iteration 19Q (10344.020000 sec): 3 clusters Score: Raw -556345.625826 + Penalty 4060.210111 = -552285.415715 nChanged 10 SP:Iteration 20F (10344.040000 sec): 3 clusters Score: Raw -556349.864098 + Penalty 4060.210111 = -552289.653987 nChanged 8 SP:Iteration 21Q (10344.060000 sec): 3 clusters Score: Raw -556353.352732 + Penalty 4060.210111 = -552293.142621 nChanged 5 SP:Iteration 22Q (10344.080000 sec): 3 clusters Score: Raw -556355.527414 + Penalty 4060.210111 = -552295.317303 nChanged 6 SP:Iteration 23Q (10344.090000 sec): 3 clusters Score: Raw -556358.303019 + Penalty 4060.210111 = -552298.092908 nChanged 7 SP:Iteration 24Q (10344.110000 sec): 3 clusters Score: Raw -556361.386249 + Penalty 4060.210111 = -552301.176138 nChanged 6 SP:Iteration 25Q (10344.130000 sec): 3 clusters Score: Raw -556362.670314 + Penalty 4060.210111 = -552302.460203 nChanged 2 SP:Iteration 26Q (10344.140000 sec): 3 clusters Score: Raw -556363.197775 + Penalty 4060.210111 = -552302.987664 nChanged 0 SP:Iteration 27F (10344.160000 sec): 3 clusters Score: Raw -556363.197775 + Penalty 4060.210111 = -552302.987664 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 35 (4014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10344.180000 sec): 2 clusters Score: Raw -627914.036815 + Penalty 2057.790795 = -625856.246020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10344.200000 sec): 3 clusters Score: Raw -626112.057187 + Penalty 4115.581591 = -621996.475597 nChanged 1458 SP:Iteration 1F (10344.220000 sec): 3 clusters Score: Raw -627230.369309 + Penalty 4115.581591 = -623114.787719 nChanged 405 SP:Iteration 2F (10344.240000 sec): 3 clusters Score: Raw -627758.073086 + Penalty 4115.581591 = -623642.491495 nChanged 374 SP:Iteration 3F (10344.260000 sec): 3 clusters Score: Raw -628167.451074 + Penalty 4115.581591 = -624051.869483 nChanged 328 SP:Iteration 4F (10344.280000 sec): 3 clusters Score: Raw -628560.870484 + Penalty 4115.581591 = -624445.288894 nChanged 252 SP:Iteration 5F (10344.300000 sec): 3 clusters Score: Raw -628856.240175 + Penalty 4115.581591 = -624740.658584 nChanged 175 SP:Iteration 6Q (10344.320000 sec): 3 clusters Score: Raw -629049.185980 + Penalty 4115.581591 = -624933.604390 nChanged 126 SP:Iteration 7Q (10344.350000 sec): 3 clusters Score: Raw -629194.399719 + Penalty 4115.581591 = -625078.818128 nChanged 93 SP:Iteration 8Q (10344.370000 sec): 3 clusters Score: Raw -629296.166702 + Penalty 4115.581591 = -625180.585112 nChanged 58 SP:Iteration 9Q (10344.390000 sec): 3 clusters Score: Raw -629373.710471 + Penalty 4115.581591 = -625258.128881 nChanged 59 SP:Iteration 10Q (10344.410000 sec): 3 clusters Score: Raw -629445.810742 + Penalty 4115.581591 = -625330.229151 nChanged 37 SP:Iteration 11Q (10344.420000 sec): 3 clusters Score: Raw -629486.472913 + Penalty 4115.581591 = -625370.891322 nChanged 29 SP:Iteration 12Q (10344.440000 sec): 3 clusters Score: Raw -629538.150194 + Penalty 4115.581591 = -625422.568603 nChanged 33 SP:Iteration 13Q (10344.460000 sec): 3 clusters Score: Raw -629582.960292 + Penalty 4115.581591 = -625467.378702 nChanged 25 SP:Iteration 14Q (10344.480000 sec): 3 clusters Score: Raw -629617.600128 + Penalty 4115.581591 = -625502.018538 nChanged 17 SP:Iteration 15Q (10344.490000 sec): 3 clusters Score: Raw -629641.039889 + Penalty 4115.581591 = -625525.458299 nChanged 10 SP:Iteration 16Q (10344.510000 sec): 3 clusters Score: Raw -629651.203582 + Penalty 4115.581591 = -625535.621991 nChanged 6 SP:Iteration 17Q (10344.530000 sec): 3 clusters Score: Raw -629654.861347 + Penalty 4115.581591 = -625539.279757 nChanged 4 SP:Iteration 18Q (10344.550000 sec): 3 clusters Score: Raw -629659.662238 + Penalty 4115.581591 = -625544.080648 nChanged 5 SP:Iteration 19Q (10344.560000 sec): 3 clusters Score: Raw -629666.832606 + Penalty 4115.581591 = -625551.251015 nChanged 1 SP:Iteration 20F (10344.580000 sec): 3 clusters Score: Raw -629668.196681 + Penalty 4115.581591 = -625552.615090 nChanged 2 SP:Iteration 21Q (10344.600000 sec): 3 clusters Score: Raw -629671.663975 + Penalty 4115.581591 = -625556.082384 nChanged 3 SP:Iteration 22Q (10344.610000 sec): 3 clusters Score: Raw -629680.726783 + Penalty 4115.581591 = -625565.145193 nChanged 8 SP:Iteration 23Q (10344.630000 sec): 3 clusters Score: Raw -629689.227759 + Penalty 4115.581591 = -625573.646169 nChanged 7 SP:Iteration 24Q (10344.650000 sec): 3 clusters Score: Raw -629696.743500 + Penalty 4115.581591 = -625581.161910 nChanged 3 SP:Iteration 25Q (10344.660000 sec): 3 clusters Score: Raw -629699.247481 + Penalty 4115.581591 = -625583.665890 nChanged 3 SP:Iteration 26Q (10344.670000 sec): 3 clusters Score: Raw -629701.290021 + Penalty 4115.581591 = -625585.708430 nChanged 1 SP:Iteration 27Q (10344.690000 sec): 3 clusters Score: Raw -629702.180354 + Penalty 4115.581591 = -625586.598763 nChanged 0 SP:Iteration 28F (10344.710000 sec): 3 clusters Score: Raw -629702.180354 + Penalty 4115.581591 = -625586.598763 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 36 (39835 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10344.900000 sec): 2 clusters Score: Raw -6687971.858997 + Penalty 2626.940298 = -6685344.918699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10345.110000 sec): 3 clusters Score: Raw -6663619.111400 + Penalty 5253.880596 = -6658365.230804 nChanged 18139 SP:Iteration 1F (10345.310000 sec): 3 clusters Score: Raw -6673489.945785 + Penalty 5253.880596 = -6668236.065189 nChanged 1549 SP:Iteration 2Q (10345.530000 sec): 3 clusters Score: Raw -6673899.481523 + Penalty 5253.880596 = -6668645.600927 nChanged 1372 SP:Iteration 3Q (10345.740000 sec): 3 clusters Score: Raw -6674238.529364 + Penalty 5253.880596 = -6668984.648768 nChanged 1272 SP:Iteration 4Q (10345.950000 sec): 3 clusters Score: Raw -6674564.348780 + Penalty 5253.880596 = -6669310.468184 nChanged 1256 SP:Iteration 5Q (10346.160000 sec): 3 clusters Score: Raw -6674916.714488 + Penalty 5253.880596 = -6669662.833892 nChanged 1353 SP:Iteration 6Q (10346.370000 sec): 3 clusters Score: Raw -6675378.427673 + Penalty 5253.880596 = -6670124.547077 nChanged 1605 SP:Iteration 7Q (10346.580000 sec): 3 clusters Score: Raw -6676057.121514 + Penalty 5253.880596 = -6670803.240918 nChanged 1989 SP:Iteration 8Q (10346.790000 sec): 3 clusters Score: Raw -6677140.165060 + Penalty 5253.880596 = -6671886.284464 nChanged 2614 SP:Iteration 9F (10346.990000 sec): 3 clusters Score: Raw -6678938.593295 + Penalty 5253.880596 = -6673684.712699 nChanged 3074 SP:Iteration 10F (10347.200000 sec): 3 clusters Score: Raw -6681518.435066 + Penalty 5253.880596 = -6676264.554470 nChanged 2960 SP:Iteration 11F (10347.400000 sec): 3 clusters Score: Raw -6684320.123650 + Penalty 5253.880596 = -6679066.243053 nChanged 2184 SP:Iteration 12F (10347.610000 sec): 3 clusters Score: Raw -6686475.104011 + Penalty 5253.880596 = -6681221.223415 nChanged 1067 SP:Iteration 13Q (10347.790000 sec): 3 clusters Score: Raw -6687527.220870 + Penalty 5253.880596 = -6682273.340274 nChanged 369 SP:Iteration 14Q (10347.950000 sec): 3 clusters Score: Raw -6687940.885978 + Penalty 5253.880596 = -6682687.005382 nChanged 112 SP:Iteration 15Q (10348.100000 sec): 3 clusters Score: Raw -6688088.844432 + Penalty 5253.880596 = -6682834.963835 nChanged 44 SP:Iteration 16Q (10348.240000 sec): 3 clusters Score: Raw -6688160.921865 + Penalty 5253.880596 = -6682907.041269 nChanged 18 SP:Iteration 17Q (10348.390000 sec): 3 clusters Score: Raw -6688187.259183 + Penalty 5253.880596 = -6682933.378587 nChanged 10 SP:Iteration 18Q (10348.530000 sec): 3 clusters Score: Raw -6688206.742404 + Penalty 5253.880596 = -6682952.861808 nChanged 6 SP:Iteration 19Q (10348.670000 sec): 3 clusters Score: Raw -6688220.460751 + Penalty 5253.880596 = -6682966.580155 nChanged 5 SP:Iteration 20F (10348.880000 sec): 3 clusters Score: Raw -6688227.244682 + Penalty 5253.880596 = -6682973.364086 nChanged 4 SP:Iteration 21Q (10349.020000 sec): 3 clusters Score: Raw -6688231.596717 + Penalty 5253.880596 = -6682977.716121 nChanged 2 SP:Iteration 22Q (10349.160000 sec): 3 clusters Score: Raw -6688235.265707 + Penalty 5253.880596 = -6682981.385111 nChanged 0 SP:Iteration 23F (10349.360000 sec): 3 clusters Score: Raw -6688235.265707 + Penalty 5253.880596 = -6682981.385111 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 37 (4426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10349.400000 sec): 2 clusters Score: Raw -690962.094451 + Penalty 2082.022377 = -688880.072074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10349.420000 sec): 3 clusters Score: Raw -688913.149625 + Penalty 4164.044754 = -684749.104871 nChanged 1687 SP:Iteration 1F (10349.440000 sec): 3 clusters Score: Raw -690134.549980 + Penalty 4164.044754 = -685970.505225 nChanged 394 SP:Iteration 2F (10349.470000 sec): 3 clusters Score: Raw -690582.721068 + Penalty 4164.044754 = -686418.676314 nChanged 323 SP:Iteration 3F (10349.490000 sec): 3 clusters Score: Raw -690882.681277 + Penalty 4164.044754 = -686718.636523 nChanged 261 SP:Iteration 4F (10349.510000 sec): 3 clusters Score: Raw -691101.173827 + Penalty 4164.044754 = -686937.129073 nChanged 225 SP:Iteration 5F (10349.530000 sec): 3 clusters Score: Raw -691291.236798 + Penalty 4164.044754 = -687127.192043 nChanged 199 SP:Iteration 6Q (10349.560000 sec): 3 clusters Score: Raw -691428.895149 + Penalty 4164.044754 = -687264.850395 nChanged 150 SP:Iteration 7Q (10349.580000 sec): 3 clusters Score: Raw -691521.551482 + Penalty 4164.044754 = -687357.506727 nChanged 107 SP:Iteration 8Q (10349.600000 sec): 3 clusters Score: Raw -691590.580276 + Penalty 4164.044754 = -687426.535522 nChanged 99 SP:Iteration 9Q (10349.620000 sec): 3 clusters Score: Raw -691643.016194 + Penalty 4164.044754 = -687478.971439 nChanged 85 SP:Iteration 10Q (10349.640000 sec): 3 clusters Score: Raw -691685.688093 + Penalty 4164.044754 = -687521.643339 nChanged 53 SP:Iteration 11Q (10349.660000 sec): 3 clusters Score: Raw -691714.376693 + Penalty 4164.044754 = -687550.331939 nChanged 49 SP:Iteration 12Q (10349.680000 sec): 3 clusters Score: Raw -691735.238147 + Penalty 4164.044754 = -687571.193392 nChanged 40 SP:Iteration 13Q (10349.700000 sec): 3 clusters Score: Raw -691752.662583 + Penalty 4164.044754 = -687588.617828 nChanged 30 SP:Iteration 14Q (10349.720000 sec): 3 clusters Score: Raw -691764.619013 + Penalty 4164.044754 = -687600.574259 nChanged 22 SP:Iteration 15Q (10349.740000 sec): 3 clusters Score: Raw -691772.734023 + Penalty 4164.044754 = -687608.689269 nChanged 15 SP:Iteration 16Q (10349.760000 sec): 3 clusters Score: Raw -691777.385889 + Penalty 4164.044754 = -687613.341135 nChanged 5 SP:Iteration 17Q (10349.780000 sec): 3 clusters Score: Raw -691778.586387 + Penalty 4164.044754 = -687614.541633 nChanged 3 SP:Iteration 18Q (10349.800000 sec): 3 clusters Score: Raw -691779.348785 + Penalty 4164.044754 = -687615.304031 nChanged 7 SP:Iteration 19Q (10349.830000 sec): 3 clusters Score: Raw -691780.591058 + Penalty 4164.044754 = -687616.546304 nChanged 5 SP:Iteration 20F (10349.850000 sec): 3 clusters Score: Raw -691781.852708 + Penalty 4164.044754 = -687617.807954 nChanged 3 SP:Iteration 21Q (10349.870000 sec): 3 clusters Score: Raw -691782.517501 + Penalty 4164.044754 = -687618.472747 nChanged 0 SP:Iteration 22F (10349.890000 sec): 3 clusters Score: Raw -691782.517501 + Penalty 4164.044754 = -687618.472747 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 38 (3400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10349.910000 sec): 2 clusters Score: Raw -513096.003209 + Penalty 2016.619616 = -511079.383593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10349.930000 sec): 3 clusters Score: Raw -511632.071491 + Penalty 4033.239232 = -507598.832259 nChanged 1179 SP:Iteration 1F (10349.940000 sec): 3 clusters Score: Raw -512428.943414 + Penalty 4033.239232 = -508395.704182 nChanged 298 SP:Iteration 2F (10349.960000 sec): 3 clusters Score: Raw -512653.000821 + Penalty 4033.239232 = -508619.761588 nChanged 195 SP:Iteration 3F (10349.980000 sec): 3 clusters Score: Raw -512819.153802 + Penalty 4033.239232 = -508785.914570 nChanged 159 SP:Iteration 4Q (10350.000000 sec): 3 clusters Score: Raw -512961.563984 + Penalty 4033.239232 = -508928.324752 nChanged 143 SP:Iteration 5Q (10350.010000 sec): 3 clusters Score: Raw -513088.817244 + Penalty 4033.239232 = -509055.578012 nChanged 118 SP:Iteration 6Q (10350.030000 sec): 3 clusters Score: Raw -513191.182362 + Penalty 4033.239232 = -509157.943129 nChanged 115 SP:Iteration 7Q (10350.050000 sec): 3 clusters Score: Raw -513299.409808 + Penalty 4033.239232 = -509266.170576 nChanged 122 SP:Iteration 8Q (10350.060000 sec): 3 clusters Score: Raw -513455.847243 + Penalty 4033.239232 = -509422.608011 nChanged 128 SP:Iteration 9Q (10350.080000 sec): 3 clusters Score: Raw -513655.067499 + Penalty 4033.239232 = -509621.828266 nChanged 130 SP:Iteration 10Q (10350.090000 sec): 3 clusters Score: Raw -513843.012816 + Penalty 4033.239232 = -509809.773584 nChanged 147 SP:Iteration 11Q (10350.110000 sec): 3 clusters Score: Raw -514049.133945 + Penalty 4033.239232 = -510015.894713 nChanged 125 SP:Iteration 12Q (10350.120000 sec): 3 clusters Score: Raw -514265.265861 + Penalty 4033.239232 = -510232.026629 nChanged 96 SP:Iteration 13Q (10350.140000 sec): 3 clusters Score: Raw -514405.100153 + Penalty 4033.239232 = -510371.860921 nChanged 72 SP:Iteration 14Q (10350.150000 sec): 3 clusters Score: Raw -514465.761032 + Penalty 4033.239232 = -510432.521800 nChanged 43 SP:Iteration 15Q (10350.170000 sec): 3 clusters Score: Raw -514496.146729 + Penalty 4033.239232 = -510462.907497 nChanged 34 SP:Iteration 16Q (10350.180000 sec): 3 clusters Score: Raw -514515.203062 + Penalty 4033.239232 = -510481.963830 nChanged 18 SP:Iteration 17Q (10350.200000 sec): 3 clusters Score: Raw -514524.322393 + Penalty 4033.239232 = -510491.083160 nChanged 13 SP:Iteration 18Q (10350.210000 sec): 3 clusters Score: Raw -514532.636094 + Penalty 4033.239232 = -510499.396861 nChanged 13 SP:Iteration 19Q (10350.230000 sec): 3 clusters Score: Raw -514541.569023 + Penalty 4033.239232 = -510508.329790 nChanged 9 SP:Iteration 20F (10350.240000 sec): 3 clusters Score: Raw -514548.019987 + Penalty 4033.239232 = -510514.780755 nChanged 9 SP:Iteration 21Q (10350.260000 sec): 3 clusters Score: Raw -514554.359967 + Penalty 4033.239232 = -510521.120735 nChanged 13 SP:Iteration 22Q (10350.280000 sec): 3 clusters Score: Raw -514560.946883 + Penalty 4033.239232 = -510527.707651 nChanged 7 SP:Iteration 23Q (10350.290000 sec): 3 clusters Score: Raw -514564.838877 + Penalty 4033.239232 = -510531.599645 nChanged 4 SP:Iteration 24Q (10350.300000 sec): 3 clusters Score: Raw -514567.597966 + Penalty 4033.239232 = -510534.358734 nChanged 6 SP:Iteration 25Q (10350.320000 sec): 3 clusters Score: Raw -514570.525406 + Penalty 4033.239232 = -510537.286173 nChanged 1 SP:Iteration 26Q (10350.330000 sec): 3 clusters Score: Raw -514570.885848 + Penalty 4033.239232 = -510537.646615 nChanged 1 SP:Iteration 27Q (10350.350000 sec): 3 clusters Score: Raw -514571.163744 + Penalty 4033.239232 = -510537.924512 nChanged 0 SP:Iteration 28F (10350.360000 sec): 3 clusters Score: Raw -514571.163744 + Penalty 4033.239232 = -510537.924512 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 39 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10350.370000 sec): 2 clusters Score: Raw -61114.396099 + Penalty 1460.441734 = -59653.954365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10350.370000 sec): 3 clusters Score: Raw -61256.805165 + Penalty 2920.883467 = -58335.921698 nChanged 67 SP:Iteration 1F (10350.380000 sec): 3 clusters Score: Raw -61439.765685 + Penalty 2920.883467 = -58518.882218 nChanged 20 SP:Iteration 2F (10350.380000 sec): 3 clusters Score: Raw -61500.171311 + Penalty 2920.883467 = -58579.287844 nChanged 15 SP:Iteration 3Q (10350.380000 sec): 3 clusters Score: Raw -61544.387631 + Penalty 2920.883467 = -58623.504164 nChanged 13 SP:Iteration 4Q (10350.380000 sec): 3 clusters Score: Raw -61599.663470 + Penalty 2920.883467 = -58678.780003 nChanged 8 SP:Iteration 5Q (10350.380000 sec): 3 clusters Score: Raw -61614.597239 + Penalty 2920.883467 = -58693.713771 nChanged 5 SP:Iteration 6Q (10350.380000 sec): 3 clusters Score: Raw -61631.113622 + Penalty 2920.883467 = -58710.230155 nChanged 3 SP:Iteration 7Q (10350.390000 sec): 3 clusters Score: Raw -61638.774471 + Penalty 2920.883467 = -58717.891004 nChanged 2 SP:Iteration 8Q (10350.390000 sec): 3 clusters Score: Raw -61642.246419 + Penalty 2920.883467 = -58721.362952 nChanged 0 SP:Iteration 9F (10350.390000 sec): 3 clusters Score: Raw -61642.246419 + Penalty 2920.883467 = -58721.362952 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 40 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10350.400000 sec): 2 clusters Score: Raw -19935.246531 + Penalty 1266.274478 = -18668.972054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10350.400000 sec): 3 clusters Score: Raw -20240.321971 + Penalty 2532.548955 = -17707.773016 nChanged 15 SP:Iteration 1F (10350.400000 sec): 3 clusters Score: Raw -20387.210129 + Penalty 2532.548955 = -17854.661173 nChanged 5 SP:Iteration 2Q (10350.400000 sec): 3 clusters Score: Raw -20484.607976 + Penalty 2532.548955 = -17952.059021 nChanged 2 SP:Iteration 3Q (10350.400000 sec): 3 clusters Score: Raw -20508.596663 + Penalty 2532.548955 = -17976.047708 nChanged 1 SP:Iteration 4Q (10350.400000 sec): 3 clusters Score: Raw -20513.269694 + Penalty 2532.548955 = -17980.720739 nChanged 1 SP:Iteration 5Q (10350.400000 sec): 3 clusters Score: Raw -20518.636668 + Penalty 2532.548955 = -17986.087713 nChanged 1 SP:Iteration 6Q (10350.400000 sec): 3 clusters Score: Raw -20522.615466 + Penalty 2532.548955 = -17990.066511 nChanged 1 SP:Iteration 7Q (10350.400000 sec): 3 clusters Score: Raw -20525.007316 + Penalty 2532.548955 = -17992.458361 nChanged 1 SP:Iteration 8Q (10350.400000 sec): 3 clusters Score: Raw -20535.714032 + Penalty 2532.548955 = -18003.165077 nChanged 0 SP:Iteration 9F (10350.400000 sec): 3 clusters Score: Raw -20537.891893 + Penalty 2532.548955 = -18005.342938 nChanged 2 SP:Iteration 10Q (10350.400000 sec): 3 clusters Score: Raw -20558.115889 + Penalty 2532.548955 = -18025.566934 nChanged 1 SP:Iteration 11Q (10350.400000 sec): 3 clusters Score: Raw -20566.644171 + Penalty 2532.548955 = -18034.095216 nChanged 1 SP:Iteration 12Q (10350.400000 sec): 3 clusters Score: Raw -20569.762017 + Penalty 2532.548955 = -18037.213062 nChanged 0 SP:Iteration 13F (10350.410000 sec): 3 clusters Score: Raw -20569.762017 + Penalty 2532.548955 = -18037.213062 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 41 (8919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10350.450000 sec): 2 clusters Score: Raw -1439693.892935 + Penalty 2255.792900 = -1437438.100035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10350.500000 sec): 3 clusters Score: Raw -1434948.584722 + Penalty 4511.585799 = -1430436.998922 nChanged 3644 SP:Iteration 1F (10350.540000 sec): 3 clusters Score: Raw -1436932.085223 + Penalty 4511.585799 = -1432420.499423 nChanged 622 SP:Iteration 2F (10350.590000 sec): 3 clusters Score: Raw -1437262.509194 + Penalty 4511.585799 = -1432750.923394 nChanged 506 SP:Iteration 3F (10350.630000 sec): 3 clusters Score: Raw -1437492.114294 + Penalty 4511.585799 = -1432980.528495 nChanged 378 SP:Iteration 4Q (10350.680000 sec): 3 clusters Score: Raw -1437658.415423 + Penalty 4511.585799 = -1433146.829623 nChanged 320 SP:Iteration 5Q (10350.720000 sec): 3 clusters Score: Raw -1437800.150975 + Penalty 4511.585799 = -1433288.565175 nChanged 280 SP:Iteration 6Q (10350.760000 sec): 3 clusters Score: Raw -1437937.977512 + Penalty 4511.585799 = -1433426.391713 nChanged 291 SP:Iteration 7Q (10350.810000 sec): 3 clusters Score: Raw -1438095.715940 + Penalty 4511.585799 = -1433584.130140 nChanged 293 SP:Iteration 8Q (10350.850000 sec): 3 clusters Score: Raw -1438251.791685 + Penalty 4511.585799 = -1433740.205886 nChanged 298 SP:Iteration 9Q (10350.900000 sec): 3 clusters Score: Raw -1438415.084749 + Penalty 4511.585799 = -1433903.498949 nChanged 310 SP:Iteration 10Q (10350.940000 sec): 3 clusters Score: Raw -1438565.189126 + Penalty 4511.585799 = -1434053.603326 nChanged 274 SP:Iteration 11Q (10350.980000 sec): 3 clusters Score: Raw -1438698.829146 + Penalty 4511.585799 = -1434187.243346 nChanged 259 SP:Iteration 12Q (10351.030000 sec): 3 clusters Score: Raw -1438824.719248 + Penalty 4511.585799 = -1434313.133448 nChanged 248 SP:Iteration 13Q (10351.070000 sec): 3 clusters Score: Raw -1438947.627775 + Penalty 4511.585799 = -1434436.041976 nChanged 220 SP:Iteration 14Q (10351.110000 sec): 3 clusters Score: Raw -1439041.105324 + Penalty 4511.585799 = -1434529.519525 nChanged 190 SP:Iteration 15Q (10351.160000 sec): 3 clusters Score: Raw -1439122.943190 + Penalty 4511.585799 = -1434611.357390 nChanged 174 SP:Iteration 16Q (10351.200000 sec): 3 clusters Score: Raw -1439203.032036 + Penalty 4511.585799 = -1434691.446237 nChanged 165 SP:Iteration 17Q (10351.240000 sec): 3 clusters Score: Raw -1439274.054082 + Penalty 4511.585799 = -1434762.468282 nChanged 147 SP:Iteration 18Q (10351.290000 sec): 3 clusters Score: Raw -1439327.796160 + Penalty 4511.585799 = -1434816.210361 nChanged 120 SP:Iteration 19Q (10351.330000 sec): 3 clusters Score: Raw -1439373.710956 + Penalty 4511.585799 = -1434862.125156 nChanged 118 SP:Iteration 20F (10351.370000 sec): 3 clusters Score: Raw -1439412.252802 + Penalty 4511.585799 = -1434900.667002 nChanged 99 SP:Iteration 21Q (10351.420000 sec): 3 clusters Score: Raw -1439446.194975 + Penalty 4511.585799 = -1434934.609175 nChanged 86 SP:Iteration 22Q (10351.460000 sec): 3 clusters Score: Raw -1439471.461602 + Penalty 4511.585799 = -1434959.875803 nChanged 70 SP:Iteration 23Q (10351.500000 sec): 3 clusters Score: Raw -1439491.362424 + Penalty 4511.585799 = -1434979.776625 nChanged 74 SP:Iteration 24Q (10351.540000 sec): 3 clusters Score: Raw -1439511.937556 + Penalty 4511.585799 = -1435000.351757 nChanged 63 SP:Iteration 25Q (10351.590000 sec): 3 clusters Score: Raw -1439527.901207 + Penalty 4511.585799 = -1435016.315408 nChanged 45 SP:Iteration 26Q (10351.630000 sec): 3 clusters Score: Raw -1439538.484141 + Penalty 4511.585799 = -1435026.898342 nChanged 57 SP:Iteration 27Q (10351.670000 sec): 3 clusters Score: Raw -1439551.730464 + Penalty 4511.585799 = -1435040.144665 nChanged 40 SP:Iteration 28Q (10351.720000 sec): 3 clusters Score: Raw -1439561.192769 + Penalty 4511.585799 = -1435049.606970 nChanged 48 SP:Iteration 29Q (10351.760000 sec): 3 clusters Score: Raw -1439572.955268 + Penalty 4511.585799 = -1435061.369469 nChanged 45 SP:Iteration 30Q (10351.800000 sec): 3 clusters Score: Raw -1439585.371018 + Penalty 4511.585799 = -1435073.785219 nChanged 44 SP:Iteration 31Q (10351.840000 sec): 3 clusters Score: Raw -1439594.956513 + Penalty 4511.585799 = -1435083.370714 nChanged 33 SP:Iteration 32Q (10351.880000 sec): 3 clusters Score: Raw -1439602.186628 + Penalty 4511.585799 = -1435090.600828 nChanged 32 SP:Iteration 33Q (10351.920000 sec): 3 clusters Score: Raw -1439608.537927 + Penalty 4511.585799 = -1435096.952128 nChanged 15 SP:Iteration 34Q (10351.970000 sec): 3 clusters Score: Raw -1439611.344720 + Penalty 4511.585799 = -1435099.758920 nChanged 8 SP:Iteration 35Q (10352.010000 sec): 3 clusters Score: Raw -1439612.597839 + Penalty 4511.585799 = -1435101.012039 nChanged 12 SP:Iteration 36Q (10352.050000 sec): 3 clusters Score: Raw -1439615.070079 + Penalty 4511.585799 = -1435103.484279 nChanged 18 SP:Iteration 37Q (10352.090000 sec): 3 clusters Score: Raw -1439617.988850 + Penalty 4511.585799 = -1435106.403051 nChanged 18 SP:Iteration 38Q (10352.140000 sec): 3 clusters Score: Raw -1439621.209056 + Penalty 4511.585799 = -1435109.623257 nChanged 11 SP:Iteration 39Q (10352.180000 sec): 3 clusters Score: Raw -1439623.473526 + Penalty 4511.585799 = -1435111.887727 nChanged 14 SP:Iteration 40F (10352.220000 sec): 3 clusters Score: Raw -1439626.473164 + Penalty 4511.585799 = -1435114.887365 nChanged 12 SP:Iteration 41Q (10352.260000 sec): 3 clusters Score: Raw -1439628.831677 + Penalty 4511.585799 = -1435117.245877 nChanged 15 SP:Iteration 42Q (10352.300000 sec): 3 clusters Score: Raw -1439631.108666 + Penalty 4511.585799 = -1435119.522867 nChanged 7 SP:Iteration 43Q (10352.350000 sec): 3 clusters Score: Raw -1439632.139569 + Penalty 4511.585799 = -1435120.553770 nChanged 6 SP:Iteration 44Q (10352.390000 sec): 3 clusters Score: Raw -1439633.158035 + Penalty 4511.585799 = -1435121.572236 nChanged 6 SP:Iteration 45Q (10352.430000 sec): 3 clusters Score: Raw -1439634.136441 + Penalty 4511.585799 = -1435122.550641 nChanged 5 SP:Iteration 46Q (10352.470000 sec): 3 clusters Score: Raw -1439634.927902 + Penalty 4511.585799 = -1435123.342103 nChanged 3 SP:Iteration 47Q (10352.520000 sec): 3 clusters Score: Raw -1439635.490623 + Penalty 4511.585799 = -1435123.904824 nChanged 4 SP:Iteration 48Q (10352.560000 sec): 3 clusters Score: Raw -1439636.419010 + Penalty 4511.585799 = -1435124.833210 nChanged 5 SP:Iteration 49Q (10352.600000 sec): 3 clusters Score: Raw -1439637.418709 + Penalty 4511.585799 = -1435125.832910 nChanged 3 SP:Iteration 50Q (10352.640000 sec): 3 clusters Score: Raw -1439638.316019 + Penalty 4511.585799 = -1435126.730220 nChanged 7 SP:Iteration 51Q (10352.680000 sec): 3 clusters Score: Raw -1439639.766143 + Penalty 4511.585799 = -1435128.180343 nChanged 11 SP:Iteration 52Q (10352.720000 sec): 3 clusters Score: Raw -1439641.608304 + Penalty 4511.585799 = -1435130.022504 nChanged 5 SP:Iteration 53Q (10352.760000 sec): 3 clusters Score: Raw -1439642.163078 + Penalty 4511.585799 = -1435130.577279 nChanged 7 SP:Iteration 54Q (10352.810000 sec): 3 clusters Score: Raw -1439643.318329 + Penalty 4511.585799 = -1435131.732529 nChanged 7 SP:Iteration 55Q (10352.850000 sec): 3 clusters Score: Raw -1439644.200719 + Penalty 4511.585799 = -1435132.614920 nChanged 5 SP:Iteration 56Q (10352.890000 sec): 3 clusters Score: Raw -1439645.075334 + Penalty 4511.585799 = -1435133.489535 nChanged 8 SP:Iteration 57Q (10352.930000 sec): 3 clusters Score: Raw -1439646.510709 + Penalty 4511.585799 = -1435134.924910 nChanged 8 SP:Iteration 58Q (10352.980000 sec): 3 clusters Score: Raw -1439648.423844 + Penalty 4511.585799 = -1435136.838045 nChanged 11 SP:Iteration 59Q (10353.020000 sec): 3 clusters Score: Raw -1439650.321979 + Penalty 4511.585799 = -1435138.736180 nChanged 10 SP:Iteration 60F (10353.070000 sec): 3 clusters Score: Raw -1439652.561995 + Penalty 4511.585799 = -1435140.976195 nChanged 13 SP:Iteration 61Q (10353.110000 sec): 3 clusters Score: Raw -1439655.519051 + Penalty 4511.585799 = -1435143.933251 nChanged 10 SP:Iteration 62Q (10353.150000 sec): 3 clusters Score: Raw -1439657.314942 + Penalty 4511.585799 = -1435145.729142 nChanged 10 SP:Iteration 63Q (10353.190000 sec): 3 clusters Score: Raw -1439658.968287 + Penalty 4511.585799 = -1435147.382488 nChanged 9 SP:Iteration 64Q (10353.230000 sec): 3 clusters Score: Raw -1439661.128041 + Penalty 4511.585799 = -1435149.542241 nChanged 14 SP:Iteration 65Q (10353.270000 sec): 3 clusters Score: Raw -1439664.514147 + Penalty 4511.585799 = -1435152.928348 nChanged 16 SP:Iteration 66Q (10353.320000 sec): 3 clusters Score: Raw -1439668.309722 + Penalty 4511.585799 = -1435156.723923 nChanged 18 SP:Iteration 67Q (10353.360000 sec): 3 clusters Score: Raw -1439671.884123 + Penalty 4511.585799 = -1435160.298324 nChanged 19 SP:Iteration 68Q (10353.400000 sec): 3 clusters Score: Raw -1439676.379158 + Penalty 4511.585799 = -1435164.793359 nChanged 24 SP:Iteration 69Q (10353.440000 sec): 3 clusters Score: Raw -1439681.464282 + Penalty 4511.585799 = -1435169.878482 nChanged 24 SP:Iteration 70Q (10353.480000 sec): 3 clusters Score: Raw -1439687.792523 + Penalty 4511.585799 = -1435176.206723 nChanged 24 SP:Iteration 71Q (10353.530000 sec): 3 clusters Score: Raw -1439693.590327 + Penalty 4511.585799 = -1435182.004527 nChanged 19 SP:Iteration 72Q (10353.570000 sec): 3 clusters Score: Raw -1439697.179752 + Penalty 4511.585799 = -1435185.593952 nChanged 14 SP:Iteration 73Q (10353.610000 sec): 3 clusters Score: Raw -1439699.958954 + Penalty 4511.585799 = -1435188.373154 nChanged 15 SP:Iteration 74Q (10353.650000 sec): 3 clusters Score: Raw -1439703.464383 + Penalty 4511.585799 = -1435191.878584 nChanged 15 SP:Iteration 75Q (10353.690000 sec): 3 clusters Score: Raw -1439707.073986 + Penalty 4511.585799 = -1435195.488186 nChanged 14 SP:Iteration 76Q (10353.730000 sec): 3 clusters Score: Raw -1439709.658853 + Penalty 4511.585799 = -1435198.073054 nChanged 10 SP:Iteration 77Q (10353.770000 sec): 3 clusters Score: Raw -1439712.112388 + Penalty 4511.585799 = -1435200.526589 nChanged 12 SP:Iteration 78Q (10353.810000 sec): 3 clusters Score: Raw -1439714.236371 + Penalty 4511.585799 = -1435202.650572 nChanged 6 SP:Iteration 79Q (10353.850000 sec): 3 clusters Score: Raw -1439714.948404 + Penalty 4511.585799 = -1435203.362605 nChanged 6 SP:Iteration 80F (10353.900000 sec): 3 clusters Score: Raw -1439715.941159 + Penalty 4511.585799 = -1435204.355359 nChanged 9 SP:Iteration 81Q (10353.940000 sec): 3 clusters Score: Raw -1439717.774261 + Penalty 4511.585799 = -1435206.188462 nChanged 13 SP:Iteration 82Q (10353.980000 sec): 3 clusters Score: Raw -1439720.250058 + Penalty 4511.585799 = -1435208.664259 nChanged 16 SP:Iteration 83Q (10354.020000 sec): 3 clusters Score: Raw -1439723.509589 + Penalty 4511.585799 = -1435211.923790 nChanged 13 SP:Iteration 84Q (10354.060000 sec): 3 clusters Score: Raw -1439726.295600 + Penalty 4511.585799 = -1435214.709800 nChanged 14 SP:Iteration 85Q (10354.110000 sec): 3 clusters Score: Raw -1439729.243234 + Penalty 4511.585799 = -1435217.657434 nChanged 9 SP:Iteration 86Q (10354.150000 sec): 3 clusters Score: Raw -1439731.392558 + Penalty 4511.585799 = -1435219.806759 nChanged 7 SP:Iteration 87Q (10354.190000 sec): 3 clusters Score: Raw -1439733.123261 + Penalty 4511.585799 = -1435221.537462 nChanged 10 SP:Iteration 88Q (10354.230000 sec): 3 clusters Score: Raw -1439735.159973 + Penalty 4511.585799 = -1435223.574174 nChanged 10 SP:Iteration 89Q (10354.270000 sec): 3 clusters Score: Raw -1439737.250679 + Penalty 4511.585799 = -1435225.664880 nChanged 8 SP:Iteration 90Q (10354.310000 sec): 3 clusters Score: Raw -1439739.393329 + Penalty 4511.585799 = -1435227.807530 nChanged 10 SP:Iteration 91Q (10354.350000 sec): 3 clusters Score: Raw -1439741.238790 + Penalty 4511.585799 = -1435229.652990 nChanged 2 SP:Iteration 92Q (10354.390000 sec): 3 clusters Score: Raw -1439741.773324 + Penalty 4511.585799 = -1435230.187525 nChanged 4 SP:Iteration 93Q (10354.430000 sec): 3 clusters Score: Raw -1439742.270231 + Penalty 4511.585799 = -1435230.684432 nChanged 2 SP:Iteration 94Q (10354.480000 sec): 3 clusters Score: Raw -1439742.571434 + Penalty 4511.585799 = -1435230.985634 nChanged 4 SP:Iteration 95Q (10354.520000 sec): 3 clusters Score: Raw -1439743.025070 + Penalty 4511.585799 = -1435231.439271 nChanged 3 SP:Iteration 96Q (10354.560000 sec): 3 clusters Score: Raw -1439743.661342 + Penalty 4511.585799 = -1435232.075543 nChanged 4 SP:Iteration 97Q (10354.600000 sec): 3 clusters Score: Raw -1439744.214095 + Penalty 4511.585799 = -1435232.628295 nChanged 7 SP:Iteration 98Q (10354.640000 sec): 3 clusters Score: Raw -1439745.542587 + Penalty 4511.585799 = -1435233.956788 nChanged 5 SP:Iteration 99Q (10354.680000 sec): 3 clusters Score: Raw -1439746.497471 + Penalty 4511.585799 = -1435234.911672 nChanged 4 SP:Iteration 100F (10354.730000 sec): 3 clusters Score: Raw -1439747.076186 + Penalty 4511.585799 = -1435235.490387 nChanged 4 SP:Iteration 101Q (10354.770000 sec): 3 clusters Score: Raw -1439747.656038 + Penalty 4511.585799 = -1435236.070238 nChanged 4 SP:Iteration 102Q (10354.810000 sec): 3 clusters Score: Raw -1439748.348982 + Penalty 4511.585799 = -1435236.763182 nChanged 3 SP:Iteration 103Q (10354.850000 sec): 3 clusters Score: Raw -1439748.835060 + Penalty 4511.585799 = -1435237.249261 nChanged 2 SP:Iteration 104Q (10354.890000 sec): 3 clusters Score: Raw -1439749.174256 + Penalty 4511.585799 = -1435237.588456 nChanged 1 SP:Iteration 105Q (10354.930000 sec): 3 clusters Score: Raw -1439749.278586 + Penalty 4511.585799 = -1435237.692787 nChanged 0 SP:Iteration 106F (10354.970000 sec): 3 clusters Score: Raw -1439749.278586 + Penalty 4511.585799 = -1435237.692787 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 42 (690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10354.990000 sec): 2 clusters Score: Raw -105882.437996 + Penalty 1621.099516 = -104261.338480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10354.990000 sec): 3 clusters Score: Raw -105823.755591 + Penalty 3242.199032 = -102581.556558 nChanged 139 SP:Iteration 1F (10354.990000 sec): 3 clusters Score: Raw -106046.677170 + Penalty 3242.199032 = -102804.478137 nChanged 39 SP:Iteration 2F (10355.000000 sec): 3 clusters Score: Raw -106115.837502 + Penalty 3242.199032 = -102873.638470 nChanged 7 SP:Iteration 3Q (10355.000000 sec): 3 clusters Score: Raw -106125.499919 + Penalty 3242.199032 = -102883.300887 nChanged 5 SP:Iteration 4Q (10355.000000 sec): 3 clusters Score: Raw -106137.474424 + Penalty 3242.199032 = -102895.275391 nChanged 7 SP:Iteration 5Q (10355.010000 sec): 3 clusters Score: Raw -106155.429579 + Penalty 3242.199032 = -102913.230546 nChanged 7 SP:Iteration 6Q (10355.010000 sec): 3 clusters Score: Raw -106173.057742 + Penalty 3242.199032 = -102930.858710 nChanged 4 SP:Iteration 7Q (10355.010000 sec): 3 clusters Score: Raw -106179.370001 + Penalty 3242.199032 = -102937.170969 nChanged 2 SP:Iteration 8Q (10355.020000 sec): 3 clusters Score: Raw -106184.632951 + Penalty 3242.199032 = -102942.433919 nChanged 2 SP:Iteration 9Q (10355.020000 sec): 3 clusters Score: Raw -106189.500873 + Penalty 3242.199032 = -102947.301841 nChanged 0 SP:Iteration 10F (10355.020000 sec): 3 clusters Score: Raw -106189.500873 + Penalty 3242.199032 = -102947.301841 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 43 (13271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10355.090000 sec): 2 clusters Score: Raw -2230909.639373 + Penalty 2354.347448 = -2228555.291926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10355.160000 sec): 3 clusters Score: Raw -2223455.570855 + Penalty 4708.694895 = -2218746.875960 nChanged 5693 SP:Iteration 1F (10355.220000 sec): 3 clusters Score: Raw -2226483.008948 + Penalty 4708.694895 = -2221774.314052 nChanged 747 SP:Iteration 2F (10355.290000 sec): 3 clusters Score: Raw -2226801.340908 + Penalty 4708.694895 = -2222092.646012 nChanged 652 SP:Iteration 3Q (10355.350000 sec): 3 clusters Score: Raw -2227076.964126 + Penalty 4708.694895 = -2222368.269230 nChanged 583 SP:Iteration 4Q (10355.420000 sec): 3 clusters Score: Raw -2227321.826808 + Penalty 4708.694895 = -2222613.131912 nChanged 551 SP:Iteration 5Q (10355.490000 sec): 3 clusters Score: Raw -2227572.985271 + Penalty 4708.694895 = -2222864.290376 nChanged 541 SP:Iteration 6Q (10355.550000 sec): 3 clusters Score: Raw -2227856.367463 + Penalty 4708.694895 = -2223147.672568 nChanged 566 SP:Iteration 7Q (10355.620000 sec): 3 clusters Score: Raw -2228176.332756 + Penalty 4708.694895 = -2223467.637861 nChanged 622 SP:Iteration 8Q (10355.690000 sec): 3 clusters Score: Raw -2228567.849684 + Penalty 4708.694895 = -2223859.154789 nChanged 673 SP:Iteration 9F (10355.750000 sec): 3 clusters Score: Raw -2229033.151813 + Penalty 4708.694895 = -2224324.456918 nChanged 644 SP:Iteration 10Q (10355.820000 sec): 3 clusters Score: Raw -2229484.074928 + Penalty 4708.694895 = -2224775.380032 nChanged 601 SP:Iteration 11Q (10355.880000 sec): 3 clusters Score: Raw -2229928.194989 + Penalty 4708.694895 = -2225219.500094 nChanged 542 SP:Iteration 12Q (10355.950000 sec): 3 clusters Score: Raw -2230307.857452 + Penalty 4708.694895 = -2225599.162556 nChanged 440 SP:Iteration 13Q (10356.010000 sec): 3 clusters Score: Raw -2230618.156189 + Penalty 4708.694895 = -2225909.461293 nChanged 320 SP:Iteration 14Q (10356.070000 sec): 3 clusters Score: Raw -2230834.783593 + Penalty 4708.694895 = -2226126.088697 nChanged 255 SP:Iteration 15Q (10356.130000 sec): 3 clusters Score: Raw -2231009.961916 + Penalty 4708.694895 = -2226301.267020 nChanged 198 SP:Iteration 16Q (10356.190000 sec): 3 clusters Score: Raw -2231161.479563 + Penalty 4708.694895 = -2226452.784668 nChanged 144 SP:Iteration 17Q (10356.250000 sec): 3 clusters Score: Raw -2231254.374339 + Penalty 4708.694895 = -2226545.679444 nChanged 102 SP:Iteration 18Q (10356.300000 sec): 3 clusters Score: Raw -2231321.578593 + Penalty 4708.694895 = -2226612.883698 nChanged 79 SP:Iteration 19Q (10356.360000 sec): 3 clusters Score: Raw -2231373.993179 + Penalty 4708.694895 = -2226665.298284 nChanged 51 SP:Iteration 20F (10356.420000 sec): 3 clusters Score: Raw -2231401.232586 + Penalty 4708.694895 = -2226692.537690 nChanged 29 SP:Iteration 21Q (10356.480000 sec): 3 clusters Score: Raw -2231416.018528 + Penalty 4708.694895 = -2226707.323633 nChanged 30 SP:Iteration 22Q (10356.530000 sec): 3 clusters Score: Raw -2231434.367229 + Penalty 4708.694895 = -2226725.672333 nChanged 33 SP:Iteration 23Q (10356.580000 sec): 3 clusters Score: Raw -2231455.359362 + Penalty 4708.694895 = -2226746.664466 nChanged 31 SP:Iteration 24Q (10356.630000 sec): 3 clusters Score: Raw -2231471.620229 + Penalty 4708.694895 = -2226762.925334 nChanged 21 SP:Iteration 25Q (10356.690000 sec): 3 clusters Score: Raw -2231484.646252 + Penalty 4708.694895 = -2226775.951356 nChanged 15 SP:Iteration 26Q (10356.740000 sec): 3 clusters Score: Raw -2231492.218449 + Penalty 4708.694895 = -2226783.523554 nChanged 9 SP:Iteration 27Q (10356.790000 sec): 3 clusters Score: Raw -2231496.544110 + Penalty 4708.694895 = -2226787.849214 nChanged 6 SP:Iteration 28Q (10356.840000 sec): 3 clusters Score: Raw -2231499.440602 + Penalty 4708.694895 = -2226790.745707 nChanged 5 SP:Iteration 29Q (10356.890000 sec): 3 clusters Score: Raw -2231501.880936 + Penalty 4708.694895 = -2226793.186041 nChanged 4 SP:Iteration 30Q (10356.950000 sec): 3 clusters Score: Raw -2231503.663718 + Penalty 4708.694895 = -2226794.968823 nChanged 4 SP:Iteration 31Q (10357.000000 sec): 3 clusters Score: Raw -2231505.924253 + Penalty 4708.694895 = -2226797.229357 nChanged 4 SP:Iteration 32Q (10357.050000 sec): 3 clusters Score: Raw -2231507.611227 + Penalty 4708.694895 = -2226798.916332 nChanged 2 SP:Iteration 33Q (10357.100000 sec): 3 clusters Score: Raw -2231508.580787 + Penalty 4708.694895 = -2226799.885892 nChanged 2 SP:Iteration 34Q (10357.150000 sec): 3 clusters Score: Raw -2231509.589910 + Penalty 4708.694895 = -2226800.895015 nChanged 2 SP:Iteration 35Q (10357.200000 sec): 3 clusters Score: Raw -2231510.371979 + Penalty 4708.694895 = -2226801.677083 nChanged 0 SP:Iteration 36F (10357.270000 sec): 3 clusters Score: Raw -2231510.371979 + Penalty 4708.694895 = -2226801.677083 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 44 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10357.280000 sec): 2 clusters Score: Raw -31506.319060 + Penalty 1361.256556 = -30145.062504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10357.280000 sec): 3 clusters Score: Raw -31728.451642 + Penalty 2722.513112 = -29005.938530 nChanged 19 SP:Iteration 1F (10357.280000 sec): 3 clusters Score: Raw -31852.329398 + Penalty 2722.513112 = -29129.816286 nChanged 14 SP:Iteration 2F (10357.280000 sec): 3 clusters Score: Raw -31955.925535 + Penalty 2722.513112 = -29233.412422 nChanged 4 SP:Iteration 3Q (10357.290000 sec): 3 clusters Score: Raw -31978.077495 + Penalty 2722.513112 = -29255.564383 nChanged 2 SP:Iteration 4Q (10357.290000 sec): 3 clusters Score: Raw -31985.915611 + Penalty 2722.513112 = -29263.402499 nChanged 1 SP:Iteration 5Q (10357.290000 sec): 3 clusters Score: Raw -31990.409827 + Penalty 2722.513112 = -29267.896715 nChanged 2 SP:Iteration 6Q (10357.290000 sec): 3 clusters Score: Raw -31996.318614 + Penalty 2722.513112 = -29273.805502 nChanged 1 SP:Iteration 7Q (10357.290000 sec): 3 clusters Score: Raw -31999.343923 + Penalty 2722.513112 = -29276.830810 nChanged 1 SP:Iteration 8Q (10357.290000 sec): 3 clusters Score: Raw -32003.701723 + Penalty 2722.513112 = -29281.188611 nChanged 0 SP:Iteration 9F (10357.290000 sec): 3 clusters Score: Raw -32003.701723 + Penalty 2722.513112 = -29281.188611 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 45 (537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10357.300000 sec): 2 clusters Score: Raw -81002.518010 + Penalty 1558.927527 = -79443.590482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10357.300000 sec): 3 clusters Score: Raw -80985.211903 + Penalty 3117.855055 = -77867.356848 nChanged 87 SP:Iteration 1F (10357.300000 sec): 3 clusters Score: Raw -81160.678704 + Penalty 3117.855055 = -78042.823649 nChanged 29 SP:Iteration 2F (10357.310000 sec): 3 clusters Score: Raw -81236.852921 + Penalty 3117.855055 = -78118.997866 nChanged 20 SP:Iteration 3Q (10357.310000 sec): 3 clusters Score: Raw -81281.558501 + Penalty 3117.855055 = -78163.703446 nChanged 8 SP:Iteration 4Q (10357.310000 sec): 3 clusters Score: Raw -81298.254091 + Penalty 3117.855055 = -78180.399036 nChanged 3 SP:Iteration 5Q (10357.310000 sec): 3 clusters Score: Raw -81305.430659 + Penalty 3117.855055 = -78187.575604 nChanged 2 SP:Iteration 6Q (10357.320000 sec): 3 clusters Score: Raw -81313.537022 + Penalty 3117.855055 = -78195.681967 nChanged 1 SP:Iteration 7Q (10357.320000 sec): 3 clusters Score: Raw -81319.868545 + Penalty 3117.855055 = -78202.013490 nChanged 3 SP:Iteration 8Q (10357.320000 sec): 3 clusters Score: Raw -81326.021555 + Penalty 3117.855055 = -78208.166501 nChanged 2 SP:Iteration 9Q (10357.330000 sec): 3 clusters Score: Raw -81329.737609 + Penalty 3117.855055 = -78211.882554 nChanged 1 SP:Iteration 10Q (10357.330000 sec): 3 clusters Score: Raw -81331.534458 + Penalty 3117.855055 = -78213.679403 nChanged 0 SP:Iteration 11F (10357.330000 sec): 3 clusters Score: Raw -81331.534458 + Penalty 3117.855055 = -78213.679403 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 46 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10357.330000 sec): 2 clusters Score: Raw -18614.267093 + Penalty 1203.303505 = -17410.963587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10357.340000 sec): 3 clusters Score: Raw -18906.527619 + Penalty 2406.607011 = -16499.920608 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 47 (336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10357.340000 sec): 2 clusters Score: Raw -40911.522347 + Penalty 1442.643568 = -39468.878779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10357.340000 sec): 3 clusters Score: Raw -41214.251045 + Penalty 2885.287135 = -38328.963910 nChanged 75 SP:Iteration 1F (10357.350000 sec): 3 clusters Score: Raw -41443.062711 + Penalty 2885.287135 = -38557.775575 nChanged 15 SP:Iteration 2Q (10357.350000 sec): 3 clusters Score: Raw -41506.018597 + Penalty 2885.287135 = -38620.731462 nChanged 9 SP:Iteration 3Q (10357.350000 sec): 3 clusters Score: Raw -41560.611788 + Penalty 2885.287135 = -38675.324653 nChanged 10 SP:Iteration 4Q (10357.350000 sec): 3 clusters Score: Raw -41606.593778 + Penalty 2885.287135 = -38721.306642 nChanged 10 SP:Iteration 5Q (10357.350000 sec): 3 clusters Score: Raw -41630.302855 + Penalty 2885.287135 = -38745.015720 nChanged 5 SP:Iteration 6Q (10357.350000 sec): 3 clusters Score: Raw -41666.901097 + Penalty 2885.287135 = -38781.613961 nChanged 1 SP:Iteration 7Q (10357.350000 sec): 3 clusters Score: Raw -41669.943653 + Penalty 2885.287135 = -38784.656518 nChanged 2 SP:Iteration 8Q (10357.360000 sec): 3 clusters Score: Raw -41675.850375 + Penalty 2885.287135 = -38790.563240 nChanged 4 SP:Iteration 9Q (10357.360000 sec): 3 clusters Score: Raw -41685.518692 + Penalty 2885.287135 = -38800.231557 nChanged 2 SP:Iteration 10Q (10357.360000 sec): 3 clusters Score: Raw -41690.769038 + Penalty 2885.287135 = -38805.481902 nChanged 1 SP:Iteration 11Q (10357.360000 sec): 3 clusters Score: Raw -41692.182479 + Penalty 2885.287135 = -38806.895344 nChanged 1 SP:Iteration 12Q (10357.360000 sec): 3 clusters Score: Raw -41692.862385 + Penalty 2885.287135 = -38807.575250 nChanged 0 SP:Iteration 13F (10357.370000 sec): 3 clusters Score: Raw -41692.862385 + Penalty 2885.287135 = -38807.575250 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 48 (1568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10357.370000 sec): 2 clusters Score: Raw -239091.907017 + Penalty 1824.673938 = -237267.233079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10357.380000 sec): 3 clusters Score: Raw -238555.500469 + Penalty 3649.347876 = -234906.152594 nChanged 462 SP:Iteration 1F (10357.390000 sec): 3 clusters Score: Raw -239054.423813 + Penalty 3649.347876 = -235405.075937 nChanged 159 SP:Iteration 2F (10357.400000 sec): 3 clusters Score: Raw -239293.880660 + Penalty 3649.347876 = -235644.532784 nChanged 92 SP:Iteration 3F (10357.410000 sec): 3 clusters Score: Raw -239439.288692 + Penalty 3649.347876 = -235789.940817 nChanged 69 SP:Iteration 4Q (10357.410000 sec): 3 clusters Score: Raw -239537.113944 + Penalty 3649.347876 = -235887.766068 nChanged 44 SP:Iteration 5Q (10357.420000 sec): 3 clusters Score: Raw -239589.082382 + Penalty 3649.347876 = -235939.734506 nChanged 32 SP:Iteration 6Q (10357.430000 sec): 3 clusters Score: Raw -239618.168024 + Penalty 3649.347876 = -235968.820149 nChanged 22 SP:Iteration 7Q (10357.440000 sec): 3 clusters Score: Raw -239644.042910 + Penalty 3649.347876 = -235994.695034 nChanged 14 SP:Iteration 8Q (10357.450000 sec): 3 clusters Score: Raw -239663.464184 + Penalty 3649.347876 = -236014.116309 nChanged 21 SP:Iteration 9Q (10357.450000 sec): 3 clusters Score: Raw -239694.220459 + Penalty 3649.347876 = -236044.872583 nChanged 21 SP:Iteration 10Q (10357.450000 sec): 3 clusters Score: Raw -239722.167738 + Penalty 3649.347876 = -236072.819862 nChanged 17 SP:Iteration 11Q (10357.460000 sec): 3 clusters Score: Raw -239742.344882 + Penalty 3649.347876 = -236092.997006 nChanged 16 SP:Iteration 12Q (10357.470000 sec): 3 clusters Score: Raw -239759.584973 + Penalty 3649.347876 = -236110.237098 nChanged 13 SP:Iteration 13Q (10357.480000 sec): 3 clusters Score: Raw -239774.300950 + Penalty 3649.347876 = -236124.953074 nChanged 13 SP:Iteration 14Q (10357.490000 sec): 3 clusters Score: Raw -239785.983215 + Penalty 3649.347876 = -236136.635339 nChanged 12 SP:Iteration 15Q (10357.490000 sec): 3 clusters Score: Raw -239801.978018 + Penalty 3649.347876 = -236152.630142 nChanged 9 SP:Iteration 16Q (10357.500000 sec): 3 clusters Score: Raw -239812.893115 + Penalty 3649.347876 = -236163.545240 nChanged 10 SP:Iteration 17Q (10357.510000 sec): 3 clusters Score: Raw -239822.409020 + Penalty 3649.347876 = -236173.061145 nChanged 9 SP:Iteration 18Q (10357.510000 sec): 3 clusters Score: Raw -239834.719794 + Penalty 3649.347876 = -236185.371918 nChanged 6 SP:Iteration 19Q (10357.520000 sec): 3 clusters Score: Raw -239846.522306 + Penalty 3649.347876 = -236197.174430 nChanged 12 SP:Iteration 20F (10357.530000 sec): 3 clusters Score: Raw -239856.945962 + Penalty 3649.347876 = -236207.598087 nChanged 9 SP:Iteration 21Q (10357.540000 sec): 3 clusters Score: Raw -239862.734645 + Penalty 3649.347876 = -236213.386769 nChanged 3 SP:Iteration 22Q (10357.540000 sec): 3 clusters Score: Raw -239864.462444 + Penalty 3649.347876 = -236215.114568 nChanged 1 SP:Iteration 23Q (10357.550000 sec): 3 clusters Score: Raw -239865.486694 + Penalty 3649.347876 = -236216.138819 nChanged 1 SP:Iteration 24Q (10357.560000 sec): 3 clusters Score: Raw -239865.899188 + Penalty 3649.347876 = -236216.551313 nChanged 0 SP:Iteration 25F (10357.570000 sec): 3 clusters Score: Raw -239865.899188 + Penalty 3649.347876 = -236216.551313 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 49 (33588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10357.730000 sec): 2 clusters Score: Raw -5425699.326245 + Penalty 2584.637187 = -5423114.689059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10357.900000 sec): 3 clusters Score: Raw -5405427.793705 + Penalty 5169.274373 = -5400258.519332 nChanged 15176 SP:Iteration 1F (10358.070000 sec): 3 clusters Score: Raw -5413827.971166 + Penalty 5169.274373 = -5408658.696793 nChanged 1522 SP:Iteration 2Q (10358.250000 sec): 3 clusters Score: Raw -5414347.393249 + Penalty 5169.274373 = -5409178.118876 nChanged 1446 SP:Iteration 3Q (10358.430000 sec): 3 clusters Score: Raw -5414888.522440 + Penalty 5169.274373 = -5409719.248067 nChanged 1363 SP:Iteration 4Q (10358.610000 sec): 3 clusters Score: Raw -5415477.513441 + Penalty 5169.274373 = -5410308.239068 nChanged 1421 SP:Iteration 5Q (10358.780000 sec): 3 clusters Score: Raw -5416188.587135 + Penalty 5169.274373 = -5411019.312762 nChanged 1605 SP:Iteration 6Q (10358.960000 sec): 3 clusters Score: Raw -5417167.119035 + Penalty 5169.274373 = -5411997.844662 nChanged 1889 SP:Iteration 7F (10359.130000 sec): 3 clusters Score: Raw -5418500.357264 + Penalty 5169.274373 = -5413331.082891 nChanged 2036 SP:Iteration 8F (10359.310000 sec): 3 clusters Score: Raw -5419950.196389 + Penalty 5169.274373 = -5414780.922016 nChanged 2108 SP:Iteration 9F (10359.480000 sec): 3 clusters Score: Raw -5421442.998907 + Penalty 5169.274373 = -5416273.724533 nChanged 1970 SP:Iteration 10F (10359.650000 sec): 3 clusters Score: Raw -5422769.652534 + Penalty 5169.274373 = -5417600.378161 nChanged 1624 SP:Iteration 11Q (10359.830000 sec): 3 clusters Score: Raw -5423701.924570 + Penalty 5169.274373 = -5418532.650197 nChanged 1252 SP:Iteration 12Q (10359.990000 sec): 3 clusters Score: Raw -5424310.801478 + Penalty 5169.274373 = -5419141.527105 nChanged 929 SP:Iteration 13Q (10360.160000 sec): 3 clusters Score: Raw -5424659.416825 + Penalty 5169.274373 = -5419490.142452 nChanged 631 SP:Iteration 14Q (10360.330000 sec): 3 clusters Score: Raw -5424847.979252 + Penalty 5169.274373 = -5419678.704879 nChanged 418 SP:Iteration 15Q (10360.490000 sec): 3 clusters Score: Raw -5424948.942072 + Penalty 5169.274373 = -5419779.667698 nChanged 324 SP:Iteration 16Q (10360.660000 sec): 3 clusters Score: Raw -5425015.801878 + Penalty 5169.274373 = -5419846.527505 nChanged 231 SP:Iteration 17Q (10360.830000 sec): 3 clusters Score: Raw -5425053.209090 + Penalty 5169.274373 = -5419883.934717 nChanged 160 SP:Iteration 18Q (10360.990000 sec): 3 clusters Score: Raw -5425075.262481 + Penalty 5169.274373 = -5419905.988108 nChanged 124 SP:Iteration 19Q (10361.160000 sec): 3 clusters Score: Raw -5425087.376977 + Penalty 5169.274373 = -5419918.102604 nChanged 83 SP:Iteration 20F (10361.330000 sec): 3 clusters Score: Raw -5425094.223141 + Penalty 5169.274373 = -5419924.948768 nChanged 65 SP:Iteration 21Q (10361.500000 sec): 3 clusters Score: Raw -5425098.963536 + Penalty 5169.274373 = -5419929.689163 nChanged 40 SP:Iteration 22Q (10361.660000 sec): 3 clusters Score: Raw -5425101.017099 + Penalty 5169.274373 = -5419931.742726 nChanged 31 SP:Iteration 23Q (10361.830000 sec): 3 clusters Score: Raw -5425103.052646 + Penalty 5169.274373 = -5419933.778273 nChanged 29 SP:Iteration 24Q (10361.990000 sec): 3 clusters Score: Raw -5425104.652893 + Penalty 5169.274373 = -5419935.378520 nChanged 26 SP:Iteration 25Q (10362.160000 sec): 3 clusters Score: Raw -5425105.959440 + Penalty 5169.274373 = -5419936.685066 nChanged 20 SP:Iteration 26Q (10362.330000 sec): 3 clusters Score: Raw -5425107.092587 + Penalty 5169.274373 = -5419937.818214 nChanged 17 SP:Iteration 27Q (10362.490000 sec): 3 clusters Score: Raw -5425107.843177 + Penalty 5169.274373 = -5419938.568804 nChanged 8 SP:Iteration 28Q (10362.660000 sec): 3 clusters Score: Raw -5425108.251815 + Penalty 5169.274373 = -5419938.977442 nChanged 10 SP:Iteration 29Q (10362.820000 sec): 3 clusters Score: Raw -5425108.817492 + Penalty 5169.274373 = -5419939.543119 nChanged 12 SP:Iteration 30Q (10362.990000 sec): 3 clusters Score: Raw -5425109.423627 + Penalty 5169.274373 = -5419940.149254 nChanged 9 SP:Iteration 31Q (10363.150000 sec): 3 clusters Score: Raw -5425109.976306 + Penalty 5169.274373 = -5419940.701933 nChanged 14 SP:Iteration 32Q (10363.320000 sec): 3 clusters Score: Raw -5425110.714459 + Penalty 5169.274373 = -5419941.440086 nChanged 18 SP:Iteration 33Q (10363.480000 sec): 3 clusters Score: Raw -5425111.600705 + Penalty 5169.274373 = -5419942.326332 nChanged 15 SP:Iteration 34Q (10363.650000 sec): 3 clusters Score: Raw -5425112.415123 + Penalty 5169.274373 = -5419943.140750 nChanged 16 SP:Iteration 35Q (10363.810000 sec): 3 clusters Score: Raw -5425113.309168 + Penalty 5169.274373 = -5419944.034795 nChanged 12 SP:Iteration 36Q (10363.980000 sec): 3 clusters Score: Raw -5425113.897569 + Penalty 5169.274373 = -5419944.623196 nChanged 12 SP:Iteration 37Q (10364.150000 sec): 3 clusters Score: Raw -5425114.385047 + Penalty 5169.274373 = -5419945.110674 nChanged 11 SP:Iteration 38Q (10364.310000 sec): 3 clusters Score: Raw -5425114.956408 + Penalty 5169.274373 = -5419945.682035 nChanged 10 SP:Iteration 39Q (10364.480000 sec): 3 clusters Score: Raw -5425115.514740 + Penalty 5169.274373 = -5419946.240367 nChanged 9 SP:Iteration 40F (10364.650000 sec): 3 clusters Score: Raw -5425116.048131 + Penalty 5169.274373 = -5419946.773758 nChanged 12 SP:Iteration 41Q (10364.820000 sec): 3 clusters Score: Raw -5425116.557293 + Penalty 5169.274373 = -5419947.282920 nChanged 9 SP:Iteration 42Q (10364.990000 sec): 3 clusters Score: Raw -5425116.821808 + Penalty 5169.274373 = -5419947.547435 nChanged 4 SP:Iteration 43Q (10365.150000 sec): 3 clusters Score: Raw -5425117.078310 + Penalty 5169.274373 = -5419947.803937 nChanged 3 SP:Iteration 44Q (10365.320000 sec): 3 clusters Score: Raw -5425117.175537 + Penalty 5169.274373 = -5419947.901163 nChanged 2 SP:Iteration 45Q (10365.480000 sec): 3 clusters Score: Raw -5425117.249436 + Penalty 5169.274373 = -5419947.975063 nChanged 3 SP:Iteration 46Q (10365.640000 sec): 3 clusters Score: Raw -5425117.424724 + Penalty 5169.274373 = -5419948.150351 nChanged 1 SP:Iteration 47Q (10365.810000 sec): 3 clusters Score: Raw -5425117.435169 + Penalty 5169.274373 = -5419948.160796 nChanged 0 SP:Iteration 48F (10365.980000 sec): 3 clusters Score: Raw -5425117.435169 + Penalty 5169.274373 = -5419948.160796 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 50 (223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10366.000000 sec): 2 clusters Score: Raw -19682.922272 + Penalty 1340.978599 = -18341.943673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10366.010000 sec): 3 clusters Score: Raw -20104.560534 + Penalty 2681.957199 = -17422.603335 nChanged 34 SP:Iteration 1F (10366.010000 sec): 3 clusters Score: Raw -20348.724264 + Penalty 2681.957199 = -17666.767065 nChanged 15 SP:Iteration 2F (10366.010000 sec): 3 clusters Score: Raw -20551.310179 + Penalty 2681.957199 = -17869.352981 nChanged 11 SP:Iteration 3Q (10366.010000 sec): 3 clusters Score: Raw -20657.873904 + Penalty 2681.957199 = -17975.916705 nChanged 3 SP:Iteration 4Q (10366.010000 sec): 3 clusters Score: Raw -20699.745578 + Penalty 2681.957199 = -18017.788380 nChanged 1 SP:Iteration 5Q (10366.010000 sec): 3 clusters Score: Raw -20707.160893 + Penalty 2681.957199 = -18025.203694 nChanged 0 SP:Iteration 6F (10366.010000 sec): 3 clusters Score: Raw -20707.160893 + Penalty 2681.957199 = -18025.203694 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 51 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10366.020000 sec): 2 clusters Score: Raw -84802.923703 + Penalty 1572.846112 = -83230.077591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10366.020000 sec): 3 clusters Score: Raw -84767.664974 + Penalty 3145.692224 = -81621.972750 nChanged 112 SP:Iteration 1F (10366.030000 sec): 3 clusters Score: Raw -84960.632033 + Penalty 3145.692224 = -81814.939809 nChanged 29 SP:Iteration 2F (10366.030000 sec): 3 clusters Score: Raw -85029.226866 + Penalty 3145.692224 = -81883.534642 nChanged 19 SP:Iteration 3Q (10366.030000 sec): 3 clusters Score: Raw -85087.657424 + Penalty 3145.692224 = -81941.965200 nChanged 12 SP:Iteration 4Q (10366.040000 sec): 3 clusters Score: Raw -85105.234942 + Penalty 3145.692224 = -81959.542719 nChanged 7 SP:Iteration 5Q (10366.040000 sec): 3 clusters Score: Raw -85121.940799 + Penalty 3145.692224 = -81976.248575 nChanged 3 SP:Iteration 6Q (10366.040000 sec): 3 clusters Score: Raw -85128.711102 + Penalty 3145.692224 = -81983.018878 nChanged 2 SP:Iteration 7Q (10366.040000 sec): 3 clusters Score: Raw -85133.756048 + Penalty 3145.692224 = -81988.063824 nChanged 1 SP:Iteration 8Q (10366.040000 sec): 3 clusters Score: Raw -85135.174715 + Penalty 3145.692224 = -81989.482492 nChanged 0 SP:Iteration 9F (10366.050000 sec): 3 clusters Score: Raw -85135.174715 + Penalty 3145.692224 = -81989.482492 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 52 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10366.060000 sec): 2 clusters Score: Raw -32748.361017 + Penalty 1333.069045 = -31415.291972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10366.060000 sec): 3 clusters Score: Raw -32969.609553 + Penalty 2666.138090 = -30303.471462 nChanged 22 SP:Iteration 1F (10366.060000 sec): 3 clusters Score: Raw -33085.265130 + Penalty 2666.138090 = -30419.127040 nChanged 4 SP:Iteration 2Q (10366.060000 sec): 3 clusters Score: Raw -33107.599689 + Penalty 2666.138090 = -30441.461599 nChanged 2 SP:Iteration 3Q (10366.060000 sec): 3 clusters Score: Raw -33110.900470 + Penalty 2666.138090 = -30444.762380 nChanged 1 SP:Iteration 4Q (10366.060000 sec): 3 clusters Score: Raw -33113.251981 + Penalty 2666.138090 = -30447.113890 nChanged 1 SP:Iteration 5Q (10366.060000 sec): 3 clusters Score: Raw -33116.588566 + Penalty 2666.138090 = -30450.450476 nChanged 3 SP:Iteration 6Q (10366.060000 sec): 3 clusters Score: Raw -33126.027846 + Penalty 2666.138090 = -30459.889756 nChanged 1 SP:Iteration 7Q (10366.060000 sec): 3 clusters Score: Raw -33128.083328 + Penalty 2666.138090 = -30461.945238 nChanged 0 SP:Iteration 8F (10366.060000 sec): 3 clusters Score: Raw -33128.083328 + Penalty 2666.138090 = -30461.945238 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 53 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10366.070000 sec): 2 clusters Score: Raw -78843.633717 + Penalty 1549.993860 = -77293.639857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10366.070000 sec): 3 clusters Score: Raw -78849.852488 + Penalty 3099.987720 = -75749.864768 nChanged 78 SP:Iteration 1F (10366.080000 sec): 3 clusters Score: Raw -79021.102142 + Penalty 3099.987720 = -75921.114422 nChanged 27 SP:Iteration 2F (10366.080000 sec): 3 clusters Score: Raw -79092.549232 + Penalty 3099.987720 = -75992.561512 nChanged 18 SP:Iteration 3Q (10366.080000 sec): 3 clusters Score: Raw -79134.354141 + Penalty 3099.987720 = -76034.366421 nChanged 8 SP:Iteration 4Q (10366.080000 sec): 3 clusters Score: Raw -79146.361121 + Penalty 3099.987720 = -76046.373401 nChanged 2 SP:Iteration 5Q (10366.090000 sec): 3 clusters Score: Raw -79149.774152 + Penalty 3099.987720 = -76049.786432 nChanged 1 SP:Iteration 6Q (10366.090000 sec): 3 clusters Score: Raw -79151.033433 + Penalty 3099.987720 = -76051.045713 nChanged 1 SP:Iteration 7Q (10366.090000 sec): 3 clusters Score: Raw -79152.238652 + Penalty 3099.987720 = -76052.250932 nChanged 1 SP:Iteration 8Q (10366.090000 sec): 3 clusters Score: Raw -79153.281468 + Penalty 3099.987720 = -76053.293747 nChanged 0 SP:Iteration 9F (10366.100000 sec): 3 clusters Score: Raw -79153.281468 + Penalty 3099.987720 = -76053.293747 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 54 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10366.100000 sec): 2 clusters Score: Raw -11893.048535 + Penalty 1312.739597 = -10580.308939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10366.100000 sec): 3 clusters Score: Raw -12231.500335 + Penalty 2625.479193 = -9606.021142 nChanged 32 SP:Iteration 1F (10366.100000 sec): 3 clusters Score: Raw -12425.357909 + Penalty 2625.479193 = -9799.878716 nChanged 7 SP:Iteration 2Q (10366.100000 sec): 3 clusters Score: Raw -12453.277429 + Penalty 2625.479193 = -9827.798236 nChanged 0 SP:Iteration 3F (10366.110000 sec): 3 clusters Score: Raw -12453.277429 + Penalty 2625.479193 = -9827.798236 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 55 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10366.110000 sec): 2 clusters Score: Raw -40579.167008 + Penalty 1380.001061 = -39199.165947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10366.110000 sec): 3 clusters Score: Raw -40711.741783 + Penalty 2760.002122 = -37951.739661 nChanged 28 SP:Iteration 1F (10366.120000 sec): 3 clusters Score: Raw -40815.750454 + Penalty 2760.002122 = -38055.748332 nChanged 6 SP:Iteration 2Q (10366.120000 sec): 3 clusters Score: Raw -40843.781191 + Penalty 2760.002122 = -38083.779069 nChanged 2 SP:Iteration 3Q (10366.120000 sec): 3 clusters Score: Raw -40852.493689 + Penalty 2760.002122 = -38092.491567 nChanged 1 SP:Iteration 4Q (10366.120000 sec): 3 clusters Score: Raw -40858.087603 + Penalty 2760.002122 = -38098.085481 nChanged 0 SP:Iteration 5F (10366.120000 sec): 3 clusters Score: Raw -40858.087603 + Penalty 2760.002122 = -38098.085481 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 56 (548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10366.130000 sec): 2 clusters Score: Raw -82393.720975 + Penalty 1563.956271 = -80829.764703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10366.130000 sec): 3 clusters Score: Raw -82415.516107 + Penalty 3127.912542 = -79287.603565 nChanged 101 SP:Iteration 1F (10366.130000 sec): 3 clusters Score: Raw -82631.023292 + Penalty 3127.912542 = -79503.110750 nChanged 32 SP:Iteration 2F (10366.140000 sec): 3 clusters Score: Raw -82729.658058 + Penalty 3127.912542 = -79601.745516 nChanged 22 SP:Iteration 3Q (10366.140000 sec): 3 clusters Score: Raw -82822.908260 + Penalty 3127.912542 = -79694.995718 nChanged 15 SP:Iteration 4Q (10366.140000 sec): 3 clusters Score: Raw -82889.011834 + Penalty 3127.912542 = -79761.099292 nChanged 19 SP:Iteration 5Q (10366.140000 sec): 3 clusters Score: Raw -82977.065511 + Penalty 3127.912542 = -79849.152969 nChanged 16 SP:Iteration 6Q (10366.150000 sec): 3 clusters Score: Raw -83049.546097 + Penalty 3127.912542 = -79921.633555 nChanged 16 SP:Iteration 7Q (10366.150000 sec): 3 clusters Score: Raw -83123.248035 + Penalty 3127.912542 = -79995.335492 nChanged 9 SP:Iteration 8Q (10366.150000 sec): 3 clusters Score: Raw -83167.869643 + Penalty 3127.912542 = -80039.957100 nChanged 11 SP:Iteration 9Q (10366.150000 sec): 3 clusters Score: Raw -83240.708784 + Penalty 3127.912542 = -80112.796241 nChanged 13 SP:Iteration 10Q (10366.160000 sec): 3 clusters Score: Raw -83290.724683 + Penalty 3127.912542 = -80162.812141 nChanged 7 SP:Iteration 11Q (10366.160000 sec): 3 clusters Score: Raw -83318.844936 + Penalty 3127.912542 = -80190.932393 nChanged 4 SP:Iteration 12Q (10366.160000 sec): 3 clusters Score: Raw -83333.753454 + Penalty 3127.912542 = -80205.840912 nChanged 8 SP:Iteration 13Q (10366.160000 sec): 3 clusters Score: Raw -83353.905101 + Penalty 3127.912542 = -80225.992559 nChanged 4 SP:Iteration 14Q (10366.160000 sec): 3 clusters Score: Raw -83362.574463 + Penalty 3127.912542 = -80234.661921 nChanged 6 SP:Iteration 15Q (10366.170000 sec): 3 clusters Score: Raw -83380.953304 + Penalty 3127.912542 = -80253.040762 nChanged 4 SP:Iteration 16Q (10366.170000 sec): 3 clusters Score: Raw -83401.914344 + Penalty 3127.912542 = -80274.001802 nChanged 2 SP:Iteration 17Q (10366.170000 sec): 3 clusters Score: Raw -83407.616998 + Penalty 3127.912542 = -80279.704455 nChanged 1 SP:Iteration 18Q (10366.170000 sec): 3 clusters Score: Raw -83409.943950 + Penalty 3127.912542 = -80282.031408 nChanged 2 SP:Iteration 19Q (10366.180000 sec): 3 clusters Score: Raw -83415.154808 + Penalty 3127.912542 = -80287.242266 nChanged 3 SP:Iteration 20F (10366.180000 sec): 3 clusters Score: Raw -83424.462699 + Penalty 3127.912542 = -80296.550157 nChanged 4 SP:Iteration 21Q (10366.180000 sec): 3 clusters Score: Raw -83439.243366 + Penalty 3127.912542 = -80311.330824 nChanged 6 SP:Iteration 22Q (10366.180000 sec): 3 clusters Score: Raw -83466.069875 + Penalty 3127.912542 = -80338.157332 nChanged 5 SP:Iteration 23Q (10366.180000 sec): 3 clusters Score: Raw -83491.543931 + Penalty 3127.912542 = -80363.631389 nChanged 8 SP:Iteration 24Q (10366.190000 sec): 3 clusters Score: Raw -83559.868015 + Penalty 3127.912542 = -80431.955472 nChanged 3 SP:Iteration 25Q (10366.190000 sec): 3 clusters Score: Raw -83615.664513 + Penalty 3127.912542 = -80487.751971 nChanged 3 SP:Iteration 26Q (10366.190000 sec): 3 clusters Score: Raw -83721.267710 + Penalty 3127.912542 = -80593.355168 nChanged 0 SP:Iteration 27F (10366.190000 sec): 3 clusters Score: Raw -83721.267710 + Penalty 3127.912542 = -80593.355168 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 57 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10366.200000 sec): 2 clusters Score: Raw -47369.713188 + Penalty 1428.988743 = -45940.724445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10366.200000 sec): 3 clusters Score: Raw -47508.165163 + Penalty 2857.977486 = -44650.187677 nChanged 40 SP:Iteration 1F (10366.200000 sec): 3 clusters Score: Raw -47645.269329 + Penalty 2857.977486 = -44787.291843 nChanged 9 SP:Iteration 2Q (10366.200000 sec): 3 clusters Score: Raw -47675.346940 + Penalty 2857.977486 = -44817.369454 nChanged 3 SP:Iteration 3Q (10366.200000 sec): 3 clusters Score: Raw -47686.862658 + Penalty 2857.977486 = -44828.885172 nChanged 1 SP:Iteration 4Q (10366.210000 sec): 3 clusters Score: Raw -47691.170312 + Penalty 2857.977486 = -44833.192826 nChanged 1 SP:Iteration 5Q (10366.210000 sec): 3 clusters Score: Raw -47698.433846 + Penalty 2857.977486 = -44840.456360 nChanged 1 SP:Iteration 6Q (10366.210000 sec): 3 clusters Score: Raw -47700.755855 + Penalty 2857.977486 = -44842.778370 nChanged 1 SP:Iteration 7Q (10366.210000 sec): 3 clusters Score: Raw -47702.701313 + Penalty 2857.977486 = -44844.723827 nChanged 0 SP:Iteration 8F (10366.210000 sec): 3 clusters Score: Raw -47702.701313 + Penalty 2857.977486 = -44844.723827 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 58 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10366.220000 sec): 2 clusters Score: Raw -13986.237707 + Penalty 1353.977208 = -12632.260499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10366.220000 sec): 3 clusters Score: Raw -14314.452573 + Penalty 2707.954415 = -11606.498158 nChanged 47 SP:Iteration 1F (10366.220000 sec): 3 clusters Score: Raw -14591.385267 + Penalty 2707.954415 = -11883.430852 nChanged 15 SP:Iteration 2F (10366.220000 sec): 3 clusters Score: Raw -14683.723519 + Penalty 2707.954415 = -11975.769104 nChanged 3 SP:Iteration 3Q (10366.220000 sec): 3 clusters Score: Raw -14692.132278 + Penalty 2707.954415 = -11984.177863 nChanged 2 SP:Iteration 4Q (10366.220000 sec): 3 clusters Score: Raw -14699.465473 + Penalty 2707.954415 = -11991.511058 nChanged 0 SP:Iteration 5F (10366.230000 sec): 3 clusters Score: Raw -14699.465473 + Penalty 2707.954415 = -11991.511058 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 59 (562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10366.230000 sec): 2 clusters Score: Raw -85698.723907 + Penalty 1570.212459 = -84128.511448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10366.240000 sec): 3 clusters Score: Raw -85689.742827 + Penalty 3140.424918 = -82549.317910 nChanged 104 SP:Iteration 1F (10366.240000 sec): 3 clusters Score: Raw -85881.594155 + Penalty 3140.424918 = -82741.169238 nChanged 35 SP:Iteration 2F (10366.240000 sec): 3 clusters Score: Raw -85974.124067 + Penalty 3140.424918 = -82833.699149 nChanged 13 SP:Iteration 3Q (10366.240000 sec): 3 clusters Score: Raw -85998.546365 + Penalty 3140.424918 = -82858.121448 nChanged 9 SP:Iteration 4Q (10366.250000 sec): 3 clusters Score: Raw -86019.817566 + Penalty 3140.424918 = -82879.392648 nChanged 4 SP:Iteration 5Q (10366.250000 sec): 3 clusters Score: Raw -86030.923754 + Penalty 3140.424918 = -82890.498837 nChanged 1 SP:Iteration 6Q (10366.250000 sec): 3 clusters Score: Raw -86032.360887 + Penalty 3140.424918 = -82891.935969 nChanged 0 SP:Iteration 7F (10366.260000 sec): 3 clusters Score: Raw -86032.360887 + Penalty 3140.424918 = -82891.935969 nChanged 0 Iteration 259Q (10393.390000 sec): 60 clusters Score: Raw -205031730.362230 + Penalty 206019.394829 = -204825710.967401 nChanged 36 Iteration 260F (10532.110000 sec): 60 clusters Score: Raw -205031793.207030 + Penalty 206019.394829 = -204825773.812201 nChanged 47 Iteration 261Q (10559.180000 sec): 60 clusters Score: Raw -205031945.657903 + Penalty 206019.394829 = -204825926.263074 nChanged 52 Iteration 262Q (10586.300000 sec): 60 clusters Score: Raw -205031988.814520 + Penalty 206019.394829 = -204825969.419691 nChanged 54 Iteration 263Q (10613.060000 sec): 60 clusters Score: Raw -205031989.882338 + Penalty 206019.394829 = -204825970.487509 nChanged 55 Iteration 264Q (10639.840000 sec): 60 clusters Score: Raw -205031990.637062 + Penalty 206019.394829 = -204825971.242233 nChanged 52 Iteration 265Q (10666.650000 sec): 60 clusters Score: Raw -205031991.413261 + Penalty 206019.394829 = -204825972.018432 nChanged 63 Iteration 266Q (10693.460000 sec): 60 clusters Score: Raw -205031992.328685 + Penalty 206019.394829 = -204825972.933856 nChanged 69 Iteration 267Q (10720.260000 sec): 60 clusters Score: Raw -205031993.458021 + Penalty 206019.394829 = -204825974.063192 nChanged 72 Iteration 268Q (10747.070000 sec): 60 clusters Score: Raw -205031994.548609 + Penalty 206019.394829 = -204825975.153780 nChanged 76 Iteration 269Q (10773.880000 sec): 60 clusters Score: Raw -205031995.486951 + Penalty 206019.394829 = -204825976.092122 nChanged 71 Iteration 270Q (10800.860000 sec): 60 clusters Score: Raw -205031996.383409 + Penalty 206019.394829 = -204825976.988580 nChanged 57 Iteration 271Q (10827.900000 sec): 60 clusters Score: Raw -205031997.378017 + Penalty 206019.394829 = -204825977.983188 nChanged 71 Iteration 272Q (10854.860000 sec): 60 clusters Score: Raw -205031998.346836 + Penalty 206019.394829 = -204825978.952007 nChanged 62 Iteration 273Q (10881.550000 sec): 60 clusters Score: Raw -205031999.247641 + Penalty 206019.394829 = -204825979.852812 nChanged 58 Iteration 274Q (10908.270000 sec): 60 clusters Score: Raw -205032000.182517 + Penalty 206019.394829 = -204825980.787688 nChanged 50 Iteration 275Q (10935.010000 sec): 60 clusters Score: Raw -205032000.885512 + Penalty 206019.394829 = -204825981.490683 nChanged 53 Iteration 276Q (10961.750000 sec): 60 clusters Score: Raw -205032001.600120 + Penalty 206019.394829 = -204825982.205291 nChanged 56 Iteration 277Q (10988.530000 sec): 60 clusters Score: Raw -205032002.319764 + Penalty 206019.394829 = -204825982.924935 nChanged 56 Iteration 278Q (11015.340000 sec): 60 clusters Score: Raw -205032003.127425 + Penalty 206019.394829 = -204825983.732596 nChanged 58 Iteration 279Q (11042.120000 sec): 60 clusters Score: Raw -205032003.936516 + Penalty 206019.394829 = -204825984.541687 nChanged 70 Iteration 280F (11180.690000 sec): 60 clusters Score: Raw -205032044.321072 + Penalty 206019.394829 = -204826024.926243 nChanged 69 Iteration 281Q (11207.480000 sec): 60 clusters Score: Raw -205032158.083057 + Penalty 206019.394829 = -204826138.688228 nChanged 56 Iteration 282Q (11234.240000 sec): 60 clusters Score: Raw -205032211.299328 + Penalty 206019.394829 = -204826191.904499 nChanged 38 Iteration 283Q (11261.000000 sec): 60 clusters Score: Raw -205032212.094258 + Penalty 206019.394829 = -204826192.699429 nChanged 38 Iteration 284Q (11287.790000 sec): 60 clusters Score: Raw -205032213.049886 + Penalty 206019.394829 = -204826193.655057 nChanged 33 Iteration 285Q (11314.550000 sec): 60 clusters Score: Raw -205032214.877136 + Penalty 206019.394829 = -204826195.482307 nChanged 17 Iteration 286Q (11341.300000 sec): 60 clusters Score: Raw -205032215.302671 + Penalty 206019.394829 = -204826195.907842 nChanged 17 Iteration 287Q (11368.020000 sec): 60 clusters Score: Raw -205032215.597885 + Penalty 206019.394829 = -204826196.203056 nChanged 25 Iteration 288Q (11394.770000 sec): 60 clusters Score: Raw -205032215.980743 + Penalty 206019.394829 = -204826196.585915 nChanged 27 Iteration 289Q (11421.540000 sec): 60 clusters Score: Raw -205032216.283230 + Penalty 206019.394829 = -204826196.888401 nChanged 24 Iteration 290Q (11448.290000 sec): 60 clusters Score: Raw -205032216.594285 + Penalty 206019.394829 = -204826197.199457 nChanged 27 Iteration 291Q (11475.010000 sec): 60 clusters Score: Raw -205032216.907007 + Penalty 206019.394829 = -204826197.512178 nChanged 21 Iteration 292Q (11501.730000 sec): 60 clusters Score: Raw -205032217.116874 + Penalty 206019.394829 = -204826197.722045 nChanged 19 Iteration 293Q (11528.450000 sec): 60 clusters Score: Raw -205032217.283715 + Penalty 206019.394829 = -204826197.888886 nChanged 17 Iteration 294Q (11555.240000 sec): 60 clusters Score: Raw -205032217.409126 + Penalty 206019.394829 = -204826198.014298 nChanged 13 Iteration 295Q (11579.030000 sec): 60 clusters Score: Raw -205032217.530042 + Penalty 206019.394829 = -204826198.135213 nChanged 14 Iteration 296Q (11601.480000 sec): 60 clusters Score: Raw -205032217.644617 + Penalty 206019.394829 = -204826198.249788 nChanged 6 Iteration 297Q (11623.940000 sec): 60 clusters Score: Raw -205032217.711855 + Penalty 206019.394829 = -204826198.317026 nChanged 12 Iteration 298Q (11646.390000 sec): 60 clusters Score: Raw -205032217.812414 + Penalty 206019.394829 = -204826198.417585 nChanged 9 Writing temp clu file Because OldScore, -204826198.317026, is greater than current (better) Score,-204826198.417585 Compute initial score before splitting: Score: Raw -205032217.812414 + Penalty 206019.394829 = -204826198.417585 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 1 (34124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11646.820000 sec): 2 clusters Score: Raw -5538737.132764 + Penalty 2588.563545 = -5536148.569219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11646.990000 sec): 3 clusters Score: Raw -5518092.646914 + Penalty 5177.127089 = -5512915.519825 nChanged 15498 SP:Iteration 1F (11647.170000 sec): 3 clusters Score: Raw -5526519.898297 + Penalty 5177.127089 = -5521342.771208 nChanged 1732 SP:Iteration 2F (11647.350000 sec): 3 clusters Score: Raw -5527126.123850 + Penalty 5177.127089 = -5521948.996761 nChanged 1706 SP:Iteration 3Q (11647.530000 sec): 3 clusters Score: Raw -5527850.176917 + Penalty 5177.127089 = -5522673.049828 nChanged 1922 SP:Iteration 4F (11647.700000 sec): 3 clusters Score: Raw -5528796.739380 + Penalty 5177.127089 = -5523619.612291 nChanged 2104 SP:Iteration 5F (11647.870000 sec): 3 clusters Score: Raw -5530016.184936 + Penalty 5177.127089 = -5524839.057847 nChanged 2216 SP:Iteration 6F (11648.050000 sec): 3 clusters Score: Raw -5531425.343791 + Penalty 5177.127089 = -5526248.216702 nChanged 2203 SP:Iteration 7F (11648.220000 sec): 3 clusters Score: Raw -5532952.133952 + Penalty 5177.127089 = -5527775.006863 nChanged 2079 SP:Iteration 8F (11648.390000 sec): 3 clusters Score: Raw -5534494.389346 + Penalty 5177.127089 = -5529317.262257 nChanged 1774 SP:Iteration 9F (11648.570000 sec): 3 clusters Score: Raw -5535882.678652 + Penalty 5177.127089 = -5530705.551563 nChanged 1467 SP:Iteration 10Q (11648.740000 sec): 3 clusters Score: Raw -5537069.636981 + Penalty 5177.127089 = -5531892.509892 nChanged 1042 SP:Iteration 11Q (11648.920000 sec): 3 clusters Score: Raw -5537931.395109 + Penalty 5177.127089 = -5532754.268020 nChanged 683 SP:Iteration 12Q (11649.100000 sec): 3 clusters Score: Raw -5538494.451316 + Penalty 5177.127089 = -5533317.324227 nChanged 369 SP:Iteration 13Q (11649.260000 sec): 3 clusters Score: Raw -5538785.074256 + Penalty 5177.127089 = -5533607.947167 nChanged 212 SP:Iteration 14Q (11649.420000 sec): 3 clusters Score: Raw -5538945.254062 + Penalty 5177.127089 = -5533768.126973 nChanged 132 SP:Iteration 15Q (11649.570000 sec): 3 clusters Score: Raw -5539052.696143 + Penalty 5177.127089 = -5533875.569054 nChanged 92 SP:Iteration 16Q (11649.710000 sec): 3 clusters Score: Raw -5539122.019302 + Penalty 5177.127089 = -5533944.892213 nChanged 42 SP:Iteration 17Q (11649.850000 sec): 3 clusters Score: Raw -5539155.477562 + Penalty 5177.127089 = -5533978.350472 nChanged 33 SP:Iteration 18Q (11649.990000 sec): 3 clusters Score: Raw -5539183.762130 + Penalty 5177.127089 = -5534006.635041 nChanged 22 SP:Iteration 19Q (11650.130000 sec): 3 clusters Score: Raw -5539201.685920 + Penalty 5177.127089 = -5534024.558831 nChanged 15 SP:Iteration 20F (11650.310000 sec): 3 clusters Score: Raw -5539214.072026 + Penalty 5177.127089 = -5534036.944937 nChanged 12 SP:Iteration 21Q (11650.440000 sec): 3 clusters Score: Raw -5539221.727274 + Penalty 5177.127089 = -5534044.600185 nChanged 10 SP:Iteration 22Q (11650.580000 sec): 3 clusters Score: Raw -5539230.127408 + Penalty 5177.127089 = -5534053.000319 nChanged 5 SP:Iteration 23Q (11650.710000 sec): 3 clusters Score: Raw -5539233.396356 + Penalty 5177.127089 = -5534056.269267 nChanged 5 SP:Iteration 24Q (11650.850000 sec): 3 clusters Score: Raw -5539236.214250 + Penalty 5177.127089 = -5534059.087161 nChanged 3 SP:Iteration 25Q (11650.990000 sec): 3 clusters Score: Raw -5539238.903550 + Penalty 5177.127089 = -5534061.776460 nChanged 4 SP:Iteration 26Q (11651.120000 sec): 3 clusters Score: Raw -5539241.925683 + Penalty 5177.127089 = -5534064.798594 nChanged 4 SP:Iteration 27Q (11651.260000 sec): 3 clusters Score: Raw -5539243.770183 + Penalty 5177.127089 = -5534066.643093 nChanged 0 SP:Iteration 28F (11651.430000 sec): 3 clusters Score: Raw -5539243.770183 + Penalty 5177.127089 = -5534066.643093 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 2 (14366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11651.500000 sec): 2 clusters Score: Raw -2339969.821600 + Penalty 2374.009656 = -2337595.811944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11651.570000 sec): 3 clusters Score: Raw -2331877.745714 + Penalty 4748.019313 = -2327129.726401 nChanged 6146 SP:Iteration 1F (11651.650000 sec): 3 clusters Score: Raw -2335264.907841 + Penalty 4748.019313 = -2330516.888528 nChanged 882 SP:Iteration 2F (11651.710000 sec): 3 clusters Score: Raw -2335655.174229 + Penalty 4748.019313 = -2330907.154916 nChanged 740 SP:Iteration 3F (11651.780000 sec): 3 clusters Score: Raw -2335957.687587 + Penalty 4748.019313 = -2331209.668274 nChanged 592 SP:Iteration 4Q (11651.850000 sec): 3 clusters Score: Raw -2336205.018580 + Penalty 4748.019313 = -2331456.999267 nChanged 507 SP:Iteration 5Q (11651.930000 sec): 3 clusters Score: Raw -2336460.894636 + Penalty 4748.019313 = -2331712.875323 nChanged 565 SP:Iteration 6Q (11652.000000 sec): 3 clusters Score: Raw -2336781.514330 + Penalty 4748.019313 = -2332033.495017 nChanged 609 SP:Iteration 7Q (11652.070000 sec): 3 clusters Score: Raw -2337134.539467 + Penalty 4748.019313 = -2332386.520154 nChanged 631 SP:Iteration 8Q (11652.140000 sec): 3 clusters Score: Raw -2337505.914525 + Penalty 4748.019313 = -2332757.895212 nChanged 633 SP:Iteration 9Q (11652.210000 sec): 3 clusters Score: Raw -2337840.085595 + Penalty 4748.019313 = -2333092.066282 nChanged 598 SP:Iteration 10Q (11652.280000 sec): 3 clusters Score: Raw -2338159.199858 + Penalty 4748.019313 = -2333411.180545 nChanged 586 SP:Iteration 11Q (11652.350000 sec): 3 clusters Score: Raw -2338472.244585 + Penalty 4748.019313 = -2333724.225272 nChanged 545 SP:Iteration 12Q (11652.420000 sec): 3 clusters Score: Raw -2338780.935644 + Penalty 4748.019313 = -2334032.916331 nChanged 483 SP:Iteration 13Q (11652.490000 sec): 3 clusters Score: Raw -2339032.540004 + Penalty 4748.019313 = -2334284.520691 nChanged 396 SP:Iteration 14Q (11652.560000 sec): 3 clusters Score: Raw -2339238.052222 + Penalty 4748.019313 = -2334490.032909 nChanged 364 SP:Iteration 15Q (11652.630000 sec): 3 clusters Score: Raw -2339425.213138 + Penalty 4748.019313 = -2334677.193825 nChanged 334 SP:Iteration 16Q (11652.700000 sec): 3 clusters Score: Raw -2339585.716351 + Penalty 4748.019313 = -2334837.697038 nChanged 273 SP:Iteration 17Q (11652.770000 sec): 3 clusters Score: Raw -2339702.499714 + Penalty 4748.019313 = -2334954.480401 nChanged 216 SP:Iteration 18Q (11652.830000 sec): 3 clusters Score: Raw -2339789.715946 + Penalty 4748.019313 = -2335041.696633 nChanged 189 SP:Iteration 19Q (11652.900000 sec): 3 clusters Score: Raw -2339856.561628 + Penalty 4748.019313 = -2335108.542315 nChanged 166 SP:Iteration 20F (11652.970000 sec): 3 clusters Score: Raw -2339903.942817 + Penalty 4748.019313 = -2335155.923504 nChanged 120 SP:Iteration 21Q (11653.040000 sec): 3 clusters Score: Raw -2339932.964532 + Penalty 4748.019313 = -2335184.945219 nChanged 107 SP:Iteration 22Q (11653.110000 sec): 3 clusters Score: Raw -2339957.446421 + Penalty 4748.019313 = -2335209.427108 nChanged 82 SP:Iteration 23Q (11653.170000 sec): 3 clusters Score: Raw -2339974.387169 + Penalty 4748.019313 = -2335226.367856 nChanged 62 SP:Iteration 24Q (11653.240000 sec): 3 clusters Score: Raw -2339987.868625 + Penalty 4748.019313 = -2335239.849312 nChanged 54 SP:Iteration 25Q (11653.300000 sec): 3 clusters Score: Raw -2339999.350473 + Penalty 4748.019313 = -2335251.331160 nChanged 54 SP:Iteration 26Q (11653.370000 sec): 3 clusters Score: Raw -2340011.436215 + Penalty 4748.019313 = -2335263.416902 nChanged 64 SP:Iteration 27Q (11653.430000 sec): 3 clusters Score: Raw -2340022.674580 + Penalty 4748.019313 = -2335274.655267 nChanged 58 SP:Iteration 28Q (11653.500000 sec): 3 clusters Score: Raw -2340032.792495 + Penalty 4748.019313 = -2335284.773182 nChanged 45 SP:Iteration 29Q (11653.570000 sec): 3 clusters Score: Raw -2340040.353871 + Penalty 4748.019313 = -2335292.334558 nChanged 46 SP:Iteration 30Q (11653.630000 sec): 3 clusters Score: Raw -2340047.183779 + Penalty 4748.019313 = -2335299.164466 nChanged 36 SP:Iteration 31Q (11653.700000 sec): 3 clusters Score: Raw -2340052.764880 + Penalty 4748.019313 = -2335304.745567 nChanged 34 SP:Iteration 32Q (11653.760000 sec): 3 clusters Score: Raw -2340058.337324 + Penalty 4748.019313 = -2335310.318011 nChanged 37 SP:Iteration 33Q (11653.830000 sec): 3 clusters Score: Raw -2340065.070264 + Penalty 4748.019313 = -2335317.050951 nChanged 34 SP:Iteration 34Q (11653.890000 sec): 3 clusters Score: Raw -2340070.342509 + Penalty 4748.019313 = -2335322.323196 nChanged 30 SP:Iteration 35Q (11653.960000 sec): 3 clusters Score: Raw -2340074.444366 + Penalty 4748.019313 = -2335326.425053 nChanged 24 SP:Iteration 36Q (11654.020000 sec): 3 clusters Score: Raw -2340078.121726 + Penalty 4748.019313 = -2335330.102413 nChanged 21 SP:Iteration 37Q (11654.090000 sec): 3 clusters Score: Raw -2340081.210660 + Penalty 4748.019313 = -2335333.191347 nChanged 20 SP:Iteration 38Q (11654.150000 sec): 3 clusters Score: Raw -2340083.857075 + Penalty 4748.019313 = -2335335.837762 nChanged 18 SP:Iteration 39Q (11654.220000 sec): 3 clusters Score: Raw -2340086.018946 + Penalty 4748.019313 = -2335337.999633 nChanged 21 SP:Iteration 40F (11654.290000 sec): 3 clusters Score: Raw -2340089.904685 + Penalty 4748.019313 = -2335341.885372 nChanged 31 SP:Iteration 41Q (11654.350000 sec): 3 clusters Score: Raw -2340097.146068 + Penalty 4748.019313 = -2335349.126755 nChanged 41 SP:Iteration 42Q (11654.420000 sec): 3 clusters Score: Raw -2340106.108484 + Penalty 4748.019313 = -2335358.089171 nChanged 51 SP:Iteration 43Q (11654.480000 sec): 3 clusters Score: Raw -2340116.213594 + Penalty 4748.019313 = -2335368.194281 nChanged 53 SP:Iteration 44Q (11654.550000 sec): 3 clusters Score: Raw -2340126.843532 + Penalty 4748.019313 = -2335378.824219 nChanged 45 SP:Iteration 45Q (11654.610000 sec): 3 clusters Score: Raw -2340137.265580 + Penalty 4748.019313 = -2335389.246267 nChanged 56 SP:Iteration 46Q (11654.680000 sec): 3 clusters Score: Raw -2340149.618955 + Penalty 4748.019313 = -2335401.599642 nChanged 57 SP:Iteration 47Q (11654.740000 sec): 3 clusters Score: Raw -2340161.935357 + Penalty 4748.019313 = -2335413.916044 nChanged 50 SP:Iteration 48Q (11654.810000 sec): 3 clusters Score: Raw -2340172.470422 + Penalty 4748.019313 = -2335424.451109 nChanged 54 SP:Iteration 49Q (11654.870000 sec): 3 clusters Score: Raw -2340184.048108 + Penalty 4748.019313 = -2335436.028795 nChanged 54 SP:Iteration 50Q (11654.930000 sec): 3 clusters Score: Raw -2340197.605907 + Penalty 4748.019313 = -2335449.586594 nChanged 66 SP:Iteration 51Q (11655.000000 sec): 3 clusters Score: Raw -2340214.641318 + Penalty 4748.019313 = -2335466.622005 nChanged 59 SP:Iteration 52Q (11655.060000 sec): 3 clusters Score: Raw -2340232.049321 + Penalty 4748.019313 = -2335484.030008 nChanged 64 SP:Iteration 53Q (11655.130000 sec): 3 clusters Score: Raw -2340249.890245 + Penalty 4748.019313 = -2335501.870932 nChanged 65 SP:Iteration 54Q (11655.190000 sec): 3 clusters Score: Raw -2340269.957817 + Penalty 4748.019313 = -2335521.938504 nChanged 70 SP:Iteration 55Q (11655.250000 sec): 3 clusters Score: Raw -2340297.033384 + Penalty 4748.019313 = -2335549.014071 nChanged 81 SP:Iteration 56Q (11655.320000 sec): 3 clusters Score: Raw -2340323.422169 + Penalty 4748.019313 = -2335575.402856 nChanged 83 SP:Iteration 57Q (11655.380000 sec): 3 clusters Score: Raw -2340354.022239 + Penalty 4748.019313 = -2335606.002926 nChanged 78 SP:Iteration 58Q (11655.440000 sec): 3 clusters Score: Raw -2340384.743349 + Penalty 4748.019313 = -2335636.724036 nChanged 77 SP:Iteration 59Q (11655.510000 sec): 3 clusters Score: Raw -2340415.603331 + Penalty 4748.019313 = -2335667.584018 nChanged 91 SP:Iteration 60F (11655.580000 sec): 3 clusters Score: Raw -2340457.838023 + Penalty 4748.019313 = -2335709.818710 nChanged 108 SP:Iteration 61Q (11655.640000 sec): 3 clusters Score: Raw -2340529.526710 + Penalty 4748.019313 = -2335781.507397 nChanged 118 SP:Iteration 62Q (11655.700000 sec): 3 clusters Score: Raw -2340633.563246 + Penalty 4748.019313 = -2335885.543933 nChanged 134 SP:Iteration 63Q (11655.770000 sec): 3 clusters Score: Raw -2340794.004974 + Penalty 4748.019313 = -2336045.985661 nChanged 141 SP:Iteration 64Q (11655.830000 sec): 3 clusters Score: Raw -2340954.942582 + Penalty 4748.019313 = -2336206.923269 nChanged 133 SP:Iteration 65Q (11655.880000 sec): 3 clusters Score: Raw -2341057.307451 + Penalty 4748.019313 = -2336309.288138 nChanged 94 SP:Iteration 66Q (11655.940000 sec): 3 clusters Score: Raw -2341099.337641 + Penalty 4748.019313 = -2336351.318328 nChanged 63 SP:Iteration 67Q (11656.000000 sec): 3 clusters Score: Raw -2341124.990603 + Penalty 4748.019313 = -2336376.971290 nChanged 39 SP:Iteration 68Q (11656.060000 sec): 3 clusters Score: Raw -2341136.111266 + Penalty 4748.019313 = -2336388.091953 nChanged 22 SP:Iteration 69Q (11656.110000 sec): 3 clusters Score: Raw -2341142.101212 + Penalty 4748.019313 = -2336394.081899 nChanged 18 SP:Iteration 70Q (11656.170000 sec): 3 clusters Score: Raw -2341145.929752 + Penalty 4748.019313 = -2336397.910439 nChanged 13 SP:Iteration 71Q (11656.230000 sec): 3 clusters Score: Raw -2341148.993387 + Penalty 4748.019313 = -2336400.974074 nChanged 9 SP:Iteration 72Q (11656.280000 sec): 3 clusters Score: Raw -2341150.389486 + Penalty 4748.019313 = -2336402.370173 nChanged 6 SP:Iteration 73Q (11656.340000 sec): 3 clusters Score: Raw -2341151.453290 + Penalty 4748.019313 = -2336403.433977 nChanged 6 SP:Iteration 74Q (11656.400000 sec): 3 clusters Score: Raw -2341152.801329 + Penalty 4748.019313 = -2336404.782016 nChanged 3 SP:Iteration 75Q (11656.450000 sec): 3 clusters Score: Raw -2341153.476803 + Penalty 4748.019313 = -2336405.457490 nChanged 4 SP:Iteration 76Q (11656.510000 sec): 3 clusters Score: Raw -2341153.986114 + Penalty 4748.019313 = -2336405.966801 nChanged 4 SP:Iteration 77Q (11656.570000 sec): 3 clusters Score: Raw -2341154.716658 + Penalty 4748.019313 = -2336406.697345 nChanged 4 SP:Iteration 78Q (11656.620000 sec): 3 clusters Score: Raw -2341155.397379 + Penalty 4748.019313 = -2336407.378066 nChanged 3 SP:Iteration 79Q (11656.680000 sec): 3 clusters Score: Raw -2341156.189967 + Penalty 4748.019313 = -2336408.170655 nChanged 2 SP:Iteration 80F (11656.750000 sec): 3 clusters Score: Raw -2341156.657580 + Penalty 4748.019313 = -2336408.638267 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 3 (1599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11656.770000 sec): 2 clusters Score: Raw -229775.128217 + Penalty 1829.529161 = -227945.599056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11656.770000 sec): 3 clusters Score: Raw -229268.589737 + Penalty 3659.058322 = -225609.531415 nChanged 457 SP:Iteration 1F (11656.780000 sec): 3 clusters Score: Raw -229687.915238 + Penalty 3659.058322 = -226028.856916 nChanged 114 SP:Iteration 2F (11656.790000 sec): 3 clusters Score: Raw -229818.479230 + Penalty 3659.058322 = -226159.420909 nChanged 69 SP:Iteration 3Q (11656.800000 sec): 3 clusters Score: Raw -229888.763055 + Penalty 3659.058322 = -226229.704733 nChanged 41 SP:Iteration 4Q (11656.810000 sec): 3 clusters Score: Raw -229924.975500 + Penalty 3659.058322 = -226265.917178 nChanged 36 SP:Iteration 5Q (11656.810000 sec): 3 clusters Score: Raw -229954.020576 + Penalty 3659.058322 = -226294.962254 nChanged 20 SP:Iteration 6Q (11656.820000 sec): 3 clusters Score: Raw -229972.129071 + Penalty 3659.058322 = -226313.070749 nChanged 12 SP:Iteration 7Q (11656.830000 sec): 3 clusters Score: Raw -229980.196983 + Penalty 3659.058322 = -226321.138661 nChanged 10 SP:Iteration 8Q (11656.840000 sec): 3 clusters Score: Raw -229985.987796 + Penalty 3659.058322 = -226326.929475 nChanged 6 SP:Iteration 9Q (11656.850000 sec): 3 clusters Score: Raw -229993.068064 + Penalty 3659.058322 = -226334.009743 nChanged 12 SP:Iteration 10Q (11656.850000 sec): 3 clusters Score: Raw -230003.212273 + Penalty 3659.058322 = -226344.153952 nChanged 14 SP:Iteration 11Q (11656.860000 sec): 3 clusters Score: Raw -230013.625019 + Penalty 3659.058322 = -226354.566697 nChanged 4 SP:Iteration 12Q (11656.870000 sec): 3 clusters Score: Raw -230016.520703 + Penalty 3659.058322 = -226357.462382 nChanged 6 SP:Iteration 13Q (11656.880000 sec): 3 clusters Score: Raw -230020.231666 + Penalty 3659.058322 = -226361.173345 nChanged 6 SP:Iteration 14Q (11656.890000 sec): 3 clusters Score: Raw -230027.537457 + Penalty 3659.058322 = -226368.479136 nChanged 10 SP:Iteration 15Q (11656.890000 sec): 3 clusters Score: Raw -230037.327204 + Penalty 3659.058322 = -226378.268882 nChanged 10 SP:Iteration 16Q (11656.900000 sec): 3 clusters Score: Raw -230045.647857 + Penalty 3659.058322 = -226386.589535 nChanged 14 SP:Iteration 17Q (11656.910000 sec): 3 clusters Score: Raw -230056.133598 + Penalty 3659.058322 = -226397.075276 nChanged 12 SP:Iteration 18Q (11656.910000 sec): 3 clusters Score: Raw -230071.582035 + Penalty 3659.058322 = -226412.523714 nChanged 10 SP:Iteration 19Q (11656.920000 sec): 3 clusters Score: Raw -230079.703226 + Penalty 3659.058322 = -226420.644904 nChanged 7 SP:Iteration 20F (11656.930000 sec): 3 clusters Score: Raw -230082.895675 + Penalty 3659.058322 = -226423.837354 nChanged 6 SP:Iteration 21Q (11656.940000 sec): 3 clusters Score: Raw -230085.791702 + Penalty 3659.058322 = -226426.733380 nChanged 5 SP:Iteration 22Q (11656.950000 sec): 3 clusters Score: Raw -230089.292576 + Penalty 3659.058322 = -226430.234255 nChanged 4 SP:Iteration 23Q (11656.950000 sec): 3 clusters Score: Raw -230094.635697 + Penalty 3659.058322 = -226435.577376 nChanged 9 SP:Iteration 24Q (11656.960000 sec): 3 clusters Score: Raw -230103.236300 + Penalty 3659.058322 = -226444.177978 nChanged 8 SP:Iteration 25Q (11656.970000 sec): 3 clusters Score: Raw -230110.019352 + Penalty 3659.058322 = -226450.961030 nChanged 8 SP:Iteration 26Q (11656.980000 sec): 3 clusters Score: Raw -230115.546993 + Penalty 3659.058322 = -226456.488671 nChanged 7 SP:Iteration 27Q (11656.990000 sec): 3 clusters Score: Raw -230120.148611 + Penalty 3659.058322 = -226461.090289 nChanged 4 SP:Iteration 28Q (11657.000000 sec): 3 clusters Score: Raw -230122.601007 + Penalty 3659.058322 = -226463.542686 nChanged 2 SP:Iteration 29Q (11657.010000 sec): 3 clusters Score: Raw -230123.779375 + Penalty 3659.058322 = -226464.721053 nChanged 1 SP:Iteration 30Q (11657.020000 sec): 3 clusters Score: Raw -230124.647436 + Penalty 3659.058322 = -226465.589114 nChanged 0 SP:Iteration 31F (11657.020000 sec): 3 clusters Score: Raw -230124.647436 + Penalty 3659.058322 = -226465.589114 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 4 (496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11657.030000 sec): 2 clusters Score: Raw -73295.465864 + Penalty 1539.230830 = -71756.235034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11657.030000 sec): 3 clusters Score: Raw -73303.077799 + Penalty 3078.461660 = -70224.616140 nChanged 86 SP:Iteration 1F (11657.040000 sec): 3 clusters Score: Raw -73473.106330 + Penalty 3078.461660 = -70394.644670 nChanged 18 SP:Iteration 2Q (11657.040000 sec): 3 clusters Score: Raw -73548.899572 + Penalty 3078.461660 = -70470.437912 nChanged 13 SP:Iteration 3Q (11657.040000 sec): 3 clusters Score: Raw -73584.682881 + Penalty 3078.461660 = -70506.221222 nChanged 5 SP:Iteration 4Q (11657.040000 sec): 3 clusters Score: Raw -73604.786626 + Penalty 3078.461660 = -70526.324967 nChanged 6 SP:Iteration 5Q (11657.040000 sec): 3 clusters Score: Raw -73615.957089 + Penalty 3078.461660 = -70537.495429 nChanged 6 SP:Iteration 6Q (11657.050000 sec): 3 clusters Score: Raw -73626.281426 + Penalty 3078.461660 = -70547.819766 nChanged 8 SP:Iteration 7Q (11657.050000 sec): 3 clusters Score: Raw -73646.571325 + Penalty 3078.461660 = -70568.109665 nChanged 4 SP:Iteration 8Q (11657.050000 sec): 3 clusters Score: Raw -73660.503214 + Penalty 3078.461660 = -70582.041555 nChanged 6 SP:Iteration 9Q (11657.050000 sec): 3 clusters Score: Raw -73669.713032 + Penalty 3078.461660 = -70591.251372 nChanged 2 SP:Iteration 10Q (11657.060000 sec): 3 clusters Score: Raw -73672.933689 + Penalty 3078.461660 = -70594.472029 nChanged 1 SP:Iteration 11Q (11657.060000 sec): 3 clusters Score: Raw -73675.730618 + Penalty 3078.461660 = -70597.268958 nChanged 1 SP:Iteration 12Q (11657.060000 sec): 3 clusters Score: Raw -73679.912981 + Penalty 3078.461660 = -70601.451321 nChanged 1 SP:Iteration 13Q (11657.060000 sec): 3 clusters Score: Raw -73681.601822 + Penalty 3078.461660 = -70603.140162 nChanged 1 SP:Iteration 14Q (11657.060000 sec): 3 clusters Score: Raw -73683.101839 + Penalty 3078.461660 = -70604.640180 nChanged 1 SP:Iteration 15Q (11657.070000 sec): 3 clusters Score: Raw -73685.487018 + Penalty 3078.461660 = -70607.025359 nChanged 2 SP:Iteration 16Q (11657.070000 sec): 3 clusters Score: Raw -73691.402955 + Penalty 3078.461660 = -70612.941295 nChanged 0 SP:Iteration 17F (11657.070000 sec): 3 clusters Score: Raw -73691.402955 + Penalty 3078.461660 = -70612.941295 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 5 (329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11657.080000 sec): 2 clusters Score: Raw -41804.758160 + Penalty 1437.422322 = -40367.335837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11657.080000 sec): 3 clusters Score: Raw -42250.470353 + Penalty 2874.844644 = -39375.625708 nChanged 76 SP:Iteration 1F (11657.080000 sec): 3 clusters Score: Raw -42566.954364 + Penalty 2874.844644 = -39692.109719 nChanged 22 SP:Iteration 2F (11657.080000 sec): 3 clusters Score: Raw -42712.225302 + Penalty 2874.844644 = -39837.380657 nChanged 16 SP:Iteration 3Q (11657.080000 sec): 3 clusters Score: Raw -42806.415822 + Penalty 2874.844644 = -39931.571177 nChanged 6 SP:Iteration 4Q (11657.090000 sec): 3 clusters Score: Raw -42904.750756 + Penalty 2874.844644 = -40029.906112 nChanged 21 SP:Iteration 5F (11657.090000 sec): 3 clusters Score: Raw -43010.039695 + Penalty 2874.844644 = -40135.195051 nChanged 17 SP:Iteration 6F (11657.090000 sec): 3 clusters Score: Raw -43067.804357 + Penalty 2874.844644 = -40192.959713 nChanged 14 SP:Iteration 7Q (11657.090000 sec): 3 clusters Score: Raw -43122.657977 + Penalty 2874.844644 = -40247.813333 nChanged 2 SP:Iteration 8Q (11657.090000 sec): 3 clusters Score: Raw -43143.503999 + Penalty 2874.844644 = -40268.659355 nChanged 0 SP:Iteration 9F (11657.100000 sec): 3 clusters Score: Raw -43143.503999 + Penalty 2874.844644 = -40268.659355 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 6 (13167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11657.160000 sec): 2 clusters Score: Raw -2119472.526010 + Penalty 2352.396307 = -2117120.129703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11657.220000 sec): 3 clusters Score: Raw -2112202.751223 + Penalty 4704.792613 = -2107497.958610 nChanged 5591 SP:Iteration 1F (11657.280000 sec): 3 clusters Score: Raw -2115360.046914 + Penalty 4704.792613 = -2110655.254301 nChanged 969 SP:Iteration 2F (11657.350000 sec): 3 clusters Score: Raw -2116057.571582 + Penalty 4704.792613 = -2111352.778969 nChanged 967 SP:Iteration 3F (11657.410000 sec): 3 clusters Score: Raw -2116836.561290 + Penalty 4704.792613 = -2112131.768677 nChanged 1027 SP:Iteration 4F (11657.480000 sec): 3 clusters Score: Raw -2117693.149047 + Penalty 4704.792613 = -2112988.356434 nChanged 1062 SP:Iteration 5F (11657.540000 sec): 3 clusters Score: Raw -2118615.612010 + Penalty 4704.792613 = -2113910.819397 nChanged 912 SP:Iteration 6F (11657.610000 sec): 3 clusters Score: Raw -2119474.838927 + Penalty 4704.792613 = -2114770.046314 nChanged 766 SP:Iteration 7F (11657.680000 sec): 3 clusters Score: Raw -2120179.045902 + Penalty 4704.792613 = -2115474.253289 nChanged 531 SP:Iteration 8Q (11657.740000 sec): 3 clusters Score: Raw -2120604.113610 + Penalty 4704.792613 = -2115899.320997 nChanged 339 SP:Iteration 9Q (11657.800000 sec): 3 clusters Score: Raw -2120848.447256 + Penalty 4704.792613 = -2116143.654643 nChanged 258 SP:Iteration 10Q (11657.860000 sec): 3 clusters Score: Raw -2121050.542922 + Penalty 4704.792613 = -2116345.750308 nChanged 210 SP:Iteration 11Q (11657.920000 sec): 3 clusters Score: Raw -2121226.532747 + Penalty 4704.792613 = -2116521.740134 nChanged 153 SP:Iteration 12Q (11657.980000 sec): 3 clusters Score: Raw -2121336.032631 + Penalty 4704.792613 = -2116631.240017 nChanged 133 SP:Iteration 13Q (11658.040000 sec): 3 clusters Score: Raw -2121423.836563 + Penalty 4704.792613 = -2116719.043950 nChanged 108 SP:Iteration 14Q (11658.090000 sec): 3 clusters Score: Raw -2121487.405928 + Penalty 4704.792613 = -2116782.613315 nChanged 84 SP:Iteration 15Q (11658.150000 sec): 3 clusters Score: Raw -2121534.938327 + Penalty 4704.792613 = -2116830.145713 nChanged 74 SP:Iteration 16Q (11658.200000 sec): 3 clusters Score: Raw -2121571.737243 + Penalty 4704.792613 = -2116866.944630 nChanged 59 SP:Iteration 17Q (11658.260000 sec): 3 clusters Score: Raw -2121595.236608 + Penalty 4704.792613 = -2116890.443995 nChanged 37 SP:Iteration 18Q (11658.310000 sec): 3 clusters Score: Raw -2121609.975651 + Penalty 4704.792613 = -2116905.183037 nChanged 33 SP:Iteration 19Q (11658.360000 sec): 3 clusters Score: Raw -2121621.461276 + Penalty 4704.792613 = -2116916.668662 nChanged 35 SP:Iteration 20F (11658.430000 sec): 3 clusters Score: Raw -2121631.581340 + Penalty 4704.792613 = -2116926.788727 nChanged 20 SP:Iteration 21Q (11658.480000 sec): 3 clusters Score: Raw -2121636.966250 + Penalty 4704.792613 = -2116932.173636 nChanged 20 SP:Iteration 22Q (11658.540000 sec): 3 clusters Score: Raw -2121643.508988 + Penalty 4704.792613 = -2116938.716374 nChanged 21 SP:Iteration 23Q (11658.590000 sec): 3 clusters Score: Raw -2121649.159734 + Penalty 4704.792613 = -2116944.367120 nChanged 21 SP:Iteration 24Q (11658.640000 sec): 3 clusters Score: Raw -2121655.457098 + Penalty 4704.792613 = -2116950.664484 nChanged 23 SP:Iteration 25Q (11658.700000 sec): 3 clusters Score: Raw -2121661.461642 + Penalty 4704.792613 = -2116956.669029 nChanged 13 SP:Iteration 26Q (11658.750000 sec): 3 clusters Score: Raw -2121665.473302 + Penalty 4704.792613 = -2116960.680689 nChanged 15 SP:Iteration 27Q (11658.800000 sec): 3 clusters Score: Raw -2121669.560534 + Penalty 4704.792613 = -2116964.767921 nChanged 12 SP:Iteration 28Q (11658.860000 sec): 3 clusters Score: Raw -2121672.947036 + Penalty 4704.792613 = -2116968.154423 nChanged 5 SP:Iteration 29Q (11658.910000 sec): 3 clusters Score: Raw -2121673.783928 + Penalty 4704.792613 = -2116968.991315 nChanged 5 SP:Iteration 30Q (11658.960000 sec): 3 clusters Score: Raw -2121674.490490 + Penalty 4704.792613 = -2116969.697877 nChanged 3 SP:Iteration 31Q (11659.010000 sec): 3 clusters Score: Raw -2121675.217269 + Penalty 4704.792613 = -2116970.424656 nChanged 2 SP:Iteration 32Q (11659.060000 sec): 3 clusters Score: Raw -2121675.624088 + Penalty 4704.792613 = -2116970.831475 nChanged 1 SP:Iteration 33Q (11659.120000 sec): 3 clusters Score: Raw -2121676.022208 + Penalty 4704.792613 = -2116971.229595 nChanged 2 SP:Iteration 34Q (11659.170000 sec): 3 clusters Score: Raw -2121676.412677 + Penalty 4704.792613 = -2116971.620064 nChanged 3 SP:Iteration 35Q (11659.220000 sec): 3 clusters Score: Raw -2121676.897259 + Penalty 4704.792613 = -2116972.104646 nChanged 3 SP:Iteration 36Q (11659.280000 sec): 3 clusters Score: Raw -2121677.584710 + Penalty 4704.792613 = -2116972.792096 nChanged 3 SP:Iteration 37Q (11659.330000 sec): 3 clusters Score: Raw -2121677.936092 + Penalty 4704.792613 = -2116973.143478 nChanged 2 SP:Iteration 38Q (11659.380000 sec): 3 clusters Score: Raw -2121678.106989 + Penalty 4704.792613 = -2116973.314376 nChanged 0 SP:Iteration 39F (11659.440000 sec): 3 clusters Score: Raw -2121678.106989 + Penalty 4704.792613 = -2116973.314376 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 7 (15764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11659.520000 sec): 2 clusters Score: Raw -2436355.869954 + Penalty 2397.040066 = -2433958.829888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11659.600000 sec): 3 clusters Score: Raw -2427422.224700 + Penalty 4794.080133 = -2422628.144567 nChanged 6858 SP:Iteration 1F (11659.670000 sec): 3 clusters Score: Raw -2431203.206303 + Penalty 4794.080133 = -2426409.126171 nChanged 962 SP:Iteration 2F (11659.750000 sec): 3 clusters Score: Raw -2431655.567480 + Penalty 4794.080133 = -2426861.487347 nChanged 848 SP:Iteration 3F (11659.830000 sec): 3 clusters Score: Raw -2432052.809835 + Penalty 4794.080133 = -2427258.729702 nChanged 704 SP:Iteration 4Q (11659.910000 sec): 3 clusters Score: Raw -2432364.265818 + Penalty 4794.080133 = -2427570.185686 nChanged 684 SP:Iteration 5Q (11659.990000 sec): 3 clusters Score: Raw -2432687.309033 + Penalty 4794.080133 = -2427893.228900 nChanged 673 SP:Iteration 6Q (11660.070000 sec): 3 clusters Score: Raw -2433034.634822 + Penalty 4794.080133 = -2428240.554689 nChanged 679 SP:Iteration 7Q (11660.150000 sec): 3 clusters Score: Raw -2433438.015735 + Penalty 4794.080133 = -2428643.935603 nChanged 726 SP:Iteration 8Q (11660.230000 sec): 3 clusters Score: Raw -2433875.103057 + Penalty 4794.080133 = -2429081.022925 nChanged 682 SP:Iteration 9Q (11660.310000 sec): 3 clusters Score: Raw -2434301.693323 + Penalty 4794.080133 = -2429507.613190 nChanged 709 SP:Iteration 10Q (11660.380000 sec): 3 clusters Score: Raw -2434739.603743 + Penalty 4794.080133 = -2429945.523610 nChanged 641 SP:Iteration 11Q (11660.460000 sec): 3 clusters Score: Raw -2435147.024103 + Penalty 4794.080133 = -2430352.943970 nChanged 645 SP:Iteration 12Q (11660.540000 sec): 3 clusters Score: Raw -2435507.320395 + Penalty 4794.080133 = -2430713.240262 nChanged 524 SP:Iteration 13Q (11660.610000 sec): 3 clusters Score: Raw -2435801.997658 + Penalty 4794.080133 = -2431007.917525 nChanged 514 SP:Iteration 14Q (11660.690000 sec): 3 clusters Score: Raw -2436069.503052 + Penalty 4794.080133 = -2431275.422920 nChanged 453 SP:Iteration 15Q (11660.770000 sec): 3 clusters Score: Raw -2436302.940036 + Penalty 4794.080133 = -2431508.859903 nChanged 434 SP:Iteration 16Q (11660.850000 sec): 3 clusters Score: Raw -2436517.190441 + Penalty 4794.080133 = -2431723.110308 nChanged 380 SP:Iteration 17Q (11660.920000 sec): 3 clusters Score: Raw -2436687.131627 + Penalty 4794.080133 = -2431893.051494 nChanged 368 SP:Iteration 18Q (11660.990000 sec): 3 clusters Score: Raw -2436866.319923 + Penalty 4794.080133 = -2432072.239790 nChanged 363 SP:Iteration 19Q (11661.070000 sec): 3 clusters Score: Raw -2437036.346105 + Penalty 4794.080133 = -2432242.265973 nChanged 331 SP:Iteration 20F (11661.150000 sec): 3 clusters Score: Raw -2437200.578510 + Penalty 4794.080133 = -2432406.498377 nChanged 292 SP:Iteration 21Q (11661.220000 sec): 3 clusters Score: Raw -2437345.078699 + Penalty 4794.080133 = -2432550.998566 nChanged 257 SP:Iteration 22Q (11661.300000 sec): 3 clusters Score: Raw -2437466.475553 + Penalty 4794.080133 = -2432672.395421 nChanged 211 SP:Iteration 23Q (11661.370000 sec): 3 clusters Score: Raw -2437565.922874 + Penalty 4794.080133 = -2432771.842742 nChanged 188 SP:Iteration 24Q (11661.440000 sec): 3 clusters Score: Raw -2437657.463841 + Penalty 4794.080133 = -2432863.383708 nChanged 153 SP:Iteration 25Q (11661.510000 sec): 3 clusters Score: Raw -2437725.895700 + Penalty 4794.080133 = -2432931.815567 nChanged 129 SP:Iteration 26Q (11661.590000 sec): 3 clusters Score: Raw -2437775.596578 + Penalty 4794.080133 = -2432981.516446 nChanged 109 SP:Iteration 27Q (11661.660000 sec): 3 clusters Score: Raw -2437812.711964 + Penalty 4794.080133 = -2433018.631832 nChanged 86 SP:Iteration 28Q (11661.730000 sec): 3 clusters Score: Raw -2437839.841696 + Penalty 4794.080133 = -2433045.761563 nChanged 66 SP:Iteration 29Q (11661.800000 sec): 3 clusters Score: Raw -2437856.470280 + Penalty 4794.080133 = -2433062.390148 nChanged 47 SP:Iteration 30Q (11661.870000 sec): 3 clusters Score: Raw -2437871.980282 + Penalty 4794.080133 = -2433077.900149 nChanged 56 SP:Iteration 31Q (11661.940000 sec): 3 clusters Score: Raw -2437889.084858 + Penalty 4794.080133 = -2433095.004726 nChanged 38 SP:Iteration 32Q (11662.010000 sec): 3 clusters Score: Raw -2437899.911564 + Penalty 4794.080133 = -2433105.831432 nChanged 36 SP:Iteration 33Q (11662.080000 sec): 3 clusters Score: Raw -2437910.390259 + Penalty 4794.080133 = -2433116.310126 nChanged 36 SP:Iteration 34Q (11662.150000 sec): 3 clusters Score: Raw -2437921.370827 + Penalty 4794.080133 = -2433127.290695 nChanged 30 SP:Iteration 35Q (11662.220000 sec): 3 clusters Score: Raw -2437932.914793 + Penalty 4794.080133 = -2433138.834661 nChanged 30 SP:Iteration 36Q (11662.290000 sec): 3 clusters Score: Raw -2437944.007365 + Penalty 4794.080133 = -2433149.927232 nChanged 28 SP:Iteration 37Q (11662.360000 sec): 3 clusters Score: Raw -2437952.545554 + Penalty 4794.080133 = -2433158.465422 nChanged 23 SP:Iteration 38Q (11662.430000 sec): 3 clusters Score: Raw -2437958.602170 + Penalty 4794.080133 = -2433164.522037 nChanged 20 SP:Iteration 39Q (11662.500000 sec): 3 clusters Score: Raw -2437964.722960 + Penalty 4794.080133 = -2433170.642827 nChanged 17 SP:Iteration 40F (11662.570000 sec): 3 clusters Score: Raw -2437970.995669 + Penalty 4794.080133 = -2433176.915537 nChanged 18 SP:Iteration 41Q (11662.650000 sec): 3 clusters Score: Raw -2437974.760973 + Penalty 4794.080133 = -2433180.680840 nChanged 8 SP:Iteration 42Q (11662.710000 sec): 3 clusters Score: Raw -2437976.627665 + Penalty 4794.080133 = -2433182.547533 nChanged 8 SP:Iteration 43Q (11662.780000 sec): 3 clusters Score: Raw -2437978.193979 + Penalty 4794.080133 = -2433184.113847 nChanged 6 SP:Iteration 44Q (11662.850000 sec): 3 clusters Score: Raw -2437978.943296 + Penalty 4794.080133 = -2433184.863163 nChanged 3 SP:Iteration 45Q (11662.920000 sec): 3 clusters Score: Raw -2437979.476421 + Penalty 4794.080133 = -2433185.396289 nChanged 5 SP:Iteration 46Q (11662.990000 sec): 3 clusters Score: Raw -2437980.696599 + Penalty 4794.080133 = -2433186.616467 nChanged 8 SP:Iteration 47Q (11663.060000 sec): 3 clusters Score: Raw -2437983.627233 + Penalty 4794.080133 = -2433189.547101 nChanged 15 SP:Iteration 48Q (11663.130000 sec): 3 clusters Score: Raw -2437988.819926 + Penalty 4794.080133 = -2433194.739793 nChanged 17 SP:Iteration 49Q (11663.190000 sec): 3 clusters Score: Raw -2437994.490507 + Penalty 4794.080133 = -2433200.410374 nChanged 15 SP:Iteration 50Q (11663.270000 sec): 3 clusters Score: Raw -2437999.000090 + Penalty 4794.080133 = -2433204.919957 nChanged 17 SP:Iteration 51Q (11663.330000 sec): 3 clusters Score: Raw -2438003.913291 + Penalty 4794.080133 = -2433209.833158 nChanged 12 SP:Iteration 52Q (11663.400000 sec): 3 clusters Score: Raw -2438007.971291 + Penalty 4794.080133 = -2433213.891159 nChanged 8 SP:Iteration 53Q (11663.470000 sec): 3 clusters Score: Raw -2438012.382926 + Penalty 4794.080133 = -2433218.302793 nChanged 18 SP:Iteration 54Q (11663.540000 sec): 3 clusters Score: Raw -2438017.998640 + Penalty 4794.080133 = -2433223.918508 nChanged 8 SP:Iteration 55Q (11663.610000 sec): 3 clusters Score: Raw -2438019.636717 + Penalty 4794.080133 = -2433225.556584 nChanged 6 SP:Iteration 56Q (11663.670000 sec): 3 clusters Score: Raw -2438021.337734 + Penalty 4794.080133 = -2433227.257602 nChanged 1 SP:Iteration 57Q (11663.750000 sec): 3 clusters Score: Raw -2438021.421200 + Penalty 4794.080133 = -2433227.341067 nChanged 1 SP:Iteration 58Q (11663.810000 sec): 3 clusters Score: Raw -2438021.587618 + Penalty 4794.080133 = -2433227.507485 nChanged 0 SP:Iteration 59F (11663.890000 sec): 3 clusters Score: Raw -2438021.587618 + Penalty 4794.080133 = -2433227.507485 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 8 (3130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11663.910000 sec): 2 clusters Score: Raw -506096.618343 + Penalty 1996.099494 = -504100.518849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11663.930000 sec): 3 clusters Score: Raw -504777.926568 + Penalty 3992.198989 = -500785.727579 nChanged 1078 SP:Iteration 1F (11663.950000 sec): 3 clusters Score: Raw -505459.307691 + Penalty 3992.198989 = -501467.108703 nChanged 243 SP:Iteration 2F (11663.960000 sec): 3 clusters Score: Raw -505656.634226 + Penalty 3992.198989 = -501664.435237 nChanged 151 SP:Iteration 3Q (11663.980000 sec): 3 clusters Score: Raw -505756.083154 + Penalty 3992.198989 = -501763.884165 nChanged 90 SP:Iteration 4Q (11663.990000 sec): 3 clusters Score: Raw -505807.566894 + Penalty 3992.198989 = -501815.367905 nChanged 67 SP:Iteration 5Q (11664.010000 sec): 3 clusters Score: Raw -505845.415087 + Penalty 3992.198989 = -501853.216098 nChanged 52 SP:Iteration 6Q (11664.020000 sec): 3 clusters Score: Raw -505870.108420 + Penalty 3992.198989 = -501877.909431 nChanged 36 SP:Iteration 7Q (11664.040000 sec): 3 clusters Score: Raw -505890.502861 + Penalty 3992.198989 = -501898.303872 nChanged 36 SP:Iteration 8Q (11664.050000 sec): 3 clusters Score: Raw -505908.152378 + Penalty 3992.198989 = -501915.953389 nChanged 26 SP:Iteration 9Q (11664.070000 sec): 3 clusters Score: Raw -505921.254639 + Penalty 3992.198989 = -501929.055650 nChanged 31 SP:Iteration 10Q (11664.090000 sec): 3 clusters Score: Raw -505939.883195 + Penalty 3992.198989 = -501947.684206 nChanged 36 SP:Iteration 11Q (11664.100000 sec): 3 clusters Score: Raw -505961.433026 + Penalty 3992.198989 = -501969.234037 nChanged 28 SP:Iteration 12Q (11664.120000 sec): 3 clusters Score: Raw -505976.544533 + Penalty 3992.198989 = -501984.345544 nChanged 27 SP:Iteration 13Q (11664.130000 sec): 3 clusters Score: Raw -505988.088563 + Penalty 3992.198989 = -501995.889574 nChanged 17 SP:Iteration 14Q (11664.150000 sec): 3 clusters Score: Raw -505995.602393 + Penalty 3992.198989 = -502003.403404 nChanged 11 SP:Iteration 15Q (11664.160000 sec): 3 clusters Score: Raw -506001.356832 + Penalty 3992.198989 = -502009.157844 nChanged 10 SP:Iteration 16Q (11664.180000 sec): 3 clusters Score: Raw -506005.231464 + Penalty 3992.198989 = -502013.032475 nChanged 7 SP:Iteration 17Q (11664.190000 sec): 3 clusters Score: Raw -506008.911204 + Penalty 3992.198989 = -502016.712215 nChanged 9 SP:Iteration 18Q (11664.210000 sec): 3 clusters Score: Raw -506012.499084 + Penalty 3992.198989 = -502020.300095 nChanged 5 SP:Iteration 19Q (11664.220000 sec): 3 clusters Score: Raw -506014.555034 + Penalty 3992.198989 = -502022.356045 nChanged 7 SP:Iteration 20F (11664.240000 sec): 3 clusters Score: Raw -506016.898960 + Penalty 3992.198989 = -502024.699971 nChanged 3 SP:Iteration 21Q (11664.250000 sec): 3 clusters Score: Raw -506017.659411 + Penalty 3992.198989 = -502025.460422 nChanged 2 SP:Iteration 22Q (11664.270000 sec): 3 clusters Score: Raw -506018.163211 + Penalty 3992.198989 = -502025.964223 nChanged 3 SP:Iteration 23Q (11664.290000 sec): 3 clusters Score: Raw -506019.150248 + Penalty 3992.198989 = -502026.951260 nChanged 1 SP:Iteration 24Q (11664.300000 sec): 3 clusters Score: Raw -506019.395011 + Penalty 3992.198989 = -502027.196023 nChanged 0 SP:Iteration 25F (11664.320000 sec): 3 clusters Score: Raw -506019.395011 + Penalty 3992.198989 = -502027.196023 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 9 (1020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11664.330000 sec): 2 clusters Score: Raw -165630.769240 + Penalty 1718.034361 = -163912.734879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11664.330000 sec): 3 clusters Score: Raw -165372.915393 + Penalty 3436.068722 = -161936.846672 nChanged 267 SP:Iteration 1F (11664.340000 sec): 3 clusters Score: Raw -165678.178301 + Penalty 3436.068722 = -162242.109579 nChanged 70 SP:Iteration 2F (11664.340000 sec): 3 clusters Score: Raw -165774.932577 + Penalty 3436.068722 = -162338.863855 nChanged 31 SP:Iteration 3Q (11664.350000 sec): 3 clusters Score: Raw -165820.035462 + Penalty 3436.068722 = -162383.966740 nChanged 17 SP:Iteration 4Q (11664.350000 sec): 3 clusters Score: Raw -165835.028726 + Penalty 3436.068722 = -162398.960005 nChanged 6 SP:Iteration 5Q (11664.360000 sec): 3 clusters Score: Raw -165840.185453 + Penalty 3436.068722 = -162404.116732 nChanged 1 SP:Iteration 6Q (11664.360000 sec): 3 clusters Score: Raw -165841.285976 + Penalty 3436.068722 = -162405.217255 nChanged 0 SP:Iteration 7F (11664.370000 sec): 3 clusters Score: Raw -165841.285976 + Penalty 3436.068722 = -162405.217255 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 10 (5102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11664.390000 sec): 2 clusters Score: Raw -777069.641990 + Penalty 2117.272199 = -774952.369791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11664.420000 sec): 3 clusters Score: Raw -774656.971000 + Penalty 4234.544398 = -770422.426602 nChanged 1914 SP:Iteration 1F (11664.450000 sec): 3 clusters Score: Raw -775833.240451 + Penalty 4234.544398 = -771598.696054 nChanged 397 SP:Iteration 2F (11664.470000 sec): 3 clusters Score: Raw -776068.134149 + Penalty 4234.544398 = -771833.589751 nChanged 252 SP:Iteration 3Q (11664.500000 sec): 3 clusters Score: Raw -776232.746529 + Penalty 4234.544398 = -771998.202131 nChanged 222 SP:Iteration 4Q (11664.530000 sec): 3 clusters Score: Raw -776399.377081 + Penalty 4234.544398 = -772164.832683 nChanged 223 SP:Iteration 5Q (11664.550000 sec): 3 clusters Score: Raw -776583.701022 + Penalty 4234.544398 = -772349.156624 nChanged 232 SP:Iteration 6Q (11664.580000 sec): 3 clusters Score: Raw -776806.518482 + Penalty 4234.544398 = -772571.974084 nChanged 238 SP:Iteration 7Q (11664.600000 sec): 3 clusters Score: Raw -777034.314363 + Penalty 4234.544398 = -772799.769965 nChanged 227 SP:Iteration 8Q (11664.630000 sec): 3 clusters Score: Raw -777247.826934 + Penalty 4234.544398 = -773013.282536 nChanged 194 SP:Iteration 9Q (11664.650000 sec): 3 clusters Score: Raw -777432.676496 + Penalty 4234.544398 = -773198.132098 nChanged 153 SP:Iteration 10Q (11664.680000 sec): 3 clusters Score: Raw -777576.509124 + Penalty 4234.544398 = -773341.964726 nChanged 145 SP:Iteration 11Q (11664.700000 sec): 3 clusters Score: Raw -777687.280880 + Penalty 4234.544398 = -773452.736482 nChanged 127 SP:Iteration 12Q (11664.730000 sec): 3 clusters Score: Raw -777791.188427 + Penalty 4234.544398 = -773556.644029 nChanged 102 SP:Iteration 13Q (11664.750000 sec): 3 clusters Score: Raw -777867.681202 + Penalty 4234.544398 = -773633.136804 nChanged 75 SP:Iteration 14Q (11664.770000 sec): 3 clusters Score: Raw -777908.882180 + Penalty 4234.544398 = -773674.337782 nChanged 59 SP:Iteration 15Q (11664.800000 sec): 3 clusters Score: Raw -777944.259941 + Penalty 4234.544398 = -773709.715543 nChanged 53 SP:Iteration 16Q (11664.820000 sec): 3 clusters Score: Raw -777971.504410 + Penalty 4234.544398 = -773736.960012 nChanged 35 SP:Iteration 17Q (11664.850000 sec): 3 clusters Score: Raw -777989.977222 + Penalty 4234.544398 = -773755.432824 nChanged 31 SP:Iteration 18Q (11664.870000 sec): 3 clusters Score: Raw -778008.413103 + Penalty 4234.544398 = -773773.868705 nChanged 37 SP:Iteration 19Q (11664.890000 sec): 3 clusters Score: Raw -778031.270761 + Penalty 4234.544398 = -773796.726364 nChanged 32 SP:Iteration 20F (11664.920000 sec): 3 clusters Score: Raw -778045.871865 + Penalty 4234.544398 = -773811.327467 nChanged 24 SP:Iteration 21Q (11664.940000 sec): 3 clusters Score: Raw -778057.696543 + Penalty 4234.544398 = -773823.152146 nChanged 19 SP:Iteration 22Q (11664.970000 sec): 3 clusters Score: Raw -778068.972351 + Penalty 4234.544398 = -773834.427954 nChanged 23 SP:Iteration 23Q (11664.990000 sec): 3 clusters Score: Raw -778082.549104 + Penalty 4234.544398 = -773848.004707 nChanged 20 SP:Iteration 24Q (11665.010000 sec): 3 clusters Score: Raw -778094.597037 + Penalty 4234.544398 = -773860.052640 nChanged 27 SP:Iteration 25Q (11665.030000 sec): 3 clusters Score: Raw -778112.261557 + Penalty 4234.544398 = -773877.717159 nChanged 30 SP:Iteration 26Q (11665.060000 sec): 3 clusters Score: Raw -778128.556974 + Penalty 4234.544398 = -773894.012576 nChanged 20 SP:Iteration 27Q (11665.080000 sec): 3 clusters Score: Raw -778139.140795 + Penalty 4234.544398 = -773904.596397 nChanged 26 SP:Iteration 28Q (11665.110000 sec): 3 clusters Score: Raw -778151.888985 + Penalty 4234.544398 = -773917.344587 nChanged 19 SP:Iteration 29Q (11665.130000 sec): 3 clusters Score: Raw -778161.549686 + Penalty 4234.544398 = -773927.005288 nChanged 19 SP:Iteration 30Q (11665.150000 sec): 3 clusters Score: Raw -778170.963583 + Penalty 4234.544398 = -773936.419185 nChanged 10 SP:Iteration 31Q (11665.170000 sec): 3 clusters Score: Raw -778176.649295 + Penalty 4234.544398 = -773942.104898 nChanged 7 SP:Iteration 32Q (11665.190000 sec): 3 clusters Score: Raw -778179.459885 + Penalty 4234.544398 = -773944.915487 nChanged 3 SP:Iteration 33Q (11665.220000 sec): 3 clusters Score: Raw -778181.429420 + Penalty 4234.544398 = -773946.885023 nChanged 2 SP:Iteration 34Q (11665.240000 sec): 3 clusters Score: Raw -778181.892838 + Penalty 4234.544398 = -773947.348441 nChanged 1 SP:Iteration 35Q (11665.260000 sec): 3 clusters Score: Raw -778182.146135 + Penalty 4234.544398 = -773947.601737 nChanged 1 SP:Iteration 36Q (11665.290000 sec): 3 clusters Score: Raw -778182.530912 + Penalty 4234.544398 = -773947.986514 nChanged 1 SP:Iteration 37Q (11665.310000 sec): 3 clusters Score: Raw -778182.975180 + Penalty 4234.544398 = -773948.430782 nChanged 1 SP:Iteration 38Q (11665.330000 sec): 3 clusters Score: Raw -778183.083456 + Penalty 4234.544398 = -773948.539058 nChanged 0 SP:Iteration 39F (11665.350000 sec): 3 clusters Score: Raw -778183.083456 + Penalty 4234.544398 = -773948.539058 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 11 (847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11665.370000 sec): 2 clusters Score: Raw -133232.921561 + Penalty 1671.941772 = -131560.979788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11665.370000 sec): 3 clusters Score: Raw -133089.336951 + Penalty 3343.883545 = -129745.453407 nChanged 198 SP:Iteration 1F (11665.370000 sec): 3 clusters Score: Raw -133339.726830 + Penalty 3343.883545 = -129995.843285 nChanged 38 SP:Iteration 2Q (11665.380000 sec): 3 clusters Score: Raw -133385.970453 + Penalty 3343.883545 = -130042.086908 nChanged 23 SP:Iteration 3Q (11665.380000 sec): 3 clusters Score: Raw -133415.200746 + Penalty 3343.883545 = -130071.317201 nChanged 7 SP:Iteration 4Q (11665.390000 sec): 3 clusters Score: Raw -133424.452281 + Penalty 3343.883545 = -130080.568736 nChanged 3 SP:Iteration 5Q (11665.390000 sec): 3 clusters Score: Raw -133427.057377 + Penalty 3343.883545 = -130083.173833 nChanged 1 SP:Iteration 6Q (11665.390000 sec): 3 clusters Score: Raw -133429.739234 + Penalty 3343.883545 = -130085.855690 nChanged 0 SP:Iteration 7F (11665.400000 sec): 3 clusters Score: Raw -133429.739234 + Penalty 3343.883545 = -130085.855690 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 12 (626373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11668.190000 sec): 2 clusters Score: Raw -99675114.046743 + Penalty 3310.229927 = -99671803.816815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11671.450000 sec): 3 clusters Score: Raw -99255071.461238 + Penalty 6620.459854 = -99248451.001384 nChanged 306284 SP:Iteration 1F (11674.700000 sec): 3 clusters Score: Raw -99442494.685210 + Penalty 6620.459854 = -99435874.225356 nChanged 21240 SP:Iteration 2Q (11678.010000 sec): 3 clusters Score: Raw -99449141.405209 + Penalty 6620.459854 = -99442520.945354 nChanged 28119 SP:Iteration 3Q (11681.350000 sec): 3 clusters Score: Raw -99461256.884911 + Penalty 6620.459854 = -99454636.425057 nChanged 37625 SP:Iteration 4F (11684.600000 sec): 3 clusters Score: Raw -99482835.521343 + Penalty 6620.459854 = -99476215.061488 nChanged 47827 SP:Iteration 5F (11687.850000 sec): 3 clusters Score: Raw -99517666.760838 + Penalty 6620.459854 = -99511046.300983 nChanged 53967 SP:Iteration 6F (11691.080000 sec): 3 clusters Score: Raw -99564331.397570 + Penalty 6620.459854 = -99557710.937716 nChanged 50219 SP:Iteration 7F (11694.320000 sec): 3 clusters Score: Raw -99611490.177211 + Penalty 6620.459854 = -99604869.717357 nChanged 36255 SP:Iteration 8F (11697.530000 sec): 3 clusters Score: Raw -99645925.984514 + Penalty 6620.459854 = -99639305.524660 nChanged 20187 SP:Iteration 9Q (11700.620000 sec): 3 clusters Score: Raw -99664276.233323 + Penalty 6620.459854 = -99657655.773469 nChanged 8659 SP:Iteration 10Q (11703.470000 sec): 3 clusters Score: Raw -99671632.633331 + Penalty 6620.459854 = -99665012.173477 nChanged 3055 SP:Iteration 11Q (11706.040000 sec): 3 clusters Score: Raw -99674106.596405 + Penalty 6620.459854 = -99667486.136551 nChanged 1042 SP:Iteration 12Q (11708.430000 sec): 3 clusters Score: Raw -99674951.523654 + Penalty 6620.459854 = -99668331.063800 nChanged 409 SP:Iteration 13Q (11710.740000 sec): 3 clusters Score: Raw -99675271.991564 + Penalty 6620.459854 = -99668651.531709 nChanged 190 SP:Iteration 14Q (11713.010000 sec): 3 clusters Score: Raw -99675427.407885 + Penalty 6620.459854 = -99668806.948030 nChanged 113 SP:Iteration 15Q (11715.270000 sec): 3 clusters Score: Raw -99675507.260061 + Penalty 6620.459854 = -99668886.800207 nChanged 65 SP:Iteration 16Q (11717.520000 sec): 3 clusters Score: Raw -99675552.648821 + Penalty 6620.459854 = -99668932.188966 nChanged 52 SP:Iteration 17Q (11719.780000 sec): 3 clusters Score: Raw -99675585.399004 + Penalty 6620.459854 = -99668964.939149 nChanged 36 SP:Iteration 18Q (11722.020000 sec): 3 clusters Score: Raw -99675614.213497 + Penalty 6620.459854 = -99668993.753643 nChanged 33 SP:Iteration 19Q (11724.270000 sec): 3 clusters Score: Raw -99675637.604277 + Penalty 6620.459854 = -99669017.144423 nChanged 28 SP:Iteration 20F (11727.470000 sec): 3 clusters Score: Raw -99675657.951473 + Penalty 6620.459854 = -99669037.491618 nChanged 31 SP:Iteration 21Q (11729.720000 sec): 3 clusters Score: Raw -99675676.180984 + Penalty 6620.459854 = -99669055.721129 nChanged 23 SP:Iteration 22Q (11731.960000 sec): 3 clusters Score: Raw -99675689.772288 + Penalty 6620.459854 = -99669069.312434 nChanged 24 SP:Iteration 23Q (11734.200000 sec): 3 clusters Score: Raw -99675705.659658 + Penalty 6620.459854 = -99669085.199804 nChanged 25 SP:Iteration 24Q (11736.440000 sec): 3 clusters Score: Raw -99675719.483255 + Penalty 6620.459854 = -99669099.023400 nChanged 21 SP:Iteration 25Q (11738.670000 sec): 3 clusters Score: Raw -99675729.590703 + Penalty 6620.459854 = -99669109.130849 nChanged 17 SP:Iteration 26Q (11740.910000 sec): 3 clusters Score: Raw -99675739.291846 + Penalty 6620.459854 = -99669118.831992 nChanged 23 SP:Iteration 27Q (11743.150000 sec): 3 clusters Score: Raw -99675755.425971 + Penalty 6620.459854 = -99669134.966116 nChanged 21 SP:Iteration 28Q (11745.390000 sec): 3 clusters Score: Raw -99675770.466930 + Penalty 6620.459854 = -99669150.007076 nChanged 20 SP:Iteration 29Q (11747.620000 sec): 3 clusters Score: Raw -99675786.741995 + Penalty 6620.459854 = -99669166.282140 nChanged 25 SP:Iteration 30Q (11749.860000 sec): 3 clusters Score: Raw -99675805.942356 + Penalty 6620.459854 = -99669185.482502 nChanged 27 SP:Iteration 31Q (11752.090000 sec): 3 clusters Score: Raw -99675825.150424 + Penalty 6620.459854 = -99669204.690570 nChanged 29 SP:Iteration 32Q (11754.330000 sec): 3 clusters Score: Raw -99675850.434699 + Penalty 6620.459854 = -99669229.974844 nChanged 35 SP:Iteration 33Q (11756.560000 sec): 3 clusters Score: Raw -99675872.933343 + Penalty 6620.459854 = -99669252.473489 nChanged 28 SP:Iteration 34Q (11758.790000 sec): 3 clusters Score: Raw -99675885.907928 + Penalty 6620.459854 = -99669265.448074 nChanged 19 SP:Iteration 35Q (11761.020000 sec): 3 clusters Score: Raw -99675897.312470 + Penalty 6620.459854 = -99669276.852616 nChanged 18 SP:Iteration 36Q (11763.250000 sec): 3 clusters Score: Raw -99675907.093523 + Penalty 6620.459854 = -99669286.633668 nChanged 23 SP:Iteration 37Q (11765.480000 sec): 3 clusters Score: Raw -99675919.374861 + Penalty 6620.459854 = -99669298.915007 nChanged 19 SP:Iteration 38Q (11767.710000 sec): 3 clusters Score: Raw -99675932.259263 + Penalty 6620.459854 = -99669311.799409 nChanged 19 SP:Iteration 39Q (11769.940000 sec): 3 clusters Score: Raw -99675944.663061 + Penalty 6620.459854 = -99669324.203207 nChanged 19 SP:Iteration 40F (11773.140000 sec): 3 clusters Score: Raw -99675957.686976 + Penalty 6620.459854 = -99669337.227122 nChanged 15 SP:Iteration 41Q (11775.360000 sec): 3 clusters Score: Raw -99675963.326763 + Penalty 6620.459854 = -99669342.866908 nChanged 11 SP:Iteration 42Q (11777.580000 sec): 3 clusters Score: Raw -99675967.993615 + Penalty 6620.459854 = -99669347.533761 nChanged 10 SP:Iteration 43Q (11779.800000 sec): 3 clusters Score: Raw -99675972.836947 + Penalty 6620.459854 = -99669352.377093 nChanged 8 SP:Iteration 44Q (11782.030000 sec): 3 clusters Score: Raw -99675976.015109 + Penalty 6620.459854 = -99669355.555255 nChanged 5 SP:Iteration 45Q (11784.250000 sec): 3 clusters Score: Raw -99675978.267741 + Penalty 6620.459854 = -99669357.807886 nChanged 2 SP:Iteration 46Q (11786.480000 sec): 3 clusters Score: Raw -99675979.017996 + Penalty 6620.459854 = -99669358.558141 nChanged 2 SP:Iteration 47Q (11788.700000 sec): 3 clusters Score: Raw -99675979.829900 + Penalty 6620.459854 = -99669359.370046 nChanged 3 SP:Iteration 48Q (11790.930000 sec): 3 clusters Score: Raw -99675982.068793 + Penalty 6620.459854 = -99669361.608938 nChanged 3 SP:Iteration 49Q (11793.150000 sec): 3 clusters Score: Raw -99675984.412306 + Penalty 6620.459854 = -99669363.952452 nChanged 4 SP:Iteration 50Q (11795.370000 sec): 3 clusters Score: Raw -99675986.618825 + Penalty 6620.459854 = -99669366.158971 nChanged 1 SP:Iteration 51Q (11797.600000 sec): 3 clusters Score: Raw -99675987.077996 + Penalty 6620.459854 = -99669366.618142 nChanged 1 SP:Iteration 52Q (11799.830000 sec): 3 clusters Score: Raw -99675987.363722 + Penalty 6620.459854 = -99669366.903867 nChanged 0 SP:Iteration 53F (11803.030000 sec): 3 clusters Score: Raw -99675987.363722 + Penalty 6620.459854 = -99669366.903867 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 13 (10403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11803.370000 sec): 2 clusters Score: Raw -1675388.501051 + Penalty 2293.962677 = -1673094.538373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11803.430000 sec): 3 clusters Score: Raw -1669615.644681 + Penalty 4587.925355 = -1665027.719326 nChanged 4415 SP:Iteration 1F (11803.480000 sec): 3 clusters Score: Raw -1671973.069599 + Penalty 4587.925355 = -1667385.144244 nChanged 667 SP:Iteration 2F (11803.530000 sec): 3 clusters Score: Raw -1672298.179233 + Penalty 4587.925355 = -1667710.253878 nChanged 552 SP:Iteration 3F (11803.580000 sec): 3 clusters Score: Raw -1672564.524018 + Penalty 4587.925355 = -1667976.598664 nChanged 465 SP:Iteration 4Q (11803.630000 sec): 3 clusters Score: Raw -1672801.105209 + Penalty 4587.925355 = -1668213.179855 nChanged 428 SP:Iteration 5Q (11803.690000 sec): 3 clusters Score: Raw -1673027.479093 + Penalty 4587.925355 = -1668439.553739 nChanged 415 SP:Iteration 6Q (11803.740000 sec): 3 clusters Score: Raw -1673269.164172 + Penalty 4587.925355 = -1668681.238818 nChanged 459 SP:Iteration 7Q (11803.790000 sec): 3 clusters Score: Raw -1673547.080996 + Penalty 4587.925355 = -1668959.155642 nChanged 463 SP:Iteration 8Q (11803.840000 sec): 3 clusters Score: Raw -1673814.931192 + Penalty 4587.925355 = -1669227.005837 nChanged 434 SP:Iteration 9Q (11803.890000 sec): 3 clusters Score: Raw -1674068.258903 + Penalty 4587.925355 = -1669480.333548 nChanged 390 SP:Iteration 10Q (11803.940000 sec): 3 clusters Score: Raw -1674278.086295 + Penalty 4587.925355 = -1669690.160940 nChanged 339 SP:Iteration 11Q (11803.990000 sec): 3 clusters Score: Raw -1674459.306226 + Penalty 4587.925355 = -1669871.380872 nChanged 308 SP:Iteration 12Q (11804.050000 sec): 3 clusters Score: Raw -1674616.922321 + Penalty 4587.925355 = -1670028.996966 nChanged 256 SP:Iteration 13Q (11804.090000 sec): 3 clusters Score: Raw -1674738.400771 + Penalty 4587.925355 = -1670150.475417 nChanged 221 SP:Iteration 14Q (11804.150000 sec): 3 clusters Score: Raw -1674834.897677 + Penalty 4587.925355 = -1670246.972323 nChanged 201 SP:Iteration 15Q (11804.200000 sec): 3 clusters Score: Raw -1674918.311454 + Penalty 4587.925355 = -1670330.386099 nChanged 178 SP:Iteration 16Q (11804.250000 sec): 3 clusters Score: Raw -1674979.028383 + Penalty 4587.925355 = -1670391.103028 nChanged 135 SP:Iteration 17Q (11804.300000 sec): 3 clusters Score: Raw -1675016.692333 + Penalty 4587.925355 = -1670428.766978 nChanged 96 SP:Iteration 18Q (11804.350000 sec): 3 clusters Score: Raw -1675041.457596 + Penalty 4587.925355 = -1670453.532241 nChanged 86 SP:Iteration 19Q (11804.400000 sec): 3 clusters Score: Raw -1675064.297074 + Penalty 4587.925355 = -1670476.371719 nChanged 71 SP:Iteration 20F (11804.450000 sec): 3 clusters Score: Raw -1675079.835841 + Penalty 4587.925355 = -1670491.910487 nChanged 46 SP:Iteration 21Q (11804.500000 sec): 3 clusters Score: Raw -1675088.147718 + Penalty 4587.925355 = -1670500.222364 nChanged 29 SP:Iteration 22Q (11804.550000 sec): 3 clusters Score: Raw -1675093.774081 + Penalty 4587.925355 = -1670505.848726 nChanged 29 SP:Iteration 23Q (11804.600000 sec): 3 clusters Score: Raw -1675099.231924 + Penalty 4587.925355 = -1670511.306569 nChanged 30 SP:Iteration 24Q (11804.650000 sec): 3 clusters Score: Raw -1675104.545164 + Penalty 4587.925355 = -1670516.619810 nChanged 31 SP:Iteration 25Q (11804.700000 sec): 3 clusters Score: Raw -1675111.692238 + Penalty 4587.925355 = -1670523.766884 nChanged 22 SP:Iteration 26Q (11804.750000 sec): 3 clusters Score: Raw -1675115.805542 + Penalty 4587.925355 = -1670527.880188 nChanged 18 SP:Iteration 27Q (11804.790000 sec): 3 clusters Score: Raw -1675119.326696 + Penalty 4587.925355 = -1670531.401342 nChanged 19 SP:Iteration 28Q (11804.850000 sec): 3 clusters Score: Raw -1675122.509109 + Penalty 4587.925355 = -1670534.583754 nChanged 17 SP:Iteration 29Q (11804.890000 sec): 3 clusters Score: Raw -1675125.386012 + Penalty 4587.925355 = -1670537.460657 nChanged 14 SP:Iteration 30Q (11804.950000 sec): 3 clusters Score: Raw -1675127.103535 + Penalty 4587.925355 = -1670539.178181 nChanged 11 SP:Iteration 31Q (11804.990000 sec): 3 clusters Score: Raw -1675128.532818 + Penalty 4587.925355 = -1670540.607463 nChanged 9 SP:Iteration 32Q (11805.040000 sec): 3 clusters Score: Raw -1675130.273222 + Penalty 4587.925355 = -1670542.347868 nChanged 12 SP:Iteration 33Q (11805.090000 sec): 3 clusters Score: Raw -1675131.913324 + Penalty 4587.925355 = -1670543.987969 nChanged 11 SP:Iteration 34Q (11805.140000 sec): 3 clusters Score: Raw -1675134.015599 + Penalty 4587.925355 = -1670546.090244 nChanged 7 SP:Iteration 35Q (11805.190000 sec): 3 clusters Score: Raw -1675135.148265 + Penalty 4587.925355 = -1670547.222910 nChanged 5 SP:Iteration 36Q (11805.240000 sec): 3 clusters Score: Raw -1675135.865513 + Penalty 4587.925355 = -1670547.940159 nChanged 5 SP:Iteration 37Q (11805.290000 sec): 3 clusters Score: Raw -1675136.623484 + Penalty 4587.925355 = -1670548.698130 nChanged 5 SP:Iteration 38Q (11805.340000 sec): 3 clusters Score: Raw -1675137.353640 + Penalty 4587.925355 = -1670549.428286 nChanged 7 SP:Iteration 39Q (11805.390000 sec): 3 clusters Score: Raw -1675138.316895 + Penalty 4587.925355 = -1670550.391541 nChanged 4 SP:Iteration 40F (11805.440000 sec): 3 clusters Score: Raw -1675138.745987 + Penalty 4587.925355 = -1670550.820632 nChanged 6 SP:Iteration 41Q (11805.490000 sec): 3 clusters Score: Raw -1675139.898708 + Penalty 4587.925355 = -1670551.973353 nChanged 5 SP:Iteration 42Q (11805.540000 sec): 3 clusters Score: Raw -1675140.808523 + Penalty 4587.925355 = -1670552.883168 nChanged 5 SP:Iteration 43Q (11805.590000 sec): 3 clusters Score: Raw -1675141.863417 + Penalty 4587.925355 = -1670553.938063 nChanged 6 SP:Iteration 44Q (11805.640000 sec): 3 clusters Score: Raw -1675142.855592 + Penalty 4587.925355 = -1670554.930237 nChanged 5 SP:Iteration 45Q (11805.690000 sec): 3 clusters Score: Raw -1675143.433671 + Penalty 4587.925355 = -1670555.508316 nChanged 5 SP:Iteration 46Q (11805.740000 sec): 3 clusters Score: Raw -1675144.044768 + Penalty 4587.925355 = -1670556.119413 nChanged 6 SP:Iteration 47Q (11805.790000 sec): 3 clusters Score: Raw -1675144.661717 + Penalty 4587.925355 = -1670556.736363 nChanged 4 SP:Iteration 48Q (11805.830000 sec): 3 clusters Score: Raw -1675145.163514 + Penalty 4587.925355 = -1670557.238160 nChanged 1 SP:Iteration 49Q (11805.890000 sec): 3 clusters Score: Raw -1675145.309679 + Penalty 4587.925355 = -1670557.384324 nChanged 3 SP:Iteration 50Q (11805.930000 sec): 3 clusters Score: Raw -1675145.751693 + Penalty 4587.925355 = -1670557.826339 nChanged 3 SP:Iteration 51Q (11805.980000 sec): 3 clusters Score: Raw -1675146.125084 + Penalty 4587.925355 = -1670558.199730 nChanged 5 SP:Iteration 52Q (11806.030000 sec): 3 clusters Score: Raw -1675147.326479 + Penalty 4587.925355 = -1670559.401124 nChanged 9 SP:Iteration 53Q (11806.080000 sec): 3 clusters Score: Raw -1675148.497223 + Penalty 4587.925355 = -1670560.571868 nChanged 8 SP:Iteration 54Q (11806.130000 sec): 3 clusters Score: Raw -1675149.595382 + Penalty 4587.925355 = -1670561.670028 nChanged 5 SP:Iteration 55Q (11806.180000 sec): 3 clusters Score: Raw -1675150.604309 + Penalty 4587.925355 = -1670562.678955 nChanged 8 SP:Iteration 56Q (11806.230000 sec): 3 clusters Score: Raw -1675151.424143 + Penalty 4587.925355 = -1670563.498788 nChanged 9 SP:Iteration 57Q (11806.280000 sec): 3 clusters Score: Raw -1675152.211724 + Penalty 4587.925355 = -1670564.286370 nChanged 4 SP:Iteration 58Q (11806.330000 sec): 3 clusters Score: Raw -1675152.838813 + Penalty 4587.925355 = -1670564.913458 nChanged 8 SP:Iteration 59Q (11806.380000 sec): 3 clusters Score: Raw -1675153.868426 + Penalty 4587.925355 = -1670565.943072 nChanged 6 SP:Iteration 60F (11806.430000 sec): 3 clusters Score: Raw -1675154.937005 + Penalty 4587.925355 = -1670567.011650 nChanged 8 SP:Iteration 61Q (11806.480000 sec): 3 clusters Score: Raw -1675156.106144 + Penalty 4587.925355 = -1670568.180789 nChanged 6 SP:Iteration 62Q (11806.530000 sec): 3 clusters Score: Raw -1675157.403985 + Penalty 4587.925355 = -1670569.478631 nChanged 7 SP:Iteration 63Q (11806.580000 sec): 3 clusters Score: Raw -1675158.812457 + Penalty 4587.925355 = -1670570.887103 nChanged 9 SP:Iteration 64Q (11806.630000 sec): 3 clusters Score: Raw -1675159.907196 + Penalty 4587.925355 = -1670571.981842 nChanged 5 SP:Iteration 65Q (11806.670000 sec): 3 clusters Score: Raw -1675160.609051 + Penalty 4587.925355 = -1670572.683697 nChanged 1 SP:Iteration 66Q (11806.730000 sec): 3 clusters Score: Raw -1675160.644307 + Penalty 4587.925355 = -1670572.718953 nChanged 2 SP:Iteration 67Q (11806.770000 sec): 3 clusters Score: Raw -1675160.838767 + Penalty 4587.925355 = -1670572.913412 nChanged 2 SP:Iteration 68Q (11806.820000 sec): 3 clusters Score: Raw -1675161.087346 + Penalty 4587.925355 = -1670573.161991 nChanged 2 SP:Iteration 69Q (11806.870000 sec): 3 clusters Score: Raw -1675161.253336 + Penalty 4587.925355 = -1670573.327981 nChanged 1 SP:Iteration 70Q (11806.920000 sec): 3 clusters Score: Raw -1675161.318234 + Penalty 4587.925355 = -1670573.392879 nChanged 1 SP:Iteration 71Q (11806.970000 sec): 3 clusters Score: Raw -1675161.492690 + Penalty 4587.925355 = -1670573.567335 nChanged 1 SP:Iteration 72Q (11807.020000 sec): 3 clusters Score: Raw -1675161.579207 + Penalty 4587.925355 = -1670573.653853 nChanged 0 SP:Iteration 73F (11807.070000 sec): 3 clusters Score: Raw -1675161.579207 + Penalty 4587.925355 = -1670573.653853 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 14 (56089 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11807.330000 sec): 2 clusters Score: Raw -8584539.534838 + Penalty 2711.804358 = -8581827.730479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11807.620000 sec): 3 clusters Score: Raw -8549393.221508 + Penalty 5423.608717 = -8543969.612791 nChanged 26042 SP:Iteration 1F (11807.910000 sec): 3 clusters Score: Raw -8564085.210307 + Penalty 5423.608717 = -8558661.601590 nChanged 2442 SP:Iteration 2Q (11808.210000 sec): 3 clusters Score: Raw -8564965.806438 + Penalty 5423.608717 = -8559542.197721 nChanged 2593 SP:Iteration 3Q (11808.510000 sec): 3 clusters Score: Raw -8566187.913433 + Penalty 5423.608717 = -8560764.304716 nChanged 3000 SP:Iteration 4F (11808.800000 sec): 3 clusters Score: Raw -8567849.439687 + Penalty 5423.608717 = -8562425.830970 nChanged 3290 SP:Iteration 5F (11809.090000 sec): 3 clusters Score: Raw -8570030.729419 + Penalty 5423.608717 = -8564607.120702 nChanged 3576 SP:Iteration 6F (11809.380000 sec): 3 clusters Score: Raw -8572699.195091 + Penalty 5423.608717 = -8567275.586374 nChanged 3546 SP:Iteration 7F (11809.670000 sec): 3 clusters Score: Raw -8575463.362480 + Penalty 5423.608717 = -8570039.753763 nChanged 3192 SP:Iteration 8F (11809.960000 sec): 3 clusters Score: Raw -8577879.914270 + Penalty 5423.608717 = -8572456.305553 nChanged 2695 SP:Iteration 9Q (11810.240000 sec): 3 clusters Score: Raw -8579756.991714 + Penalty 5423.608717 = -8574333.382997 nChanged 2102 SP:Iteration 10Q (11810.510000 sec): 3 clusters Score: Raw -8581077.051918 + Penalty 5423.608717 = -8575653.443201 nChanged 1673 SP:Iteration 11Q (11810.780000 sec): 3 clusters Score: Raw -8582016.663547 + Penalty 5423.608717 = -8576593.054830 nChanged 1263 SP:Iteration 12Q (11811.040000 sec): 3 clusters Score: Raw -8582676.888242 + Penalty 5423.608717 = -8577253.279526 nChanged 957 SP:Iteration 13Q (11811.290000 sec): 3 clusters Score: Raw -8583151.032058 + Penalty 5423.608717 = -8577727.423341 nChanged 795 SP:Iteration 14Q (11811.550000 sec): 3 clusters Score: Raw -8583523.004532 + Penalty 5423.608717 = -8578099.395815 nChanged 670 SP:Iteration 15Q (11811.790000 sec): 3 clusters Score: Raw -8583803.223256 + Penalty 5423.608717 = -8578379.614539 nChanged 622 SP:Iteration 16Q (11812.040000 sec): 3 clusters Score: Raw -8584051.561771 + Penalty 5423.608717 = -8578627.953054 nChanged 551 SP:Iteration 17Q (11812.280000 sec): 3 clusters Score: Raw -8584255.945729 + Penalty 5423.608717 = -8578832.337012 nChanged 494 SP:Iteration 18Q (11812.530000 sec): 3 clusters Score: Raw -8584431.817891 + Penalty 5423.608717 = -8579008.209174 nChanged 433 SP:Iteration 19Q (11812.770000 sec): 3 clusters Score: Raw -8584565.193097 + Penalty 5423.608717 = -8579141.584380 nChanged 357 SP:Iteration 20F (11813.050000 sec): 3 clusters Score: Raw -8584673.603483 + Penalty 5423.608717 = -8579249.994766 nChanged 350 SP:Iteration 21Q (11813.290000 sec): 3 clusters Score: Raw -8584768.240766 + Penalty 5423.608717 = -8579344.632049 nChanged 274 SP:Iteration 22Q (11813.530000 sec): 3 clusters Score: Raw -8584840.408283 + Penalty 5423.608717 = -8579416.799566 nChanged 254 SP:Iteration 23Q (11813.760000 sec): 3 clusters Score: Raw -8584905.229147 + Penalty 5423.608717 = -8579481.620430 nChanged 240 SP:Iteration 24Q (11813.990000 sec): 3 clusters Score: Raw -8584964.236324 + Penalty 5423.608717 = -8579540.627607 nChanged 231 SP:Iteration 25Q (11814.230000 sec): 3 clusters Score: Raw -8585016.108783 + Penalty 5423.608717 = -8579592.500066 nChanged 180 SP:Iteration 26Q (11814.460000 sec): 3 clusters Score: Raw -8585054.285503 + Penalty 5423.608717 = -8579630.676786 nChanged 158 SP:Iteration 27Q (11814.690000 sec): 3 clusters Score: Raw -8585087.355563 + Penalty 5423.608717 = -8579663.746846 nChanged 160 SP:Iteration 28Q (11814.920000 sec): 3 clusters Score: Raw -8585125.296112 + Penalty 5423.608717 = -8579701.687395 nChanged 160 SP:Iteration 29Q (11815.150000 sec): 3 clusters Score: Raw -8585159.038820 + Penalty 5423.608717 = -8579735.430103 nChanged 141 SP:Iteration 30Q (11815.380000 sec): 3 clusters Score: Raw -8585188.362260 + Penalty 5423.608717 = -8579764.753543 nChanged 123 SP:Iteration 31Q (11815.610000 sec): 3 clusters Score: Raw -8585211.671556 + Penalty 5423.608717 = -8579788.062839 nChanged 111 SP:Iteration 32Q (11815.830000 sec): 3 clusters Score: Raw -8585232.492183 + Penalty 5423.608717 = -8579808.883466 nChanged 108 SP:Iteration 33Q (11816.060000 sec): 3 clusters Score: Raw -8585249.118735 + Penalty 5423.608717 = -8579825.510018 nChanged 99 SP:Iteration 34Q (11816.280000 sec): 3 clusters Score: Raw -8585265.897901 + Penalty 5423.608717 = -8579842.289184 nChanged 93 SP:Iteration 35Q (11816.510000 sec): 3 clusters Score: Raw -8585282.717131 + Penalty 5423.608717 = -8579859.108414 nChanged 88 SP:Iteration 36Q (11816.730000 sec): 3 clusters Score: Raw -8585297.703278 + Penalty 5423.608717 = -8579874.094561 nChanged 86 SP:Iteration 37Q (11816.960000 sec): 3 clusters Score: Raw -8585310.532131 + Penalty 5423.608717 = -8579886.923414 nChanged 71 SP:Iteration 38Q (11817.180000 sec): 3 clusters Score: Raw -8585319.719102 + Penalty 5423.608717 = -8579896.110385 nChanged 47 SP:Iteration 39Q (11817.410000 sec): 3 clusters Score: Raw -8585324.636025 + Penalty 5423.608717 = -8579901.027308 nChanged 44 SP:Iteration 40F (11817.690000 sec): 3 clusters Score: Raw -8585330.177738 + Penalty 5423.608717 = -8579906.569021 nChanged 44 SP:Iteration 41Q (11817.920000 sec): 3 clusters Score: Raw -8585335.840495 + Penalty 5423.608717 = -8579912.231778 nChanged 46 SP:Iteration 42Q (11818.140000 sec): 3 clusters Score: Raw -8585342.013235 + Penalty 5423.608717 = -8579918.404518 nChanged 44 SP:Iteration 43Q (11818.360000 sec): 3 clusters Score: Raw -8585348.305460 + Penalty 5423.608717 = -8579924.696744 nChanged 41 SP:Iteration 44Q (11818.580000 sec): 3 clusters Score: Raw -8585354.547345 + Penalty 5423.608717 = -8579930.938628 nChanged 53 SP:Iteration 45Q (11818.800000 sec): 3 clusters Score: Raw -8585361.983613 + Penalty 5423.608717 = -8579938.374896 nChanged 50 SP:Iteration 46Q (11819.030000 sec): 3 clusters Score: Raw -8585368.981151 + Penalty 5423.608717 = -8579945.372434 nChanged 35 SP:Iteration 47Q (11819.250000 sec): 3 clusters Score: Raw -8585373.630515 + Penalty 5423.608717 = -8579950.021798 nChanged 28 SP:Iteration 48Q (11819.470000 sec): 3 clusters Score: Raw -8585377.375616 + Penalty 5423.608717 = -8579953.766899 nChanged 28 SP:Iteration 49Q (11819.690000 sec): 3 clusters Score: Raw -8585380.579768 + Penalty 5423.608717 = -8579956.971051 nChanged 24 SP:Iteration 50Q (11819.910000 sec): 3 clusters Score: Raw -8585383.089878 + Penalty 5423.608717 = -8579959.481161 nChanged 19 SP:Iteration 51Q (11820.130000 sec): 3 clusters Score: Raw -8585385.295213 + Penalty 5423.608717 = -8579961.686496 nChanged 17 SP:Iteration 52Q (11820.350000 sec): 3 clusters Score: Raw -8585387.490794 + Penalty 5423.608717 = -8579963.882077 nChanged 17 SP:Iteration 53Q (11820.570000 sec): 3 clusters Score: Raw -8585389.138742 + Penalty 5423.608717 = -8579965.530025 nChanged 15 SP:Iteration 54Q (11820.790000 sec): 3 clusters Score: Raw -8585390.899808 + Penalty 5423.608717 = -8579967.291091 nChanged 23 SP:Iteration 55Q (11821.010000 sec): 3 clusters Score: Raw -8585393.908434 + Penalty 5423.608717 = -8579970.299717 nChanged 28 SP:Iteration 56Q (11821.230000 sec): 3 clusters Score: Raw -8585398.082315 + Penalty 5423.608717 = -8579974.473598 nChanged 28 SP:Iteration 57Q (11821.460000 sec): 3 clusters Score: Raw -8585402.607588 + Penalty 5423.608717 = -8579978.998871 nChanged 25 SP:Iteration 58Q (11821.680000 sec): 3 clusters Score: Raw -8585406.472829 + Penalty 5423.608717 = -8579982.864112 nChanged 28 SP:Iteration 59Q (11821.900000 sec): 3 clusters Score: Raw -8585410.343502 + Penalty 5423.608717 = -8579986.734785 nChanged 28 SP:Iteration 60F (11822.180000 sec): 3 clusters Score: Raw -8585414.357653 + Penalty 5423.608717 = -8579990.748936 nChanged 24 SP:Iteration 61Q (11822.400000 sec): 3 clusters Score: Raw -8585417.650869 + Penalty 5423.608717 = -8579994.042152 nChanged 25 SP:Iteration 62Q (11822.620000 sec): 3 clusters Score: Raw -8585420.763289 + Penalty 5423.608717 = -8579997.154572 nChanged 23 SP:Iteration 63Q (11822.840000 sec): 3 clusters Score: Raw -8585423.745610 + Penalty 5423.608717 = -8580000.136893 nChanged 16 SP:Iteration 64Q (11823.060000 sec): 3 clusters Score: Raw -8585425.546327 + Penalty 5423.608717 = -8580001.937610 nChanged 15 SP:Iteration 65Q (11823.280000 sec): 3 clusters Score: Raw -8585427.027706 + Penalty 5423.608717 = -8580003.418989 nChanged 12 SP:Iteration 66Q (11823.500000 sec): 3 clusters Score: Raw -8585428.421252 + Penalty 5423.608717 = -8580004.812535 nChanged 14 SP:Iteration 67Q (11823.720000 sec): 3 clusters Score: Raw -8585429.875479 + Penalty 5423.608717 = -8580006.266762 nChanged 6 SP:Iteration 68Q (11823.940000 sec): 3 clusters Score: Raw -8585430.317668 + Penalty 5423.608717 = -8580006.708951 nChanged 9 SP:Iteration 69Q (11824.160000 sec): 3 clusters Score: Raw -8585431.260743 + Penalty 5423.608717 = -8580007.652026 nChanged 12 SP:Iteration 70Q (11824.380000 sec): 3 clusters Score: Raw -8585432.776420 + Penalty 5423.608717 = -8580009.167704 nChanged 11 SP:Iteration 71Q (11824.600000 sec): 3 clusters Score: Raw -8585433.906291 + Penalty 5423.608717 = -8580010.297575 nChanged 9 SP:Iteration 72Q (11824.820000 sec): 3 clusters Score: Raw -8585434.831724 + Penalty 5423.608717 = -8580011.223007 nChanged 8 SP:Iteration 73Q (11825.040000 sec): 3 clusters Score: Raw -8585435.667989 + Penalty 5423.608717 = -8580012.059272 nChanged 5 SP:Iteration 74Q (11825.260000 sec): 3 clusters Score: Raw -8585436.099389 + Penalty 5423.608717 = -8580012.490672 nChanged 6 SP:Iteration 75Q (11825.480000 sec): 3 clusters Score: Raw -8585436.817944 + Penalty 5423.608717 = -8580013.209227 nChanged 2 SP:Iteration 76Q (11825.700000 sec): 3 clusters Score: Raw -8585437.200939 + Penalty 5423.608717 = -8580013.592222 nChanged 5 SP:Iteration 77Q (11825.920000 sec): 3 clusters Score: Raw -8585438.022365 + Penalty 5423.608717 = -8580014.413648 nChanged 4 SP:Iteration 78Q (11826.130000 sec): 3 clusters Score: Raw -8585438.412679 + Penalty 5423.608717 = -8580014.803962 nChanged 6 SP:Iteration 79Q (11826.350000 sec): 3 clusters Score: Raw -8585439.307082 + Penalty 5423.608717 = -8580015.698365 nChanged 6 SP:Iteration 80F (11826.640000 sec): 3 clusters Score: Raw -8585439.864659 + Penalty 5423.608717 = -8580016.255942 nChanged 6 SP:Iteration 81Q (11826.860000 sec): 3 clusters Score: Raw -8585440.367426 + Penalty 5423.608717 = -8580016.758710 nChanged 5 SP:Iteration 82Q (11827.070000 sec): 3 clusters Score: Raw -8585440.811839 + Penalty 5423.608717 = -8580017.203122 nChanged 3 SP:Iteration 83Q (11827.290000 sec): 3 clusters Score: Raw -8585441.147604 + Penalty 5423.608717 = -8580017.538887 nChanged 4 SP:Iteration 84Q (11827.510000 sec): 3 clusters Score: Raw -8585441.422209 + Penalty 5423.608717 = -8580017.813492 nChanged 3 SP:Iteration 85Q (11827.720000 sec): 3 clusters Score: Raw -8585441.701337 + Penalty 5423.608717 = -8580018.092620 nChanged 2 SP:Iteration 86Q (11827.940000 sec): 3 clusters Score: Raw -8585441.788269 + Penalty 5423.608717 = -8580018.179552 nChanged 1 SP:Iteration 87Q (11828.160000 sec): 3 clusters Score: Raw -8585441.988715 + Penalty 5423.608717 = -8580018.379998 nChanged 1 SP:Iteration 88Q (11828.380000 sec): 3 clusters Score: Raw -8585442.034704 + Penalty 5423.608717 = -8580018.425987 nChanged 0 SP:Iteration 89F (11828.660000 sec): 3 clusters Score: Raw -8585442.034704 + Penalty 5423.608717 = -8580018.425987 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 15 (23747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11828.780000 sec): 2 clusters Score: Raw -3610189.165659 + Penalty 2498.652448 = -3607690.513210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11828.910000 sec): 3 clusters Score: Raw -3596191.065610 + Penalty 4997.304897 = -3591193.760713 nChanged 10638 SP:Iteration 1F (11829.030000 sec): 3 clusters Score: Raw -3601959.432089 + Penalty 4997.304897 = -3596962.127192 nChanged 1398 SP:Iteration 2F (11829.150000 sec): 3 clusters Score: Raw -3602656.333134 + Penalty 4997.304897 = -3597659.028237 nChanged 1421 SP:Iteration 3F (11829.270000 sec): 3 clusters Score: Raw -3603458.206141 + Penalty 4997.304897 = -3598460.901244 nChanged 1454 SP:Iteration 4F (11829.390000 sec): 3 clusters Score: Raw -3604415.326992 + Penalty 4997.304897 = -3599418.022095 nChanged 1594 SP:Iteration 5F (11829.510000 sec): 3 clusters Score: Raw -3605576.863414 + Penalty 4997.304897 = -3600579.558517 nChanged 1623 SP:Iteration 6F (11829.630000 sec): 3 clusters Score: Raw -3606833.029891 + Penalty 4997.304897 = -3601835.724994 nChanged 1524 SP:Iteration 7F (11829.750000 sec): 3 clusters Score: Raw -3607862.425255 + Penalty 4997.304897 = -3602865.120358 nChanged 1211 SP:Iteration 8F (11829.880000 sec): 3 clusters Score: Raw -3608521.280739 + Penalty 4997.304897 = -3603523.975842 nChanged 938 SP:Iteration 9Q (11830.000000 sec): 3 clusters Score: Raw -3608939.360715 + Penalty 4997.304897 = -3603942.055818 nChanged 674 SP:Iteration 10Q (11830.120000 sec): 3 clusters Score: Raw -3609197.665056 + Penalty 4997.304897 = -3604200.360159 nChanged 511 SP:Iteration 11Q (11830.240000 sec): 3 clusters Score: Raw -3609351.377319 + Penalty 4997.304897 = -3604354.072422 nChanged 368 SP:Iteration 12Q (11830.360000 sec): 3 clusters Score: Raw -3609456.027666 + Penalty 4997.304897 = -3604458.722769 nChanged 350 SP:Iteration 13Q (11830.480000 sec): 3 clusters Score: Raw -3609576.503326 + Penalty 4997.304897 = -3604579.198429 nChanged 366 SP:Iteration 14Q (11830.600000 sec): 3 clusters Score: Raw -3609703.012136 + Penalty 4997.304897 = -3604705.707239 nChanged 340 SP:Iteration 15Q (11830.720000 sec): 3 clusters Score: Raw -3609837.063497 + Penalty 4997.304897 = -3604839.758600 nChanged 343 SP:Iteration 16Q (11830.840000 sec): 3 clusters Score: Raw -3609960.047420 + Penalty 4997.304897 = -3604962.742523 nChanged 293 SP:Iteration 17Q (11830.960000 sec): 3 clusters Score: Raw -3610041.887909 + Penalty 4997.304897 = -3605044.583012 nChanged 257 SP:Iteration 18Q (11831.080000 sec): 3 clusters Score: Raw -3610095.967516 + Penalty 4997.304897 = -3605098.662619 nChanged 183 SP:Iteration 19Q (11831.200000 sec): 3 clusters Score: Raw -3610130.812918 + Penalty 4997.304897 = -3605133.508021 nChanged 164 SP:Iteration 20F (11831.320000 sec): 3 clusters Score: Raw -3610158.665636 + Penalty 4997.304897 = -3605161.360739 nChanged 139 SP:Iteration 21Q (11831.440000 sec): 3 clusters Score: Raw -3610180.931343 + Penalty 4997.304897 = -3605183.626446 nChanged 134 SP:Iteration 22Q (11831.560000 sec): 3 clusters Score: Raw -3610199.119699 + Penalty 4997.304897 = -3605201.814803 nChanged 106 SP:Iteration 23Q (11831.680000 sec): 3 clusters Score: Raw -3610211.118864 + Penalty 4997.304897 = -3605213.813967 nChanged 88 SP:Iteration 24Q (11831.800000 sec): 3 clusters Score: Raw -3610221.234764 + Penalty 4997.304897 = -3605223.929867 nChanged 73 SP:Iteration 25Q (11831.920000 sec): 3 clusters Score: Raw -3610228.185612 + Penalty 4997.304897 = -3605230.880715 nChanged 59 SP:Iteration 26Q (11832.040000 sec): 3 clusters Score: Raw -3610233.896194 + Penalty 4997.304897 = -3605236.591297 nChanged 58 SP:Iteration 27Q (11832.150000 sec): 3 clusters Score: Raw -3610239.585366 + Penalty 4997.304897 = -3605242.280469 nChanged 50 SP:Iteration 28Q (11832.250000 sec): 3 clusters Score: Raw -3610243.588770 + Penalty 4997.304897 = -3605246.283873 nChanged 32 SP:Iteration 29Q (11832.340000 sec): 3 clusters Score: Raw -3610245.772713 + Penalty 4997.304897 = -3605248.467817 nChanged 26 SP:Iteration 30Q (11832.440000 sec): 3 clusters Score: Raw -3610247.532654 + Penalty 4997.304897 = -3605250.227757 nChanged 32 SP:Iteration 31Q (11832.540000 sec): 3 clusters Score: Raw -3610250.097155 + Penalty 4997.304897 = -3605252.792258 nChanged 33 SP:Iteration 32Q (11832.650000 sec): 3 clusters Score: Raw -3610252.791952 + Penalty 4997.304897 = -3605255.487055 nChanged 33 SP:Iteration 33Q (11832.750000 sec): 3 clusters Score: Raw -3610255.585322 + Penalty 4997.304897 = -3605258.280426 nChanged 37 SP:Iteration 34Q (11832.850000 sec): 3 clusters Score: Raw -3610258.805177 + Penalty 4997.304897 = -3605261.500280 nChanged 34 SP:Iteration 35Q (11832.950000 sec): 3 clusters Score: Raw -3610261.883742 + Penalty 4997.304897 = -3605264.578845 nChanged 36 SP:Iteration 36Q (11833.050000 sec): 3 clusters Score: Raw -3610265.289525 + Penalty 4997.304897 = -3605267.984628 nChanged 36 SP:Iteration 37Q (11833.150000 sec): 3 clusters Score: Raw -3610268.341973 + Penalty 4997.304897 = -3605271.037076 nChanged 39 SP:Iteration 38Q (11833.250000 sec): 3 clusters Score: Raw -3610271.839047 + Penalty 4997.304897 = -3605274.534150 nChanged 39 SP:Iteration 39Q (11833.350000 sec): 3 clusters Score: Raw -3610275.186295 + Penalty 4997.304897 = -3605277.881398 nChanged 39 SP:Iteration 40F (11833.450000 sec): 3 clusters Score: Raw -3610278.327011 + Penalty 4997.304897 = -3605281.022115 nChanged 36 SP:Iteration 41Q (11833.550000 sec): 3 clusters Score: Raw -3610281.369067 + Penalty 4997.304897 = -3605284.064170 nChanged 35 SP:Iteration 42Q (11833.650000 sec): 3 clusters Score: Raw -3610284.593355 + Penalty 4997.304897 = -3605287.288458 nChanged 37 SP:Iteration 43Q (11833.750000 sec): 3 clusters Score: Raw -3610287.954853 + Penalty 4997.304897 = -3605290.649956 nChanged 53 SP:Iteration 44Q (11833.850000 sec): 3 clusters Score: Raw -3610292.610577 + Penalty 4997.304897 = -3605295.305680 nChanged 49 SP:Iteration 45Q (11833.940000 sec): 3 clusters Score: Raw -3610296.699469 + Penalty 4997.304897 = -3605299.394572 nChanged 53 SP:Iteration 46Q (11834.040000 sec): 3 clusters Score: Raw -3610301.006082 + Penalty 4997.304897 = -3605303.701185 nChanged 43 SP:Iteration 47Q (11834.140000 sec): 3 clusters Score: Raw -3610304.238358 + Penalty 4997.304897 = -3605306.933461 nChanged 38 SP:Iteration 48Q (11834.240000 sec): 3 clusters Score: Raw -3610307.725530 + Penalty 4997.304897 = -3605310.420633 nChanged 40 SP:Iteration 49Q (11834.340000 sec): 3 clusters Score: Raw -3610311.395984 + Penalty 4997.304897 = -3605314.091087 nChanged 37 SP:Iteration 50Q (11834.440000 sec): 3 clusters Score: Raw -3610314.376162 + Penalty 4997.304897 = -3605317.071265 nChanged 33 SP:Iteration 51Q (11834.540000 sec): 3 clusters Score: Raw -3610317.539229 + Penalty 4997.304897 = -3605320.234332 nChanged 30 SP:Iteration 52Q (11834.640000 sec): 3 clusters Score: Raw -3610320.886492 + Penalty 4997.304897 = -3605323.581595 nChanged 37 SP:Iteration 53Q (11834.740000 sec): 3 clusters Score: Raw -3610324.399232 + Penalty 4997.304897 = -3605327.094335 nChanged 34 SP:Iteration 54Q (11834.830000 sec): 3 clusters Score: Raw -3610327.441810 + Penalty 4997.304897 = -3605330.136913 nChanged 33 SP:Iteration 55Q (11834.930000 sec): 3 clusters Score: Raw -3610331.049083 + Penalty 4997.304897 = -3605333.744186 nChanged 44 SP:Iteration 56Q (11835.030000 sec): 3 clusters Score: Raw -3610336.495021 + Penalty 4997.304897 = -3605339.190124 nChanged 54 SP:Iteration 57Q (11835.130000 sec): 3 clusters Score: Raw -3610343.345032 + Penalty 4997.304897 = -3605346.040135 nChanged 58 SP:Iteration 58Q (11835.230000 sec): 3 clusters Score: Raw -3610351.589960 + Penalty 4997.304897 = -3605354.285064 nChanged 65 SP:Iteration 59Q (11835.320000 sec): 3 clusters Score: Raw -3610359.219172 + Penalty 4997.304897 = -3605361.914275 nChanged 73 SP:Iteration 60F (11835.430000 sec): 3 clusters Score: Raw -3610368.359113 + Penalty 4997.304897 = -3605371.054216 nChanged 61 SP:Iteration 61Q (11835.520000 sec): 3 clusters Score: Raw -3610375.868190 + Penalty 4997.304897 = -3605378.563294 nChanged 52 SP:Iteration 62Q (11835.620000 sec): 3 clusters Score: Raw -3610382.469956 + Penalty 4997.304897 = -3605385.165059 nChanged 57 SP:Iteration 63Q (11835.720000 sec): 3 clusters Score: Raw -3610388.727639 + Penalty 4997.304897 = -3605391.422742 nChanged 57 SP:Iteration 64Q (11835.820000 sec): 3 clusters Score: Raw -3610395.416812 + Penalty 4997.304897 = -3605398.111915 nChanged 63 SP:Iteration 65Q (11835.920000 sec): 3 clusters Score: Raw -3610403.675262 + Penalty 4997.304897 = -3605406.370365 nChanged 62 SP:Iteration 66Q (11836.020000 sec): 3 clusters Score: Raw -3610412.194131 + Penalty 4997.304897 = -3605414.889234 nChanged 65 SP:Iteration 67Q (11836.130000 sec): 3 clusters Score: Raw -3610421.101069 + Penalty 4997.304897 = -3605423.796172 nChanged 66 SP:Iteration 68Q (11836.230000 sec): 3 clusters Score: Raw -3610430.077720 + Penalty 4997.304897 = -3605432.772823 nChanged 77 SP:Iteration 69Q (11836.330000 sec): 3 clusters Score: Raw -3610440.484818 + Penalty 4997.304897 = -3605443.179921 nChanged 75 SP:Iteration 70Q (11836.420000 sec): 3 clusters Score: Raw -3610451.351437 + Penalty 4997.304897 = -3605454.046540 nChanged 84 SP:Iteration 71Q (11836.520000 sec): 3 clusters Score: Raw -3610464.386809 + Penalty 4997.304897 = -3605467.081912 nChanged 90 SP:Iteration 72Q (11836.620000 sec): 3 clusters Score: Raw -3610479.404166 + Penalty 4997.304897 = -3605482.099269 nChanged 92 SP:Iteration 73Q (11836.710000 sec): 3 clusters Score: Raw -3610494.059533 + Penalty 4997.304897 = -3605496.754636 nChanged 105 SP:Iteration 74Q (11836.810000 sec): 3 clusters Score: Raw -3610512.640554 + Penalty 4997.304897 = -3605515.335657 nChanged 101 SP:Iteration 75Q (11836.900000 sec): 3 clusters Score: Raw -3610531.872522 + Penalty 4997.304897 = -3605534.567625 nChanged 116 SP:Iteration 76Q (11836.990000 sec): 3 clusters Score: Raw -3610553.713548 + Penalty 4997.304897 = -3605556.408651 nChanged 113 SP:Iteration 77Q (11837.090000 sec): 3 clusters Score: Raw -3610572.982329 + Penalty 4997.304897 = -3605575.677432 nChanged 106 SP:Iteration 78Q (11837.190000 sec): 3 clusters Score: Raw -3610590.894237 + Penalty 4997.304897 = -3605593.589341 nChanged 95 SP:Iteration 79Q (11837.290000 sec): 3 clusters Score: Raw -3610607.688837 + Penalty 4997.304897 = -3605610.383940 nChanged 98 SP:Iteration 80F (11837.390000 sec): 3 clusters Score: Raw -3610626.272127 + Penalty 4997.304897 = -3605628.967230 nChanged 99 SP:Iteration 81Q (11837.490000 sec): 3 clusters Score: Raw -3610644.522632 + Penalty 4997.304897 = -3605647.217736 nChanged 85 SP:Iteration 82Q (11837.590000 sec): 3 clusters Score: Raw -3610659.703378 + Penalty 4997.304897 = -3605662.398481 nChanged 88 SP:Iteration 83Q (11837.680000 sec): 3 clusters Score: Raw -3610679.978457 + Penalty 4997.304897 = -3605682.673560 nChanged 111 SP:Iteration 84Q (11837.770000 sec): 3 clusters Score: Raw -3610704.158408 + Penalty 4997.304897 = -3605706.853511 nChanged 129 SP:Iteration 85Q (11837.870000 sec): 3 clusters Score: Raw -3610734.490587 + Penalty 4997.304897 = -3605737.185690 nChanged 118 SP:Iteration 86Q (11837.960000 sec): 3 clusters Score: Raw -3610765.954252 + Penalty 4997.304897 = -3605768.649355 nChanged 144 SP:Iteration 87Q (11838.050000 sec): 3 clusters Score: Raw -3610801.539765 + Penalty 4997.304897 = -3605804.234868 nChanged 129 SP:Iteration 88Q (11838.150000 sec): 3 clusters Score: Raw -3610831.015259 + Penalty 4997.304897 = -3605833.710363 nChanged 126 SP:Iteration 89Q (11838.250000 sec): 3 clusters Score: Raw -3610860.435776 + Penalty 4997.304897 = -3605863.130879 nChanged 111 SP:Iteration 90Q (11838.340000 sec): 3 clusters Score: Raw -3610890.943902 + Penalty 4997.304897 = -3605893.639005 nChanged 114 SP:Iteration 91Q (11838.440000 sec): 3 clusters Score: Raw -3610928.078478 + Penalty 4997.304897 = -3605930.773581 nChanged 122 SP:Iteration 92Q (11838.530000 sec): 3 clusters Score: Raw -3610966.651099 + Penalty 4997.304897 = -3605969.346202 nChanged 127 SP:Iteration 93Q (11838.630000 sec): 3 clusters Score: Raw -3611009.954177 + Penalty 4997.304897 = -3606012.649280 nChanged 141 SP:Iteration 94Q (11838.720000 sec): 3 clusters Score: Raw -3611055.759077 + Penalty 4997.304897 = -3606058.454180 nChanged 148 SP:Iteration 95Q (11838.820000 sec): 3 clusters Score: Raw -3611107.348409 + Penalty 4997.304897 = -3606110.043512 nChanged 126 SP:Iteration 96Q (11838.910000 sec): 3 clusters Score: Raw -3611155.029656 + Penalty 4997.304897 = -3606157.724759 nChanged 114 SP:Iteration 97Q (11839.010000 sec): 3 clusters Score: Raw -3611195.390588 + Penalty 4997.304897 = -3606198.085691 nChanged 108 SP:Iteration 98Q (11839.100000 sec): 3 clusters Score: Raw -3611228.006435 + Penalty 4997.304897 = -3606230.701538 nChanged 109 SP:Iteration 99Q (11839.190000 sec): 3 clusters Score: Raw -3611262.496855 + Penalty 4997.304897 = -3606265.191958 nChanged 114 SP:Iteration 100F (11839.290000 sec): 3 clusters Score: Raw -3611303.602799 + Penalty 4997.304897 = -3606306.297902 nChanged 120 SP:Iteration 101Q (11839.370000 sec): 3 clusters Score: Raw -3611346.136952 + Penalty 4997.304897 = -3606348.832055 nChanged 126 SP:Iteration 102Q (11839.460000 sec): 3 clusters Score: Raw -3611398.488774 + Penalty 4997.304897 = -3606401.183877 nChanged 123 SP:Iteration 103Q (11839.540000 sec): 3 clusters Score: Raw -3611447.767359 + Penalty 4997.304897 = -3606450.462462 nChanged 127 SP:Iteration 104Q (11839.630000 sec): 3 clusters Score: Raw -3611499.809751 + Penalty 4997.304897 = -3606502.504854 nChanged 98 SP:Iteration 105Q (11839.710000 sec): 3 clusters Score: Raw -3611533.449409 + Penalty 4997.304897 = -3606536.144512 nChanged 85 SP:Iteration 106Q (11839.800000 sec): 3 clusters Score: Raw -3611563.501987 + Penalty 4997.304897 = -3606566.197090 nChanged 91 SP:Iteration 107Q (11839.880000 sec): 3 clusters Score: Raw -3611596.689131 + Penalty 4997.304897 = -3606599.384234 nChanged 85 SP:Iteration 108Q (11839.970000 sec): 3 clusters Score: Raw -3611628.159098 + Penalty 4997.304897 = -3606630.854202 nChanged 75 SP:Iteration 109Q (11840.050000 sec): 3 clusters Score: Raw -3611654.979917 + Penalty 4997.304897 = -3606657.675020 nChanged 65 SP:Iteration 110Q (11840.130000 sec): 3 clusters Score: Raw -3611679.613131 + Penalty 4997.304897 = -3606682.308234 nChanged 76 SP:Iteration 111Q (11840.210000 sec): 3 clusters Score: Raw -3611706.930334 + Penalty 4997.304897 = -3606709.625437 nChanged 67 SP:Iteration 112Q (11840.300000 sec): 3 clusters Score: Raw -3611729.603365 + Penalty 4997.304897 = -3606732.298468 nChanged 55 SP:Iteration 113Q (11840.380000 sec): 3 clusters Score: Raw -3611747.162631 + Penalty 4997.304897 = -3606749.857734 nChanged 38 SP:Iteration 114Q (11840.460000 sec): 3 clusters Score: Raw -3611757.522158 + Penalty 4997.304897 = -3606760.217261 nChanged 37 SP:Iteration 115Q (11840.550000 sec): 3 clusters Score: Raw -3611768.388791 + Penalty 4997.304897 = -3606771.083894 nChanged 35 SP:Iteration 116Q (11840.630000 sec): 3 clusters Score: Raw -3611779.043283 + Penalty 4997.304897 = -3606781.738386 nChanged 28 SP:Iteration 117Q (11840.710000 sec): 3 clusters Score: Raw -3611785.871941 + Penalty 4997.304897 = -3606788.567044 nChanged 20 SP:Iteration 118Q (11840.790000 sec): 3 clusters Score: Raw -3611791.520757 + Penalty 4997.304897 = -3606794.215860 nChanged 21 SP:Iteration 119Q (11840.870000 sec): 3 clusters Score: Raw -3611795.259511 + Penalty 4997.304897 = -3606797.954614 nChanged 17 SP:Iteration 120F (11840.970000 sec): 3 clusters Score: Raw -3611798.805057 + Penalty 4997.304897 = -3606801.500160 nChanged 23 SP:Iteration 121Q (11841.050000 sec): 3 clusters Score: Raw -3611802.292504 + Penalty 4997.304897 = -3606804.987608 nChanged 17 SP:Iteration 122Q (11841.130000 sec): 3 clusters Score: Raw -3611806.535779 + Penalty 4997.304897 = -3606809.230882 nChanged 14 SP:Iteration 123Q (11841.210000 sec): 3 clusters Score: Raw -3611810.369875 + Penalty 4997.304897 = -3606813.064978 nChanged 21 SP:Iteration 124Q (11841.290000 sec): 3 clusters Score: Raw -3611817.510313 + Penalty 4997.304897 = -3606820.205416 nChanged 33 SP:Iteration 125Q (11841.370000 sec): 3 clusters Score: Raw -3611833.120158 + Penalty 4997.304897 = -3606835.815261 nChanged 22 SP:Iteration 126Q (11841.450000 sec): 3 clusters Score: Raw -3611846.490819 + Penalty 4997.304897 = -3606849.185922 nChanged 29 SP:Iteration 127Q (11841.530000 sec): 3 clusters Score: Raw -3611862.175680 + Penalty 4997.304897 = -3606864.870783 nChanged 43 SP:Iteration 128Q (11841.610000 sec): 3 clusters Score: Raw -3611890.324735 + Penalty 4997.304897 = -3606893.019838 nChanged 49 SP:Iteration 129Q (11841.680000 sec): 3 clusters Score: Raw -3611944.801910 + Penalty 4997.304897 = -3606947.497013 nChanged 73 SP:Iteration 130Q (11841.760000 sec): 3 clusters Score: Raw -3612022.130739 + Penalty 4997.304897 = -3607024.825842 nChanged 97 SP:Iteration 131Q (11841.840000 sec): 3 clusters Score: Raw -3612114.694323 + Penalty 4997.304897 = -3607117.389426 nChanged 104 SP:Iteration 132Q (11841.910000 sec): 3 clusters Score: Raw -3612171.133010 + Penalty 4997.304897 = -3607173.828113 nChanged 72 SP:Iteration 133Q (11841.990000 sec): 3 clusters Score: Raw -3612192.836235 + Penalty 4997.304897 = -3607195.531339 nChanged 47 SP:Iteration 134Q (11842.070000 sec): 3 clusters Score: Raw -3612206.353686 + Penalty 4997.304897 = -3607209.048789 nChanged 31 SP:Iteration 135Q (11842.150000 sec): 3 clusters Score: Raw -3612213.764229 + Penalty 4997.304897 = -3607216.459332 nChanged 14 SP:Iteration 136Q (11842.220000 sec): 3 clusters Score: Raw -3612216.312316 + Penalty 4997.304897 = -3607219.007419 nChanged 9 SP:Iteration 137Q (11842.300000 sec): 3 clusters Score: Raw -3612218.425930 + Penalty 4997.304897 = -3607221.121033 nChanged 8 SP:Iteration 138Q (11842.370000 sec): 3 clusters Score: Raw -3612219.600811 + Penalty 4997.304897 = -3607222.295914 nChanged 2 SP:Iteration 139Q (11842.450000 sec): 3 clusters Score: Raw -3612220.089430 + Penalty 4997.304897 = -3607222.784533 nChanged 1 SP:Iteration 140F (11842.550000 sec): 3 clusters Score: Raw -3612220.348095 + Penalty 4997.304897 = -3607223.043198 nChanged 2 SP:Iteration 141Q (11842.630000 sec): 3 clusters Score: Raw -3612220.782297 + Penalty 4997.304897 = -3607223.477400 nChanged 0 SP:Iteration 142F (11842.730000 sec): 3 clusters Score: Raw -3612220.782297 + Penalty 4997.304897 = -3607223.477400 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 16 (153250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11843.320000 sec): 2 clusters Score: Raw -24758784.387513 + Penalty 2961.076812 = -24755823.310702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11844.000000 sec): 3 clusters Score: Raw -24658946.803557 + Penalty 5922.153623 = -24653024.649934 nChanged 72941 SP:Iteration 1F (11844.660000 sec): 3 clusters Score: Raw -24701873.604235 + Penalty 5922.153623 = -24695951.450612 nChanged 4887 SP:Iteration 2Q (11845.340000 sec): 3 clusters Score: Raw -24702946.808994 + Penalty 5922.153623 = -24697024.655370 nChanged 5039 SP:Iteration 3Q (11846.020000 sec): 3 clusters Score: Raw -24704205.032897 + Penalty 5922.153623 = -24698282.879273 nChanged 5417 SP:Iteration 4Q (11846.710000 sec): 3 clusters Score: Raw -24705783.473554 + Penalty 5922.153623 = -24699861.319930 nChanged 6252 SP:Iteration 5Q (11847.420000 sec): 3 clusters Score: Raw -24708177.211945 + Penalty 5922.153623 = -24702255.058321 nChanged 7705 SP:Iteration 6F (11848.100000 sec): 3 clusters Score: Raw -24712000.917001 + Penalty 5922.153623 = -24706078.763377 nChanged 9490 SP:Iteration 7F (11848.790000 sec): 3 clusters Score: Raw -24718103.053926 + Penalty 5922.153623 = -24712180.900302 nChanged 10854 SP:Iteration 8F (11849.460000 sec): 3 clusters Score: Raw -24726636.727204 + Penalty 5922.153623 = -24720714.573580 nChanged 11289 SP:Iteration 9F (11850.130000 sec): 3 clusters Score: Raw -24736746.211950 + Penalty 5922.153623 = -24730824.058326 nChanged 9728 SP:Iteration 10F (11850.810000 sec): 3 clusters Score: Raw -24745706.069917 + Penalty 5922.153623 = -24739783.916293 nChanged 6820 SP:Iteration 11Q (11851.450000 sec): 3 clusters Score: Raw -24751807.585385 + Penalty 5922.153623 = -24745885.431762 nChanged 4227 SP:Iteration 12Q (11852.050000 sec): 3 clusters Score: Raw -24755412.556652 + Penalty 5922.153623 = -24749490.403028 nChanged 2372 SP:Iteration 13Q (11852.700000 sec): 3 clusters Score: Raw -24757251.300914 + Penalty 5922.153623 = -24751329.147290 nChanged 1298 SP:Iteration 14Q (11853.300000 sec): 3 clusters Score: Raw -24758204.053219 + Penalty 5922.153623 = -24752281.899596 nChanged 721 SP:Iteration 15Q (11853.890000 sec): 3 clusters Score: Raw -24758707.855445 + Penalty 5922.153623 = -24752785.701822 nChanged 375 SP:Iteration 16Q (11854.460000 sec): 3 clusters Score: Raw -24758951.090145 + Penalty 5922.153623 = -24753028.936522 nChanged 240 SP:Iteration 17Q (11855.040000 sec): 3 clusters Score: Raw -24759115.352883 + Penalty 5922.153623 = -24753193.199260 nChanged 137 SP:Iteration 18Q (11855.600000 sec): 3 clusters Score: Raw -24759191.380376 + Penalty 5922.153623 = -24753269.226753 nChanged 102 SP:Iteration 19Q (11856.160000 sec): 3 clusters Score: Raw -24759242.340649 + Penalty 5922.153623 = -24753320.187025 nChanged 72 SP:Iteration 20F (11856.940000 sec): 3 clusters Score: Raw -24759281.446948 + Penalty 5922.153623 = -24753359.293324 nChanged 51 SP:Iteration 21Q (11857.500000 sec): 3 clusters Score: Raw -24759306.702812 + Penalty 5922.153623 = -24753384.549188 nChanged 35 SP:Iteration 22Q (11858.050000 sec): 3 clusters Score: Raw -24759325.491033 + Penalty 5922.153623 = -24753403.337409 nChanged 28 SP:Iteration 23Q (11858.610000 sec): 3 clusters Score: Raw -24759338.610168 + Penalty 5922.153623 = -24753416.456545 nChanged 23 SP:Iteration 24Q (11859.160000 sec): 3 clusters Score: Raw -24759347.032072 + Penalty 5922.153623 = -24753424.878448 nChanged 14 SP:Iteration 25Q (11859.720000 sec): 3 clusters Score: Raw -24759352.509810 + Penalty 5922.153623 = -24753430.356187 nChanged 12 SP:Iteration 26Q (11860.270000 sec): 3 clusters Score: Raw -24759358.576090 + Penalty 5922.153623 = -24753436.422466 nChanged 12 SP:Iteration 27Q (11860.820000 sec): 3 clusters Score: Raw -24759363.147443 + Penalty 5922.153623 = -24753440.993819 nChanged 9 SP:Iteration 28Q (11861.380000 sec): 3 clusters Score: Raw -24759367.369027 + Penalty 5922.153623 = -24753445.215403 nChanged 10 SP:Iteration 29Q (11861.930000 sec): 3 clusters Score: Raw -24759372.485455 + Penalty 5922.153623 = -24753450.331832 nChanged 6 SP:Iteration 30Q (11862.480000 sec): 3 clusters Score: Raw -24759375.100555 + Penalty 5922.153623 = -24753452.946931 nChanged 5 SP:Iteration 31Q (11863.000000 sec): 3 clusters Score: Raw -24759376.402877 + Penalty 5922.153623 = -24753454.249254 nChanged 1 SP:Iteration 32Q (11863.560000 sec): 3 clusters Score: Raw -24759376.478192 + Penalty 5922.153623 = -24753454.324568 nChanged 0 SP:Iteration 33F (11864.330000 sec): 3 clusters Score: Raw -24759376.478192 + Penalty 5922.153623 = -24753454.324568 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 17 (3361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11864.420000 sec): 2 clusters Score: Raw -513554.586512 + Penalty 2013.758469 = -511540.828043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11864.440000 sec): 3 clusters Score: Raw -512124.546305 + Penalty 4027.516939 = -508097.029366 nChanged 1185 SP:Iteration 1F (11864.460000 sec): 3 clusters Score: Raw -513113.076655 + Penalty 4027.516939 = -509085.559717 nChanged 329 SP:Iteration 2F (11864.470000 sec): 3 clusters Score: Raw -513573.154046 + Penalty 4027.516939 = -509545.637108 nChanged 279 SP:Iteration 3F (11864.490000 sec): 3 clusters Score: Raw -513979.964937 + Penalty 4027.516939 = -509952.447999 nChanged 230 SP:Iteration 4F (11864.500000 sec): 3 clusters Score: Raw -514288.273306 + Penalty 4027.516939 = -510260.756368 nChanged 188 SP:Iteration 5F (11864.520000 sec): 3 clusters Score: Raw -514537.327972 + Penalty 4027.516939 = -510509.811034 nChanged 143 SP:Iteration 6Q (11864.540000 sec): 3 clusters Score: Raw -514693.918272 + Penalty 4027.516939 = -510666.401333 nChanged 116 SP:Iteration 7Q (11864.550000 sec): 3 clusters Score: Raw -514813.053395 + Penalty 4027.516939 = -510785.536456 nChanged 83 SP:Iteration 8Q (11864.570000 sec): 3 clusters Score: Raw -514873.690043 + Penalty 4027.516939 = -510846.173104 nChanged 53 SP:Iteration 9Q (11864.580000 sec): 3 clusters Score: Raw -514912.968512 + Penalty 4027.516939 = -510885.451574 nChanged 35 SP:Iteration 10Q (11864.600000 sec): 3 clusters Score: Raw -514939.064040 + Penalty 4027.516939 = -510911.547102 nChanged 28 SP:Iteration 11Q (11864.610000 sec): 3 clusters Score: Raw -514960.288902 + Penalty 4027.516939 = -510932.771963 nChanged 21 SP:Iteration 12Q (11864.630000 sec): 3 clusters Score: Raw -514968.945289 + Penalty 4027.516939 = -510941.428351 nChanged 6 SP:Iteration 13Q (11864.640000 sec): 3 clusters Score: Raw -514973.279258 + Penalty 4027.516939 = -510945.762319 nChanged 8 SP:Iteration 14Q (11864.660000 sec): 3 clusters Score: Raw -514977.472013 + Penalty 4027.516939 = -510949.955074 nChanged 8 SP:Iteration 15Q (11864.670000 sec): 3 clusters Score: Raw -514980.897561 + Penalty 4027.516939 = -510953.380622 nChanged 7 SP:Iteration 16Q (11864.690000 sec): 3 clusters Score: Raw -514983.102399 + Penalty 4027.516939 = -510955.585460 nChanged 2 SP:Iteration 17Q (11864.700000 sec): 3 clusters Score: Raw -514983.825015 + Penalty 4027.516939 = -510956.308077 nChanged 3 SP:Iteration 18Q (11864.720000 sec): 3 clusters Score: Raw -514986.317004 + Penalty 4027.516939 = -510958.800066 nChanged 7 SP:Iteration 19Q (11864.730000 sec): 3 clusters Score: Raw -514989.196173 + Penalty 4027.516939 = -510961.679235 nChanged 4 SP:Iteration 20F (11864.750000 sec): 3 clusters Score: Raw -514990.646927 + Penalty 4027.516939 = -510963.129988 nChanged 5 SP:Iteration 21Q (11864.760000 sec): 3 clusters Score: Raw -514993.261050 + Penalty 4027.516939 = -510965.744111 nChanged 4 SP:Iteration 22Q (11864.780000 sec): 3 clusters Score: Raw -514994.781235 + Penalty 4027.516939 = -510967.264296 nChanged 3 SP:Iteration 23Q (11864.790000 sec): 3 clusters Score: Raw -514996.113135 + Penalty 4027.516939 = -510968.596196 nChanged 3 SP:Iteration 24Q (11864.810000 sec): 3 clusters Score: Raw -514997.724057 + Penalty 4027.516939 = -510970.207118 nChanged 4 SP:Iteration 25Q (11864.820000 sec): 3 clusters Score: Raw -514999.987730 + Penalty 4027.516939 = -510972.470791 nChanged 5 SP:Iteration 26Q (11864.840000 sec): 3 clusters Score: Raw -515002.613615 + Penalty 4027.516939 = -510975.096676 nChanged 4 SP:Iteration 27Q (11864.850000 sec): 3 clusters Score: Raw -515005.029010 + Penalty 4027.516939 = -510977.512072 nChanged 3 SP:Iteration 28Q (11864.870000 sec): 3 clusters Score: Raw -515006.021142 + Penalty 4027.516939 = -510978.504203 nChanged 0 SP:Iteration 29F (11864.880000 sec): 3 clusters Score: Raw -515006.021142 + Penalty 4027.516939 = -510978.504203 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 18 (39909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11865.070000 sec): 2 clusters Score: Raw -6466379.663151 + Penalty 2627.400571 = -6463752.262580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11865.280000 sec): 3 clusters Score: Raw -6441928.392685 + Penalty 5254.801142 = -6436673.591543 nChanged 18322 SP:Iteration 1F (11865.490000 sec): 3 clusters Score: Raw -6452020.405571 + Penalty 5254.801142 = -6446765.604429 nChanged 1714 SP:Iteration 2Q (11865.700000 sec): 3 clusters Score: Raw -6452518.819300 + Penalty 5254.801142 = -6447264.018158 nChanged 1612 SP:Iteration 3Q (11865.910000 sec): 3 clusters Score: Raw -6453006.107262 + Penalty 5254.801142 = -6447751.306120 nChanged 1509 SP:Iteration 4Q (11866.120000 sec): 3 clusters Score: Raw -6453476.978506 + Penalty 5254.801142 = -6448222.177364 nChanged 1571 SP:Iteration 5Q (11866.320000 sec): 3 clusters Score: Raw -6454028.029148 + Penalty 5254.801142 = -6448773.228006 nChanged 1701 SP:Iteration 6Q (11866.540000 sec): 3 clusters Score: Raw -6454664.901498 + Penalty 5254.801142 = -6449410.100356 nChanged 1767 SP:Iteration 7Q (11866.740000 sec): 3 clusters Score: Raw -6455353.365092 + Penalty 5254.801142 = -6450098.563950 nChanged 1778 SP:Iteration 8Q (11866.950000 sec): 3 clusters Score: Raw -6456054.521009 + Penalty 5254.801142 = -6450799.719867 nChanged 1802 SP:Iteration 9Q (11867.160000 sec): 3 clusters Score: Raw -6456831.968159 + Penalty 5254.801142 = -6451577.167017 nChanged 1816 SP:Iteration 10Q (11867.370000 sec): 3 clusters Score: Raw -6457670.429251 + Penalty 5254.801142 = -6452415.628109 nChanged 1705 SP:Iteration 11Q (11867.580000 sec): 3 clusters Score: Raw -6458526.516524 + Penalty 5254.801142 = -6453271.715382 nChanged 1720 SP:Iteration 12Q (11867.790000 sec): 3 clusters Score: Raw -6459505.703634 + Penalty 5254.801142 = -6454250.902491 nChanged 1750 SP:Iteration 13Q (11867.990000 sec): 3 clusters Score: Raw -6460573.693371 + Penalty 5254.801142 = -6455318.892229 nChanged 1750 SP:Iteration 14Q (11868.200000 sec): 3 clusters Score: Raw -6461741.865485 + Penalty 5254.801142 = -6456487.064343 nChanged 1696 SP:Iteration 15Q (11868.410000 sec): 3 clusters Score: Raw -6463005.910400 + Penalty 5254.801142 = -6457751.109258 nChanged 1491 SP:Iteration 16Q (11868.610000 sec): 3 clusters Score: Raw -6464199.011674 + Penalty 5254.801142 = -6458944.210532 nChanged 1172 SP:Iteration 17Q (11868.810000 sec): 3 clusters Score: Raw -6465154.697873 + Penalty 5254.801142 = -6459899.896731 nChanged 790 SP:Iteration 18Q (11869.000000 sec): 3 clusters Score: Raw -6465796.019160 + Penalty 5254.801142 = -6460541.218017 nChanged 485 SP:Iteration 19Q (11869.190000 sec): 3 clusters Score: Raw -6466198.295714 + Penalty 5254.801142 = -6460943.494572 nChanged 257 SP:Iteration 20F (11869.390000 sec): 3 clusters Score: Raw -6466400.224841 + Penalty 5254.801142 = -6461145.423699 nChanged 129 SP:Iteration 21Q (11869.560000 sec): 3 clusters Score: Raw -6466507.638828 + Penalty 5254.801142 = -6461252.837686 nChanged 80 SP:Iteration 22Q (11869.720000 sec): 3 clusters Score: Raw -6466576.317001 + Penalty 5254.801142 = -6461321.515859 nChanged 53 SP:Iteration 23Q (11869.880000 sec): 3 clusters Score: Raw -6466624.135808 + Penalty 5254.801142 = -6461369.334666 nChanged 39 SP:Iteration 24Q (11870.040000 sec): 3 clusters Score: Raw -6466664.223123 + Penalty 5254.801142 = -6461409.421981 nChanged 31 SP:Iteration 25Q (11870.190000 sec): 3 clusters Score: Raw -6466692.588618 + Penalty 5254.801142 = -6461437.787476 nChanged 18 SP:Iteration 26Q (11870.340000 sec): 3 clusters Score: Raw -6466709.121950 + Penalty 5254.801142 = -6461454.320808 nChanged 18 SP:Iteration 27Q (11870.490000 sec): 3 clusters Score: Raw -6466725.161742 + Penalty 5254.801142 = -6461470.360600 nChanged 13 SP:Iteration 28Q (11870.650000 sec): 3 clusters Score: Raw -6466739.995401 + Penalty 5254.801142 = -6461485.194259 nChanged 13 SP:Iteration 29Q (11870.800000 sec): 3 clusters Score: Raw -6466753.088080 + Penalty 5254.801142 = -6461498.286937 nChanged 3 SP:Iteration 30Q (11870.950000 sec): 3 clusters Score: Raw -6466755.588230 + Penalty 5254.801142 = -6461500.787088 nChanged 1 SP:Iteration 31Q (11871.100000 sec): 3 clusters Score: Raw -6466757.125390 + Penalty 5254.801142 = -6461502.324248 nChanged 0 SP:Iteration 32F (11871.300000 sec): 3 clusters Score: Raw -6466757.125390 + Penalty 5254.801142 = -6461502.324248 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 19 (482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11871.320000 sec): 2 clusters Score: Raw -74705.613534 + Penalty 1532.130140 = -73173.483394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11871.330000 sec): 3 clusters Score: Raw -74730.237058 + Penalty 3064.260281 = -71665.976778 nChanged 74 SP:Iteration 1F (11871.330000 sec): 3 clusters Score: Raw -74925.537330 + Penalty 3064.260281 = -71861.277049 nChanged 26 SP:Iteration 2F (11871.330000 sec): 3 clusters Score: Raw -74989.093500 + Penalty 3064.260281 = -71924.833219 nChanged 11 SP:Iteration 3Q (11871.330000 sec): 3 clusters Score: Raw -75021.973695 + Penalty 3064.260281 = -71957.713415 nChanged 4 SP:Iteration 4Q (11871.340000 sec): 3 clusters Score: Raw -75034.789269 + Penalty 3064.260281 = -71970.528988 nChanged 4 SP:Iteration 5Q (11871.340000 sec): 3 clusters Score: Raw -75051.160253 + Penalty 3064.260281 = -71986.899972 nChanged 3 SP:Iteration 6Q (11871.340000 sec): 3 clusters Score: Raw -75064.207963 + Penalty 3064.260281 = -71999.947683 nChanged 4 SP:Iteration 7Q (11871.340000 sec): 3 clusters Score: Raw -75078.563979 + Penalty 3064.260281 = -72014.303699 nChanged 3 SP:Iteration 8Q (11871.340000 sec): 3 clusters Score: Raw -75094.537907 + Penalty 3064.260281 = -72030.277627 nChanged 6 SP:Iteration 9Q (11871.350000 sec): 3 clusters Score: Raw -75110.756908 + Penalty 3064.260281 = -72046.496627 nChanged 3 SP:Iteration 10Q (11871.350000 sec): 3 clusters Score: Raw -75116.074132 + Penalty 3064.260281 = -72051.813851 nChanged 1 SP:Iteration 11Q (11871.350000 sec): 3 clusters Score: Raw -75119.627870 + Penalty 3064.260281 = -72055.367589 nChanged 1 SP:Iteration 12Q (11871.360000 sec): 3 clusters Score: Raw -75121.833316 + Penalty 3064.260281 = -72057.573036 nChanged 0 SP:Iteration 13F (11871.360000 sec): 3 clusters Score: Raw -75121.833316 + Penalty 3064.260281 = -72057.573036 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 20 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11871.360000 sec): 2 clusters Score: Raw -29238.850571 + Penalty 1348.643669 = -27890.206903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11871.360000 sec): 3 clusters Score: Raw -29572.695761 + Penalty 2697.287337 = -26875.408424 nChanged 37 SP:Iteration 1F (11871.360000 sec): 3 clusters Score: Raw -29832.424675 + Penalty 2697.287337 = -27135.137338 nChanged 24 SP:Iteration 2F (11871.370000 sec): 3 clusters Score: Raw -30045.162122 + Penalty 2697.287337 = -27347.874784 nChanged 11 SP:Iteration 3Q (11871.370000 sec): 3 clusters Score: Raw -30180.047070 + Penalty 2697.287337 = -27482.759733 nChanged 8 SP:Iteration 4Q (11871.370000 sec): 3 clusters Score: Raw -30355.083390 + Penalty 2697.287337 = -27657.796053 nChanged 4 SP:Iteration 5Q (11871.370000 sec): 3 clusters Score: Raw -30394.210493 + Penalty 2697.287337 = -27696.923156 nChanged 3 SP:Iteration 6Q (11871.370000 sec): 3 clusters Score: Raw -30423.300509 + Penalty 2697.287337 = -27726.013172 nChanged 0 SP:Iteration 7F (11871.370000 sec): 3 clusters Score: Raw -30428.964214 + Penalty 2697.287337 = -27731.676876 nChanged 1 SP:Iteration 8Q (11871.370000 sec): 3 clusters Score: Raw -30477.907363 + Penalty 2697.287337 = -27780.620026 nChanged 1 SP:Iteration 9Q (11871.370000 sec): 3 clusters Score: Raw -30492.779791 + Penalty 2697.287337 = -27795.492454 nChanged 1 SP:Iteration 10Q (11871.380000 sec): 3 clusters Score: Raw -30502.046633 + Penalty 2697.287337 = -27804.759295 nChanged 1 SP:Iteration 11Q (11871.380000 sec): 3 clusters Score: Raw -30520.866470 + Penalty 2697.287337 = -27823.579133 nChanged 2 SP:Iteration 12Q (11871.380000 sec): 3 clusters Score: Raw -30562.003512 + Penalty 2697.287337 = -27864.716175 nChanged 1 SP:Iteration 13Q (11871.380000 sec): 3 clusters Score: Raw -30571.522348 + Penalty 2697.287337 = -27874.235011 nChanged 0 SP:Iteration 14F (11871.380000 sec): 3 clusters Score: Raw -30571.522348 + Penalty 2697.287337 = -27874.235011 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 21 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11871.380000 sec): 2 clusters Score: Raw -17904.457110 + Penalty 1321.313290 = -16583.143820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11871.380000 sec): 3 clusters Score: Raw -18265.261372 + Penalty 2642.626580 = -15622.634792 nChanged 43 SP:Iteration 1F (11871.390000 sec): 3 clusters Score: Raw -18594.053507 + Penalty 2642.626580 = -15951.426927 nChanged 8 SP:Iteration 2Q (11871.390000 sec): 3 clusters Score: Raw -18656.592076 + Penalty 2642.626580 = -16013.965496 nChanged 3 SP:Iteration 3Q (11871.390000 sec): 3 clusters Score: Raw -18707.137609 + Penalty 2642.626580 = -16064.511029 nChanged 2 SP:Iteration 4Q (11871.390000 sec): 3 clusters Score: Raw -18722.610060 + Penalty 2642.626580 = -16079.983480 nChanged 2 SP:Iteration 5Q (11871.390000 sec): 3 clusters Score: Raw -18751.616628 + Penalty 2642.626580 = -16108.990048 nChanged 1 SP:Iteration 6Q (11871.390000 sec): 3 clusters Score: Raw -18762.066931 + Penalty 2642.626580 = -16119.440351 nChanged 0 SP:Iteration 7F (11871.390000 sec): 3 clusters Score: Raw -18765.634460 + Penalty 2642.626580 = -16123.007880 nChanged 1 SP:Iteration 8Q (11871.390000 sec): 3 clusters Score: Raw -18775.897040 + Penalty 2642.626580 = -16133.270461 nChanged 1 SP:Iteration 9Q (11871.390000 sec): 3 clusters Score: Raw -18780.666432 + Penalty 2642.626580 = -16138.039852 nChanged 1 SP:Iteration 10Q (11871.400000 sec): 3 clusters Score: Raw -18787.973181 + Penalty 2642.626580 = -16145.346601 nChanged 2 SP:Iteration 11Q (11871.400000 sec): 3 clusters Score: Raw -18812.562403 + Penalty 2642.626580 = -16169.935824 nChanged 3 SP:Iteration 12Q (11871.400000 sec): 3 clusters Score: Raw -18853.980096 + Penalty 2642.626580 = -16211.353517 nChanged 0 SP:Iteration 13F (11871.400000 sec): 3 clusters Score: Raw -18853.980096 + Penalty 2642.626580 = -16211.353517 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 22 (841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11871.400000 sec): 2 clusters Score: Raw -137290.615802 + Penalty 1670.178732 = -135620.437070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11871.410000 sec): 3 clusters Score: Raw -137164.958015 + Penalty 3340.357463 = -133824.600551 nChanged 184 SP:Iteration 1F (11871.420000 sec): 3 clusters Score: Raw -137420.484999 + Penalty 3340.357463 = -134080.127536 nChanged 32 SP:Iteration 2Q (11871.420000 sec): 3 clusters Score: Raw -137468.864689 + Penalty 3340.357463 = -134128.507226 nChanged 18 SP:Iteration 3Q (11871.420000 sec): 3 clusters Score: Raw -137494.668125 + Penalty 3340.357463 = -134154.310662 nChanged 9 SP:Iteration 4Q (11871.430000 sec): 3 clusters Score: Raw -137506.047268 + Penalty 3340.357463 = -134165.689805 nChanged 3 SP:Iteration 5Q (11871.430000 sec): 3 clusters Score: Raw -137509.504473 + Penalty 3340.357463 = -134169.147010 nChanged 1 SP:Iteration 6Q (11871.440000 sec): 3 clusters Score: Raw -137510.502197 + Penalty 3340.357463 = -134170.144734 nChanged 2 SP:Iteration 7Q (11871.440000 sec): 3 clusters Score: Raw -137512.177246 + Penalty 3340.357463 = -134171.819782 nChanged 1 SP:Iteration 8Q (11871.440000 sec): 3 clusters Score: Raw -137513.293472 + Penalty 3340.357463 = -134172.936009 nChanged 0 SP:Iteration 9F (11871.450000 sec): 3 clusters Score: Raw -137513.293472 + Penalty 3340.357463 = -134172.936009 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 23 (28530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11871.580000 sec): 2 clusters Score: Raw -4586196.166278 + Penalty 2544.160438 = -4583652.005839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11871.730000 sec): 3 clusters Score: Raw -4569071.222077 + Penalty 5088.320876 = -4563982.901200 nChanged 12872 SP:Iteration 1F (11871.880000 sec): 3 clusters Score: Raw -4575885.238608 + Penalty 5088.320876 = -4570796.917732 nChanged 1370 SP:Iteration 2Q (11872.020000 sec): 3 clusters Score: Raw -4576328.568974 + Penalty 5088.320876 = -4571240.248097 nChanged 1242 SP:Iteration 3Q (11872.180000 sec): 3 clusters Score: Raw -4576746.583225 + Penalty 5088.320876 = -4571658.262349 nChanged 1153 SP:Iteration 4Q (11872.320000 sec): 3 clusters Score: Raw -4577152.267149 + Penalty 5088.320876 = -4572063.946273 nChanged 1131 SP:Iteration 5Q (11872.470000 sec): 3 clusters Score: Raw -4577564.074025 + Penalty 5088.320876 = -4572475.753149 nChanged 1124 SP:Iteration 6Q (11872.620000 sec): 3 clusters Score: Raw -4578017.050508 + Penalty 5088.320876 = -4572928.729632 nChanged 1190 SP:Iteration 7Q (11872.770000 sec): 3 clusters Score: Raw -4578573.477551 + Penalty 5088.320876 = -4573485.156674 nChanged 1334 SP:Iteration 8Q (11872.920000 sec): 3 clusters Score: Raw -4579303.810385 + Penalty 5088.320876 = -4574215.489509 nChanged 1516 SP:Iteration 9F (11873.060000 sec): 3 clusters Score: Raw -4580266.482305 + Penalty 5088.320876 = -4575178.161429 nChanged 1706 SP:Iteration 10F (11873.200000 sec): 3 clusters Score: Raw -4581505.690822 + Penalty 5088.320876 = -4576417.369945 nChanged 1677 SP:Iteration 11F (11873.350000 sec): 3 clusters Score: Raw -4582827.666458 + Penalty 5088.320876 = -4577739.345581 nChanged 1488 SP:Iteration 12F (11873.500000 sec): 3 clusters Score: Raw -4584038.448519 + Penalty 5088.320876 = -4578950.127643 nChanged 1104 SP:Iteration 13Q (11873.630000 sec): 3 clusters Score: Raw -4584956.247942 + Penalty 5088.320876 = -4579867.927066 nChanged 759 SP:Iteration 14Q (11873.750000 sec): 3 clusters Score: Raw -4585614.048914 + Penalty 5088.320876 = -4580525.728037 nChanged 426 SP:Iteration 15Q (11873.870000 sec): 3 clusters Score: Raw -4585971.288378 + Penalty 5088.320876 = -4580882.967502 nChanged 242 SP:Iteration 16Q (11873.980000 sec): 3 clusters Score: Raw -4586163.137110 + Penalty 5088.320876 = -4581074.816233 nChanged 132 SP:Iteration 17Q (11874.100000 sec): 3 clusters Score: Raw -4586273.262644 + Penalty 5088.320876 = -4581184.941767 nChanged 81 SP:Iteration 18Q (11874.200000 sec): 3 clusters Score: Raw -4586343.140644 + Penalty 5088.320876 = -4581254.819768 nChanged 50 SP:Iteration 19Q (11874.310000 sec): 3 clusters Score: Raw -4586388.605508 + Penalty 5088.320876 = -4581300.284632 nChanged 28 SP:Iteration 20F (11874.450000 sec): 3 clusters Score: Raw -4586416.861362 + Penalty 5088.320876 = -4581328.540485 nChanged 23 SP:Iteration 21Q (11874.560000 sec): 3 clusters Score: Raw -4586438.826068 + Penalty 5088.320876 = -4581350.505191 nChanged 20 SP:Iteration 22Q (11874.660000 sec): 3 clusters Score: Raw -4586454.274321 + Penalty 5088.320876 = -4581365.953445 nChanged 10 SP:Iteration 23Q (11874.760000 sec): 3 clusters Score: Raw -4586461.976916 + Penalty 5088.320876 = -4581373.656039 nChanged 12 SP:Iteration 24Q (11874.870000 sec): 3 clusters Score: Raw -4586474.536999 + Penalty 5088.320876 = -4581386.216123 nChanged 10 SP:Iteration 25Q (11874.970000 sec): 3 clusters Score: Raw -4586484.638886 + Penalty 5088.320876 = -4581396.318010 nChanged 10 SP:Iteration 26Q (11875.080000 sec): 3 clusters Score: Raw -4586494.515275 + Penalty 5088.320876 = -4581406.194399 nChanged 6 SP:Iteration 27Q (11875.180000 sec): 3 clusters Score: Raw -4586499.558958 + Penalty 5088.320876 = -4581411.238082 nChanged 8 SP:Iteration 28Q (11875.280000 sec): 3 clusters Score: Raw -4586507.445316 + Penalty 5088.320876 = -4581419.124440 nChanged 3 SP:Iteration 29Q (11875.380000 sec): 3 clusters Score: Raw -4586512.077177 + Penalty 5088.320876 = -4581423.756301 nChanged 4 SP:Iteration 30Q (11875.480000 sec): 3 clusters Score: Raw -4586515.382256 + Penalty 5088.320876 = -4581427.061380 nChanged 2 SP:Iteration 31Q (11875.590000 sec): 3 clusters Score: Raw -4586517.462945 + Penalty 5088.320876 = -4581429.142069 nChanged 0 SP:Iteration 32F (11875.730000 sec): 3 clusters Score: Raw -4586517.462945 + Penalty 5088.320876 = -4581429.142069 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 24 (538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11875.750000 sec): 2 clusters Score: Raw -85148.195072 + Penalty 1559.388923 = -83588.806150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11875.750000 sec): 3 clusters Score: Raw -85139.079806 + Penalty 3118.777846 = -82020.301960 nChanged 102 SP:Iteration 1F (11875.760000 sec): 3 clusters Score: Raw -85320.150488 + Penalty 3118.777846 = -82201.372642 nChanged 26 SP:Iteration 2Q (11875.760000 sec): 3 clusters Score: Raw -85372.338740 + Penalty 3118.777846 = -82253.560895 nChanged 4 SP:Iteration 3Q (11875.760000 sec): 3 clusters Score: Raw -85378.356438 + Penalty 3118.777846 = -82259.578592 nChanged 1 SP:Iteration 4Q (11875.760000 sec): 3 clusters Score: Raw -85381.048001 + Penalty 3118.777846 = -82262.270155 nChanged 0 SP:Iteration 5F (11875.760000 sec): 3 clusters Score: Raw -85381.048001 + Penalty 3118.777846 = -82262.270155 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 25 (14953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11875.830000 sec): 2 clusters Score: Raw -2386708.472703 + Penalty 2383.941472 = -2384324.531231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11875.910000 sec): 3 clusters Score: Raw -2378196.868008 + Penalty 4767.882945 = -2373428.985063 nChanged 6442 SP:Iteration 1F (11875.980000 sec): 3 clusters Score: Raw -2381816.894299 + Penalty 4767.882945 = -2377049.011354 nChanged 959 SP:Iteration 2F (11876.060000 sec): 3 clusters Score: Raw -2382290.583600 + Penalty 4767.882945 = -2377522.700655 nChanged 836 SP:Iteration 3F (11876.130000 sec): 3 clusters Score: Raw -2382713.355460 + Penalty 4767.882945 = -2377945.472515 nChanged 746 SP:Iteration 4Q (11876.200000 sec): 3 clusters Score: Raw -2383092.572603 + Penalty 4767.882945 = -2378324.689658 nChanged 726 SP:Iteration 5Q (11876.280000 sec): 3 clusters Score: Raw -2383468.592465 + Penalty 4767.882945 = -2378700.709520 nChanged 736 SP:Iteration 6Q (11876.350000 sec): 3 clusters Score: Raw -2383847.204837 + Penalty 4767.882945 = -2379079.321892 nChanged 679 SP:Iteration 7Q (11876.430000 sec): 3 clusters Score: Raw -2384171.526811 + Penalty 4767.882945 = -2379403.643866 nChanged 634 SP:Iteration 8Q (11876.500000 sec): 3 clusters Score: Raw -2384473.611498 + Penalty 4767.882945 = -2379705.728553 nChanged 573 SP:Iteration 9Q (11876.580000 sec): 3 clusters Score: Raw -2384743.210997 + Penalty 4767.882945 = -2379975.328053 nChanged 498 SP:Iteration 10Q (11876.650000 sec): 3 clusters Score: Raw -2384970.682516 + Penalty 4767.882945 = -2380202.799571 nChanged 429 SP:Iteration 11Q (11876.720000 sec): 3 clusters Score: Raw -2385167.386268 + Penalty 4767.882945 = -2380399.503323 nChanged 373 SP:Iteration 12Q (11876.800000 sec): 3 clusters Score: Raw -2385348.816680 + Penalty 4767.882945 = -2380580.933736 nChanged 332 SP:Iteration 13Q (11876.870000 sec): 3 clusters Score: Raw -2385506.951314 + Penalty 4767.882945 = -2380739.068369 nChanged 267 SP:Iteration 14Q (11876.940000 sec): 3 clusters Score: Raw -2385633.062889 + Penalty 4767.882945 = -2380865.179944 nChanged 237 SP:Iteration 15Q (11877.020000 sec): 3 clusters Score: Raw -2385756.038050 + Penalty 4767.882945 = -2380988.155105 nChanged 221 SP:Iteration 16Q (11877.090000 sec): 3 clusters Score: Raw -2385872.226693 + Penalty 4767.882945 = -2381104.343749 nChanged 192 SP:Iteration 17Q (11877.160000 sec): 3 clusters Score: Raw -2385975.167008 + Penalty 4767.882945 = -2381207.284063 nChanged 184 SP:Iteration 18Q (11877.240000 sec): 3 clusters Score: Raw -2386145.068308 + Penalty 4767.882945 = -2381377.185363 nChanged 184 SP:Iteration 19Q (11877.310000 sec): 3 clusters Score: Raw -2386484.326147 + Penalty 4767.882945 = -2381716.443202 nChanged 166 SP:Iteration 20F (11877.380000 sec): 3 clusters Score: Raw -2386833.576327 + Penalty 4767.882945 = -2382065.693382 nChanged 146 SP:Iteration 21Q (11877.450000 sec): 3 clusters Score: Raw -2386945.685827 + Penalty 4767.882945 = -2382177.802882 nChanged 115 SP:Iteration 22Q (11877.510000 sec): 3 clusters Score: Raw -2387005.606434 + Penalty 4767.882945 = -2382237.723489 nChanged 80 SP:Iteration 23Q (11877.580000 sec): 3 clusters Score: Raw -2387039.312997 + Penalty 4767.882945 = -2382271.430052 nChanged 67 SP:Iteration 24Q (11877.640000 sec): 3 clusters Score: Raw -2387062.191546 + Penalty 4767.882945 = -2382294.308601 nChanged 52 SP:Iteration 25Q (11877.700000 sec): 3 clusters Score: Raw -2387080.906648 + Penalty 4767.882945 = -2382313.023704 nChanged 51 SP:Iteration 26Q (11877.760000 sec): 3 clusters Score: Raw -2387099.885127 + Penalty 4767.882945 = -2382332.002183 nChanged 47 SP:Iteration 27Q (11877.820000 sec): 3 clusters Score: Raw -2387114.206516 + Penalty 4767.882945 = -2382346.323571 nChanged 35 SP:Iteration 28Q (11877.880000 sec): 3 clusters Score: Raw -2387123.933193 + Penalty 4767.882945 = -2382356.050249 nChanged 22 SP:Iteration 29Q (11877.930000 sec): 3 clusters Score: Raw -2387129.660295 + Penalty 4767.882945 = -2382361.777350 nChanged 25 SP:Iteration 30Q (11877.990000 sec): 3 clusters Score: Raw -2387135.533032 + Penalty 4767.882945 = -2382367.650087 nChanged 19 SP:Iteration 31Q (11878.050000 sec): 3 clusters Score: Raw -2387140.183691 + Penalty 4767.882945 = -2382372.300746 nChanged 17 SP:Iteration 32Q (11878.110000 sec): 3 clusters Score: Raw -2387144.947769 + Penalty 4767.882945 = -2382377.064824 nChanged 16 SP:Iteration 33Q (11878.170000 sec): 3 clusters Score: Raw -2387149.273693 + Penalty 4767.882945 = -2382381.390748 nChanged 18 SP:Iteration 34Q (11878.220000 sec): 3 clusters Score: Raw -2387154.179383 + Penalty 4767.882945 = -2382386.296438 nChanged 13 SP:Iteration 35Q (11878.280000 sec): 3 clusters Score: Raw -2387158.527789 + Penalty 4767.882945 = -2382390.644844 nChanged 12 SP:Iteration 36Q (11878.340000 sec): 3 clusters Score: Raw -2387161.854252 + Penalty 4767.882945 = -2382393.971307 nChanged 14 SP:Iteration 37Q (11878.400000 sec): 3 clusters Score: Raw -2387166.938712 + Penalty 4767.882945 = -2382399.055767 nChanged 17 SP:Iteration 38Q (11878.460000 sec): 3 clusters Score: Raw -2387171.194972 + Penalty 4767.882945 = -2382403.312027 nChanged 15 SP:Iteration 39Q (11878.520000 sec): 3 clusters Score: Raw -2387174.328743 + Penalty 4767.882945 = -2382406.445798 nChanged 10 SP:Iteration 40F (11878.590000 sec): 3 clusters Score: Raw -2387176.924335 + Penalty 4767.882945 = -2382409.041390 nChanged 11 SP:Iteration 41Q (11878.640000 sec): 3 clusters Score: Raw -2387181.209042 + Penalty 4767.882945 = -2382413.326097 nChanged 15 SP:Iteration 42Q (11878.700000 sec): 3 clusters Score: Raw -2387185.264215 + Penalty 4767.882945 = -2382417.381270 nChanged 11 SP:Iteration 43Q (11878.760000 sec): 3 clusters Score: Raw -2387188.016378 + Penalty 4767.882945 = -2382420.133433 nChanged 14 SP:Iteration 44Q (11878.820000 sec): 3 clusters Score: Raw -2387191.447033 + Penalty 4767.882945 = -2382423.564088 nChanged 10 SP:Iteration 45Q (11878.880000 sec): 3 clusters Score: Raw -2387193.797232 + Penalty 4767.882945 = -2382425.914287 nChanged 9 SP:Iteration 46Q (11878.930000 sec): 3 clusters Score: Raw -2387195.829784 + Penalty 4767.882945 = -2382427.946839 nChanged 4 SP:Iteration 47Q (11878.990000 sec): 3 clusters Score: Raw -2387197.411201 + Penalty 4767.882945 = -2382429.528256 nChanged 7 SP:Iteration 48Q (11879.050000 sec): 3 clusters Score: Raw -2387199.908302 + Penalty 4767.882945 = -2382432.025357 nChanged 8 SP:Iteration 49Q (11879.100000 sec): 3 clusters Score: Raw -2387202.126494 + Penalty 4767.882945 = -2382434.243549 nChanged 4 SP:Iteration 50Q (11879.160000 sec): 3 clusters Score: Raw -2387202.926805 + Penalty 4767.882945 = -2382435.043860 nChanged 0 SP:Iteration 51F (11879.240000 sec): 3 clusters Score: Raw -2387202.926805 + Penalty 4767.882945 = -2382435.043860 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 26 (102801 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11879.680000 sec): 2 clusters Score: Raw -16528576.603568 + Penalty 2862.056489 = -16525714.547079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11880.200000 sec): 3 clusters Score: Raw -16462716.215188 + Penalty 5724.112978 = -16456992.102210 nChanged 48667 SP:Iteration 1F (11880.720000 sec): 3 clusters Score: Raw -16490502.482417 + Penalty 5724.112978 = -16484778.369439 nChanged 3562 SP:Iteration 2Q (11881.250000 sec): 3 clusters Score: Raw -16491417.078916 + Penalty 5724.112978 = -16485692.965938 nChanged 3708 SP:Iteration 3Q (11881.780000 sec): 3 clusters Score: Raw -16492626.056995 + Penalty 5724.112978 = -16486901.944017 nChanged 4497 SP:Iteration 4Q (11882.310000 sec): 3 clusters Score: Raw -16494513.363768 + Penalty 5724.112978 = -16488789.250790 nChanged 5744 SP:Iteration 5F (11882.830000 sec): 3 clusters Score: Raw -16497734.661740 + Penalty 5724.112978 = -16492010.548762 nChanged 7271 SP:Iteration 6F (11883.350000 sec): 3 clusters Score: Raw -16502801.926870 + Penalty 5724.112978 = -16497077.813892 nChanged 8088 SP:Iteration 7F (11883.860000 sec): 3 clusters Score: Raw -16509418.830591 + Penalty 5724.112978 = -16503694.717613 nChanged 7504 SP:Iteration 8F (11884.380000 sec): 3 clusters Score: Raw -16516218.349201 + Penalty 5724.112978 = -16510494.236222 nChanged 5560 SP:Iteration 9F (11884.900000 sec): 3 clusters Score: Raw -16521321.760109 + Penalty 5724.112978 = -16515597.647131 nChanged 3519 SP:Iteration 10Q (11885.400000 sec): 3 clusters Score: Raw -16523839.931864 + Penalty 5724.112978 = -16518115.818885 nChanged 2224 SP:Iteration 11Q (11885.870000 sec): 3 clusters Score: Raw -16524988.909110 + Penalty 5724.112978 = -16519264.796132 nChanged 1460 SP:Iteration 12Q (11886.320000 sec): 3 clusters Score: Raw -16525625.682028 + Penalty 5724.112978 = -16519901.569050 nChanged 1151 SP:Iteration 13Q (11886.770000 sec): 3 clusters Score: Raw -16526081.894533 + Penalty 5724.112978 = -16520357.781555 nChanged 1022 SP:Iteration 14Q (11887.210000 sec): 3 clusters Score: Raw -16526472.757671 + Penalty 5724.112978 = -16520748.644693 nChanged 974 SP:Iteration 15Q (11887.650000 sec): 3 clusters Score: Raw -16526815.960892 + Penalty 5724.112978 = -16521091.847913 nChanged 819 SP:Iteration 16Q (11888.070000 sec): 3 clusters Score: Raw -16527071.115007 + Penalty 5724.112978 = -16521347.002028 nChanged 753 SP:Iteration 17Q (11888.500000 sec): 3 clusters Score: Raw -16527310.793439 + Penalty 5724.112978 = -16521586.680461 nChanged 704 SP:Iteration 18Q (11888.920000 sec): 3 clusters Score: Raw -16527528.686110 + Penalty 5724.112978 = -16521804.573132 nChanged 639 SP:Iteration 19Q (11889.340000 sec): 3 clusters Score: Raw -16527727.806260 + Penalty 5724.112978 = -16522003.693281 nChanged 594 SP:Iteration 20F (11889.850000 sec): 3 clusters Score: Raw -16527905.915315 + Penalty 5724.112978 = -16522181.802336 nChanged 538 SP:Iteration 21Q (11890.260000 sec): 3 clusters Score: Raw -16528061.349677 + Penalty 5724.112978 = -16522337.236699 nChanged 474 SP:Iteration 22Q (11890.670000 sec): 3 clusters Score: Raw -16528191.180937 + Penalty 5724.112978 = -16522467.067958 nChanged 414 SP:Iteration 23Q (11891.070000 sec): 3 clusters Score: Raw -16528298.050225 + Penalty 5724.112978 = -16522573.937247 nChanged 374 SP:Iteration 24Q (11891.480000 sec): 3 clusters Score: Raw -16528394.387944 + Penalty 5724.112978 = -16522670.274966 nChanged 342 SP:Iteration 25Q (11891.870000 sec): 3 clusters Score: Raw -16528475.951880 + Penalty 5724.112978 = -16522751.838901 nChanged 339 SP:Iteration 26Q (11892.270000 sec): 3 clusters Score: Raw -16528550.877771 + Penalty 5724.112978 = -16522826.764793 nChanged 289 SP:Iteration 27Q (11892.670000 sec): 3 clusters Score: Raw -16528610.304874 + Penalty 5724.112978 = -16522886.191895 nChanged 285 SP:Iteration 28Q (11893.060000 sec): 3 clusters Score: Raw -16528671.995055 + Penalty 5724.112978 = -16522947.882076 nChanged 267 SP:Iteration 29Q (11893.450000 sec): 3 clusters Score: Raw -16528729.334296 + Penalty 5724.112978 = -16523005.221318 nChanged 234 SP:Iteration 30Q (11893.850000 sec): 3 clusters Score: Raw -16528777.836639 + Penalty 5724.112978 = -16523053.723661 nChanged 240 SP:Iteration 31Q (11894.230000 sec): 3 clusters Score: Raw -16528828.804557 + Penalty 5724.112978 = -16523104.691579 nChanged 220 SP:Iteration 32Q (11894.620000 sec): 3 clusters Score: Raw -16528874.534374 + Penalty 5724.112978 = -16523150.421396 nChanged 184 SP:Iteration 33Q (11895.010000 sec): 3 clusters Score: Raw -16528911.459877 + Penalty 5724.112978 = -16523187.346899 nChanged 165 SP:Iteration 34Q (11895.390000 sec): 3 clusters Score: Raw -16528946.389900 + Penalty 5724.112978 = -16523222.276922 nChanged 147 SP:Iteration 35Q (11895.780000 sec): 3 clusters Score: Raw -16528977.224185 + Penalty 5724.112978 = -16523253.111207 nChanged 131 SP:Iteration 36Q (11896.160000 sec): 3 clusters Score: Raw -16529000.805653 + Penalty 5724.112978 = -16523276.692675 nChanged 127 SP:Iteration 37Q (11896.550000 sec): 3 clusters Score: Raw -16529025.600499 + Penalty 5724.112978 = -16523301.487521 nChanged 130 SP:Iteration 38Q (11896.930000 sec): 3 clusters Score: Raw -16529050.724023 + Penalty 5724.112978 = -16523326.611045 nChanged 122 SP:Iteration 39Q (11897.310000 sec): 3 clusters Score: Raw -16529074.216037 + Penalty 5724.112978 = -16523350.103059 nChanged 104 SP:Iteration 40F (11897.820000 sec): 3 clusters Score: Raw -16529093.114465 + Penalty 5724.112978 = -16523369.001486 nChanged 81 SP:Iteration 41Q (11898.200000 sec): 3 clusters Score: Raw -16529106.374994 + Penalty 5724.112978 = -16523382.262016 nChanged 76 SP:Iteration 42Q (11898.580000 sec): 3 clusters Score: Raw -16529119.986892 + Penalty 5724.112978 = -16523395.873913 nChanged 69 SP:Iteration 43Q (11898.960000 sec): 3 clusters Score: Raw -16529129.284070 + Penalty 5724.112978 = -16523405.171091 nChanged 54 SP:Iteration 44Q (11899.340000 sec): 3 clusters Score: Raw -16529136.152231 + Penalty 5724.112978 = -16523412.039253 nChanged 49 SP:Iteration 45Q (11899.720000 sec): 3 clusters Score: Raw -16529143.835718 + Penalty 5724.112978 = -16523419.722740 nChanged 42 SP:Iteration 46Q (11900.100000 sec): 3 clusters Score: Raw -16529149.573098 + Penalty 5724.112978 = -16523425.460120 nChanged 44 SP:Iteration 47Q (11900.470000 sec): 3 clusters Score: Raw -16529155.862742 + Penalty 5724.112978 = -16523431.749763 nChanged 43 SP:Iteration 48Q (11900.850000 sec): 3 clusters Score: Raw -16529161.863994 + Penalty 5724.112978 = -16523437.751016 nChanged 31 SP:Iteration 49Q (11901.230000 sec): 3 clusters Score: Raw -16529166.358743 + Penalty 5724.112978 = -16523442.245765 nChanged 32 SP:Iteration 50Q (11901.610000 sec): 3 clusters Score: Raw -16529171.075691 + Penalty 5724.112978 = -16523446.962712 nChanged 34 SP:Iteration 51Q (11901.990000 sec): 3 clusters Score: Raw -16529177.384323 + Penalty 5724.112978 = -16523453.271344 nChanged 35 SP:Iteration 52Q (11902.360000 sec): 3 clusters Score: Raw -16529182.750558 + Penalty 5724.112978 = -16523458.637580 nChanged 39 SP:Iteration 53Q (11902.740000 sec): 3 clusters Score: Raw -16529188.800470 + Penalty 5724.112978 = -16523464.687491 nChanged 41 SP:Iteration 54Q (11903.110000 sec): 3 clusters Score: Raw -16529194.280968 + Penalty 5724.112978 = -16523470.167990 nChanged 29 SP:Iteration 55Q (11903.490000 sec): 3 clusters Score: Raw -16529199.311534 + Penalty 5724.112978 = -16523475.198555 nChanged 33 SP:Iteration 56Q (11903.870000 sec): 3 clusters Score: Raw -16529204.383079 + Penalty 5724.112978 = -16523480.270101 nChanged 27 SP:Iteration 57Q (11904.240000 sec): 3 clusters Score: Raw -16529208.543461 + Penalty 5724.112978 = -16523484.430483 nChanged 20 SP:Iteration 58Q (11904.620000 sec): 3 clusters Score: Raw -16529211.328880 + Penalty 5724.112978 = -16523487.215902 nChanged 16 SP:Iteration 59Q (11904.990000 sec): 3 clusters Score: Raw -16529213.273167 + Penalty 5724.112978 = -16523489.160188 nChanged 25 SP:Iteration 60F (11905.510000 sec): 3 clusters Score: Raw -16529216.383962 + Penalty 5724.112978 = -16523492.270984 nChanged 25 SP:Iteration 61Q (11905.880000 sec): 3 clusters Score: Raw -16529220.091836 + Penalty 5724.112978 = -16523495.978857 nChanged 29 SP:Iteration 62Q (11906.260000 sec): 3 clusters Score: Raw -16529224.161914 + Penalty 5724.112978 = -16523500.048936 nChanged 20 SP:Iteration 63Q (11906.630000 sec): 3 clusters Score: Raw -16529226.449185 + Penalty 5724.112978 = -16523502.336206 nChanged 17 SP:Iteration 64Q (11907.010000 sec): 3 clusters Score: Raw -16529228.249992 + Penalty 5724.112978 = -16523504.137014 nChanged 15 SP:Iteration 65Q (11907.380000 sec): 3 clusters Score: Raw -16529230.024739 + Penalty 5724.112978 = -16523505.911761 nChanged 16 SP:Iteration 66Q (11907.750000 sec): 3 clusters Score: Raw -16529231.850438 + Penalty 5724.112978 = -16523507.737459 nChanged 12 SP:Iteration 67Q (11908.130000 sec): 3 clusters Score: Raw -16529233.470862 + Penalty 5724.112978 = -16523509.357884 nChanged 8 SP:Iteration 68Q (11908.500000 sec): 3 clusters Score: Raw -16529234.574197 + Penalty 5724.112978 = -16523510.461219 nChanged 14 SP:Iteration 69Q (11908.880000 sec): 3 clusters Score: Raw -16529235.907774 + Penalty 5724.112978 = -16523511.794795 nChanged 10 SP:Iteration 70Q (11909.250000 sec): 3 clusters Score: Raw -16529237.309221 + Penalty 5724.112978 = -16523513.196242 nChanged 14 SP:Iteration 71Q (11909.630000 sec): 3 clusters Score: Raw -16529238.917277 + Penalty 5724.112978 = -16523514.804298 nChanged 15 SP:Iteration 72Q (11910.000000 sec): 3 clusters Score: Raw -16529240.514706 + Penalty 5724.112978 = -16523516.401728 nChanged 17 SP:Iteration 73Q (11910.380000 sec): 3 clusters Score: Raw -16529242.704978 + Penalty 5724.112978 = -16523518.591999 nChanged 19 SP:Iteration 74Q (11910.750000 sec): 3 clusters Score: Raw -16529245.015243 + Penalty 5724.112978 = -16523520.902265 nChanged 14 SP:Iteration 75Q (11911.120000 sec): 3 clusters Score: Raw -16529246.965047 + Penalty 5724.112978 = -16523522.852069 nChanged 16 SP:Iteration 76Q (11911.490000 sec): 3 clusters Score: Raw -16529249.476681 + Penalty 5724.112978 = -16523525.363703 nChanged 14 SP:Iteration 77Q (11911.870000 sec): 3 clusters Score: Raw -16529250.896700 + Penalty 5724.112978 = -16523526.783722 nChanged 7 SP:Iteration 78Q (11912.240000 sec): 3 clusters Score: Raw -16529252.090710 + Penalty 5724.112978 = -16523527.977732 nChanged 11 SP:Iteration 79Q (11912.610000 sec): 3 clusters Score: Raw -16529253.224948 + Penalty 5724.112978 = -16523529.111970 nChanged 1 SP:Iteration 80F (11913.120000 sec): 3 clusters Score: Raw -16529253.289211 + Penalty 5724.112978 = -16523529.176233 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 27 (9751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11913.200000 sec): 2 clusters Score: Raw -1504721.085835 + Penalty 2277.911030 = -1502443.174805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11913.250000 sec): 3 clusters Score: Raw -1499514.452308 + Penalty 4555.822061 = -1494958.630248 nChanged 4012 SP:Iteration 1F (11913.290000 sec): 3 clusters Score: Raw -1501671.953699 + Penalty 4555.822061 = -1497116.131639 nChanged 672 SP:Iteration 2F (11913.340000 sec): 3 clusters Score: Raw -1502048.779360 + Penalty 4555.822061 = -1497492.957299 nChanged 533 SP:Iteration 3F (11913.390000 sec): 3 clusters Score: Raw -1502378.909850 + Penalty 4555.822061 = -1497823.087789 nChanged 533 SP:Iteration 4F (11913.440000 sec): 3 clusters Score: Raw -1502782.628700 + Penalty 4555.822061 = -1498226.806639 nChanged 548 SP:Iteration 5F (11913.490000 sec): 3 clusters Score: Raw -1503223.959212 + Penalty 4555.822061 = -1498668.137151 nChanged 524 SP:Iteration 6F (11913.530000 sec): 3 clusters Score: Raw -1503680.928882 + Penalty 4555.822061 = -1499125.106821 nChanged 490 SP:Iteration 7F (11913.580000 sec): 3 clusters Score: Raw -1504041.919664 + Penalty 4555.822061 = -1499486.097603 nChanged 387 SP:Iteration 8Q (11913.630000 sec): 3 clusters Score: Raw -1504282.033975 + Penalty 4555.822061 = -1499726.211914 nChanged 330 SP:Iteration 9Q (11913.670000 sec): 3 clusters Score: Raw -1504471.339046 + Penalty 4555.822061 = -1499915.516985 nChanged 284 SP:Iteration 10Q (11913.720000 sec): 3 clusters Score: Raw -1504634.437408 + Penalty 4555.822061 = -1500078.615347 nChanged 274 SP:Iteration 11Q (11913.770000 sec): 3 clusters Score: Raw -1504806.397179 + Penalty 4555.822061 = -1500250.575118 nChanged 241 SP:Iteration 12Q (11913.810000 sec): 3 clusters Score: Raw -1504963.667027 + Penalty 4555.822061 = -1500407.844966 nChanged 230 SP:Iteration 13Q (11913.850000 sec): 3 clusters Score: Raw -1505114.394162 + Penalty 4555.822061 = -1500558.572101 nChanged 201 SP:Iteration 14Q (11913.900000 sec): 3 clusters Score: Raw -1505229.988627 + Penalty 4555.822061 = -1500674.166566 nChanged 175 SP:Iteration 15Q (11913.940000 sec): 3 clusters Score: Raw -1505331.023890 + Penalty 4555.822061 = -1500775.201829 nChanged 171 SP:Iteration 16Q (11913.990000 sec): 3 clusters Score: Raw -1505420.625893 + Penalty 4555.822061 = -1500864.803832 nChanged 145 SP:Iteration 17Q (11914.030000 sec): 3 clusters Score: Raw -1505508.353834 + Penalty 4555.822061 = -1500952.531773 nChanged 129 SP:Iteration 18Q (11914.070000 sec): 3 clusters Score: Raw -1505583.167360 + Penalty 4555.822061 = -1501027.345300 nChanged 116 SP:Iteration 19Q (11914.120000 sec): 3 clusters Score: Raw -1505652.446428 + Penalty 4555.822061 = -1501096.624367 nChanged 118 SP:Iteration 20F (11914.160000 sec): 3 clusters Score: Raw -1505707.733139 + Penalty 4555.822061 = -1501151.911078 nChanged 91 SP:Iteration 21Q (11914.210000 sec): 3 clusters Score: Raw -1505742.373769 + Penalty 4555.822061 = -1501186.551708 nChanged 74 SP:Iteration 22Q (11914.250000 sec): 3 clusters Score: Raw -1505765.400646 + Penalty 4555.822061 = -1501209.578585 nChanged 69 SP:Iteration 23Q (11914.290000 sec): 3 clusters Score: Raw -1505786.680928 + Penalty 4555.822061 = -1501230.858867 nChanged 63 SP:Iteration 24Q (11914.330000 sec): 3 clusters Score: Raw -1505803.984266 + Penalty 4555.822061 = -1501248.162205 nChanged 44 SP:Iteration 25Q (11914.380000 sec): 3 clusters Score: Raw -1505817.275502 + Penalty 4555.822061 = -1501261.453441 nChanged 34 SP:Iteration 26Q (11914.420000 sec): 3 clusters Score: Raw -1505824.576548 + Penalty 4555.822061 = -1501268.754487 nChanged 32 SP:Iteration 27Q (11914.460000 sec): 3 clusters Score: Raw -1505831.770843 + Penalty 4555.822061 = -1501275.948782 nChanged 31 SP:Iteration 28Q (11914.500000 sec): 3 clusters Score: Raw -1505838.965395 + Penalty 4555.822061 = -1501283.143334 nChanged 34 SP:Iteration 29Q (11914.550000 sec): 3 clusters Score: Raw -1505845.937882 + Penalty 4555.822061 = -1501290.115821 nChanged 25 SP:Iteration 30Q (11914.590000 sec): 3 clusters Score: Raw -1505851.600348 + Penalty 4555.822061 = -1501295.778287 nChanged 33 SP:Iteration 31Q (11914.630000 sec): 3 clusters Score: Raw -1505858.058452 + Penalty 4555.822061 = -1501302.236391 nChanged 35 SP:Iteration 32Q (11914.670000 sec): 3 clusters Score: Raw -1505864.733706 + Penalty 4555.822061 = -1501308.911646 nChanged 38 SP:Iteration 33Q (11914.710000 sec): 3 clusters Score: Raw -1505875.091786 + Penalty 4555.822061 = -1501319.269725 nChanged 31 SP:Iteration 34Q (11914.750000 sec): 3 clusters Score: Raw -1505881.746835 + Penalty 4555.822061 = -1501325.924774 nChanged 40 SP:Iteration 35Q (11914.790000 sec): 3 clusters Score: Raw -1505890.657877 + Penalty 4555.822061 = -1501334.835816 nChanged 37 SP:Iteration 36Q (11914.840000 sec): 3 clusters Score: Raw -1505898.096710 + Penalty 4555.822061 = -1501342.274649 nChanged 30 SP:Iteration 37Q (11914.880000 sec): 3 clusters Score: Raw -1505905.027038 + Penalty 4555.822061 = -1501349.204977 nChanged 29 SP:Iteration 38Q (11914.920000 sec): 3 clusters Score: Raw -1505910.370246 + Penalty 4555.822061 = -1501354.548185 nChanged 21 SP:Iteration 39Q (11914.960000 sec): 3 clusters Score: Raw -1505913.493449 + Penalty 4555.822061 = -1501357.671389 nChanged 13 SP:Iteration 40F (11915.010000 sec): 3 clusters Score: Raw -1505915.349358 + Penalty 4555.822061 = -1501359.527297 nChanged 7 SP:Iteration 41Q (11915.050000 sec): 3 clusters Score: Raw -1505916.817376 + Penalty 4555.822061 = -1501360.995315 nChanged 8 SP:Iteration 42Q (11915.090000 sec): 3 clusters Score: Raw -1505918.914524 + Penalty 4555.822061 = -1501363.092463 nChanged 12 SP:Iteration 43Q (11915.130000 sec): 3 clusters Score: Raw -1505920.931693 + Penalty 4555.822061 = -1501365.109632 nChanged 15 SP:Iteration 44Q (11915.180000 sec): 3 clusters Score: Raw -1505924.267279 + Penalty 4555.822061 = -1501368.445218 nChanged 18 SP:Iteration 45Q (11915.220000 sec): 3 clusters Score: Raw -1505927.601797 + Penalty 4555.822061 = -1501371.779736 nChanged 16 SP:Iteration 46Q (11915.260000 sec): 3 clusters Score: Raw -1505930.431209 + Penalty 4555.822061 = -1501374.609148 nChanged 19 SP:Iteration 47Q (11915.300000 sec): 3 clusters Score: Raw -1505933.418650 + Penalty 4555.822061 = -1501377.596589 nChanged 10 SP:Iteration 48Q (11915.350000 sec): 3 clusters Score: Raw -1505935.189707 + Penalty 4555.822061 = -1501379.367646 nChanged 11 SP:Iteration 49Q (11915.390000 sec): 3 clusters Score: Raw -1505936.844909 + Penalty 4555.822061 = -1501381.022848 nChanged 13 SP:Iteration 50Q (11915.430000 sec): 3 clusters Score: Raw -1505938.768981 + Penalty 4555.822061 = -1501382.946920 nChanged 15 SP:Iteration 51Q (11915.470000 sec): 3 clusters Score: Raw -1505941.164398 + Penalty 4555.822061 = -1501385.342337 nChanged 12 SP:Iteration 52Q (11915.510000 sec): 3 clusters Score: Raw -1505942.998861 + Penalty 4555.822061 = -1501387.176800 nChanged 7 SP:Iteration 53Q (11915.550000 sec): 3 clusters Score: Raw -1505943.988685 + Penalty 4555.822061 = -1501388.166625 nChanged 10 SP:Iteration 54Q (11915.590000 sec): 3 clusters Score: Raw -1505945.377144 + Penalty 4555.822061 = -1501389.555083 nChanged 11 SP:Iteration 55Q (11915.640000 sec): 3 clusters Score: Raw -1505947.326179 + Penalty 4555.822061 = -1501391.504118 nChanged 12 SP:Iteration 56Q (11915.680000 sec): 3 clusters Score: Raw -1505949.314179 + Penalty 4555.822061 = -1501393.492118 nChanged 14 SP:Iteration 57Q (11915.720000 sec): 3 clusters Score: Raw -1505952.154203 + Penalty 4555.822061 = -1501396.332142 nChanged 15 SP:Iteration 58Q (11915.760000 sec): 3 clusters Score: Raw -1505954.466994 + Penalty 4555.822061 = -1501398.644933 nChanged 10 SP:Iteration 59Q (11915.800000 sec): 3 clusters Score: Raw -1505956.103401 + Penalty 4555.822061 = -1501400.281340 nChanged 6 SP:Iteration 60F (11915.850000 sec): 3 clusters Score: Raw -1505957.116416 + Penalty 4555.822061 = -1501401.294355 nChanged 9 SP:Iteration 61Q (11915.890000 sec): 3 clusters Score: Raw -1505958.727644 + Penalty 4555.822061 = -1501402.905583 nChanged 10 SP:Iteration 62Q (11915.930000 sec): 3 clusters Score: Raw -1505960.758417 + Penalty 4555.822061 = -1501404.936356 nChanged 14 SP:Iteration 63Q (11915.980000 sec): 3 clusters Score: Raw -1505962.799025 + Penalty 4555.822061 = -1501406.976964 nChanged 10 SP:Iteration 64Q (11916.020000 sec): 3 clusters Score: Raw -1505964.360264 + Penalty 4555.822061 = -1501408.538203 nChanged 10 SP:Iteration 65Q (11916.060000 sec): 3 clusters Score: Raw -1505966.193782 + Penalty 4555.822061 = -1501410.371721 nChanged 6 SP:Iteration 66Q (11916.100000 sec): 3 clusters Score: Raw -1505967.318408 + Penalty 4555.822061 = -1501411.496347 nChanged 7 SP:Iteration 67Q (11916.140000 sec): 3 clusters Score: Raw -1505968.511319 + Penalty 4555.822061 = -1501412.689258 nChanged 4 SP:Iteration 68Q (11916.190000 sec): 3 clusters Score: Raw -1505969.074100 + Penalty 4555.822061 = -1501413.252039 nChanged 5 SP:Iteration 69Q (11916.230000 sec): 3 clusters Score: Raw -1505969.925728 + Penalty 4555.822061 = -1501414.103667 nChanged 7 SP:Iteration 70Q (11916.270000 sec): 3 clusters Score: Raw -1505971.502028 + Penalty 4555.822061 = -1501415.679967 nChanged 10 SP:Iteration 71Q (11916.310000 sec): 3 clusters Score: Raw -1505972.794761 + Penalty 4555.822061 = -1501416.972700 nChanged 8 SP:Iteration 72Q (11916.350000 sec): 3 clusters Score: Raw -1505974.143908 + Penalty 4555.822061 = -1501418.321847 nChanged 14 SP:Iteration 73Q (11916.400000 sec): 3 clusters Score: Raw -1505976.717070 + Penalty 4555.822061 = -1501420.895010 nChanged 9 SP:Iteration 74Q (11916.440000 sec): 3 clusters Score: Raw -1505978.020155 + Penalty 4555.822061 = -1501422.198094 nChanged 7 SP:Iteration 75Q (11916.480000 sec): 3 clusters Score: Raw -1505979.213131 + Penalty 4555.822061 = -1501423.391071 nChanged 8 SP:Iteration 76Q (11916.520000 sec): 3 clusters Score: Raw -1505980.518646 + Penalty 4555.822061 = -1501424.696585 nChanged 9 SP:Iteration 77Q (11916.560000 sec): 3 clusters Score: Raw -1505982.401633 + Penalty 4555.822061 = -1501426.579572 nChanged 9 SP:Iteration 78Q (11916.600000 sec): 3 clusters Score: Raw -1505984.209847 + Penalty 4555.822061 = -1501428.387786 nChanged 5 SP:Iteration 79Q (11916.640000 sec): 3 clusters Score: Raw -1505985.105275 + Penalty 4555.822061 = -1501429.283214 nChanged 8 SP:Iteration 80F (11916.690000 sec): 3 clusters Score: Raw -1505986.069445 + Penalty 4555.822061 = -1501430.247384 nChanged 4 SP:Iteration 81Q (11916.730000 sec): 3 clusters Score: Raw -1505986.446519 + Penalty 4555.822061 = -1501430.624458 nChanged 3 SP:Iteration 82Q (11916.780000 sec): 3 clusters Score: Raw -1505986.875620 + Penalty 4555.822061 = -1501431.053559 nChanged 2 SP:Iteration 83Q (11916.820000 sec): 3 clusters Score: Raw -1505987.046041 + Penalty 4555.822061 = -1501431.223980 nChanged 2 SP:Iteration 84Q (11916.860000 sec): 3 clusters Score: Raw -1505987.278495 + Penalty 4555.822061 = -1501431.456434 nChanged 0 SP:Iteration 85F (11916.900000 sec): 3 clusters Score: Raw -1505987.278495 + Penalty 4555.822061 = -1501431.456434 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 28 (15704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11916.980000 sec): 2 clusters Score: Raw -2521002.812627 + Penalty 2396.094343 = -2518606.718284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11917.060000 sec): 3 clusters Score: Raw -2512114.489606 + Penalty 4792.188685 = -2507322.300921 nChanged 6823 SP:Iteration 1F (11917.130000 sec): 3 clusters Score: Raw -2515900.102445 + Penalty 4792.188685 = -2511107.913760 nChanged 1041 SP:Iteration 2F (11917.210000 sec): 3 clusters Score: Raw -2516426.754078 + Penalty 4792.188685 = -2511634.565392 nChanged 874 SP:Iteration 3F (11917.290000 sec): 3 clusters Score: Raw -2516820.461027 + Penalty 4792.188685 = -2512028.272342 nChanged 673 SP:Iteration 4Q (11917.370000 sec): 3 clusters Score: Raw -2517077.980546 + Penalty 4792.188685 = -2512285.791861 nChanged 566 SP:Iteration 5Q (11917.440000 sec): 3 clusters Score: Raw -2517290.839513 + Penalty 4792.188685 = -2512498.650828 nChanged 518 SP:Iteration 6Q (11917.520000 sec): 3 clusters Score: Raw -2517495.288300 + Penalty 4792.188685 = -2512703.099615 nChanged 546 SP:Iteration 7Q (11917.600000 sec): 3 clusters Score: Raw -2517708.984090 + Penalty 4792.188685 = -2512916.795405 nChanged 521 SP:Iteration 8Q (11917.680000 sec): 3 clusters Score: Raw -2517919.184293 + Penalty 4792.188685 = -2513126.995608 nChanged 538 SP:Iteration 9Q (11917.760000 sec): 3 clusters Score: Raw -2518158.294814 + Penalty 4792.188685 = -2513366.106129 nChanged 576 SP:Iteration 10Q (11917.840000 sec): 3 clusters Score: Raw -2518423.714769 + Penalty 4792.188685 = -2513631.526084 nChanged 556 SP:Iteration 11Q (11917.910000 sec): 3 clusters Score: Raw -2518685.922948 + Penalty 4792.188685 = -2513893.734263 nChanged 571 SP:Iteration 12Q (11917.990000 sec): 3 clusters Score: Raw -2518967.389752 + Penalty 4792.188685 = -2514175.201067 nChanged 545 SP:Iteration 13Q (11918.070000 sec): 3 clusters Score: Raw -2519262.474778 + Penalty 4792.188685 = -2514470.286093 nChanged 558 SP:Iteration 14Q (11918.140000 sec): 3 clusters Score: Raw -2519581.565892 + Penalty 4792.188685 = -2514789.377207 nChanged 521 SP:Iteration 15Q (11918.220000 sec): 3 clusters Score: Raw -2519886.733638 + Penalty 4792.188685 = -2515094.544953 nChanged 463 SP:Iteration 16Q (11918.300000 sec): 3 clusters Score: Raw -2520142.427376 + Penalty 4792.188685 = -2515350.238691 nChanged 385 SP:Iteration 17Q (11918.370000 sec): 3 clusters Score: Raw -2520330.817220 + Penalty 4792.188685 = -2515538.628535 nChanged 325 SP:Iteration 18Q (11918.440000 sec): 3 clusters Score: Raw -2520482.357215 + Penalty 4792.188685 = -2515690.168530 nChanged 300 SP:Iteration 19Q (11918.510000 sec): 3 clusters Score: Raw -2520622.557470 + Penalty 4792.188685 = -2515830.368785 nChanged 274 SP:Iteration 20F (11918.590000 sec): 3 clusters Score: Raw -2520747.608184 + Penalty 4792.188685 = -2515955.419499 nChanged 248 SP:Iteration 21Q (11918.660000 sec): 3 clusters Score: Raw -2520869.377910 + Penalty 4792.188685 = -2516077.189225 nChanged 247 SP:Iteration 22Q (11918.730000 sec): 3 clusters Score: Raw -2520990.251073 + Penalty 4792.188685 = -2516198.062388 nChanged 234 SP:Iteration 23Q (11918.800000 sec): 3 clusters Score: Raw -2521110.989036 + Penalty 4792.188685 = -2516318.800351 nChanged 202 SP:Iteration 24Q (11918.860000 sec): 3 clusters Score: Raw -2521220.534766 + Penalty 4792.188685 = -2516428.346081 nChanged 157 SP:Iteration 25Q (11918.930000 sec): 3 clusters Score: Raw -2521297.546029 + Penalty 4792.188685 = -2516505.357344 nChanged 127 SP:Iteration 26Q (11919.000000 sec): 3 clusters Score: Raw -2521361.272471 + Penalty 4792.188685 = -2516569.083786 nChanged 114 SP:Iteration 27Q (11919.060000 sec): 3 clusters Score: Raw -2521410.970170 + Penalty 4792.188685 = -2516618.781485 nChanged 98 SP:Iteration 28Q (11919.120000 sec): 3 clusters Score: Raw -2521453.136988 + Penalty 4792.188685 = -2516660.948303 nChanged 89 SP:Iteration 29Q (11919.190000 sec): 3 clusters Score: Raw -2521493.013858 + Penalty 4792.188685 = -2516700.825173 nChanged 77 SP:Iteration 30Q (11919.250000 sec): 3 clusters Score: Raw -2521527.862527 + Penalty 4792.188685 = -2516735.673842 nChanged 71 SP:Iteration 31Q (11919.320000 sec): 3 clusters Score: Raw -2521568.482714 + Penalty 4792.188685 = -2516776.294029 nChanged 77 SP:Iteration 32Q (11919.380000 sec): 3 clusters Score: Raw -2521614.650124 + Penalty 4792.188685 = -2516822.461439 nChanged 48 SP:Iteration 33Q (11919.440000 sec): 3 clusters Score: Raw -2521647.201308 + Penalty 4792.188685 = -2516855.012623 nChanged 49 SP:Iteration 34Q (11919.500000 sec): 3 clusters Score: Raw -2521680.376371 + Penalty 4792.188685 = -2516888.187686 nChanged 45 SP:Iteration 35Q (11919.560000 sec): 3 clusters Score: Raw -2521709.821429 + Penalty 4792.188685 = -2516917.632744 nChanged 46 SP:Iteration 36Q (11919.620000 sec): 3 clusters Score: Raw -2521744.773835 + Penalty 4792.188685 = -2516952.585150 nChanged 35 SP:Iteration 37Q (11919.680000 sec): 3 clusters Score: Raw -2521772.943446 + Penalty 4792.188685 = -2516980.754761 nChanged 38 SP:Iteration 38Q (11919.740000 sec): 3 clusters Score: Raw -2521803.834844 + Penalty 4792.188685 = -2517011.646159 nChanged 44 SP:Iteration 39Q (11919.800000 sec): 3 clusters Score: Raw -2521830.044126 + Penalty 4792.188685 = -2517037.855441 nChanged 33 SP:Iteration 40F (11919.880000 sec): 3 clusters Score: Raw -2521847.718948 + Penalty 4792.188685 = -2517055.530263 nChanged 26 SP:Iteration 41Q (11919.940000 sec): 3 clusters Score: Raw -2521860.922949 + Penalty 4792.188685 = -2517068.734264 nChanged 25 SP:Iteration 42Q (11920.000000 sec): 3 clusters Score: Raw -2521872.720684 + Penalty 4792.188685 = -2517080.531999 nChanged 15 SP:Iteration 43Q (11920.060000 sec): 3 clusters Score: Raw -2521879.460956 + Penalty 4792.188685 = -2517087.272271 nChanged 5 SP:Iteration 44Q (11920.110000 sec): 3 clusters Score: Raw -2521880.842996 + Penalty 4792.188685 = -2517088.654311 nChanged 5 SP:Iteration 45Q (11920.170000 sec): 3 clusters Score: Raw -2521881.994415 + Penalty 4792.188685 = -2517089.805730 nChanged 5 SP:Iteration 46Q (11920.230000 sec): 3 clusters Score: Raw -2521883.473889 + Penalty 4792.188685 = -2517091.285204 nChanged 6 SP:Iteration 47Q (11920.290000 sec): 3 clusters Score: Raw -2521886.229379 + Penalty 4792.188685 = -2517094.040694 nChanged 3 SP:Iteration 48Q (11920.350000 sec): 3 clusters Score: Raw -2521887.804793 + Penalty 4792.188685 = -2517095.616108 nChanged 5 SP:Iteration 49Q (11920.400000 sec): 3 clusters Score: Raw -2521889.654462 + Penalty 4792.188685 = -2517097.465777 nChanged 2 SP:Iteration 50Q (11920.460000 sec): 3 clusters Score: Raw -2521890.421897 + Penalty 4792.188685 = -2517098.233212 nChanged 2 SP:Iteration 51Q (11920.520000 sec): 3 clusters Score: Raw -2521891.593259 + Penalty 4792.188685 = -2517099.404574 nChanged 2 SP:Iteration 52Q (11920.580000 sec): 3 clusters Score: Raw -2521892.324725 + Penalty 4792.188685 = -2517100.136040 nChanged 2 SP:Iteration 53Q (11920.640000 sec): 3 clusters Score: Raw -2521893.046464 + Penalty 4792.188685 = -2517100.857779 nChanged 5 SP:Iteration 54Q (11920.700000 sec): 3 clusters Score: Raw -2521895.408478 + Penalty 4792.188685 = -2517103.219793 nChanged 3 SP:Iteration 55Q (11920.760000 sec): 3 clusters Score: Raw -2521897.025646 + Penalty 4792.188685 = -2517104.836961 nChanged 4 SP:Iteration 56Q (11920.820000 sec): 3 clusters Score: Raw -2521899.894167 + Penalty 4792.188685 = -2517107.705482 nChanged 7 SP:Iteration 57Q (11920.870000 sec): 3 clusters Score: Raw -2521902.174930 + Penalty 4792.188685 = -2517109.986245 nChanged 0 SP:Iteration 58F (11920.950000 sec): 3 clusters Score: Raw -2521902.174930 + Penalty 4792.188685 = -2517109.986245 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 29 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11920.960000 sec): 2 clusters Score: Raw -46052.033248 + Penalty 1425.058391 = -44626.974857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11920.960000 sec): 3 clusters Score: Raw -46197.692437 + Penalty 2850.116783 = -43347.575654 nChanged 56 SP:Iteration 1F (11920.960000 sec): 3 clusters Score: Raw -46373.231121 + Penalty 2850.116783 = -43523.114338 nChanged 15 SP:Iteration 2Q (11920.970000 sec): 3 clusters Score: Raw -46437.214008 + Penalty 2850.116783 = -43587.097226 nChanged 9 SP:Iteration 3Q (11920.970000 sec): 3 clusters Score: Raw -46475.612429 + Penalty 2850.116783 = -43625.495647 nChanged 2 SP:Iteration 4Q (11920.970000 sec): 3 clusters Score: Raw -46487.092764 + Penalty 2850.116783 = -43636.975981 nChanged 2 SP:Iteration 5Q (11920.970000 sec): 3 clusters Score: Raw -46521.211118 + Penalty 2850.116783 = -43671.094335 nChanged 3 SP:Iteration 6Q (11920.970000 sec): 3 clusters Score: Raw -46527.971774 + Penalty 2850.116783 = -43677.854992 nChanged 0 SP:Iteration 7F (11920.970000 sec): 3 clusters Score: Raw -46527.971774 + Penalty 2850.116783 = -43677.854992 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 30 (4294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11921.000000 sec): 2 clusters Score: Raw -687432.476428 + Penalty 2074.513547 = -685357.962882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11921.020000 sec): 3 clusters Score: Raw -685411.834639 + Penalty 4149.027093 = -681262.807546 nChanged 1602 SP:Iteration 1F (11921.040000 sec): 3 clusters Score: Raw -686393.703123 + Penalty 4149.027093 = -682244.676029 nChanged 337 SP:Iteration 2F (11921.060000 sec): 3 clusters Score: Raw -686600.105258 + Penalty 4149.027093 = -682451.078165 nChanged 210 SP:Iteration 3Q (11921.080000 sec): 3 clusters Score: Raw -686720.142236 + Penalty 4149.027093 = -682571.115143 nChanged 141 SP:Iteration 4Q (11921.100000 sec): 3 clusters Score: Raw -686801.942495 + Penalty 4149.027093 = -682652.915401 nChanged 110 SP:Iteration 5Q (11921.120000 sec): 3 clusters Score: Raw -686853.005923 + Penalty 4149.027093 = -682703.978830 nChanged 75 SP:Iteration 6Q (11921.140000 sec): 3 clusters Score: Raw -686889.336306 + Penalty 4149.027093 = -682740.309213 nChanged 65 SP:Iteration 7Q (11921.170000 sec): 3 clusters Score: Raw -686917.398366 + Penalty 4149.027093 = -682768.371273 nChanged 51 SP:Iteration 8Q (11921.190000 sec): 3 clusters Score: Raw -686938.480825 + Penalty 4149.027093 = -682789.453732 nChanged 58 SP:Iteration 9Q (11921.210000 sec): 3 clusters Score: Raw -686962.680804 + Penalty 4149.027093 = -682813.653710 nChanged 49 SP:Iteration 10Q (11921.230000 sec): 3 clusters Score: Raw -686986.190338 + Penalty 4149.027093 = -682837.163245 nChanged 57 SP:Iteration 11Q (11921.260000 sec): 3 clusters Score: Raw -687007.779501 + Penalty 4149.027093 = -682858.752408 nChanged 46 SP:Iteration 12Q (11921.280000 sec): 3 clusters Score: Raw -687024.374734 + Penalty 4149.027093 = -682875.347641 nChanged 42 SP:Iteration 13Q (11921.300000 sec): 3 clusters Score: Raw -687042.818564 + Penalty 4149.027093 = -682893.791470 nChanged 52 SP:Iteration 14Q (11921.320000 sec): 3 clusters Score: Raw -687062.070386 + Penalty 4149.027093 = -682913.043293 nChanged 51 SP:Iteration 15Q (11921.340000 sec): 3 clusters Score: Raw -687077.709514 + Penalty 4149.027093 = -682928.682421 nChanged 38 SP:Iteration 16Q (11921.360000 sec): 3 clusters Score: Raw -687093.518817 + Penalty 4149.027093 = -682944.491724 nChanged 46 SP:Iteration 17Q (11921.380000 sec): 3 clusters Score: Raw -687108.670844 + Penalty 4149.027093 = -682959.643750 nChanged 30 SP:Iteration 18Q (11921.400000 sec): 3 clusters Score: Raw -687117.402945 + Penalty 4149.027093 = -682968.375851 nChanged 33 SP:Iteration 19Q (11921.420000 sec): 3 clusters Score: Raw -687130.613518 + Penalty 4149.027093 = -682981.586425 nChanged 40 SP:Iteration 20F (11921.450000 sec): 3 clusters Score: Raw -687149.654659 + Penalty 4149.027093 = -683000.627566 nChanged 43 SP:Iteration 21Q (11921.470000 sec): 3 clusters Score: Raw -687168.673980 + Penalty 4149.027093 = -683019.646887 nChanged 47 SP:Iteration 22Q (11921.490000 sec): 3 clusters Score: Raw -687188.096648 + Penalty 4149.027093 = -683039.069555 nChanged 52 SP:Iteration 23Q (11921.510000 sec): 3 clusters Score: Raw -687209.932924 + Penalty 4149.027093 = -683060.905831 nChanged 58 SP:Iteration 24Q (11921.530000 sec): 3 clusters Score: Raw -687233.692393 + Penalty 4149.027093 = -683084.665300 nChanged 52 SP:Iteration 25Q (11921.550000 sec): 3 clusters Score: Raw -687254.421330 + Penalty 4149.027093 = -683105.394237 nChanged 51 SP:Iteration 26Q (11921.570000 sec): 3 clusters Score: Raw -687276.976623 + Penalty 4149.027093 = -683127.949530 nChanged 63 SP:Iteration 27Q (11921.600000 sec): 3 clusters Score: Raw -687303.662641 + Penalty 4149.027093 = -683154.635548 nChanged 59 SP:Iteration 28Q (11921.620000 sec): 3 clusters Score: Raw -687331.207051 + Penalty 4149.027093 = -683182.179958 nChanged 67 SP:Iteration 29Q (11921.640000 sec): 3 clusters Score: Raw -687357.932277 + Penalty 4149.027093 = -683208.905183 nChanged 65 SP:Iteration 30Q (11921.660000 sec): 3 clusters Score: Raw -687386.473345 + Penalty 4149.027093 = -683237.446252 nChanged 56 SP:Iteration 31Q (11921.680000 sec): 3 clusters Score: Raw -687412.071348 + Penalty 4149.027093 = -683263.044255 nChanged 44 SP:Iteration 32Q (11921.700000 sec): 3 clusters Score: Raw -687429.531080 + Penalty 4149.027093 = -683280.503987 nChanged 36 SP:Iteration 33Q (11921.720000 sec): 3 clusters Score: Raw -687444.620436 + Penalty 4149.027093 = -683295.593343 nChanged 35 SP:Iteration 34Q (11921.740000 sec): 3 clusters Score: Raw -687461.463526 + Penalty 4149.027093 = -683312.436433 nChanged 41 SP:Iteration 35Q (11921.760000 sec): 3 clusters Score: Raw -687476.655392 + Penalty 4149.027093 = -683327.628298 nChanged 37 SP:Iteration 36Q (11921.780000 sec): 3 clusters Score: Raw -687490.664862 + Penalty 4149.027093 = -683341.637769 nChanged 35 SP:Iteration 37Q (11921.800000 sec): 3 clusters Score: Raw -687504.837003 + Penalty 4149.027093 = -683355.809909 nChanged 36 SP:Iteration 38Q (11921.820000 sec): 3 clusters Score: Raw -687523.086680 + Penalty 4149.027093 = -683374.059587 nChanged 43 SP:Iteration 39Q (11921.840000 sec): 3 clusters Score: Raw -687540.604604 + Penalty 4149.027093 = -683391.577510 nChanged 28 SP:Iteration 40F (11921.870000 sec): 3 clusters Score: Raw -687551.905948 + Penalty 4149.027093 = -683402.878855 nChanged 29 SP:Iteration 41Q (11921.890000 sec): 3 clusters Score: Raw -687561.708775 + Penalty 4149.027093 = -683412.681682 nChanged 26 SP:Iteration 42Q (11921.910000 sec): 3 clusters Score: Raw -687572.035259 + Penalty 4149.027093 = -683423.008165 nChanged 27 SP:Iteration 43Q (11921.930000 sec): 3 clusters Score: Raw -687581.406666 + Penalty 4149.027093 = -683432.379573 nChanged 17 SP:Iteration 44Q (11921.950000 sec): 3 clusters Score: Raw -687587.808497 + Penalty 4149.027093 = -683438.781404 nChanged 15 SP:Iteration 45Q (11921.970000 sec): 3 clusters Score: Raw -687592.977800 + Penalty 4149.027093 = -683443.950707 nChanged 11 SP:Iteration 46Q (11921.990000 sec): 3 clusters Score: Raw -687596.867026 + Penalty 4149.027093 = -683447.839933 nChanged 11 SP:Iteration 47Q (11922.010000 sec): 3 clusters Score: Raw -687601.918877 + Penalty 4149.027093 = -683452.891783 nChanged 14 SP:Iteration 48Q (11922.040000 sec): 3 clusters Score: Raw -687606.563361 + Penalty 4149.027093 = -683457.536268 nChanged 14 SP:Iteration 49Q (11922.060000 sec): 3 clusters Score: Raw -687611.131423 + Penalty 4149.027093 = -683462.104329 nChanged 14 SP:Iteration 50Q (11922.080000 sec): 3 clusters Score: Raw -687616.181986 + Penalty 4149.027093 = -683467.154893 nChanged 13 SP:Iteration 51Q (11922.100000 sec): 3 clusters Score: Raw -687621.076775 + Penalty 4149.027093 = -683472.049682 nChanged 16 SP:Iteration 52Q (11922.120000 sec): 3 clusters Score: Raw -687626.434409 + Penalty 4149.027093 = -683477.407315 nChanged 17 SP:Iteration 53Q (11922.140000 sec): 3 clusters Score: Raw -687634.555840 + Penalty 4149.027093 = -683485.528747 nChanged 24 SP:Iteration 54Q (11922.160000 sec): 3 clusters Score: Raw -687645.250547 + Penalty 4149.027093 = -683496.223454 nChanged 18 SP:Iteration 55Q (11922.180000 sec): 3 clusters Score: Raw -687652.398909 + Penalty 4149.027093 = -683503.371815 nChanged 17 SP:Iteration 56Q (11922.200000 sec): 3 clusters Score: Raw -687660.484048 + Penalty 4149.027093 = -683511.456955 nChanged 20 SP:Iteration 57Q (11922.220000 sec): 3 clusters Score: Raw -687670.456031 + Penalty 4149.027093 = -683521.428938 nChanged 16 SP:Iteration 58Q (11922.240000 sec): 3 clusters Score: Raw -687677.827186 + Penalty 4149.027093 = -683528.800093 nChanged 11 SP:Iteration 59Q (11922.260000 sec): 3 clusters Score: Raw -687682.674839 + Penalty 4149.027093 = -683533.647746 nChanged 10 SP:Iteration 60F (11922.280000 sec): 3 clusters Score: Raw -687688.049663 + Penalty 4149.027093 = -683539.022569 nChanged 13 SP:Iteration 61Q (11922.300000 sec): 3 clusters Score: Raw -687694.213704 + Penalty 4149.027093 = -683545.186611 nChanged 12 SP:Iteration 62Q (11922.330000 sec): 3 clusters Score: Raw -687700.001192 + Penalty 4149.027093 = -683550.974099 nChanged 14 SP:Iteration 63Q (11922.350000 sec): 3 clusters Score: Raw -687705.822762 + Penalty 4149.027093 = -683556.795669 nChanged 14 SP:Iteration 64Q (11922.370000 sec): 3 clusters Score: Raw -687712.678506 + Penalty 4149.027093 = -683563.651413 nChanged 14 SP:Iteration 65Q (11922.390000 sec): 3 clusters Score: Raw -687720.099178 + Penalty 4149.027093 = -683571.072085 nChanged 15 SP:Iteration 66Q (11922.410000 sec): 3 clusters Score: Raw -687727.669667 + Penalty 4149.027093 = -683578.642574 nChanged 21 SP:Iteration 67Q (11922.430000 sec): 3 clusters Score: Raw -687738.377413 + Penalty 4149.027093 = -683589.350320 nChanged 16 SP:Iteration 68Q (11922.450000 sec): 3 clusters Score: Raw -687748.044151 + Penalty 4149.027093 = -683599.017058 nChanged 14 SP:Iteration 69Q (11922.470000 sec): 3 clusters Score: Raw -687755.372757 + Penalty 4149.027093 = -683606.345664 nChanged 14 SP:Iteration 70Q (11922.490000 sec): 3 clusters Score: Raw -687765.635084 + Penalty 4149.027093 = -683616.607990 nChanged 16 SP:Iteration 71Q (11922.510000 sec): 3 clusters Score: Raw -687776.808458 + Penalty 4149.027093 = -683627.781365 nChanged 19 SP:Iteration 72Q (11922.530000 sec): 3 clusters Score: Raw -687788.865507 + Penalty 4149.027093 = -683639.838413 nChanged 14 SP:Iteration 73Q (11922.550000 sec): 3 clusters Score: Raw -687797.541155 + Penalty 4149.027093 = -683648.514062 nChanged 9 SP:Iteration 74Q (11922.570000 sec): 3 clusters Score: Raw -687802.484961 + Penalty 4149.027093 = -683653.457868 nChanged 9 SP:Iteration 75Q (11922.590000 sec): 3 clusters Score: Raw -687807.088658 + Penalty 4149.027093 = -683658.061565 nChanged 8 SP:Iteration 76Q (11922.610000 sec): 3 clusters Score: Raw -687810.358859 + Penalty 4149.027093 = -683661.331765 nChanged 3 SP:Iteration 77Q (11922.630000 sec): 3 clusters Score: Raw -687811.558163 + Penalty 4149.027093 = -683662.531070 nChanged 1 SP:Iteration 78Q (11922.650000 sec): 3 clusters Score: Raw -687811.937056 + Penalty 4149.027093 = -683662.909962 nChanged 0 SP:Iteration 79F (11922.680000 sec): 3 clusters Score: Raw -687811.937056 + Penalty 4149.027093 = -683662.909962 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 31 (1848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11922.690000 sec): 2 clusters Score: Raw -260016.233925 + Penalty 1865.421095 = -258150.812831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11922.700000 sec): 3 clusters Score: Raw -259392.529452 + Penalty 3730.842189 = -255661.687263 nChanged 556 SP:Iteration 1F (11922.700000 sec): 3 clusters Score: Raw -259943.355125 + Penalty 3730.842189 = -256212.512936 nChanged 175 SP:Iteration 2F (11922.710000 sec): 3 clusters Score: Raw -260201.960509 + Penalty 3730.842189 = -256471.118320 nChanged 128 SP:Iteration 3F (11922.720000 sec): 3 clusters Score: Raw -260430.658819 + Penalty 3730.842189 = -256699.816630 nChanged 104 SP:Iteration 4F (11922.730000 sec): 3 clusters Score: Raw -260627.485198 + Penalty 3730.842189 = -256896.643009 nChanged 90 SP:Iteration 5Q (11922.740000 sec): 3 clusters Score: Raw -260765.217927 + Penalty 3730.842189 = -257034.375738 nChanged 81 SP:Iteration 6Q (11922.750000 sec): 3 clusters Score: Raw -260896.038246 + Penalty 3730.842189 = -257165.196057 nChanged 56 SP:Iteration 7Q (11922.760000 sec): 3 clusters Score: Raw -260969.254124 + Penalty 3730.842189 = -257238.411935 nChanged 42 SP:Iteration 8Q (11922.760000 sec): 3 clusters Score: Raw -261027.036501 + Penalty 3730.842189 = -257296.194312 nChanged 31 SP:Iteration 9Q (11922.780000 sec): 3 clusters Score: Raw -261066.031527 + Penalty 3730.842189 = -257335.189338 nChanged 21 SP:Iteration 10Q (11922.780000 sec): 3 clusters Score: Raw -261088.517193 + Penalty 3730.842189 = -257357.675004 nChanged 19 SP:Iteration 11Q (11922.790000 sec): 3 clusters Score: Raw -261112.605269 + Penalty 3730.842189 = -257381.763080 nChanged 13 SP:Iteration 12Q (11922.800000 sec): 3 clusters Score: Raw -261124.905364 + Penalty 3730.842189 = -257394.063175 nChanged 7 SP:Iteration 13Q (11922.810000 sec): 3 clusters Score: Raw -261129.236381 + Penalty 3730.842189 = -257398.394192 nChanged 3 SP:Iteration 14Q (11922.820000 sec): 3 clusters Score: Raw -261131.444160 + Penalty 3730.842189 = -257400.601971 nChanged 3 SP:Iteration 15Q (11922.820000 sec): 3 clusters Score: Raw -261135.464931 + Penalty 3730.842189 = -257404.622742 nChanged 3 SP:Iteration 16Q (11922.830000 sec): 3 clusters Score: Raw -261138.275754 + Penalty 3730.842189 = -257407.433565 nChanged 2 SP:Iteration 17Q (11922.840000 sec): 3 clusters Score: Raw -261139.804448 + Penalty 3730.842189 = -257408.962259 nChanged 2 SP:Iteration 18Q (11922.850000 sec): 3 clusters Score: Raw -261141.917612 + Penalty 3730.842189 = -257411.075423 nChanged 2 SP:Iteration 19Q (11922.860000 sec): 3 clusters Score: Raw -261144.106701 + Penalty 3730.842189 = -257413.264512 nChanged 3 SP:Iteration 20F (11922.860000 sec): 3 clusters Score: Raw -261145.660176 + Penalty 3730.842189 = -257414.817987 nChanged 2 SP:Iteration 21Q (11922.870000 sec): 3 clusters Score: Raw -261147.585058 + Penalty 3730.842189 = -257416.742869 nChanged 2 SP:Iteration 22Q (11922.880000 sec): 3 clusters Score: Raw -261148.839751 + Penalty 3730.842189 = -257417.997562 nChanged 1 SP:Iteration 23Q (11922.890000 sec): 3 clusters Score: Raw -261149.297807 + Penalty 3730.842189 = -257418.455618 nChanged 0 SP:Iteration 24F (11922.900000 sec): 3 clusters Score: Raw -261149.297807 + Penalty 3730.842189 = -257418.455618 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 32 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11922.900000 sec): 2 clusters Score: Raw -77914.222771 + Penalty 1555.673498 = -76358.549273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11922.910000 sec): 3 clusters Score: Raw -77894.412797 + Penalty 3111.346995 = -74783.065802 nChanged 104 SP:Iteration 1F (11922.910000 sec): 3 clusters Score: Raw -78091.546723 + Penalty 3111.346995 = -74980.199727 nChanged 20 SP:Iteration 2Q (11922.910000 sec): 3 clusters Score: Raw -78139.794443 + Penalty 3111.346995 = -75028.447447 nChanged 8 SP:Iteration 3Q (11922.920000 sec): 3 clusters Score: Raw -78158.520670 + Penalty 3111.346995 = -75047.173675 nChanged 3 SP:Iteration 4Q (11922.920000 sec): 3 clusters Score: Raw -78164.743222 + Penalty 3111.346995 = -75053.396227 nChanged 2 SP:Iteration 5Q (11922.920000 sec): 3 clusters Score: Raw -78168.386241 + Penalty 3111.346995 = -75057.039246 nChanged 2 SP:Iteration 6Q (11922.920000 sec): 3 clusters Score: Raw -78171.192233 + Penalty 3111.346995 = -75059.845237 nChanged 1 SP:Iteration 7Q (11922.920000 sec): 3 clusters Score: Raw -78172.157549 + Penalty 3111.346995 = -75060.810554 nChanged 1 SP:Iteration 8Q (11922.930000 sec): 3 clusters Score: Raw -78175.442681 + Penalty 3111.346995 = -75064.095686 nChanged 1 SP:Iteration 9Q (11922.930000 sec): 3 clusters Score: Raw -78177.619860 + Penalty 3111.346995 = -75066.272865 nChanged 1 SP:Iteration 10Q (11922.930000 sec): 3 clusters Score: Raw -78179.128190 + Penalty 3111.346995 = -75067.781195 nChanged 1 SP:Iteration 11Q (11922.940000 sec): 3 clusters Score: Raw -78182.315485 + Penalty 3111.346995 = -75070.968490 nChanged 2 SP:Iteration 12Q (11922.940000 sec): 3 clusters Score: Raw -78188.679423 + Penalty 3111.346995 = -75077.332428 nChanged 2 SP:Iteration 13Q (11922.940000 sec): 3 clusters Score: Raw -78193.000771 + Penalty 3111.346995 = -75081.653776 nChanged 2 SP:Iteration 14Q (11922.940000 sec): 3 clusters Score: Raw -78198.496315 + Penalty 3111.346995 = -75087.149320 nChanged 1 SP:Iteration 15Q (11922.940000 sec): 3 clusters Score: Raw -78199.096464 + Penalty 3111.346995 = -75087.749468 nChanged 0 SP:Iteration 16F (11922.950000 sec): 3 clusters Score: Raw -78199.096464 + Penalty 3111.346995 = -75087.749468 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 33 (248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11922.950000 sec): 2 clusters Score: Raw -36986.502868 + Penalty 1367.330329 = -35619.172539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11922.950000 sec): 3 clusters Score: Raw -37147.333966 + Penalty 2734.660658 = -34412.673308 nChanged 24 SP:Iteration 1F (11922.960000 sec): 3 clusters Score: Raw -37223.235868 + Penalty 2734.660658 = -34488.575210 nChanged 6 SP:Iteration 2Q (11922.960000 sec): 3 clusters Score: Raw -37244.274786 + Penalty 2734.660658 = -34509.614128 nChanged 2 SP:Iteration 3Q (11922.960000 sec): 3 clusters Score: Raw -37252.325561 + Penalty 2734.660658 = -34517.664903 nChanged 2 SP:Iteration 4Q (11922.960000 sec): 3 clusters Score: Raw -37261.000376 + Penalty 2734.660658 = -34526.339718 nChanged 2 SP:Iteration 5Q (11922.960000 sec): 3 clusters Score: Raw -37265.956538 + Penalty 2734.660658 = -34531.295880 nChanged 1 SP:Iteration 6Q (11922.960000 sec): 3 clusters Score: Raw -37270.898685 + Penalty 2734.660658 = -34536.238026 nChanged 1 SP:Iteration 7Q (11922.960000 sec): 3 clusters Score: Raw -37276.256573 + Penalty 2734.660658 = -34541.595915 nChanged 1 SP:Iteration 8Q (11922.960000 sec): 3 clusters Score: Raw -37284.557778 + Penalty 2734.660658 = -34549.897120 nChanged 0 SP:Iteration 9F (11922.960000 sec): 3 clusters Score: Raw -37284.557778 + Penalty 2734.660658 = -34549.897120 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 34 (3590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11922.980000 sec): 2 clusters Score: Raw -555780.406349 + Penalty 2030.105055 = -553750.301294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11923.000000 sec): 3 clusters Score: Raw -554189.978270 + Penalty 4060.210111 = -550129.768159 nChanged 1308 SP:Iteration 1F (11923.020000 sec): 3 clusters Score: Raw -555029.182645 + Penalty 4060.210111 = -550968.972534 nChanged 275 SP:Iteration 2F (11923.040000 sec): 3 clusters Score: Raw -555189.457603 + Penalty 4060.210111 = -551129.247492 nChanged 155 SP:Iteration 3Q (11923.060000 sec): 3 clusters Score: Raw -555274.198429 + Penalty 4060.210111 = -551213.988318 nChanged 112 SP:Iteration 4Q (11923.070000 sec): 3 clusters Score: Raw -555334.992291 + Penalty 4060.210111 = -551274.782180 nChanged 99 SP:Iteration 5Q (11923.090000 sec): 3 clusters Score: Raw -555392.996562 + Penalty 4060.210111 = -551332.786452 nChanged 80 SP:Iteration 6Q (11923.110000 sec): 3 clusters Score: Raw -555443.805045 + Penalty 4060.210111 = -551383.594934 nChanged 67 SP:Iteration 7Q (11923.120000 sec): 3 clusters Score: Raw -555479.916212 + Penalty 4060.210111 = -551419.706101 nChanged 58 SP:Iteration 8Q (11923.140000 sec): 3 clusters Score: Raw -555516.753286 + Penalty 4060.210111 = -551456.543176 nChanged 57 SP:Iteration 9Q (11923.160000 sec): 3 clusters Score: Raw -555551.708655 + Penalty 4060.210111 = -551491.498544 nChanged 58 SP:Iteration 10Q (11923.180000 sec): 3 clusters Score: Raw -555589.853502 + Penalty 4060.210111 = -551529.643392 nChanged 69 SP:Iteration 11Q (11923.200000 sec): 3 clusters Score: Raw -555642.598063 + Penalty 4060.210111 = -551582.387952 nChanged 90 SP:Iteration 12Q (11923.210000 sec): 3 clusters Score: Raw -555719.308764 + Penalty 4060.210111 = -551659.098653 nChanged 107 SP:Iteration 13Q (11923.230000 sec): 3 clusters Score: Raw -555816.808487 + Penalty 4060.210111 = -551756.598376 nChanged 109 SP:Iteration 14Q (11923.250000 sec): 3 clusters Score: Raw -555904.318324 + Penalty 4060.210111 = -551844.108213 nChanged 96 SP:Iteration 15Q (11923.260000 sec): 3 clusters Score: Raw -555978.515265 + Penalty 4060.210111 = -551918.305154 nChanged 83 SP:Iteration 16Q (11923.280000 sec): 3 clusters Score: Raw -556046.180973 + Penalty 4060.210111 = -551985.970862 nChanged 83 SP:Iteration 17Q (11923.300000 sec): 3 clusters Score: Raw -556108.005639 + Penalty 4060.210111 = -552047.795528 nChanged 76 SP:Iteration 18Q (11923.320000 sec): 3 clusters Score: Raw -556163.806004 + Penalty 4060.210111 = -552103.595894 nChanged 72 SP:Iteration 19Q (11923.340000 sec): 3 clusters Score: Raw -556204.674344 + Penalty 4060.210111 = -552144.464234 nChanged 54 SP:Iteration 20F (11923.350000 sec): 3 clusters Score: Raw -556233.418270 + Penalty 4060.210111 = -552173.208160 nChanged 45 SP:Iteration 21Q (11923.370000 sec): 3 clusters Score: Raw -556268.257156 + Penalty 4060.210111 = -552208.047045 nChanged 38 SP:Iteration 22Q (11923.390000 sec): 3 clusters Score: Raw -556295.347450 + Penalty 4060.210111 = -552235.137339 nChanged 29 SP:Iteration 23Q (11923.400000 sec): 3 clusters Score: Raw -556309.679637 + Penalty 4060.210111 = -552249.469527 nChanged 18 SP:Iteration 24Q (11923.420000 sec): 3 clusters Score: Raw -556319.522818 + Penalty 4060.210111 = -552259.312708 nChanged 14 SP:Iteration 25Q (11923.440000 sec): 3 clusters Score: Raw -556326.009384 + Penalty 4060.210111 = -552265.799273 nChanged 13 SP:Iteration 26Q (11923.460000 sec): 3 clusters Score: Raw -556335.535864 + Penalty 4060.210111 = -552275.325753 nChanged 20 SP:Iteration 27Q (11923.470000 sec): 3 clusters Score: Raw -556346.096016 + Penalty 4060.210111 = -552285.885905 nChanged 16 SP:Iteration 28Q (11923.490000 sec): 3 clusters Score: Raw -556355.798008 + Penalty 4060.210111 = -552295.587897 nChanged 19 SP:Iteration 29Q (11923.510000 sec): 3 clusters Score: Raw -556364.351625 + Penalty 4060.210111 = -552304.141514 nChanged 14 SP:Iteration 30Q (11923.520000 sec): 3 clusters Score: Raw -556370.307246 + Penalty 4060.210111 = -552310.097135 nChanged 8 SP:Iteration 31Q (11923.540000 sec): 3 clusters Score: Raw -556373.701580 + Penalty 4060.210111 = -552313.491469 nChanged 13 SP:Iteration 32Q (11923.560000 sec): 3 clusters Score: Raw -556380.483764 + Penalty 4060.210111 = -552320.273653 nChanged 20 SP:Iteration 33Q (11923.580000 sec): 3 clusters Score: Raw -556392.065435 + Penalty 4060.210111 = -552331.855324 nChanged 12 SP:Iteration 34Q (11923.590000 sec): 3 clusters Score: Raw -556396.427469 + Penalty 4060.210111 = -552336.217358 nChanged 12 SP:Iteration 35Q (11923.610000 sec): 3 clusters Score: Raw -556400.846598 + Penalty 4060.210111 = -552340.636487 nChanged 7 SP:Iteration 36Q (11923.620000 sec): 3 clusters Score: Raw -556404.176977 + Penalty 4060.210111 = -552343.966866 nChanged 6 SP:Iteration 37Q (11923.640000 sec): 3 clusters Score: Raw -556405.767984 + Penalty 4060.210111 = -552345.557873 nChanged 0 SP:Iteration 38F (11923.660000 sec): 3 clusters Score: Raw -556405.767984 + Penalty 4060.210111 = -552345.557873 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 35 (4015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11923.680000 sec): 2 clusters Score: Raw -628068.270074 + Penalty 2057.852571 = -626010.417503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11923.700000 sec): 3 clusters Score: Raw -626212.971659 + Penalty 4115.705143 = -622097.266516 nChanged 1464 SP:Iteration 1F (11923.720000 sec): 3 clusters Score: Raw -627138.277663 + Penalty 4115.705143 = -623022.572520 nChanged 309 SP:Iteration 2F (11923.740000 sec): 3 clusters Score: Raw -627340.139639 + Penalty 4115.705143 = -623224.434497 nChanged 190 SP:Iteration 3Q (11923.760000 sec): 3 clusters Score: Raw -627490.656672 + Penalty 4115.705143 = -623374.951530 nChanged 172 SP:Iteration 4Q (11923.780000 sec): 3 clusters Score: Raw -627646.224795 + Penalty 4115.705143 = -623530.519652 nChanged 177 SP:Iteration 5Q (11923.800000 sec): 3 clusters Score: Raw -627867.126662 + Penalty 4115.705143 = -623751.421520 nChanged 156 SP:Iteration 6Q (11923.820000 sec): 3 clusters Score: Raw -628095.062525 + Penalty 4115.705143 = -623979.357382 nChanged 163 SP:Iteration 7Q (11923.840000 sec): 3 clusters Score: Raw -628225.821045 + Penalty 4115.705143 = -624110.115903 nChanged 127 SP:Iteration 8Q (11923.860000 sec): 3 clusters Score: Raw -628308.754381 + Penalty 4115.705143 = -624193.049238 nChanged 104 SP:Iteration 9Q (11923.880000 sec): 3 clusters Score: Raw -628368.843018 + Penalty 4115.705143 = -624253.137876 nChanged 85 SP:Iteration 10Q (11923.900000 sec): 3 clusters Score: Raw -628408.830034 + Penalty 4115.705143 = -624293.124891 nChanged 45 SP:Iteration 11Q (11923.920000 sec): 3 clusters Score: Raw -628429.807834 + Penalty 4115.705143 = -624314.102691 nChanged 40 SP:Iteration 12Q (11923.940000 sec): 3 clusters Score: Raw -628448.650766 + Penalty 4115.705143 = -624332.945624 nChanged 38 SP:Iteration 13Q (11923.960000 sec): 3 clusters Score: Raw -628467.673654 + Penalty 4115.705143 = -624351.968511 nChanged 33 SP:Iteration 14Q (11923.980000 sec): 3 clusters Score: Raw -628482.331523 + Penalty 4115.705143 = -624366.626380 nChanged 35 SP:Iteration 15Q (11924.000000 sec): 3 clusters Score: Raw -628496.092817 + Penalty 4115.705143 = -624380.387675 nChanged 24 SP:Iteration 16Q (11924.010000 sec): 3 clusters Score: Raw -628506.699417 + Penalty 4115.705143 = -624390.994274 nChanged 20 SP:Iteration 17Q (11924.030000 sec): 3 clusters Score: Raw -628513.899278 + Penalty 4115.705143 = -624398.194135 nChanged 16 SP:Iteration 18Q (11924.050000 sec): 3 clusters Score: Raw -628523.497051 + Penalty 4115.705143 = -624407.791908 nChanged 24 SP:Iteration 19Q (11924.070000 sec): 3 clusters Score: Raw -628534.150136 + Penalty 4115.705143 = -624418.444994 nChanged 25 SP:Iteration 20F (11924.090000 sec): 3 clusters Score: Raw -628543.800925 + Penalty 4115.705143 = -624428.095782 nChanged 20 SP:Iteration 21Q (11924.110000 sec): 3 clusters Score: Raw -628552.905431 + Penalty 4115.705143 = -624437.200288 nChanged 30 SP:Iteration 22Q (11924.130000 sec): 3 clusters Score: Raw -628568.623503 + Penalty 4115.705143 = -624452.918361 nChanged 32 SP:Iteration 23Q (11924.150000 sec): 3 clusters Score: Raw -628585.605154 + Penalty 4115.705143 = -624469.900011 nChanged 30 SP:Iteration 24Q (11924.170000 sec): 3 clusters Score: Raw -628596.762783 + Penalty 4115.705143 = -624481.057640 nChanged 27 SP:Iteration 25Q (11924.190000 sec): 3 clusters Score: Raw -628612.008720 + Penalty 4115.705143 = -624496.303578 nChanged 34 SP:Iteration 26Q (11924.210000 sec): 3 clusters Score: Raw -628625.585365 + Penalty 4115.705143 = -624509.880222 nChanged 27 SP:Iteration 27Q (11924.220000 sec): 3 clusters Score: Raw -628637.180703 + Penalty 4115.705143 = -624521.475560 nChanged 25 SP:Iteration 28Q (11924.240000 sec): 3 clusters Score: Raw -628648.245108 + Penalty 4115.705143 = -624532.539965 nChanged 25 SP:Iteration 29Q (11924.260000 sec): 3 clusters Score: Raw -628659.783582 + Penalty 4115.705143 = -624544.078440 nChanged 28 SP:Iteration 30Q (11924.280000 sec): 3 clusters Score: Raw -628670.812253 + Penalty 4115.705143 = -624555.107111 nChanged 20 SP:Iteration 31Q (11924.300000 sec): 3 clusters Score: Raw -628676.616034 + Penalty 4115.705143 = -624560.910891 nChanged 11 SP:Iteration 32Q (11924.320000 sec): 3 clusters Score: Raw -628680.701418 + Penalty 4115.705143 = -624564.996276 nChanged 12 SP:Iteration 33Q (11924.340000 sec): 3 clusters Score: Raw -628686.007257 + Penalty 4115.705143 = -624570.302114 nChanged 15 SP:Iteration 34Q (11924.360000 sec): 3 clusters Score: Raw -628693.985994 + Penalty 4115.705143 = -624578.280851 nChanged 19 SP:Iteration 35Q (11924.380000 sec): 3 clusters Score: Raw -628702.783973 + Penalty 4115.705143 = -624587.078831 nChanged 23 SP:Iteration 36Q (11924.400000 sec): 3 clusters Score: Raw -628714.003436 + Penalty 4115.705143 = -624598.298293 nChanged 14 SP:Iteration 37Q (11924.420000 sec): 3 clusters Score: Raw -628718.733449 + Penalty 4115.705143 = -624603.028306 nChanged 15 SP:Iteration 38Q (11924.440000 sec): 3 clusters Score: Raw -628725.104456 + Penalty 4115.705143 = -624609.399313 nChanged 18 SP:Iteration 39Q (11924.460000 sec): 3 clusters Score: Raw -628733.017153 + Penalty 4115.705143 = -624617.312010 nChanged 15 SP:Iteration 40F (11924.480000 sec): 3 clusters Score: Raw -628738.272295 + Penalty 4115.705143 = -624622.567152 nChanged 13 SP:Iteration 41Q (11924.490000 sec): 3 clusters Score: Raw -628743.763934 + Penalty 4115.705143 = -624628.058791 nChanged 14 SP:Iteration 42Q (11924.510000 sec): 3 clusters Score: Raw -628749.842519 + Penalty 4115.705143 = -624634.137377 nChanged 22 SP:Iteration 43Q (11924.530000 sec): 3 clusters Score: Raw -628759.202516 + Penalty 4115.705143 = -624643.497373 nChanged 23 SP:Iteration 44Q (11924.550000 sec): 3 clusters Score: Raw -628766.006988 + Penalty 4115.705143 = -624650.301845 nChanged 23 SP:Iteration 45Q (11924.570000 sec): 3 clusters Score: Raw -628774.623533 + Penalty 4115.705143 = -624658.918390 nChanged 23 SP:Iteration 46Q (11924.590000 sec): 3 clusters Score: Raw -628783.845952 + Penalty 4115.705143 = -624668.140809 nChanged 24 SP:Iteration 47Q (11924.610000 sec): 3 clusters Score: Raw -628794.100009 + Penalty 4115.705143 = -624678.394866 nChanged 26 SP:Iteration 48Q (11924.630000 sec): 3 clusters Score: Raw -628805.655407 + Penalty 4115.705143 = -624689.950264 nChanged 20 SP:Iteration 49Q (11924.640000 sec): 3 clusters Score: Raw -628812.802911 + Penalty 4115.705143 = -624697.097769 nChanged 16 SP:Iteration 50Q (11924.660000 sec): 3 clusters Score: Raw -628819.591447 + Penalty 4115.705143 = -624703.886305 nChanged 22 SP:Iteration 51Q (11924.680000 sec): 3 clusters Score: Raw -628826.412693 + Penalty 4115.705143 = -624710.707550 nChanged 16 SP:Iteration 52Q (11924.700000 sec): 3 clusters Score: Raw -628831.423752 + Penalty 4115.705143 = -624715.718609 nChanged 15 SP:Iteration 53Q (11924.720000 sec): 3 clusters Score: Raw -628835.992243 + Penalty 4115.705143 = -624720.287101 nChanged 10 SP:Iteration 54Q (11924.740000 sec): 3 clusters Score: Raw -628839.053530 + Penalty 4115.705143 = -624723.348388 nChanged 7 SP:Iteration 55Q (11924.760000 sec): 3 clusters Score: Raw -628841.552752 + Penalty 4115.705143 = -624725.847609 nChanged 8 SP:Iteration 56Q (11924.780000 sec): 3 clusters Score: Raw -628843.200298 + Penalty 4115.705143 = -624727.495155 nChanged 5 SP:Iteration 57Q (11924.800000 sec): 3 clusters Score: Raw -628844.840400 + Penalty 4115.705143 = -624729.135258 nChanged 7 SP:Iteration 58Q (11924.810000 sec): 3 clusters Score: Raw -628847.974028 + Penalty 4115.705143 = -624732.268886 nChanged 8 SP:Iteration 59Q (11924.830000 sec): 3 clusters Score: Raw -628850.688165 + Penalty 4115.705143 = -624734.983022 nChanged 4 SP:Iteration 60F (11924.850000 sec): 3 clusters Score: Raw -628851.779651 + Penalty 4115.705143 = -624736.074508 nChanged 7 SP:Iteration 61Q (11924.870000 sec): 3 clusters Score: Raw -628854.348786 + Penalty 4115.705143 = -624738.643644 nChanged 7 SP:Iteration 62Q (11924.890000 sec): 3 clusters Score: Raw -628856.846018 + Penalty 4115.705143 = -624741.140875 nChanged 8 SP:Iteration 63Q (11924.910000 sec): 3 clusters Score: Raw -628859.270437 + Penalty 4115.705143 = -624743.565294 nChanged 5 SP:Iteration 64Q (11924.930000 sec): 3 clusters Score: Raw -628860.897382 + Penalty 4115.705143 = -624745.192239 nChanged 8 SP:Iteration 65Q (11924.950000 sec): 3 clusters Score: Raw -628863.996725 + Penalty 4115.705143 = -624748.291583 nChanged 6 SP:Iteration 66Q (11924.960000 sec): 3 clusters Score: Raw -628866.115065 + Penalty 4115.705143 = -624750.409922 nChanged 3 SP:Iteration 67Q (11924.980000 sec): 3 clusters Score: Raw -628866.605100 + Penalty 4115.705143 = -624750.899957 nChanged 4 SP:Iteration 68Q (11925.000000 sec): 3 clusters Score: Raw -628867.723280 + Penalty 4115.705143 = -624752.018137 nChanged 1 SP:Iteration 69Q (11925.020000 sec): 3 clusters Score: Raw -628867.967821 + Penalty 4115.705143 = -624752.262678 nChanged 2 SP:Iteration 70Q (11925.040000 sec): 3 clusters Score: Raw -628868.289996 + Penalty 4115.705143 = -624752.584854 nChanged 0 SP:Iteration 71F (11925.060000 sec): 3 clusters Score: Raw -628868.289996 + Penalty 4115.705143 = -624752.584854 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 36 (39229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11925.240000 sec): 2 clusters Score: Raw -6587478.382775 + Penalty 2623.138544 = -6584855.244231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11925.430000 sec): 3 clusters Score: Raw -6563389.774842 + Penalty 5246.277088 = -6558143.497754 nChanged 17859 SP:Iteration 1F (11925.630000 sec): 3 clusters Score: Raw -6573095.909834 + Penalty 5246.277088 = -6567849.632747 nChanged 1524 SP:Iteration 2Q (11925.830000 sec): 3 clusters Score: Raw -6573487.845181 + Penalty 5246.277088 = -6568241.568093 nChanged 1314 SP:Iteration 3Q (11926.030000 sec): 3 clusters Score: Raw -6573805.050200 + Penalty 5246.277088 = -6568558.773112 nChanged 1181 SP:Iteration 4Q (11926.240000 sec): 3 clusters Score: Raw -6574084.042917 + Penalty 5246.277088 = -6568837.765829 nChanged 1129 SP:Iteration 5Q (11926.440000 sec): 3 clusters Score: Raw -6574345.681712 + Penalty 5246.277088 = -6569099.404624 nChanged 1055 SP:Iteration 6Q (11926.640000 sec): 3 clusters Score: Raw -6574597.690547 + Penalty 5246.277088 = -6569351.413459 nChanged 1023 SP:Iteration 7Q (11926.840000 sec): 3 clusters Score: Raw -6574876.979587 + Penalty 5246.277088 = -6569630.702499 nChanged 1095 SP:Iteration 8Q (11927.040000 sec): 3 clusters Score: Raw -6575218.339360 + Penalty 5246.277088 = -6569972.062272 nChanged 1215 SP:Iteration 9Q (11927.240000 sec): 3 clusters Score: Raw -6575702.146135 + Penalty 5246.277088 = -6570455.869047 nChanged 1426 SP:Iteration 10Q (11927.440000 sec): 3 clusters Score: Raw -6576437.396658 + Penalty 5246.277088 = -6571191.119570 nChanged 1710 SP:Iteration 11Q (11927.640000 sec): 3 clusters Score: Raw -6577485.396322 + Penalty 5246.277088 = -6572239.119234 nChanged 1911 SP:Iteration 12Q (11927.840000 sec): 3 clusters Score: Raw -6578818.279377 + Penalty 5246.277088 = -6573572.002289 nChanged 2033 SP:Iteration 13F (11928.040000 sec): 3 clusters Score: Raw -6580301.284305 + Penalty 5246.277088 = -6575055.007217 nChanged 1876 SP:Iteration 14Q (11928.230000 sec): 3 clusters Score: Raw -6581522.805708 + Penalty 5246.277088 = -6576276.528620 nChanged 1463 SP:Iteration 15Q (11928.420000 sec): 3 clusters Score: Raw -6582254.929480 + Penalty 5246.277088 = -6577008.652392 nChanged 1053 SP:Iteration 16Q (11928.600000 sec): 3 clusters Score: Raw -6582719.611638 + Penalty 5246.277088 = -6577473.334550 nChanged 838 SP:Iteration 17Q (11928.780000 sec): 3 clusters Score: Raw -6583083.980432 + Penalty 5246.277088 = -6577837.703344 nChanged 722 SP:Iteration 18Q (11928.950000 sec): 3 clusters Score: Raw -6583409.991438 + Penalty 5246.277088 = -6578163.714351 nChanged 718 SP:Iteration 19Q (11929.120000 sec): 3 clusters Score: Raw -6583750.108951 + Penalty 5246.277088 = -6578503.831863 nChanged 726 SP:Iteration 20F (11929.320000 sec): 3 clusters Score: Raw -6584119.994287 + Penalty 5246.277088 = -6578873.717199 nChanged 705 SP:Iteration 21Q (11929.480000 sec): 3 clusters Score: Raw -6584478.056579 + Penalty 5246.277088 = -6579231.779491 nChanged 667 SP:Iteration 22Q (11929.640000 sec): 3 clusters Score: Raw -6584824.617645 + Penalty 5246.277088 = -6579578.340557 nChanged 633 SP:Iteration 23Q (11929.800000 sec): 3 clusters Score: Raw -6585177.202869 + Penalty 5246.277088 = -6579930.925781 nChanged 601 SP:Iteration 24Q (11929.960000 sec): 3 clusters Score: Raw -6585535.287323 + Penalty 5246.277088 = -6580289.010236 nChanged 578 SP:Iteration 25Q (11930.120000 sec): 3 clusters Score: Raw -6585917.833110 + Penalty 5246.277088 = -6580671.556022 nChanged 545 SP:Iteration 26Q (11930.260000 sec): 3 clusters Score: Raw -6586287.154170 + Penalty 5246.277088 = -6581040.877082 nChanged 426 SP:Iteration 27Q (11930.410000 sec): 3 clusters Score: Raw -6586569.462356 + Penalty 5246.277088 = -6581323.185268 nChanged 369 SP:Iteration 28Q (11930.560000 sec): 3 clusters Score: Raw -6586815.894643 + Penalty 5246.277088 = -6581569.617555 nChanged 312 SP:Iteration 29Q (11930.700000 sec): 3 clusters Score: Raw -6587030.533347 + Penalty 5246.277088 = -6581784.256259 nChanged 238 SP:Iteration 30Q (11930.840000 sec): 3 clusters Score: Raw -6587202.159005 + Penalty 5246.277088 = -6581955.881917 nChanged 183 SP:Iteration 31Q (11930.980000 sec): 3 clusters Score: Raw -6587340.402942 + Penalty 5246.277088 = -6582094.125854 nChanged 132 SP:Iteration 32Q (11931.120000 sec): 3 clusters Score: Raw -6587448.249640 + Penalty 5246.277088 = -6582201.972552 nChanged 110 SP:Iteration 33Q (11931.270000 sec): 3 clusters Score: Raw -6587538.701177 + Penalty 5246.277088 = -6582292.424089 nChanged 86 SP:Iteration 34Q (11931.400000 sec): 3 clusters Score: Raw -6587610.271784 + Penalty 5246.277088 = -6582363.994696 nChanged 64 SP:Iteration 35Q (11931.540000 sec): 3 clusters Score: Raw -6587669.550924 + Penalty 5246.277088 = -6582423.273836 nChanged 46 SP:Iteration 36Q (11931.680000 sec): 3 clusters Score: Raw -6587705.821758 + Penalty 5246.277088 = -6582459.544670 nChanged 27 SP:Iteration 37Q (11931.810000 sec): 3 clusters Score: Raw -6587728.838353 + Penalty 5246.277088 = -6582482.561265 nChanged 20 SP:Iteration 38Q (11931.940000 sec): 3 clusters Score: Raw -6587746.281496 + Penalty 5246.277088 = -6582500.004408 nChanged 16 SP:Iteration 39Q (11932.080000 sec): 3 clusters Score: Raw -6587759.755465 + Penalty 5246.277088 = -6582513.478377 nChanged 10 SP:Iteration 40F (11932.280000 sec): 3 clusters Score: Raw -6587767.900490 + Penalty 5246.277088 = -6582521.623402 nChanged 10 SP:Iteration 41Q (11932.410000 sec): 3 clusters Score: Raw -6587774.946261 + Penalty 5246.277088 = -6582528.669173 nChanged 12 SP:Iteration 42Q (11932.540000 sec): 3 clusters Score: Raw -6587784.950430 + Penalty 5246.277088 = -6582538.673342 nChanged 13 SP:Iteration 43Q (11932.680000 sec): 3 clusters Score: Raw -6587795.669144 + Penalty 5246.277088 = -6582549.392056 nChanged 13 SP:Iteration 44Q (11932.810000 sec): 3 clusters Score: Raw -6587807.322338 + Penalty 5246.277088 = -6582561.045250 nChanged 7 SP:Iteration 45Q (11932.950000 sec): 3 clusters Score: Raw -6587816.191220 + Penalty 5246.277088 = -6582569.914132 nChanged 4 SP:Iteration 46Q (11933.080000 sec): 3 clusters Score: Raw -6587820.178476 + Penalty 5246.277088 = -6582573.901388 nChanged 7 SP:Iteration 47Q (11933.220000 sec): 3 clusters Score: Raw -6587826.273807 + Penalty 5246.277088 = -6582579.996719 nChanged 4 SP:Iteration 48Q (11933.350000 sec): 3 clusters Score: Raw -6587830.071582 + Penalty 5246.277088 = -6582583.794494 nChanged 4 SP:Iteration 49Q (11933.480000 sec): 3 clusters Score: Raw -6587835.580627 + Penalty 5246.277088 = -6582589.303539 nChanged 4 SP:Iteration 50Q (11933.620000 sec): 3 clusters Score: Raw -6587839.069374 + Penalty 5246.277088 = -6582592.792286 nChanged 3 SP:Iteration 51Q (11933.750000 sec): 3 clusters Score: Raw -6587841.121317 + Penalty 5246.277088 = -6582594.844230 nChanged 1 SP:Iteration 52Q (11933.890000 sec): 3 clusters Score: Raw -6587841.460787 + Penalty 5246.277088 = -6582595.183700 nChanged 0 SP:Iteration 53F (11934.080000 sec): 3 clusters Score: Raw -6587841.460787 + Penalty 5246.277088 = -6582595.183700 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 37 (4427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11934.120000 sec): 2 clusters Score: Raw -691121.315171 + Penalty 2082.078403 = -689039.236767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11934.140000 sec): 3 clusters Score: Raw -689027.517238 + Penalty 4164.156807 = -684863.360431 nChanged 1666 SP:Iteration 1F (11934.160000 sec): 3 clusters Score: Raw -690038.124627 + Penalty 4164.156807 = -685873.967821 nChanged 345 SP:Iteration 2F (11934.180000 sec): 3 clusters Score: Raw -690266.964830 + Penalty 4164.156807 = -686102.808023 nChanged 240 SP:Iteration 3F (11934.200000 sec): 3 clusters Score: Raw -690472.831202 + Penalty 4164.156807 = -686308.674395 nChanged 217 SP:Iteration 4Q (11934.220000 sec): 3 clusters Score: Raw -690715.310656 + Penalty 4164.156807 = -686551.153850 nChanged 201 SP:Iteration 5Q (11934.250000 sec): 3 clusters Score: Raw -690995.605433 + Penalty 4164.156807 = -686831.448626 nChanged 194 SP:Iteration 6Q (11934.270000 sec): 3 clusters Score: Raw -691183.795521 + Penalty 4164.156807 = -687019.638714 nChanged 177 SP:Iteration 7Q (11934.290000 sec): 3 clusters Score: Raw -691318.646611 + Penalty 4164.156807 = -687154.489805 nChanged 174 SP:Iteration 8Q (11934.310000 sec): 3 clusters Score: Raw -691438.326020 + Penalty 4164.156807 = -687274.169214 nChanged 146 SP:Iteration 9Q (11934.330000 sec): 3 clusters Score: Raw -691531.356225 + Penalty 4164.156807 = -687367.199419 nChanged 135 SP:Iteration 10Q (11934.350000 sec): 3 clusters Score: Raw -691619.217544 + Penalty 4164.156807 = -687455.060737 nChanged 144 SP:Iteration 11Q (11934.370000 sec): 3 clusters Score: Raw -691717.089543 + Penalty 4164.156807 = -687552.932736 nChanged 132 SP:Iteration 12Q (11934.400000 sec): 3 clusters Score: Raw -691804.124606 + Penalty 4164.156807 = -687639.967800 nChanged 123 SP:Iteration 13Q (11934.420000 sec): 3 clusters Score: Raw -691882.588047 + Penalty 4164.156807 = -687718.431240 nChanged 106 SP:Iteration 14Q (11934.440000 sec): 3 clusters Score: Raw -691948.958405 + Penalty 4164.156807 = -687784.801598 nChanged 90 SP:Iteration 15Q (11934.460000 sec): 3 clusters Score: Raw -692008.758375 + Penalty 4164.156807 = -687844.601568 nChanged 77 SP:Iteration 16Q (11934.480000 sec): 3 clusters Score: Raw -692050.985353 + Penalty 4164.156807 = -687886.828547 nChanged 67 SP:Iteration 17Q (11934.510000 sec): 3 clusters Score: Raw -692083.381684 + Penalty 4164.156807 = -687919.224878 nChanged 55 SP:Iteration 18Q (11934.530000 sec): 3 clusters Score: Raw -692117.706945 + Penalty 4164.156807 = -687953.550139 nChanged 49 SP:Iteration 19Q (11934.550000 sec): 3 clusters Score: Raw -692142.552149 + Penalty 4164.156807 = -687978.395343 nChanged 39 SP:Iteration 20F (11934.570000 sec): 3 clusters Score: Raw -692159.371836 + Penalty 4164.156807 = -687995.215029 nChanged 32 SP:Iteration 21Q (11934.590000 sec): 3 clusters Score: Raw -692172.449050 + Penalty 4164.156807 = -688008.292243 nChanged 29 SP:Iteration 22Q (11934.610000 sec): 3 clusters Score: Raw -692188.036415 + Penalty 4164.156807 = -688023.879609 nChanged 32 SP:Iteration 23Q (11934.630000 sec): 3 clusters Score: Raw -692207.259407 + Penalty 4164.156807 = -688043.102601 nChanged 31 SP:Iteration 24Q (11934.650000 sec): 3 clusters Score: Raw -692225.354705 + Penalty 4164.156807 = -688061.197899 nChanged 27 SP:Iteration 25Q (11934.670000 sec): 3 clusters Score: Raw -692239.510174 + Penalty 4164.156807 = -688075.353368 nChanged 26 SP:Iteration 26Q (11934.690000 sec): 3 clusters Score: Raw -692251.771629 + Penalty 4164.156807 = -688087.614823 nChanged 25 SP:Iteration 27Q (11934.710000 sec): 3 clusters Score: Raw -692261.371021 + Penalty 4164.156807 = -688097.214214 nChanged 17 SP:Iteration 28Q (11934.730000 sec): 3 clusters Score: Raw -692270.779388 + Penalty 4164.156807 = -688106.622581 nChanged 13 SP:Iteration 29Q (11934.750000 sec): 3 clusters Score: Raw -692276.054548 + Penalty 4164.156807 = -688111.897741 nChanged 14 SP:Iteration 30Q (11934.770000 sec): 3 clusters Score: Raw -692282.207134 + Penalty 4164.156807 = -688118.050327 nChanged 12 SP:Iteration 31Q (11934.790000 sec): 3 clusters Score: Raw -692287.366720 + Penalty 4164.156807 = -688123.209913 nChanged 8 SP:Iteration 32Q (11934.810000 sec): 3 clusters Score: Raw -692289.665429 + Penalty 4164.156807 = -688125.508622 nChanged 5 SP:Iteration 33Q (11934.830000 sec): 3 clusters Score: Raw -692291.213971 + Penalty 4164.156807 = -688127.057164 nChanged 1 SP:Iteration 34Q (11934.860000 sec): 3 clusters Score: Raw -692291.396382 + Penalty 4164.156807 = -688127.239575 nChanged 1 SP:Iteration 35Q (11934.880000 sec): 3 clusters Score: Raw -692291.578426 + Penalty 4164.156807 = -688127.421620 nChanged 1 SP:Iteration 36Q (11934.900000 sec): 3 clusters Score: Raw -692291.892113 + Penalty 4164.156807 = -688127.735307 nChanged 1 SP:Iteration 37Q (11934.920000 sec): 3 clusters Score: Raw -692292.071733 + Penalty 4164.156807 = -688127.914927 nChanged 3 SP:Iteration 38Q (11934.940000 sec): 3 clusters Score: Raw -692292.870391 + Penalty 4164.156807 = -688128.713585 nChanged 2 SP:Iteration 39Q (11934.960000 sec): 3 clusters Score: Raw -692293.283099 + Penalty 4164.156807 = -688129.126293 nChanged 1 SP:Iteration 40F (11934.980000 sec): 3 clusters Score: Raw -692293.806677 + Penalty 4164.156807 = -688129.649871 nChanged 2 SP:Iteration 41Q (11935.000000 sec): 3 clusters Score: Raw -692294.231802 + Penalty 4164.156807 = -688130.074995 nChanged 1 SP:Iteration 42Q (11935.020000 sec): 3 clusters Score: Raw -692294.445663 + Penalty 4164.156807 = -688130.288857 nChanged 0 SP:Iteration 43F (11935.040000 sec): 3 clusters Score: Raw -692294.445663 + Penalty 4164.156807 = -688130.288857 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 38 (3398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11935.060000 sec): 2 clusters Score: Raw -512790.370801 + Penalty 2016.473691 = -510773.897110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11935.070000 sec): 3 clusters Score: Raw -511321.653801 + Penalty 4032.947382 = -507288.706419 nChanged 1179 SP:Iteration 1F (11935.090000 sec): 3 clusters Score: Raw -512077.438074 + Penalty 4032.947382 = -508044.490692 nChanged 292 SP:Iteration 2F (11935.110000 sec): 3 clusters Score: Raw -512324.784731 + Penalty 4032.947382 = -508291.837349 nChanged 200 SP:Iteration 3F (11935.130000 sec): 3 clusters Score: Raw -512517.659999 + Penalty 4032.947382 = -508484.712617 nChanged 162 SP:Iteration 4Q (11935.140000 sec): 3 clusters Score: Raw -512683.779978 + Penalty 4032.947382 = -508650.832596 nChanged 137 SP:Iteration 5Q (11935.160000 sec): 3 clusters Score: Raw -512834.456600 + Penalty 4032.947382 = -508801.509218 nChanged 137 SP:Iteration 6Q (11935.170000 sec): 3 clusters Score: Raw -512997.474301 + Penalty 4032.947382 = -508964.526919 nChanged 148 SP:Iteration 7Q (11935.190000 sec): 3 clusters Score: Raw -513223.499542 + Penalty 4032.947382 = -509190.552160 nChanged 169 SP:Iteration 8Q (11935.210000 sec): 3 clusters Score: Raw -513438.947178 + Penalty 4032.947382 = -509405.999797 nChanged 141 SP:Iteration 9Q (11935.220000 sec): 3 clusters Score: Raw -513614.725924 + Penalty 4032.947382 = -509581.778542 nChanged 114 SP:Iteration 10Q (11935.240000 sec): 3 clusters Score: Raw -513783.150146 + Penalty 4032.947382 = -509750.202764 nChanged 108 SP:Iteration 11Q (11935.250000 sec): 3 clusters Score: Raw -513904.824259 + Penalty 4032.947382 = -509871.876877 nChanged 79 SP:Iteration 12Q (11935.270000 sec): 3 clusters Score: Raw -513957.553461 + Penalty 4032.947382 = -509924.606079 nChanged 52 SP:Iteration 13Q (11935.280000 sec): 3 clusters Score: Raw -513989.944064 + Penalty 4032.947382 = -509956.996682 nChanged 42 SP:Iteration 14Q (11935.300000 sec): 3 clusters Score: Raw -514022.977568 + Penalty 4032.947382 = -509990.030186 nChanged 45 SP:Iteration 15Q (11935.310000 sec): 3 clusters Score: Raw -514062.584035 + Penalty 4032.947382 = -510029.636653 nChanged 46 SP:Iteration 16Q (11935.330000 sec): 3 clusters Score: Raw -514098.758580 + Penalty 4032.947382 = -510065.811198 nChanged 42 SP:Iteration 17Q (11935.340000 sec): 3 clusters Score: Raw -514128.586267 + Penalty 4032.947382 = -510095.638885 nChanged 40 SP:Iteration 18Q (11935.350000 sec): 3 clusters Score: Raw -514155.570675 + Penalty 4032.947382 = -510122.623294 nChanged 31 SP:Iteration 19Q (11935.370000 sec): 3 clusters Score: Raw -514170.890628 + Penalty 4032.947382 = -510137.943247 nChanged 26 SP:Iteration 20F (11935.390000 sec): 3 clusters Score: Raw -514183.540397 + Penalty 4032.947382 = -510150.593015 nChanged 18 SP:Iteration 21Q (11935.400000 sec): 3 clusters Score: Raw -514195.638525 + Penalty 4032.947382 = -510162.691143 nChanged 11 SP:Iteration 22Q (11935.410000 sec): 3 clusters Score: Raw -514199.172434 + Penalty 4032.947382 = -510166.225053 nChanged 4 SP:Iteration 23Q (11935.430000 sec): 3 clusters Score: Raw -514201.057982 + Penalty 4032.947382 = -510168.110600 nChanged 5 SP:Iteration 24Q (11935.450000 sec): 3 clusters Score: Raw -514203.432985 + Penalty 4032.947382 = -510170.485603 nChanged 8 SP:Iteration 25Q (11935.460000 sec): 3 clusters Score: Raw -514207.860835 + Penalty 4032.947382 = -510174.913453 nChanged 10 SP:Iteration 26Q (11935.470000 sec): 3 clusters Score: Raw -514213.235967 + Penalty 4032.947382 = -510180.288585 nChanged 10 SP:Iteration 27Q (11935.490000 sec): 3 clusters Score: Raw -514217.224641 + Penalty 4032.947382 = -510184.277259 nChanged 9 SP:Iteration 28Q (11935.500000 sec): 3 clusters Score: Raw -514221.400951 + Penalty 4032.947382 = -510188.453569 nChanged 9 SP:Iteration 29Q (11935.520000 sec): 3 clusters Score: Raw -514226.144532 + Penalty 4032.947382 = -510193.197150 nChanged 6 SP:Iteration 30Q (11935.530000 sec): 3 clusters Score: Raw -514229.198881 + Penalty 4032.947382 = -510196.251500 nChanged 6 SP:Iteration 31Q (11935.550000 sec): 3 clusters Score: Raw -514232.321025 + Penalty 4032.947382 = -510199.373644 nChanged 5 SP:Iteration 32Q (11935.560000 sec): 3 clusters Score: Raw -514236.647008 + Penalty 4032.947382 = -510203.699626 nChanged 5 SP:Iteration 33Q (11935.570000 sec): 3 clusters Score: Raw -514241.805408 + Penalty 4032.947382 = -510208.858027 nChanged 9 SP:Iteration 34Q (11935.590000 sec): 3 clusters Score: Raw -514249.396634 + Penalty 4032.947382 = -510216.449252 nChanged 15 SP:Iteration 35Q (11935.610000 sec): 3 clusters Score: Raw -514258.940696 + Penalty 4032.947382 = -510225.993314 nChanged 12 SP:Iteration 36Q (11935.620000 sec): 3 clusters Score: Raw -514263.026922 + Penalty 4032.947382 = -510230.079540 nChanged 5 SP:Iteration 37Q (11935.630000 sec): 3 clusters Score: Raw -514264.675792 + Penalty 4032.947382 = -510231.728410 nChanged 1 SP:Iteration 38Q (11935.650000 sec): 3 clusters Score: Raw -514264.840408 + Penalty 4032.947382 = -510231.893026 nChanged 1 SP:Iteration 39Q (11935.660000 sec): 3 clusters Score: Raw -514264.934386 + Penalty 4032.947382 = -510231.987004 nChanged 2 SP:Iteration 40F (11935.680000 sec): 3 clusters Score: Raw -514265.884726 + Penalty 4032.947382 = -510232.937344 nChanged 4 SP:Iteration 41Q (11935.690000 sec): 3 clusters Score: Raw -514267.062159 + Penalty 4032.947382 = -510234.114778 nChanged 5 SP:Iteration 42Q (11935.710000 sec): 3 clusters Score: Raw -514268.740931 + Penalty 4032.947382 = -510235.793549 nChanged 5 SP:Iteration 43Q (11935.720000 sec): 3 clusters Score: Raw -514270.704624 + Penalty 4032.947382 = -510237.757242 nChanged 8 SP:Iteration 44Q (11935.740000 sec): 3 clusters Score: Raw -514272.866740 + Penalty 4032.947382 = -510239.919358 nChanged 4 SP:Iteration 45Q (11935.750000 sec): 3 clusters Score: Raw -514274.136610 + Penalty 4032.947382 = -510241.189228 nChanged 0 SP:Iteration 46F (11935.770000 sec): 3 clusters Score: Raw -514274.136610 + Penalty 4032.947382 = -510241.189228 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 39 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11935.770000 sec): 2 clusters Score: Raw -61114.396099 + Penalty 1460.441734 = -59653.954365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11935.770000 sec): 3 clusters Score: Raw -61301.202839 + Penalty 2920.883467 = -58380.319372 nChanged 65 SP:Iteration 1F (11935.780000 sec): 3 clusters Score: Raw -61484.292229 + Penalty 2920.883467 = -58563.408761 nChanged 28 SP:Iteration 2F (11935.780000 sec): 3 clusters Score: Raw -61553.431592 + Penalty 2920.883467 = -58632.548125 nChanged 7 SP:Iteration 3Q (11935.780000 sec): 3 clusters Score: Raw -61573.278185 + Penalty 2920.883467 = -58652.394718 nChanged 7 SP:Iteration 4Q (11935.780000 sec): 3 clusters Score: Raw -61617.673730 + Penalty 2920.883467 = -58696.790262 nChanged 7 SP:Iteration 5Q (11935.790000 sec): 3 clusters Score: Raw -61642.588705 + Penalty 2920.883467 = -58721.705238 nChanged 1 SP:Iteration 6Q (11935.790000 sec): 3 clusters Score: Raw -61644.449902 + Penalty 2920.883467 = -58723.566434 nChanged 0 SP:Iteration 7F (11935.790000 sec): 3 clusters Score: Raw -61644.449902 + Penalty 2920.883467 = -58723.566434 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 40 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11935.790000 sec): 2 clusters Score: Raw -19935.246531 + Penalty 1266.274478 = -18668.972054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11935.790000 sec): 3 clusters Score: Raw -20289.051786 + Penalty 2532.548955 = -17756.502831 nChanged 19 SP:Iteration 1F (11935.790000 sec): 3 clusters Score: Raw -20422.733922 + Penalty 2532.548955 = -17890.184967 nChanged 7 SP:Iteration 2Q (11935.790000 sec): 3 clusters Score: Raw -20539.043124 + Penalty 2532.548955 = -18006.494169 nChanged 2 SP:Iteration 3Q (11935.790000 sec): 3 clusters Score: Raw -20559.020931 + Penalty 2532.548955 = -18026.471976 nChanged 1 SP:Iteration 4Q (11935.800000 sec): 3 clusters Score: Raw -20560.786988 + Penalty 2532.548955 = -18028.238033 nChanged 0 SP:Iteration 5F (11935.800000 sec): 3 clusters Score: Raw -20560.786988 + Penalty 2532.548955 = -18028.238033 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 41 (8919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11935.840000 sec): 2 clusters Score: Raw -1439727.470035 + Penalty 2255.792900 = -1437471.677135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11935.890000 sec): 3 clusters Score: Raw -1434910.192327 + Penalty 4511.585799 = -1430398.606527 nChanged 3774 SP:Iteration 1F (11935.930000 sec): 3 clusters Score: Raw -1437045.426693 + Penalty 4511.585799 = -1432533.840893 nChanged 616 SP:Iteration 2F (11935.970000 sec): 3 clusters Score: Raw -1437343.537542 + Penalty 4511.585799 = -1432831.951743 nChanged 444 SP:Iteration 3Q (11936.020000 sec): 3 clusters Score: Raw -1437532.712557 + Penalty 4511.585799 = -1433021.126758 nChanged 369 SP:Iteration 4Q (11936.060000 sec): 3 clusters Score: Raw -1437708.485361 + Penalty 4511.585799 = -1433196.899562 nChanged 372 SP:Iteration 5Q (11936.110000 sec): 3 clusters Score: Raw -1437906.912994 + Penalty 4511.585799 = -1433395.327195 nChanged 373 SP:Iteration 6Q (11936.150000 sec): 3 clusters Score: Raw -1438085.935824 + Penalty 4511.585799 = -1433574.350024 nChanged 354 SP:Iteration 7Q (11936.190000 sec): 3 clusters Score: Raw -1438272.481875 + Penalty 4511.585799 = -1433760.896076 nChanged 380 SP:Iteration 8Q (11936.230000 sec): 3 clusters Score: Raw -1438485.583003 + Penalty 4511.585799 = -1433973.997204 nChanged 382 SP:Iteration 9Q (11936.280000 sec): 3 clusters Score: Raw -1438714.094345 + Penalty 4511.585799 = -1434202.508546 nChanged 358 SP:Iteration 10Q (11936.320000 sec): 3 clusters Score: Raw -1438902.956460 + Penalty 4511.585799 = -1434391.370661 nChanged 307 SP:Iteration 11Q (11936.370000 sec): 3 clusters Score: Raw -1439052.378883 + Penalty 4511.585799 = -1434540.793083 nChanged 252 SP:Iteration 12Q (11936.410000 sec): 3 clusters Score: Raw -1439163.303268 + Penalty 4511.585799 = -1434651.717469 nChanged 205 SP:Iteration 13Q (11936.450000 sec): 3 clusters Score: Raw -1439245.718715 + Penalty 4511.585799 = -1434734.132916 nChanged 155 SP:Iteration 14Q (11936.500000 sec): 3 clusters Score: Raw -1439313.292055 + Penalty 4511.585799 = -1434801.706255 nChanged 134 SP:Iteration 15Q (11936.540000 sec): 3 clusters Score: Raw -1439360.804708 + Penalty 4511.585799 = -1434849.218909 nChanged 106 SP:Iteration 16Q (11936.590000 sec): 3 clusters Score: Raw -1439392.295376 + Penalty 4511.585799 = -1434880.709576 nChanged 82 SP:Iteration 17Q (11936.630000 sec): 3 clusters Score: Raw -1439417.325466 + Penalty 4511.585799 = -1434905.739666 nChanged 77 SP:Iteration 18Q (11936.670000 sec): 3 clusters Score: Raw -1439442.140629 + Penalty 4511.585799 = -1434930.554830 nChanged 77 SP:Iteration 19Q (11936.710000 sec): 3 clusters Score: Raw -1439466.395474 + Penalty 4511.585799 = -1434954.809675 nChanged 72 SP:Iteration 20F (11936.760000 sec): 3 clusters Score: Raw -1439486.724945 + Penalty 4511.585799 = -1434975.139146 nChanged 59 SP:Iteration 21Q (11936.800000 sec): 3 clusters Score: Raw -1439503.818770 + Penalty 4511.585799 = -1434992.232970 nChanged 54 SP:Iteration 22Q (11936.850000 sec): 3 clusters Score: Raw -1439515.832419 + Penalty 4511.585799 = -1435004.246620 nChanged 47 SP:Iteration 23Q (11936.890000 sec): 3 clusters Score: Raw -1439526.795306 + Penalty 4511.585799 = -1435015.209506 nChanged 43 SP:Iteration 24Q (11936.930000 sec): 3 clusters Score: Raw -1439536.185188 + Penalty 4511.585799 = -1435024.599388 nChanged 31 SP:Iteration 25Q (11936.980000 sec): 3 clusters Score: Raw -1439543.230139 + Penalty 4511.585799 = -1435031.644339 nChanged 37 SP:Iteration 26Q (11937.020000 sec): 3 clusters Score: Raw -1439553.277587 + Penalty 4511.585799 = -1435041.691788 nChanged 47 SP:Iteration 27Q (11937.060000 sec): 3 clusters Score: Raw -1439566.832815 + Penalty 4511.585799 = -1435055.247015 nChanged 47 SP:Iteration 28Q (11937.110000 sec): 3 clusters Score: Raw -1439581.934566 + Penalty 4511.585799 = -1435070.348767 nChanged 54 SP:Iteration 29Q (11937.150000 sec): 3 clusters Score: Raw -1439597.212789 + Penalty 4511.585799 = -1435085.626990 nChanged 41 SP:Iteration 30Q (11937.190000 sec): 3 clusters Score: Raw -1439607.287875 + Penalty 4511.585799 = -1435095.702075 nChanged 36 SP:Iteration 31Q (11937.240000 sec): 3 clusters Score: Raw -1439616.929310 + Penalty 4511.585799 = -1435105.343511 nChanged 27 SP:Iteration 32Q (11937.280000 sec): 3 clusters Score: Raw -1439625.868433 + Penalty 4511.585799 = -1435114.282633 nChanged 29 SP:Iteration 33Q (11937.320000 sec): 3 clusters Score: Raw -1439632.740501 + Penalty 4511.585799 = -1435121.154701 nChanged 28 SP:Iteration 34Q (11937.370000 sec): 3 clusters Score: Raw -1439640.497679 + Penalty 4511.585799 = -1435128.911880 nChanged 29 SP:Iteration 35Q (11937.410000 sec): 3 clusters Score: Raw -1439648.342810 + Penalty 4511.585799 = -1435136.757011 nChanged 25 SP:Iteration 36Q (11937.450000 sec): 3 clusters Score: Raw -1439654.023430 + Penalty 4511.585799 = -1435142.437631 nChanged 13 SP:Iteration 37Q (11937.500000 sec): 3 clusters Score: Raw -1439656.668294 + Penalty 4511.585799 = -1435145.082495 nChanged 15 SP:Iteration 38Q (11937.540000 sec): 3 clusters Score: Raw -1439660.281278 + Penalty 4511.585799 = -1435148.695479 nChanged 22 SP:Iteration 39Q (11937.580000 sec): 3 clusters Score: Raw -1439666.939516 + Penalty 4511.585799 = -1435155.353717 nChanged 28 SP:Iteration 40F (11937.630000 sec): 3 clusters Score: Raw -1439674.723525 + Penalty 4511.585799 = -1435163.137725 nChanged 27 SP:Iteration 41Q (11937.670000 sec): 3 clusters Score: Raw -1439682.002084 + Penalty 4511.585799 = -1435170.416285 nChanged 27 SP:Iteration 42Q (11937.710000 sec): 3 clusters Score: Raw -1439691.069223 + Penalty 4511.585799 = -1435179.483423 nChanged 41 SP:Iteration 43Q (11937.750000 sec): 3 clusters Score: Raw -1439703.638539 + Penalty 4511.585799 = -1435192.052740 nChanged 37 SP:Iteration 44Q (11937.800000 sec): 3 clusters Score: Raw -1439715.438741 + Penalty 4511.585799 = -1435203.852941 nChanged 34 SP:Iteration 45Q (11937.840000 sec): 3 clusters Score: Raw -1439725.819439 + Penalty 4511.585799 = -1435214.233640 nChanged 47 SP:Iteration 46Q (11937.890000 sec): 3 clusters Score: Raw -1439740.444151 + Penalty 4511.585799 = -1435228.858351 nChanged 48 SP:Iteration 47Q (11937.930000 sec): 3 clusters Score: Raw -1439756.243312 + Penalty 4511.585799 = -1435244.657512 nChanged 46 SP:Iteration 48Q (11937.970000 sec): 3 clusters Score: Raw -1439773.699935 + Penalty 4511.585799 = -1435262.114136 nChanged 55 SP:Iteration 49Q (11938.010000 sec): 3 clusters Score: Raw -1439797.185996 + Penalty 4511.585799 = -1435285.600196 nChanged 57 SP:Iteration 50Q (11938.060000 sec): 3 clusters Score: Raw -1439819.904863 + Penalty 4511.585799 = -1435308.319064 nChanged 49 SP:Iteration 51Q (11938.100000 sec): 3 clusters Score: Raw -1439841.233554 + Penalty 4511.585799 = -1435329.647755 nChanged 51 SP:Iteration 52Q (11938.140000 sec): 3 clusters Score: Raw -1439864.028329 + Penalty 4511.585799 = -1435352.442530 nChanged 47 SP:Iteration 53Q (11938.190000 sec): 3 clusters Score: Raw -1439885.480368 + Penalty 4511.585799 = -1435373.894569 nChanged 51 SP:Iteration 54Q (11938.230000 sec): 3 clusters Score: Raw -1439907.672651 + Penalty 4511.585799 = -1435396.086852 nChanged 44 SP:Iteration 55Q (11938.270000 sec): 3 clusters Score: Raw -1439924.095787 + Penalty 4511.585799 = -1435412.509987 nChanged 41 SP:Iteration 56Q (11938.310000 sec): 3 clusters Score: Raw -1439942.488194 + Penalty 4511.585799 = -1435430.902395 nChanged 39 SP:Iteration 57Q (11938.350000 sec): 3 clusters Score: Raw -1439959.149937 + Penalty 4511.585799 = -1435447.564138 nChanged 38 SP:Iteration 58Q (11938.390000 sec): 3 clusters Score: Raw -1439974.964841 + Penalty 4511.585799 = -1435463.379041 nChanged 45 SP:Iteration 59Q (11938.440000 sec): 3 clusters Score: Raw -1440000.630148 + Penalty 4511.585799 = -1435489.044349 nChanged 52 SP:Iteration 60F (11938.480000 sec): 3 clusters Score: Raw -1440028.387420 + Penalty 4511.585799 = -1435516.801620 nChanged 44 SP:Iteration 61Q (11938.520000 sec): 3 clusters Score: Raw -1440052.691219 + Penalty 4511.585799 = -1435541.105419 nChanged 47 SP:Iteration 62Q (11938.560000 sec): 3 clusters Score: Raw -1440082.798701 + Penalty 4511.585799 = -1435571.212901 nChanged 42 SP:Iteration 63Q (11938.600000 sec): 3 clusters Score: Raw -1440107.928460 + Penalty 4511.585799 = -1435596.342660 nChanged 35 SP:Iteration 64Q (11938.640000 sec): 3 clusters Score: Raw -1440128.718571 + Penalty 4511.585799 = -1435617.132772 nChanged 28 SP:Iteration 65Q (11938.680000 sec): 3 clusters Score: Raw -1440144.520571 + Penalty 4511.585799 = -1435632.934772 nChanged 25 SP:Iteration 66Q (11938.720000 sec): 3 clusters Score: Raw -1440157.376222 + Penalty 4511.585799 = -1435645.790423 nChanged 18 SP:Iteration 67Q (11938.760000 sec): 3 clusters Score: Raw -1440166.300070 + Penalty 4511.585799 = -1435654.714271 nChanged 19 SP:Iteration 68Q (11938.800000 sec): 3 clusters Score: Raw -1440173.819673 + Penalty 4511.585799 = -1435662.233873 nChanged 11 SP:Iteration 69Q (11938.840000 sec): 3 clusters Score: Raw -1440180.120419 + Penalty 4511.585799 = -1435668.534619 nChanged 10 SP:Iteration 70Q (11938.880000 sec): 3 clusters Score: Raw -1440184.921782 + Penalty 4511.585799 = -1435673.335983 nChanged 8 SP:Iteration 71Q (11938.920000 sec): 3 clusters Score: Raw -1440188.757354 + Penalty 4511.585799 = -1435677.171555 nChanged 7 SP:Iteration 72Q (11938.950000 sec): 3 clusters Score: Raw -1440192.588859 + Penalty 4511.585799 = -1435681.003060 nChanged 8 SP:Iteration 73Q (11938.990000 sec): 3 clusters Score: Raw -1440195.868391 + Penalty 4511.585799 = -1435684.282591 nChanged 5 SP:Iteration 74Q (11939.030000 sec): 3 clusters Score: Raw -1440199.150501 + Penalty 4511.585799 = -1435687.564702 nChanged 7 SP:Iteration 75Q (11939.070000 sec): 3 clusters Score: Raw -1440203.245922 + Penalty 4511.585799 = -1435691.660122 nChanged 5 SP:Iteration 76Q (11939.110000 sec): 3 clusters Score: Raw -1440206.169866 + Penalty 4511.585799 = -1435694.584066 nChanged 11 SP:Iteration 77Q (11939.150000 sec): 3 clusters Score: Raw -1440212.607151 + Penalty 4511.585799 = -1435701.021351 nChanged 13 SP:Iteration 78Q (11939.180000 sec): 3 clusters Score: Raw -1440219.468824 + Penalty 4511.585799 = -1435707.883025 nChanged 10 SP:Iteration 79Q (11939.220000 sec): 3 clusters Score: Raw -1440224.767510 + Penalty 4511.585799 = -1435713.181711 nChanged 7 SP:Iteration 80F (11939.270000 sec): 3 clusters Score: Raw -1440229.560947 + Penalty 4511.585799 = -1435717.975148 nChanged 7 SP:Iteration 81Q (11939.300000 sec): 3 clusters Score: Raw -1440234.253232 + Penalty 4511.585799 = -1435722.667432 nChanged 9 SP:Iteration 82Q (11939.340000 sec): 3 clusters Score: Raw -1440239.085329 + Penalty 4511.585799 = -1435727.499530 nChanged 8 SP:Iteration 83Q (11939.380000 sec): 3 clusters Score: Raw -1440244.531933 + Penalty 4511.585799 = -1435732.946133 nChanged 6 SP:Iteration 84Q (11939.410000 sec): 3 clusters Score: Raw -1440247.658157 + Penalty 4511.585799 = -1435736.072358 nChanged 3 SP:Iteration 85Q (11939.450000 sec): 3 clusters Score: Raw -1440248.711089 + Penalty 4511.585799 = -1435737.125290 nChanged 3 SP:Iteration 86Q (11939.490000 sec): 3 clusters Score: Raw -1440249.695590 + Penalty 4511.585799 = -1435738.109790 nChanged 2 SP:Iteration 87Q (11939.530000 sec): 3 clusters Score: Raw -1440250.854046 + Penalty 4511.585799 = -1435739.268246 nChanged 2 SP:Iteration 88Q (11939.560000 sec): 3 clusters Score: Raw -1440251.315080 + Penalty 4511.585799 = -1435739.729281 nChanged 0 SP:Iteration 89F (11939.610000 sec): 3 clusters Score: Raw -1440251.315080 + Penalty 4511.585799 = -1435739.729281 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 42 (690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11939.610000 sec): 2 clusters Score: Raw -105882.437996 + Penalty 1621.099516 = -104261.338480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11939.620000 sec): 3 clusters Score: Raw -105779.326770 + Penalty 3242.199032 = -102537.127738 nChanged 132 SP:Iteration 1F (11939.620000 sec): 3 clusters Score: Raw -105978.972005 + Penalty 3242.199032 = -102736.772972 nChanged 51 SP:Iteration 2F (11939.620000 sec): 3 clusters Score: Raw -106076.252230 + Penalty 3242.199032 = -102834.053197 nChanged 23 SP:Iteration 3Q (11939.630000 sec): 3 clusters Score: Raw -106122.530238 + Penalty 3242.199032 = -102880.331205 nChanged 6 SP:Iteration 4Q (11939.630000 sec): 3 clusters Score: Raw -106134.804187 + Penalty 3242.199032 = -102892.605154 nChanged 3 SP:Iteration 5Q (11939.630000 sec): 3 clusters Score: Raw -106140.224832 + Penalty 3242.199032 = -102898.025800 nChanged 2 SP:Iteration 6Q (11939.640000 sec): 3 clusters Score: Raw -106142.902442 + Penalty 3242.199032 = -102900.703409 nChanged 1 SP:Iteration 7Q (11939.640000 sec): 3 clusters Score: Raw -106146.037512 + Penalty 3242.199032 = -102903.838479 nChanged 2 SP:Iteration 8Q (11939.640000 sec): 3 clusters Score: Raw -106148.495171 + Penalty 3242.199032 = -102906.296139 nChanged 1 SP:Iteration 9Q (11939.650000 sec): 3 clusters Score: Raw -106148.722694 + Penalty 3242.199032 = -102906.523662 nChanged 0 SP:Iteration 10F (11939.650000 sec): 3 clusters Score: Raw -106148.722694 + Penalty 3242.199032 = -102906.523662 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 43 (13344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11939.710000 sec): 2 clusters Score: Raw -2242636.208411 + Penalty 2355.707887 = -2240280.500524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11939.780000 sec): 3 clusters Score: Raw -2235237.085896 + Penalty 4711.415774 = -2230525.670122 nChanged 5647 SP:Iteration 1F (11939.840000 sec): 3 clusters Score: Raw -2238243.863100 + Penalty 4711.415774 = -2233532.447326 nChanged 795 SP:Iteration 2F (11939.910000 sec): 3 clusters Score: Raw -2238572.252129 + Penalty 4711.415774 = -2233860.836355 nChanged 605 SP:Iteration 3Q (11939.970000 sec): 3 clusters Score: Raw -2238812.843673 + Penalty 4711.415774 = -2234101.427900 nChanged 549 SP:Iteration 4Q (11940.040000 sec): 3 clusters Score: Raw -2239029.932842 + Penalty 4711.415774 = -2234318.517068 nChanged 520 SP:Iteration 5Q (11940.110000 sec): 3 clusters Score: Raw -2239243.927297 + Penalty 4711.415774 = -2234532.511523 nChanged 514 SP:Iteration 6Q (11940.170000 sec): 3 clusters Score: Raw -2239479.655760 + Penalty 4711.415774 = -2234768.239986 nChanged 559 SP:Iteration 7Q (11940.240000 sec): 3 clusters Score: Raw -2239764.538461 + Penalty 4711.415774 = -2235053.122688 nChanged 582 SP:Iteration 8Q (11940.300000 sec): 3 clusters Score: Raw -2240104.298389 + Penalty 4711.415774 = -2235392.882615 nChanged 617 SP:Iteration 9Q (11940.370000 sec): 3 clusters Score: Raw -2240511.183780 + Penalty 4711.415774 = -2235799.768007 nChanged 641 SP:Iteration 10Q (11940.430000 sec): 3 clusters Score: Raw -2240979.505250 + Penalty 4711.415774 = -2236268.089477 nChanged 602 SP:Iteration 11Q (11940.500000 sec): 3 clusters Score: Raw -2241443.107336 + Penalty 4711.415774 = -2236731.691562 nChanged 548 SP:Iteration 12Q (11940.560000 sec): 3 clusters Score: Raw -2241891.826125 + Penalty 4711.415774 = -2237180.410351 nChanged 425 SP:Iteration 13Q (11940.630000 sec): 3 clusters Score: Raw -2242210.244438 + Penalty 4711.415774 = -2237498.828664 nChanged 328 SP:Iteration 14Q (11940.690000 sec): 3 clusters Score: Raw -2242435.007627 + Penalty 4711.415774 = -2237723.591853 nChanged 217 SP:Iteration 15Q (11940.750000 sec): 3 clusters Score: Raw -2242588.822442 + Penalty 4711.415774 = -2237877.406668 nChanged 165 SP:Iteration 16Q (11940.800000 sec): 3 clusters Score: Raw -2242715.342002 + Penalty 4711.415774 = -2238003.926229 nChanged 132 SP:Iteration 17Q (11940.860000 sec): 3 clusters Score: Raw -2242828.649132 + Penalty 4711.415774 = -2238117.233358 nChanged 104 SP:Iteration 18Q (11940.910000 sec): 3 clusters Score: Raw -2242901.767484 + Penalty 4711.415774 = -2238190.351710 nChanged 73 SP:Iteration 19Q (11940.970000 sec): 3 clusters Score: Raw -2242951.487130 + Penalty 4711.415774 = -2238240.071356 nChanged 54 SP:Iteration 20F (11941.030000 sec): 3 clusters Score: Raw -2242988.510830 + Penalty 4711.415774 = -2238277.095056 nChanged 50 SP:Iteration 21Q (11941.080000 sec): 3 clusters Score: Raw -2243026.144525 + Penalty 4711.415774 = -2238314.728751 nChanged 41 SP:Iteration 22Q (11941.130000 sec): 3 clusters Score: Raw -2243074.520128 + Penalty 4711.415774 = -2238363.104355 nChanged 51 SP:Iteration 23Q (11941.180000 sec): 3 clusters Score: Raw -2243110.551364 + Penalty 4711.415774 = -2238399.135591 nChanged 38 SP:Iteration 24Q (11941.230000 sec): 3 clusters Score: Raw -2243132.146645 + Penalty 4711.415774 = -2238420.730871 nChanged 34 SP:Iteration 25Q (11941.280000 sec): 3 clusters Score: Raw -2243153.834262 + Penalty 4711.415774 = -2238442.418488 nChanged 30 SP:Iteration 26Q (11941.330000 sec): 3 clusters Score: Raw -2243172.759184 + Penalty 4711.415774 = -2238461.343410 nChanged 34 SP:Iteration 27Q (11941.380000 sec): 3 clusters Score: Raw -2243191.695562 + Penalty 4711.415774 = -2238480.279788 nChanged 26 SP:Iteration 28Q (11941.430000 sec): 3 clusters Score: Raw -2243204.663976 + Penalty 4711.415774 = -2238493.248202 nChanged 15 SP:Iteration 29Q (11941.480000 sec): 3 clusters Score: Raw -2243211.941623 + Penalty 4711.415774 = -2238500.525850 nChanged 11 SP:Iteration 30Q (11941.530000 sec): 3 clusters Score: Raw -2243217.337768 + Penalty 4711.415774 = -2238505.921995 nChanged 8 SP:Iteration 31Q (11941.570000 sec): 3 clusters Score: Raw -2243221.289868 + Penalty 4711.415774 = -2238509.874094 nChanged 7 SP:Iteration 32Q (11941.620000 sec): 3 clusters Score: Raw -2243225.160524 + Penalty 4711.415774 = -2238513.744750 nChanged 8 SP:Iteration 33Q (11941.670000 sec): 3 clusters Score: Raw -2243228.642891 + Penalty 4711.415774 = -2238517.227117 nChanged 6 SP:Iteration 34Q (11941.720000 sec): 3 clusters Score: Raw -2243230.196511 + Penalty 4711.415774 = -2238518.780737 nChanged 3 SP:Iteration 35Q (11941.770000 sec): 3 clusters Score: Raw -2243231.582941 + Penalty 4711.415774 = -2238520.167167 nChanged 6 SP:Iteration 36Q (11941.820000 sec): 3 clusters Score: Raw -2243233.215262 + Penalty 4711.415774 = -2238521.799488 nChanged 3 SP:Iteration 37Q (11941.870000 sec): 3 clusters Score: Raw -2243234.097375 + Penalty 4711.415774 = -2238522.681602 nChanged 4 SP:Iteration 38Q (11941.910000 sec): 3 clusters Score: Raw -2243236.074210 + Penalty 4711.415774 = -2238524.658436 nChanged 6 SP:Iteration 39Q (11941.960000 sec): 3 clusters Score: Raw -2243239.112631 + Penalty 4711.415774 = -2238527.696857 nChanged 6 SP:Iteration 40F (11942.030000 sec): 3 clusters Score: Raw -2243241.648893 + Penalty 4711.415774 = -2238530.233119 nChanged 3 SP:Iteration 41Q (11942.070000 sec): 3 clusters Score: Raw -2243244.169590 + Penalty 4711.415774 = -2238532.753816 nChanged 3 SP:Iteration 42Q (11942.120000 sec): 3 clusters Score: Raw -2243245.772551 + Penalty 4711.415774 = -2238534.356777 nChanged 6 SP:Iteration 43Q (11942.170000 sec): 3 clusters Score: Raw -2243248.091615 + Penalty 4711.415774 = -2238536.675841 nChanged 1 SP:Iteration 44Q (11942.220000 sec): 3 clusters Score: Raw -2243248.332230 + Penalty 4711.415774 = -2238536.916457 nChanged 1 SP:Iteration 45Q (11942.270000 sec): 3 clusters Score: Raw -2243249.058503 + Penalty 4711.415774 = -2238537.642729 nChanged 2 SP:Iteration 46Q (11942.320000 sec): 3 clusters Score: Raw -2243249.817399 + Penalty 4711.415774 = -2238538.401625 nChanged 1 SP:Iteration 47Q (11942.370000 sec): 3 clusters Score: Raw -2243250.059683 + Penalty 4711.415774 = -2238538.643909 nChanged 0 SP:Iteration 48F (11942.430000 sec): 3 clusters Score: Raw -2243250.059683 + Penalty 4711.415774 = -2238538.643909 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 44 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11942.440000 sec): 2 clusters Score: Raw -31506.319060 + Penalty 1361.256556 = -30145.062504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11942.440000 sec): 3 clusters Score: Raw -31749.185917 + Penalty 2722.513112 = -29026.672805 nChanged 32 SP:Iteration 1F (11942.440000 sec): 3 clusters Score: Raw -31928.342852 + Penalty 2722.513112 = -29205.829739 nChanged 10 SP:Iteration 2Q (11942.440000 sec): 3 clusters Score: Raw -32021.718440 + Penalty 2722.513112 = -29299.205328 nChanged 10 SP:Iteration 3Q (11942.440000 sec): 3 clusters Score: Raw -32147.033701 + Penalty 2722.513112 = -29424.520589 nChanged 7 SP:Iteration 4Q (11942.450000 sec): 3 clusters Score: Raw -32191.929411 + Penalty 2722.513112 = -29469.416299 nChanged 4 SP:Iteration 5Q (11942.450000 sec): 3 clusters Score: Raw -32215.990764 + Penalty 2722.513112 = -29493.477652 nChanged 3 SP:Iteration 6Q (11942.450000 sec): 3 clusters Score: Raw -32243.167483 + Penalty 2722.513112 = -29520.654371 nChanged 1 SP:Iteration 7Q (11942.450000 sec): 3 clusters Score: Raw -32248.067456 + Penalty 2722.513112 = -29525.554343 nChanged 1 SP:Iteration 8Q (11942.450000 sec): 3 clusters Score: Raw -32253.344247 + Penalty 2722.513112 = -29530.831135 nChanged 3 SP:Iteration 9Q (11942.450000 sec): 3 clusters Score: Raw -32287.011446 + Penalty 2722.513112 = -29564.498334 nChanged 2 SP:Iteration 10Q (11942.450000 sec): 3 clusters Score: Raw -32309.512531 + Penalty 2722.513112 = -29586.999419 nChanged 1 SP:Iteration 11Q (11942.450000 sec): 3 clusters Score: Raw -32319.567478 + Penalty 2722.513112 = -29597.054366 nChanged 0 SP:Iteration 12F (11942.450000 sec): 3 clusters Score: Raw -32319.567478 + Penalty 2722.513112 = -29597.054366 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 45 (537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11942.460000 sec): 2 clusters Score: Raw -81002.518010 + Penalty 1558.927527 = -79443.590482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11942.460000 sec): 3 clusters Score: Raw -80982.194884 + Penalty 3117.855055 = -77864.339829 nChanged 88 SP:Iteration 1F (11942.470000 sec): 3 clusters Score: Raw -81130.607533 + Penalty 3117.855055 = -78012.752478 nChanged 20 SP:Iteration 2Q (11942.470000 sec): 3 clusters Score: Raw -81174.187798 + Penalty 3117.855055 = -78056.332743 nChanged 10 SP:Iteration 3Q (11942.470000 sec): 3 clusters Score: Raw -81201.549487 + Penalty 3117.855055 = -78083.694432 nChanged 11 SP:Iteration 4Q (11942.470000 sec): 3 clusters Score: Raw -81232.222833 + Penalty 3117.855055 = -78114.367778 nChanged 6 SP:Iteration 5Q (11942.470000 sec): 3 clusters Score: Raw -81241.119666 + Penalty 3117.855055 = -78123.264611 nChanged 1 SP:Iteration 6Q (11942.480000 sec): 3 clusters Score: Raw -81242.589606 + Penalty 3117.855055 = -78124.734551 nChanged 0 SP:Iteration 7F (11942.480000 sec): 3 clusters Score: Raw -81242.589606 + Penalty 3117.855055 = -78124.734551 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 46 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11942.490000 sec): 2 clusters Score: Raw -18614.267093 + Penalty 1203.303505 = -17410.963587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11942.490000 sec): 3 clusters Score: Raw -18924.312950 + Penalty 2406.607011 = -16517.705939 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 47 (336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11942.490000 sec): 2 clusters Score: Raw -40911.522347 + Penalty 1442.643568 = -39468.878779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11942.490000 sec): 3 clusters Score: Raw -41204.320415 + Penalty 2885.287135 = -38319.033279 nChanged 72 SP:Iteration 1F (11942.490000 sec): 3 clusters Score: Raw -41588.647042 + Penalty 2885.287135 = -38703.359907 nChanged 24 SP:Iteration 2F (11942.490000 sec): 3 clusters Score: Raw -41698.570076 + Penalty 2885.287135 = -38813.282940 nChanged 10 SP:Iteration 3Q (11942.500000 sec): 3 clusters Score: Raw -41742.375599 + Penalty 2885.287135 = -38857.088463 nChanged 4 SP:Iteration 4Q (11942.500000 sec): 3 clusters Score: Raw -41760.833431 + Penalty 2885.287135 = -38875.546295 nChanged 2 SP:Iteration 5Q (11942.500000 sec): 3 clusters Score: Raw -41766.414553 + Penalty 2885.287135 = -38881.127418 nChanged 0 SP:Iteration 6F (11942.500000 sec): 3 clusters Score: Raw -41766.414553 + Penalty 2885.287135 = -38881.127418 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 48 (1571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11942.510000 sec): 2 clusters Score: Raw -239536.560666 + Penalty 1825.147974 = -237711.412692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11942.520000 sec): 3 clusters Score: Raw -239065.006124 + Penalty 3650.295949 = -235414.710175 nChanged 476 SP:Iteration 1F (11942.530000 sec): 3 clusters Score: Raw -239513.409447 + Penalty 3650.295949 = -235863.113499 nChanged 138 SP:Iteration 2F (11942.530000 sec): 3 clusters Score: Raw -239714.904529 + Penalty 3650.295949 = -236064.608580 nChanged 87 SP:Iteration 3F (11942.540000 sec): 3 clusters Score: Raw -239816.764282 + Penalty 3650.295949 = -236166.468333 nChanged 67 SP:Iteration 4Q (11942.550000 sec): 3 clusters Score: Raw -239905.440384 + Penalty 3650.295949 = -236255.144435 nChanged 44 SP:Iteration 5Q (11942.560000 sec): 3 clusters Score: Raw -239949.973061 + Penalty 3650.295949 = -236299.677113 nChanged 33 SP:Iteration 6Q (11942.570000 sec): 3 clusters Score: Raw -239986.046621 + Penalty 3650.295949 = -236335.750672 nChanged 26 SP:Iteration 7Q (11942.570000 sec): 3 clusters Score: Raw -240007.928499 + Penalty 3650.295949 = -236357.632550 nChanged 16 SP:Iteration 8Q (11942.580000 sec): 3 clusters Score: Raw -240019.686023 + Penalty 3650.295949 = -236369.390075 nChanged 18 SP:Iteration 9Q (11942.590000 sec): 3 clusters Score: Raw -240035.944217 + Penalty 3650.295949 = -236385.648269 nChanged 14 SP:Iteration 10Q (11942.600000 sec): 3 clusters Score: Raw -240047.576421 + Penalty 3650.295949 = -236397.280472 nChanged 9 SP:Iteration 11Q (11942.600000 sec): 3 clusters Score: Raw -240056.844064 + Penalty 3650.295949 = -236406.548116 nChanged 12 SP:Iteration 12Q (11942.610000 sec): 3 clusters Score: Raw -240066.470831 + Penalty 3650.295949 = -236416.174883 nChanged 6 SP:Iteration 13Q (11942.620000 sec): 3 clusters Score: Raw -240070.746915 + Penalty 3650.295949 = -236420.450966 nChanged 5 SP:Iteration 14Q (11942.630000 sec): 3 clusters Score: Raw -240073.982002 + Penalty 3650.295949 = -236423.686053 nChanged 2 SP:Iteration 15Q (11942.630000 sec): 3 clusters Score: Raw -240074.658093 + Penalty 3650.295949 = -236424.362144 nChanged 1 SP:Iteration 16Q (11942.640000 sec): 3 clusters Score: Raw -240075.172630 + Penalty 3650.295949 = -236424.876682 nChanged 0 SP:Iteration 17F (11942.650000 sec): 3 clusters Score: Raw -240075.172630 + Penalty 3650.295949 = -236424.876682 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 49 (33752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11942.800000 sec): 2 clusters Score: Raw -5451903.790890 + Penalty 2585.845149 = -5449317.945741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11942.970000 sec): 3 clusters Score: Raw -5431446.975334 + Penalty 5171.690297 = -5426275.285037 nChanged 15358 SP:Iteration 1F (11943.140000 sec): 3 clusters Score: Raw -5439721.290306 + Penalty 5171.690297 = -5434549.600009 nChanged 1526 SP:Iteration 2Q (11943.310000 sec): 3 clusters Score: Raw -5440273.464748 + Penalty 5171.690297 = -5435101.774451 nChanged 1490 SP:Iteration 3Q (11943.490000 sec): 3 clusters Score: Raw -5440880.994691 + Penalty 5171.690297 = -5435709.304394 nChanged 1637 SP:Iteration 4Q (11943.660000 sec): 3 clusters Score: Raw -5441718.194486 + Penalty 5171.690297 = -5436546.504189 nChanged 1912 SP:Iteration 5F (11943.830000 sec): 3 clusters Score: Raw -5442848.465427 + Penalty 5171.690297 = -5437676.775130 nChanged 2260 SP:Iteration 6F (11944.000000 sec): 3 clusters Score: Raw -5444398.985209 + Penalty 5171.690297 = -5439227.294912 nChanged 2451 SP:Iteration 7F (11944.170000 sec): 3 clusters Score: Raw -5446398.395310 + Penalty 5171.690297 = -5441226.705013 nChanged 2394 SP:Iteration 8F (11944.340000 sec): 3 clusters Score: Raw -5448539.113560 + Penalty 5171.690297 = -5443367.423262 nChanged 1956 SP:Iteration 9F (11944.510000 sec): 3 clusters Score: Raw -5450259.419276 + Penalty 5171.690297 = -5445087.728979 nChanged 1403 SP:Iteration 10Q (11944.680000 sec): 3 clusters Score: Raw -5451259.619740 + Penalty 5171.690297 = -5446087.929443 nChanged 813 SP:Iteration 11Q (11944.840000 sec): 3 clusters Score: Raw -5451646.957919 + Penalty 5171.690297 = -5446475.267622 nChanged 495 SP:Iteration 12Q (11945.000000 sec): 3 clusters Score: Raw -5451810.684514 + Penalty 5171.690297 = -5446638.994217 nChanged 326 SP:Iteration 13Q (11945.150000 sec): 3 clusters Score: Raw -5451902.842504 + Penalty 5171.690297 = -5446731.152207 nChanged 241 SP:Iteration 14Q (11945.310000 sec): 3 clusters Score: Raw -5451962.936141 + Penalty 5171.690297 = -5446791.245844 nChanged 186 SP:Iteration 15Q (11945.470000 sec): 3 clusters Score: Raw -5452002.930929 + Penalty 5171.690297 = -5446831.240632 nChanged 168 SP:Iteration 16Q (11945.620000 sec): 3 clusters Score: Raw -5452034.540474 + Penalty 5171.690297 = -5446862.850177 nChanged 134 SP:Iteration 17Q (11945.770000 sec): 3 clusters Score: Raw -5452058.273684 + Penalty 5171.690297 = -5446886.583387 nChanged 147 SP:Iteration 18Q (11945.920000 sec): 3 clusters Score: Raw -5452083.658387 + Penalty 5171.690297 = -5446911.968090 nChanged 118 SP:Iteration 19Q (11946.080000 sec): 3 clusters Score: Raw -5452103.643697 + Penalty 5171.690297 = -5446931.953400 nChanged 101 SP:Iteration 20F (11946.240000 sec): 3 clusters Score: Raw -5452120.953057 + Penalty 5171.690297 = -5446949.262760 nChanged 92 SP:Iteration 21Q (11946.400000 sec): 3 clusters Score: Raw -5452134.469861 + Penalty 5171.690297 = -5446962.779564 nChanged 80 SP:Iteration 22Q (11946.540000 sec): 3 clusters Score: Raw -5452145.633186 + Penalty 5171.690297 = -5446973.942889 nChanged 73 SP:Iteration 23Q (11946.700000 sec): 3 clusters Score: Raw -5452157.176988 + Penalty 5171.690297 = -5446985.486691 nChanged 75 SP:Iteration 24Q (11946.840000 sec): 3 clusters Score: Raw -5452167.477986 + Penalty 5171.690297 = -5446995.787689 nChanged 73 SP:Iteration 25Q (11946.990000 sec): 3 clusters Score: Raw -5452177.503706 + Penalty 5171.690297 = -5447005.813409 nChanged 80 SP:Iteration 26Q (11947.140000 sec): 3 clusters Score: Raw -5452189.599878 + Penalty 5171.690297 = -5447017.909581 nChanged 86 SP:Iteration 27Q (11947.290000 sec): 3 clusters Score: Raw -5452203.874623 + Penalty 5171.690297 = -5447032.184326 nChanged 80 SP:Iteration 28Q (11947.440000 sec): 3 clusters Score: Raw -5452215.861318 + Penalty 5171.690297 = -5447044.171021 nChanged 73 SP:Iteration 29Q (11947.590000 sec): 3 clusters Score: Raw -5452226.176501 + Penalty 5171.690297 = -5447054.486204 nChanged 71 SP:Iteration 30Q (11947.740000 sec): 3 clusters Score: Raw -5452235.687978 + Penalty 5171.690297 = -5447063.997681 nChanged 61 SP:Iteration 31Q (11947.880000 sec): 3 clusters Score: Raw -5452243.379380 + Penalty 5171.690297 = -5447071.689083 nChanged 51 SP:Iteration 32Q (11948.030000 sec): 3 clusters Score: Raw -5452249.258588 + Penalty 5171.690297 = -5447077.568291 nChanged 48 SP:Iteration 33Q (11948.180000 sec): 3 clusters Score: Raw -5452256.076809 + Penalty 5171.690297 = -5447084.386511 nChanged 68 SP:Iteration 34Q (11948.320000 sec): 3 clusters Score: Raw -5452266.792039 + Penalty 5171.690297 = -5447095.101742 nChanged 73 SP:Iteration 35Q (11948.470000 sec): 3 clusters Score: Raw -5452277.707767 + Penalty 5171.690297 = -5447106.017470 nChanged 61 SP:Iteration 36Q (11948.610000 sec): 3 clusters Score: Raw -5452285.746346 + Penalty 5171.690297 = -5447114.056049 nChanged 59 SP:Iteration 37Q (11948.760000 sec): 3 clusters Score: Raw -5452294.809936 + Penalty 5171.690297 = -5447123.119639 nChanged 55 SP:Iteration 38Q (11948.900000 sec): 3 clusters Score: Raw -5452303.383329 + Penalty 5171.690297 = -5447131.693032 nChanged 64 SP:Iteration 39Q (11949.050000 sec): 3 clusters Score: Raw -5452312.585684 + Penalty 5171.690297 = -5447140.895387 nChanged 55 SP:Iteration 40F (11949.210000 sec): 3 clusters Score: Raw -5452320.010009 + Penalty 5171.690297 = -5447148.319712 nChanged 54 SP:Iteration 41Q (11949.360000 sec): 3 clusters Score: Raw -5452327.719382 + Penalty 5171.690297 = -5447156.029085 nChanged 53 SP:Iteration 42Q (11949.510000 sec): 3 clusters Score: Raw -5452334.673881 + Penalty 5171.690297 = -5447162.983584 nChanged 49 SP:Iteration 43Q (11949.650000 sec): 3 clusters Score: Raw -5452340.714213 + Penalty 5171.690297 = -5447169.023916 nChanged 44 SP:Iteration 44Q (11949.790000 sec): 3 clusters Score: Raw -5452345.803290 + Penalty 5171.690297 = -5447174.112993 nChanged 36 SP:Iteration 45Q (11949.940000 sec): 3 clusters Score: Raw -5452350.154111 + Penalty 5171.690297 = -5447178.463814 nChanged 31 SP:Iteration 46Q (11950.080000 sec): 3 clusters Score: Raw -5452354.053835 + Penalty 5171.690297 = -5447182.363538 nChanged 40 SP:Iteration 47Q (11950.230000 sec): 3 clusters Score: Raw -5452357.962150 + Penalty 5171.690297 = -5447186.271853 nChanged 35 SP:Iteration 48Q (11950.370000 sec): 3 clusters Score: Raw -5452361.680580 + Penalty 5171.690297 = -5447189.990283 nChanged 28 SP:Iteration 49Q (11950.510000 sec): 3 clusters Score: Raw -5452364.662169 + Penalty 5171.690297 = -5447192.971872 nChanged 29 SP:Iteration 50Q (11950.650000 sec): 3 clusters Score: Raw -5452367.935194 + Penalty 5171.690297 = -5447196.244897 nChanged 27 SP:Iteration 51Q (11950.790000 sec): 3 clusters Score: Raw -5452371.353227 + Penalty 5171.690297 = -5447199.662930 nChanged 41 SP:Iteration 52Q (11950.940000 sec): 3 clusters Score: Raw -5452376.628373 + Penalty 5171.690297 = -5447204.938076 nChanged 38 SP:Iteration 53Q (11951.080000 sec): 3 clusters Score: Raw -5452381.325695 + Penalty 5171.690297 = -5447209.635398 nChanged 33 SP:Iteration 54Q (11951.220000 sec): 3 clusters Score: Raw -5452386.879414 + Penalty 5171.690297 = -5447215.189117 nChanged 37 SP:Iteration 55Q (11951.370000 sec): 3 clusters Score: Raw -5452391.853561 + Penalty 5171.690297 = -5447220.163264 nChanged 44 SP:Iteration 56Q (11951.510000 sec): 3 clusters Score: Raw -5452396.765734 + Penalty 5171.690297 = -5447225.075437 nChanged 40 SP:Iteration 57Q (11951.650000 sec): 3 clusters Score: Raw -5452401.504671 + Penalty 5171.690297 = -5447229.814374 nChanged 36 SP:Iteration 58Q (11951.790000 sec): 3 clusters Score: Raw -5452405.670881 + Penalty 5171.690297 = -5447233.980584 nChanged 34 SP:Iteration 59Q (11951.930000 sec): 3 clusters Score: Raw -5452409.518021 + Penalty 5171.690297 = -5447237.827724 nChanged 32 SP:Iteration 60F (11952.090000 sec): 3 clusters Score: Raw -5452413.545179 + Penalty 5171.690297 = -5447241.854882 nChanged 34 SP:Iteration 61Q (11952.230000 sec): 3 clusters Score: Raw -5452418.096957 + Penalty 5171.690297 = -5447246.406660 nChanged 36 SP:Iteration 62Q (11952.380000 sec): 3 clusters Score: Raw -5452422.266868 + Penalty 5171.690297 = -5447250.576571 nChanged 25 SP:Iteration 63Q (11952.520000 sec): 3 clusters Score: Raw -5452425.374690 + Penalty 5171.690297 = -5447253.684393 nChanged 26 SP:Iteration 64Q (11952.660000 sec): 3 clusters Score: Raw -5452428.280964 + Penalty 5171.690297 = -5447256.590667 nChanged 26 SP:Iteration 65Q (11952.800000 sec): 3 clusters Score: Raw -5452430.835192 + Penalty 5171.690297 = -5447259.144895 nChanged 21 SP:Iteration 66Q (11952.940000 sec): 3 clusters Score: Raw -5452433.086108 + Penalty 5171.690297 = -5447261.395811 nChanged 27 SP:Iteration 67Q (11953.080000 sec): 3 clusters Score: Raw -5452435.727814 + Penalty 5171.690297 = -5447264.037517 nChanged 19 SP:Iteration 68Q (11953.220000 sec): 3 clusters Score: Raw -5452438.169170 + Penalty 5171.690297 = -5447266.478873 nChanged 24 SP:Iteration 69Q (11953.360000 sec): 3 clusters Score: Raw -5452441.781264 + Penalty 5171.690297 = -5447270.090967 nChanged 20 SP:Iteration 70Q (11953.500000 sec): 3 clusters Score: Raw -5452443.831511 + Penalty 5171.690297 = -5447272.141214 nChanged 17 SP:Iteration 71Q (11953.650000 sec): 3 clusters Score: Raw -5452445.879460 + Penalty 5171.690297 = -5447274.189163 nChanged 17 SP:Iteration 72Q (11953.790000 sec): 3 clusters Score: Raw -5452447.848032 + Penalty 5171.690297 = -5447276.157735 nChanged 14 SP:Iteration 73Q (11953.930000 sec): 3 clusters Score: Raw -5452449.272446 + Penalty 5171.690297 = -5447277.582149 nChanged 11 SP:Iteration 74Q (11954.070000 sec): 3 clusters Score: Raw -5452450.413354 + Penalty 5171.690297 = -5447278.723057 nChanged 13 SP:Iteration 75Q (11954.210000 sec): 3 clusters Score: Raw -5452451.504201 + Penalty 5171.690297 = -5447279.813903 nChanged 12 SP:Iteration 76Q (11954.350000 sec): 3 clusters Score: Raw -5452452.791964 + Penalty 5171.690297 = -5447281.101667 nChanged 12 SP:Iteration 77Q (11954.490000 sec): 3 clusters Score: Raw -5452454.298062 + Penalty 5171.690297 = -5447282.607765 nChanged 13 SP:Iteration 78Q (11954.630000 sec): 3 clusters Score: Raw -5452456.378513 + Penalty 5171.690297 = -5447284.688216 nChanged 21 SP:Iteration 79Q (11954.770000 sec): 3 clusters Score: Raw -5452459.118707 + Penalty 5171.690297 = -5447287.428410 nChanged 25 SP:Iteration 80F (11954.930000 sec): 3 clusters Score: Raw -5452462.088374 + Penalty 5171.690297 = -5447290.398077 nChanged 18 SP:Iteration 81Q (11955.070000 sec): 3 clusters Score: Raw -5452464.066809 + Penalty 5171.690297 = -5447292.376512 nChanged 16 SP:Iteration 82Q (11955.210000 sec): 3 clusters Score: Raw -5452465.797862 + Penalty 5171.690297 = -5447294.107564 nChanged 13 SP:Iteration 83Q (11955.350000 sec): 3 clusters Score: Raw -5452467.408988 + Penalty 5171.690297 = -5447295.718691 nChanged 13 SP:Iteration 84Q (11955.490000 sec): 3 clusters Score: Raw -5452468.762873 + Penalty 5171.690297 = -5447297.072576 nChanged 6 SP:Iteration 85Q (11955.630000 sec): 3 clusters Score: Raw -5452469.306643 + Penalty 5171.690297 = -5447297.616346 nChanged 7 SP:Iteration 86Q (11955.770000 sec): 3 clusters Score: Raw -5452469.988851 + Penalty 5171.690297 = -5447298.298554 nChanged 12 SP:Iteration 87Q (11955.910000 sec): 3 clusters Score: Raw -5452470.944182 + Penalty 5171.690297 = -5447299.253885 nChanged 7 SP:Iteration 88Q (11956.050000 sec): 3 clusters Score: Raw -5452471.398798 + Penalty 5171.690297 = -5447299.708501 nChanged 8 SP:Iteration 89Q (11956.190000 sec): 3 clusters Score: Raw -5452472.252531 + Penalty 5171.690297 = -5447300.562234 nChanged 11 SP:Iteration 90Q (11956.330000 sec): 3 clusters Score: Raw -5452473.626004 + Penalty 5171.690297 = -5447301.935707 nChanged 8 SP:Iteration 91Q (11956.470000 sec): 3 clusters Score: Raw -5452474.746730 + Penalty 5171.690297 = -5447303.056433 nChanged 13 SP:Iteration 92Q (11956.610000 sec): 3 clusters Score: Raw -5452476.054136 + Penalty 5171.690297 = -5447304.363839 nChanged 7 SP:Iteration 93Q (11956.750000 sec): 3 clusters Score: Raw -5452476.727690 + Penalty 5171.690297 = -5447305.037393 nChanged 14 SP:Iteration 94Q (11956.890000 sec): 3 clusters Score: Raw -5452478.255428 + Penalty 5171.690297 = -5447306.565131 nChanged 12 SP:Iteration 95Q (11957.030000 sec): 3 clusters Score: Raw -5452479.819157 + Penalty 5171.690297 = -5447308.128860 nChanged 15 SP:Iteration 96Q (11957.170000 sec): 3 clusters Score: Raw -5452481.606901 + Penalty 5171.690297 = -5447309.916604 nChanged 9 SP:Iteration 97Q (11957.310000 sec): 3 clusters Score: Raw -5452482.650406 + Penalty 5171.690297 = -5447310.960109 nChanged 7 SP:Iteration 98Q (11957.450000 sec): 3 clusters Score: Raw -5452483.299461 + Penalty 5171.690297 = -5447311.609164 nChanged 7 SP:Iteration 99Q (11957.580000 sec): 3 clusters Score: Raw -5452484.036071 + Penalty 5171.690297 = -5447312.345774 nChanged 7 SP:Iteration 100F (11957.750000 sec): 3 clusters Score: Raw -5452484.783583 + Penalty 5171.690297 = -5447313.093286 nChanged 10 SP:Iteration 101Q (11957.890000 sec): 3 clusters Score: Raw -5452485.557750 + Penalty 5171.690297 = -5447313.867453 nChanged 4 SP:Iteration 102Q (11958.030000 sec): 3 clusters Score: Raw -5452485.908835 + Penalty 5171.690297 = -5447314.218538 nChanged 5 SP:Iteration 103Q (11958.170000 sec): 3 clusters Score: Raw -5452486.292436 + Penalty 5171.690297 = -5447314.602139 nChanged 5 SP:Iteration 104Q (11958.310000 sec): 3 clusters Score: Raw -5452486.715332 + Penalty 5171.690297 = -5447315.025035 nChanged 2 SP:Iteration 105Q (11958.450000 sec): 3 clusters Score: Raw -5452486.868275 + Penalty 5171.690297 = -5447315.177978 nChanged 1 SP:Iteration 106Q (11958.590000 sec): 3 clusters Score: Raw -5452486.933534 + Penalty 5171.690297 = -5447315.243237 nChanged 1 SP:Iteration 107Q (11958.720000 sec): 3 clusters Score: Raw -5452486.969825 + Penalty 5171.690297 = -5447315.279528 nChanged 0 SP:Iteration 108F (11958.890000 sec): 3 clusters Score: Raw -5452486.969825 + Penalty 5171.690297 = -5447315.279528 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 50 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11958.910000 sec): 2 clusters Score: Raw -19756.920304 + Penalty 1342.088221 = -18414.832083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11958.910000 sec): 3 clusters Score: Raw -20108.527251 + Penalty 2684.176442 = -17424.350810 nChanged 51 SP:Iteration 1F (11958.910000 sec): 3 clusters Score: Raw -20576.431046 + Penalty 2684.176442 = -17892.254604 nChanged 13 SP:Iteration 2F (11958.910000 sec): 3 clusters Score: Raw -20686.436466 + Penalty 2684.176442 = -18002.260024 nChanged 3 SP:Iteration 3Q (11958.910000 sec): 3 clusters Score: Raw -20699.227822 + Penalty 2684.176442 = -18015.051380 nChanged 1 SP:Iteration 4Q (11958.910000 sec): 3 clusters Score: Raw -20704.891394 + Penalty 2684.176442 = -18020.714952 nChanged 0 SP:Iteration 5F (11958.920000 sec): 3 clusters Score: Raw -20704.891394 + Penalty 2684.176442 = -18020.714952 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 51 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11958.920000 sec): 2 clusters Score: Raw -84802.923703 + Penalty 1572.846112 = -83230.077591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11958.930000 sec): 3 clusters Score: Raw -84791.794978 + Penalty 3145.692224 = -81646.102755 nChanged 114 SP:Iteration 1F (11958.930000 sec): 3 clusters Score: Raw -85017.545306 + Penalty 3145.692224 = -81871.853082 nChanged 32 SP:Iteration 2F (11958.930000 sec): 3 clusters Score: Raw -85082.107729 + Penalty 3145.692224 = -81936.415505 nChanged 17 SP:Iteration 3Q (11958.930000 sec): 3 clusters Score: Raw -85113.626380 + Penalty 3145.692224 = -81967.934156 nChanged 12 SP:Iteration 4Q (11958.940000 sec): 3 clusters Score: Raw -85142.781061 + Penalty 3145.692224 = -81997.088838 nChanged 6 SP:Iteration 5Q (11958.940000 sec): 3 clusters Score: Raw -85157.079078 + Penalty 3145.692224 = -82011.386855 nChanged 3 SP:Iteration 6Q (11958.940000 sec): 3 clusters Score: Raw -85165.768494 + Penalty 3145.692224 = -82020.076271 nChanged 3 SP:Iteration 7Q (11958.950000 sec): 3 clusters Score: Raw -85171.836534 + Penalty 3145.692224 = -82026.144310 nChanged 5 SP:Iteration 8Q (11958.950000 sec): 3 clusters Score: Raw -85189.866174 + Penalty 3145.692224 = -82044.173950 nChanged 2 SP:Iteration 9Q (11958.950000 sec): 3 clusters Score: Raw -85193.983244 + Penalty 3145.692224 = -82048.291020 nChanged 1 SP:Iteration 10Q (11958.950000 sec): 3 clusters Score: Raw -85194.869772 + Penalty 3145.692224 = -82049.177549 nChanged 0 SP:Iteration 11F (11958.950000 sec): 3 clusters Score: Raw -85194.869772 + Penalty 3145.692224 = -82049.177549 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 52 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11958.960000 sec): 2 clusters Score: Raw -32748.361017 + Penalty 1333.069045 = -31415.291972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11958.960000 sec): 3 clusters Score: Raw -32953.245381 + Penalty 2666.138090 = -30287.107291 nChanged 15 SP:Iteration 1F (11958.960000 sec): 3 clusters Score: Raw -33020.504167 + Penalty 2666.138090 = -30354.366076 nChanged 3 SP:Iteration 2Q (11958.960000 sec): 3 clusters Score: Raw -33035.503869 + Penalty 2666.138090 = -30369.365778 nChanged 2 SP:Iteration 3Q (11958.970000 sec): 3 clusters Score: Raw -33042.424755 + Penalty 2666.138090 = -30376.286664 nChanged 3 SP:Iteration 4Q (11958.970000 sec): 3 clusters Score: Raw -33052.616530 + Penalty 2666.138090 = -30386.478440 nChanged 2 SP:Iteration 5Q (11958.970000 sec): 3 clusters Score: Raw -33065.718402 + Penalty 2666.138090 = -30399.580312 nChanged 0 SP:Iteration 6F (11958.970000 sec): 3 clusters Score: Raw -33065.718402 + Penalty 2666.138090 = -30399.580312 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 53 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11958.970000 sec): 2 clusters Score: Raw -78843.633717 + Penalty 1549.993860 = -77293.639857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11958.970000 sec): 3 clusters Score: Raw -78839.299986 + Penalty 3099.987720 = -75739.312266 nChanged 87 SP:Iteration 1F (11958.980000 sec): 3 clusters Score: Raw -78990.834682 + Penalty 3099.987720 = -75890.846961 nChanged 21 SP:Iteration 2Q (11958.980000 sec): 3 clusters Score: Raw -79039.837915 + Penalty 3099.987720 = -75939.850194 nChanged 13 SP:Iteration 3Q (11958.980000 sec): 3 clusters Score: Raw -79072.658121 + Penalty 3099.987720 = -75972.670401 nChanged 8 SP:Iteration 4Q (11958.990000 sec): 3 clusters Score: Raw -79090.255959 + Penalty 3099.987720 = -75990.268239 nChanged 8 SP:Iteration 5Q (11958.990000 sec): 3 clusters Score: Raw -79112.507659 + Penalty 3099.987720 = -76012.519939 nChanged 3 SP:Iteration 6Q (11958.990000 sec): 3 clusters Score: Raw -79118.084186 + Penalty 3099.987720 = -76018.096465 nChanged 1 SP:Iteration 7Q (11958.990000 sec): 3 clusters Score: Raw -79119.447375 + Penalty 3099.987720 = -76019.459655 nChanged 1 SP:Iteration 8Q (11958.990000 sec): 3 clusters Score: Raw -79122.492228 + Penalty 3099.987720 = -76022.504508 nChanged 3 SP:Iteration 9Q (11959.000000 sec): 3 clusters Score: Raw -79128.978163 + Penalty 3099.987720 = -76028.990443 nChanged 3 SP:Iteration 10Q (11959.000000 sec): 3 clusters Score: Raw -79140.936191 + Penalty 3099.987720 = -76040.948470 nChanged 5 SP:Iteration 11Q (11959.000000 sec): 3 clusters Score: Raw -79153.060193 + Penalty 3099.987720 = -76053.072473 nChanged 3 SP:Iteration 12Q (11959.010000 sec): 3 clusters Score: Raw -79160.464694 + Penalty 3099.987720 = -76060.476974 nChanged 4 SP:Iteration 13Q (11959.010000 sec): 3 clusters Score: Raw -79169.165890 + Penalty 3099.987720 = -76069.178170 nChanged 1 SP:Iteration 14Q (11959.010000 sec): 3 clusters Score: Raw -79175.106907 + Penalty 3099.987720 = -76075.119187 nChanged 0 SP:Iteration 15F (11959.010000 sec): 3 clusters Score: Raw -79175.106907 + Penalty 3099.987720 = -76075.119187 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 54 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11959.020000 sec): 2 clusters Score: Raw -12210.258305 + Penalty 1317.675083 = -10892.583222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11959.020000 sec): 3 clusters Score: Raw -12548.005807 + Penalty 2635.350166 = -9912.655642 nChanged 29 SP:Iteration 1F (11959.020000 sec): 3 clusters Score: Raw -12725.481321 + Penalty 2635.350166 = -10090.131155 nChanged 10 SP:Iteration 2Q (11959.020000 sec): 3 clusters Score: Raw -12783.540368 + Penalty 2635.350166 = -10148.190202 nChanged 5 SP:Iteration 3Q (11959.020000 sec): 3 clusters Score: Raw -12818.119293 + Penalty 2635.350166 = -10182.769127 nChanged 1 SP:Iteration 4Q (11959.020000 sec): 3 clusters Score: Raw -12819.817347 + Penalty 2635.350166 = -10184.467182 nChanged 0 SP:Iteration 5F (11959.020000 sec): 3 clusters Score: Raw -12819.817347 + Penalty 2635.350166 = -10184.467182 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 55 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11959.030000 sec): 2 clusters Score: Raw -40579.167008 + Penalty 1380.001061 = -39199.165947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11959.030000 sec): 3 clusters Score: Raw -40736.436969 + Penalty 2760.002122 = -37976.434847 nChanged 20 SP:Iteration 1F (11959.030000 sec): 3 clusters Score: Raw -40812.114289 + Penalty 2760.002122 = -38052.112167 nChanged 9 SP:Iteration 2Q (11959.030000 sec): 3 clusters Score: Raw -40845.351625 + Penalty 2760.002122 = -38085.349503 nChanged 2 SP:Iteration 3Q (11959.030000 sec): 3 clusters Score: Raw -40848.209366 + Penalty 2760.002122 = -38088.207244 nChanged 0 SP:Iteration 4F (11959.030000 sec): 3 clusters Score: Raw -40848.209366 + Penalty 2760.002122 = -38088.207244 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 56 (548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11959.040000 sec): 2 clusters Score: Raw -82393.720975 + Penalty 1563.956271 = -80829.764703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11959.040000 sec): 3 clusters Score: Raw -82398.395185 + Penalty 3127.912542 = -79270.482642 nChanged 110 SP:Iteration 1F (11959.050000 sec): 3 clusters Score: Raw -82610.225393 + Penalty 3127.912542 = -79482.312851 nChanged 32 SP:Iteration 2F (11959.050000 sec): 3 clusters Score: Raw -82676.410269 + Penalty 3127.912542 = -79548.497726 nChanged 9 SP:Iteration 3Q (11959.050000 sec): 3 clusters Score: Raw -82700.568026 + Penalty 3127.912542 = -79572.655484 nChanged 6 SP:Iteration 4Q (11959.050000 sec): 3 clusters Score: Raw -82721.825436 + Penalty 3127.912542 = -79593.912893 nChanged 10 SP:Iteration 5Q (11959.060000 sec): 3 clusters Score: Raw -82748.080534 + Penalty 3127.912542 = -79620.167992 nChanged 8 SP:Iteration 6Q (11959.060000 sec): 3 clusters Score: Raw -82764.690740 + Penalty 3127.912542 = -79636.778198 nChanged 2 SP:Iteration 7Q (11959.060000 sec): 3 clusters Score: Raw -82766.253431 + Penalty 3127.912542 = -79638.340889 nChanged 0 SP:Iteration 8F (11959.070000 sec): 3 clusters Score: Raw -82766.253431 + Penalty 3127.912542 = -79638.340889 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 57 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11959.070000 sec): 2 clusters Score: Raw -47369.713188 + Penalty 1428.988743 = -45940.724445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11959.070000 sec): 3 clusters Score: Raw -47463.618871 + Penalty 2857.977486 = -44605.641385 nChanged 43 SP:Iteration 1F (11959.070000 sec): 3 clusters Score: Raw -47568.576829 + Penalty 2857.977486 = -44710.599343 nChanged 8 SP:Iteration 2Q (11959.070000 sec): 3 clusters Score: Raw -47605.781916 + Penalty 2857.977486 = -44747.804430 nChanged 4 SP:Iteration 3Q (11959.070000 sec): 3 clusters Score: Raw -47622.831434 + Penalty 2857.977486 = -44764.853948 nChanged 3 SP:Iteration 4Q (11959.080000 sec): 3 clusters Score: Raw -47635.055254 + Penalty 2857.977486 = -44777.077768 nChanged 1 SP:Iteration 5Q (11959.080000 sec): 3 clusters Score: Raw -47640.565388 + Penalty 2857.977486 = -44782.587902 nChanged 1 SP:Iteration 6Q (11959.080000 sec): 3 clusters Score: Raw -47643.599660 + Penalty 2857.977486 = -44785.622174 nChanged 0 SP:Iteration 7F (11959.080000 sec): 3 clusters Score: Raw -47643.599660 + Penalty 2857.977486 = -44785.622174 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 58 (248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11959.090000 sec): 2 clusters Score: Raw -14047.218442 + Penalty 1367.330329 = -12679.888113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11959.090000 sec): 3 clusters Score: Raw -14367.553695 + Penalty 2734.660658 = -11632.893037 nChanged 44 SP:Iteration 1F (11959.090000 sec): 3 clusters Score: Raw -14666.130270 + Penalty 2734.660658 = -11931.469612 nChanged 17 SP:Iteration 2F (11959.090000 sec): 3 clusters Score: Raw -14867.070572 + Penalty 2734.660658 = -12132.409914 nChanged 8 SP:Iteration 3Q (11959.090000 sec): 3 clusters Score: Raw -14988.967122 + Penalty 2734.660658 = -12254.306464 nChanged 5 SP:Iteration 4Q (11959.090000 sec): 3 clusters Score: Raw -15054.409779 + Penalty 2734.660658 = -12319.749121 nChanged 2 SP:Iteration 5Q (11959.090000 sec): 3 clusters Score: Raw -15063.020817 + Penalty 2734.660658 = -12328.360159 nChanged 2 SP:Iteration 6Q (11959.090000 sec): 3 clusters Score: Raw -15090.259636 + Penalty 2734.660658 = -12355.598978 nChanged 1 SP:Iteration 7Q (11959.090000 sec): 3 clusters Score: Raw -15154.521454 + Penalty 2734.660658 = -12419.860795 nChanged 1 SP:Iteration 8Q (11959.100000 sec): 3 clusters Score: Raw -15160.074050 + Penalty 2734.660658 = -12425.413392 nChanged 1 SP:Iteration 9Q (11959.100000 sec): 3 clusters Score: Raw -15205.009910 + Penalty 2734.660658 = -12470.349252 nChanged 0 SP:Iteration 10F (11959.100000 sec): 3 clusters Score: Raw -15205.009910 + Penalty 2734.660658 = -12470.349252 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 59 (562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11959.110000 sec): 2 clusters Score: Raw -85698.723907 + Penalty 1570.212459 = -84128.511448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11959.110000 sec): 3 clusters Score: Raw -85700.058097 + Penalty 3140.424918 = -82559.633180 nChanged 95 SP:Iteration 1F (11959.110000 sec): 3 clusters Score: Raw -85875.097779 + Penalty 3140.424918 = -82734.672862 nChanged 23 SP:Iteration 2Q (11959.110000 sec): 3 clusters Score: Raw -85921.892591 + Penalty 3140.424918 = -82781.467674 nChanged 9 SP:Iteration 3Q (11959.120000 sec): 3 clusters Score: Raw -85933.522891 + Penalty 3140.424918 = -82793.097973 nChanged 1 SP:Iteration 4Q (11959.120000 sec): 3 clusters Score: Raw -85935.451167 + Penalty 3140.424918 = -82795.026249 nChanged 1 SP:Iteration 5Q (11959.120000 sec): 3 clusters Score: Raw -85936.963299 + Penalty 3140.424918 = -82796.538382 nChanged 0 SP:Iteration 6F (11959.130000 sec): 3 clusters Score: Raw -85936.963299 + Penalty 3140.424918 = -82796.538382 nChanged 0 Iteration 299Q (11985.140000 sec): 60 clusters Score: Raw -205032217.870509 + Penalty 206019.394829 = -204826198.475680 nChanged 5 Iteration 300F (12122.930000 sec): 60 clusters Score: Raw -205032283.512688 + Penalty 206019.394829 = -204826264.117859 nChanged 8 Iteration 301Q (12148.890000 sec): 60 clusters Score: Raw -205032416.150382 + Penalty 206019.394829 = -204826396.755553 nChanged 8 Iteration 302Q (12174.820000 sec): 60 clusters Score: Raw -205032483.032307 + Penalty 206019.394829 = -204826463.637478 nChanged 5 Iteration 303Q (12200.770000 sec): 60 clusters Score: Raw -205032516.919906 + Penalty 206019.394829 = -204826497.525077 nChanged 6 Iteration 304Q (12226.720000 sec): 60 clusters Score: Raw -205032543.617895 + Penalty 206019.394829 = -204826524.223066 nChanged 3 Iteration 305Q (12252.680000 sec): 60 clusters Score: Raw -205032545.350679 + Penalty 206019.394829 = -204826525.955850 nChanged 1 Iteration 306Q (12278.640000 sec): 60 clusters Score: Raw -205032545.356401 + Penalty 206019.394829 = -204826525.961572 nChanged 0 Iteration 307F (12402.480000 sec): 60 clusters Score: Raw -205032550.870904 + Penalty 206019.394829 = -204826531.476075 nChanged 3 Iteration 308Q (12428.410000 sec): 60 clusters Score: Raw -205032615.967550 + Penalty 206019.394829 = -204826596.572721 nChanged 6 Iteration 309Q (12454.370000 sec): 60 clusters Score: Raw -205032717.702533 + Penalty 206019.394829 = -204826698.307705 nChanged 2 Iteration 310Q (12480.340000 sec): 60 clusters Score: Raw -205032743.785791 + Penalty 206019.394829 = -204826724.390962 nChanged 1 Iteration 311Q (12504.710000 sec): 60 clusters Score: Raw -205032756.101810 + Penalty 206019.394829 = -204826736.706981 nChanged 0 Iteration 312F (12632.570000 sec): 60 clusters Score: Raw -205032824.586943 + Penalty 206019.394829 = -204826805.192114 nChanged 6 Iteration 313Q (12655.850000 sec): 60 clusters Score: Raw -205032972.143233 + Penalty 206019.394829 = -204826952.748404 nChanged 5 Iteration 314Q (12679.240000 sec): 60 clusters Score: Raw -205033034.995519 + Penalty 206019.394829 = -204827015.600690 nChanged 1 Iteration 315Q (12702.870000 sec): 60 clusters Score: Raw -205033046.427748 + Penalty 206019.394829 = -204827027.032919 nChanged 0 Iteration 316F (12818.130000 sec): 60 clusters Score: Raw -205033069.061253 + Penalty 206019.394829 = -204827049.666424 nChanged 2 Iteration 317Q (12840.880000 sec): 60 clusters Score: Raw -205033106.503776 + Penalty 206019.394829 = -204827087.108947 nChanged 6 Iteration 318Q (12863.690000 sec): 60 clusters Score: Raw -205033184.146848 + Penalty 206019.394829 = -204827164.752019 nChanged 1 Iteration 319Q (12886.570000 sec): 60 clusters Score: Raw -205033201.434791 + Penalty 206019.394829 = -204827182.039962 nChanged 2 Iteration 320F (13005.150000 sec): 60 clusters Score: Raw -205033240.959238 + Penalty 206019.394829 = -204827221.564409 nChanged 4 Iteration 321Q (13028.870000 sec): 60 clusters Score: Raw -205033273.351415 + Penalty 206019.394829 = -204827253.956586 nChanged 2 Iteration 322Q (13052.570000 sec): 60 clusters Score: Raw -205033275.405290 + Penalty 206019.394829 = -204827256.010461 nChanged 1 Iteration 323Q (13076.270000 sec): 60 clusters Score: Raw -205033276.236593 + Penalty 206019.394829 = -204827256.841764 nChanged 0 Iteration 324F (13191.570000 sec): 60 clusters Score: Raw -205033276.236593 + Penalty 206019.394829 = -204827256.841764 nChanged 0 Compute initial score before splitting: Score: Raw -205033276.236593 + Penalty 206019.394829 = -204827256.841764 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 1 (34124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13191.750000 sec): 2 clusters Score: Raw -5538737.132764 + Penalty 2588.563545 = -5536148.569219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13191.900000 sec): 3 clusters Score: Raw -5517996.741281 + Penalty 5177.127089 = -5512819.614192 nChanged 15509 SP:Iteration 1F (13192.040000 sec): 3 clusters Score: Raw -5526573.095745 + Penalty 5177.127089 = -5521395.968656 nChanged 1679 SP:Iteration 2Q (13192.180000 sec): 3 clusters Score: Raw -5527182.334702 + Penalty 5177.127089 = -5522005.207613 nChanged 1615 SP:Iteration 3Q (13192.330000 sec): 3 clusters Score: Raw -5527814.574911 + Penalty 5177.127089 = -5522637.447822 nChanged 1550 SP:Iteration 4Q (13192.470000 sec): 3 clusters Score: Raw -5528472.446100 + Penalty 5177.127089 = -5523295.319011 nChanged 1584 SP:Iteration 5Q (13192.610000 sec): 3 clusters Score: Raw -5529200.419455 + Penalty 5177.127089 = -5524023.292366 nChanged 1617 SP:Iteration 6Q (13192.750000 sec): 3 clusters Score: Raw -5530031.203078 + Penalty 5177.127089 = -5524854.075989 nChanged 1755 SP:Iteration 7F (13192.890000 sec): 3 clusters Score: Raw -5531039.139938 + Penalty 5177.127089 = -5525862.012849 nChanged 1791 SP:Iteration 8F (13193.030000 sec): 3 clusters Score: Raw -5532102.080924 + Penalty 5177.127089 = -5526924.953835 nChanged 1772 SP:Iteration 9F (13193.170000 sec): 3 clusters Score: Raw -5533073.195791 + Penalty 5177.127089 = -5527896.068702 nChanged 1515 SP:Iteration 10Q (13193.310000 sec): 3 clusters Score: Raw -5533805.919305 + Penalty 5177.127089 = -5528628.792216 nChanged 1334 SP:Iteration 11Q (13193.450000 sec): 3 clusters Score: Raw -5534393.593563 + Penalty 5177.127089 = -5529216.466474 nChanged 1155 SP:Iteration 12Q (13193.590000 sec): 3 clusters Score: Raw -5534862.712796 + Penalty 5177.127089 = -5529685.585707 nChanged 1131 SP:Iteration 13Q (13193.730000 sec): 3 clusters Score: Raw -5535337.562417 + Penalty 5177.127089 = -5530160.435328 nChanged 1062 SP:Iteration 14Q (13193.860000 sec): 3 clusters Score: Raw -5535782.043521 + Penalty 5177.127089 = -5530604.916432 nChanged 1009 SP:Iteration 15Q (13193.990000 sec): 3 clusters Score: Raw -5536195.371872 + Penalty 5177.127089 = -5531018.244783 nChanged 988 SP:Iteration 16Q (13194.120000 sec): 3 clusters Score: Raw -5536616.181692 + Penalty 5177.127089 = -5531439.054603 nChanged 989 SP:Iteration 17Q (13194.250000 sec): 3 clusters Score: Raw -5537056.334932 + Penalty 5177.127089 = -5531879.207843 nChanged 952 SP:Iteration 18Q (13194.380000 sec): 3 clusters Score: Raw -5537478.393497 + Penalty 5177.127089 = -5532301.266408 nChanged 850 SP:Iteration 19Q (13194.510000 sec): 3 clusters Score: Raw -5537848.709698 + Penalty 5177.127089 = -5532671.582608 nChanged 709 SP:Iteration 20F (13194.650000 sec): 3 clusters Score: Raw -5538136.591788 + Penalty 5177.127089 = -5532959.464699 nChanged 575 SP:Iteration 21Q (13194.770000 sec): 3 clusters Score: Raw -5538367.235018 + Penalty 5177.127089 = -5533190.107929 nChanged 512 SP:Iteration 22Q (13194.880000 sec): 3 clusters Score: Raw -5538577.413836 + Penalty 5177.127089 = -5533400.286747 nChanged 437 SP:Iteration 23Q (13195.000000 sec): 3 clusters Score: Raw -5538753.674975 + Penalty 5177.127089 = -5533576.547886 nChanged 364 SP:Iteration 24Q (13195.110000 sec): 3 clusters Score: Raw -5538912.916024 + Penalty 5177.127089 = -5533735.788935 nChanged 308 SP:Iteration 25Q (13195.230000 sec): 3 clusters Score: Raw -5539043.373625 + Penalty 5177.127089 = -5533866.246536 nChanged 242 SP:Iteration 26Q (13195.340000 sec): 3 clusters Score: Raw -5539135.102184 + Penalty 5177.127089 = -5533957.975095 nChanged 186 SP:Iteration 27Q (13195.450000 sec): 3 clusters Score: Raw -5539204.156138 + Penalty 5177.127089 = -5534027.029049 nChanged 161 SP:Iteration 28Q (13195.570000 sec): 3 clusters Score: Raw -5539266.285946 + Penalty 5177.127089 = -5534089.158857 nChanged 114 SP:Iteration 29Q (13195.670000 sec): 3 clusters Score: Raw -5539307.157237 + Penalty 5177.127089 = -5534130.030148 nChanged 100 SP:Iteration 30Q (13195.780000 sec): 3 clusters Score: Raw -5539346.653920 + Penalty 5177.127089 = -5534169.526831 nChanged 87 SP:Iteration 31Q (13195.890000 sec): 3 clusters Score: Raw -5539380.702563 + Penalty 5177.127089 = -5534203.575474 nChanged 66 SP:Iteration 32Q (13196.000000 sec): 3 clusters Score: Raw -5539406.529274 + Penalty 5177.127089 = -5534229.402185 nChanged 56 SP:Iteration 33Q (13196.100000 sec): 3 clusters Score: Raw -5539425.210337 + Penalty 5177.127089 = -5534248.083248 nChanged 58 SP:Iteration 34Q (13196.210000 sec): 3 clusters Score: Raw -5539448.018091 + Penalty 5177.127089 = -5534270.891002 nChanged 48 SP:Iteration 35Q (13196.320000 sec): 3 clusters Score: Raw -5539466.476359 + Penalty 5177.127089 = -5534289.349270 nChanged 42 SP:Iteration 36Q (13196.430000 sec): 3 clusters Score: Raw -5539483.702246 + Penalty 5177.127089 = -5534306.575157 nChanged 40 SP:Iteration 37Q (13196.540000 sec): 3 clusters Score: Raw -5539496.235439 + Penalty 5177.127089 = -5534319.108350 nChanged 23 SP:Iteration 38Q (13196.640000 sec): 3 clusters Score: Raw -5539506.631684 + Penalty 5177.127089 = -5534329.504595 nChanged 26 SP:Iteration 39Q (13196.750000 sec): 3 clusters Score: Raw -5539516.458423 + Penalty 5177.127089 = -5534339.331334 nChanged 14 SP:Iteration 40F (13196.890000 sec): 3 clusters Score: Raw -5539521.842302 + Penalty 5177.127089 = -5534344.715213 nChanged 21 SP:Iteration 41Q (13197.000000 sec): 3 clusters Score: Raw -5539529.818910 + Penalty 5177.127089 = -5534352.691821 nChanged 14 SP:Iteration 42Q (13197.120000 sec): 3 clusters Score: Raw -5539535.519704 + Penalty 5177.127089 = -5534358.392615 nChanged 9 SP:Iteration 43Q (13197.230000 sec): 3 clusters Score: Raw -5539538.760332 + Penalty 5177.127089 = -5534361.633243 nChanged 10 SP:Iteration 44Q (13197.340000 sec): 3 clusters Score: Raw -5539541.112575 + Penalty 5177.127089 = -5534363.985486 nChanged 7 SP:Iteration 45Q (13197.440000 sec): 3 clusters Score: Raw -5539543.406050 + Penalty 5177.127089 = -5534366.278961 nChanged 5 SP:Iteration 46Q (13197.550000 sec): 3 clusters Score: Raw -5539544.368293 + Penalty 5177.127089 = -5534367.241203 nChanged 1 SP:Iteration 47Q (13197.660000 sec): 3 clusters Score: Raw -5539544.607413 + Penalty 5177.127089 = -5534367.480324 nChanged 2 SP:Iteration 48Q (13197.770000 sec): 3 clusters Score: Raw -5539544.845296 + Penalty 5177.127089 = -5534367.718207 nChanged 0 SP:Iteration 49F (13197.910000 sec): 3 clusters Score: Raw -5539544.845296 + Penalty 5177.127089 = -5534367.718207 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 2 (14366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13197.970000 sec): 2 clusters Score: Raw -2339969.821600 + Penalty 2374.009656 = -2337595.811944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13198.030000 sec): 3 clusters Score: Raw -2331892.067915 + Penalty 4748.019313 = -2327144.048602 nChanged 6117 SP:Iteration 1F (13198.090000 sec): 3 clusters Score: Raw -2335200.486404 + Penalty 4748.019313 = -2330452.467091 nChanged 871 SP:Iteration 2F (13198.150000 sec): 3 clusters Score: Raw -2335614.359324 + Penalty 4748.019313 = -2330866.340011 nChanged 763 SP:Iteration 3F (13198.210000 sec): 3 clusters Score: Raw -2336066.808869 + Penalty 4748.019313 = -2331318.789556 nChanged 811 SP:Iteration 4F (13198.270000 sec): 3 clusters Score: Raw -2336632.206923 + Penalty 4748.019313 = -2331884.187610 nChanged 863 SP:Iteration 5F (13198.330000 sec): 3 clusters Score: Raw -2337276.977805 + Penalty 4748.019313 = -2332528.958492 nChanged 820 SP:Iteration 6F (13198.390000 sec): 3 clusters Score: Raw -2337817.297682 + Penalty 4748.019313 = -2333069.278369 nChanged 713 SP:Iteration 7Q (13198.440000 sec): 3 clusters Score: Raw -2338206.507177 + Penalty 4748.019313 = -2333458.487864 nChanged 606 SP:Iteration 8Q (13198.500000 sec): 3 clusters Score: Raw -2338476.971560 + Penalty 4748.019313 = -2333728.952247 nChanged 499 SP:Iteration 9Q (13198.560000 sec): 3 clusters Score: Raw -2338702.720210 + Penalty 4748.019313 = -2333954.700897 nChanged 438 SP:Iteration 10Q (13198.620000 sec): 3 clusters Score: Raw -2338876.925828 + Penalty 4748.019313 = -2334128.906516 nChanged 378 SP:Iteration 11Q (13198.680000 sec): 3 clusters Score: Raw -2339027.553789 + Penalty 4748.019313 = -2334279.534476 nChanged 336 SP:Iteration 12Q (13198.740000 sec): 3 clusters Score: Raw -2339147.473051 + Penalty 4748.019313 = -2334399.453738 nChanged 279 SP:Iteration 13Q (13198.790000 sec): 3 clusters Score: Raw -2339248.031056 + Penalty 4748.019313 = -2334500.011743 nChanged 271 SP:Iteration 14Q (13198.850000 sec): 3 clusters Score: Raw -2339355.528693 + Penalty 4748.019313 = -2334607.509380 nChanged 254 SP:Iteration 15Q (13198.910000 sec): 3 clusters Score: Raw -2339451.681398 + Penalty 4748.019313 = -2334703.662085 nChanged 240 SP:Iteration 16Q (13198.960000 sec): 3 clusters Score: Raw -2339552.899432 + Penalty 4748.019313 = -2334804.880119 nChanged 260 SP:Iteration 17Q (13199.020000 sec): 3 clusters Score: Raw -2339667.749618 + Penalty 4748.019313 = -2334919.730305 nChanged 253 SP:Iteration 18Q (13199.080000 sec): 3 clusters Score: Raw -2339781.365274 + Penalty 4748.019313 = -2335033.345961 nChanged 246 SP:Iteration 19Q (13199.130000 sec): 3 clusters Score: Raw -2339892.007125 + Penalty 4748.019313 = -2335143.987812 nChanged 233 SP:Iteration 20F (13199.190000 sec): 3 clusters Score: Raw -2340001.682476 + Penalty 4748.019313 = -2335253.663163 nChanged 225 SP:Iteration 21Q (13199.250000 sec): 3 clusters Score: Raw -2340096.653897 + Penalty 4748.019313 = -2335348.634584 nChanged 221 SP:Iteration 22Q (13199.300000 sec): 3 clusters Score: Raw -2340198.140918 + Penalty 4748.019313 = -2335450.121605 nChanged 222 SP:Iteration 23Q (13199.360000 sec): 3 clusters Score: Raw -2340320.958713 + Penalty 4748.019313 = -2335572.939400 nChanged 213 SP:Iteration 24Q (13199.410000 sec): 3 clusters Score: Raw -2340453.374845 + Penalty 4748.019313 = -2335705.355532 nChanged 218 SP:Iteration 25Q (13199.460000 sec): 3 clusters Score: Raw -2340607.446996 + Penalty 4748.019313 = -2335859.427683 nChanged 198 SP:Iteration 26Q (13199.520000 sec): 3 clusters Score: Raw -2340746.954771 + Penalty 4748.019313 = -2335998.935458 nChanged 185 SP:Iteration 27Q (13199.570000 sec): 3 clusters Score: Raw -2340863.329463 + Penalty 4748.019313 = -2336115.310150 nChanged 145 SP:Iteration 28Q (13199.620000 sec): 3 clusters Score: Raw -2340953.019573 + Penalty 4748.019313 = -2336205.000260 nChanged 134 SP:Iteration 29Q (13199.670000 sec): 3 clusters Score: Raw -2341029.206295 + Penalty 4748.019313 = -2336281.186982 nChanged 98 SP:Iteration 30Q (13199.720000 sec): 3 clusters Score: Raw -2341070.817973 + Penalty 4748.019313 = -2336322.798661 nChanged 68 SP:Iteration 31Q (13199.760000 sec): 3 clusters Score: Raw -2341091.382199 + Penalty 4748.019313 = -2336343.362886 nChanged 42 SP:Iteration 32Q (13199.810000 sec): 3 clusters Score: Raw -2341106.121468 + Penalty 4748.019313 = -2336358.102155 nChanged 34 SP:Iteration 33Q (13199.860000 sec): 3 clusters Score: Raw -2341116.690659 + Penalty 4748.019313 = -2336368.671346 nChanged 26 SP:Iteration 34Q (13199.900000 sec): 3 clusters Score: Raw -2341123.904833 + Penalty 4748.019313 = -2336375.885520 nChanged 17 SP:Iteration 35Q (13199.950000 sec): 3 clusters Score: Raw -2341127.292299 + Penalty 4748.019313 = -2336379.272986 nChanged 6 SP:Iteration 36Q (13200.000000 sec): 3 clusters Score: Raw -2341128.720744 + Penalty 4748.019313 = -2336380.701431 nChanged 10 SP:Iteration 37Q (13200.040000 sec): 3 clusters Score: Raw -2341130.898543 + Penalty 4748.019313 = -2336382.879230 nChanged 8 SP:Iteration 38Q (13200.090000 sec): 3 clusters Score: Raw -2341132.485487 + Penalty 4748.019313 = -2336384.466174 nChanged 4 SP:Iteration 39Q (13200.140000 sec): 3 clusters Score: Raw -2341133.265181 + Penalty 4748.019313 = -2336385.245868 nChanged 3 SP:Iteration 40F (13200.200000 sec): 3 clusters Score: Raw -2341133.967159 + Penalty 4748.019313 = -2336385.947846 nChanged 4 SP:Iteration 41Q (13200.240000 sec): 3 clusters Score: Raw -2341135.235973 + Penalty 4748.019313 = -2336387.216660 nChanged 6 SP:Iteration 42Q (13200.290000 sec): 3 clusters Score: Raw -2341136.355494 + Penalty 4748.019313 = -2336388.336181 nChanged 3 SP:Iteration 43Q (13200.340000 sec): 3 clusters Score: Raw -2341136.932462 + Penalty 4748.019313 = -2336388.913149 nChanged 1 SP:Iteration 44Q (13200.380000 sec): 3 clusters Score: Raw -2341137.217082 + Penalty 4748.019313 = -2336389.197769 nChanged 4 SP:Iteration 45Q (13200.430000 sec): 3 clusters Score: Raw -2341137.567865 + Penalty 4748.019313 = -2336389.548552 nChanged 0 SP:Iteration 46F (13200.490000 sec): 3 clusters Score: Raw -2341137.567865 + Penalty 4748.019313 = -2336389.548552 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 3 (1599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13200.500000 sec): 2 clusters Score: Raw -229775.128217 + Penalty 1829.529161 = -227945.599056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13200.510000 sec): 3 clusters Score: Raw -229242.198767 + Penalty 3659.058322 = -225583.140445 nChanged 488 SP:Iteration 1F (13200.520000 sec): 3 clusters Score: Raw -229669.030453 + Penalty 3659.058322 = -226009.972132 nChanged 118 SP:Iteration 2F (13200.520000 sec): 3 clusters Score: Raw -229810.706947 + Penalty 3659.058322 = -226151.648626 nChanged 69 SP:Iteration 3Q (13200.530000 sec): 3 clusters Score: Raw -229874.828136 + Penalty 3659.058322 = -226215.769815 nChanged 38 SP:Iteration 4Q (13200.540000 sec): 3 clusters Score: Raw -229906.892022 + Penalty 3659.058322 = -226247.833701 nChanged 22 SP:Iteration 5Q (13200.540000 sec): 3 clusters Score: Raw -229934.553009 + Penalty 3659.058322 = -226275.494687 nChanged 20 SP:Iteration 6Q (13200.550000 sec): 3 clusters Score: Raw -229951.235948 + Penalty 3659.058322 = -226292.177627 nChanged 18 SP:Iteration 7Q (13200.560000 sec): 3 clusters Score: Raw -229968.758393 + Penalty 3659.058322 = -226309.700072 nChanged 17 SP:Iteration 8Q (13200.560000 sec): 3 clusters Score: Raw -229984.861348 + Penalty 3659.058322 = -226325.803026 nChanged 14 SP:Iteration 9Q (13200.570000 sec): 3 clusters Score: Raw -229997.572900 + Penalty 3659.058322 = -226338.514579 nChanged 11 SP:Iteration 10Q (13200.580000 sec): 3 clusters Score: Raw -230005.398822 + Penalty 3659.058322 = -226346.340501 nChanged 9 SP:Iteration 11Q (13200.580000 sec): 3 clusters Score: Raw -230013.813022 + Penalty 3659.058322 = -226354.754701 nChanged 6 SP:Iteration 12Q (13200.590000 sec): 3 clusters Score: Raw -230017.665069 + Penalty 3659.058322 = -226358.606747 nChanged 4 SP:Iteration 13Q (13200.600000 sec): 3 clusters Score: Raw -230020.132469 + Penalty 3659.058322 = -226361.074147 nChanged 2 SP:Iteration 14Q (13200.600000 sec): 3 clusters Score: Raw -230021.872492 + Penalty 3659.058322 = -226362.814170 nChanged 6 SP:Iteration 15Q (13200.610000 sec): 3 clusters Score: Raw -230027.771783 + Penalty 3659.058322 = -226368.713461 nChanged 2 SP:Iteration 16Q (13200.610000 sec): 3 clusters Score: Raw -230029.719453 + Penalty 3659.058322 = -226370.661132 nChanged 4 SP:Iteration 17Q (13200.620000 sec): 3 clusters Score: Raw -230033.646522 + Penalty 3659.058322 = -226374.588200 nChanged 11 SP:Iteration 18Q (13200.630000 sec): 3 clusters Score: Raw -230043.453151 + Penalty 3659.058322 = -226384.394830 nChanged 6 SP:Iteration 19Q (13200.630000 sec): 3 clusters Score: Raw -230047.825132 + Penalty 3659.058322 = -226388.766811 nChanged 7 SP:Iteration 20F (13200.640000 sec): 3 clusters Score: Raw -230061.408231 + Penalty 3659.058322 = -226402.349910 nChanged 11 SP:Iteration 21Q (13200.640000 sec): 3 clusters Score: Raw -230079.179181 + Penalty 3659.058322 = -226420.120859 nChanged 12 SP:Iteration 22Q (13200.650000 sec): 3 clusters Score: Raw -230091.599777 + Penalty 3659.058322 = -226432.541455 nChanged 11 SP:Iteration 23Q (13200.660000 sec): 3 clusters Score: Raw -230100.053350 + Penalty 3659.058322 = -226440.995029 nChanged 7 SP:Iteration 24Q (13200.660000 sec): 3 clusters Score: Raw -230104.063973 + Penalty 3659.058322 = -226445.005651 nChanged 4 SP:Iteration 25Q (13200.670000 sec): 3 clusters Score: Raw -230106.158008 + Penalty 3659.058322 = -226447.099686 nChanged 2 SP:Iteration 26Q (13200.680000 sec): 3 clusters Score: Raw -230107.424922 + Penalty 3659.058322 = -226448.366601 nChanged 1 SP:Iteration 27Q (13200.680000 sec): 3 clusters Score: Raw -230107.987651 + Penalty 3659.058322 = -226448.929329 nChanged 0 SP:Iteration 28F (13200.690000 sec): 3 clusters Score: Raw -230107.987651 + Penalty 3659.058322 = -226448.929329 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 4 (496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13200.700000 sec): 2 clusters Score: Raw -73295.465864 + Penalty 1539.230830 = -71756.235034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13200.700000 sec): 3 clusters Score: Raw -73324.925444 + Penalty 3078.461660 = -70246.463784 nChanged 83 SP:Iteration 1F (13200.700000 sec): 3 clusters Score: Raw -73478.750522 + Penalty 3078.461660 = -70400.288863 nChanged 17 SP:Iteration 2Q (13200.700000 sec): 3 clusters Score: Raw -73530.995936 + Penalty 3078.461660 = -70452.534276 nChanged 17 SP:Iteration 3Q (13200.700000 sec): 3 clusters Score: Raw -73618.819533 + Penalty 3078.461660 = -70540.357873 nChanged 18 SP:Iteration 4Q (13200.710000 sec): 3 clusters Score: Raw -73696.014127 + Penalty 3078.461660 = -70617.552468 nChanged 9 SP:Iteration 5Q (13200.710000 sec): 3 clusters Score: Raw -73716.600871 + Penalty 3078.461660 = -70638.139212 nChanged 6 SP:Iteration 6Q (13200.710000 sec): 3 clusters Score: Raw -73728.398250 + Penalty 3078.461660 = -70649.936590 nChanged 5 SP:Iteration 7Q (13200.710000 sec): 3 clusters Score: Raw -73743.914897 + Penalty 3078.461660 = -70665.453238 nChanged 4 SP:Iteration 8Q (13200.720000 sec): 3 clusters Score: Raw -73752.975830 + Penalty 3078.461660 = -70674.514170 nChanged 5 SP:Iteration 9Q (13200.720000 sec): 3 clusters Score: Raw -73767.208866 + Penalty 3078.461660 = -70688.747207 nChanged 5 SP:Iteration 10Q (13200.720000 sec): 3 clusters Score: Raw -73774.621314 + Penalty 3078.461660 = -70696.159655 nChanged 1 SP:Iteration 11Q (13200.720000 sec): 3 clusters Score: Raw -73775.318599 + Penalty 3078.461660 = -70696.856939 nChanged 1 SP:Iteration 12Q (13200.720000 sec): 3 clusters Score: Raw -73779.738674 + Penalty 3078.461660 = -70701.277014 nChanged 0 SP:Iteration 13F (13200.720000 sec): 3 clusters Score: Raw -73779.738674 + Penalty 3078.461660 = -70701.277014 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 5 (329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13200.730000 sec): 2 clusters Score: Raw -41804.758160 + Penalty 1437.422322 = -40367.335837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13200.730000 sec): 3 clusters Score: Raw -42149.617599 + Penalty 2874.844644 = -39274.772955 nChanged 74 SP:Iteration 1F (13200.730000 sec): 3 clusters Score: Raw -42555.499939 + Penalty 2874.844644 = -39680.655295 nChanged 33 SP:Iteration 2F (13200.730000 sec): 3 clusters Score: Raw -42756.640238 + Penalty 2874.844644 = -39881.795594 nChanged 27 SP:Iteration 3F (13200.740000 sec): 3 clusters Score: Raw -42969.493669 + Penalty 2874.844644 = -40094.649025 nChanged 12 SP:Iteration 4Q (13200.740000 sec): 3 clusters Score: Raw -43131.467519 + Penalty 2874.844644 = -40256.622875 nChanged 6 SP:Iteration 5Q (13200.740000 sec): 3 clusters Score: Raw -43170.807853 + Penalty 2874.844644 = -40295.963209 nChanged 2 SP:Iteration 6Q (13200.740000 sec): 3 clusters Score: Raw -43192.767564 + Penalty 2874.844644 = -40317.922920 nChanged 2 SP:Iteration 7Q (13200.740000 sec): 3 clusters Score: Raw -43200.148648 + Penalty 2874.844644 = -40325.304004 nChanged 1 SP:Iteration 8Q (13200.740000 sec): 3 clusters Score: Raw -43202.289070 + Penalty 2874.844644 = -40327.444426 nChanged 0 SP:Iteration 9F (13200.740000 sec): 3 clusters Score: Raw -43202.289070 + Penalty 2874.844644 = -40327.444426 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 6 (13167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13200.790000 sec): 2 clusters Score: Raw -2119472.526010 + Penalty 2352.396307 = -2117120.129703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13200.840000 sec): 3 clusters Score: Raw -2112139.659943 + Penalty 4704.792613 = -2107434.867330 nChanged 5609 SP:Iteration 1F (13200.900000 sec): 3 clusters Score: Raw -2115199.800957 + Penalty 4704.792613 = -2110495.008343 nChanged 892 SP:Iteration 2F (13200.950000 sec): 3 clusters Score: Raw -2115785.476878 + Penalty 4704.792613 = -2111080.684265 nChanged 883 SP:Iteration 3F (13201.000000 sec): 3 clusters Score: Raw -2116476.893525 + Penalty 4704.792613 = -2111772.100912 nChanged 941 SP:Iteration 4F (13201.060000 sec): 3 clusters Score: Raw -2117292.143381 + Penalty 4704.792613 = -2112587.350767 nChanged 1030 SP:Iteration 5F (13201.110000 sec): 3 clusters Score: Raw -2118284.292671 + Penalty 4704.792613 = -2113579.500058 nChanged 1058 SP:Iteration 6F (13201.160000 sec): 3 clusters Score: Raw -2119279.962150 + Penalty 4704.792613 = -2114575.169537 nChanged 857 SP:Iteration 7F (13201.220000 sec): 3 clusters Score: Raw -2120084.366039 + Penalty 4704.792613 = -2115379.573426 nChanged 656 SP:Iteration 8Q (13201.270000 sec): 3 clusters Score: Raw -2120665.801393 + Penalty 4704.792613 = -2115961.008779 nChanged 414 SP:Iteration 9Q (13201.320000 sec): 3 clusters Score: Raw -2121033.248654 + Penalty 4704.792613 = -2116328.456041 nChanged 289 SP:Iteration 10Q (13201.370000 sec): 3 clusters Score: Raw -2121241.048624 + Penalty 4704.792613 = -2116536.256011 nChanged 189 SP:Iteration 11Q (13201.420000 sec): 3 clusters Score: Raw -2121380.801507 + Penalty 4704.792613 = -2116676.008894 nChanged 138 SP:Iteration 12Q (13201.470000 sec): 3 clusters Score: Raw -2121454.266977 + Penalty 4704.792613 = -2116749.474364 nChanged 98 SP:Iteration 13Q (13201.510000 sec): 3 clusters Score: Raw -2121510.351285 + Penalty 4704.792613 = -2116805.558672 nChanged 96 SP:Iteration 14Q (13201.560000 sec): 3 clusters Score: Raw -2121556.993418 + Penalty 4704.792613 = -2116852.200805 nChanged 59 SP:Iteration 15Q (13201.600000 sec): 3 clusters Score: Raw -2121578.927010 + Penalty 4704.792613 = -2116874.134397 nChanged 46 SP:Iteration 16Q (13201.650000 sec): 3 clusters Score: Raw -2121596.445267 + Penalty 4704.792613 = -2116891.652654 nChanged 39 SP:Iteration 17Q (13201.690000 sec): 3 clusters Score: Raw -2121611.768803 + Penalty 4704.792613 = -2116906.976190 nChanged 30 SP:Iteration 18Q (13201.740000 sec): 3 clusters Score: Raw -2121618.842153 + Penalty 4704.792613 = -2116914.049540 nChanged 20 SP:Iteration 19Q (13201.780000 sec): 3 clusters Score: Raw -2121623.918185 + Penalty 4704.792613 = -2116919.125572 nChanged 17 SP:Iteration 20F (13201.840000 sec): 3 clusters Score: Raw -2121628.019196 + Penalty 4704.792613 = -2116923.226582 nChanged 25 SP:Iteration 21Q (13201.880000 sec): 3 clusters Score: Raw -2121634.997848 + Penalty 4704.792613 = -2116930.205235 nChanged 23 SP:Iteration 22Q (13201.920000 sec): 3 clusters Score: Raw -2121642.908208 + Penalty 4704.792613 = -2116938.115594 nChanged 23 SP:Iteration 23Q (13201.970000 sec): 3 clusters Score: Raw -2121649.079037 + Penalty 4704.792613 = -2116944.286424 nChanged 9 SP:Iteration 24Q (13202.010000 sec): 3 clusters Score: Raw -2121651.001854 + Penalty 4704.792613 = -2116946.209241 nChanged 7 SP:Iteration 25Q (13202.060000 sec): 3 clusters Score: Raw -2121652.478686 + Penalty 4704.792613 = -2116947.686073 nChanged 6 SP:Iteration 26Q (13202.100000 sec): 3 clusters Score: Raw -2121655.281167 + Penalty 4704.792613 = -2116950.488554 nChanged 12 SP:Iteration 27Q (13202.140000 sec): 3 clusters Score: Raw -2121659.917241 + Penalty 4704.792613 = -2116955.124628 nChanged 14 SP:Iteration 28Q (13202.180000 sec): 3 clusters Score: Raw -2121662.636715 + Penalty 4704.792613 = -2116957.844102 nChanged 10 SP:Iteration 29Q (13202.230000 sec): 3 clusters Score: Raw -2121665.229117 + Penalty 4704.792613 = -2116960.436504 nChanged 8 SP:Iteration 30Q (13202.270000 sec): 3 clusters Score: Raw -2121667.026870 + Penalty 4704.792613 = -2116962.234257 nChanged 5 SP:Iteration 31Q (13202.320000 sec): 3 clusters Score: Raw -2121667.813896 + Penalty 4704.792613 = -2116963.021283 nChanged 1 SP:Iteration 32Q (13202.360000 sec): 3 clusters Score: Raw -2121667.880924 + Penalty 4704.792613 = -2116963.088311 nChanged 1 SP:Iteration 33Q (13202.400000 sec): 3 clusters Score: Raw -2121668.045169 + Penalty 4704.792613 = -2116963.252555 nChanged 1 SP:Iteration 34Q (13202.440000 sec): 3 clusters Score: Raw -2121668.415869 + Penalty 4704.792613 = -2116963.623256 nChanged 2 SP:Iteration 35Q (13202.490000 sec): 3 clusters Score: Raw -2121668.700312 + Penalty 4704.792613 = -2116963.907698 nChanged 3 SP:Iteration 36Q (13202.530000 sec): 3 clusters Score: Raw -2121669.145410 + Penalty 4704.792613 = -2116964.352796 nChanged 0 SP:Iteration 37F (13202.580000 sec): 3 clusters Score: Raw -2121669.145410 + Penalty 4704.792613 = -2116964.352796 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 7 (15764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13202.640000 sec): 2 clusters Score: Raw -2436355.869954 + Penalty 2397.040066 = -2433958.829888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13202.710000 sec): 3 clusters Score: Raw -2427455.306384 + Penalty 4794.080133 = -2422661.226251 nChanged 6864 SP:Iteration 1F (13202.770000 sec): 3 clusters Score: Raw -2431221.124285 + Penalty 4794.080133 = -2426427.044152 nChanged 982 SP:Iteration 2F (13202.840000 sec): 3 clusters Score: Raw -2431719.150128 + Penalty 4794.080133 = -2426925.069995 nChanged 893 SP:Iteration 3F (13202.900000 sec): 3 clusters Score: Raw -2432166.624080 + Penalty 4794.080133 = -2427372.543948 nChanged 786 SP:Iteration 4Q (13202.960000 sec): 3 clusters Score: Raw -2432556.371650 + Penalty 4794.080133 = -2427762.291517 nChanged 734 SP:Iteration 5Q (13203.030000 sec): 3 clusters Score: Raw -2432920.685055 + Penalty 4794.080133 = -2428126.604923 nChanged 706 SP:Iteration 6Q (13203.090000 sec): 3 clusters Score: Raw -2433318.156521 + Penalty 4794.080133 = -2428524.076388 nChanged 695 SP:Iteration 7Q (13203.160000 sec): 3 clusters Score: Raw -2433685.751156 + Penalty 4794.080133 = -2428891.671023 nChanged 679 SP:Iteration 8Q (13203.220000 sec): 3 clusters Score: Raw -2434040.921018 + Penalty 4794.080133 = -2429246.840886 nChanged 652 SP:Iteration 9Q (13203.280000 sec): 3 clusters Score: Raw -2434408.857285 + Penalty 4794.080133 = -2429614.777152 nChanged 673 SP:Iteration 10Q (13203.350000 sec): 3 clusters Score: Raw -2434819.836813 + Penalty 4794.080133 = -2430025.756680 nChanged 664 SP:Iteration 11Q (13203.410000 sec): 3 clusters Score: Raw -2435260.760499 + Penalty 4794.080133 = -2430466.680367 nChanged 638 SP:Iteration 12Q (13203.480000 sec): 3 clusters Score: Raw -2435698.849497 + Penalty 4794.080133 = -2430904.769364 nChanged 566 SP:Iteration 13Q (13203.540000 sec): 3 clusters Score: Raw -2436114.870936 + Penalty 4794.080133 = -2431320.790804 nChanged 454 SP:Iteration 14Q (13203.600000 sec): 3 clusters Score: Raw -2436467.496169 + Penalty 4794.080133 = -2431673.416037 nChanged 339 SP:Iteration 15Q (13203.660000 sec): 3 clusters Score: Raw -2436732.020344 + Penalty 4794.080133 = -2431937.940212 nChanged 237 SP:Iteration 16Q (13203.720000 sec): 3 clusters Score: Raw -2436942.480603 + Penalty 4794.080133 = -2432148.400471 nChanged 151 SP:Iteration 17Q (13203.770000 sec): 3 clusters Score: Raw -2437080.777933 + Penalty 4794.080133 = -2432286.697800 nChanged 111 SP:Iteration 18Q (13203.830000 sec): 3 clusters Score: Raw -2437182.331525 + Penalty 4794.080133 = -2432388.251392 nChanged 75 SP:Iteration 19Q (13203.880000 sec): 3 clusters Score: Raw -2437255.246775 + Penalty 4794.080133 = -2432461.166642 nChanged 57 SP:Iteration 20F (13203.950000 sec): 3 clusters Score: Raw -2437303.111769 + Penalty 4794.080133 = -2432509.031637 nChanged 43 SP:Iteration 21Q (13204.010000 sec): 3 clusters Score: Raw -2437336.492835 + Penalty 4794.080133 = -2432542.412702 nChanged 31 SP:Iteration 22Q (13204.060000 sec): 3 clusters Score: Raw -2437361.782397 + Penalty 4794.080133 = -2432567.702265 nChanged 23 SP:Iteration 23Q (13204.120000 sec): 3 clusters Score: Raw -2437375.544174 + Penalty 4794.080133 = -2432581.464042 nChanged 16 SP:Iteration 24Q (13204.170000 sec): 3 clusters Score: Raw -2437386.679141 + Penalty 4794.080133 = -2432592.599009 nChanged 14 SP:Iteration 25Q (13204.220000 sec): 3 clusters Score: Raw -2437398.769354 + Penalty 4794.080133 = -2432604.689221 nChanged 14 SP:Iteration 26Q (13204.280000 sec): 3 clusters Score: Raw -2437409.436977 + Penalty 4794.080133 = -2432615.356844 nChanged 9 SP:Iteration 27Q (13204.330000 sec): 3 clusters Score: Raw -2437415.686346 + Penalty 4794.080133 = -2432621.606213 nChanged 4 SP:Iteration 28Q (13204.380000 sec): 3 clusters Score: Raw -2437417.796687 + Penalty 4794.080133 = -2432623.716554 nChanged 5 SP:Iteration 29Q (13204.430000 sec): 3 clusters Score: Raw -2437420.501424 + Penalty 4794.080133 = -2432626.421291 nChanged 3 SP:Iteration 30Q (13204.480000 sec): 3 clusters Score: Raw -2437421.935078 + Penalty 4794.080133 = -2432627.854946 nChanged 3 SP:Iteration 31Q (13204.540000 sec): 3 clusters Score: Raw -2437423.936852 + Penalty 4794.080133 = -2432629.856719 nChanged 3 SP:Iteration 32Q (13204.590000 sec): 3 clusters Score: Raw -2437426.120069 + Penalty 4794.080133 = -2432632.039936 nChanged 3 SP:Iteration 33Q (13204.640000 sec): 3 clusters Score: Raw -2437427.180752 + Penalty 4794.080133 = -2432633.100620 nChanged 1 SP:Iteration 34Q (13204.690000 sec): 3 clusters Score: Raw -2437427.471376 + Penalty 4794.080133 = -2432633.391244 nChanged 1 SP:Iteration 35Q (13204.740000 sec): 3 clusters Score: Raw -2437428.619285 + Penalty 4794.080133 = -2432634.539153 nChanged 2 SP:Iteration 36Q (13204.790000 sec): 3 clusters Score: Raw -2437431.119044 + Penalty 4794.080133 = -2432637.038912 nChanged 3 SP:Iteration 37Q (13204.840000 sec): 3 clusters Score: Raw -2437432.587921 + Penalty 4794.080133 = -2432638.507788 nChanged 1 SP:Iteration 38Q (13204.890000 sec): 3 clusters Score: Raw -2437432.958832 + Penalty 4794.080133 = -2432638.878700 nChanged 0 SP:Iteration 39F (13204.960000 sec): 3 clusters Score: Raw -2437432.958832 + Penalty 4794.080133 = -2432638.878700 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 8 (3130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13204.980000 sec): 2 clusters Score: Raw -506096.618343 + Penalty 1996.099494 = -504100.518849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13204.990000 sec): 3 clusters Score: Raw -504733.237933 + Penalty 3992.198989 = -500741.038944 nChanged 1107 SP:Iteration 1F (13205.000000 sec): 3 clusters Score: Raw -505512.095541 + Penalty 3992.198989 = -501519.896552 nChanged 248 SP:Iteration 2F (13205.020000 sec): 3 clusters Score: Raw -505690.400744 + Penalty 3992.198989 = -501698.201756 nChanged 145 SP:Iteration 3Q (13205.030000 sec): 3 clusters Score: Raw -505783.368825 + Penalty 3992.198989 = -501791.169837 nChanged 114 SP:Iteration 4Q (13205.040000 sec): 3 clusters Score: Raw -505869.215359 + Penalty 3992.198989 = -501877.016370 nChanged 94 SP:Iteration 5Q (13205.060000 sec): 3 clusters Score: Raw -505936.801391 + Penalty 3992.198989 = -501944.602403 nChanged 85 SP:Iteration 6Q (13205.070000 sec): 3 clusters Score: Raw -505998.824529 + Penalty 3992.198989 = -502006.625541 nChanged 85 SP:Iteration 7Q (13205.080000 sec): 3 clusters Score: Raw -506055.783896 + Penalty 3992.198989 = -502063.584908 nChanged 71 SP:Iteration 8Q (13205.100000 sec): 3 clusters Score: Raw -506104.613139 + Penalty 3992.198989 = -502112.414150 nChanged 58 SP:Iteration 9Q (13205.110000 sec): 3 clusters Score: Raw -506139.637249 + Penalty 3992.198989 = -502147.438260 nChanged 45 SP:Iteration 10Q (13205.120000 sec): 3 clusters Score: Raw -506172.261791 + Penalty 3992.198989 = -502180.062803 nChanged 50 SP:Iteration 11Q (13205.140000 sec): 3 clusters Score: Raw -506210.688026 + Penalty 3992.198989 = -502218.489038 nChanged 47 SP:Iteration 12Q (13205.150000 sec): 3 clusters Score: Raw -506241.440716 + Penalty 3992.198989 = -502249.241727 nChanged 39 SP:Iteration 13Q (13205.160000 sec): 3 clusters Score: Raw -506265.288746 + Penalty 3992.198989 = -502273.089758 nChanged 28 SP:Iteration 14Q (13205.170000 sec): 3 clusters Score: Raw -506282.159290 + Penalty 3992.198989 = -502289.960302 nChanged 18 SP:Iteration 15Q (13205.190000 sec): 3 clusters Score: Raw -506292.871800 + Penalty 3992.198989 = -502300.672812 nChanged 17 SP:Iteration 16Q (13205.200000 sec): 3 clusters Score: Raw -506301.849801 + Penalty 3992.198989 = -502309.650813 nChanged 10 SP:Iteration 17Q (13205.210000 sec): 3 clusters Score: Raw -506308.545046 + Penalty 3992.198989 = -502316.346058 nChanged 13 SP:Iteration 18Q (13205.220000 sec): 3 clusters Score: Raw -506317.086873 + Penalty 3992.198989 = -502324.887884 nChanged 14 SP:Iteration 19Q (13205.240000 sec): 3 clusters Score: Raw -506326.135614 + Penalty 3992.198989 = -502333.936625 nChanged 11 SP:Iteration 20F (13205.250000 sec): 3 clusters Score: Raw -506331.354641 + Penalty 3992.198989 = -502339.155653 nChanged 6 SP:Iteration 21Q (13205.260000 sec): 3 clusters Score: Raw -506335.225187 + Penalty 3992.198989 = -502343.026199 nChanged 7 SP:Iteration 22Q (13205.280000 sec): 3 clusters Score: Raw -506339.471290 + Penalty 3992.198989 = -502347.272301 nChanged 9 SP:Iteration 23Q (13205.290000 sec): 3 clusters Score: Raw -506345.417415 + Penalty 3992.198989 = -502353.218427 nChanged 6 SP:Iteration 24Q (13205.300000 sec): 3 clusters Score: Raw -506349.071262 + Penalty 3992.198989 = -502356.872274 nChanged 5 SP:Iteration 25Q (13205.320000 sec): 3 clusters Score: Raw -506351.600975 + Penalty 3992.198989 = -502359.401986 nChanged 3 SP:Iteration 26Q (13205.330000 sec): 3 clusters Score: Raw -506354.126064 + Penalty 3992.198989 = -502361.927075 nChanged 2 SP:Iteration 27Q (13205.340000 sec): 3 clusters Score: Raw -506354.908555 + Penalty 3992.198989 = -502362.709566 nChanged 3 SP:Iteration 28Q (13205.350000 sec): 3 clusters Score: Raw -506356.478810 + Penalty 3992.198989 = -502364.279821 nChanged 2 SP:Iteration 29Q (13205.360000 sec): 3 clusters Score: Raw -506357.944160 + Penalty 3992.198989 = -502365.745171 nChanged 1 SP:Iteration 30Q (13205.380000 sec): 3 clusters Score: Raw -506358.563041 + Penalty 3992.198989 = -502366.364052 nChanged 1 SP:Iteration 31Q (13205.390000 sec): 3 clusters Score: Raw -506359.207722 + Penalty 3992.198989 = -502367.008733 nChanged 0 SP:Iteration 32F (13205.400000 sec): 3 clusters Score: Raw -506359.207722 + Penalty 3992.198989 = -502367.008733 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 9 (1020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13205.410000 sec): 2 clusters Score: Raw -165630.769240 + Penalty 1718.034361 = -163912.734879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13205.420000 sec): 3 clusters Score: Raw -165393.197404 + Penalty 3436.068722 = -161957.128682 nChanged 244 SP:Iteration 1F (13205.420000 sec): 3 clusters Score: Raw -165678.647462 + Penalty 3436.068722 = -162242.578740 nChanged 64 SP:Iteration 2F (13205.420000 sec): 3 clusters Score: Raw -165760.630299 + Penalty 3436.068722 = -162324.561577 nChanged 27 SP:Iteration 3Q (13205.430000 sec): 3 clusters Score: Raw -165790.524783 + Penalty 3436.068722 = -162354.456061 nChanged 15 SP:Iteration 4Q (13205.430000 sec): 3 clusters Score: Raw -165805.957818 + Penalty 3436.068722 = -162369.889096 nChanged 8 SP:Iteration 5Q (13205.440000 sec): 3 clusters Score: Raw -165815.226865 + Penalty 3436.068722 = -162379.158143 nChanged 10 SP:Iteration 6Q (13205.440000 sec): 3 clusters Score: Raw -165823.632683 + Penalty 3436.068722 = -162387.563961 nChanged 6 SP:Iteration 7Q (13205.440000 sec): 3 clusters Score: Raw -165830.079310 + Penalty 3436.068722 = -162394.010588 nChanged 4 SP:Iteration 8Q (13205.450000 sec): 3 clusters Score: Raw -165834.438869 + Penalty 3436.068722 = -162398.370147 nChanged 1 SP:Iteration 9Q (13205.460000 sec): 3 clusters Score: Raw -165837.612150 + Penalty 3436.068722 = -162401.543428 nChanged 0 SP:Iteration 10F (13205.460000 sec): 3 clusters Score: Raw -165837.612150 + Penalty 3436.068722 = -162401.543428 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 10 (5102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13205.480000 sec): 2 clusters Score: Raw -777069.641990 + Penalty 2117.272199 = -774952.369791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13205.500000 sec): 3 clusters Score: Raw -774612.801348 + Penalty 4234.544398 = -770378.256951 nChanged 1945 SP:Iteration 1F (13205.520000 sec): 3 clusters Score: Raw -775771.075644 + Penalty 4234.544398 = -771536.531247 nChanged 406 SP:Iteration 2F (13205.550000 sec): 3 clusters Score: Raw -776070.264535 + Penalty 4234.544398 = -771835.720137 nChanged 308 SP:Iteration 3F (13205.570000 sec): 3 clusters Score: Raw -776307.214553 + Penalty 4234.544398 = -772072.670155 nChanged 280 SP:Iteration 4F (13205.590000 sec): 3 clusters Score: Raw -776559.607189 + Penalty 4234.544398 = -772325.062791 nChanged 256 SP:Iteration 5F (13205.610000 sec): 3 clusters Score: Raw -776769.744578 + Penalty 4234.544398 = -772535.200181 nChanged 229 SP:Iteration 6Q (13205.630000 sec): 3 clusters Score: Raw -776942.078498 + Penalty 4234.544398 = -772707.534100 nChanged 201 SP:Iteration 7Q (13205.650000 sec): 3 clusters Score: Raw -777087.487272 + Penalty 4234.544398 = -772852.942874 nChanged 190 SP:Iteration 8Q (13205.680000 sec): 3 clusters Score: Raw -777258.075801 + Penalty 4234.544398 = -773023.531404 nChanged 155 SP:Iteration 9Q (13205.700000 sec): 3 clusters Score: Raw -777409.898325 + Penalty 4234.544398 = -773175.353927 nChanged 132 SP:Iteration 10Q (13205.720000 sec): 3 clusters Score: Raw -777540.562608 + Penalty 4234.544398 = -773306.018210 nChanged 120 SP:Iteration 11Q (13205.740000 sec): 3 clusters Score: Raw -777635.835866 + Penalty 4234.544398 = -773401.291469 nChanged 88 SP:Iteration 12Q (13205.760000 sec): 3 clusters Score: Raw -777694.253026 + Penalty 4234.544398 = -773459.708628 nChanged 83 SP:Iteration 13Q (13205.780000 sec): 3 clusters Score: Raw -777756.576111 + Penalty 4234.544398 = -773522.031713 nChanged 66 SP:Iteration 14Q (13205.800000 sec): 3 clusters Score: Raw -777799.834000 + Penalty 4234.544398 = -773565.289602 nChanged 54 SP:Iteration 15Q (13205.820000 sec): 3 clusters Score: Raw -777830.330642 + Penalty 4234.544398 = -773595.786244 nChanged 37 SP:Iteration 16Q (13205.840000 sec): 3 clusters Score: Raw -777849.373061 + Penalty 4234.544398 = -773614.828663 nChanged 29 SP:Iteration 17Q (13205.860000 sec): 3 clusters Score: Raw -777864.067466 + Penalty 4234.544398 = -773629.523068 nChanged 19 SP:Iteration 18Q (13205.880000 sec): 3 clusters Score: Raw -777874.074382 + Penalty 4234.544398 = -773639.529984 nChanged 20 SP:Iteration 19Q (13205.900000 sec): 3 clusters Score: Raw -777883.882560 + Penalty 4234.544398 = -773649.338163 nChanged 15 SP:Iteration 20F (13205.920000 sec): 3 clusters Score: Raw -777889.104529 + Penalty 4234.544398 = -773654.560132 nChanged 7 SP:Iteration 21Q (13205.930000 sec): 3 clusters Score: Raw -777891.068778 + Penalty 4234.544398 = -773656.524380 nChanged 7 SP:Iteration 22Q (13205.950000 sec): 3 clusters Score: Raw -777894.072544 + Penalty 4234.544398 = -773659.528146 nChanged 2 SP:Iteration 23Q (13205.970000 sec): 3 clusters Score: Raw -777895.377997 + Penalty 4234.544398 = -773660.833599 nChanged 4 SP:Iteration 24Q (13205.990000 sec): 3 clusters Score: Raw -777898.070489 + Penalty 4234.544398 = -773663.526092 nChanged 7 SP:Iteration 25Q (13206.010000 sec): 3 clusters Score: Raw -777900.500491 + Penalty 4234.544398 = -773665.956093 nChanged 4 SP:Iteration 26Q (13206.030000 sec): 3 clusters Score: Raw -777902.709500 + Penalty 4234.544398 = -773668.165102 nChanged 1 SP:Iteration 27Q (13206.050000 sec): 3 clusters Score: Raw -777902.980901 + Penalty 4234.544398 = -773668.436503 nChanged 1 SP:Iteration 28Q (13206.070000 sec): 3 clusters Score: Raw -777903.600216 + Penalty 4234.544398 = -773669.055818 nChanged 2 SP:Iteration 29Q (13206.080000 sec): 3 clusters Score: Raw -777904.048546 + Penalty 4234.544398 = -773669.504148 nChanged 0 SP:Iteration 30F (13206.100000 sec): 3 clusters Score: Raw -777904.048546 + Penalty 4234.544398 = -773669.504148 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 11 (847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13206.110000 sec): 2 clusters Score: Raw -133232.921561 + Penalty 1671.941772 = -131560.979788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13206.120000 sec): 3 clusters Score: Raw -133054.293228 + Penalty 3343.883545 = -129710.409684 nChanged 204 SP:Iteration 1F (13206.120000 sec): 3 clusters Score: Raw -133293.755083 + Penalty 3343.883545 = -129949.871538 nChanged 49 SP:Iteration 2F (13206.120000 sec): 3 clusters Score: Raw -133371.411788 + Penalty 3343.883545 = -130027.528244 nChanged 29 SP:Iteration 3Q (13206.130000 sec): 3 clusters Score: Raw -133412.575428 + Penalty 3343.883545 = -130068.691883 nChanged 15 SP:Iteration 4Q (13206.130000 sec): 3 clusters Score: Raw -133442.142451 + Penalty 3343.883545 = -130098.258906 nChanged 15 SP:Iteration 5Q (13206.140000 sec): 3 clusters Score: Raw -133464.226699 + Penalty 3343.883545 = -130120.343155 nChanged 11 SP:Iteration 6Q (13206.140000 sec): 3 clusters Score: Raw -133478.643141 + Penalty 3343.883545 = -130134.759597 nChanged 1 SP:Iteration 7Q (13206.140000 sec): 3 clusters Score: Raw -133481.588626 + Penalty 3343.883545 = -130137.705081 nChanged 3 SP:Iteration 8Q (13206.140000 sec): 3 clusters Score: Raw -133485.586926 + Penalty 3343.883545 = -130141.703381 nChanged 3 SP:Iteration 9Q (13206.150000 sec): 3 clusters Score: Raw -133488.829167 + Penalty 3343.883545 = -130144.945622 nChanged 5 SP:Iteration 10Q (13206.150000 sec): 3 clusters Score: Raw -133496.644518 + Penalty 3343.883545 = -130152.760974 nChanged 1 SP:Iteration 11Q (13206.160000 sec): 3 clusters Score: Raw -133501.630280 + Penalty 3343.883545 = -130157.746736 nChanged 2 SP:Iteration 12Q (13206.160000 sec): 3 clusters Score: Raw -133504.168997 + Penalty 3343.883545 = -130160.285453 nChanged 3 SP:Iteration 13Q (13206.160000 sec): 3 clusters Score: Raw -133506.717249 + Penalty 3343.883545 = -130162.833704 nChanged 0 SP:Iteration 14F (13206.160000 sec): 3 clusters Score: Raw -133506.717249 + Penalty 3343.883545 = -130162.833704 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 12 (626361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13208.400000 sec): 2 clusters Score: Raw -99673327.802945 + Penalty 3310.225176 = -99670017.577769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13211.050000 sec): 3 clusters Score: Raw -99253356.939222 + Penalty 6620.450352 = -99246736.488870 nChanged 305780 SP:Iteration 1F (13213.730000 sec): 3 clusters Score: Raw -99438393.094254 + Penalty 6620.450352 = -99431772.643902 nChanged 15207 SP:Iteration 2Q (13216.400000 sec): 3 clusters Score: Raw -99441746.293783 + Penalty 6620.450352 = -99435125.843431 nChanged 19584 SP:Iteration 3Q (13219.150000 sec): 3 clusters Score: Raw -99447871.961487 + Penalty 6620.450352 = -99441251.511135 nChanged 27552 SP:Iteration 4Q (13221.800000 sec): 3 clusters Score: Raw -99460320.500175 + Penalty 6620.450352 = -99453700.049823 nChanged 39632 SP:Iteration 5F (13224.430000 sec): 3 clusters Score: Raw -99485328.038748 + Penalty 6620.450352 = -99478707.588396 nChanged 52741 SP:Iteration 6F (13227.110000 sec): 3 clusters Score: Raw -99528355.363394 + Penalty 6620.450352 = -99521734.913042 nChanged 58241 SP:Iteration 7F (13229.760000 sec): 3 clusters Score: Raw -99583767.071185 + Penalty 6620.450352 = -99577146.620833 nChanged 48793 SP:Iteration 8F (13232.420000 sec): 3 clusters Score: Raw -99632455.216146 + Penalty 6620.450352 = -99625834.765794 nChanged 28317 SP:Iteration 9Q (13234.880000 sec): 3 clusters Score: Raw -99659713.639566 + Penalty 6620.450352 = -99653093.189214 nChanged 11007 SP:Iteration 10Q (13237.080000 sec): 3 clusters Score: Raw -99669615.082506 + Penalty 6620.450352 = -99662994.632154 nChanged 3385 SP:Iteration 11Q (13239.140000 sec): 3 clusters Score: Raw -99672483.361018 + Penalty 6620.450352 = -99665862.910666 nChanged 850 SP:Iteration 12Q (13241.010000 sec): 3 clusters Score: Raw -99673227.967410 + Penalty 6620.450352 = -99666607.517058 nChanged 221 SP:Iteration 13Q (13242.820000 sec): 3 clusters Score: Raw -99673446.158532 + Penalty 6620.450352 = -99666825.708180 nChanged 73 SP:Iteration 14Q (13244.660000 sec): 3 clusters Score: Raw -99673530.002595 + Penalty 6620.450352 = -99666909.552243 nChanged 43 SP:Iteration 15Q (13246.520000 sec): 3 clusters Score: Raw -99673579.104275 + Penalty 6620.450352 = -99666958.653923 nChanged 23 SP:Iteration 16Q (13248.320000 sec): 3 clusters Score: Raw -99673608.482293 + Penalty 6620.450352 = -99666988.031941 nChanged 12 SP:Iteration 17Q (13250.100000 sec): 3 clusters Score: Raw -99673626.238102 + Penalty 6620.450352 = -99667005.787750 nChanged 7 SP:Iteration 18Q (13251.950000 sec): 3 clusters Score: Raw -99673636.208816 + Penalty 6620.450352 = -99667015.758464 nChanged 10 SP:Iteration 19Q (13253.740000 sec): 3 clusters Score: Raw -99673647.896914 + Penalty 6620.450352 = -99667027.446562 nChanged 7 SP:Iteration 20F (13256.340000 sec): 3 clusters Score: Raw -99673657.412906 + Penalty 6620.450352 = -99667036.962554 nChanged 8 SP:Iteration 21Q (13258.200000 sec): 3 clusters Score: Raw -99673668.222731 + Penalty 6620.450352 = -99667047.772379 nChanged 9 SP:Iteration 22Q (13260.010000 sec): 3 clusters Score: Raw -99673677.675896 + Penalty 6620.450352 = -99667057.225544 nChanged 6 SP:Iteration 23Q (13261.800000 sec): 3 clusters Score: Raw -99673683.714654 + Penalty 6620.450352 = -99667063.264302 nChanged 3 SP:Iteration 24Q (13263.650000 sec): 3 clusters Score: Raw -99673688.203494 + Penalty 6620.450352 = -99667067.753142 nChanged 3 SP:Iteration 25Q (13265.440000 sec): 3 clusters Score: Raw -99673692.759873 + Penalty 6620.450352 = -99667072.309521 nChanged 3 SP:Iteration 26Q (13267.230000 sec): 3 clusters Score: Raw -99673695.320349 + Penalty 6620.450352 = -99667074.869997 nChanged 0 SP:Iteration 27F (13269.910000 sec): 3 clusters Score: Raw -99673695.320349 + Penalty 6620.450352 = -99667074.869997 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 13 (10403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13270.150000 sec): 2 clusters Score: Raw -1675388.501051 + Penalty 2293.962677 = -1673094.538373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13270.200000 sec): 3 clusters Score: Raw -1669722.204527 + Penalty 4587.925355 = -1665134.279173 nChanged 4376 SP:Iteration 1F (13270.240000 sec): 3 clusters Score: Raw -1672224.879462 + Penalty 4587.925355 = -1667636.954107 nChanged 771 SP:Iteration 2F (13270.280000 sec): 3 clusters Score: Raw -1672692.501513 + Penalty 4587.925355 = -1668104.576158 nChanged 635 SP:Iteration 3F (13270.320000 sec): 3 clusters Score: Raw -1673042.537138 + Penalty 4587.925355 = -1668454.611783 nChanged 506 SP:Iteration 4Q (13270.360000 sec): 3 clusters Score: Raw -1673337.057102 + Penalty 4587.925355 = -1668749.131748 nChanged 446 SP:Iteration 5Q (13270.410000 sec): 3 clusters Score: Raw -1673596.438075 + Penalty 4587.925355 = -1669008.512720 nChanged 416 SP:Iteration 6Q (13270.450000 sec): 3 clusters Score: Raw -1673850.249489 + Penalty 4587.925355 = -1669262.324135 nChanged 393 SP:Iteration 7Q (13270.490000 sec): 3 clusters Score: Raw -1674095.225650 + Penalty 4587.925355 = -1669507.300296 nChanged 405 SP:Iteration 8Q (13270.530000 sec): 3 clusters Score: Raw -1674333.150989 + Penalty 4587.925355 = -1669745.225634 nChanged 381 SP:Iteration 9Q (13270.570000 sec): 3 clusters Score: Raw -1674583.018563 + Penalty 4587.925355 = -1669995.093208 nChanged 397 SP:Iteration 10Q (13270.620000 sec): 3 clusters Score: Raw -1674863.371968 + Penalty 4587.925355 = -1670275.446614 nChanged 388 SP:Iteration 11Q (13270.660000 sec): 3 clusters Score: Raw -1675143.163525 + Penalty 4587.925355 = -1670555.238171 nChanged 372 SP:Iteration 12Q (13270.700000 sec): 3 clusters Score: Raw -1675450.035612 + Penalty 4587.925355 = -1670862.110257 nChanged 357 SP:Iteration 13Q (13270.740000 sec): 3 clusters Score: Raw -1675836.802731 + Penalty 4587.925355 = -1671248.877377 nChanged 354 SP:Iteration 14Q (13270.780000 sec): 3 clusters Score: Raw -1676191.571164 + Penalty 4587.925355 = -1671603.645809 nChanged 255 SP:Iteration 15Q (13270.810000 sec): 3 clusters Score: Raw -1676366.097056 + Penalty 4587.925355 = -1671778.171701 nChanged 181 SP:Iteration 16Q (13270.850000 sec): 3 clusters Score: Raw -1676461.240044 + Penalty 4587.925355 = -1671873.314689 nChanged 116 SP:Iteration 17Q (13270.890000 sec): 3 clusters Score: Raw -1676513.070524 + Penalty 4587.925355 = -1671925.145169 nChanged 89 SP:Iteration 18Q (13270.920000 sec): 3 clusters Score: Raw -1676548.639081 + Penalty 4587.925355 = -1671960.713726 nChanged 67 SP:Iteration 19Q (13270.960000 sec): 3 clusters Score: Raw -1676568.752217 + Penalty 4587.925355 = -1671980.826862 nChanged 46 SP:Iteration 20F (13271.000000 sec): 3 clusters Score: Raw -1676583.832196 + Penalty 4587.925355 = -1671995.906842 nChanged 47 SP:Iteration 21Q (13271.040000 sec): 3 clusters Score: Raw -1676598.448028 + Penalty 4587.925355 = -1672010.522674 nChanged 44 SP:Iteration 22Q (13271.080000 sec): 3 clusters Score: Raw -1676611.275079 + Penalty 4587.925355 = -1672023.349724 nChanged 30 SP:Iteration 23Q (13271.110000 sec): 3 clusters Score: Raw -1676620.216393 + Penalty 4587.925355 = -1672032.291039 nChanged 31 SP:Iteration 24Q (13271.150000 sec): 3 clusters Score: Raw -1676627.493001 + Penalty 4587.925355 = -1672039.567646 nChanged 26 SP:Iteration 25Q (13271.180000 sec): 3 clusters Score: Raw -1676632.611419 + Penalty 4587.925355 = -1672044.686065 nChanged 19 SP:Iteration 26Q (13271.220000 sec): 3 clusters Score: Raw -1676636.484352 + Penalty 4587.925355 = -1672048.558998 nChanged 22 SP:Iteration 27Q (13271.260000 sec): 3 clusters Score: Raw -1676640.657645 + Penalty 4587.925355 = -1672052.732290 nChanged 16 SP:Iteration 28Q (13271.290000 sec): 3 clusters Score: Raw -1676643.192478 + Penalty 4587.925355 = -1672055.267124 nChanged 14 SP:Iteration 29Q (13271.330000 sec): 3 clusters Score: Raw -1676645.263097 + Penalty 4587.925355 = -1672057.337742 nChanged 10 SP:Iteration 30Q (13271.370000 sec): 3 clusters Score: Raw -1676647.002513 + Penalty 4587.925355 = -1672059.077159 nChanged 8 SP:Iteration 31Q (13271.400000 sec): 3 clusters Score: Raw -1676648.199800 + Penalty 4587.925355 = -1672060.274445 nChanged 3 SP:Iteration 32Q (13271.440000 sec): 3 clusters Score: Raw -1676648.657524 + Penalty 4587.925355 = -1672060.732169 nChanged 3 SP:Iteration 33Q (13271.480000 sec): 3 clusters Score: Raw -1676648.965674 + Penalty 4587.925355 = -1672061.040319 nChanged 1 SP:Iteration 34Q (13271.510000 sec): 3 clusters Score: Raw -1676649.048598 + Penalty 4587.925355 = -1672061.123244 nChanged 1 SP:Iteration 35Q (13271.550000 sec): 3 clusters Score: Raw -1676649.154335 + Penalty 4587.925355 = -1672061.228981 nChanged 2 SP:Iteration 36Q (13271.580000 sec): 3 clusters Score: Raw -1676649.340372 + Penalty 4587.925355 = -1672061.415018 nChanged 0 SP:Iteration 37F (13271.620000 sec): 3 clusters Score: Raw -1676649.340372 + Penalty 4587.925355 = -1672061.415018 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 14 (56101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13271.840000 sec): 2 clusters Score: Raw -8586372.572822 + Penalty 2711.857411 = -8583660.715411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13272.070000 sec): 3 clusters Score: Raw -8551298.537913 + Penalty 5423.714823 = -8545874.823090 nChanged 26006 SP:Iteration 1F (13272.300000 sec): 3 clusters Score: Raw -8565998.502294 + Penalty 5423.714823 = -8560574.787471 nChanged 2542 SP:Iteration 2Q (13272.560000 sec): 3 clusters Score: Raw -8566871.464507 + Penalty 5423.714823 = -8561447.749685 nChanged 2608 SP:Iteration 3Q (13272.810000 sec): 3 clusters Score: Raw -8567918.511301 + Penalty 5423.714823 = -8562494.796478 nChanged 2813 SP:Iteration 4F (13273.050000 sec): 3 clusters Score: Raw -8569216.258589 + Penalty 5423.714823 = -8563792.543766 nChanged 3057 SP:Iteration 5F (13273.290000 sec): 3 clusters Score: Raw -8570727.966034 + Penalty 5423.714823 = -8565304.251211 nChanged 3251 SP:Iteration 6F (13273.540000 sec): 3 clusters Score: Raw -8572573.674106 + Penalty 5423.714823 = -8567149.959283 nChanged 3432 SP:Iteration 7F (13273.780000 sec): 3 clusters Score: Raw -8574814.736935 + Penalty 5423.714823 = -8569391.022112 nChanged 3389 SP:Iteration 8F (13274.020000 sec): 3 clusters Score: Raw -8577261.227166 + Penalty 5423.714823 = -8571837.512344 nChanged 2977 SP:Iteration 9F (13274.260000 sec): 3 clusters Score: Raw -8579338.030278 + Penalty 5423.714823 = -8573914.315456 nChanged 2361 SP:Iteration 10Q (13274.500000 sec): 3 clusters Score: Raw -8580686.323632 + Penalty 5423.714823 = -8575262.608809 nChanged 1684 SP:Iteration 11Q (13274.720000 sec): 3 clusters Score: Raw -8581442.057082 + Penalty 5423.714823 = -8576018.342259 nChanged 1240 SP:Iteration 12Q (13274.940000 sec): 3 clusters Score: Raw -8581927.968508 + Penalty 5423.714823 = -8576504.253685 nChanged 1039 SP:Iteration 13Q (13275.160000 sec): 3 clusters Score: Raw -8582308.111520 + Penalty 5423.714823 = -8576884.396697 nChanged 906 SP:Iteration 14Q (13275.380000 sec): 3 clusters Score: Raw -8582627.092954 + Penalty 5423.714823 = -8577203.378131 nChanged 838 SP:Iteration 15Q (13275.600000 sec): 3 clusters Score: Raw -8582906.944553 + Penalty 5423.714823 = -8577483.229730 nChanged 798 SP:Iteration 16Q (13275.820000 sec): 3 clusters Score: Raw -8583185.476212 + Penalty 5423.714823 = -8577761.761390 nChanged 795 SP:Iteration 17Q (13276.040000 sec): 3 clusters Score: Raw -8583468.338567 + Penalty 5423.714823 = -8578044.623744 nChanged 718 SP:Iteration 18Q (13276.250000 sec): 3 clusters Score: Raw -8583706.541269 + Penalty 5423.714823 = -8578282.826446 nChanged 710 SP:Iteration 19Q (13276.460000 sec): 3 clusters Score: Raw -8583965.730184 + Penalty 5423.714823 = -8578542.015361 nChanged 717 SP:Iteration 20F (13276.690000 sec): 3 clusters Score: Raw -8584233.050157 + Penalty 5423.714823 = -8578809.335335 nChanged 678 SP:Iteration 21Q (13276.900000 sec): 3 clusters Score: Raw -8584486.410260 + Penalty 5423.714823 = -8579062.695437 nChanged 647 SP:Iteration 22Q (13277.100000 sec): 3 clusters Score: Raw -8584729.964708 + Penalty 5423.714823 = -8579306.249885 nChanged 611 SP:Iteration 23Q (13277.310000 sec): 3 clusters Score: Raw -8584943.797858 + Penalty 5423.714823 = -8579520.083036 nChanged 564 SP:Iteration 24Q (13277.520000 sec): 3 clusters Score: Raw -8585159.511656 + Penalty 5423.714823 = -8579735.796833 nChanged 567 SP:Iteration 25Q (13277.720000 sec): 3 clusters Score: Raw -8585368.828840 + Penalty 5423.714823 = -8579945.114018 nChanged 497 SP:Iteration 26Q (13277.920000 sec): 3 clusters Score: Raw -8585545.599598 + Penalty 5423.714823 = -8580121.884775 nChanged 459 SP:Iteration 27Q (13278.120000 sec): 3 clusters Score: Raw -8585711.551378 + Penalty 5423.714823 = -8580287.836556 nChanged 432 SP:Iteration 28Q (13278.310000 sec): 3 clusters Score: Raw -8585863.604076 + Penalty 5423.714823 = -8580439.889254 nChanged 370 SP:Iteration 29Q (13278.510000 sec): 3 clusters Score: Raw -8585980.917783 + Penalty 5423.714823 = -8580557.202960 nChanged 353 SP:Iteration 30Q (13278.700000 sec): 3 clusters Score: Raw -8586088.622127 + Penalty 5423.714823 = -8580664.907304 nChanged 290 SP:Iteration 31Q (13278.890000 sec): 3 clusters Score: Raw -8586174.503638 + Penalty 5423.714823 = -8580750.788815 nChanged 250 SP:Iteration 32Q (13279.080000 sec): 3 clusters Score: Raw -8586247.191165 + Penalty 5423.714823 = -8580823.476342 nChanged 222 SP:Iteration 33Q (13279.260000 sec): 3 clusters Score: Raw -8586310.650272 + Penalty 5423.714823 = -8580886.935449 nChanged 199 SP:Iteration 34Q (13279.440000 sec): 3 clusters Score: Raw -8586365.210010 + Penalty 5423.714823 = -8580941.495188 nChanged 176 SP:Iteration 35Q (13279.620000 sec): 3 clusters Score: Raw -8586410.919917 + Penalty 5423.714823 = -8580987.205094 nChanged 164 SP:Iteration 36Q (13279.800000 sec): 3 clusters Score: Raw -8586453.656770 + Penalty 5423.714823 = -8581029.941948 nChanged 137 SP:Iteration 37Q (13279.980000 sec): 3 clusters Score: Raw -8586490.934481 + Penalty 5423.714823 = -8581067.219658 nChanged 139 SP:Iteration 38Q (13280.160000 sec): 3 clusters Score: Raw -8586527.647824 + Penalty 5423.714823 = -8581103.933001 nChanged 131 SP:Iteration 39Q (13280.340000 sec): 3 clusters Score: Raw -8586561.949656 + Penalty 5423.714823 = -8581138.234833 nChanged 112 SP:Iteration 40F (13280.570000 sec): 3 clusters Score: Raw -8586594.819628 + Penalty 5423.714823 = -8581171.104806 nChanged 114 SP:Iteration 41Q (13280.750000 sec): 3 clusters Score: Raw -8586629.458527 + Penalty 5423.714823 = -8581205.743704 nChanged 97 SP:Iteration 42Q (13280.920000 sec): 3 clusters Score: Raw -8586655.046533 + Penalty 5423.714823 = -8581231.331711 nChanged 70 SP:Iteration 43Q (13281.100000 sec): 3 clusters Score: Raw -8586670.554868 + Penalty 5423.714823 = -8581246.840046 nChanged 62 SP:Iteration 44Q (13281.270000 sec): 3 clusters Score: Raw -8586686.377242 + Penalty 5423.714823 = -8581262.662419 nChanged 60 SP:Iteration 45Q (13281.440000 sec): 3 clusters Score: Raw -8586702.941242 + Penalty 5423.714823 = -8581279.226420 nChanged 61 SP:Iteration 46Q (13281.620000 sec): 3 clusters Score: Raw -8586719.343025 + Penalty 5423.714823 = -8581295.628202 nChanged 58 SP:Iteration 47Q (13281.800000 sec): 3 clusters Score: Raw -8586732.289090 + Penalty 5423.714823 = -8581308.574267 nChanged 44 SP:Iteration 48Q (13281.980000 sec): 3 clusters Score: Raw -8586744.871829 + Penalty 5423.714823 = -8581321.157006 nChanged 46 SP:Iteration 49Q (13282.160000 sec): 3 clusters Score: Raw -8586755.734184 + Penalty 5423.714823 = -8581332.019362 nChanged 43 SP:Iteration 50Q (13282.340000 sec): 3 clusters Score: Raw -8586766.393533 + Penalty 5423.714823 = -8581342.678710 nChanged 37 SP:Iteration 51Q (13282.520000 sec): 3 clusters Score: Raw -8586774.197894 + Penalty 5423.714823 = -8581350.483071 nChanged 39 SP:Iteration 52Q (13282.700000 sec): 3 clusters Score: Raw -8586783.923213 + Penalty 5423.714823 = -8581360.208390 nChanged 37 SP:Iteration 53Q (13282.880000 sec): 3 clusters Score: Raw -8586793.152087 + Penalty 5423.714823 = -8581369.437264 nChanged 30 SP:Iteration 54Q (13283.060000 sec): 3 clusters Score: Raw -8586798.728941 + Penalty 5423.714823 = -8581375.014119 nChanged 25 SP:Iteration 55Q (13283.240000 sec): 3 clusters Score: Raw -8586802.658629 + Penalty 5423.714823 = -8581378.943806 nChanged 20 SP:Iteration 56Q (13283.420000 sec): 3 clusters Score: Raw -8586806.810358 + Penalty 5423.714823 = -8581383.095536 nChanged 16 SP:Iteration 57Q (13283.600000 sec): 3 clusters Score: Raw -8586810.385292 + Penalty 5423.714823 = -8581386.670469 nChanged 20 SP:Iteration 58Q (13283.770000 sec): 3 clusters Score: Raw -8586814.891533 + Penalty 5423.714823 = -8581391.176711 nChanged 12 SP:Iteration 59Q (13283.940000 sec): 3 clusters Score: Raw -8586817.262162 + Penalty 5423.714823 = -8581393.547339 nChanged 8 SP:Iteration 60F (13284.170000 sec): 3 clusters Score: Raw -8586818.758511 + Penalty 5423.714823 = -8581395.043688 nChanged 9 SP:Iteration 61Q (13284.340000 sec): 3 clusters Score: Raw -8586820.263480 + Penalty 5423.714823 = -8581396.548657 nChanged 7 SP:Iteration 62Q (13284.510000 sec): 3 clusters Score: Raw -8586821.896922 + Penalty 5423.714823 = -8581398.182100 nChanged 5 SP:Iteration 63Q (13284.680000 sec): 3 clusters Score: Raw -8586822.501635 + Penalty 5423.714823 = -8581398.786812 nChanged 4 SP:Iteration 64Q (13284.850000 sec): 3 clusters Score: Raw -8586823.235006 + Penalty 5423.714823 = -8581399.520184 nChanged 5 SP:Iteration 65Q (13285.020000 sec): 3 clusters Score: Raw -8586823.920120 + Penalty 5423.714823 = -8581400.205297 nChanged 5 SP:Iteration 66Q (13285.190000 sec): 3 clusters Score: Raw -8586824.548857 + Penalty 5423.714823 = -8581400.834034 nChanged 5 SP:Iteration 67Q (13285.360000 sec): 3 clusters Score: Raw -8586825.475617 + Penalty 5423.714823 = -8581401.760794 nChanged 2 SP:Iteration 68Q (13285.540000 sec): 3 clusters Score: Raw -8586825.884811 + Penalty 5423.714823 = -8581402.169988 nChanged 2 SP:Iteration 69Q (13285.710000 sec): 3 clusters Score: Raw -8586826.190870 + Penalty 5423.714823 = -8581402.476048 nChanged 2 SP:Iteration 70Q (13285.880000 sec): 3 clusters Score: Raw -8586826.475319 + Penalty 5423.714823 = -8581402.760497 nChanged 3 SP:Iteration 71Q (13286.050000 sec): 3 clusters Score: Raw -8586826.880992 + Penalty 5423.714823 = -8581403.166170 nChanged 3 SP:Iteration 72Q (13286.220000 sec): 3 clusters Score: Raw -8586827.377866 + Penalty 5423.714823 = -8581403.663043 nChanged 3 SP:Iteration 73Q (13286.390000 sec): 3 clusters Score: Raw -8586827.840052 + Penalty 5423.714823 = -8581404.125229 nChanged 2 SP:Iteration 74Q (13286.560000 sec): 3 clusters Score: Raw -8586828.151823 + Penalty 5423.714823 = -8581404.437001 nChanged 2 SP:Iteration 75Q (13286.730000 sec): 3 clusters Score: Raw -8586828.590384 + Penalty 5423.714823 = -8581404.875562 nChanged 2 SP:Iteration 76Q (13286.900000 sec): 3 clusters Score: Raw -8586828.836953 + Penalty 5423.714823 = -8581405.122130 nChanged 1 SP:Iteration 77Q (13287.070000 sec): 3 clusters Score: Raw -8586829.135999 + Penalty 5423.714823 = -8581405.421177 nChanged 3 SP:Iteration 78Q (13287.240000 sec): 3 clusters Score: Raw -8586829.627624 + Penalty 5423.714823 = -8581405.912802 nChanged 5 SP:Iteration 79Q (13287.410000 sec): 3 clusters Score: Raw -8586830.799511 + Penalty 5423.714823 = -8581407.084688 nChanged 9 SP:Iteration 80F (13287.640000 sec): 3 clusters Score: Raw -8586833.051720 + Penalty 5423.714823 = -8581409.336897 nChanged 11 SP:Iteration 81Q (13287.820000 sec): 3 clusters Score: Raw -8586835.219983 + Penalty 5423.714823 = -8581411.505160 nChanged 2 SP:Iteration 82Q (13287.990000 sec): 3 clusters Score: Raw -8586835.542187 + Penalty 5423.714823 = -8581411.827364 nChanged 2 SP:Iteration 83Q (13288.160000 sec): 3 clusters Score: Raw -8586835.880111 + Penalty 5423.714823 = -8581412.165288 nChanged 3 SP:Iteration 84Q (13288.330000 sec): 3 clusters Score: Raw -8586836.246495 + Penalty 5423.714823 = -8581412.531672 nChanged 2 SP:Iteration 85Q (13288.500000 sec): 3 clusters Score: Raw -8586836.578868 + Penalty 5423.714823 = -8581412.864046 nChanged 1 SP:Iteration 86Q (13288.690000 sec): 3 clusters Score: Raw -8586836.775245 + Penalty 5423.714823 = -8581413.060422 nChanged 1 SP:Iteration 87Q (13288.870000 sec): 3 clusters Score: Raw -8586836.881319 + Penalty 5423.714823 = -8581413.166496 nChanged 1 SP:Iteration 88Q (13289.040000 sec): 3 clusters Score: Raw -8586837.029021 + Penalty 5423.714823 = -8581413.314199 nChanged 1 SP:Iteration 89Q (13289.220000 sec): 3 clusters Score: Raw -8586837.146692 + Penalty 5423.714823 = -8581413.431869 nChanged 1 SP:Iteration 90Q (13289.400000 sec): 3 clusters Score: Raw -8586837.283623 + Penalty 5423.714823 = -8581413.568800 nChanged 1 SP:Iteration 91Q (13289.580000 sec): 3 clusters Score: Raw -8586837.404986 + Penalty 5423.714823 = -8581413.690163 nChanged 2 SP:Iteration 92Q (13289.760000 sec): 3 clusters Score: Raw -8586837.716333 + Penalty 5423.714823 = -8581414.001511 nChanged 2 SP:Iteration 93Q (13289.930000 sec): 3 clusters Score: Raw -8586837.971746 + Penalty 5423.714823 = -8581414.256924 nChanged 3 SP:Iteration 94Q (13290.110000 sec): 3 clusters Score: Raw -8586838.324488 + Penalty 5423.714823 = -8581414.609666 nChanged 1 SP:Iteration 95Q (13290.280000 sec): 3 clusters Score: Raw -8586838.643297 + Penalty 5423.714823 = -8581414.928475 nChanged 2 SP:Iteration 96Q (13290.460000 sec): 3 clusters Score: Raw -8586839.068398 + Penalty 5423.714823 = -8581415.353576 nChanged 2 SP:Iteration 97Q (13290.630000 sec): 3 clusters Score: Raw -8586839.540140 + Penalty 5423.714823 = -8581415.825318 nChanged 5 SP:Iteration 98Q (13290.800000 sec): 3 clusters Score: Raw -8586840.321587 + Penalty 5423.714823 = -8581416.606764 nChanged 3 SP:Iteration 99Q (13290.970000 sec): 3 clusters Score: Raw -8586840.841465 + Penalty 5423.714823 = -8581417.126643 nChanged 5 SP:Iteration 100F (13291.200000 sec): 3 clusters Score: Raw -8586841.777740 + Penalty 5423.714823 = -8581418.062917 nChanged 5 SP:Iteration 101Q (13291.370000 sec): 3 clusters Score: Raw -8586842.637619 + Penalty 5423.714823 = -8581418.922797 nChanged 2 SP:Iteration 102Q (13291.550000 sec): 3 clusters Score: Raw -8586842.986383 + Penalty 5423.714823 = -8581419.271560 nChanged 1 SP:Iteration 103Q (13291.720000 sec): 3 clusters Score: Raw -8586843.119284 + Penalty 5423.714823 = -8581419.404461 nChanged 2 SP:Iteration 104Q (13291.900000 sec): 3 clusters Score: Raw -8586843.471847 + Penalty 5423.714823 = -8581419.757024 nChanged 2 SP:Iteration 105Q (13292.070000 sec): 3 clusters Score: Raw -8586843.660566 + Penalty 5423.714823 = -8581419.945743 nChanged 1 SP:Iteration 106Q (13292.250000 sec): 3 clusters Score: Raw -8586843.812839 + Penalty 5423.714823 = -8581420.098016 nChanged 2 SP:Iteration 107Q (13292.420000 sec): 3 clusters Score: Raw -8586844.210526 + Penalty 5423.714823 = -8581420.495704 nChanged 0 SP:Iteration 108F (13292.650000 sec): 3 clusters Score: Raw -8586844.210526 + Penalty 5423.714823 = -8581420.495704 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 15 (23747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13292.750000 sec): 2 clusters Score: Raw -3610189.165659 + Penalty 2498.652448 = -3607690.513210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13292.850000 sec): 3 clusters Score: Raw -3596218.034124 + Penalty 4997.304897 = -3591220.729227 nChanged 10549 SP:Iteration 1F (13292.950000 sec): 3 clusters Score: Raw -3602038.389724 + Penalty 4997.304897 = -3597041.084827 nChanged 1279 SP:Iteration 2F (13293.050000 sec): 3 clusters Score: Raw -3602533.957637 + Penalty 4997.304897 = -3597536.652741 nChanged 1148 SP:Iteration 3Q (13293.150000 sec): 3 clusters Score: Raw -3603007.501035 + Penalty 4997.304897 = -3598010.196138 nChanged 1109 SP:Iteration 4Q (13293.260000 sec): 3 clusters Score: Raw -3603553.917647 + Penalty 4997.304897 = -3598556.612750 nChanged 1175 SP:Iteration 5Q (13293.370000 sec): 3 clusters Score: Raw -3604231.418212 + Penalty 4997.304897 = -3599234.113315 nChanged 1316 SP:Iteration 6F (13293.470000 sec): 3 clusters Score: Raw -3605128.359570 + Penalty 4997.304897 = -3600131.054673 nChanged 1465 SP:Iteration 7F (13293.570000 sec): 3 clusters Score: Raw -3606243.432122 + Penalty 4997.304897 = -3601246.127225 nChanged 1482 SP:Iteration 8F (13293.670000 sec): 3 clusters Score: Raw -3607438.064943 + Penalty 4997.304897 = -3602440.760046 nChanged 1376 SP:Iteration 9F (13293.770000 sec): 3 clusters Score: Raw -3608560.600708 + Penalty 4997.304897 = -3603563.295811 nChanged 1216 SP:Iteration 10F (13293.870000 sec): 3 clusters Score: Raw -3609477.273485 + Penalty 4997.304897 = -3604479.968588 nChanged 880 SP:Iteration 11Q (13293.970000 sec): 3 clusters Score: Raw -3610020.230977 + Penalty 4997.304897 = -3605022.926080 nChanged 659 SP:Iteration 12Q (13294.060000 sec): 3 clusters Score: Raw -3610336.972968 + Penalty 4997.304897 = -3605339.668072 nChanged 484 SP:Iteration 13Q (13294.160000 sec): 3 clusters Score: Raw -3610546.713204 + Penalty 4997.304897 = -3605549.408308 nChanged 337 SP:Iteration 14Q (13294.250000 sec): 3 clusters Score: Raw -3610682.371707 + Penalty 4997.304897 = -3605685.066810 nChanged 296 SP:Iteration 15Q (13294.350000 sec): 3 clusters Score: Raw -3610788.721577 + Penalty 4997.304897 = -3605791.416680 nChanged 237 SP:Iteration 16Q (13294.440000 sec): 3 clusters Score: Raw -3610873.214803 + Penalty 4997.304897 = -3605875.909906 nChanged 187 SP:Iteration 17Q (13294.530000 sec): 3 clusters Score: Raw -3610929.991121 + Penalty 4997.304897 = -3605932.686224 nChanged 162 SP:Iteration 18Q (13294.620000 sec): 3 clusters Score: Raw -3610981.901547 + Penalty 4997.304897 = -3605984.596650 nChanged 166 SP:Iteration 19Q (13294.710000 sec): 3 clusters Score: Raw -3611034.874202 + Penalty 4997.304897 = -3606037.569306 nChanged 130 SP:Iteration 20F (13294.810000 sec): 3 clusters Score: Raw -3611081.911475 + Penalty 4997.304897 = -3606084.606578 nChanged 152 SP:Iteration 21Q (13294.900000 sec): 3 clusters Score: Raw -3611132.997156 + Penalty 4997.304897 = -3606135.692259 nChanged 154 SP:Iteration 22Q (13294.990000 sec): 3 clusters Score: Raw -3611185.583302 + Penalty 4997.304897 = -3606188.278405 nChanged 153 SP:Iteration 23Q (13295.070000 sec): 3 clusters Score: Raw -3611241.089413 + Penalty 4997.304897 = -3606243.784516 nChanged 131 SP:Iteration 24Q (13295.150000 sec): 3 clusters Score: Raw -3611295.701983 + Penalty 4997.304897 = -3606298.397086 nChanged 115 SP:Iteration 25Q (13295.240000 sec): 3 clusters Score: Raw -3611346.800769 + Penalty 4997.304897 = -3606349.495872 nChanged 121 SP:Iteration 26Q (13295.320000 sec): 3 clusters Score: Raw -3611397.480763 + Penalty 4997.304897 = -3606400.175866 nChanged 120 SP:Iteration 27Q (13295.410000 sec): 3 clusters Score: Raw -3611443.603384 + Penalty 4997.304897 = -3606446.298487 nChanged 115 SP:Iteration 28Q (13295.490000 sec): 3 clusters Score: Raw -3611489.389458 + Penalty 4997.304897 = -3606492.084561 nChanged 107 SP:Iteration 29Q (13295.570000 sec): 3 clusters Score: Raw -3611533.456952 + Penalty 4997.304897 = -3606536.152055 nChanged 91 SP:Iteration 30Q (13295.650000 sec): 3 clusters Score: Raw -3611572.110756 + Penalty 4997.304897 = -3606574.805859 nChanged 91 SP:Iteration 31Q (13295.730000 sec): 3 clusters Score: Raw -3611611.020001 + Penalty 4997.304897 = -3606613.715104 nChanged 75 SP:Iteration 32Q (13295.810000 sec): 3 clusters Score: Raw -3611644.069356 + Penalty 4997.304897 = -3606646.764459 nChanged 80 SP:Iteration 33Q (13295.890000 sec): 3 clusters Score: Raw -3611671.839760 + Penalty 4997.304897 = -3606674.534863 nChanged 66 SP:Iteration 34Q (13295.970000 sec): 3 clusters Score: Raw -3611696.820096 + Penalty 4997.304897 = -3606699.515199 nChanged 73 SP:Iteration 35Q (13296.040000 sec): 3 clusters Score: Raw -3611719.892722 + Penalty 4997.304897 = -3606722.587825 nChanged 58 SP:Iteration 36Q (13296.120000 sec): 3 clusters Score: Raw -3611740.294646 + Penalty 4997.304897 = -3606742.989749 nChanged 50 SP:Iteration 37Q (13296.200000 sec): 3 clusters Score: Raw -3611756.626062 + Penalty 4997.304897 = -3606759.321165 nChanged 33 SP:Iteration 38Q (13296.270000 sec): 3 clusters Score: Raw -3611765.193452 + Penalty 4997.304897 = -3606767.888556 nChanged 27 SP:Iteration 39Q (13296.350000 sec): 3 clusters Score: Raw -3611770.905031 + Penalty 4997.304897 = -3606773.600134 nChanged 29 SP:Iteration 40F (13296.450000 sec): 3 clusters Score: Raw -3611777.541097 + Penalty 4997.304897 = -3606780.236200 nChanged 22 SP:Iteration 41Q (13296.530000 sec): 3 clusters Score: Raw -3611783.221906 + Penalty 4997.304897 = -3606785.917009 nChanged 23 SP:Iteration 42Q (13296.610000 sec): 3 clusters Score: Raw -3611788.868212 + Penalty 4997.304897 = -3606791.563315 nChanged 26 SP:Iteration 43Q (13296.680000 sec): 3 clusters Score: Raw -3611795.706348 + Penalty 4997.304897 = -3606798.401451 nChanged 23 SP:Iteration 44Q (13296.760000 sec): 3 clusters Score: Raw -3611800.533036 + Penalty 4997.304897 = -3606803.228139 nChanged 18 SP:Iteration 45Q (13296.840000 sec): 3 clusters Score: Raw -3611804.275869 + Penalty 4997.304897 = -3606806.970972 nChanged 19 SP:Iteration 46Q (13296.910000 sec): 3 clusters Score: Raw -3611808.784600 + Penalty 4997.304897 = -3606811.479704 nChanged 17 SP:Iteration 47Q (13296.990000 sec): 3 clusters Score: Raw -3611813.249666 + Penalty 4997.304897 = -3606815.944769 nChanged 12 SP:Iteration 48Q (13297.070000 sec): 3 clusters Score: Raw -3611816.619264 + Penalty 4997.304897 = -3606819.314367 nChanged 9 SP:Iteration 49Q (13297.140000 sec): 3 clusters Score: Raw -3611819.076898 + Penalty 4997.304897 = -3606821.772001 nChanged 17 SP:Iteration 50Q (13297.220000 sec): 3 clusters Score: Raw -3611823.407139 + Penalty 4997.304897 = -3606826.102242 nChanged 18 SP:Iteration 51Q (13297.290000 sec): 3 clusters Score: Raw -3611830.352670 + Penalty 4997.304897 = -3606833.047773 nChanged 18 SP:Iteration 52Q (13297.370000 sec): 3 clusters Score: Raw -3611841.700845 + Penalty 4997.304897 = -3606844.395948 nChanged 25 SP:Iteration 53Q (13297.450000 sec): 3 clusters Score: Raw -3611853.553551 + Penalty 4997.304897 = -3606856.248654 nChanged 33 SP:Iteration 54Q (13297.520000 sec): 3 clusters Score: Raw -3611873.264238 + Penalty 4997.304897 = -3606875.959341 nChanged 43 SP:Iteration 55Q (13297.610000 sec): 3 clusters Score: Raw -3611906.221119 + Penalty 4997.304897 = -3606908.916222 nChanged 58 SP:Iteration 56Q (13297.690000 sec): 3 clusters Score: Raw -3611961.181639 + Penalty 4997.304897 = -3606963.876742 nChanged 71 SP:Iteration 57Q (13297.770000 sec): 3 clusters Score: Raw -3612039.808614 + Penalty 4997.304897 = -3607042.503717 nChanged 92 SP:Iteration 58Q (13297.850000 sec): 3 clusters Score: Raw -3612132.102859 + Penalty 4997.304897 = -3607134.797962 nChanged 84 SP:Iteration 59Q (13297.930000 sec): 3 clusters Score: Raw -3612179.976530 + Penalty 4997.304897 = -3607182.671633 nChanged 58 SP:Iteration 60F (13298.030000 sec): 3 clusters Score: Raw -3612197.527239 + Penalty 4997.304897 = -3607200.222342 nChanged 30 SP:Iteration 61Q (13298.100000 sec): 3 clusters Score: Raw -3612205.313316 + Penalty 4997.304897 = -3607208.008419 nChanged 23 SP:Iteration 62Q (13298.180000 sec): 3 clusters Score: Raw -3612209.669788 + Penalty 4997.304897 = -3607212.364891 nChanged 7 SP:Iteration 63Q (13298.260000 sec): 3 clusters Score: Raw -3612210.830700 + Penalty 4997.304897 = -3607213.525803 nChanged 5 SP:Iteration 64Q (13298.330000 sec): 3 clusters Score: Raw -3612211.634773 + Penalty 4997.304897 = -3607214.329876 nChanged 2 SP:Iteration 65Q (13298.410000 sec): 3 clusters Score: Raw -3612212.051338 + Penalty 4997.304897 = -3607214.746441 nChanged 1 SP:Iteration 66Q (13298.480000 sec): 3 clusters Score: Raw -3612212.470501 + Penalty 4997.304897 = -3607215.165604 nChanged 3 SP:Iteration 67Q (13298.560000 sec): 3 clusters Score: Raw -3612212.965413 + Penalty 4997.304897 = -3607215.660516 nChanged 4 SP:Iteration 68Q (13298.640000 sec): 3 clusters Score: Raw -3612213.922594 + Penalty 4997.304897 = -3607216.617698 nChanged 7 SP:Iteration 69Q (13298.720000 sec): 3 clusters Score: Raw -3612215.654658 + Penalty 4997.304897 = -3607218.349761 nChanged 7 SP:Iteration 70Q (13298.790000 sec): 3 clusters Score: Raw -3612217.325180 + Penalty 4997.304897 = -3607220.020283 nChanged 4 SP:Iteration 71Q (13298.870000 sec): 3 clusters Score: Raw -3612218.151713 + Penalty 4997.304897 = -3607220.846816 nChanged 1 SP:Iteration 72Q (13298.940000 sec): 3 clusters Score: Raw -3612218.379293 + Penalty 4997.304897 = -3607221.074396 nChanged 2 SP:Iteration 73Q (13299.020000 sec): 3 clusters Score: Raw -3612218.756223 + Penalty 4997.304897 = -3607221.451327 nChanged 0 SP:Iteration 74F (13299.120000 sec): 3 clusters Score: Raw -3612218.756223 + Penalty 4997.304897 = -3607221.451327 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 16 (153250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13299.670000 sec): 2 clusters Score: Raw -24758784.387513 + Penalty 2961.076812 = -24755823.310702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13300.320000 sec): 3 clusters Score: Raw -24659181.528320 + Penalty 5922.153623 = -24653259.374697 nChanged 73315 SP:Iteration 1F (13300.960000 sec): 3 clusters Score: Raw -24701566.329166 + Penalty 5922.153623 = -24695644.175542 nChanged 4431 SP:Iteration 2Q (13301.610000 sec): 3 clusters Score: Raw -24702575.953959 + Penalty 5922.153623 = -24696653.800336 nChanged 4839 SP:Iteration 3Q (13302.260000 sec): 3 clusters Score: Raw -24703896.394974 + Penalty 5922.153623 = -24697974.241351 nChanged 5419 SP:Iteration 4Q (13302.950000 sec): 3 clusters Score: Raw -24705713.988169 + Penalty 5922.153623 = -24699791.834545 nChanged 6811 SP:Iteration 5Q (13303.620000 sec): 3 clusters Score: Raw -24708833.105591 + Penalty 5922.153623 = -24702910.951967 nChanged 8986 SP:Iteration 6F (13304.280000 sec): 3 clusters Score: Raw -24714219.084185 + Penalty 5922.153623 = -24708296.930561 nChanged 11680 SP:Iteration 7F (13304.910000 sec): 3 clusters Score: Raw -24723036.700424 + Penalty 5922.153623 = -24717114.546800 nChanged 13265 SP:Iteration 8F (13305.550000 sec): 3 clusters Score: Raw -24734754.700979 + Penalty 5922.153623 = -24728832.547356 nChanged 12114 SP:Iteration 9F (13306.180000 sec): 3 clusters Score: Raw -24746313.923518 + Penalty 5922.153623 = -24740391.769894 nChanged 7979 SP:Iteration 10F (13306.820000 sec): 3 clusters Score: Raw -24753950.694304 + Penalty 5922.153623 = -24748028.540680 nChanged 3695 SP:Iteration 11Q (13307.390000 sec): 3 clusters Score: Raw -24757341.052891 + Penalty 5922.153623 = -24751418.899268 nChanged 1223 SP:Iteration 12Q (13307.900000 sec): 3 clusters Score: Raw -24758464.585201 + Penalty 5922.153623 = -24752542.431577 nChanged 358 SP:Iteration 13Q (13308.370000 sec): 3 clusters Score: Raw -24758824.189449 + Penalty 5922.153623 = -24752902.035825 nChanged 120 SP:Iteration 14Q (13308.820000 sec): 3 clusters Score: Raw -24758961.223390 + Penalty 5922.153623 = -24753039.069767 nChanged 61 SP:Iteration 15Q (13309.260000 sec): 3 clusters Score: Raw -24759031.694902 + Penalty 5922.153623 = -24753109.541278 nChanged 28 SP:Iteration 16Q (13309.700000 sec): 3 clusters Score: Raw -24759064.012115 + Penalty 5922.153623 = -24753141.858492 nChanged 24 SP:Iteration 17Q (13310.140000 sec): 3 clusters Score: Raw -24759092.554557 + Penalty 5922.153623 = -24753170.400933 nChanged 12 SP:Iteration 18Q (13310.580000 sec): 3 clusters Score: Raw -24759104.779416 + Penalty 5922.153623 = -24753182.625792 nChanged 4 SP:Iteration 19Q (13311.020000 sec): 3 clusters Score: Raw -24759109.078554 + Penalty 5922.153623 = -24753186.924930 nChanged 5 SP:Iteration 20F (13311.660000 sec): 3 clusters Score: Raw -24759114.477661 + Penalty 5922.153623 = -24753192.324038 nChanged 3 SP:Iteration 21Q (13312.120000 sec): 3 clusters Score: Raw -24759118.324435 + Penalty 5922.153623 = -24753196.170812 nChanged 0 SP:Iteration 22F (13312.780000 sec): 3 clusters Score: Raw -24759118.324435 + Penalty 5922.153623 = -24753196.170812 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 17 (3361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13312.840000 sec): 2 clusters Score: Raw -513554.586512 + Penalty 2013.758469 = -511540.828043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13312.860000 sec): 3 clusters Score: Raw -512094.113213 + Penalty 4027.516939 = -508066.596275 nChanged 1210 SP:Iteration 1F (13312.870000 sec): 3 clusters Score: Raw -512964.293695 + Penalty 4027.516939 = -508936.776756 nChanged 321 SP:Iteration 2F (13312.880000 sec): 3 clusters Score: Raw -513284.648279 + Penalty 4027.516939 = -509257.131341 nChanged 241 SP:Iteration 3F (13312.900000 sec): 3 clusters Score: Raw -513571.331875 + Penalty 4027.516939 = -509543.814937 nChanged 215 SP:Iteration 4F (13312.910000 sec): 3 clusters Score: Raw -513855.347923 + Penalty 4027.516939 = -509827.830984 nChanged 217 SP:Iteration 5F (13312.930000 sec): 3 clusters Score: Raw -514130.352588 + Penalty 4027.516939 = -510102.835649 nChanged 172 SP:Iteration 6F (13312.940000 sec): 3 clusters Score: Raw -514331.609804 + Penalty 4027.516939 = -510304.092865 nChanged 145 SP:Iteration 7Q (13312.960000 sec): 3 clusters Score: Raw -514518.343571 + Penalty 4027.516939 = -510490.826632 nChanged 121 SP:Iteration 8Q (13312.970000 sec): 3 clusters Score: Raw -514650.258255 + Penalty 4027.516939 = -510622.741317 nChanged 90 SP:Iteration 9Q (13312.980000 sec): 3 clusters Score: Raw -514747.428960 + Penalty 4027.516939 = -510719.912022 nChanged 82 SP:Iteration 10Q (13312.990000 sec): 3 clusters Score: Raw -514834.429147 + Penalty 4027.516939 = -510806.912209 nChanged 75 SP:Iteration 11Q (13313.000000 sec): 3 clusters Score: Raw -514908.157827 + Penalty 4027.516939 = -510880.640888 nChanged 59 SP:Iteration 12Q (13313.020000 sec): 3 clusters Score: Raw -514955.093451 + Penalty 4027.516939 = -510927.576512 nChanged 38 SP:Iteration 13Q (13313.030000 sec): 3 clusters Score: Raw -514986.591714 + Penalty 4027.516939 = -510959.074776 nChanged 32 SP:Iteration 14Q (13313.040000 sec): 3 clusters Score: Raw -515014.198031 + Penalty 4027.516939 = -510986.681092 nChanged 28 SP:Iteration 15Q (13313.060000 sec): 3 clusters Score: Raw -515040.470630 + Penalty 4027.516939 = -511012.953691 nChanged 21 SP:Iteration 16Q (13313.070000 sec): 3 clusters Score: Raw -515057.692179 + Penalty 4027.516939 = -511030.175240 nChanged 20 SP:Iteration 17Q (13313.080000 sec): 3 clusters Score: Raw -515067.114148 + Penalty 4027.516939 = -511039.597210 nChanged 19 SP:Iteration 18Q (13313.100000 sec): 3 clusters Score: Raw -515079.086900 + Penalty 4027.516939 = -511051.569962 nChanged 10 SP:Iteration 19Q (13313.110000 sec): 3 clusters Score: Raw -515084.538858 + Penalty 4027.516939 = -511057.021920 nChanged 6 SP:Iteration 20F (13313.120000 sec): 3 clusters Score: Raw -515087.565554 + Penalty 4027.516939 = -511060.048615 nChanged 4 SP:Iteration 21Q (13313.130000 sec): 3 clusters Score: Raw -515089.943854 + Penalty 4027.516939 = -511062.426915 nChanged 5 SP:Iteration 22Q (13313.140000 sec): 3 clusters Score: Raw -515092.665553 + Penalty 4027.516939 = -511065.148614 nChanged 1 SP:Iteration 23Q (13313.160000 sec): 3 clusters Score: Raw -515093.252105 + Penalty 4027.516939 = -511065.735166 nChanged 0 SP:Iteration 24F (13313.170000 sec): 3 clusters Score: Raw -515093.252105 + Penalty 4027.516939 = -511065.735166 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 18 (39909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13313.320000 sec): 2 clusters Score: Raw -6466379.663151 + Penalty 2627.400571 = -6463752.262580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13313.490000 sec): 3 clusters Score: Raw -6442046.170382 + Penalty 5254.801142 = -6436791.369240 nChanged 18204 SP:Iteration 1F (13313.660000 sec): 3 clusters Score: Raw -6452418.706661 + Penalty 5254.801142 = -6447163.905519 nChanged 1900 SP:Iteration 2Q (13313.820000 sec): 3 clusters Score: Raw -6453105.279664 + Penalty 5254.801142 = -6447850.478522 nChanged 1787 SP:Iteration 3Q (13313.990000 sec): 3 clusters Score: Raw -6453741.438681 + Penalty 5254.801142 = -6448486.637539 nChanged 1755 SP:Iteration 4Q (13314.160000 sec): 3 clusters Score: Raw -6454461.215929 + Penalty 5254.801142 = -6449206.414786 nChanged 1867 SP:Iteration 5Q (13314.320000 sec): 3 clusters Score: Raw -6455275.279437 + Penalty 5254.801142 = -6450020.478295 nChanged 1931 SP:Iteration 6Q (13314.490000 sec): 3 clusters Score: Raw -6456174.650783 + Penalty 5254.801142 = -6450919.849641 nChanged 2009 SP:Iteration 7F (13314.650000 sec): 3 clusters Score: Raw -6457237.641789 + Penalty 5254.801142 = -6451982.840647 nChanged 2046 SP:Iteration 8F (13314.820000 sec): 3 clusters Score: Raw -6458405.508116 + Penalty 5254.801142 = -6453150.706974 nChanged 2028 SP:Iteration 9F (13314.980000 sec): 3 clusters Score: Raw -6459599.668613 + Penalty 5254.801142 = -6454344.867471 nChanged 1748 SP:Iteration 10Q (13315.160000 sec): 3 clusters Score: Raw -6460600.524940 + Penalty 5254.801142 = -6455345.723798 nChanged 1510 SP:Iteration 11Q (13315.330000 sec): 3 clusters Score: Raw -6461358.714504 + Penalty 5254.801142 = -6456103.913362 nChanged 1135 SP:Iteration 12Q (13315.490000 sec): 3 clusters Score: Raw -6461875.522742 + Penalty 5254.801142 = -6456620.721600 nChanged 947 SP:Iteration 13Q (13315.650000 sec): 3 clusters Score: Raw -6462265.159572 + Penalty 5254.801142 = -6457010.358430 nChanged 760 SP:Iteration 14Q (13315.810000 sec): 3 clusters Score: Raw -6462555.151430 + Penalty 5254.801142 = -6457300.350288 nChanged 711 SP:Iteration 15Q (13315.980000 sec): 3 clusters Score: Raw -6462826.995158 + Penalty 5254.801142 = -6457572.194016 nChanged 697 SP:Iteration 16Q (13316.150000 sec): 3 clusters Score: Raw -6463075.879370 + Penalty 5254.801142 = -6457821.078228 nChanged 689 SP:Iteration 17Q (13316.310000 sec): 3 clusters Score: Raw -6463321.734812 + Penalty 5254.801142 = -6458066.933670 nChanged 668 SP:Iteration 18Q (13316.470000 sec): 3 clusters Score: Raw -6463575.151697 + Penalty 5254.801142 = -6458320.350555 nChanged 657 SP:Iteration 19Q (13316.630000 sec): 3 clusters Score: Raw -6463821.295038 + Penalty 5254.801142 = -6458566.493896 nChanged 639 SP:Iteration 20F (13316.800000 sec): 3 clusters Score: Raw -6464067.621910 + Penalty 5254.801142 = -6458812.820767 nChanged 643 SP:Iteration 21Q (13316.960000 sec): 3 clusters Score: Raw -6464318.717516 + Penalty 5254.801142 = -6459063.916374 nChanged 610 SP:Iteration 22Q (13317.110000 sec): 3 clusters Score: Raw -6464563.342844 + Penalty 5254.801142 = -6459308.541702 nChanged 571 SP:Iteration 23Q (13317.260000 sec): 3 clusters Score: Raw -6464780.360082 + Penalty 5254.801142 = -6459525.558940 nChanged 545 SP:Iteration 24Q (13317.410000 sec): 3 clusters Score: Raw -6464993.860486 + Penalty 5254.801142 = -6459739.059344 nChanged 501 SP:Iteration 25Q (13317.560000 sec): 3 clusters Score: Raw -6465206.272034 + Penalty 5254.801142 = -6459951.470891 nChanged 488 SP:Iteration 26Q (13317.710000 sec): 3 clusters Score: Raw -6465413.355989 + Penalty 5254.801142 = -6460158.554847 nChanged 420 SP:Iteration 27Q (13317.850000 sec): 3 clusters Score: Raw -6465579.373920 + Penalty 5254.801142 = -6460324.572778 nChanged 366 SP:Iteration 28Q (13317.980000 sec): 3 clusters Score: Raw -6465723.726698 + Penalty 5254.801142 = -6460468.925556 nChanged 326 SP:Iteration 29Q (13318.120000 sec): 3 clusters Score: Raw -6465850.646703 + Penalty 5254.801142 = -6460595.845561 nChanged 292 SP:Iteration 30Q (13318.250000 sec): 3 clusters Score: Raw -6465965.991254 + Penalty 5254.801142 = -6460711.190112 nChanged 252 SP:Iteration 31Q (13318.380000 sec): 3 clusters Score: Raw -6466057.998719 + Penalty 5254.801142 = -6460803.197577 nChanged 216 SP:Iteration 32Q (13318.510000 sec): 3 clusters Score: Raw -6466133.567179 + Penalty 5254.801142 = -6460878.766037 nChanged 178 SP:Iteration 33Q (13318.640000 sec): 3 clusters Score: Raw -6466197.019679 + Penalty 5254.801142 = -6460942.218537 nChanged 175 SP:Iteration 34Q (13318.770000 sec): 3 clusters Score: Raw -6466263.465721 + Penalty 5254.801142 = -6461008.664579 nChanged 172 SP:Iteration 35Q (13318.890000 sec): 3 clusters Score: Raw -6466334.420327 + Penalty 5254.801142 = -6461079.619185 nChanged 149 SP:Iteration 36Q (13319.020000 sec): 3 clusters Score: Raw -6466390.447570 + Penalty 5254.801142 = -6461135.646428 nChanged 146 SP:Iteration 37Q (13319.150000 sec): 3 clusters Score: Raw -6466441.506139 + Penalty 5254.801142 = -6461186.704997 nChanged 122 SP:Iteration 38Q (13319.270000 sec): 3 clusters Score: Raw -6466482.843189 + Penalty 5254.801142 = -6461228.042047 nChanged 116 SP:Iteration 39Q (13319.390000 sec): 3 clusters Score: Raw -6466525.115625 + Penalty 5254.801142 = -6461270.314483 nChanged 85 SP:Iteration 40F (13319.560000 sec): 3 clusters Score: Raw -6466552.981565 + Penalty 5254.801142 = -6461298.180423 nChanged 74 SP:Iteration 41Q (13319.680000 sec): 3 clusters Score: Raw -6466579.102260 + Penalty 5254.801142 = -6461324.301118 nChanged 84 SP:Iteration 42Q (13319.810000 sec): 3 clusters Score: Raw -6466611.390074 + Penalty 5254.801142 = -6461356.588932 nChanged 64 SP:Iteration 43Q (13319.930000 sec): 3 clusters Score: Raw -6466633.881803 + Penalty 5254.801142 = -6461379.080661 nChanged 52 SP:Iteration 44Q (13320.050000 sec): 3 clusters Score: Raw -6466649.389739 + Penalty 5254.801142 = -6461394.588597 nChanged 43 SP:Iteration 45Q (13320.170000 sec): 3 clusters Score: Raw -6466660.582155 + Penalty 5254.801142 = -6461405.781013 nChanged 32 SP:Iteration 46Q (13320.290000 sec): 3 clusters Score: Raw -6466671.129472 + Penalty 5254.801142 = -6461416.328330 nChanged 30 SP:Iteration 47Q (13320.420000 sec): 3 clusters Score: Raw -6466681.453495 + Penalty 5254.801142 = -6461426.652353 nChanged 23 SP:Iteration 48Q (13320.540000 sec): 3 clusters Score: Raw -6466688.039678 + Penalty 5254.801142 = -6461433.238536 nChanged 20 SP:Iteration 49Q (13320.670000 sec): 3 clusters Score: Raw -6466694.031225 + Penalty 5254.801142 = -6461439.230083 nChanged 16 SP:Iteration 50Q (13320.800000 sec): 3 clusters Score: Raw -6466699.629524 + Penalty 5254.801142 = -6461444.828382 nChanged 13 SP:Iteration 51Q (13320.930000 sec): 3 clusters Score: Raw -6466704.119712 + Penalty 5254.801142 = -6461449.318570 nChanged 22 SP:Iteration 52Q (13321.050000 sec): 3 clusters Score: Raw -6466710.832454 + Penalty 5254.801142 = -6461456.031312 nChanged 17 SP:Iteration 53Q (13321.180000 sec): 3 clusters Score: Raw -6466716.105381 + Penalty 5254.801142 = -6461461.304239 nChanged 14 SP:Iteration 54Q (13321.310000 sec): 3 clusters Score: Raw -6466720.541902 + Penalty 5254.801142 = -6461465.740760 nChanged 15 SP:Iteration 55Q (13321.430000 sec): 3 clusters Score: Raw -6466725.055965 + Penalty 5254.801142 = -6461470.254823 nChanged 11 SP:Iteration 56Q (13321.550000 sec): 3 clusters Score: Raw -6466727.797701 + Penalty 5254.801142 = -6461472.996559 nChanged 6 SP:Iteration 57Q (13321.680000 sec): 3 clusters Score: Raw -6466729.863682 + Penalty 5254.801142 = -6461475.062540 nChanged 14 SP:Iteration 58Q (13321.810000 sec): 3 clusters Score: Raw -6466734.322652 + Penalty 5254.801142 = -6461479.521509 nChanged 9 SP:Iteration 59Q (13321.930000 sec): 3 clusters Score: Raw -6466737.814646 + Penalty 5254.801142 = -6461483.013504 nChanged 12 SP:Iteration 60F (13322.100000 sec): 3 clusters Score: Raw -6466741.646191 + Penalty 5254.801142 = -6461486.845049 nChanged 12 SP:Iteration 61Q (13322.230000 sec): 3 clusters Score: Raw -6466746.841894 + Penalty 5254.801142 = -6461492.040752 nChanged 12 SP:Iteration 62Q (13322.350000 sec): 3 clusters Score: Raw -6466751.457696 + Penalty 5254.801142 = -6461496.656553 nChanged 11 SP:Iteration 63Q (13322.470000 sec): 3 clusters Score: Raw -6466755.492953 + Penalty 5254.801142 = -6461500.691811 nChanged 14 SP:Iteration 64Q (13322.590000 sec): 3 clusters Score: Raw -6466760.319542 + Penalty 5254.801142 = -6461505.518400 nChanged 16 SP:Iteration 65Q (13322.710000 sec): 3 clusters Score: Raw -6466765.928354 + Penalty 5254.801142 = -6461511.127212 nChanged 10 SP:Iteration 66Q (13322.830000 sec): 3 clusters Score: Raw -6466768.897235 + Penalty 5254.801142 = -6461514.096093 nChanged 12 SP:Iteration 67Q (13322.950000 sec): 3 clusters Score: Raw -6466773.234827 + Penalty 5254.801142 = -6461518.433685 nChanged 12 SP:Iteration 68Q (13323.070000 sec): 3 clusters Score: Raw -6466776.891676 + Penalty 5254.801142 = -6461522.090534 nChanged 12 SP:Iteration 69Q (13323.190000 sec): 3 clusters Score: Raw -6466780.358424 + Penalty 5254.801142 = -6461525.557282 nChanged 7 SP:Iteration 70Q (13323.310000 sec): 3 clusters Score: Raw -6466781.940167 + Penalty 5254.801142 = -6461527.139025 nChanged 2 SP:Iteration 71Q (13323.430000 sec): 3 clusters Score: Raw -6466782.317972 + Penalty 5254.801142 = -6461527.516830 nChanged 4 SP:Iteration 72Q (13323.550000 sec): 3 clusters Score: Raw -6466783.641353 + Penalty 5254.801142 = -6461528.840211 nChanged 7 SP:Iteration 73Q (13323.670000 sec): 3 clusters Score: Raw -6466786.400712 + Penalty 5254.801142 = -6461531.599570 nChanged 8 SP:Iteration 74Q (13323.790000 sec): 3 clusters Score: Raw -6466788.999356 + Penalty 5254.801142 = -6461534.198214 nChanged 5 SP:Iteration 75Q (13323.920000 sec): 3 clusters Score: Raw -6466790.112654 + Penalty 5254.801142 = -6461535.311512 nChanged 3 SP:Iteration 76Q (13324.040000 sec): 3 clusters Score: Raw -6466791.305718 + Penalty 5254.801142 = -6461536.504576 nChanged 3 SP:Iteration 77Q (13324.160000 sec): 3 clusters Score: Raw -6466792.047949 + Penalty 5254.801142 = -6461537.246807 nChanged 2 SP:Iteration 78Q (13324.280000 sec): 3 clusters Score: Raw -6466793.041641 + Penalty 5254.801142 = -6461538.240499 nChanged 1 SP:Iteration 79Q (13324.390000 sec): 3 clusters Score: Raw -6466793.523470 + Penalty 5254.801142 = -6461538.722328 nChanged 3 SP:Iteration 80F (13324.560000 sec): 3 clusters Score: Raw -6466794.718251 + Penalty 5254.801142 = -6461539.917109 nChanged 2 SP:Iteration 81Q (13324.680000 sec): 3 clusters Score: Raw -6466795.404857 + Penalty 5254.801142 = -6461540.603715 nChanged 1 SP:Iteration 82Q (13324.800000 sec): 3 clusters Score: Raw -6466795.765595 + Penalty 5254.801142 = -6461540.964453 nChanged 1 SP:Iteration 83Q (13324.920000 sec): 3 clusters Score: Raw -6466795.937619 + Penalty 5254.801142 = -6461541.136476 nChanged 0 SP:Iteration 84F (13325.080000 sec): 3 clusters Score: Raw -6466795.937619 + Penalty 5254.801142 = -6461541.136476 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 19 (482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13325.100000 sec): 2 clusters Score: Raw -74705.613534 + Penalty 1532.130140 = -73173.483394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13325.100000 sec): 3 clusters Score: Raw -74710.707321 + Penalty 3064.260281 = -71646.447040 nChanged 72 SP:Iteration 1F (13325.110000 sec): 3 clusters Score: Raw -74851.925300 + Penalty 3064.260281 = -71787.665019 nChanged 25 SP:Iteration 2F (13325.110000 sec): 3 clusters Score: Raw -74935.119117 + Penalty 3064.260281 = -71870.858836 nChanged 12 SP:Iteration 3Q (13325.110000 sec): 3 clusters Score: Raw -74968.369658 + Penalty 3064.260281 = -71904.109377 nChanged 7 SP:Iteration 4Q (13325.110000 sec): 3 clusters Score: Raw -74989.040320 + Penalty 3064.260281 = -71924.780039 nChanged 4 SP:Iteration 5Q (13325.120000 sec): 3 clusters Score: Raw -74993.282702 + Penalty 3064.260281 = -71929.022421 nChanged 2 SP:Iteration 6Q (13325.120000 sec): 3 clusters Score: Raw -74995.781896 + Penalty 3064.260281 = -71931.521616 nChanged 0 SP:Iteration 7F (13325.120000 sec): 3 clusters Score: Raw -74995.781896 + Penalty 3064.260281 = -71931.521616 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 20 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13325.120000 sec): 2 clusters Score: Raw -29238.850571 + Penalty 1348.643669 = -27890.206903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13325.120000 sec): 3 clusters Score: Raw -29522.551727 + Penalty 2697.287337 = -26825.264390 nChanged 47 SP:Iteration 1F (13325.120000 sec): 3 clusters Score: Raw -29736.504857 + Penalty 2697.287337 = -27039.217520 nChanged 14 SP:Iteration 2F (13325.130000 sec): 3 clusters Score: Raw -29872.484336 + Penalty 2697.287337 = -27175.196999 nChanged 6 SP:Iteration 3Q (13325.130000 sec): 3 clusters Score: Raw -29926.706812 + Penalty 2697.287337 = -27229.419474 nChanged 1 SP:Iteration 4Q (13325.130000 sec): 3 clusters Score: Raw -29940.706147 + Penalty 2697.287337 = -27243.418810 nChanged 1 SP:Iteration 5Q (13325.130000 sec): 3 clusters Score: Raw -29951.078353 + Penalty 2697.287337 = -27253.791015 nChanged 0 SP:Iteration 6F (13325.130000 sec): 3 clusters Score: Raw -29951.078353 + Penalty 2697.287337 = -27253.791015 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 21 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13325.130000 sec): 2 clusters Score: Raw -17904.457110 + Penalty 1321.313290 = -16583.143820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13325.140000 sec): 3 clusters Score: Raw -18238.392543 + Penalty 2642.626580 = -15595.765963 nChanged 37 SP:Iteration 1F (13325.140000 sec): 3 clusters Score: Raw -18499.324594 + Penalty 2642.626580 = -15856.698014 nChanged 12 SP:Iteration 2F (13325.140000 sec): 3 clusters Score: Raw -18548.360320 + Penalty 2642.626580 = -15905.733740 nChanged 3 SP:Iteration 3Q (13325.140000 sec): 3 clusters Score: Raw -18575.753600 + Penalty 2642.626580 = -15933.127020 nChanged 2 SP:Iteration 4Q (13325.140000 sec): 3 clusters Score: Raw -18599.315715 + Penalty 2642.626580 = -15956.689135 nChanged 3 SP:Iteration 5Q (13325.140000 sec): 3 clusters Score: Raw -18650.663707 + Penalty 2642.626580 = -16008.037128 nChanged 4 SP:Iteration 6Q (13325.140000 sec): 3 clusters Score: Raw -18669.611797 + Penalty 2642.626580 = -16026.985217 nChanged 3 SP:Iteration 7Q (13325.140000 sec): 3 clusters Score: Raw -18683.933093 + Penalty 2642.626580 = -16041.306514 nChanged 2 SP:Iteration 8Q (13325.140000 sec): 3 clusters Score: Raw -18706.047214 + Penalty 2642.626580 = -16063.420634 nChanged 3 SP:Iteration 9Q (13325.140000 sec): 3 clusters Score: Raw -18787.266823 + Penalty 2642.626580 = -16144.640243 nChanged 1 SP:Iteration 10Q (13325.140000 sec): 3 clusters Score: Raw -18808.739358 + Penalty 2642.626580 = -16166.112778 nChanged 0 SP:Iteration 11F (13325.140000 sec): 3 clusters Score: Raw -18808.739358 + Penalty 2642.626580 = -16166.112778 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 22 (841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13325.150000 sec): 2 clusters Score: Raw -137290.615802 + Penalty 1670.178732 = -135620.437070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13325.160000 sec): 3 clusters Score: Raw -137177.790205 + Penalty 3340.357463 = -133837.432742 nChanged 199 SP:Iteration 1F (13325.160000 sec): 3 clusters Score: Raw -137411.132758 + Penalty 3340.357463 = -134070.775295 nChanged 41 SP:Iteration 2Q (13325.160000 sec): 3 clusters Score: Raw -137474.090826 + Penalty 3340.357463 = -134133.733363 nChanged 16 SP:Iteration 3Q (13325.160000 sec): 3 clusters Score: Raw -137498.243440 + Penalty 3340.357463 = -134157.885977 nChanged 8 SP:Iteration 4Q (13325.170000 sec): 3 clusters Score: Raw -137513.475895 + Penalty 3340.357463 = -134173.118432 nChanged 9 SP:Iteration 5Q (13325.170000 sec): 3 clusters Score: Raw -137520.762873 + Penalty 3340.357463 = -134180.405410 nChanged 3 SP:Iteration 6Q (13325.180000 sec): 3 clusters Score: Raw -137523.276220 + Penalty 3340.357463 = -134182.918757 nChanged 1 SP:Iteration 7Q (13325.180000 sec): 3 clusters Score: Raw -137524.104661 + Penalty 3340.357463 = -134183.747197 nChanged 1 SP:Iteration 8Q (13325.180000 sec): 3 clusters Score: Raw -137524.561924 + Penalty 3340.357463 = -134184.204461 nChanged 0 SP:Iteration 9F (13325.190000 sec): 3 clusters Score: Raw -137524.561924 + Penalty 3340.357463 = -134184.204461 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 23 (28530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13325.310000 sec): 2 clusters Score: Raw -4586196.166278 + Penalty 2544.160438 = -4583652.005839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13325.430000 sec): 3 clusters Score: Raw -4569293.946687 + Penalty 5088.320876 = -4564205.625811 nChanged 12852 SP:Iteration 1F (13325.550000 sec): 3 clusters Score: Raw -4576206.542983 + Penalty 5088.320876 = -4571118.222107 nChanged 1415 SP:Iteration 2Q (13325.680000 sec): 3 clusters Score: Raw -4576722.923254 + Penalty 5088.320876 = -4571634.602377 nChanged 1340 SP:Iteration 3Q (13325.800000 sec): 3 clusters Score: Raw -4577242.550242 + Penalty 5088.320876 = -4572154.229366 nChanged 1396 SP:Iteration 4Q (13325.920000 sec): 3 clusters Score: Raw -4577847.985773 + Penalty 5088.320876 = -4572759.664897 nChanged 1466 SP:Iteration 5F (13326.050000 sec): 3 clusters Score: Raw -4578562.331909 + Penalty 5088.320876 = -4573474.011033 nChanged 1549 SP:Iteration 6F (13326.170000 sec): 3 clusters Score: Raw -4579424.967963 + Penalty 5088.320876 = -4574336.647087 nChanged 1634 SP:Iteration 7F (13326.290000 sec): 3 clusters Score: Raw -4580465.794485 + Penalty 5088.320876 = -4575377.473609 nChanged 1666 SP:Iteration 8F (13326.410000 sec): 3 clusters Score: Raw -4581624.361521 + Penalty 5088.320876 = -4576536.040645 nChanged 1554 SP:Iteration 9F (13326.530000 sec): 3 clusters Score: Raw -4582792.011258 + Penalty 5088.320876 = -4577703.690382 nChanged 1334 SP:Iteration 10Q (13326.650000 sec): 3 clusters Score: Raw -4583867.816989 + Penalty 5088.320876 = -4578779.496113 nChanged 1050 SP:Iteration 11Q (13326.780000 sec): 3 clusters Score: Raw -4584751.650222 + Penalty 5088.320876 = -4579663.329345 nChanged 732 SP:Iteration 12Q (13326.900000 sec): 3 clusters Score: Raw -4585395.784782 + Penalty 5088.320876 = -4580307.463906 nChanged 463 SP:Iteration 13Q (13327.010000 sec): 3 clusters Score: Raw -4585850.243115 + Penalty 5088.320876 = -4580761.922238 nChanged 271 SP:Iteration 14Q (13327.110000 sec): 3 clusters Score: Raw -4586137.742449 + Penalty 5088.320876 = -4581049.421573 nChanged 130 SP:Iteration 15Q (13327.200000 sec): 3 clusters Score: Raw -4586278.449872 + Penalty 5088.320876 = -4581190.128996 nChanged 71 SP:Iteration 16Q (13327.300000 sec): 3 clusters Score: Raw -4586351.384003 + Penalty 5088.320876 = -4581263.063126 nChanged 30 SP:Iteration 17Q (13327.380000 sec): 3 clusters Score: Raw -4586384.251198 + Penalty 5088.320876 = -4581295.930321 nChanged 17 SP:Iteration 18Q (13327.470000 sec): 3 clusters Score: Raw -4586409.258773 + Penalty 5088.320876 = -4581320.937897 nChanged 15 SP:Iteration 19Q (13327.560000 sec): 3 clusters Score: Raw -4586428.469614 + Penalty 5088.320876 = -4581340.148737 nChanged 11 SP:Iteration 20F (13327.680000 sec): 3 clusters Score: Raw -4586441.485469 + Penalty 5088.320876 = -4581353.164593 nChanged 7 SP:Iteration 21Q (13327.760000 sec): 3 clusters Score: Raw -4586449.800943 + Penalty 5088.320876 = -4581361.480066 nChanged 6 SP:Iteration 22Q (13327.850000 sec): 3 clusters Score: Raw -4586457.228237 + Penalty 5088.320876 = -4581368.907360 nChanged 4 SP:Iteration 23Q (13327.930000 sec): 3 clusters Score: Raw -4586462.427590 + Penalty 5088.320876 = -4581374.106714 nChanged 6 SP:Iteration 24Q (13328.020000 sec): 3 clusters Score: Raw -4586472.428490 + Penalty 5088.320876 = -4581384.107614 nChanged 5 SP:Iteration 25Q (13328.100000 sec): 3 clusters Score: Raw -4586479.198716 + Penalty 5088.320876 = -4581390.877840 nChanged 6 SP:Iteration 26Q (13328.190000 sec): 3 clusters Score: Raw -4586487.507273 + Penalty 5088.320876 = -4581399.186396 nChanged 6 SP:Iteration 27Q (13328.270000 sec): 3 clusters Score: Raw -4586496.916898 + Penalty 5088.320876 = -4581408.596022 nChanged 5 SP:Iteration 28Q (13328.360000 sec): 3 clusters Score: Raw -4586503.464823 + Penalty 5088.320876 = -4581415.143947 nChanged 3 SP:Iteration 29Q (13328.440000 sec): 3 clusters Score: Raw -4586508.138808 + Penalty 5088.320876 = -4581419.817932 nChanged 2 SP:Iteration 30Q (13328.520000 sec): 3 clusters Score: Raw -4586509.805392 + Penalty 5088.320876 = -4581421.484516 nChanged 3 SP:Iteration 31Q (13328.600000 sec): 3 clusters Score: Raw -4586513.852506 + Penalty 5088.320876 = -4581425.531629 nChanged 2 SP:Iteration 32Q (13328.690000 sec): 3 clusters Score: Raw -4586516.934253 + Penalty 5088.320876 = -4581428.613377 nChanged 0 SP:Iteration 33F (13328.800000 sec): 3 clusters Score: Raw -4586516.934253 + Penalty 5088.320876 = -4581428.613377 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 24 (538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13328.820000 sec): 2 clusters Score: Raw -85148.195072 + Penalty 1559.388923 = -83588.806150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13328.820000 sec): 3 clusters Score: Raw -85147.866346 + Penalty 3118.777846 = -82029.088500 nChanged 105 SP:Iteration 1F (13328.820000 sec): 3 clusters Score: Raw -85322.778632 + Penalty 3118.777846 = -82204.000786 nChanged 21 SP:Iteration 2Q (13328.830000 sec): 3 clusters Score: Raw -85368.972082 + Penalty 3118.777846 = -82250.194236 nChanged 8 SP:Iteration 3Q (13328.830000 sec): 3 clusters Score: Raw -85387.748853 + Penalty 3118.777846 = -82268.971008 nChanged 6 SP:Iteration 4Q (13328.830000 sec): 3 clusters Score: Raw -85400.055514 + Penalty 3118.777846 = -82281.277668 nChanged 1 SP:Iteration 5Q (13328.830000 sec): 3 clusters Score: Raw -85402.200599 + Penalty 3118.777846 = -82283.422753 nChanged 1 SP:Iteration 6Q (13328.840000 sec): 3 clusters Score: Raw -85403.825176 + Penalty 3118.777846 = -82285.047330 nChanged 2 SP:Iteration 7Q (13328.840000 sec): 3 clusters Score: Raw -85407.626013 + Penalty 3118.777846 = -82288.848167 nChanged 1 SP:Iteration 8Q (13328.840000 sec): 3 clusters Score: Raw -85409.942249 + Penalty 3118.777846 = -82291.164403 nChanged 0 SP:Iteration 9F (13328.840000 sec): 3 clusters Score: Raw -85409.942249 + Penalty 3118.777846 = -82291.164403 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 25 (14953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13328.900000 sec): 2 clusters Score: Raw -2386708.472703 + Penalty 2383.941472 = -2384324.531231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13328.960000 sec): 3 clusters Score: Raw -2378276.929166 + Penalty 4767.882945 = -2373509.046221 nChanged 6486 SP:Iteration 1F (13329.020000 sec): 3 clusters Score: Raw -2381753.281376 + Penalty 4767.882945 = -2376985.398432 nChanged 879 SP:Iteration 2F (13329.080000 sec): 3 clusters Score: Raw -2382172.888099 + Penalty 4767.882945 = -2377405.005154 nChanged 773 SP:Iteration 3F (13329.140000 sec): 3 clusters Score: Raw -2382559.296222 + Penalty 4767.882945 = -2377791.413277 nChanged 659 SP:Iteration 4Q (13329.200000 sec): 3 clusters Score: Raw -2382899.891552 + Penalty 4767.882945 = -2378132.008608 nChanged 639 SP:Iteration 5Q (13329.270000 sec): 3 clusters Score: Raw -2383202.892625 + Penalty 4767.882945 = -2378435.009680 nChanged 599 SP:Iteration 6Q (13329.330000 sec): 3 clusters Score: Raw -2383484.957043 + Penalty 4767.882945 = -2378717.074098 nChanged 603 SP:Iteration 7Q (13329.390000 sec): 3 clusters Score: Raw -2383745.675258 + Penalty 4767.882945 = -2378977.792313 nChanged 568 SP:Iteration 8Q (13329.450000 sec): 3 clusters Score: Raw -2384015.090547 + Penalty 4767.882945 = -2379247.207602 nChanged 609 SP:Iteration 9Q (13329.510000 sec): 3 clusters Score: Raw -2384315.328899 + Penalty 4767.882945 = -2379547.445954 nChanged 571 SP:Iteration 10Q (13329.580000 sec): 3 clusters Score: Raw -2384562.834280 + Penalty 4767.882945 = -2379794.951335 nChanged 518 SP:Iteration 11Q (13329.640000 sec): 3 clusters Score: Raw -2384787.218044 + Penalty 4767.882945 = -2380019.335099 nChanged 440 SP:Iteration 12Q (13329.710000 sec): 3 clusters Score: Raw -2384959.585270 + Penalty 4767.882945 = -2380191.702325 nChanged 384 SP:Iteration 13Q (13329.770000 sec): 3 clusters Score: Raw -2385102.474734 + Penalty 4767.882945 = -2380334.591789 nChanged 333 SP:Iteration 14Q (13329.840000 sec): 3 clusters Score: Raw -2385225.733085 + Penalty 4767.882945 = -2380457.850140 nChanged 295 SP:Iteration 15Q (13329.900000 sec): 3 clusters Score: Raw -2385333.253085 + Penalty 4767.882945 = -2380565.370140 nChanged 258 SP:Iteration 16Q (13329.960000 sec): 3 clusters Score: Raw -2385419.177163 + Penalty 4767.882945 = -2380651.294218 nChanged 208 SP:Iteration 17Q (13330.020000 sec): 3 clusters Score: Raw -2385473.820027 + Penalty 4767.882945 = -2380705.937082 nChanged 182 SP:Iteration 18Q (13330.080000 sec): 3 clusters Score: Raw -2385514.438960 + Penalty 4767.882945 = -2380746.556015 nChanged 146 SP:Iteration 19Q (13330.150000 sec): 3 clusters Score: Raw -2385549.877136 + Penalty 4767.882945 = -2380781.994191 nChanged 119 SP:Iteration 20F (13330.210000 sec): 3 clusters Score: Raw -2385576.721188 + Penalty 4767.882945 = -2380808.838243 nChanged 98 SP:Iteration 21Q (13330.270000 sec): 3 clusters Score: Raw -2385595.064294 + Penalty 4767.882945 = -2380827.181350 nChanged 88 SP:Iteration 22Q (13330.340000 sec): 3 clusters Score: Raw -2385612.837506 + Penalty 4767.882945 = -2380844.954561 nChanged 69 SP:Iteration 23Q (13330.400000 sec): 3 clusters Score: Raw -2385624.615846 + Penalty 4767.882945 = -2380856.732902 nChanged 58 SP:Iteration 24Q (13330.460000 sec): 3 clusters Score: Raw -2385634.062023 + Penalty 4767.882945 = -2380866.179078 nChanged 51 SP:Iteration 25Q (13330.520000 sec): 3 clusters Score: Raw -2385641.298935 + Penalty 4767.882945 = -2380873.415990 nChanged 36 SP:Iteration 26Q (13330.580000 sec): 3 clusters Score: Raw -2385646.975579 + Penalty 4767.882945 = -2380879.092634 nChanged 38 SP:Iteration 27Q (13330.650000 sec): 3 clusters Score: Raw -2385651.724842 + Penalty 4767.882945 = -2380883.841897 nChanged 33 SP:Iteration 28Q (13330.710000 sec): 3 clusters Score: Raw -2385656.433822 + Penalty 4767.882945 = -2380888.550877 nChanged 26 SP:Iteration 29Q (13330.770000 sec): 3 clusters Score: Raw -2385660.253002 + Penalty 4767.882945 = -2380892.370057 nChanged 37 SP:Iteration 30Q (13330.840000 sec): 3 clusters Score: Raw -2385666.837531 + Penalty 4767.882945 = -2380898.954586 nChanged 42 SP:Iteration 31Q (13330.900000 sec): 3 clusters Score: Raw -2385673.117515 + Penalty 4767.882945 = -2380905.234570 nChanged 32 SP:Iteration 32Q (13330.960000 sec): 3 clusters Score: Raw -2385679.203151 + Penalty 4767.882945 = -2380911.320206 nChanged 42 SP:Iteration 33Q (13331.020000 sec): 3 clusters Score: Raw -2385685.977887 + Penalty 4767.882945 = -2380918.094942 nChanged 30 SP:Iteration 34Q (13331.080000 sec): 3 clusters Score: Raw -2385690.510520 + Penalty 4767.882945 = -2380922.627575 nChanged 39 SP:Iteration 35Q (13331.140000 sec): 3 clusters Score: Raw -2385696.529325 + Penalty 4767.882945 = -2380928.646380 nChanged 32 SP:Iteration 36Q (13331.210000 sec): 3 clusters Score: Raw -2385701.129235 + Penalty 4767.882945 = -2380933.246290 nChanged 31 SP:Iteration 37Q (13331.270000 sec): 3 clusters Score: Raw -2385704.759134 + Penalty 4767.882945 = -2380936.876189 nChanged 23 SP:Iteration 38Q (13331.330000 sec): 3 clusters Score: Raw -2385707.527855 + Penalty 4767.882945 = -2380939.644910 nChanged 21 SP:Iteration 39Q (13331.400000 sec): 3 clusters Score: Raw -2385709.629697 + Penalty 4767.882945 = -2380941.746752 nChanged 14 SP:Iteration 40F (13331.460000 sec): 3 clusters Score: Raw -2385711.306441 + Penalty 4767.882945 = -2380943.423496 nChanged 10 SP:Iteration 41Q (13331.520000 sec): 3 clusters Score: Raw -2385712.520725 + Penalty 4767.882945 = -2380944.637781 nChanged 12 SP:Iteration 42Q (13331.580000 sec): 3 clusters Score: Raw -2385713.783211 + Penalty 4767.882945 = -2380945.900266 nChanged 12 SP:Iteration 43Q (13331.640000 sec): 3 clusters Score: Raw -2385714.982635 + Penalty 4767.882945 = -2380947.099690 nChanged 14 SP:Iteration 44Q (13331.700000 sec): 3 clusters Score: Raw -2385716.863006 + Penalty 4767.882945 = -2380948.980061 nChanged 15 SP:Iteration 45Q (13331.760000 sec): 3 clusters Score: Raw -2385719.037550 + Penalty 4767.882945 = -2380951.154605 nChanged 17 SP:Iteration 46Q (13331.820000 sec): 3 clusters Score: Raw -2385721.255539 + Penalty 4767.882945 = -2380953.372594 nChanged 15 SP:Iteration 47Q (13331.880000 sec): 3 clusters Score: Raw -2385722.969094 + Penalty 4767.882945 = -2380955.086149 nChanged 14 SP:Iteration 48Q (13331.940000 sec): 3 clusters Score: Raw -2385724.787633 + Penalty 4767.882945 = -2380956.904688 nChanged 15 SP:Iteration 49Q (13332.000000 sec): 3 clusters Score: Raw -2385726.625194 + Penalty 4767.882945 = -2380958.742249 nChanged 16 SP:Iteration 50Q (13332.060000 sec): 3 clusters Score: Raw -2385728.450246 + Penalty 4767.882945 = -2380960.567302 nChanged 17 SP:Iteration 51Q (13332.120000 sec): 3 clusters Score: Raw -2385730.659494 + Penalty 4767.882945 = -2380962.776550 nChanged 12 SP:Iteration 52Q (13332.180000 sec): 3 clusters Score: Raw -2385731.869637 + Penalty 4767.882945 = -2380963.986693 nChanged 8 SP:Iteration 53Q (13332.240000 sec): 3 clusters Score: Raw -2385732.772566 + Penalty 4767.882945 = -2380964.889621 nChanged 9 SP:Iteration 54Q (13332.310000 sec): 3 clusters Score: Raw -2385733.711468 + Penalty 4767.882945 = -2380965.828523 nChanged 8 SP:Iteration 55Q (13332.370000 sec): 3 clusters Score: Raw -2385734.283021 + Penalty 4767.882945 = -2380966.400076 nChanged 9 SP:Iteration 56Q (13332.440000 sec): 3 clusters Score: Raw -2385734.995079 + Penalty 4767.882945 = -2380967.112134 nChanged 3 SP:Iteration 57Q (13332.500000 sec): 3 clusters Score: Raw -2385735.206612 + Penalty 4767.882945 = -2380967.323667 nChanged 2 SP:Iteration 58Q (13332.560000 sec): 3 clusters Score: Raw -2385735.358516 + Penalty 4767.882945 = -2380967.475571 nChanged 3 SP:Iteration 59Q (13332.630000 sec): 3 clusters Score: Raw -2385735.661059 + Penalty 4767.882945 = -2380967.778114 nChanged 3 SP:Iteration 60F (13332.690000 sec): 3 clusters Score: Raw -2385735.985215 + Penalty 4767.882945 = -2380968.102270 nChanged 2 SP:Iteration 61Q (13332.750000 sec): 3 clusters Score: Raw -2385736.064643 + Penalty 4767.882945 = -2380968.181698 nChanged 1 SP:Iteration 62Q (13332.810000 sec): 3 clusters Score: Raw -2385736.254402 + Penalty 4767.882945 = -2380968.371458 nChanged 3 SP:Iteration 63Q (13332.880000 sec): 3 clusters Score: Raw -2385736.568412 + Penalty 4767.882945 = -2380968.685467 nChanged 3 SP:Iteration 64Q (13332.940000 sec): 3 clusters Score: Raw -2385737.100602 + Penalty 4767.882945 = -2380969.217657 nChanged 7 SP:Iteration 65Q (13333.000000 sec): 3 clusters Score: Raw -2385737.908454 + Penalty 4767.882945 = -2380970.025509 nChanged 6 SP:Iteration 66Q (13333.060000 sec): 3 clusters Score: Raw -2385738.465735 + Penalty 4767.882945 = -2380970.582790 nChanged 3 SP:Iteration 67Q (13333.120000 sec): 3 clusters Score: Raw -2385738.865083 + Penalty 4767.882945 = -2380970.982138 nChanged 2 SP:Iteration 68Q (13333.180000 sec): 3 clusters Score: Raw -2385739.004331 + Penalty 4767.882945 = -2380971.121386 nChanged 2 SP:Iteration 69Q (13333.240000 sec): 3 clusters Score: Raw -2385739.136392 + Penalty 4767.882945 = -2380971.253447 nChanged 1 SP:Iteration 70Q (13333.300000 sec): 3 clusters Score: Raw -2385739.326891 + Penalty 4767.882945 = -2380971.443946 nChanged 2 SP:Iteration 71Q (13333.360000 sec): 3 clusters Score: Raw -2385739.615799 + Penalty 4767.882945 = -2380971.732855 nChanged 3 SP:Iteration 72Q (13333.420000 sec): 3 clusters Score: Raw -2385739.955625 + Penalty 4767.882945 = -2380972.072680 nChanged 4 SP:Iteration 73Q (13333.480000 sec): 3 clusters Score: Raw -2385740.550744 + Penalty 4767.882945 = -2380972.667799 nChanged 7 SP:Iteration 74Q (13333.550000 sec): 3 clusters Score: Raw -2385741.686069 + Penalty 4767.882945 = -2380973.803124 nChanged 2 SP:Iteration 75Q (13333.610000 sec): 3 clusters Score: Raw -2385741.881117 + Penalty 4767.882945 = -2380973.998172 nChanged 3 SP:Iteration 76Q (13333.670000 sec): 3 clusters Score: Raw -2385742.152134 + Penalty 4767.882945 = -2380974.269189 nChanged 1 SP:Iteration 77Q (13333.730000 sec): 3 clusters Score: Raw -2385742.185807 + Penalty 4767.882945 = -2380974.302862 nChanged 1 SP:Iteration 78Q (13333.800000 sec): 3 clusters Score: Raw -2385742.305775 + Penalty 4767.882945 = -2380974.422830 nChanged 1 SP:Iteration 79Q (13333.860000 sec): 3 clusters Score: Raw -2385742.388804 + Penalty 4767.882945 = -2380974.505859 nChanged 1 SP:Iteration 80F (13333.920000 sec): 3 clusters Score: Raw -2385742.462703 + Penalty 4767.882945 = -2380974.579759 nChanged 1 SP:Iteration 81Q (13333.980000 sec): 3 clusters Score: Raw -2385742.523549 + Penalty 4767.882945 = -2380974.640604 nChanged 1 SP:Iteration 82Q (13334.040000 sec): 3 clusters Score: Raw -2385742.601153 + Penalty 4767.882945 = -2380974.718208 nChanged 3 SP:Iteration 83Q (13334.110000 sec): 3 clusters Score: Raw -2385742.869002 + Penalty 4767.882945 = -2380974.986057 nChanged 2 SP:Iteration 84Q (13334.170000 sec): 3 clusters Score: Raw -2385742.992287 + Penalty 4767.882945 = -2380975.109342 nChanged 1 SP:Iteration 85Q (13334.230000 sec): 3 clusters Score: Raw -2385743.043150 + Penalty 4767.882945 = -2380975.160205 nChanged 1 SP:Iteration 86Q (13334.290000 sec): 3 clusters Score: Raw -2385743.127131 + Penalty 4767.882945 = -2380975.244186 nChanged 2 SP:Iteration 87Q (13334.360000 sec): 3 clusters Score: Raw -2385743.198871 + Penalty 4767.882945 = -2380975.315926 nChanged 0 SP:Iteration 88F (13334.430000 sec): 3 clusters Score: Raw -2385743.198871 + Penalty 4767.882945 = -2380975.315926 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 26 (102800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13334.820000 sec): 2 clusters Score: Raw -16528413.583499 + Penalty 2862.054077 = -16525551.529422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13335.270000 sec): 3 clusters Score: Raw -16462710.246136 + Penalty 5724.108153 = -16456986.137983 nChanged 48644 SP:Iteration 1F (13335.720000 sec): 3 clusters Score: Raw -16490480.787444 + Penalty 5724.108153 = -16484756.679291 nChanged 3760 SP:Iteration 2Q (13336.170000 sec): 3 clusters Score: Raw -16491621.754686 + Penalty 5724.108153 = -16485897.646532 nChanged 4182 SP:Iteration 3Q (13336.600000 sec): 3 clusters Score: Raw -16493142.490298 + Penalty 5724.108153 = -16487418.382145 nChanged 4608 SP:Iteration 4Q (13337.040000 sec): 3 clusters Score: Raw -16495367.689252 + Penalty 5724.108153 = -16489643.581099 nChanged 5202 SP:Iteration 5F (13337.470000 sec): 3 clusters Score: Raw -16498458.259168 + Penalty 5724.108153 = -16492734.151014 nChanged 5907 SP:Iteration 6F (13337.900000 sec): 3 clusters Score: Raw -16502489.695765 + Penalty 5724.108153 = -16496765.587612 nChanged 6206 SP:Iteration 7F (13338.330000 sec): 3 clusters Score: Raw -16507033.562518 + Penalty 5724.108153 = -16501309.454364 nChanged 5888 SP:Iteration 8F (13338.760000 sec): 3 clusters Score: Raw -16511170.851567 + Penalty 5724.108153 = -16505446.743414 nChanged 5074 SP:Iteration 9Q (13339.210000 sec): 3 clusters Score: Raw -16514225.010209 + Penalty 5724.108153 = -16508500.902056 nChanged 3922 SP:Iteration 10Q (13339.630000 sec): 3 clusters Score: Raw -16516152.464935 + Penalty 5724.108153 = -16510428.356781 nChanged 2951 SP:Iteration 11Q (13340.050000 sec): 3 clusters Score: Raw -16517482.129908 + Penalty 5724.108153 = -16511758.021755 nChanged 2467 SP:Iteration 12Q (13340.460000 sec): 3 clusters Score: Raw -16518607.910323 + Penalty 5724.108153 = -16512883.802170 nChanged 2067 SP:Iteration 13Q (13340.850000 sec): 3 clusters Score: Raw -16519702.756789 + Penalty 5724.108153 = -16513978.648635 nChanged 2019 SP:Iteration 14Q (13341.230000 sec): 3 clusters Score: Raw -16520992.485214 + Penalty 5724.108153 = -16515268.377060 nChanged 1937 SP:Iteration 15Q (13341.600000 sec): 3 clusters Score: Raw -16522504.008400 + Penalty 5724.108153 = -16516779.900246 nChanged 1824 SP:Iteration 16Q (13341.970000 sec): 3 clusters Score: Raw -16523976.692603 + Penalty 5724.108153 = -16518252.584450 nChanged 1560 SP:Iteration 17Q (13342.330000 sec): 3 clusters Score: Raw -16524997.547348 + Penalty 5724.108153 = -16519273.439195 nChanged 1323 SP:Iteration 18Q (13342.680000 sec): 3 clusters Score: Raw -16525603.595329 + Penalty 5724.108153 = -16519879.487175 nChanged 1055 SP:Iteration 19Q (13343.030000 sec): 3 clusters Score: Raw -16525954.648355 + Penalty 5724.108153 = -16520230.540201 nChanged 824 SP:Iteration 20F (13343.470000 sec): 3 clusters Score: Raw -16526185.976271 + Penalty 5724.108153 = -16520461.868117 nChanged 676 SP:Iteration 21Q (13343.830000 sec): 3 clusters Score: Raw -16526347.194565 + Penalty 5724.108153 = -16520623.086411 nChanged 588 SP:Iteration 22Q (13344.190000 sec): 3 clusters Score: Raw -16526466.450840 + Penalty 5724.108153 = -16520742.342687 nChanged 486 SP:Iteration 23Q (13344.550000 sec): 3 clusters Score: Raw -16526564.516087 + Penalty 5724.108153 = -16520840.407933 nChanged 460 SP:Iteration 24Q (13344.910000 sec): 3 clusters Score: Raw -16526644.358493 + Penalty 5724.108153 = -16520920.250339 nChanged 378 SP:Iteration 25Q (13345.260000 sec): 3 clusters Score: Raw -16526712.136279 + Penalty 5724.108153 = -16520988.028126 nChanged 377 SP:Iteration 26Q (13345.600000 sec): 3 clusters Score: Raw -16526774.983523 + Penalty 5724.108153 = -16521050.875370 nChanged 354 SP:Iteration 27Q (13345.940000 sec): 3 clusters Score: Raw -16526833.854079 + Penalty 5724.108153 = -16521109.745925 nChanged 330 SP:Iteration 28Q (13346.280000 sec): 3 clusters Score: Raw -16526887.462751 + Penalty 5724.108153 = -16521163.354597 nChanged 315 SP:Iteration 29Q (13346.620000 sec): 3 clusters Score: Raw -16526936.083008 + Penalty 5724.108153 = -16521211.974855 nChanged 286 SP:Iteration 30Q (13346.960000 sec): 3 clusters Score: Raw -16526975.999258 + Penalty 5724.108153 = -16521251.891104 nChanged 253 SP:Iteration 31Q (13347.300000 sec): 3 clusters Score: Raw -16527013.187249 + Penalty 5724.108153 = -16521289.079096 nChanged 256 SP:Iteration 32Q (13347.640000 sec): 3 clusters Score: Raw -16527054.117984 + Penalty 5724.108153 = -16521330.009831 nChanged 268 SP:Iteration 33Q (13347.980000 sec): 3 clusters Score: Raw -16527098.270103 + Penalty 5724.108153 = -16521374.161950 nChanged 271 SP:Iteration 34Q (13348.330000 sec): 3 clusters Score: Raw -16527144.666260 + Penalty 5724.108153 = -16521420.558106 nChanged 257 SP:Iteration 35Q (13348.690000 sec): 3 clusters Score: Raw -16527185.648113 + Penalty 5724.108153 = -16521461.539959 nChanged 239 SP:Iteration 36Q (13349.030000 sec): 3 clusters Score: Raw -16527223.322975 + Penalty 5724.108153 = -16521499.214821 nChanged 237 SP:Iteration 37Q (13349.380000 sec): 3 clusters Score: Raw -16527262.534981 + Penalty 5724.108153 = -16521538.426827 nChanged 251 SP:Iteration 38Q (13349.730000 sec): 3 clusters Score: Raw -16527304.775086 + Penalty 5724.108153 = -16521580.666932 nChanged 260 SP:Iteration 39Q (13350.060000 sec): 3 clusters Score: Raw -16527349.702726 + Penalty 5724.108153 = -16521625.594573 nChanged 264 SP:Iteration 40F (13350.490000 sec): 3 clusters Score: Raw -16527397.963869 + Penalty 5724.108153 = -16521673.855716 nChanged 277 SP:Iteration 41Q (13350.820000 sec): 3 clusters Score: Raw -16527447.219302 + Penalty 5724.108153 = -16521723.111149 nChanged 272 SP:Iteration 42Q (13351.150000 sec): 3 clusters Score: Raw -16527498.151165 + Penalty 5724.108153 = -16521774.043011 nChanged 266 SP:Iteration 43Q (13351.480000 sec): 3 clusters Score: Raw -16527548.117284 + Penalty 5724.108153 = -16521824.009131 nChanged 283 SP:Iteration 44Q (13351.810000 sec): 3 clusters Score: Raw -16527602.476408 + Penalty 5724.108153 = -16521878.368255 nChanged 287 SP:Iteration 45Q (13352.140000 sec): 3 clusters Score: Raw -16527662.643543 + Penalty 5724.108153 = -16521938.535389 nChanged 309 SP:Iteration 46Q (13352.470000 sec): 3 clusters Score: Raw -16527729.382053 + Penalty 5724.108153 = -16522005.273899 nChanged 307 SP:Iteration 47Q (13352.820000 sec): 3 clusters Score: Raw -16527791.297103 + Penalty 5724.108153 = -16522067.188950 nChanged 271 SP:Iteration 48Q (13353.160000 sec): 3 clusters Score: Raw -16527843.586635 + Penalty 5724.108153 = -16522119.478482 nChanged 241 SP:Iteration 49Q (13353.500000 sec): 3 clusters Score: Raw -16527888.874696 + Penalty 5724.108153 = -16522164.766543 nChanged 211 SP:Iteration 50Q (13353.840000 sec): 3 clusters Score: Raw -16527929.498459 + Penalty 5724.108153 = -16522205.390305 nChanged 213 SP:Iteration 51Q (13354.170000 sec): 3 clusters Score: Raw -16527977.716170 + Penalty 5724.108153 = -16522253.608017 nChanged 215 SP:Iteration 52Q (13354.500000 sec): 3 clusters Score: Raw -16528029.427446 + Penalty 5724.108153 = -16522305.319293 nChanged 228 SP:Iteration 53Q (13354.820000 sec): 3 clusters Score: Raw -16528085.876962 + Penalty 5724.108153 = -16522361.768808 nChanged 242 SP:Iteration 54Q (13355.150000 sec): 3 clusters Score: Raw -16528147.143407 + Penalty 5724.108153 = -16522423.035254 nChanged 260 SP:Iteration 55Q (13355.480000 sec): 3 clusters Score: Raw -16528205.948984 + Penalty 5724.108153 = -16522481.840830 nChanged 212 SP:Iteration 56Q (13355.810000 sec): 3 clusters Score: Raw -16528257.631590 + Penalty 5724.108153 = -16522533.523437 nChanged 196 SP:Iteration 57Q (13356.130000 sec): 3 clusters Score: Raw -16528306.762243 + Penalty 5724.108153 = -16522582.654090 nChanged 193 SP:Iteration 58Q (13356.450000 sec): 3 clusters Score: Raw -16528356.430572 + Penalty 5724.108153 = -16522632.322419 nChanged 170 SP:Iteration 59Q (13356.770000 sec): 3 clusters Score: Raw -16528398.163780 + Penalty 5724.108153 = -16522674.055626 nChanged 172 SP:Iteration 60F (13357.210000 sec): 3 clusters Score: Raw -16528435.733016 + Penalty 5724.108153 = -16522711.624863 nChanged 158 SP:Iteration 61Q (13357.540000 sec): 3 clusters Score: Raw -16528473.014648 + Penalty 5724.108153 = -16522748.906495 nChanged 175 SP:Iteration 62Q (13357.880000 sec): 3 clusters Score: Raw -16528515.477705 + Penalty 5724.108153 = -16522791.369551 nChanged 162 SP:Iteration 63Q (13358.210000 sec): 3 clusters Score: Raw -16528553.471162 + Penalty 5724.108153 = -16522829.363008 nChanged 140 SP:Iteration 64Q (13358.540000 sec): 3 clusters Score: Raw -16528585.550272 + Penalty 5724.108153 = -16522861.442118 nChanged 147 SP:Iteration 65Q (13358.870000 sec): 3 clusters Score: Raw -16528621.882076 + Penalty 5724.108153 = -16522897.773922 nChanged 129 SP:Iteration 66Q (13359.180000 sec): 3 clusters Score: Raw -16528657.266077 + Penalty 5724.108153 = -16522933.157924 nChanged 123 SP:Iteration 67Q (13359.500000 sec): 3 clusters Score: Raw -16528686.489520 + Penalty 5724.108153 = -16522962.381366 nChanged 112 SP:Iteration 68Q (13359.810000 sec): 3 clusters Score: Raw -16528715.837143 + Penalty 5724.108153 = -16522991.728989 nChanged 118 SP:Iteration 69Q (13360.120000 sec): 3 clusters Score: Raw -16528748.063232 + Penalty 5724.108153 = -16523023.955078 nChanged 108 SP:Iteration 70Q (13360.430000 sec): 3 clusters Score: Raw -16528780.625650 + Penalty 5724.108153 = -16523056.517497 nChanged 104 SP:Iteration 71Q (13360.750000 sec): 3 clusters Score: Raw -16528808.342588 + Penalty 5724.108153 = -16523084.234434 nChanged 85 SP:Iteration 72Q (13361.050000 sec): 3 clusters Score: Raw -16528826.614588 + Penalty 5724.108153 = -16523102.506435 nChanged 72 SP:Iteration 73Q (13361.360000 sec): 3 clusters Score: Raw -16528846.472979 + Penalty 5724.108153 = -16523122.364825 nChanged 77 SP:Iteration 74Q (13361.680000 sec): 3 clusters Score: Raw -16528865.964458 + Penalty 5724.108153 = -16523141.856304 nChanged 64 SP:Iteration 75Q (13362.010000 sec): 3 clusters Score: Raw -16528880.850924 + Penalty 5724.108153 = -16523156.742770 nChanged 60 SP:Iteration 76Q (13362.330000 sec): 3 clusters Score: Raw -16528895.052564 + Penalty 5724.108153 = -16523170.944411 nChanged 53 SP:Iteration 77Q (13362.650000 sec): 3 clusters Score: Raw -16528907.455566 + Penalty 5724.108153 = -16523183.347412 nChanged 50 SP:Iteration 78Q (13362.970000 sec): 3 clusters Score: Raw -16528922.159623 + Penalty 5724.108153 = -16523198.051469 nChanged 46 SP:Iteration 79Q (13363.290000 sec): 3 clusters Score: Raw -16528935.322335 + Penalty 5724.108153 = -16523211.214181 nChanged 56 SP:Iteration 80F (13363.710000 sec): 3 clusters Score: Raw -16528949.613862 + Penalty 5724.108153 = -16523225.505708 nChanged 39 SP:Iteration 81Q (13364.020000 sec): 3 clusters Score: Raw -16528960.268122 + Penalty 5724.108153 = -16523236.159968 nChanged 45 SP:Iteration 82Q (13364.330000 sec): 3 clusters Score: Raw -16528971.479065 + Penalty 5724.108153 = -16523247.370912 nChanged 39 SP:Iteration 83Q (13364.640000 sec): 3 clusters Score: Raw -16528982.571581 + Penalty 5724.108153 = -16523258.463428 nChanged 39 SP:Iteration 84Q (13364.950000 sec): 3 clusters Score: Raw -16528992.365514 + Penalty 5724.108153 = -16523268.257361 nChanged 32 SP:Iteration 85Q (13365.260000 sec): 3 clusters Score: Raw -16529000.380171 + Penalty 5724.108153 = -16523276.272018 nChanged 26 SP:Iteration 86Q (13365.570000 sec): 3 clusters Score: Raw -16529005.178120 + Penalty 5724.108153 = -16523281.069967 nChanged 28 SP:Iteration 87Q (13365.870000 sec): 3 clusters Score: Raw -16529011.341489 + Penalty 5724.108153 = -16523287.233335 nChanged 26 SP:Iteration 88Q (13366.200000 sec): 3 clusters Score: Raw -16529018.505399 + Penalty 5724.108153 = -16523294.397246 nChanged 30 SP:Iteration 89Q (13366.510000 sec): 3 clusters Score: Raw -16529025.574408 + Penalty 5724.108153 = -16523301.466254 nChanged 27 SP:Iteration 90Q (13366.830000 sec): 3 clusters Score: Raw -16529032.898669 + Penalty 5724.108153 = -16523308.790515 nChanged 26 SP:Iteration 91Q (13367.150000 sec): 3 clusters Score: Raw -16529039.972641 + Penalty 5724.108153 = -16523315.864488 nChanged 27 SP:Iteration 92Q (13367.470000 sec): 3 clusters Score: Raw -16529047.367779 + Penalty 5724.108153 = -16523323.259626 nChanged 26 SP:Iteration 93Q (13367.790000 sec): 3 clusters Score: Raw -16529053.697549 + Penalty 5724.108153 = -16523329.589395 nChanged 16 SP:Iteration 94Q (13368.090000 sec): 3 clusters Score: Raw -16529057.558196 + Penalty 5724.108153 = -16523333.450043 nChanged 11 SP:Iteration 95Q (13368.400000 sec): 3 clusters Score: Raw -16529061.228702 + Penalty 5724.108153 = -16523337.120548 nChanged 22 SP:Iteration 96Q (13368.710000 sec): 3 clusters Score: Raw -16529067.630003 + Penalty 5724.108153 = -16523343.521849 nChanged 15 SP:Iteration 97Q (13369.010000 sec): 3 clusters Score: Raw -16529071.683628 + Penalty 5724.108153 = -16523347.575474 nChanged 18 SP:Iteration 98Q (13369.320000 sec): 3 clusters Score: Raw -16529076.091507 + Penalty 5724.108153 = -16523351.983353 nChanged 19 SP:Iteration 99Q (13369.620000 sec): 3 clusters Score: Raw -16529080.571518 + Penalty 5724.108153 = -16523356.463365 nChanged 19 SP:Iteration 100F (13370.050000 sec): 3 clusters Score: Raw -16529085.762590 + Penalty 5724.108153 = -16523361.654437 nChanged 25 SP:Iteration 101Q (13370.350000 sec): 3 clusters Score: Raw -16529093.157172 + Penalty 5724.108153 = -16523369.049019 nChanged 26 SP:Iteration 102Q (13370.670000 sec): 3 clusters Score: Raw -16529100.633825 + Penalty 5724.108153 = -16523376.525672 nChanged 22 SP:Iteration 103Q (13370.990000 sec): 3 clusters Score: Raw -16529106.401795 + Penalty 5724.108153 = -16523382.293641 nChanged 16 SP:Iteration 104Q (13371.310000 sec): 3 clusters Score: Raw -16529109.831303 + Penalty 5724.108153 = -16523385.723149 nChanged 11 SP:Iteration 105Q (13371.630000 sec): 3 clusters Score: Raw -16529111.778538 + Penalty 5724.108153 = -16523387.670385 nChanged 6 SP:Iteration 106Q (13371.940000 sec): 3 clusters Score: Raw -16529112.849673 + Penalty 5724.108153 = -16523388.741520 nChanged 4 SP:Iteration 107Q (13372.260000 sec): 3 clusters Score: Raw -16529113.233417 + Penalty 5724.108153 = -16523389.125264 nChanged 2 SP:Iteration 108Q (13372.580000 sec): 3 clusters Score: Raw -16529113.588790 + Penalty 5724.108153 = -16523389.480637 nChanged 3 SP:Iteration 109Q (13372.900000 sec): 3 clusters Score: Raw -16529114.128983 + Penalty 5724.108153 = -16523390.020830 nChanged 4 SP:Iteration 110Q (13373.210000 sec): 3 clusters Score: Raw -16529115.103761 + Penalty 5724.108153 = -16523390.995607 nChanged 2 SP:Iteration 111Q (13373.510000 sec): 3 clusters Score: Raw -16529115.506507 + Penalty 5724.108153 = -16523391.398354 nChanged 3 SP:Iteration 112Q (13373.830000 sec): 3 clusters Score: Raw -16529116.062422 + Penalty 5724.108153 = -16523391.954269 nChanged 3 SP:Iteration 113Q (13374.140000 sec): 3 clusters Score: Raw -16529116.532747 + Penalty 5724.108153 = -16523392.424594 nChanged 3 SP:Iteration 114Q (13374.450000 sec): 3 clusters Score: Raw -16529117.073716 + Penalty 5724.108153 = -16523392.965562 nChanged 4 SP:Iteration 115Q (13374.750000 sec): 3 clusters Score: Raw -16529117.875723 + Penalty 5724.108153 = -16523393.767569 nChanged 5 SP:Iteration 116Q (13375.060000 sec): 3 clusters Score: Raw -16529118.980156 + Penalty 5724.108153 = -16523394.872003 nChanged 4 SP:Iteration 117Q (13375.380000 sec): 3 clusters Score: Raw -16529119.947049 + Penalty 5724.108153 = -16523395.838896 nChanged 7 SP:Iteration 118Q (13375.700000 sec): 3 clusters Score: Raw -16529121.030583 + Penalty 5724.108153 = -16523396.922429 nChanged 2 SP:Iteration 119Q (13376.010000 sec): 3 clusters Score: Raw -16529121.437197 + Penalty 5724.108153 = -16523397.329043 nChanged 1 SP:Iteration 120F (13376.460000 sec): 3 clusters Score: Raw -16529121.519664 + Penalty 5724.108153 = -16523397.411510 nChanged 1 SP:Iteration 121Q (13376.780000 sec): 3 clusters Score: Raw -16529121.668587 + Penalty 5724.108153 = -16523397.560433 nChanged 1 SP:Iteration 122Q (13377.090000 sec): 3 clusters Score: Raw -16529121.922899 + Penalty 5724.108153 = -16523397.814746 nChanged 2 SP:Iteration 123Q (13377.390000 sec): 3 clusters Score: Raw -16529122.376613 + Penalty 5724.108153 = -16523398.268459 nChanged 4 SP:Iteration 124Q (13377.700000 sec): 3 clusters Score: Raw -16529122.951878 + Penalty 5724.108153 = -16523398.843724 nChanged 2 SP:Iteration 125Q (13378.010000 sec): 3 clusters Score: Raw -16529123.253629 + Penalty 5724.108153 = -16523399.145475 nChanged 3 SP:Iteration 126Q (13378.310000 sec): 3 clusters Score: Raw -16529123.875029 + Penalty 5724.108153 = -16523399.766875 nChanged 0 SP:Iteration 127F (13378.740000 sec): 3 clusters Score: Raw -16529123.875029 + Penalty 5724.108153 = -16523399.766875 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 27 (9751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13378.810000 sec): 2 clusters Score: Raw -1504721.085835 + Penalty 2277.911030 = -1502443.174805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13378.850000 sec): 3 clusters Score: Raw -1499411.488219 + Penalty 4555.822061 = -1494855.666158 nChanged 4084 SP:Iteration 1F (13378.880000 sec): 3 clusters Score: Raw -1501641.937795 + Penalty 4555.822061 = -1497086.115734 nChanged 679 SP:Iteration 2F (13378.920000 sec): 3 clusters Score: Raw -1501995.785339 + Penalty 4555.822061 = -1497439.963278 nChanged 572 SP:Iteration 3F (13378.960000 sec): 3 clusters Score: Raw -1502335.594838 + Penalty 4555.822061 = -1497779.772777 nChanged 507 SP:Iteration 4F (13379.000000 sec): 3 clusters Score: Raw -1502661.514785 + Penalty 4555.822061 = -1498105.692724 nChanged 521 SP:Iteration 5F (13379.040000 sec): 3 clusters Score: Raw -1503084.392895 + Penalty 4555.822061 = -1498528.570834 nChanged 533 SP:Iteration 6F (13379.080000 sec): 3 clusters Score: Raw -1503551.883715 + Penalty 4555.822061 = -1498996.061654 nChanged 515 SP:Iteration 7F (13379.120000 sec): 3 clusters Score: Raw -1504077.077013 + Penalty 4555.822061 = -1499521.254952 nChanged 533 SP:Iteration 8F (13379.160000 sec): 3 clusters Score: Raw -1504552.790126 + Penalty 4555.822061 = -1499996.968065 nChanged 469 SP:Iteration 9Q (13379.200000 sec): 3 clusters Score: Raw -1504979.322310 + Penalty 4555.822061 = -1500423.500249 nChanged 470 SP:Iteration 10Q (13379.240000 sec): 3 clusters Score: Raw -1505459.248652 + Penalty 4555.822061 = -1500903.426591 nChanged 431 SP:Iteration 11Q (13379.270000 sec): 3 clusters Score: Raw -1505847.094944 + Penalty 4555.822061 = -1501291.272883 nChanged 315 SP:Iteration 12Q (13379.310000 sec): 3 clusters Score: Raw -1506040.279235 + Penalty 4555.822061 = -1501484.457174 nChanged 196 SP:Iteration 13Q (13379.350000 sec): 3 clusters Score: Raw -1506133.146282 + Penalty 4555.822061 = -1501577.324222 nChanged 131 SP:Iteration 14Q (13379.380000 sec): 3 clusters Score: Raw -1506189.893797 + Penalty 4555.822061 = -1501634.071736 nChanged 98 SP:Iteration 15Q (13379.410000 sec): 3 clusters Score: Raw -1506238.823220 + Penalty 4555.822061 = -1501683.001159 nChanged 80 SP:Iteration 16Q (13379.450000 sec): 3 clusters Score: Raw -1506275.832376 + Penalty 4555.822061 = -1501720.010316 nChanged 68 SP:Iteration 17Q (13379.480000 sec): 3 clusters Score: Raw -1506308.820097 + Penalty 4555.822061 = -1501752.998036 nChanged 64 SP:Iteration 18Q (13379.520000 sec): 3 clusters Score: Raw -1506339.699570 + Penalty 4555.822061 = -1501783.877509 nChanged 80 SP:Iteration 19Q (13379.550000 sec): 3 clusters Score: Raw -1506392.312394 + Penalty 4555.822061 = -1501836.490333 nChanged 102 SP:Iteration 20F (13379.590000 sec): 3 clusters Score: Raw -1506464.362700 + Penalty 4555.822061 = -1501908.540639 nChanged 101 SP:Iteration 21Q (13379.620000 sec): 3 clusters Score: Raw -1506541.905016 + Penalty 4555.822061 = -1501986.082955 nChanged 102 SP:Iteration 22Q (13379.650000 sec): 3 clusters Score: Raw -1506608.006531 + Penalty 4555.822061 = -1502052.184470 nChanged 83 SP:Iteration 23Q (13379.690000 sec): 3 clusters Score: Raw -1506654.002114 + Penalty 4555.822061 = -1502098.180053 nChanged 67 SP:Iteration 24Q (13379.720000 sec): 3 clusters Score: Raw -1506681.745438 + Penalty 4555.822061 = -1502125.923377 nChanged 57 SP:Iteration 25Q (13379.750000 sec): 3 clusters Score: Raw -1506703.164699 + Penalty 4555.822061 = -1502147.342638 nChanged 57 SP:Iteration 26Q (13379.790000 sec): 3 clusters Score: Raw -1506722.205611 + Penalty 4555.822061 = -1502166.383550 nChanged 33 SP:Iteration 27Q (13379.820000 sec): 3 clusters Score: Raw -1506732.563722 + Penalty 4555.822061 = -1502176.741661 nChanged 36 SP:Iteration 28Q (13379.850000 sec): 3 clusters Score: Raw -1506742.098491 + Penalty 4555.822061 = -1502186.276430 nChanged 25 SP:Iteration 29Q (13379.890000 sec): 3 clusters Score: Raw -1506746.549566 + Penalty 4555.822061 = -1502190.727505 nChanged 17 SP:Iteration 30Q (13379.920000 sec): 3 clusters Score: Raw -1506749.222093 + Penalty 4555.822061 = -1502193.400032 nChanged 8 SP:Iteration 31Q (13379.950000 sec): 3 clusters Score: Raw -1506750.426694 + Penalty 4555.822061 = -1502194.604634 nChanged 7 SP:Iteration 32Q (13379.980000 sec): 3 clusters Score: Raw -1506751.270735 + Penalty 4555.822061 = -1502195.448674 nChanged 2 SP:Iteration 33Q (13380.010000 sec): 3 clusters Score: Raw -1506751.715285 + Penalty 4555.822061 = -1502195.893224 nChanged 3 SP:Iteration 34Q (13380.050000 sec): 3 clusters Score: Raw -1506752.256950 + Penalty 4555.822061 = -1502196.434889 nChanged 6 SP:Iteration 35Q (13380.080000 sec): 3 clusters Score: Raw -1506753.180057 + Penalty 4555.822061 = -1502197.357996 nChanged 8 SP:Iteration 36Q (13380.110000 sec): 3 clusters Score: Raw -1506754.521403 + Penalty 4555.822061 = -1502198.699342 nChanged 8 SP:Iteration 37Q (13380.140000 sec): 3 clusters Score: Raw -1506755.674575 + Penalty 4555.822061 = -1502199.852514 nChanged 7 SP:Iteration 38Q (13380.170000 sec): 3 clusters Score: Raw -1506756.981675 + Penalty 4555.822061 = -1502201.159614 nChanged 6 SP:Iteration 39Q (13380.210000 sec): 3 clusters Score: Raw -1506757.967514 + Penalty 4555.822061 = -1502202.145453 nChanged 5 SP:Iteration 40F (13380.250000 sec): 3 clusters Score: Raw -1506758.854090 + Penalty 4555.822061 = -1502203.032029 nChanged 3 SP:Iteration 41Q (13380.280000 sec): 3 clusters Score: Raw -1506759.216891 + Penalty 4555.822061 = -1502203.394830 nChanged 1 SP:Iteration 42Q (13380.310000 sec): 3 clusters Score: Raw -1506759.368639 + Penalty 4555.822061 = -1502203.546578 nChanged 2 SP:Iteration 43Q (13380.350000 sec): 3 clusters Score: Raw -1506759.853247 + Penalty 4555.822061 = -1502204.031186 nChanged 2 SP:Iteration 44Q (13380.380000 sec): 3 clusters Score: Raw -1506760.144778 + Penalty 4555.822061 = -1502204.322717 nChanged 0 SP:Iteration 45F (13380.420000 sec): 3 clusters Score: Raw -1506760.144778 + Penalty 4555.822061 = -1502204.322717 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 28 (15704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13380.470000 sec): 2 clusters Score: Raw -2521002.812627 + Penalty 2396.094343 = -2518606.718284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13380.540000 sec): 3 clusters Score: Raw -2512044.626475 + Penalty 4792.188685 = -2507252.437790 nChanged 6799 SP:Iteration 1F (13380.610000 sec): 3 clusters Score: Raw -2515687.125124 + Penalty 4792.188685 = -2510894.936439 nChanged 847 SP:Iteration 2F (13380.670000 sec): 3 clusters Score: Raw -2515993.151967 + Penalty 4792.188685 = -2511200.963282 nChanged 688 SP:Iteration 3Q (13380.730000 sec): 3 clusters Score: Raw -2516227.783965 + Penalty 4792.188685 = -2511435.595280 nChanged 580 SP:Iteration 4Q (13380.800000 sec): 3 clusters Score: Raw -2516430.775149 + Penalty 4792.188685 = -2511638.586464 nChanged 570 SP:Iteration 5Q (13380.860000 sec): 3 clusters Score: Raw -2516660.575377 + Penalty 4792.188685 = -2511868.386692 nChanged 586 SP:Iteration 6Q (13380.930000 sec): 3 clusters Score: Raw -2516933.415358 + Penalty 4792.188685 = -2512141.226673 nChanged 716 SP:Iteration 7Q (13380.990000 sec): 3 clusters Score: Raw -2517309.599546 + Penalty 4792.188685 = -2512517.410861 nChanged 815 SP:Iteration 8F (13381.060000 sec): 3 clusters Score: Raw -2517820.023137 + Penalty 4792.188685 = -2513027.834452 nChanged 973 SP:Iteration 9F (13381.120000 sec): 3 clusters Score: Raw -2518556.802264 + Penalty 4792.188685 = -2513764.613579 nChanged 994 SP:Iteration 10F (13381.190000 sec): 3 clusters Score: Raw -2519377.945928 + Penalty 4792.188685 = -2514585.757243 nChanged 822 SP:Iteration 11F (13381.250000 sec): 3 clusters Score: Raw -2520065.756754 + Penalty 4792.188685 = -2515273.568068 nChanged 646 SP:Iteration 12Q (13381.310000 sec): 3 clusters Score: Raw -2520618.711260 + Penalty 4792.188685 = -2515826.522575 nChanged 417 SP:Iteration 13Q (13381.370000 sec): 3 clusters Score: Raw -2520947.425105 + Penalty 4792.188685 = -2516155.236420 nChanged 283 SP:Iteration 14Q (13381.430000 sec): 3 clusters Score: Raw -2521196.707147 + Penalty 4792.188685 = -2516404.518462 nChanged 196 SP:Iteration 15Q (13381.490000 sec): 3 clusters Score: Raw -2521378.841720 + Penalty 4792.188685 = -2516586.653035 nChanged 112 SP:Iteration 16Q (13381.550000 sec): 3 clusters Score: Raw -2521475.386958 + Penalty 4792.188685 = -2516683.198273 nChanged 80 SP:Iteration 17Q (13381.600000 sec): 3 clusters Score: Raw -2521540.555887 + Penalty 4792.188685 = -2516748.367202 nChanged 46 SP:Iteration 18Q (13381.650000 sec): 3 clusters Score: Raw -2521584.520419 + Penalty 4792.188685 = -2516792.331734 nChanged 33 SP:Iteration 19Q (13381.710000 sec): 3 clusters Score: Raw -2521610.774111 + Penalty 4792.188685 = -2516818.585426 nChanged 25 SP:Iteration 20F (13381.780000 sec): 3 clusters Score: Raw -2521627.328126 + Penalty 4792.188685 = -2516835.139441 nChanged 16 SP:Iteration 21Q (13381.830000 sec): 3 clusters Score: Raw -2521638.107983 + Penalty 4792.188685 = -2516845.919298 nChanged 15 SP:Iteration 22Q (13381.880000 sec): 3 clusters Score: Raw -2521648.725301 + Penalty 4792.188685 = -2516856.536616 nChanged 12 SP:Iteration 23Q (13381.930000 sec): 3 clusters Score: Raw -2521654.725826 + Penalty 4792.188685 = -2516862.537141 nChanged 6 SP:Iteration 24Q (13381.980000 sec): 3 clusters Score: Raw -2521658.571381 + Penalty 4792.188685 = -2516866.382696 nChanged 10 SP:Iteration 25Q (13382.040000 sec): 3 clusters Score: Raw -2521663.603752 + Penalty 4792.188685 = -2516871.415067 nChanged 8 SP:Iteration 26Q (13382.090000 sec): 3 clusters Score: Raw -2521667.371196 + Penalty 4792.188685 = -2516875.182511 nChanged 9 SP:Iteration 27Q (13382.140000 sec): 3 clusters Score: Raw -2521673.277862 + Penalty 4792.188685 = -2516881.089177 nChanged 9 SP:Iteration 28Q (13382.200000 sec): 3 clusters Score: Raw -2521679.354444 + Penalty 4792.188685 = -2516887.165759 nChanged 8 SP:Iteration 29Q (13382.250000 sec): 3 clusters Score: Raw -2521684.491094 + Penalty 4792.188685 = -2516892.302409 nChanged 6 SP:Iteration 30Q (13382.300000 sec): 3 clusters Score: Raw -2521688.402602 + Penalty 4792.188685 = -2516896.213917 nChanged 7 SP:Iteration 31Q (13382.350000 sec): 3 clusters Score: Raw -2521691.824333 + Penalty 4792.188685 = -2516899.635648 nChanged 3 SP:Iteration 32Q (13382.400000 sec): 3 clusters Score: Raw -2521693.257932 + Penalty 4792.188685 = -2516901.069247 nChanged 3 SP:Iteration 33Q (13382.450000 sec): 3 clusters Score: Raw -2521694.641583 + Penalty 4792.188685 = -2516902.452898 nChanged 1 SP:Iteration 34Q (13382.500000 sec): 3 clusters Score: Raw -2521695.283324 + Penalty 4792.188685 = -2516903.094638 nChanged 2 SP:Iteration 35Q (13382.550000 sec): 3 clusters Score: Raw -2521695.863190 + Penalty 4792.188685 = -2516903.674505 nChanged 1 SP:Iteration 36Q (13382.600000 sec): 3 clusters Score: Raw -2521696.345745 + Penalty 4792.188685 = -2516904.157060 nChanged 0 SP:Iteration 37F (13382.670000 sec): 3 clusters Score: Raw -2521696.345745 + Penalty 4792.188685 = -2516904.157060 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 29 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13382.680000 sec): 2 clusters Score: Raw -46052.033248 + Penalty 1425.058391 = -44626.974857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13382.680000 sec): 3 clusters Score: Raw -46202.455517 + Penalty 2850.116783 = -43352.338735 nChanged 40 SP:Iteration 1F (13382.680000 sec): 3 clusters Score: Raw -46307.668977 + Penalty 2850.116783 = -43457.552194 nChanged 10 SP:Iteration 2Q (13382.680000 sec): 3 clusters Score: Raw -46344.177597 + Penalty 2850.116783 = -43494.060814 nChanged 3 SP:Iteration 3Q (13382.680000 sec): 3 clusters Score: Raw -46350.294360 + Penalty 2850.116783 = -43500.177577 nChanged 3 SP:Iteration 4Q (13382.690000 sec): 3 clusters Score: Raw -46355.794602 + Penalty 2850.116783 = -43505.677819 nChanged 0 SP:Iteration 5F (13382.690000 sec): 3 clusters Score: Raw -46355.794602 + Penalty 2850.116783 = -43505.677819 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 30 (4294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13382.710000 sec): 2 clusters Score: Raw -687432.476428 + Penalty 2074.513547 = -685357.962882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13382.720000 sec): 3 clusters Score: Raw -685414.485982 + Penalty 4149.027093 = -681265.458889 nChanged 1646 SP:Iteration 1F (13382.740000 sec): 3 clusters Score: Raw -686349.212635 + Penalty 4149.027093 = -682200.185542 nChanged 322 SP:Iteration 2F (13382.760000 sec): 3 clusters Score: Raw -686524.569747 + Penalty 4149.027093 = -682375.542653 nChanged 186 SP:Iteration 3Q (13382.780000 sec): 3 clusters Score: Raw -686631.551717 + Penalty 4149.027093 = -682482.524624 nChanged 162 SP:Iteration 4Q (13382.800000 sec): 3 clusters Score: Raw -686722.781486 + Penalty 4149.027093 = -682573.754393 nChanged 127 SP:Iteration 5Q (13382.820000 sec): 3 clusters Score: Raw -686793.406638 + Penalty 4149.027093 = -682644.379545 nChanged 121 SP:Iteration 6Q (13382.840000 sec): 3 clusters Score: Raw -686851.903510 + Penalty 4149.027093 = -682702.876417 nChanged 86 SP:Iteration 7Q (13382.850000 sec): 3 clusters Score: Raw -686894.829926 + Penalty 4149.027093 = -682745.802833 nChanged 73 SP:Iteration 8Q (13382.870000 sec): 3 clusters Score: Raw -686931.090692 + Penalty 4149.027093 = -682782.063598 nChanged 74 SP:Iteration 9Q (13382.890000 sec): 3 clusters Score: Raw -686963.711601 + Penalty 4149.027093 = -682814.684508 nChanged 59 SP:Iteration 10Q (13382.910000 sec): 3 clusters Score: Raw -686990.932217 + Penalty 4149.027093 = -682841.905124 nChanged 67 SP:Iteration 11Q (13382.920000 sec): 3 clusters Score: Raw -687022.715594 + Penalty 4149.027093 = -682873.688500 nChanged 69 SP:Iteration 12Q (13382.940000 sec): 3 clusters Score: Raw -687056.180510 + Penalty 4149.027093 = -682907.153416 nChanged 68 SP:Iteration 13Q (13382.960000 sec): 3 clusters Score: Raw -687089.599643 + Penalty 4149.027093 = -682940.572549 nChanged 60 SP:Iteration 14Q (13382.980000 sec): 3 clusters Score: Raw -687118.696711 + Penalty 4149.027093 = -682969.669617 nChanged 63 SP:Iteration 15Q (13383.000000 sec): 3 clusters Score: Raw -687152.682815 + Penalty 4149.027093 = -683003.655722 nChanged 69 SP:Iteration 16Q (13383.020000 sec): 3 clusters Score: Raw -687188.840753 + Penalty 4149.027093 = -683039.813660 nChanged 55 SP:Iteration 17Q (13383.030000 sec): 3 clusters Score: Raw -687219.835663 + Penalty 4149.027093 = -683070.808569 nChanged 54 SP:Iteration 18Q (13383.050000 sec): 3 clusters Score: Raw -687250.347789 + Penalty 4149.027093 = -683101.320695 nChanged 56 SP:Iteration 19Q (13383.070000 sec): 3 clusters Score: Raw -687282.864167 + Penalty 4149.027093 = -683133.837074 nChanged 59 SP:Iteration 20F (13383.090000 sec): 3 clusters Score: Raw -687318.383948 + Penalty 4149.027093 = -683169.356855 nChanged 61 SP:Iteration 21Q (13383.110000 sec): 3 clusters Score: Raw -687360.016441 + Penalty 4149.027093 = -683210.989348 nChanged 52 SP:Iteration 22Q (13383.120000 sec): 3 clusters Score: Raw -687393.121006 + Penalty 4149.027093 = -683244.093912 nChanged 49 SP:Iteration 23Q (13383.140000 sec): 3 clusters Score: Raw -687420.329184 + Penalty 4149.027093 = -683271.302091 nChanged 41 SP:Iteration 24Q (13383.160000 sec): 3 clusters Score: Raw -687442.880780 + Penalty 4149.027093 = -683293.853687 nChanged 38 SP:Iteration 25Q (13383.180000 sec): 3 clusters Score: Raw -687463.964890 + Penalty 4149.027093 = -683314.937797 nChanged 32 SP:Iteration 26Q (13383.200000 sec): 3 clusters Score: Raw -687484.015450 + Penalty 4149.027093 = -683334.988357 nChanged 30 SP:Iteration 27Q (13383.210000 sec): 3 clusters Score: Raw -687505.796103 + Penalty 4149.027093 = -683356.769009 nChanged 32 SP:Iteration 28Q (13383.230000 sec): 3 clusters Score: Raw -687527.343393 + Penalty 4149.027093 = -683378.316299 nChanged 31 SP:Iteration 29Q (13383.250000 sec): 3 clusters Score: Raw -687548.592986 + Penalty 4149.027093 = -683399.565893 nChanged 29 SP:Iteration 30Q (13383.260000 sec): 3 clusters Score: Raw -687566.573124 + Penalty 4149.027093 = -683417.546031 nChanged 28 SP:Iteration 31Q (13383.280000 sec): 3 clusters Score: Raw -687584.248659 + Penalty 4149.027093 = -683435.221565 nChanged 22 SP:Iteration 32Q (13383.300000 sec): 3 clusters Score: Raw -687598.412381 + Penalty 4149.027093 = -683449.385287 nChanged 20 SP:Iteration 33Q (13383.320000 sec): 3 clusters Score: Raw -687612.778339 + Penalty 4149.027093 = -683463.751245 nChanged 23 SP:Iteration 34Q (13383.330000 sec): 3 clusters Score: Raw -687628.277247 + Penalty 4149.027093 = -683479.250154 nChanged 19 SP:Iteration 35Q (13383.350000 sec): 3 clusters Score: Raw -687640.999899 + Penalty 4149.027093 = -683491.972806 nChanged 19 SP:Iteration 36Q (13383.370000 sec): 3 clusters Score: Raw -687654.643495 + Penalty 4149.027093 = -683505.616402 nChanged 16 SP:Iteration 37Q (13383.380000 sec): 3 clusters Score: Raw -687664.737727 + Penalty 4149.027093 = -683515.710634 nChanged 17 SP:Iteration 38Q (13383.400000 sec): 3 clusters Score: Raw -687677.447360 + Penalty 4149.027093 = -683528.420267 nChanged 14 SP:Iteration 39Q (13383.420000 sec): 3 clusters Score: Raw -687687.728156 + Penalty 4149.027093 = -683538.701063 nChanged 18 SP:Iteration 40F (13383.440000 sec): 3 clusters Score: Raw -687699.934297 + Penalty 4149.027093 = -683550.907204 nChanged 15 SP:Iteration 41Q (13383.450000 sec): 3 clusters Score: Raw -687710.602938 + Penalty 4149.027093 = -683561.575845 nChanged 14 SP:Iteration 42Q (13383.470000 sec): 3 clusters Score: Raw -687719.979782 + Penalty 4149.027093 = -683570.952689 nChanged 12 SP:Iteration 43Q (13383.490000 sec): 3 clusters Score: Raw -687728.561150 + Penalty 4149.027093 = -683579.534057 nChanged 4 SP:Iteration 44Q (13383.500000 sec): 3 clusters Score: Raw -687731.215023 + Penalty 4149.027093 = -683582.187930 nChanged 4 SP:Iteration 45Q (13383.520000 sec): 3 clusters Score: Raw -687734.395908 + Penalty 4149.027093 = -683585.368814 nChanged 3 SP:Iteration 46Q (13383.540000 sec): 3 clusters Score: Raw -687736.973670 + Penalty 4149.027093 = -683587.946576 nChanged 6 SP:Iteration 47Q (13383.550000 sec): 3 clusters Score: Raw -687742.237861 + Penalty 4149.027093 = -683593.210768 nChanged 8 SP:Iteration 48Q (13383.570000 sec): 3 clusters Score: Raw -687750.105402 + Penalty 4149.027093 = -683601.078308 nChanged 7 SP:Iteration 49Q (13383.590000 sec): 3 clusters Score: Raw -687755.628134 + Penalty 4149.027093 = -683606.601040 nChanged 5 SP:Iteration 50Q (13383.600000 sec): 3 clusters Score: Raw -687759.646856 + Penalty 4149.027093 = -683610.619763 nChanged 6 SP:Iteration 51Q (13383.620000 sec): 3 clusters Score: Raw -687763.999841 + Penalty 4149.027093 = -683614.972748 nChanged 8 SP:Iteration 52Q (13383.640000 sec): 3 clusters Score: Raw -687771.817006 + Penalty 4149.027093 = -683622.789913 nChanged 6 SP:Iteration 53Q (13383.650000 sec): 3 clusters Score: Raw -687777.979411 + Penalty 4149.027093 = -683628.952318 nChanged 12 SP:Iteration 54Q (13383.670000 sec): 3 clusters Score: Raw -687789.132809 + Penalty 4149.027093 = -683640.105716 nChanged 9 SP:Iteration 55Q (13383.680000 sec): 3 clusters Score: Raw -687796.347936 + Penalty 4149.027093 = -683647.320842 nChanged 9 SP:Iteration 56Q (13383.700000 sec): 3 clusters Score: Raw -687804.199464 + Penalty 4149.027093 = -683655.172371 nChanged 7 SP:Iteration 57Q (13383.720000 sec): 3 clusters Score: Raw -687810.680244 + Penalty 4149.027093 = -683661.653151 nChanged 9 SP:Iteration 58Q (13383.730000 sec): 3 clusters Score: Raw -687820.253493 + Penalty 4149.027093 = -683671.226399 nChanged 10 SP:Iteration 59Q (13383.750000 sec): 3 clusters Score: Raw -687829.095716 + Penalty 4149.027093 = -683680.068623 nChanged 4 SP:Iteration 60F (13383.760000 sec): 3 clusters Score: Raw -687832.742399 + Penalty 4149.027093 = -683683.715306 nChanged 6 SP:Iteration 61Q (13383.780000 sec): 3 clusters Score: Raw -687836.778297 + Penalty 4149.027093 = -683687.751203 nChanged 4 SP:Iteration 62Q (13383.800000 sec): 3 clusters Score: Raw -687841.386592 + Penalty 4149.027093 = -683692.359499 nChanged 6 SP:Iteration 63Q (13383.810000 sec): 3 clusters Score: Raw -687846.928567 + Penalty 4149.027093 = -683697.901473 nChanged 5 SP:Iteration 64Q (13383.830000 sec): 3 clusters Score: Raw -687851.005265 + Penalty 4149.027093 = -683701.978171 nChanged 2 SP:Iteration 65Q (13383.840000 sec): 3 clusters Score: Raw -687851.864741 + Penalty 4149.027093 = -683702.837648 nChanged 1 SP:Iteration 66Q (13383.860000 sec): 3 clusters Score: Raw -687852.887302 + Penalty 4149.027093 = -683703.860208 nChanged 0 SP:Iteration 67F (13383.880000 sec): 3 clusters Score: Raw -687852.887302 + Penalty 4149.027093 = -683703.860208 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 31 (1848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13383.890000 sec): 2 clusters Score: Raw -260016.233925 + Penalty 1865.421095 = -258150.812831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13383.900000 sec): 3 clusters Score: Raw -259419.260157 + Penalty 3730.842189 = -255688.417968 nChanged 601 SP:Iteration 1F (13383.900000 sec): 3 clusters Score: Raw -260063.548688 + Penalty 3730.842189 = -256332.706499 nChanged 176 SP:Iteration 2F (13383.910000 sec): 3 clusters Score: Raw -260336.320834 + Penalty 3730.842189 = -256605.478645 nChanged 116 SP:Iteration 3F (13383.920000 sec): 3 clusters Score: Raw -260536.002035 + Penalty 3730.842189 = -256805.159846 nChanged 92 SP:Iteration 4Q (13383.920000 sec): 3 clusters Score: Raw -260659.985696 + Penalty 3730.842189 = -256929.143507 nChanged 51 SP:Iteration 5Q (13383.930000 sec): 3 clusters Score: Raw -260721.679998 + Penalty 3730.842189 = -256990.837809 nChanged 48 SP:Iteration 6Q (13383.940000 sec): 3 clusters Score: Raw -260784.406522 + Penalty 3730.842189 = -257053.564333 nChanged 37 SP:Iteration 7Q (13383.950000 sec): 3 clusters Score: Raw -260828.076151 + Penalty 3730.842189 = -257097.233961 nChanged 23 SP:Iteration 8Q (13383.950000 sec): 3 clusters Score: Raw -260862.189349 + Penalty 3730.842189 = -257131.347159 nChanged 32 SP:Iteration 9Q (13383.960000 sec): 3 clusters Score: Raw -260907.427858 + Penalty 3730.842189 = -257176.585669 nChanged 25 SP:Iteration 10Q (13383.970000 sec): 3 clusters Score: Raw -260935.572245 + Penalty 3730.842189 = -257204.730056 nChanged 24 SP:Iteration 11Q (13383.970000 sec): 3 clusters Score: Raw -260968.269004 + Penalty 3730.842189 = -257237.426815 nChanged 22 SP:Iteration 12Q (13383.980000 sec): 3 clusters Score: Raw -260992.055419 + Penalty 3730.842189 = -257261.213230 nChanged 13 SP:Iteration 13Q (13383.990000 sec): 3 clusters Score: Raw -261004.286875 + Penalty 3730.842189 = -257273.444686 nChanged 7 SP:Iteration 14Q (13383.990000 sec): 3 clusters Score: Raw -261009.345234 + Penalty 3730.842189 = -257278.503045 nChanged 5 SP:Iteration 15Q (13384.000000 sec): 3 clusters Score: Raw -261013.494612 + Penalty 3730.842189 = -257282.652423 nChanged 2 SP:Iteration 16Q (13384.010000 sec): 3 clusters Score: Raw -261015.137897 + Penalty 3730.842189 = -257284.295708 nChanged 1 SP:Iteration 17Q (13384.010000 sec): 3 clusters Score: Raw -261015.853928 + Penalty 3730.842189 = -257285.011739 nChanged 1 SP:Iteration 18Q (13384.020000 sec): 3 clusters Score: Raw -261018.227569 + Penalty 3730.842189 = -257287.385380 nChanged 6 SP:Iteration 19Q (13384.030000 sec): 3 clusters Score: Raw -261026.811587 + Penalty 3730.842189 = -257295.969398 nChanged 4 SP:Iteration 20F (13384.040000 sec): 3 clusters Score: Raw -261029.773425 + Penalty 3730.842189 = -257298.931236 nChanged 7 SP:Iteration 21Q (13384.040000 sec): 3 clusters Score: Raw -261033.589583 + Penalty 3730.842189 = -257302.747394 nChanged 3 SP:Iteration 22Q (13384.050000 sec): 3 clusters Score: Raw -261035.922329 + Penalty 3730.842189 = -257305.080140 nChanged 3 SP:Iteration 23Q (13384.060000 sec): 3 clusters Score: Raw -261038.558139 + Penalty 3730.842189 = -257307.715950 nChanged 3 SP:Iteration 24Q (13384.060000 sec): 3 clusters Score: Raw -261041.938907 + Penalty 3730.842189 = -257311.096718 nChanged 3 SP:Iteration 25Q (13384.070000 sec): 3 clusters Score: Raw -261044.142171 + Penalty 3730.842189 = -257313.299982 nChanged 2 SP:Iteration 26Q (13384.080000 sec): 3 clusters Score: Raw -261046.614653 + Penalty 3730.842189 = -257315.772464 nChanged 2 SP:Iteration 27Q (13384.080000 sec): 3 clusters Score: Raw -261048.326297 + Penalty 3730.842189 = -257317.484108 nChanged 5 SP:Iteration 28Q (13384.090000 sec): 3 clusters Score: Raw -261052.206152 + Penalty 3730.842189 = -257321.363963 nChanged 2 SP:Iteration 29Q (13384.100000 sec): 3 clusters Score: Raw -261052.878621 + Penalty 3730.842189 = -257322.036432 nChanged 0 SP:Iteration 30F (13384.100000 sec): 3 clusters Score: Raw -261052.878621 + Penalty 3730.842189 = -257322.036432 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 32 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13384.110000 sec): 2 clusters Score: Raw -77914.222771 + Penalty 1555.673498 = -76358.549273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13384.110000 sec): 3 clusters Score: Raw -77948.723430 + Penalty 3111.346995 = -74837.376435 nChanged 97 SP:Iteration 1F (13384.110000 sec): 3 clusters Score: Raw -78162.044455 + Penalty 3111.346995 = -75050.697460 nChanged 22 SP:Iteration 2Q (13384.120000 sec): 3 clusters Score: Raw -78215.445823 + Penalty 3111.346995 = -75104.098828 nChanged 19 SP:Iteration 3Q (13384.120000 sec): 3 clusters Score: Raw -78267.675564 + Penalty 3111.346995 = -75156.328569 nChanged 5 SP:Iteration 4Q (13384.120000 sec): 3 clusters Score: Raw -78280.729037 + Penalty 3111.346995 = -75169.382042 nChanged 2 SP:Iteration 5Q (13384.120000 sec): 3 clusters Score: Raw -78284.544812 + Penalty 3111.346995 = -75173.197817 nChanged 0 SP:Iteration 6F (13384.120000 sec): 3 clusters Score: Raw -78284.544812 + Penalty 3111.346995 = -75173.197817 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 33 (248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13384.130000 sec): 2 clusters Score: Raw -36986.502868 + Penalty 1367.330329 = -35619.172539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13384.130000 sec): 3 clusters Score: Raw -37160.205983 + Penalty 2734.660658 = -34425.545325 nChanged 21 SP:Iteration 1F (13384.130000 sec): 3 clusters Score: Raw -37236.379342 + Penalty 2734.660658 = -34501.718684 nChanged 6 SP:Iteration 2Q (13384.130000 sec): 3 clusters Score: Raw -37264.187757 + Penalty 2734.660658 = -34529.527099 nChanged 2 SP:Iteration 3Q (13384.130000 sec): 3 clusters Score: Raw -37288.003804 + Penalty 2734.660658 = -34553.343145 nChanged 2 SP:Iteration 4Q (13384.130000 sec): 3 clusters Score: Raw -37301.817545 + Penalty 2734.660658 = -34567.156887 nChanged 0 SP:Iteration 5F (13384.130000 sec): 3 clusters Score: Raw -37301.817545 + Penalty 2734.660658 = -34567.156887 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 34 (3590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13384.150000 sec): 2 clusters Score: Raw -555780.406349 + Penalty 2030.105055 = -553750.301294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13384.160000 sec): 3 clusters Score: Raw -554213.816200 + Penalty 4060.210111 = -550153.606089 nChanged 1273 SP:Iteration 1F (13384.180000 sec): 3 clusters Score: Raw -554974.615875 + Penalty 4060.210111 = -550914.405764 nChanged 264 SP:Iteration 2F (13384.190000 sec): 3 clusters Score: Raw -555163.541187 + Penalty 4060.210111 = -551103.331076 nChanged 187 SP:Iteration 3F (13384.210000 sec): 3 clusters Score: Raw -555294.352171 + Penalty 4060.210111 = -551234.142060 nChanged 129 SP:Iteration 4Q (13384.220000 sec): 3 clusters Score: Raw -555376.551935 + Penalty 4060.210111 = -551316.341824 nChanged 110 SP:Iteration 5Q (13384.240000 sec): 3 clusters Score: Raw -555446.352730 + Penalty 4060.210111 = -551386.142619 nChanged 88 SP:Iteration 6Q (13384.250000 sec): 3 clusters Score: Raw -555517.027779 + Penalty 4060.210111 = -551456.817668 nChanged 95 SP:Iteration 7Q (13384.270000 sec): 3 clusters Score: Raw -555609.482514 + Penalty 4060.210111 = -551549.272403 nChanged 120 SP:Iteration 8Q (13384.280000 sec): 3 clusters Score: Raw -555711.106770 + Penalty 4060.210111 = -551650.896659 nChanged 113 SP:Iteration 9Q (13384.300000 sec): 3 clusters Score: Raw -555803.710963 + Penalty 4060.210111 = -551743.500853 nChanged 111 SP:Iteration 10Q (13384.310000 sec): 3 clusters Score: Raw -555897.227453 + Penalty 4060.210111 = -551837.017342 nChanged 108 SP:Iteration 11Q (13384.320000 sec): 3 clusters Score: Raw -555982.298213 + Penalty 4060.210111 = -551922.088102 nChanged 95 SP:Iteration 12Q (13384.340000 sec): 3 clusters Score: Raw -556049.289000 + Penalty 4060.210111 = -551989.078889 nChanged 73 SP:Iteration 13Q (13384.350000 sec): 3 clusters Score: Raw -556101.309875 + Penalty 4060.210111 = -552041.099764 nChanged 73 SP:Iteration 14Q (13384.370000 sec): 3 clusters Score: Raw -556150.230855 + Penalty 4060.210111 = -552090.020744 nChanged 78 SP:Iteration 15Q (13384.380000 sec): 3 clusters Score: Raw -556204.637572 + Penalty 4060.210111 = -552144.427462 nChanged 64 SP:Iteration 16Q (13384.400000 sec): 3 clusters Score: Raw -556248.182313 + Penalty 4060.210111 = -552187.972202 nChanged 72 SP:Iteration 17Q (13384.410000 sec): 3 clusters Score: Raw -556287.658540 + Penalty 4060.210111 = -552227.448429 nChanged 54 SP:Iteration 18Q (13384.420000 sec): 3 clusters Score: Raw -556314.379898 + Penalty 4060.210111 = -552254.169787 nChanged 40 SP:Iteration 19Q (13384.440000 sec): 3 clusters Score: Raw -556338.773933 + Penalty 4060.210111 = -552278.563822 nChanged 40 SP:Iteration 20F (13384.450000 sec): 3 clusters Score: Raw -556362.004968 + Penalty 4060.210111 = -552301.794857 nChanged 34 SP:Iteration 21Q (13384.470000 sec): 3 clusters Score: Raw -556380.880024 + Penalty 4060.210111 = -552320.669913 nChanged 30 SP:Iteration 22Q (13384.480000 sec): 3 clusters Score: Raw -556395.537483 + Penalty 4060.210111 = -552335.327372 nChanged 22 SP:Iteration 23Q (13384.500000 sec): 3 clusters Score: Raw -556404.702742 + Penalty 4060.210111 = -552344.492632 nChanged 10 SP:Iteration 24Q (13384.510000 sec): 3 clusters Score: Raw -556408.103932 + Penalty 4060.210111 = -552347.893821 nChanged 7 SP:Iteration 25Q (13384.520000 sec): 3 clusters Score: Raw -556411.674906 + Penalty 4060.210111 = -552351.464795 nChanged 9 SP:Iteration 26Q (13384.540000 sec): 3 clusters Score: Raw -556415.477390 + Penalty 4060.210111 = -552355.267279 nChanged 9 SP:Iteration 27Q (13384.550000 sec): 3 clusters Score: Raw -556418.620994 + Penalty 4060.210111 = -552358.410883 nChanged 6 SP:Iteration 28Q (13384.560000 sec): 3 clusters Score: Raw -556420.409369 + Penalty 4060.210111 = -552360.199259 nChanged 1 SP:Iteration 29Q (13384.580000 sec): 3 clusters Score: Raw -556420.845165 + Penalty 4060.210111 = -552360.635054 nChanged 0 SP:Iteration 30F (13384.590000 sec): 3 clusters Score: Raw -556420.845165 + Penalty 4060.210111 = -552360.635054 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 35 (4015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13384.610000 sec): 2 clusters Score: Raw -628068.270074 + Penalty 2057.852571 = -626010.417503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13384.620000 sec): 3 clusters Score: Raw -626210.776605 + Penalty 4115.705143 = -622095.071462 nChanged 1475 SP:Iteration 1F (13384.640000 sec): 3 clusters Score: Raw -627207.351816 + Penalty 4115.705143 = -623091.646673 nChanged 361 SP:Iteration 2F (13384.660000 sec): 3 clusters Score: Raw -627691.359973 + Penalty 4115.705143 = -623575.654830 nChanged 316 SP:Iteration 3F (13384.680000 sec): 3 clusters Score: Raw -627954.708567 + Penalty 4115.705143 = -623839.003425 nChanged 234 SP:Iteration 4F (13384.690000 sec): 3 clusters Score: Raw -628133.158076 + Penalty 4115.705143 = -624017.452933 nChanged 192 SP:Iteration 5Q (13384.710000 sec): 3 clusters Score: Raw -628289.113787 + Penalty 4115.705143 = -624173.408645 nChanged 156 SP:Iteration 6Q (13384.720000 sec): 3 clusters Score: Raw -628410.179314 + Penalty 4115.705143 = -624294.474172 nChanged 157 SP:Iteration 7Q (13384.740000 sec): 3 clusters Score: Raw -628532.535898 + Penalty 4115.705143 = -624416.830756 nChanged 146 SP:Iteration 8Q (13384.760000 sec): 3 clusters Score: Raw -628666.472028 + Penalty 4115.705143 = -624550.766885 nChanged 149 SP:Iteration 9Q (13384.770000 sec): 3 clusters Score: Raw -628799.947557 + Penalty 4115.705143 = -624684.242414 nChanged 140 SP:Iteration 10Q (13384.790000 sec): 3 clusters Score: Raw -628917.901632 + Penalty 4115.705143 = -624802.196489 nChanged 103 SP:Iteration 11Q (13384.800000 sec): 3 clusters Score: Raw -628998.961167 + Penalty 4115.705143 = -624883.256024 nChanged 84 SP:Iteration 12Q (13384.820000 sec): 3 clusters Score: Raw -629075.271447 + Penalty 4115.705143 = -624959.566305 nChanged 73 SP:Iteration 13Q (13384.830000 sec): 3 clusters Score: Raw -629140.647333 + Penalty 4115.705143 = -625024.942190 nChanged 57 SP:Iteration 14Q (13384.850000 sec): 3 clusters Score: Raw -629186.863057 + Penalty 4115.705143 = -625071.157915 nChanged 48 SP:Iteration 15Q (13384.860000 sec): 3 clusters Score: Raw -629227.940069 + Penalty 4115.705143 = -625112.234927 nChanged 37 SP:Iteration 16Q (13384.880000 sec): 3 clusters Score: Raw -629262.821952 + Penalty 4115.705143 = -625147.116809 nChanged 31 SP:Iteration 17Q (13384.900000 sec): 3 clusters Score: Raw -629294.158854 + Penalty 4115.705143 = -625178.453711 nChanged 21 SP:Iteration 18Q (13384.910000 sec): 3 clusters Score: Raw -629311.987834 + Penalty 4115.705143 = -625196.282691 nChanged 17 SP:Iteration 19Q (13384.920000 sec): 3 clusters Score: Raw -629327.009372 + Penalty 4115.705143 = -625211.304229 nChanged 12 SP:Iteration 20F (13384.940000 sec): 3 clusters Score: Raw -629337.952494 + Penalty 4115.705143 = -625222.247351 nChanged 8 SP:Iteration 21Q (13384.960000 sec): 3 clusters Score: Raw -629345.818257 + Penalty 4115.705143 = -625230.113114 nChanged 6 SP:Iteration 22Q (13384.970000 sec): 3 clusters Score: Raw -629350.633681 + Penalty 4115.705143 = -625234.928538 nChanged 2 SP:Iteration 23Q (13384.980000 sec): 3 clusters Score: Raw -629351.596713 + Penalty 4115.705143 = -625235.891571 nChanged 4 SP:Iteration 24Q (13385.000000 sec): 3 clusters Score: Raw -629354.568128 + Penalty 4115.705143 = -625238.862986 nChanged 6 SP:Iteration 25Q (13385.010000 sec): 3 clusters Score: Raw -629362.286401 + Penalty 4115.705143 = -625246.581258 nChanged 8 SP:Iteration 26Q (13385.030000 sec): 3 clusters Score: Raw -629371.984013 + Penalty 4115.705143 = -625256.278870 nChanged 4 SP:Iteration 27Q (13385.040000 sec): 3 clusters Score: Raw -629374.565481 + Penalty 4115.705143 = -625258.860339 nChanged 0 SP:Iteration 28F (13385.060000 sec): 3 clusters Score: Raw -629374.565481 + Penalty 4115.705143 = -625258.860339 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 36 (39229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13385.210000 sec): 2 clusters Score: Raw -6587470.576452 + Penalty 2623.138544 = -6584847.437908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13385.370000 sec): 3 clusters Score: Raw -6563445.533590 + Penalty 5246.277088 = -6558199.256502 nChanged 17905 SP:Iteration 1F (13385.530000 sec): 3 clusters Score: Raw -6573011.677764 + Penalty 5246.277088 = -6567765.400676 nChanged 1569 SP:Iteration 2Q (13385.700000 sec): 3 clusters Score: Raw -6573431.054613 + Penalty 5246.277088 = -6568184.777525 nChanged 1420 SP:Iteration 3Q (13385.860000 sec): 3 clusters Score: Raw -6573778.863272 + Penalty 5246.277088 = -6568532.586185 nChanged 1226 SP:Iteration 4Q (13386.020000 sec): 3 clusters Score: Raw -6574073.064929 + Penalty 5246.277088 = -6568826.787841 nChanged 1191 SP:Iteration 5Q (13386.190000 sec): 3 clusters Score: Raw -6574364.805528 + Penalty 5246.277088 = -6569118.528440 nChanged 1144 SP:Iteration 6Q (13386.360000 sec): 3 clusters Score: Raw -6574686.045277 + Penalty 5246.277088 = -6569439.768189 nChanged 1242 SP:Iteration 7Q (13386.530000 sec): 3 clusters Score: Raw -6575108.451998 + Penalty 5246.277088 = -6569862.174911 nChanged 1531 SP:Iteration 8Q (13386.710000 sec): 3 clusters Score: Raw -6575768.721493 + Penalty 5246.277088 = -6570522.444406 nChanged 1984 SP:Iteration 9F (13386.880000 sec): 3 clusters Score: Raw -6576822.504040 + Penalty 5246.277088 = -6571576.226952 nChanged 2469 SP:Iteration 10F (13387.050000 sec): 3 clusters Score: Raw -6578473.803176 + Penalty 5246.277088 = -6573227.526088 nChanged 2901 SP:Iteration 11F (13387.220000 sec): 3 clusters Score: Raw -6580808.052336 + Penalty 5246.277088 = -6575561.775248 nChanged 2880 SP:Iteration 12F (13387.390000 sec): 3 clusters Score: Raw -6583455.314020 + Penalty 5246.277088 = -6578209.036932 nChanged 2288 SP:Iteration 13F (13387.560000 sec): 3 clusters Score: Raw -6585644.494017 + Penalty 5246.277088 = -6580398.216929 nChanged 1235 SP:Iteration 14Q (13387.700000 sec): 3 clusters Score: Raw -6586842.244354 + Penalty 5246.277088 = -6581595.967266 nChanged 491 SP:Iteration 15Q (13387.840000 sec): 3 clusters Score: Raw -6587366.924916 + Penalty 5246.277088 = -6582120.647828 nChanged 160 SP:Iteration 16Q (13387.960000 sec): 3 clusters Score: Raw -6587560.724285 + Penalty 5246.277088 = -6582314.447197 nChanged 62 SP:Iteration 17Q (13388.080000 sec): 3 clusters Score: Raw -6587655.243156 + Penalty 5246.277088 = -6582408.966069 nChanged 31 SP:Iteration 18Q (13388.200000 sec): 3 clusters Score: Raw -6587708.255702 + Penalty 5246.277088 = -6582461.978614 nChanged 19 SP:Iteration 19Q (13388.310000 sec): 3 clusters Score: Raw -6587744.308551 + Penalty 5246.277088 = -6582498.031463 nChanged 16 SP:Iteration 20F (13388.480000 sec): 3 clusters Score: Raw -6587772.173354 + Penalty 5246.277088 = -6582525.896267 nChanged 10 SP:Iteration 21Q (13388.590000 sec): 3 clusters Score: Raw -6587791.660127 + Penalty 5246.277088 = -6582545.383039 nChanged 7 SP:Iteration 22Q (13388.700000 sec): 3 clusters Score: Raw -6587803.762543 + Penalty 5246.277088 = -6582557.485455 nChanged 3 SP:Iteration 23Q (13388.810000 sec): 3 clusters Score: Raw -6587808.379137 + Penalty 5246.277088 = -6582562.102049 nChanged 1 SP:Iteration 24Q (13388.930000 sec): 3 clusters Score: Raw -6587809.617920 + Penalty 5246.277088 = -6582563.340833 nChanged 0 SP:Iteration 25F (13389.090000 sec): 3 clusters Score: Raw -6587809.617920 + Penalty 5246.277088 = -6582563.340833 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 37 (4427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13389.110000 sec): 2 clusters Score: Raw -691121.315171 + Penalty 2082.078403 = -689039.236767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13389.130000 sec): 3 clusters Score: Raw -688994.271069 + Penalty 4164.156807 = -684830.114263 nChanged 1651 SP:Iteration 1F (13389.150000 sec): 3 clusters Score: Raw -690012.664251 + Penalty 4164.156807 = -685848.507444 nChanged 404 SP:Iteration 2F (13389.170000 sec): 3 clusters Score: Raw -690458.007245 + Penalty 4164.156807 = -686293.850439 nChanged 348 SP:Iteration 3F (13389.190000 sec): 3 clusters Score: Raw -690883.515542 + Penalty 4164.156807 = -686719.358736 nChanged 336 SP:Iteration 4F (13389.210000 sec): 3 clusters Score: Raw -691284.191158 + Penalty 4164.156807 = -687120.034352 nChanged 301 SP:Iteration 5F (13389.220000 sec): 3 clusters Score: Raw -691606.453763 + Penalty 4164.156807 = -687442.296956 nChanged 226 SP:Iteration 6F (13389.240000 sec): 3 clusters Score: Raw -691840.995724 + Penalty 4164.156807 = -687676.838917 nChanged 174 SP:Iteration 7Q (13389.260000 sec): 3 clusters Score: Raw -692004.399537 + Penalty 4164.156807 = -687840.242730 nChanged 115 SP:Iteration 8Q (13389.280000 sec): 3 clusters Score: Raw -692106.272089 + Penalty 4164.156807 = -687942.115282 nChanged 86 SP:Iteration 9Q (13389.290000 sec): 3 clusters Score: Raw -692180.867126 + Penalty 4164.156807 = -688016.710320 nChanged 58 SP:Iteration 10Q (13389.310000 sec): 3 clusters Score: Raw -692227.918300 + Penalty 4164.156807 = -688063.761494 nChanged 43 SP:Iteration 11Q (13389.330000 sec): 3 clusters Score: Raw -692259.997123 + Penalty 4164.156807 = -688095.840316 nChanged 31 SP:Iteration 12Q (13389.350000 sec): 3 clusters Score: Raw -692284.629983 + Penalty 4164.156807 = -688120.473176 nChanged 21 SP:Iteration 13Q (13389.360000 sec): 3 clusters Score: Raw -692302.196348 + Penalty 4164.156807 = -688138.039541 nChanged 26 SP:Iteration 14Q (13389.380000 sec): 3 clusters Score: Raw -692324.182800 + Penalty 4164.156807 = -688160.025993 nChanged 18 SP:Iteration 15Q (13389.390000 sec): 3 clusters Score: Raw -692340.548560 + Penalty 4164.156807 = -688176.391754 nChanged 21 SP:Iteration 16Q (13389.410000 sec): 3 clusters Score: Raw -692355.135793 + Penalty 4164.156807 = -688190.978986 nChanged 21 SP:Iteration 17Q (13389.430000 sec): 3 clusters Score: Raw -692371.698163 + Penalty 4164.156807 = -688207.541357 nChanged 19 SP:Iteration 18Q (13389.440000 sec): 3 clusters Score: Raw -692389.245817 + Penalty 4164.156807 = -688225.089010 nChanged 28 SP:Iteration 19Q (13389.460000 sec): 3 clusters Score: Raw -692410.962679 + Penalty 4164.156807 = -688246.805873 nChanged 22 SP:Iteration 20F (13389.480000 sec): 3 clusters Score: Raw -692433.780200 + Penalty 4164.156807 = -688269.623393 nChanged 27 SP:Iteration 21Q (13389.490000 sec): 3 clusters Score: Raw -692462.417346 + Penalty 4164.156807 = -688298.260539 nChanged 16 SP:Iteration 22Q (13389.510000 sec): 3 clusters Score: Raw -692473.779956 + Penalty 4164.156807 = -688309.623149 nChanged 12 SP:Iteration 23Q (13389.520000 sec): 3 clusters Score: Raw -692481.744603 + Penalty 4164.156807 = -688317.587796 nChanged 7 SP:Iteration 24Q (13389.540000 sec): 3 clusters Score: Raw -692487.134787 + Penalty 4164.156807 = -688322.977980 nChanged 9 SP:Iteration 25Q (13389.550000 sec): 3 clusters Score: Raw -692493.654363 + Penalty 4164.156807 = -688329.497556 nChanged 8 SP:Iteration 26Q (13389.570000 sec): 3 clusters Score: Raw -692498.855240 + Penalty 4164.156807 = -688334.698433 nChanged 6 SP:Iteration 27Q (13389.580000 sec): 3 clusters Score: Raw -692501.442159 + Penalty 4164.156807 = -688337.285352 nChanged 3 SP:Iteration 28Q (13389.600000 sec): 3 clusters Score: Raw -692503.242255 + Penalty 4164.156807 = -688339.085448 nChanged 0 SP:Iteration 29F (13389.610000 sec): 3 clusters Score: Raw -692503.242255 + Penalty 4164.156807 = -688339.085448 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 38 (3398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13389.630000 sec): 2 clusters Score: Raw -512790.370801 + Penalty 2016.473691 = -510773.897110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13389.650000 sec): 3 clusters Score: Raw -511289.541301 + Penalty 4032.947382 = -507256.593919 nChanged 1228 SP:Iteration 1F (13389.660000 sec): 3 clusters Score: Raw -512099.286214 + Penalty 4032.947382 = -508066.338832 nChanged 299 SP:Iteration 2F (13389.670000 sec): 3 clusters Score: Raw -512353.364023 + Penalty 4032.947382 = -508320.416641 nChanged 186 SP:Iteration 3F (13389.690000 sec): 3 clusters Score: Raw -512502.270111 + Penalty 4032.947382 = -508469.322729 nChanged 140 SP:Iteration 4Q (13389.700000 sec): 3 clusters Score: Raw -512637.372061 + Penalty 4032.947382 = -508604.424679 nChanged 132 SP:Iteration 5Q (13389.710000 sec): 3 clusters Score: Raw -512762.464272 + Penalty 4032.947382 = -508729.516891 nChanged 124 SP:Iteration 6Q (13389.730000 sec): 3 clusters Score: Raw -512911.757651 + Penalty 4032.947382 = -508878.810269 nChanged 132 SP:Iteration 7Q (13389.740000 sec): 3 clusters Score: Raw -513075.464731 + Penalty 4032.947382 = -509042.517350 nChanged 148 SP:Iteration 8Q (13389.750000 sec): 3 clusters Score: Raw -513281.341074 + Penalty 4032.947382 = -509248.393692 nChanged 170 SP:Iteration 9F (13389.770000 sec): 3 clusters Score: Raw -513579.904964 + Penalty 4032.947382 = -509546.957582 nChanged 177 SP:Iteration 10F (13389.780000 sec): 3 clusters Score: Raw -513865.438849 + Penalty 4032.947382 = -509832.491467 nChanged 140 SP:Iteration 11Q (13389.790000 sec): 3 clusters Score: Raw -514034.094829 + Penalty 4032.947382 = -510001.147447 nChanged 103 SP:Iteration 12Q (13389.810000 sec): 3 clusters Score: Raw -514134.708621 + Penalty 4032.947382 = -510101.761239 nChanged 64 SP:Iteration 13Q (13389.820000 sec): 3 clusters Score: Raw -514188.434014 + Penalty 4032.947382 = -510155.486632 nChanged 45 SP:Iteration 14Q (13389.830000 sec): 3 clusters Score: Raw -514223.889114 + Penalty 4032.947382 = -510190.941732 nChanged 35 SP:Iteration 15Q (13389.850000 sec): 3 clusters Score: Raw -514244.000420 + Penalty 4032.947382 = -510211.053038 nChanged 21 SP:Iteration 16Q (13389.860000 sec): 3 clusters Score: Raw -514256.271861 + Penalty 4032.947382 = -510223.324479 nChanged 8 SP:Iteration 17Q (13389.870000 sec): 3 clusters Score: Raw -514261.146343 + Penalty 4032.947382 = -510228.198962 nChanged 8 SP:Iteration 18Q (13389.880000 sec): 3 clusters Score: Raw -514265.222703 + Penalty 4032.947382 = -510232.275321 nChanged 4 SP:Iteration 19Q (13389.890000 sec): 3 clusters Score: Raw -514267.482834 + Penalty 4032.947382 = -510234.535452 nChanged 3 SP:Iteration 20F (13389.910000 sec): 3 clusters Score: Raw -514268.987028 + Penalty 4032.947382 = -510236.039646 nChanged 4 SP:Iteration 21Q (13389.920000 sec): 3 clusters Score: Raw -514271.269669 + Penalty 4032.947382 = -510238.322287 nChanged 3 SP:Iteration 22Q (13389.930000 sec): 3 clusters Score: Raw -514272.603910 + Penalty 4032.947382 = -510239.656528 nChanged 4 SP:Iteration 23Q (13389.940000 sec): 3 clusters Score: Raw -514275.525674 + Penalty 4032.947382 = -510242.578292 nChanged 1 SP:Iteration 24Q (13389.950000 sec): 3 clusters Score: Raw -514276.071228 + Penalty 4032.947382 = -510243.123846 nChanged 1 SP:Iteration 25Q (13389.970000 sec): 3 clusters Score: Raw -514276.264332 + Penalty 4032.947382 = -510243.316950 nChanged 0 SP:Iteration 26F (13389.980000 sec): 3 clusters Score: Raw -514276.264332 + Penalty 4032.947382 = -510243.316950 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 39 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13389.990000 sec): 2 clusters Score: Raw -61114.396099 + Penalty 1460.441734 = -59653.954365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13389.990000 sec): 3 clusters Score: Raw -61322.995701 + Penalty 2920.883467 = -58402.112234 nChanged 58 SP:Iteration 1F (13389.990000 sec): 3 clusters Score: Raw -61495.531275 + Penalty 2920.883467 = -58574.647808 nChanged 20 SP:Iteration 2F (13389.990000 sec): 3 clusters Score: Raw -61556.096955 + Penalty 2920.883467 = -58635.213488 nChanged 9 SP:Iteration 3Q (13389.990000 sec): 3 clusters Score: Raw -61593.985614 + Penalty 2920.883467 = -58673.102147 nChanged 3 SP:Iteration 4Q (13389.990000 sec): 3 clusters Score: Raw -61603.300054 + Penalty 2920.883467 = -58682.416587 nChanged 2 SP:Iteration 5Q (13390.000000 sec): 3 clusters Score: Raw -61615.367705 + Penalty 2920.883467 = -58694.484238 nChanged 1 SP:Iteration 6Q (13390.000000 sec): 3 clusters Score: Raw -61627.936375 + Penalty 2920.883467 = -58707.052908 nChanged 2 SP:Iteration 7Q (13390.000000 sec): 3 clusters Score: Raw -61641.558636 + Penalty 2920.883467 = -58720.675169 nChanged 1 SP:Iteration 8Q (13390.000000 sec): 3 clusters Score: Raw -61644.163802 + Penalty 2920.883467 = -58723.280335 nChanged 1 SP:Iteration 9Q (13390.000000 sec): 3 clusters Score: Raw -61646.326511 + Penalty 2920.883467 = -58725.443043 nChanged 0 SP:Iteration 10F (13390.000000 sec): 3 clusters Score: Raw -61646.326511 + Penalty 2920.883467 = -58725.443043 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 40 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13390.010000 sec): 2 clusters Score: Raw -19935.246531 + Penalty 1266.274478 = -18668.972054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13390.010000 sec): 3 clusters Score: Raw -20321.786250 + Penalty 2532.548955 = -17789.237295 nChanged 18 SP:Iteration 1F (13390.010000 sec): 3 clusters Score: Raw -20562.489250 + Penalty 2532.548955 = -18029.940295 nChanged 8 SP:Iteration 2Q (13390.010000 sec): 3 clusters Score: Raw -20648.103771 + Penalty 2532.548955 = -18115.554816 nChanged 5 SP:Iteration 3Q (13390.010000 sec): 3 clusters Score: Raw -20739.300005 + Penalty 2532.548955 = -18206.751050 nChanged 2 SP:Iteration 4Q (13390.010000 sec): 3 clusters Score: Raw -20788.587560 + Penalty 2532.548955 = -18256.038605 nChanged 1 SP:Iteration 5Q (13390.010000 sec): 3 clusters Score: Raw -20792.271129 + Penalty 2532.548955 = -18259.722174 nChanged 0 SP:Iteration 6F (13390.010000 sec): 3 clusters Score: Raw -20792.271129 + Penalty 2532.548955 = -18259.722174 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 41 (8920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13390.050000 sec): 2 clusters Score: Raw -1439883.049749 + Penalty 2255.820704 = -1437627.229045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13390.090000 sec): 3 clusters Score: Raw -1435212.347206 + Penalty 4511.641408 = -1430700.705798 nChanged 3609 SP:Iteration 1F (13390.120000 sec): 3 clusters Score: Raw -1437074.548641 + Penalty 4511.641408 = -1432562.907233 nChanged 579 SP:Iteration 2F (13390.160000 sec): 3 clusters Score: Raw -1437343.847659 + Penalty 4511.641408 = -1432832.206251 nChanged 439 SP:Iteration 3Q (13390.190000 sec): 3 clusters Score: Raw -1437540.400943 + Penalty 4511.641408 = -1433028.759535 nChanged 334 SP:Iteration 4Q (13390.230000 sec): 3 clusters Score: Raw -1437674.420090 + Penalty 4511.641408 = -1433162.778682 nChanged 268 SP:Iteration 5Q (13390.270000 sec): 3 clusters Score: Raw -1437782.138798 + Penalty 4511.641408 = -1433270.497391 nChanged 224 SP:Iteration 6Q (13390.310000 sec): 3 clusters Score: Raw -1437866.903884 + Penalty 4511.641408 = -1433355.262477 nChanged 189 SP:Iteration 7Q (13390.340000 sec): 3 clusters Score: Raw -1437938.001856 + Penalty 4511.641408 = -1433426.360448 nChanged 189 SP:Iteration 8Q (13390.380000 sec): 3 clusters Score: Raw -1438018.068735 + Penalty 4511.641408 = -1433506.427327 nChanged 204 SP:Iteration 9Q (13390.410000 sec): 3 clusters Score: Raw -1438107.991343 + Penalty 4511.641408 = -1433596.349935 nChanged 207 SP:Iteration 10Q (13390.450000 sec): 3 clusters Score: Raw -1438214.679555 + Penalty 4511.641408 = -1433703.038147 nChanged 237 SP:Iteration 11Q (13390.490000 sec): 3 clusters Score: Raw -1438333.686396 + Penalty 4511.641408 = -1433822.044988 nChanged 219 SP:Iteration 12Q (13390.520000 sec): 3 clusters Score: Raw -1438449.045071 + Penalty 4511.641408 = -1433937.403663 nChanged 241 SP:Iteration 13Q (13390.560000 sec): 3 clusters Score: Raw -1438593.040016 + Penalty 4511.641408 = -1434081.398608 nChanged 249 SP:Iteration 14Q (13390.590000 sec): 3 clusters Score: Raw -1438744.864364 + Penalty 4511.641408 = -1434233.222956 nChanged 261 SP:Iteration 15Q (13390.630000 sec): 3 clusters Score: Raw -1438912.175671 + Penalty 4511.641408 = -1434400.534263 nChanged 253 SP:Iteration 16Q (13390.670000 sec): 3 clusters Score: Raw -1439089.597917 + Penalty 4511.641408 = -1434577.956510 nChanged 233 SP:Iteration 17Q (13390.700000 sec): 3 clusters Score: Raw -1439238.254941 + Penalty 4511.641408 = -1434726.613534 nChanged 230 SP:Iteration 18Q (13390.730000 sec): 3 clusters Score: Raw -1439376.330519 + Penalty 4511.641408 = -1434864.689111 nChanged 191 SP:Iteration 19Q (13390.770000 sec): 3 clusters Score: Raw -1439490.105971 + Penalty 4511.641408 = -1434978.464563 nChanged 149 SP:Iteration 20F (13390.800000 sec): 3 clusters Score: Raw -1439588.418411 + Penalty 4511.641408 = -1435076.777003 nChanged 148 SP:Iteration 21Q (13390.830000 sec): 3 clusters Score: Raw -1439682.595425 + Penalty 4511.641408 = -1435170.954017 nChanged 136 SP:Iteration 22Q (13390.870000 sec): 3 clusters Score: Raw -1439768.592710 + Penalty 4511.641408 = -1435256.951302 nChanged 109 SP:Iteration 23Q (13390.900000 sec): 3 clusters Score: Raw -1439850.329725 + Penalty 4511.641408 = -1435338.688317 nChanged 97 SP:Iteration 24Q (13390.930000 sec): 3 clusters Score: Raw -1439918.239448 + Penalty 4511.641408 = -1435406.598040 nChanged 70 SP:Iteration 25Q (13390.960000 sec): 3 clusters Score: Raw -1439974.777508 + Penalty 4511.641408 = -1435463.136100 nChanged 72 SP:Iteration 26Q (13390.990000 sec): 3 clusters Score: Raw -1440033.477928 + Penalty 4511.641408 = -1435521.836520 nChanged 42 SP:Iteration 27Q (13391.020000 sec): 3 clusters Score: Raw -1440070.540149 + Penalty 4511.641408 = -1435558.898741 nChanged 36 SP:Iteration 28Q (13391.050000 sec): 3 clusters Score: Raw -1440099.541705 + Penalty 4511.641408 = -1435587.900297 nChanged 25 SP:Iteration 29Q (13391.080000 sec): 3 clusters Score: Raw -1440119.789525 + Penalty 4511.641408 = -1435608.148117 nChanged 15 SP:Iteration 30Q (13391.110000 sec): 3 clusters Score: Raw -1440129.819913 + Penalty 4511.641408 = -1435618.178505 nChanged 8 SP:Iteration 31Q (13391.140000 sec): 3 clusters Score: Raw -1440137.372747 + Penalty 4511.641408 = -1435625.731339 nChanged 6 SP:Iteration 32Q (13391.170000 sec): 3 clusters Score: Raw -1440142.847552 + Penalty 4511.641408 = -1435631.206144 nChanged 7 SP:Iteration 33Q (13391.210000 sec): 3 clusters Score: Raw -1440148.253335 + Penalty 4511.641408 = -1435636.611927 nChanged 5 SP:Iteration 34Q (13391.230000 sec): 3 clusters Score: Raw -1440152.686441 + Penalty 4511.641408 = -1435641.045034 nChanged 5 SP:Iteration 35Q (13391.260000 sec): 3 clusters Score: Raw -1440158.976486 + Penalty 4511.641408 = -1435647.335078 nChanged 4 SP:Iteration 36Q (13391.290000 sec): 3 clusters Score: Raw -1440163.308584 + Penalty 4511.641408 = -1435651.667176 nChanged 4 SP:Iteration 37Q (13391.320000 sec): 3 clusters Score: Raw -1440167.642166 + Penalty 4511.641408 = -1435656.000759 nChanged 10 SP:Iteration 38Q (13391.350000 sec): 3 clusters Score: Raw -1440174.772797 + Penalty 4511.641408 = -1435663.131389 nChanged 5 SP:Iteration 39Q (13391.380000 sec): 3 clusters Score: Raw -1440180.712099 + Penalty 4511.641408 = -1435669.070691 nChanged 9 SP:Iteration 40F (13391.420000 sec): 3 clusters Score: Raw -1440187.883490 + Penalty 4511.641408 = -1435676.242082 nChanged 3 SP:Iteration 41Q (13391.450000 sec): 3 clusters Score: Raw -1440192.365503 + Penalty 4511.641408 = -1435680.724095 nChanged 4 SP:Iteration 42Q (13391.480000 sec): 3 clusters Score: Raw -1440195.955102 + Penalty 4511.641408 = -1435684.313694 nChanged 7 SP:Iteration 43Q (13391.510000 sec): 3 clusters Score: Raw -1440201.196707 + Penalty 4511.641408 = -1435689.555299 nChanged 4 SP:Iteration 44Q (13391.530000 sec): 3 clusters Score: Raw -1440205.653297 + Penalty 4511.641408 = -1435694.011889 nChanged 4 SP:Iteration 45Q (13391.560000 sec): 3 clusters Score: Raw -1440211.720981 + Penalty 4511.641408 = -1435700.079573 nChanged 6 SP:Iteration 46Q (13391.590000 sec): 3 clusters Score: Raw -1440216.844627 + Penalty 4511.641408 = -1435705.203219 nChanged 6 SP:Iteration 47Q (13391.620000 sec): 3 clusters Score: Raw -1440223.402180 + Penalty 4511.641408 = -1435711.760772 nChanged 7 SP:Iteration 48Q (13391.650000 sec): 3 clusters Score: Raw -1440230.975247 + Penalty 4511.641408 = -1435719.333839 nChanged 7 SP:Iteration 49Q (13391.680000 sec): 3 clusters Score: Raw -1440238.754822 + Penalty 4511.641408 = -1435727.113414 nChanged 6 SP:Iteration 50Q (13391.710000 sec): 3 clusters Score: Raw -1440244.002548 + Penalty 4511.641408 = -1435732.361140 nChanged 4 SP:Iteration 51Q (13391.730000 sec): 3 clusters Score: Raw -1440247.348164 + Penalty 4511.641408 = -1435735.706756 nChanged 1 SP:Iteration 52Q (13391.760000 sec): 3 clusters Score: Raw -1440247.906686 + Penalty 4511.641408 = -1435736.265278 nChanged 1 SP:Iteration 53Q (13391.790000 sec): 3 clusters Score: Raw -1440248.630948 + Penalty 4511.641408 = -1435736.989540 nChanged 0 SP:Iteration 54F (13391.830000 sec): 3 clusters Score: Raw -1440248.630948 + Penalty 4511.641408 = -1435736.989540 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 42 (690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13391.830000 sec): 2 clusters Score: Raw -105882.437996 + Penalty 1621.099516 = -104261.338480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13391.840000 sec): 3 clusters Score: Raw -105813.813327 + Penalty 3242.199032 = -102571.614295 nChanged 149 SP:Iteration 1F (13391.840000 sec): 3 clusters Score: Raw -106032.887000 + Penalty 3242.199032 = -102790.687968 nChanged 31 SP:Iteration 2Q (13391.850000 sec): 3 clusters Score: Raw -106076.545147 + Penalty 3242.199032 = -102834.346115 nChanged 9 SP:Iteration 3Q (13391.850000 sec): 3 clusters Score: Raw -106090.961694 + Penalty 3242.199032 = -102848.762662 nChanged 6 SP:Iteration 4Q (13391.850000 sec): 3 clusters Score: Raw -106098.606881 + Penalty 3242.199032 = -102856.407849 nChanged 1 SP:Iteration 5Q (13391.850000 sec): 3 clusters Score: Raw -106101.382877 + Penalty 3242.199032 = -102859.183844 nChanged 0 SP:Iteration 6F (13391.860000 sec): 3 clusters Score: Raw -106101.382877 + Penalty 3242.199032 = -102859.183844 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 43 (13344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13391.910000 sec): 2 clusters Score: Raw -2242636.208411 + Penalty 2355.707887 = -2240280.500524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13391.970000 sec): 3 clusters Score: Raw -2235183.544417 + Penalty 4711.415774 = -2230472.128643 nChanged 5681 SP:Iteration 1F (13392.020000 sec): 3 clusters Score: Raw -2238155.441633 + Penalty 4711.415774 = -2233444.025859 nChanged 879 SP:Iteration 2F (13392.080000 sec): 3 clusters Score: Raw -2238595.678105 + Penalty 4711.415774 = -2233884.262331 nChanged 787 SP:Iteration 3F (13392.130000 sec): 3 clusters Score: Raw -2239003.698818 + Penalty 4711.415774 = -2234292.283044 nChanged 713 SP:Iteration 4F (13392.190000 sec): 3 clusters Score: Raw -2239408.960775 + Penalty 4711.415774 = -2234697.545001 nChanged 720 SP:Iteration 5F (13392.250000 sec): 3 clusters Score: Raw -2239847.287795 + Penalty 4711.415774 = -2235135.872021 nChanged 655 SP:Iteration 6Q (13392.300000 sec): 3 clusters Score: Raw -2240200.299638 + Penalty 4711.415774 = -2235488.883864 nChanged 608 SP:Iteration 7Q (13392.360000 sec): 3 clusters Score: Raw -2240482.407928 + Penalty 4711.415774 = -2235770.992154 nChanged 517 SP:Iteration 8Q (13392.410000 sec): 3 clusters Score: Raw -2240722.081049 + Penalty 4711.415774 = -2236010.665275 nChanged 438 SP:Iteration 9Q (13392.470000 sec): 3 clusters Score: Raw -2240905.689702 + Penalty 4711.415774 = -2236194.273928 nChanged 399 SP:Iteration 10Q (13392.530000 sec): 3 clusters Score: Raw -2241075.974120 + Penalty 4711.415774 = -2236364.558347 nChanged 339 SP:Iteration 11Q (13392.580000 sec): 3 clusters Score: Raw -2241220.385701 + Penalty 4711.415774 = -2236508.969928 nChanged 316 SP:Iteration 12Q (13392.630000 sec): 3 clusters Score: Raw -2241353.843196 + Penalty 4711.415774 = -2236642.427422 nChanged 317 SP:Iteration 13Q (13392.690000 sec): 3 clusters Score: Raw -2241489.340052 + Penalty 4711.415774 = -2236777.924278 nChanged 289 SP:Iteration 14Q (13392.750000 sec): 3 clusters Score: Raw -2241612.699533 + Penalty 4711.415774 = -2236901.283759 nChanged 299 SP:Iteration 15Q (13392.800000 sec): 3 clusters Score: Raw -2241743.832925 + Penalty 4711.415774 = -2237032.417151 nChanged 272 SP:Iteration 16Q (13392.860000 sec): 3 clusters Score: Raw -2241851.659546 + Penalty 4711.415774 = -2237140.243773 nChanged 215 SP:Iteration 17Q (13392.910000 sec): 3 clusters Score: Raw -2241923.616204 + Penalty 4711.415774 = -2237212.200431 nChanged 217 SP:Iteration 18Q (13392.970000 sec): 3 clusters Score: Raw -2241991.564216 + Penalty 4711.415774 = -2237280.148442 nChanged 187 SP:Iteration 19Q (13393.020000 sec): 3 clusters Score: Raw -2242047.853122 + Penalty 4711.415774 = -2237336.437348 nChanged 163 SP:Iteration 20F (13393.070000 sec): 3 clusters Score: Raw -2242102.700929 + Penalty 4711.415774 = -2237391.285155 nChanged 158 SP:Iteration 21Q (13393.130000 sec): 3 clusters Score: Raw -2242158.072346 + Penalty 4711.415774 = -2237446.656572 nChanged 155 SP:Iteration 22Q (13393.180000 sec): 3 clusters Score: Raw -2242212.787614 + Penalty 4711.415774 = -2237501.371840 nChanged 144 SP:Iteration 23Q (13393.230000 sec): 3 clusters Score: Raw -2242262.107762 + Penalty 4711.415774 = -2237550.691988 nChanged 147 SP:Iteration 24Q (13393.290000 sec): 3 clusters Score: Raw -2242313.239075 + Penalty 4711.415774 = -2237601.823301 nChanged 149 SP:Iteration 25Q (13393.340000 sec): 3 clusters Score: Raw -2242367.054512 + Penalty 4711.415774 = -2237655.638738 nChanged 131 SP:Iteration 26Q (13393.390000 sec): 3 clusters Score: Raw -2242404.820201 + Penalty 4711.415774 = -2237693.404428 nChanged 127 SP:Iteration 27Q (13393.450000 sec): 3 clusters Score: Raw -2242441.478944 + Penalty 4711.415774 = -2237730.063171 nChanged 106 SP:Iteration 28Q (13393.500000 sec): 3 clusters Score: Raw -2242469.949221 + Penalty 4711.415774 = -2237758.533447 nChanged 95 SP:Iteration 29Q (13393.550000 sec): 3 clusters Score: Raw -2242497.764905 + Penalty 4711.415774 = -2237786.349131 nChanged 107 SP:Iteration 30Q (13393.600000 sec): 3 clusters Score: Raw -2242533.371572 + Penalty 4711.415774 = -2237821.955798 nChanged 108 SP:Iteration 31Q (13393.650000 sec): 3 clusters Score: Raw -2242568.659859 + Penalty 4711.415774 = -2237857.244086 nChanged 106 SP:Iteration 32Q (13393.700000 sec): 3 clusters Score: Raw -2242601.859820 + Penalty 4711.415774 = -2237890.444046 nChanged 93 SP:Iteration 33Q (13393.750000 sec): 3 clusters Score: Raw -2242630.278290 + Penalty 4711.415774 = -2237918.862517 nChanged 87 SP:Iteration 34Q (13393.800000 sec): 3 clusters Score: Raw -2242653.044215 + Penalty 4711.415774 = -2237941.628441 nChanged 76 SP:Iteration 35Q (13393.850000 sec): 3 clusters Score: Raw -2242673.662977 + Penalty 4711.415774 = -2237962.247203 nChanged 77 SP:Iteration 36Q (13393.910000 sec): 3 clusters Score: Raw -2242694.722736 + Penalty 4711.415774 = -2237983.306962 nChanged 82 SP:Iteration 37Q (13393.950000 sec): 3 clusters Score: Raw -2242719.012265 + Penalty 4711.415774 = -2238007.596491 nChanged 71 SP:Iteration 38Q (13394.010000 sec): 3 clusters Score: Raw -2242739.196352 + Penalty 4711.415774 = -2238027.780578 nChanged 69 SP:Iteration 39Q (13394.050000 sec): 3 clusters Score: Raw -2242756.076685 + Penalty 4711.415774 = -2238044.660911 nChanged 57 SP:Iteration 40F (13394.110000 sec): 3 clusters Score: Raw -2242768.518835 + Penalty 4711.415774 = -2238057.103062 nChanged 57 SP:Iteration 41Q (13394.160000 sec): 3 clusters Score: Raw -2242779.740939 + Penalty 4711.415774 = -2238068.325166 nChanged 45 SP:Iteration 42Q (13394.210000 sec): 3 clusters Score: Raw -2242788.493952 + Penalty 4711.415774 = -2238077.078178 nChanged 51 SP:Iteration 43Q (13394.260000 sec): 3 clusters Score: Raw -2242799.752501 + Penalty 4711.415774 = -2238088.336727 nChanged 49 SP:Iteration 44Q (13394.310000 sec): 3 clusters Score: Raw -2242811.192569 + Penalty 4711.415774 = -2238099.776796 nChanged 44 SP:Iteration 45Q (13394.360000 sec): 3 clusters Score: Raw -2242821.566514 + Penalty 4711.415774 = -2238110.150740 nChanged 41 SP:Iteration 46Q (13394.410000 sec): 3 clusters Score: Raw -2242829.580527 + Penalty 4711.415774 = -2238118.164754 nChanged 37 SP:Iteration 47Q (13394.460000 sec): 3 clusters Score: Raw -2242837.543244 + Penalty 4711.415774 = -2238126.127471 nChanged 39 SP:Iteration 48Q (13394.510000 sec): 3 clusters Score: Raw -2242846.268853 + Penalty 4711.415774 = -2238134.853079 nChanged 40 SP:Iteration 49Q (13394.560000 sec): 3 clusters Score: Raw -2242856.790074 + Penalty 4711.415774 = -2238145.374300 nChanged 47 SP:Iteration 50Q (13394.610000 sec): 3 clusters Score: Raw -2242869.962387 + Penalty 4711.415774 = -2238158.546613 nChanged 39 SP:Iteration 51Q (13394.650000 sec): 3 clusters Score: Raw -2242880.932410 + Penalty 4711.415774 = -2238169.516637 nChanged 38 SP:Iteration 52Q (13394.710000 sec): 3 clusters Score: Raw -2242892.278054 + Penalty 4711.415774 = -2238180.862280 nChanged 30 SP:Iteration 53Q (13394.750000 sec): 3 clusters Score: Raw -2242902.822459 + Penalty 4711.415774 = -2238191.406686 nChanged 29 SP:Iteration 54Q (13394.810000 sec): 3 clusters Score: Raw -2242913.774518 + Penalty 4711.415774 = -2238202.358745 nChanged 33 SP:Iteration 55Q (13394.850000 sec): 3 clusters Score: Raw -2242923.744708 + Penalty 4711.415774 = -2238212.328934 nChanged 39 SP:Iteration 56Q (13394.910000 sec): 3 clusters Score: Raw -2242935.060502 + Penalty 4711.415774 = -2238223.644728 nChanged 33 SP:Iteration 57Q (13394.950000 sec): 3 clusters Score: Raw -2242944.659449 + Penalty 4711.415774 = -2238233.243675 nChanged 37 SP:Iteration 58Q (13395.000000 sec): 3 clusters Score: Raw -2242959.486091 + Penalty 4711.415774 = -2238248.070317 nChanged 42 SP:Iteration 59Q (13395.050000 sec): 3 clusters Score: Raw -2242973.302150 + Penalty 4711.415774 = -2238261.886376 nChanged 40 SP:Iteration 60F (13395.110000 sec): 3 clusters Score: Raw -2242986.793274 + Penalty 4711.415774 = -2238275.377500 nChanged 35 SP:Iteration 61Q (13395.150000 sec): 3 clusters Score: Raw -2242995.780840 + Penalty 4711.415774 = -2238284.365067 nChanged 27 SP:Iteration 62Q (13395.200000 sec): 3 clusters Score: Raw -2243002.162550 + Penalty 4711.415774 = -2238290.746776 nChanged 22 SP:Iteration 63Q (13395.250000 sec): 3 clusters Score: Raw -2243007.362444 + Penalty 4711.415774 = -2238295.946670 nChanged 25 SP:Iteration 64Q (13395.300000 sec): 3 clusters Score: Raw -2243013.228484 + Penalty 4711.415774 = -2238301.812710 nChanged 23 SP:Iteration 65Q (13395.350000 sec): 3 clusters Score: Raw -2243017.898063 + Penalty 4711.415774 = -2238306.482289 nChanged 25 SP:Iteration 66Q (13395.390000 sec): 3 clusters Score: Raw -2243023.404050 + Penalty 4711.415774 = -2238311.988276 nChanged 20 SP:Iteration 67Q (13395.440000 sec): 3 clusters Score: Raw -2243027.375763 + Penalty 4711.415774 = -2238315.959989 nChanged 17 SP:Iteration 68Q (13395.490000 sec): 3 clusters Score: Raw -2243030.264274 + Penalty 4711.415774 = -2238318.848500 nChanged 15 SP:Iteration 69Q (13395.540000 sec): 3 clusters Score: Raw -2243033.059724 + Penalty 4711.415774 = -2238321.643950 nChanged 19 SP:Iteration 70Q (13395.590000 sec): 3 clusters Score: Raw -2243036.680045 + Penalty 4711.415774 = -2238325.264271 nChanged 17 SP:Iteration 71Q (13395.630000 sec): 3 clusters Score: Raw -2243040.360827 + Penalty 4711.415774 = -2238328.945054 nChanged 19 SP:Iteration 72Q (13395.680000 sec): 3 clusters Score: Raw -2243045.013253 + Penalty 4711.415774 = -2238333.597479 nChanged 25 SP:Iteration 73Q (13395.730000 sec): 3 clusters Score: Raw -2243050.875089 + Penalty 4711.415774 = -2238339.459315 nChanged 16 SP:Iteration 74Q (13395.780000 sec): 3 clusters Score: Raw -2243054.243059 + Penalty 4711.415774 = -2238342.827285 nChanged 13 SP:Iteration 75Q (13395.830000 sec): 3 clusters Score: Raw -2243058.307106 + Penalty 4711.415774 = -2238346.891332 nChanged 11 SP:Iteration 76Q (13395.880000 sec): 3 clusters Score: Raw -2243060.306917 + Penalty 4711.415774 = -2238348.891143 nChanged 9 SP:Iteration 77Q (13395.930000 sec): 3 clusters Score: Raw -2243061.791569 + Penalty 4711.415774 = -2238350.375795 nChanged 6 SP:Iteration 78Q (13395.980000 sec): 3 clusters Score: Raw -2243062.839443 + Penalty 4711.415774 = -2238351.423669 nChanged 4 SP:Iteration 79Q (13396.030000 sec): 3 clusters Score: Raw -2243063.546372 + Penalty 4711.415774 = -2238352.130599 nChanged 1 SP:Iteration 80F (13396.080000 sec): 3 clusters Score: Raw -2243063.689847 + Penalty 4711.415774 = -2238352.274073 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 44 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13396.090000 sec): 2 clusters Score: Raw -31506.319060 + Penalty 1361.256556 = -30145.062504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13396.090000 sec): 3 clusters Score: Raw -31748.296224 + Penalty 2722.513112 = -29025.783112 nChanged 36 SP:Iteration 1F (13396.090000 sec): 3 clusters Score: Raw -31936.162787 + Penalty 2722.513112 = -29213.649675 nChanged 21 SP:Iteration 2F (13396.090000 sec): 3 clusters Score: Raw -32132.989231 + Penalty 2722.513112 = -29410.476119 nChanged 16 SP:Iteration 3F (13396.100000 sec): 3 clusters Score: Raw -32421.908550 + Penalty 2722.513112 = -29699.395438 nChanged 8 SP:Iteration 4Q (13396.100000 sec): 3 clusters Score: Raw -32541.158329 + Penalty 2722.513112 = -29818.645217 nChanged 8 SP:Iteration 5Q (13396.100000 sec): 3 clusters Score: Raw -32749.438859 + Penalty 2722.513112 = -30026.925747 nChanged 4 SP:Iteration 6Q (13396.100000 sec): 3 clusters Score: Raw -32859.596540 + Penalty 2722.513112 = -30137.083428 nChanged 6 SP:Iteration 7Q (13396.100000 sec): 3 clusters Score: Raw -33017.405054 + Penalty 2722.513112 = -30294.891942 nChanged 1 SP:Iteration 8Q (13396.100000 sec): 3 clusters Score: Raw -33087.595885 + Penalty 2722.513112 = -30365.082773 nChanged 0 SP:Iteration 9F (13396.100000 sec): 3 clusters Score: Raw -33087.595885 + Penalty 2722.513112 = -30365.082773 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 60. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 45 (537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13396.110000 sec): 2 clusters Score: Raw -81002.518010 + Penalty 1558.927527 = -79443.590482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13396.110000 sec): 3 clusters Score: Raw -81010.385485 + Penalty 3117.855055 = -77892.530430 nChanged 103 SP:Iteration 1F (13396.120000 sec): 3 clusters Score: Raw -81228.100538 + Penalty 3117.855055 = -78110.245483 nChanged 26 SP:Iteration 2Q (13396.120000 sec): 3 clusters Score: Raw -81275.783254 + Penalty 3117.855055 = -78157.928199 nChanged 8 SP:Iteration 3Q (13396.120000 sec): 3 clusters Score: Raw -81291.061071 + Penalty 3117.855055 = -78173.206017 nChanged 1 SP:Iteration 4Q (13396.120000 sec): 3 clusters Score: Raw -81292.821722 + Penalty 3117.855055 = -78174.966667 nChanged 1 SP:Iteration 5Q (13396.130000 sec): 3 clusters Score: Raw -81293.580475 + Penalty 3117.855055 = -78175.725420 nChanged 0 SP:Iteration 6F (13396.130000 sec): 3 clusters Score: Raw -81293.580475 + Penalty 3117.855055 = -78175.725420 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 46 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13396.130000 sec): 2 clusters Score: Raw -18614.267093 + Penalty 1203.303505 = -17410.963587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13396.130000 sec): 3 clusters Score: Raw -18873.436725 + Penalty 2406.607011 = -16466.829714 nChanged 1 SP:Iteration 1Q (13396.130000 sec): 3 clusters Score: Raw -18880.108058 + Penalty 2406.607011 = -16473.501047 nChanged 0 SP:Iteration 2F (13396.130000 sec): 3 clusters Score: Raw -18880.108058 + Penalty 2406.607011 = -16473.501047 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 47 (336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13396.140000 sec): 2 clusters Score: Raw -40911.522347 + Penalty 1442.643568 = -39468.878779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13396.140000 sec): 3 clusters Score: Raw -41151.514351 + Penalty 2885.287135 = -38266.227215 nChanged 60 SP:Iteration 1F (13396.140000 sec): 3 clusters Score: Raw -41362.011530 + Penalty 2885.287135 = -38476.724395 nChanged 26 SP:Iteration 2F (13396.140000 sec): 3 clusters Score: Raw -41458.092751 + Penalty 2885.287135 = -38572.805615 nChanged 18 SP:Iteration 3F (13396.150000 sec): 3 clusters Score: Raw -41543.107663 + Penalty 2885.287135 = -38657.820527 nChanged 11 SP:Iteration 4Q (13396.150000 sec): 3 clusters Score: Raw -41605.748578 + Penalty 2885.287135 = -38720.461443 nChanged 2 SP:Iteration 5Q (13396.150000 sec): 3 clusters Score: Raw -41610.964880 + Penalty 2885.287135 = -38725.677745 nChanged 0 SP:Iteration 6F (13396.150000 sec): 3 clusters Score: Raw -41610.964880 + Penalty 2885.287135 = -38725.677745 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 48 (1571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13396.160000 sec): 2 clusters Score: Raw -239536.560666 + Penalty 1825.147974 = -237711.412692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13396.170000 sec): 3 clusters Score: Raw -238976.939840 + Penalty 3650.295949 = -235326.643891 nChanged 474 SP:Iteration 1F (13396.170000 sec): 3 clusters Score: Raw -239405.433334 + Penalty 3650.295949 = -235755.137385 nChanged 129 SP:Iteration 2F (13396.180000 sec): 3 clusters Score: Raw -239561.779476 + Penalty 3650.295949 = -235911.483527 nChanged 72 SP:Iteration 3Q (13396.190000 sec): 3 clusters Score: Raw -239643.879435 + Penalty 3650.295949 = -235993.583486 nChanged 63 SP:Iteration 4Q (13396.190000 sec): 3 clusters Score: Raw -239720.292908 + Penalty 3650.295949 = -236069.996960 nChanged 46 SP:Iteration 5Q (13396.200000 sec): 3 clusters Score: Raw -239777.080679 + Penalty 3650.295949 = -236126.784730 nChanged 39 SP:Iteration 6Q (13396.210000 sec): 3 clusters Score: Raw -239821.698474 + Penalty 3650.295949 = -236171.402525 nChanged 36 SP:Iteration 7Q (13396.210000 sec): 3 clusters Score: Raw -239857.053747 + Penalty 3650.295949 = -236206.757799 nChanged 23 SP:Iteration 8Q (13396.220000 sec): 3 clusters Score: Raw -239876.823684 + Penalty 3650.295949 = -236226.527736 nChanged 22 SP:Iteration 9Q (13396.230000 sec): 3 clusters Score: Raw -239896.053917 + Penalty 3650.295949 = -236245.757969 nChanged 19 SP:Iteration 10Q (13396.230000 sec): 3 clusters Score: Raw -239911.710335 + Penalty 3650.295949 = -236261.414386 nChanged 9 SP:Iteration 11Q (13396.240000 sec): 3 clusters Score: Raw -239917.685068 + Penalty 3650.295949 = -236267.389119 nChanged 13 SP:Iteration 12Q (13396.240000 sec): 3 clusters Score: Raw -239927.055756 + Penalty 3650.295949 = -236276.759807 nChanged 6 SP:Iteration 13Q (13396.250000 sec): 3 clusters Score: Raw -239931.573592 + Penalty 3650.295949 = -236281.277643 nChanged 5 SP:Iteration 14Q (13396.260000 sec): 3 clusters Score: Raw -239939.187086 + Penalty 3650.295949 = -236288.891137 nChanged 7 SP:Iteration 15Q (13396.260000 sec): 3 clusters Score: Raw -239945.700927 + Penalty 3650.295949 = -236295.404978 nChanged 2 SP:Iteration 16Q (13396.270000 sec): 3 clusters Score: Raw -239947.483209 + Penalty 3650.295949 = -236297.187261 nChanged 4 SP:Iteration 17Q (13396.280000 sec): 3 clusters Score: Raw -239950.341835 + Penalty 3650.295949 = -236300.045886 nChanged 3 SP:Iteration 18Q (13396.280000 sec): 3 clusters Score: Raw -239953.038775 + Penalty 3650.295949 = -236302.742827 nChanged 2 SP:Iteration 19Q (13396.290000 sec): 3 clusters Score: Raw -239958.007278 + Penalty 3650.295949 = -236307.711330 nChanged 7 SP:Iteration 20F (13396.300000 sec): 3 clusters Score: Raw -239964.819607 + Penalty 3650.295949 = -236314.523658 nChanged 6 SP:Iteration 21Q (13396.300000 sec): 3 clusters Score: Raw -239972.989463 + Penalty 3650.295949 = -236322.693514 nChanged 6 SP:Iteration 22Q (13396.310000 sec): 3 clusters Score: Raw -239977.731144 + Penalty 3650.295949 = -236327.435196 nChanged 3 SP:Iteration 23Q (13396.320000 sec): 3 clusters Score: Raw -239979.459885 + Penalty 3650.295949 = -236329.163937 nChanged 0 SP:Iteration 24F (13396.320000 sec): 3 clusters Score: Raw -239979.459885 + Penalty 3650.295949 = -236329.163937 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 49 (33752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13396.460000 sec): 2 clusters Score: Raw -5451903.790890 + Penalty 2585.845149 = -5449317.945741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13396.600000 sec): 3 clusters Score: Raw -5431545.453953 + Penalty 5171.690297 = -5426373.763656 nChanged 15326 SP:Iteration 1F (13396.750000 sec): 3 clusters Score: Raw -5439870.905366 + Penalty 5171.690297 = -5434699.215069 nChanged 1506 SP:Iteration 2Q (13396.900000 sec): 3 clusters Score: Raw -5440368.391185 + Penalty 5171.690297 = -5435196.700888 nChanged 1421 SP:Iteration 3Q (13397.050000 sec): 3 clusters Score: Raw -5440827.853288 + Penalty 5171.690297 = -5435656.162991 nChanged 1287 SP:Iteration 4Q (13397.200000 sec): 3 clusters Score: Raw -5441284.615583 + Penalty 5171.690297 = -5436112.925286 nChanged 1268 SP:Iteration 5Q (13397.350000 sec): 3 clusters Score: Raw -5441814.054961 + Penalty 5171.690297 = -5436642.364664 nChanged 1465 SP:Iteration 6Q (13397.490000 sec): 3 clusters Score: Raw -5442511.043051 + Penalty 5171.690297 = -5437339.352754 nChanged 1742 SP:Iteration 7F (13397.640000 sec): 3 clusters Score: Raw -5443520.338761 + Penalty 5171.690297 = -5438348.648464 nChanged 2123 SP:Iteration 8F (13397.780000 sec): 3 clusters Score: Raw -5445026.517720 + Penalty 5171.690297 = -5439854.827423 nChanged 2350 SP:Iteration 9F (13397.920000 sec): 3 clusters Score: Raw -5447049.892834 + Penalty 5171.690297 = -5441878.202537 nChanged 2335 SP:Iteration 10F (13398.060000 sec): 3 clusters Score: Raw -5449185.239706 + Penalty 5171.690297 = -5444013.549409 nChanged 1797 SP:Iteration 11F (13398.200000 sec): 3 clusters Score: Raw -5450493.715955 + Penalty 5171.690297 = -5445322.025658 nChanged 1086 SP:Iteration 12Q (13398.340000 sec): 3 clusters Score: Raw -5450992.549815 + Penalty 5171.690297 = -5445820.859518 nChanged 587 SP:Iteration 13Q (13398.470000 sec): 3 clusters Score: Raw -5451202.148779 + Penalty 5171.690297 = -5446030.458482 nChanged 439 SP:Iteration 14Q (13398.610000 sec): 3 clusters Score: Raw -5451343.594244 + Penalty 5171.690297 = -5446171.903947 nChanged 365 SP:Iteration 15Q (13398.740000 sec): 3 clusters Score: Raw -5451436.444495 + Penalty 5171.690297 = -5446264.754198 nChanged 282 SP:Iteration 16Q (13398.870000 sec): 3 clusters Score: Raw -5451504.442725 + Penalty 5171.690297 = -5446332.752428 nChanged 259 SP:Iteration 17Q (13399.010000 sec): 3 clusters Score: Raw -5451571.027973 + Penalty 5171.690297 = -5446399.337675 nChanged 263 SP:Iteration 18Q (13399.140000 sec): 3 clusters Score: Raw -5451635.396338 + Penalty 5171.690297 = -5446463.706041 nChanged 236 SP:Iteration 19Q (13399.270000 sec): 3 clusters Score: Raw -5451689.497573 + Penalty 5171.690297 = -5446517.807276 nChanged 207 SP:Iteration 20F (13399.410000 sec): 3 clusters Score: Raw -5451728.977174 + Penalty 5171.690297 = -5446557.286877 nChanged 189 SP:Iteration 21Q (13399.540000 sec): 3 clusters Score: Raw -5451764.186930 + Penalty 5171.690297 = -5446592.496633 nChanged 184 SP:Iteration 22Q (13399.670000 sec): 3 clusters Score: Raw -5451806.339728 + Penalty 5171.690297 = -5446634.649431 nChanged 185 SP:Iteration 23Q (13399.810000 sec): 3 clusters Score: Raw -5451845.488952 + Penalty 5171.690297 = -5446673.798655 nChanged 163 SP:Iteration 24Q (13399.940000 sec): 3 clusters Score: Raw -5451878.301722 + Penalty 5171.690297 = -5446706.611425 nChanged 174 SP:Iteration 25Q (13400.070000 sec): 3 clusters Score: Raw -5451911.399696 + Penalty 5171.690297 = -5446739.709399 nChanged 176 SP:Iteration 26Q (13400.210000 sec): 3 clusters Score: Raw -5451948.475468 + Penalty 5171.690297 = -5446776.785171 nChanged 186 SP:Iteration 27Q (13400.350000 sec): 3 clusters Score: Raw -5451985.183654 + Penalty 5171.690297 = -5446813.493357 nChanged 158 SP:Iteration 28Q (13400.480000 sec): 3 clusters Score: Raw -5452011.957540 + Penalty 5171.690297 = -5446840.267243 nChanged 135 SP:Iteration 29Q (13400.610000 sec): 3 clusters Score: Raw -5452031.060514 + Penalty 5171.690297 = -5446859.370217 nChanged 109 SP:Iteration 30Q (13400.750000 sec): 3 clusters Score: Raw -5452045.343741 + Penalty 5171.690297 = -5446873.653444 nChanged 98 SP:Iteration 31Q (13400.880000 sec): 3 clusters Score: Raw -5452059.300098 + Penalty 5171.690297 = -5446887.609801 nChanged 88 SP:Iteration 32Q (13401.010000 sec): 3 clusters Score: Raw -5452070.545895 + Penalty 5171.690297 = -5446898.855598 nChanged 70 SP:Iteration 33Q (13401.140000 sec): 3 clusters Score: Raw -5452078.358665 + Penalty 5171.690297 = -5446906.668368 nChanged 70 SP:Iteration 34Q (13401.270000 sec): 3 clusters Score: Raw -5452086.384570 + Penalty 5171.690297 = -5446914.694273 nChanged 70 SP:Iteration 35Q (13401.400000 sec): 3 clusters Score: Raw -5452095.415150 + Penalty 5171.690297 = -5446923.724853 nChanged 89 SP:Iteration 36Q (13401.530000 sec): 3 clusters Score: Raw -5452107.665344 + Penalty 5171.690297 = -5446935.975047 nChanged 74 SP:Iteration 37Q (13401.660000 sec): 3 clusters Score: Raw -5452116.864324 + Penalty 5171.690297 = -5446945.174027 nChanged 71 SP:Iteration 38Q (13401.790000 sec): 3 clusters Score: Raw -5452126.119556 + Penalty 5171.690297 = -5446954.429259 nChanged 67 SP:Iteration 39Q (13401.920000 sec): 3 clusters Score: Raw -5452134.604668 + Penalty 5171.690297 = -5446962.914371 nChanged 74 SP:Iteration 40F (13402.060000 sec): 3 clusters Score: Raw -5452143.763758 + Penalty 5171.690297 = -5446972.073461 nChanged 73 SP:Iteration 41Q (13402.180000 sec): 3 clusters Score: Raw -5452153.061631 + Penalty 5171.690297 = -5446981.371334 nChanged 77 SP:Iteration 42Q (13402.300000 sec): 3 clusters Score: Raw -5452161.615098 + Penalty 5171.690297 = -5446989.924801 nChanged 66 SP:Iteration 43Q (13402.430000 sec): 3 clusters Score: Raw -5452168.909638 + Penalty 5171.690297 = -5446997.219341 nChanged 71 SP:Iteration 44Q (13402.550000 sec): 3 clusters Score: Raw -5452177.589127 + Penalty 5171.690297 = -5447005.898830 nChanged 65 SP:Iteration 45Q (13402.670000 sec): 3 clusters Score: Raw -5452185.117759 + Penalty 5171.690297 = -5447013.427461 nChanged 57 SP:Iteration 46Q (13402.800000 sec): 3 clusters Score: Raw -5452191.427046 + Penalty 5171.690297 = -5447019.736749 nChanged 53 SP:Iteration 47Q (13402.920000 sec): 3 clusters Score: Raw -5452198.030495 + Penalty 5171.690297 = -5447026.340198 nChanged 59 SP:Iteration 48Q (13403.040000 sec): 3 clusters Score: Raw -5452204.872420 + Penalty 5171.690297 = -5447033.182123 nChanged 42 SP:Iteration 49Q (13403.160000 sec): 3 clusters Score: Raw -5452209.440126 + Penalty 5171.690297 = -5447037.749829 nChanged 40 SP:Iteration 50Q (13403.290000 sec): 3 clusters Score: Raw -5452213.702086 + Penalty 5171.690297 = -5447042.011789 nChanged 37 SP:Iteration 51Q (13403.410000 sec): 3 clusters Score: Raw -5452218.021019 + Penalty 5171.690297 = -5447046.330722 nChanged 43 SP:Iteration 52Q (13403.530000 sec): 3 clusters Score: Raw -5452223.162997 + Penalty 5171.690297 = -5447051.472700 nChanged 55 SP:Iteration 53Q (13403.660000 sec): 3 clusters Score: Raw -5452229.249832 + Penalty 5171.690297 = -5447057.559535 nChanged 59 SP:Iteration 54Q (13403.780000 sec): 3 clusters Score: Raw -5452236.883710 + Penalty 5171.690297 = -5447065.193413 nChanged 52 SP:Iteration 55Q (13403.900000 sec): 3 clusters Score: Raw -5452243.681135 + Penalty 5171.690297 = -5447071.990838 nChanged 54 SP:Iteration 56Q (13404.020000 sec): 3 clusters Score: Raw -5452250.562218 + Penalty 5171.690297 = -5447078.871921 nChanged 49 SP:Iteration 57Q (13404.140000 sec): 3 clusters Score: Raw -5452256.184646 + Penalty 5171.690297 = -5447084.494349 nChanged 51 SP:Iteration 58Q (13404.260000 sec): 3 clusters Score: Raw -5452263.397421 + Penalty 5171.690297 = -5447091.707124 nChanged 56 SP:Iteration 59Q (13404.380000 sec): 3 clusters Score: Raw -5452271.226474 + Penalty 5171.690297 = -5447099.536177 nChanged 54 SP:Iteration 60F (13404.520000 sec): 3 clusters Score: Raw -5452279.926161 + Penalty 5171.690297 = -5447108.235864 nChanged 56 SP:Iteration 61Q (13404.640000 sec): 3 clusters Score: Raw -5452287.133975 + Penalty 5171.690297 = -5447115.443678 nChanged 62 SP:Iteration 62Q (13404.770000 sec): 3 clusters Score: Raw -5452295.776449 + Penalty 5171.690297 = -5447124.086152 nChanged 56 SP:Iteration 63Q (13404.890000 sec): 3 clusters Score: Raw -5452302.542383 + Penalty 5171.690297 = -5447130.852085 nChanged 53 SP:Iteration 64Q (13405.010000 sec): 3 clusters Score: Raw -5452309.079637 + Penalty 5171.690297 = -5447137.389340 nChanged 57 SP:Iteration 65Q (13405.130000 sec): 3 clusters Score: Raw -5452315.983381 + Penalty 5171.690297 = -5447144.293083 nChanged 47 SP:Iteration 66Q (13405.250000 sec): 3 clusters Score: Raw -5452321.487422 + Penalty 5171.690297 = -5447149.797125 nChanged 47 SP:Iteration 67Q (13405.370000 sec): 3 clusters Score: Raw -5452326.388488 + Penalty 5171.690297 = -5447154.698191 nChanged 34 SP:Iteration 68Q (13405.480000 sec): 3 clusters Score: Raw -5452330.655346 + Penalty 5171.690297 = -5447158.965049 nChanged 39 SP:Iteration 69Q (13405.600000 sec): 3 clusters Score: Raw -5452335.059993 + Penalty 5171.690297 = -5447163.369696 nChanged 46 SP:Iteration 70Q (13405.720000 sec): 3 clusters Score: Raw -5452341.322529 + Penalty 5171.690297 = -5447169.632232 nChanged 47 SP:Iteration 71Q (13405.840000 sec): 3 clusters Score: Raw -5452347.357709 + Penalty 5171.690297 = -5447175.667412 nChanged 39 SP:Iteration 72Q (13405.960000 sec): 3 clusters Score: Raw -5452351.949285 + Penalty 5171.690297 = -5447180.258988 nChanged 39 SP:Iteration 73Q (13406.080000 sec): 3 clusters Score: Raw -5452356.128533 + Penalty 5171.690297 = -5447184.438236 nChanged 29 SP:Iteration 74Q (13406.200000 sec): 3 clusters Score: Raw -5452359.399774 + Penalty 5171.690297 = -5447187.709477 nChanged 32 SP:Iteration 75Q (13406.320000 sec): 3 clusters Score: Raw -5452363.373422 + Penalty 5171.690297 = -5447191.683125 nChanged 34 SP:Iteration 76Q (13406.440000 sec): 3 clusters Score: Raw -5452367.183755 + Penalty 5171.690297 = -5447195.493458 nChanged 39 SP:Iteration 77Q (13406.560000 sec): 3 clusters Score: Raw -5452371.918440 + Penalty 5171.690297 = -5447200.228143 nChanged 38 SP:Iteration 78Q (13406.670000 sec): 3 clusters Score: Raw -5452376.347967 + Penalty 5171.690297 = -5447204.657670 nChanged 35 SP:Iteration 79Q (13406.800000 sec): 3 clusters Score: Raw -5452381.466849 + Penalty 5171.690297 = -5447209.776552 nChanged 43 SP:Iteration 80F (13406.940000 sec): 3 clusters Score: Raw -5452386.218685 + Penalty 5171.690297 = -5447214.528388 nChanged 30 SP:Iteration 81Q (13407.060000 sec): 3 clusters Score: Raw -5452389.959308 + Penalty 5171.690297 = -5447218.269011 nChanged 28 SP:Iteration 82Q (13407.180000 sec): 3 clusters Score: Raw -5452393.209568 + Penalty 5171.690297 = -5447221.519271 nChanged 26 SP:Iteration 83Q (13407.300000 sec): 3 clusters Score: Raw -5452395.887664 + Penalty 5171.690297 = -5447224.197367 nChanged 26 SP:Iteration 84Q (13407.420000 sec): 3 clusters Score: Raw -5452398.858725 + Penalty 5171.690297 = -5447227.168428 nChanged 21 SP:Iteration 85Q (13407.550000 sec): 3 clusters Score: Raw -5452401.451746 + Penalty 5171.690297 = -5447229.761449 nChanged 17 SP:Iteration 86Q (13407.670000 sec): 3 clusters Score: Raw -5452403.419840 + Penalty 5171.690297 = -5447231.729543 nChanged 20 SP:Iteration 87Q (13407.790000 sec): 3 clusters Score: Raw -5452405.646066 + Penalty 5171.690297 = -5447233.955769 nChanged 21 SP:Iteration 88Q (13407.910000 sec): 3 clusters Score: Raw -5452408.143985 + Penalty 5171.690297 = -5447236.453688 nChanged 27 SP:Iteration 89Q (13408.020000 sec): 3 clusters Score: Raw -5452411.377282 + Penalty 5171.690297 = -5447239.686985 nChanged 29 SP:Iteration 90Q (13408.140000 sec): 3 clusters Score: Raw -5452414.351566 + Penalty 5171.690297 = -5447242.661269 nChanged 25 SP:Iteration 91Q (13408.260000 sec): 3 clusters Score: Raw -5452416.684883 + Penalty 5171.690297 = -5447244.994586 nChanged 24 SP:Iteration 92Q (13408.380000 sec): 3 clusters Score: Raw -5452418.670014 + Penalty 5171.690297 = -5447246.979717 nChanged 14 SP:Iteration 93Q (13408.500000 sec): 3 clusters Score: Raw -5452419.908790 + Penalty 5171.690297 = -5447248.218493 nChanged 17 SP:Iteration 94Q (13408.620000 sec): 3 clusters Score: Raw -5452422.095051 + Penalty 5171.690297 = -5447250.404754 nChanged 16 SP:Iteration 95Q (13408.740000 sec): 3 clusters Score: Raw -5452424.089544 + Penalty 5171.690297 = -5447252.399247 nChanged 18 SP:Iteration 96Q (13408.850000 sec): 3 clusters Score: Raw -5452426.268933 + Penalty 5171.690297 = -5447254.578636 nChanged 20 SP:Iteration 97Q (13408.970000 sec): 3 clusters Score: Raw -5452428.857375 + Penalty 5171.690297 = -5447257.167078 nChanged 18 SP:Iteration 98Q (13409.090000 sec): 3 clusters Score: Raw -5452431.000378 + Penalty 5171.690297 = -5447259.310081 nChanged 21 SP:Iteration 99Q (13409.200000 sec): 3 clusters Score: Raw -5452433.319063 + Penalty 5171.690297 = -5447261.628766 nChanged 15 SP:Iteration 100F (13409.350000 sec): 3 clusters Score: Raw -5452435.073250 + Penalty 5171.690297 = -5447263.382952 nChanged 12 SP:Iteration 101Q (13409.460000 sec): 3 clusters Score: Raw -5452436.355376 + Penalty 5171.690297 = -5447264.665079 nChanged 10 SP:Iteration 102Q (13409.580000 sec): 3 clusters Score: Raw -5452437.079694 + Penalty 5171.690297 = -5447265.389397 nChanged 6 SP:Iteration 103Q (13409.700000 sec): 3 clusters Score: Raw -5452437.735689 + Penalty 5171.690297 = -5447266.045392 nChanged 11 SP:Iteration 104Q (13409.820000 sec): 3 clusters Score: Raw -5452439.090454 + Penalty 5171.690297 = -5447267.400157 nChanged 10 SP:Iteration 105Q (13409.940000 sec): 3 clusters Score: Raw -5452440.420578 + Penalty 5171.690297 = -5447268.730281 nChanged 7 SP:Iteration 106Q (13410.060000 sec): 3 clusters Score: Raw -5452441.247537 + Penalty 5171.690297 = -5447269.557240 nChanged 12 SP:Iteration 107Q (13410.180000 sec): 3 clusters Score: Raw -5452442.944815 + Penalty 5171.690297 = -5447271.254518 nChanged 19 SP:Iteration 108Q (13410.290000 sec): 3 clusters Score: Raw -5452445.523041 + Penalty 5171.690297 = -5447273.832744 nChanged 21 SP:Iteration 109Q (13410.420000 sec): 3 clusters Score: Raw -5452448.097893 + Penalty 5171.690297 = -5447276.407596 nChanged 25 SP:Iteration 110Q (13410.540000 sec): 3 clusters Score: Raw -5452451.416392 + Penalty 5171.690297 = -5447279.726095 nChanged 19 SP:Iteration 111Q (13410.660000 sec): 3 clusters Score: Raw -5452453.474224 + Penalty 5171.690297 = -5447281.783926 nChanged 19 SP:Iteration 112Q (13410.770000 sec): 3 clusters Score: Raw -5452455.833660 + Penalty 5171.690297 = -5447284.143363 nChanged 22 SP:Iteration 113Q (13410.890000 sec): 3 clusters Score: Raw -5452458.084787 + Penalty 5171.690297 = -5447286.394490 nChanged 22 SP:Iteration 114Q (13411.010000 sec): 3 clusters Score: Raw -5452460.353565 + Penalty 5171.690297 = -5447288.663268 nChanged 14 SP:Iteration 115Q (13411.130000 sec): 3 clusters Score: Raw -5452462.121378 + Penalty 5171.690297 = -5447290.431081 nChanged 17 SP:Iteration 116Q (13411.240000 sec): 3 clusters Score: Raw -5452464.054936 + Penalty 5171.690297 = -5447292.364639 nChanged 16 SP:Iteration 117Q (13411.360000 sec): 3 clusters Score: Raw -5452465.712977 + Penalty 5171.690297 = -5447294.022680 nChanged 19 SP:Iteration 118Q (13411.480000 sec): 3 clusters Score: Raw -5452467.443828 + Penalty 5171.690297 = -5447295.753531 nChanged 13 SP:Iteration 119Q (13411.600000 sec): 3 clusters Score: Raw -5452469.251606 + Penalty 5171.690297 = -5447297.561309 nChanged 20 SP:Iteration 120F (13411.740000 sec): 3 clusters Score: Raw -5452471.700892 + Penalty 5171.690297 = -5447300.010595 nChanged 18 SP:Iteration 121Q (13411.860000 sec): 3 clusters Score: Raw -5452473.579711 + Penalty 5171.690297 = -5447301.889414 nChanged 22 SP:Iteration 122Q (13411.970000 sec): 3 clusters Score: Raw -5452475.841778 + Penalty 5171.690297 = -5447304.151481 nChanged 18 SP:Iteration 123Q (13412.090000 sec): 3 clusters Score: Raw -5452477.415794 + Penalty 5171.690297 = -5447305.725497 nChanged 6 SP:Iteration 124Q (13412.200000 sec): 3 clusters Score: Raw -5452477.904626 + Penalty 5171.690297 = -5447306.214329 nChanged 7 SP:Iteration 125Q (13412.320000 sec): 3 clusters Score: Raw -5452478.471897 + Penalty 5171.690297 = -5447306.781600 nChanged 5 SP:Iteration 126Q (13412.440000 sec): 3 clusters Score: Raw -5452478.935067 + Penalty 5171.690297 = -5447307.244770 nChanged 6 SP:Iteration 127Q (13412.560000 sec): 3 clusters Score: Raw -5452479.464397 + Penalty 5171.690297 = -5447307.774100 nChanged 3 SP:Iteration 128Q (13412.670000 sec): 3 clusters Score: Raw -5452479.732105 + Penalty 5171.690297 = -5447308.041807 nChanged 3 SP:Iteration 129Q (13412.790000 sec): 3 clusters Score: Raw -5452479.931373 + Penalty 5171.690297 = -5447308.241076 nChanged 0 SP:Iteration 130F (13412.940000 sec): 3 clusters Score: Raw -5452479.931373 + Penalty 5171.690297 = -5447308.241076 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 50 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13412.960000 sec): 2 clusters Score: Raw -19756.920304 + Penalty 1342.088221 = -18414.832083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13412.960000 sec): 3 clusters Score: Raw -20303.341448 + Penalty 2684.176442 = -17619.165006 nChanged 56 SP:Iteration 1F (13412.960000 sec): 3 clusters Score: Raw -20955.209729 + Penalty 2684.176442 = -18271.033288 nChanged 10 SP:Iteration 2Q (13412.960000 sec): 3 clusters Score: Raw -21189.505794 + Penalty 2684.176442 = -18505.329352 nChanged 4 SP:Iteration 3Q (13412.960000 sec): 3 clusters Score: Raw -21325.389707 + Penalty 2684.176442 = -18641.213265 nChanged 4 SP:Iteration 4Q (13412.960000 sec): 3 clusters Score: Raw -21389.843999 + Penalty 2684.176442 = -18705.667557 nChanged 1 SP:Iteration 5Q (13412.960000 sec): 3 clusters Score: Raw -21412.689144 + Penalty 2684.176442 = -18728.512702 nChanged 1 SP:Iteration 6Q (13412.960000 sec): 3 clusters Score: Raw -21424.575063 + Penalty 2684.176442 = -18740.398622 nChanged 0 SP:Iteration 7F (13412.960000 sec): 3 clusters Score: Raw -21424.575063 + Penalty 2684.176442 = -18740.398622 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 61. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 51 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13412.970000 sec): 2 clusters Score: Raw -84802.923703 + Penalty 1572.846112 = -83230.077591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13412.980000 sec): 3 clusters Score: Raw -84792.065642 + Penalty 3145.692224 = -81646.373418 nChanged 101 SP:Iteration 1F (13412.980000 sec): 3 clusters Score: Raw -84969.392575 + Penalty 3145.692224 = -81823.700352 nChanged 29 SP:Iteration 2F (13412.980000 sec): 3 clusters Score: Raw -85022.215726 + Penalty 3145.692224 = -81876.523502 nChanged 8 SP:Iteration 3Q (13412.980000 sec): 3 clusters Score: Raw -85035.217270 + Penalty 3145.692224 = -81889.525046 nChanged 1 SP:Iteration 4Q (13412.990000 sec): 3 clusters Score: Raw -85037.123709 + Penalty 3145.692224 = -81891.431485 nChanged 1 SP:Iteration 5Q (13412.990000 sec): 3 clusters Score: Raw -85040.059259 + Penalty 3145.692224 = -81894.367036 nChanged 2 SP:Iteration 6Q (13412.990000 sec): 3 clusters Score: Raw -85043.167502 + Penalty 3145.692224 = -81897.475279 nChanged 2 SP:Iteration 7Q (13412.990000 sec): 3 clusters Score: Raw -85049.130614 + Penalty 3145.692224 = -81903.438390 nChanged 1 SP:Iteration 8Q (13413.000000 sec): 3 clusters Score: Raw -85050.294136 + Penalty 3145.692224 = -81904.601912 nChanged 1 SP:Iteration 9Q (13413.000000 sec): 3 clusters Score: Raw -85051.277402 + Penalty 3145.692224 = -81905.585178 nChanged 0 SP:Iteration 10F (13413.000000 sec): 3 clusters Score: Raw -85051.277402 + Penalty 3145.692224 = -81905.585178 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 52 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13413.000000 sec): 2 clusters Score: Raw -32748.361017 + Penalty 1333.069045 = -31415.291972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13413.010000 sec): 3 clusters Score: Raw -32929.740381 + Penalty 2666.138090 = -30263.602291 nChanged 11 SP:Iteration 1F (13413.010000 sec): 3 clusters Score: Raw -32989.314235 + Penalty 2666.138090 = -30323.176145 nChanged 4 SP:Iteration 2Q (13413.010000 sec): 3 clusters Score: Raw -33010.701175 + Penalty 2666.138090 = -30344.563085 nChanged 3 SP:Iteration 3Q (13413.010000 sec): 3 clusters Score: Raw -33022.433034 + Penalty 2666.138090 = -30356.294944 nChanged 1 SP:Iteration 4Q (13413.010000 sec): 3 clusters Score: Raw -33028.586111 + Penalty 2666.138090 = -30362.448021 nChanged 0 SP:Iteration 5F (13413.010000 sec): 3 clusters Score: Raw -33028.586111 + Penalty 2666.138090 = -30362.448021 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 53 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13413.020000 sec): 2 clusters Score: Raw -78843.633717 + Penalty 1549.993860 = -77293.639857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13413.020000 sec): 3 clusters Score: Raw -78831.281259 + Penalty 3099.987720 = -75731.293539 nChanged 101 SP:Iteration 1F (13413.020000 sec): 3 clusters Score: Raw -79060.158891 + Penalty 3099.987720 = -75960.171171 nChanged 26 SP:Iteration 2F (13413.020000 sec): 3 clusters Score: Raw -79118.633963 + Penalty 3099.987720 = -76018.646243 nChanged 14 SP:Iteration 3Q (13413.020000 sec): 3 clusters Score: Raw -79157.313999 + Penalty 3099.987720 = -76057.326278 nChanged 10 SP:Iteration 4Q (13413.030000 sec): 3 clusters Score: Raw -79200.152855 + Penalty 3099.987720 = -76100.165135 nChanged 6 SP:Iteration 5Q (13413.030000 sec): 3 clusters Score: Raw -79215.687701 + Penalty 3099.987720 = -76115.699981 nChanged 8 SP:Iteration 6Q (13413.030000 sec): 3 clusters Score: Raw -79233.011613 + Penalty 3099.987720 = -76133.023893 nChanged 5 SP:Iteration 7Q (13413.030000 sec): 3 clusters Score: Raw -79244.497321 + Penalty 3099.987720 = -76144.509601 nChanged 4 SP:Iteration 8Q (13413.040000 sec): 3 clusters Score: Raw -79251.566061 + Penalty 3099.987720 = -76151.578341 nChanged 3 SP:Iteration 9Q (13413.040000 sec): 3 clusters Score: Raw -79260.059749 + Penalty 3099.987720 = -76160.072029 nChanged 2 SP:Iteration 10Q (13413.040000 sec): 3 clusters Score: Raw -79266.463336 + Penalty 3099.987720 = -76166.475616 nChanged 0 SP:Iteration 11F (13413.040000 sec): 3 clusters Score: Raw -79266.463336 + Penalty 3099.987720 = -76166.475616 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 54 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13413.050000 sec): 2 clusters Score: Raw -12819.145524 + Penalty 1328.433396 = -11490.712127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13413.050000 sec): 3 clusters Score: Raw -13147.088020 + Penalty 2656.866792 = -10490.221227 nChanged 23 SP:Iteration 1F (13413.050000 sec): 3 clusters Score: Raw -13226.470267 + Penalty 2656.866792 = -10569.603475 nChanged 10 SP:Iteration 2Q (13413.050000 sec): 3 clusters Score: Raw -13334.386164 + Penalty 2656.866792 = -10677.519372 nChanged 6 SP:Iteration 3Q (13413.050000 sec): 3 clusters Score: Raw -13420.987143 + Penalty 2656.866792 = -10764.120351 nChanged 4 SP:Iteration 4Q (13413.050000 sec): 3 clusters Score: Raw -13442.902887 + Penalty 2656.866792 = -10786.036095 nChanged 2 SP:Iteration 5Q (13413.050000 sec): 3 clusters Score: Raw -13460.089427 + Penalty 2656.866792 = -10803.222634 nChanged 1 SP:Iteration 6Q (13413.050000 sec): 3 clusters Score: Raw -13476.681809 + Penalty 2656.866792 = -10819.815017 nChanged 2 SP:Iteration 7Q (13413.050000 sec): 3 clusters Score: Raw -13500.482196 + Penalty 2656.866792 = -10843.615403 nChanged 2 SP:Iteration 8Q (13413.060000 sec): 3 clusters Score: Raw -13506.232937 + Penalty 2656.866792 = -10849.366144 nChanged 0 SP:Iteration 9F (13413.060000 sec): 3 clusters Score: Raw -13506.232937 + Penalty 2656.866792 = -10849.366144 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 55 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13413.060000 sec): 2 clusters Score: Raw -40579.167008 + Penalty 1380.001061 = -39199.165947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13413.060000 sec): 3 clusters Score: Raw -40722.558410 + Penalty 2760.002122 = -37962.556288 nChanged 19 SP:Iteration 1F (13413.060000 sec): 3 clusters Score: Raw -40792.205407 + Penalty 2760.002122 = -38032.203285 nChanged 4 SP:Iteration 2Q (13413.060000 sec): 3 clusters Score: Raw -40808.783754 + Penalty 2760.002122 = -38048.781632 nChanged 2 SP:Iteration 3Q (13413.060000 sec): 3 clusters Score: Raw -40819.821137 + Penalty 2760.002122 = -38059.819015 nChanged 2 SP:Iteration 4Q (13413.060000 sec): 3 clusters Score: Raw -40826.360621 + Penalty 2760.002122 = -38066.358499 nChanged 0 SP:Iteration 5F (13413.070000 sec): 3 clusters Score: Raw -40826.360621 + Penalty 2760.002122 = -38066.358499 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 56 (548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13413.070000 sec): 2 clusters Score: Raw -82393.720975 + Penalty 1563.956271 = -80829.764703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13413.080000 sec): 3 clusters Score: Raw -82401.229980 + Penalty 3127.912542 = -79273.317437 nChanged 118 SP:Iteration 1F (13413.080000 sec): 3 clusters Score: Raw -82651.041240 + Penalty 3127.912542 = -79523.128697 nChanged 33 SP:Iteration 2F (13413.080000 sec): 3 clusters Score: Raw -82746.005314 + Penalty 3127.912542 = -79618.092772 nChanged 15 SP:Iteration 3Q (13413.080000 sec): 3 clusters Score: Raw -82783.749664 + Penalty 3127.912542 = -79655.837122 nChanged 13 SP:Iteration 4Q (13413.080000 sec): 3 clusters Score: Raw -82825.776612 + Penalty 3127.912542 = -79697.864070 nChanged 10 SP:Iteration 5Q (13413.080000 sec): 3 clusters Score: Raw -82862.238911 + Penalty 3127.912542 = -79734.326369 nChanged 7 SP:Iteration 6Q (13413.090000 sec): 3 clusters Score: Raw -82899.531416 + Penalty 3127.912542 = -79771.618873 nChanged 7 SP:Iteration 7Q (13413.090000 sec): 3 clusters Score: Raw -82925.049926 + Penalty 3127.912542 = -79797.137384 nChanged 8 SP:Iteration 8Q (13413.090000 sec): 3 clusters Score: Raw -82949.026282 + Penalty 3127.912542 = -79821.113740 nChanged 5 SP:Iteration 9Q (13413.100000 sec): 3 clusters Score: Raw -82960.506602 + Penalty 3127.912542 = -79832.594060 nChanged 4 SP:Iteration 10Q (13413.100000 sec): 3 clusters Score: Raw -82968.264043 + Penalty 3127.912542 = -79840.351500 nChanged 1 SP:Iteration 11Q (13413.100000 sec): 3 clusters Score: Raw -82971.129892 + Penalty 3127.912542 = -79843.217350 nChanged 2 SP:Iteration 12Q (13413.100000 sec): 3 clusters Score: Raw -82974.696955 + Penalty 3127.912542 = -79846.784413 nChanged 1 SP:Iteration 13Q (13413.100000 sec): 3 clusters Score: Raw -82976.062631 + Penalty 3127.912542 = -79848.150089 nChanged 0 SP:Iteration 14F (13413.100000 sec): 3 clusters Score: Raw -82976.062631 + Penalty 3127.912542 = -79848.150089 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 57 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13413.110000 sec): 2 clusters Score: Raw -47369.713188 + Penalty 1428.988743 = -45940.724445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13413.110000 sec): 3 clusters Score: Raw -47501.478653 + Penalty 2857.977486 = -44643.501167 nChanged 36 SP:Iteration 1F (13413.110000 sec): 3 clusters Score: Raw -47624.895120 + Penalty 2857.977486 = -44766.917634 nChanged 10 SP:Iteration 2Q (13413.110000 sec): 3 clusters Score: Raw -47659.879100 + Penalty 2857.977486 = -44801.901614 nChanged 5 SP:Iteration 3Q (13413.120000 sec): 3 clusters Score: Raw -47674.059212 + Penalty 2857.977486 = -44816.081726 nChanged 1 SP:Iteration 4Q (13413.120000 sec): 3 clusters Score: Raw -47677.709262 + Penalty 2857.977486 = -44819.731776 nChanged 1 SP:Iteration 5Q (13413.120000 sec): 3 clusters Score: Raw -47684.110264 + Penalty 2857.977486 = -44826.132779 nChanged 0 SP:Iteration 6F (13413.120000 sec): 3 clusters Score: Raw -47684.110264 + Penalty 2857.977486 = -44826.132779 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 58 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13413.120000 sec): 2 clusters Score: Raw -14447.640202 + Penalty 1406.130469 = -13041.509733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13413.120000 sec): 3 clusters Score: Raw -14783.467839 + Penalty 2812.260938 = -11971.206902 nChanged 67 SP:Iteration 1F (13413.130000 sec): 3 clusters Score: Raw -15235.656118 + Penalty 2812.260938 = -12423.395180 nChanged 19 SP:Iteration 2F (13413.130000 sec): 3 clusters Score: Raw -15374.305338 + Penalty 2812.260938 = -12562.044400 nChanged 6 SP:Iteration 3Q (13413.130000 sec): 3 clusters Score: Raw -15457.577165 + Penalty 2812.260938 = -12645.316227 nChanged 7 SP:Iteration 4Q (13413.130000 sec): 3 clusters Score: Raw -15565.158732 + Penalty 2812.260938 = -12752.897795 nChanged 3 SP:Iteration 5Q (13413.130000 sec): 3 clusters Score: Raw -15606.508730 + Penalty 2812.260938 = -12794.247792 nChanged 1 SP:Iteration 6Q (13413.130000 sec): 3 clusters Score: Raw -15617.730931 + Penalty 2812.260938 = -12805.469993 nChanged 1 SP:Iteration 7Q (13413.130000 sec): 3 clusters Score: Raw -15624.424899 + Penalty 2812.260938 = -12812.163961 nChanged 0 SP:Iteration 8F (13413.140000 sec): 3 clusters Score: Raw -15624.424899 + Penalty 2812.260938 = -12812.163961 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 59 (562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13413.140000 sec): 2 clusters Score: Raw -85698.723907 + Penalty 1570.212459 = -84128.511448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13413.140000 sec): 3 clusters Score: Raw -85680.426510 + Penalty 3140.424918 = -82540.001593 nChanged 111 SP:Iteration 1F (13413.140000 sec): 3 clusters Score: Raw -85907.216739 + Penalty 3140.424918 = -82766.791821 nChanged 38 SP:Iteration 2F (13413.150000 sec): 3 clusters Score: Raw -85964.407227 + Penalty 3140.424918 = -82823.982310 nChanged 15 SP:Iteration 3Q (13413.150000 sec): 3 clusters Score: Raw -85990.987482 + Penalty 3140.424918 = -82850.562565 nChanged 7 SP:Iteration 4Q (13413.150000 sec): 3 clusters Score: Raw -86006.832138 + Penalty 3140.424918 = -82866.407221 nChanged 5 SP:Iteration 5Q (13413.150000 sec): 3 clusters Score: Raw -86015.213406 + Penalty 3140.424918 = -82874.788488 nChanged 1 SP:Iteration 6Q (13413.160000 sec): 3 clusters Score: Raw -86016.161773 + Penalty 3140.424918 = -82875.736855 nChanged 0 SP:Iteration 7F (13413.160000 sec): 3 clusters Score: Raw -86016.161773 + Penalty 3140.424918 = -82875.736855 nChanged 0 Deleting Class 61 (86 points): Lose 2274.189311 but Gain 3491.854150 Iteration 325F (13533.030000 sec): 61 clusters Score: Raw -205034286.826831 + Penalty 209511.248979 = -204824775.577853 nChanged 85 Iteration 326F (13648.340000 sec): 61 clusters Score: Raw -205034754.047605 + Penalty 209511.248979 = -204825242.798627 nChanged 16 Iteration 327Q (13671.510000 sec): 61 clusters Score: Raw -205034850.266571 + Penalty 209511.248979 = -204825339.017592 nChanged 8 Iteration 328Q (13694.930000 sec): 61 clusters Score: Raw -205034878.342891 + Penalty 209511.248979 = -204825367.093913 nChanged 3 Iteration 329Q (13718.920000 sec): 61 clusters Score: Raw -205034892.257482 + Penalty 209511.248979 = -204825381.008503 nChanged 1 Iteration 330Q (13742.930000 sec): 61 clusters Score: Raw -205034893.204249 + Penalty 209511.248979 = -204825381.955270 nChanged 0 Iteration 331F (13863.980000 sec): 61 clusters Score: Raw -205034902.588676 + Penalty 209511.248979 = -204825391.339697 nChanged 2 Iteration 332Q (13887.920000 sec): 61 clusters Score: Raw -205034923.679330 + Penalty 209511.248979 = -204825412.430351 nChanged 0 Iteration 333F (14008.560000 sec): 61 clusters Score: Raw -205034923.679330 + Penalty 209511.248979 = -204825412.430351 nChanged 0 Compute initial score before splitting: Score: Raw -205034923.679330 + Penalty 209511.248979 = -204825412.430351 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 1 (34124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14008.740000 sec): 2 clusters Score: Raw -5538737.132764 + Penalty 2588.563545 = -5536148.569219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14008.890000 sec): 3 clusters Score: Raw -5518140.776647 + Penalty 5177.127089 = -5512963.649558 nChanged 15386 SP:Iteration 1F (14009.040000 sec): 3 clusters Score: Raw -5526971.645992 + Penalty 5177.127089 = -5521794.518903 nChanged 1964 SP:Iteration 2F (14009.190000 sec): 3 clusters Score: Raw -5527878.283034 + Penalty 5177.127089 = -5522701.155945 nChanged 2098 SP:Iteration 3F (14009.340000 sec): 3 clusters Score: Raw -5529100.924370 + Penalty 5177.127089 = -5523923.797281 nChanged 2386 SP:Iteration 4F (14009.490000 sec): 3 clusters Score: Raw -5530766.169778 + Penalty 5177.127089 = -5525589.042688 nChanged 2604 SP:Iteration 5F (14009.630000 sec): 3 clusters Score: Raw -5532923.443756 + Penalty 5177.127089 = -5527746.316667 nChanged 2573 SP:Iteration 6F (14009.780000 sec): 3 clusters Score: Raw -5535292.997103 + Penalty 5177.127089 = -5530115.870014 nChanged 1887 SP:Iteration 7F (14009.930000 sec): 3 clusters Score: Raw -5537043.338326 + Penalty 5177.127089 = -5531866.211237 nChanged 1163 SP:Iteration 8Q (14010.070000 sec): 3 clusters Score: Raw -5538118.769819 + Penalty 5177.127089 = -5532941.642730 nChanged 606 SP:Iteration 9Q (14010.210000 sec): 3 clusters Score: Raw -5538717.725752 + Penalty 5177.127089 = -5533540.598663 nChanged 294 SP:Iteration 10Q (14010.340000 sec): 3 clusters Score: Raw -5539041.184787 + Penalty 5177.127089 = -5533864.057698 nChanged 138 SP:Iteration 11Q (14010.460000 sec): 3 clusters Score: Raw -5539213.390980 + Penalty 5177.127089 = -5534036.263891 nChanged 83 SP:Iteration 12Q (14010.570000 sec): 3 clusters Score: Raw -5539312.366644 + Penalty 5177.127089 = -5534135.239555 nChanged 63 SP:Iteration 13Q (14010.680000 sec): 3 clusters Score: Raw -5539381.049430 + Penalty 5177.127089 = -5534203.922341 nChanged 30 SP:Iteration 14Q (14010.790000 sec): 3 clusters Score: Raw -5539413.166078 + Penalty 5177.127089 = -5534236.038988 nChanged 31 SP:Iteration 15Q (14010.890000 sec): 3 clusters Score: Raw -5539437.171127 + Penalty 5177.127089 = -5534260.044038 nChanged 22 SP:Iteration 16Q (14011.000000 sec): 3 clusters Score: Raw -5539456.241211 + Penalty 5177.127089 = -5534279.114121 nChanged 13 SP:Iteration 17Q (14011.110000 sec): 3 clusters Score: Raw -5539468.809111 + Penalty 5177.127089 = -5534291.682022 nChanged 7 SP:Iteration 18Q (14011.210000 sec): 3 clusters Score: Raw -5539476.184888 + Penalty 5177.127089 = -5534299.057798 nChanged 5 SP:Iteration 19Q (14011.320000 sec): 3 clusters Score: Raw -5539481.287384 + Penalty 5177.127089 = -5534304.160295 nChanged 4 SP:Iteration 20F (14011.460000 sec): 3 clusters Score: Raw -5539485.031919 + Penalty 5177.127089 = -5534307.904830 nChanged 6 SP:Iteration 21Q (14011.570000 sec): 3 clusters Score: Raw -5539487.643340 + Penalty 5177.127089 = -5534310.516251 nChanged 3 SP:Iteration 22Q (14011.670000 sec): 3 clusters Score: Raw -5539489.911911 + Penalty 5177.127089 = -5534312.784822 nChanged 3 SP:Iteration 23Q (14011.780000 sec): 3 clusters Score: Raw -5539491.680685 + Penalty 5177.127089 = -5534314.553596 nChanged 2 SP:Iteration 24Q (14011.890000 sec): 3 clusters Score: Raw -5539492.791202 + Penalty 5177.127089 = -5534315.664113 nChanged 3 SP:Iteration 25Q (14012.000000 sec): 3 clusters Score: Raw -5539496.663361 + Penalty 5177.127089 = -5534319.536272 nChanged 2 SP:Iteration 26Q (14012.110000 sec): 3 clusters Score: Raw -5539499.528529 + Penalty 5177.127089 = -5534322.401440 nChanged 4 SP:Iteration 27Q (14012.210000 sec): 3 clusters Score: Raw -5539502.380991 + Penalty 5177.127089 = -5534325.253902 nChanged 3 SP:Iteration 28Q (14012.310000 sec): 3 clusters Score: Raw -5539504.950152 + Penalty 5177.127089 = -5534327.823063 nChanged 1 SP:Iteration 29Q (14012.420000 sec): 3 clusters Score: Raw -5539505.695678 + Penalty 5177.127089 = -5534328.568589 nChanged 2 SP:Iteration 30Q (14012.530000 sec): 3 clusters Score: Raw -5539507.105364 + Penalty 5177.127089 = -5534329.978275 nChanged 0 SP:Iteration 31F (14012.670000 sec): 3 clusters Score: Raw -5539507.105364 + Penalty 5177.127089 = -5534329.978275 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 2 (14366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14012.730000 sec): 2 clusters Score: Raw -2339969.821600 + Penalty 2374.009656 = -2337595.811944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14012.790000 sec): 3 clusters Score: Raw -2331927.432383 + Penalty 4748.019313 = -2327179.413070 nChanged 6161 SP:Iteration 1F (14012.850000 sec): 3 clusters Score: Raw -2335149.499492 + Penalty 4748.019313 = -2330401.480179 nChanged 834 SP:Iteration 2F (14012.910000 sec): 3 clusters Score: Raw -2335490.471610 + Penalty 4748.019313 = -2330742.452297 nChanged 690 SP:Iteration 3Q (14012.980000 sec): 3 clusters Score: Raw -2335772.870498 + Penalty 4748.019313 = -2331024.851185 nChanged 545 SP:Iteration 4Q (14013.040000 sec): 3 clusters Score: Raw -2335987.079869 + Penalty 4748.019313 = -2331239.060556 nChanged 512 SP:Iteration 5Q (14013.100000 sec): 3 clusters Score: Raw -2336189.396196 + Penalty 4748.019313 = -2331441.376883 nChanged 458 SP:Iteration 6Q (14013.160000 sec): 3 clusters Score: Raw -2336378.235564 + Penalty 4748.019313 = -2331630.216251 nChanged 481 SP:Iteration 7Q (14013.220000 sec): 3 clusters Score: Raw -2336610.125123 + Penalty 4748.019313 = -2331862.105810 nChanged 488 SP:Iteration 8Q (14013.280000 sec): 3 clusters Score: Raw -2336856.504253 + Penalty 4748.019313 = -2332108.484940 nChanged 534 SP:Iteration 9Q (14013.340000 sec): 3 clusters Score: Raw -2337183.790673 + Penalty 4748.019313 = -2332435.771360 nChanged 586 SP:Iteration 10Q (14013.400000 sec): 3 clusters Score: Raw -2337573.836891 + Penalty 4748.019313 = -2332825.817578 nChanged 593 SP:Iteration 11Q (14013.470000 sec): 3 clusters Score: Raw -2337970.458253 + Penalty 4748.019313 = -2333222.438940 nChanged 612 SP:Iteration 12Q (14013.520000 sec): 3 clusters Score: Raw -2338385.894850 + Penalty 4748.019313 = -2333637.875537 nChanged 584 SP:Iteration 13Q (14013.580000 sec): 3 clusters Score: Raw -2338829.023247 + Penalty 4748.019313 = -2334081.003934 nChanged 548 SP:Iteration 14Q (14013.640000 sec): 3 clusters Score: Raw -2339234.054598 + Penalty 4748.019313 = -2334486.035285 nChanged 468 SP:Iteration 15Q (14013.700000 sec): 3 clusters Score: Raw -2339569.535016 + Penalty 4748.019313 = -2334821.515703 nChanged 379 SP:Iteration 16Q (14013.760000 sec): 3 clusters Score: Raw -2339816.432668 + Penalty 4748.019313 = -2335068.413355 nChanged 309 SP:Iteration 17Q (14013.810000 sec): 3 clusters Score: Raw -2339983.523458 + Penalty 4748.019313 = -2335235.504145 nChanged 229 SP:Iteration 18Q (14013.870000 sec): 3 clusters Score: Raw -2340095.896424 + Penalty 4748.019313 = -2335347.877111 nChanged 190 SP:Iteration 19Q (14013.920000 sec): 3 clusters Score: Raw -2340180.837533 + Penalty 4748.019313 = -2335432.818220 nChanged 138 SP:Iteration 20F (14013.980000 sec): 3 clusters Score: Raw -2340246.625251 + Penalty 4748.019313 = -2335498.605938 nChanged 156 SP:Iteration 21Q (14014.040000 sec): 3 clusters Score: Raw -2340318.093034 + Penalty 4748.019313 = -2335570.073721 nChanged 133 SP:Iteration 22Q (14014.090000 sec): 3 clusters Score: Raw -2340371.831621 + Penalty 4748.019313 = -2335623.812308 nChanged 127 SP:Iteration 23Q (14014.140000 sec): 3 clusters Score: Raw -2340428.440199 + Penalty 4748.019313 = -2335680.420886 nChanged 117 SP:Iteration 24Q (14014.200000 sec): 3 clusters Score: Raw -2340480.716125 + Penalty 4748.019313 = -2335732.696812 nChanged 105 SP:Iteration 25Q (14014.250000 sec): 3 clusters Score: Raw -2340535.052592 + Penalty 4748.019313 = -2335787.033279 nChanged 117 SP:Iteration 26Q (14014.300000 sec): 3 clusters Score: Raw -2340607.539796 + Penalty 4748.019313 = -2335859.520483 nChanged 145 SP:Iteration 27Q (14014.350000 sec): 3 clusters Score: Raw -2340710.108772 + Penalty 4748.019313 = -2335962.089459 nChanged 155 SP:Iteration 28Q (14014.410000 sec): 3 clusters Score: Raw -2340823.518590 + Penalty 4748.019313 = -2336075.499277 nChanged 141 SP:Iteration 29Q (14014.460000 sec): 3 clusters Score: Raw -2340937.053479 + Penalty 4748.019313 = -2336189.034166 nChanged 129 SP:Iteration 30Q (14014.510000 sec): 3 clusters Score: Raw -2341034.918962 + Penalty 4748.019313 = -2336286.899649 nChanged 108 SP:Iteration 31Q (14014.560000 sec): 3 clusters Score: Raw -2341091.723822 + Penalty 4748.019313 = -2336343.704509 nChanged 71 SP:Iteration 32Q (14014.610000 sec): 3 clusters Score: Raw -2341117.970565 + Penalty 4748.019313 = -2336369.951252 nChanged 45 SP:Iteration 33Q (14014.650000 sec): 3 clusters Score: Raw -2341130.167453 + Penalty 4748.019313 = -2336382.148140 nChanged 36 SP:Iteration 34Q (14014.700000 sec): 3 clusters Score: Raw -2341138.540171 + Penalty 4748.019313 = -2336390.520858 nChanged 17 SP:Iteration 35Q (14014.750000 sec): 3 clusters Score: Raw -2341142.492652 + Penalty 4748.019313 = -2336394.473339 nChanged 15 SP:Iteration 36Q (14014.800000 sec): 3 clusters Score: Raw -2341145.523939 + Penalty 4748.019313 = -2336397.504626 nChanged 9 SP:Iteration 37Q (14014.850000 sec): 3 clusters Score: Raw -2341146.849371 + Penalty 4748.019313 = -2336398.830058 nChanged 5 SP:Iteration 38Q (14014.890000 sec): 3 clusters Score: Raw -2341147.514643 + Penalty 4748.019313 = -2336399.495330 nChanged 3 SP:Iteration 39Q (14014.940000 sec): 3 clusters Score: Raw -2341148.023033 + Penalty 4748.019313 = -2336400.003720 nChanged 4 SP:Iteration 40F (14015.000000 sec): 3 clusters Score: Raw -2341148.510099 + Penalty 4748.019313 = -2336400.490786 nChanged 4 SP:Iteration 41Q (14015.050000 sec): 3 clusters Score: Raw -2341148.988002 + Penalty 4748.019313 = -2336400.968689 nChanged 2 SP:Iteration 42Q (14015.100000 sec): 3 clusters Score: Raw -2341149.175567 + Penalty 4748.019313 = -2336401.156254 nChanged 3 SP:Iteration 43Q (14015.150000 sec): 3 clusters Score: Raw -2341149.691231 + Penalty 4748.019313 = -2336401.671918 nChanged 2 SP:Iteration 44Q (14015.200000 sec): 3 clusters Score: Raw -2341149.980840 + Penalty 4748.019313 = -2336401.961527 nChanged 2 SP:Iteration 45Q (14015.250000 sec): 3 clusters Score: Raw -2341150.361457 + Penalty 4748.019313 = -2336402.342144 nChanged 0 SP:Iteration 46F (14015.310000 sec): 3 clusters Score: Raw -2341150.361457 + Penalty 4748.019313 = -2336402.342144 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 3 (1599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14015.320000 sec): 2 clusters Score: Raw -229775.128217 + Penalty 1829.529161 = -227945.599056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14015.330000 sec): 3 clusters Score: Raw -229290.585516 + Penalty 3659.058322 = -225631.527194 nChanged 479 SP:Iteration 1F (14015.330000 sec): 3 clusters Score: Raw -229753.925613 + Penalty 3659.058322 = -226094.867292 nChanged 129 SP:Iteration 2F (14015.340000 sec): 3 clusters Score: Raw -229901.319183 + Penalty 3659.058322 = -226242.260862 nChanged 63 SP:Iteration 3Q (14015.350000 sec): 3 clusters Score: Raw -229967.301293 + Penalty 3659.058322 = -226308.242972 nChanged 43 SP:Iteration 4Q (14015.350000 sec): 3 clusters Score: Raw -230033.083218 + Penalty 3659.058322 = -226374.024896 nChanged 37 SP:Iteration 5Q (14015.360000 sec): 3 clusters Score: Raw -230081.535578 + Penalty 3659.058322 = -226422.477256 nChanged 39 SP:Iteration 6Q (14015.370000 sec): 3 clusters Score: Raw -230126.305170 + Penalty 3659.058322 = -226467.246848 nChanged 34 SP:Iteration 7Q (14015.370000 sec): 3 clusters Score: Raw -230156.920757 + Penalty 3659.058322 = -226497.862435 nChanged 20 SP:Iteration 8Q (14015.380000 sec): 3 clusters Score: Raw -230175.555023 + Penalty 3659.058322 = -226516.496702 nChanged 13 SP:Iteration 9Q (14015.390000 sec): 3 clusters Score: Raw -230190.499333 + Penalty 3659.058322 = -226531.441011 nChanged 16 SP:Iteration 10Q (14015.390000 sec): 3 clusters Score: Raw -230204.212151 + Penalty 3659.058322 = -226545.153830 nChanged 10 SP:Iteration 11Q (14015.400000 sec): 3 clusters Score: Raw -230212.231898 + Penalty 3659.058322 = -226553.173576 nChanged 8 SP:Iteration 12Q (14015.410000 sec): 3 clusters Score: Raw -230221.824507 + Penalty 3659.058322 = -226562.766185 nChanged 10 SP:Iteration 13Q (14015.410000 sec): 3 clusters Score: Raw -230230.735448 + Penalty 3659.058322 = -226571.677127 nChanged 8 SP:Iteration 14Q (14015.420000 sec): 3 clusters Score: Raw -230236.937157 + Penalty 3659.058322 = -226577.878836 nChanged 6 SP:Iteration 15Q (14015.430000 sec): 3 clusters Score: Raw -230245.544635 + Penalty 3659.058322 = -226586.486313 nChanged 6 SP:Iteration 16Q (14015.430000 sec): 3 clusters Score: Raw -230253.541970 + Penalty 3659.058322 = -226594.483649 nChanged 5 SP:Iteration 17Q (14015.440000 sec): 3 clusters Score: Raw -230256.893720 + Penalty 3659.058322 = -226597.835398 nChanged 3 SP:Iteration 18Q (14015.450000 sec): 3 clusters Score: Raw -230258.398533 + Penalty 3659.058322 = -226599.340211 nChanged 1 SP:Iteration 19Q (14015.450000 sec): 3 clusters Score: Raw -230259.371783 + Penalty 3659.058322 = -226600.313461 nChanged 1 SP:Iteration 20F (14015.460000 sec): 3 clusters Score: Raw -230260.087623 + Penalty 3659.058322 = -226601.029301 nChanged 2 SP:Iteration 21Q (14015.470000 sec): 3 clusters Score: Raw -230262.117409 + Penalty 3659.058322 = -226603.059088 nChanged 3 SP:Iteration 22Q (14015.470000 sec): 3 clusters Score: Raw -230263.954645 + Penalty 3659.058322 = -226604.896323 nChanged 2 SP:Iteration 23Q (14015.480000 sec): 3 clusters Score: Raw -230264.965169 + Penalty 3659.058322 = -226605.906847 nChanged 0 SP:Iteration 24F (14015.490000 sec): 3 clusters Score: Raw -230264.965169 + Penalty 3659.058322 = -226605.906847 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 4 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14015.490000 sec): 2 clusters Score: Raw -72896.426781 + Penalty 1537.726275 = -71358.700506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14015.490000 sec): 3 clusters Score: Raw -72900.596299 + Penalty 3075.452550 = -69825.143748 nChanged 92 SP:Iteration 1F (14015.490000 sec): 3 clusters Score: Raw -73087.014850 + Penalty 3075.452550 = -70011.562300 nChanged 33 SP:Iteration 2F (14015.500000 sec): 3 clusters Score: Raw -73235.638320 + Penalty 3075.452550 = -70160.185770 nChanged 18 SP:Iteration 3Q (14015.500000 sec): 3 clusters Score: Raw -73311.711698 + Penalty 3075.452550 = -70236.259148 nChanged 12 SP:Iteration 4Q (14015.500000 sec): 3 clusters Score: Raw -73379.275359 + Penalty 3075.452550 = -70303.822808 nChanged 11 SP:Iteration 5Q (14015.500000 sec): 3 clusters Score: Raw -73430.708704 + Penalty 3075.452550 = -70355.256154 nChanged 8 SP:Iteration 6Q (14015.510000 sec): 3 clusters Score: Raw -73450.790147 + Penalty 3075.452550 = -70375.337596 nChanged 5 SP:Iteration 7Q (14015.510000 sec): 3 clusters Score: Raw -73464.590299 + Penalty 3075.452550 = -70389.137749 nChanged 3 SP:Iteration 8Q (14015.510000 sec): 3 clusters Score: Raw -73475.719285 + Penalty 3075.452550 = -70400.266735 nChanged 2 SP:Iteration 9Q (14015.510000 sec): 3 clusters Score: Raw -73481.290914 + Penalty 3075.452550 = -70405.838363 nChanged 1 SP:Iteration 10Q (14015.510000 sec): 3 clusters Score: Raw -73482.223282 + Penalty 3075.452550 = -70406.770731 nChanged 1 SP:Iteration 11Q (14015.510000 sec): 3 clusters Score: Raw -73484.584013 + Penalty 3075.452550 = -70409.131462 nChanged 1 SP:Iteration 12Q (14015.520000 sec): 3 clusters Score: Raw -73487.174500 + Penalty 3075.452550 = -70411.721950 nChanged 0 SP:Iteration 13F (14015.520000 sec): 3 clusters Score: Raw -73487.174500 + Penalty 3075.452550 = -70411.721950 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 5 (329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14015.520000 sec): 2 clusters Score: Raw -41804.758160 + Penalty 1437.422322 = -40367.335837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14015.530000 sec): 3 clusters Score: Raw -42112.063587 + Penalty 2874.844644 = -39237.218942 nChanged 76 SP:Iteration 1F (14015.530000 sec): 3 clusters Score: Raw -42454.651471 + Penalty 2874.844644 = -39579.806826 nChanged 27 SP:Iteration 2F (14015.530000 sec): 3 clusters Score: Raw -42669.905587 + Penalty 2874.844644 = -39795.060943 nChanged 25 SP:Iteration 3F (14015.530000 sec): 3 clusters Score: Raw -42805.182847 + Penalty 2874.844644 = -39930.338203 nChanged 15 SP:Iteration 4Q (14015.530000 sec): 3 clusters Score: Raw -42899.666125 + Penalty 2874.844644 = -40024.821480 nChanged 8 SP:Iteration 5Q (14015.530000 sec): 3 clusters Score: Raw -42928.879272 + Penalty 2874.844644 = -40054.034627 nChanged 2 SP:Iteration 6Q (14015.530000 sec): 3 clusters Score: Raw -42936.220638 + Penalty 2874.844644 = -40061.375994 nChanged 3 SP:Iteration 7Q (14015.530000 sec): 3 clusters Score: Raw -42944.692299 + Penalty 2874.844644 = -40069.847655 nChanged 3 SP:Iteration 8Q (14015.530000 sec): 3 clusters Score: Raw -42953.153255 + Penalty 2874.844644 = -40078.308610 nChanged 2 SP:Iteration 9Q (14015.530000 sec): 3 clusters Score: Raw -42961.063456 + Penalty 2874.844644 = -40086.218812 nChanged 1 SP:Iteration 10Q (14015.540000 sec): 3 clusters Score: Raw -42964.719736 + Penalty 2874.844644 = -40089.875091 nChanged 1 SP:Iteration 11Q (14015.540000 sec): 3 clusters Score: Raw -42969.452325 + Penalty 2874.844644 = -40094.607681 nChanged 0 SP:Iteration 12F (14015.540000 sec): 3 clusters Score: Raw -42969.452325 + Penalty 2874.844644 = -40094.607681 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 6 (13167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14015.590000 sec): 2 clusters Score: Raw -2119472.526010 + Penalty 2352.396307 = -2117120.129703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14015.650000 sec): 3 clusters Score: Raw -2112129.555928 + Penalty 4704.792613 = -2107424.763315 nChanged 5611 SP:Iteration 1F (14015.700000 sec): 3 clusters Score: Raw -2115374.835430 + Penalty 4704.792613 = -2110670.042817 nChanged 934 SP:Iteration 2F (14015.760000 sec): 3 clusters Score: Raw -2116025.116184 + Penalty 4704.792613 = -2111320.323570 nChanged 898 SP:Iteration 3F (14015.820000 sec): 3 clusters Score: Raw -2116808.123070 + Penalty 4704.792613 = -2112103.330457 nChanged 887 SP:Iteration 4F (14015.880000 sec): 3 clusters Score: Raw -2117591.908666 + Penalty 4704.792613 = -2112887.116052 nChanged 962 SP:Iteration 5F (14015.930000 sec): 3 clusters Score: Raw -2118422.573158 + Penalty 4704.792613 = -2113717.780545 nChanged 976 SP:Iteration 6F (14015.990000 sec): 3 clusters Score: Raw -2119360.575679 + Penalty 4704.792613 = -2114655.783065 nChanged 831 SP:Iteration 7F (14016.050000 sec): 3 clusters Score: Raw -2120122.757706 + Penalty 4704.792613 = -2115417.965093 nChanged 611 SP:Iteration 8Q (14016.110000 sec): 3 clusters Score: Raw -2120670.710297 + Penalty 4704.792613 = -2115965.917684 nChanged 434 SP:Iteration 9Q (14016.160000 sec): 3 clusters Score: Raw -2121053.715649 + Penalty 4704.792613 = -2116348.923036 nChanged 301 SP:Iteration 10Q (14016.210000 sec): 3 clusters Score: Raw -2121258.007190 + Penalty 4704.792613 = -2116553.214577 nChanged 205 SP:Iteration 11Q (14016.260000 sec): 3 clusters Score: Raw -2121372.648362 + Penalty 4704.792613 = -2116667.855749 nChanged 139 SP:Iteration 12Q (14016.310000 sec): 3 clusters Score: Raw -2121441.967611 + Penalty 4704.792613 = -2116737.174997 nChanged 109 SP:Iteration 13Q (14016.360000 sec): 3 clusters Score: Raw -2121487.379214 + Penalty 4704.792613 = -2116782.586600 nChanged 84 SP:Iteration 14Q (14016.410000 sec): 3 clusters Score: Raw -2121519.858757 + Penalty 4704.792613 = -2116815.066144 nChanged 62 SP:Iteration 15Q (14016.450000 sec): 3 clusters Score: Raw -2121539.721715 + Penalty 4704.792613 = -2116834.929101 nChanged 55 SP:Iteration 16Q (14016.500000 sec): 3 clusters Score: Raw -2121557.170577 + Penalty 4704.792613 = -2116852.377964 nChanged 46 SP:Iteration 17Q (14016.550000 sec): 3 clusters Score: Raw -2121571.695735 + Penalty 4704.792613 = -2116866.903122 nChanged 43 SP:Iteration 18Q (14016.590000 sec): 3 clusters Score: Raw -2121584.308492 + Penalty 4704.792613 = -2116879.515878 nChanged 45 SP:Iteration 19Q (14016.640000 sec): 3 clusters Score: Raw -2121597.333063 + Penalty 4704.792613 = -2116892.540450 nChanged 37 SP:Iteration 20F (14016.690000 sec): 3 clusters Score: Raw -2121606.938366 + Penalty 4704.792613 = -2116902.145753 nChanged 34 SP:Iteration 21Q (14016.740000 sec): 3 clusters Score: Raw -2121615.499874 + Penalty 4704.792613 = -2116910.707261 nChanged 21 SP:Iteration 22Q (14016.790000 sec): 3 clusters Score: Raw -2121619.442623 + Penalty 4704.792613 = -2116914.650009 nChanged 13 SP:Iteration 23Q (14016.830000 sec): 3 clusters Score: Raw -2121621.782314 + Penalty 4704.792613 = -2116916.989701 nChanged 7 SP:Iteration 24Q (14016.880000 sec): 3 clusters Score: Raw -2121623.137889 + Penalty 4704.792613 = -2116918.345275 nChanged 10 SP:Iteration 25Q (14016.930000 sec): 3 clusters Score: Raw -2121625.515936 + Penalty 4704.792613 = -2116920.723323 nChanged 12 SP:Iteration 26Q (14016.970000 sec): 3 clusters Score: Raw -2121628.601674 + Penalty 4704.792613 = -2116923.809061 nChanged 8 SP:Iteration 27Q (14017.020000 sec): 3 clusters Score: Raw -2121630.566943 + Penalty 4704.792613 = -2116925.774330 nChanged 13 SP:Iteration 28Q (14017.060000 sec): 3 clusters Score: Raw -2121633.853327 + Penalty 4704.792613 = -2116929.060713 nChanged 12 SP:Iteration 29Q (14017.110000 sec): 3 clusters Score: Raw -2121636.861459 + Penalty 4704.792613 = -2116932.068846 nChanged 15 SP:Iteration 30Q (14017.150000 sec): 3 clusters Score: Raw -2121640.646342 + Penalty 4704.792613 = -2116935.853729 nChanged 14 SP:Iteration 31Q (14017.200000 sec): 3 clusters Score: Raw -2121644.141334 + Penalty 4704.792613 = -2116939.348721 nChanged 13 SP:Iteration 32Q (14017.250000 sec): 3 clusters Score: Raw -2121646.413998 + Penalty 4704.792613 = -2116941.621385 nChanged 7 SP:Iteration 33Q (14017.290000 sec): 3 clusters Score: Raw -2121647.726760 + Penalty 4704.792613 = -2116942.934147 nChanged 4 SP:Iteration 34Q (14017.340000 sec): 3 clusters Score: Raw -2121648.654699 + Penalty 4704.792613 = -2116943.862085 nChanged 6 SP:Iteration 35Q (14017.380000 sec): 3 clusters Score: Raw -2121649.701597 + Penalty 4704.792613 = -2116944.908983 nChanged 3 SP:Iteration 36Q (14017.430000 sec): 3 clusters Score: Raw -2121650.320484 + Penalty 4704.792613 = -2116945.527870 nChanged 1 SP:Iteration 37Q (14017.470000 sec): 3 clusters Score: Raw -2121650.494898 + Penalty 4704.792613 = -2116945.702285 nChanged 3 SP:Iteration 38Q (14017.520000 sec): 3 clusters Score: Raw -2121650.994757 + Penalty 4704.792613 = -2116946.202144 nChanged 5 SP:Iteration 39Q (14017.560000 sec): 3 clusters Score: Raw -2121652.361914 + Penalty 4704.792613 = -2116947.569300 nChanged 4 SP:Iteration 40F (14017.620000 sec): 3 clusters Score: Raw -2121653.462551 + Penalty 4704.792613 = -2116948.669937 nChanged 4 SP:Iteration 41Q (14017.660000 sec): 3 clusters Score: Raw -2121654.206345 + Penalty 4704.792613 = -2116949.413732 nChanged 6 SP:Iteration 42Q (14017.710000 sec): 3 clusters Score: Raw -2121655.435130 + Penalty 4704.792613 = -2116950.642517 nChanged 5 SP:Iteration 43Q (14017.750000 sec): 3 clusters Score: Raw -2121656.134386 + Penalty 4704.792613 = -2116951.341773 nChanged 2 SP:Iteration 44Q (14017.800000 sec): 3 clusters Score: Raw -2121656.434430 + Penalty 4704.792613 = -2116951.641817 nChanged 3 SP:Iteration 45Q (14017.850000 sec): 3 clusters Score: Raw -2121656.758660 + Penalty 4704.792613 = -2116951.966046 nChanged 2 SP:Iteration 46Q (14017.890000 sec): 3 clusters Score: Raw -2121657.144920 + Penalty 4704.792613 = -2116952.352307 nChanged 2 SP:Iteration 47Q (14017.930000 sec): 3 clusters Score: Raw -2121657.942674 + Penalty 4704.792613 = -2116953.150061 nChanged 6 SP:Iteration 48Q (14017.980000 sec): 3 clusters Score: Raw -2121659.454413 + Penalty 4704.792613 = -2116954.661800 nChanged 6 SP:Iteration 49Q (14018.030000 sec): 3 clusters Score: Raw -2121660.750937 + Penalty 4704.792613 = -2116955.958323 nChanged 6 SP:Iteration 50Q (14018.070000 sec): 3 clusters Score: Raw -2121662.137732 + Penalty 4704.792613 = -2116957.345118 nChanged 8 SP:Iteration 51Q (14018.110000 sec): 3 clusters Score: Raw -2121664.179809 + Penalty 4704.792613 = -2116959.387196 nChanged 7 SP:Iteration 52Q (14018.160000 sec): 3 clusters Score: Raw -2121665.752575 + Penalty 4704.792613 = -2116960.959962 nChanged 4 SP:Iteration 53Q (14018.210000 sec): 3 clusters Score: Raw -2121666.202500 + Penalty 4704.792613 = -2116961.409887 nChanged 2 SP:Iteration 54Q (14018.250000 sec): 3 clusters Score: Raw -2121666.684750 + Penalty 4704.792613 = -2116961.892137 nChanged 3 SP:Iteration 55Q (14018.290000 sec): 3 clusters Score: Raw -2121667.185994 + Penalty 4704.792613 = -2116962.393381 nChanged 3 SP:Iteration 56Q (14018.340000 sec): 3 clusters Score: Raw -2121667.487059 + Penalty 4704.792613 = -2116962.694446 nChanged 3 SP:Iteration 57Q (14018.390000 sec): 3 clusters Score: Raw -2121667.904416 + Penalty 4704.792613 = -2116963.111802 nChanged 1 SP:Iteration 58Q (14018.430000 sec): 3 clusters Score: Raw -2121667.948768 + Penalty 4704.792613 = -2116963.156155 nChanged 1 SP:Iteration 59Q (14018.480000 sec): 3 clusters Score: Raw -2121668.029131 + Penalty 4704.792613 = -2116963.236518 nChanged 0 SP:Iteration 60F (14018.530000 sec): 3 clusters Score: Raw -2121668.029131 + Penalty 4704.792613 = -2116963.236518 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 7 (15764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14018.590000 sec): 2 clusters Score: Raw -2436355.869954 + Penalty 2397.040066 = -2433958.829888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14018.660000 sec): 3 clusters Score: Raw -2427458.130312 + Penalty 4794.080133 = -2422664.050180 nChanged 6745 SP:Iteration 1F (14018.730000 sec): 3 clusters Score: Raw -2431277.245849 + Penalty 4794.080133 = -2426483.165717 nChanged 1080 SP:Iteration 2F (14018.790000 sec): 3 clusters Score: Raw -2431846.776310 + Penalty 4794.080133 = -2427052.696177 nChanged 917 SP:Iteration 3F (14018.860000 sec): 3 clusters Score: Raw -2432335.336153 + Penalty 4794.080133 = -2427541.256020 nChanged 827 SP:Iteration 4F (14018.930000 sec): 3 clusters Score: Raw -2432762.473929 + Penalty 4794.080133 = -2427968.393796 nChanged 762 SP:Iteration 5Q (14018.990000 sec): 3 clusters Score: Raw -2433145.674143 + Penalty 4794.080133 = -2428351.594010 nChanged 659 SP:Iteration 6Q (14019.060000 sec): 3 clusters Score: Raw -2433464.070919 + Penalty 4794.080133 = -2428669.990787 nChanged 631 SP:Iteration 7Q (14019.130000 sec): 3 clusters Score: Raw -2433727.647156 + Penalty 4794.080133 = -2428933.567024 nChanged 539 SP:Iteration 8Q (14019.200000 sec): 3 clusters Score: Raw -2433939.767351 + Penalty 4794.080133 = -2429145.687218 nChanged 485 SP:Iteration 9Q (14019.260000 sec): 3 clusters Score: Raw -2434137.284952 + Penalty 4794.080133 = -2429343.204820 nChanged 469 SP:Iteration 10Q (14019.330000 sec): 3 clusters Score: Raw -2434338.986916 + Penalty 4794.080133 = -2429544.906783 nChanged 462 SP:Iteration 11Q (14019.400000 sec): 3 clusters Score: Raw -2434537.348254 + Penalty 4794.080133 = -2429743.268121 nChanged 429 SP:Iteration 12Q (14019.460000 sec): 3 clusters Score: Raw -2434722.700369 + Penalty 4794.080133 = -2429928.620236 nChanged 416 SP:Iteration 13Q (14019.530000 sec): 3 clusters Score: Raw -2434908.295779 + Penalty 4794.080133 = -2430114.215646 nChanged 369 SP:Iteration 14Q (14019.590000 sec): 3 clusters Score: Raw -2435058.917421 + Penalty 4794.080133 = -2430264.837288 nChanged 355 SP:Iteration 15Q (14019.660000 sec): 3 clusters Score: Raw -2435208.929545 + Penalty 4794.080133 = -2430414.849413 nChanged 331 SP:Iteration 16Q (14019.730000 sec): 3 clusters Score: Raw -2435347.691217 + Penalty 4794.080133 = -2430553.611084 nChanged 326 SP:Iteration 17Q (14019.790000 sec): 3 clusters Score: Raw -2435476.878657 + Penalty 4794.080133 = -2430682.798525 nChanged 339 SP:Iteration 18Q (14019.860000 sec): 3 clusters Score: Raw -2435603.506076 + Penalty 4794.080133 = -2430809.425943 nChanged 322 SP:Iteration 19Q (14019.930000 sec): 3 clusters Score: Raw -2435727.600017 + Penalty 4794.080133 = -2430933.519884 nChanged 325 SP:Iteration 20F (14019.990000 sec): 3 clusters Score: Raw -2435862.943475 + Penalty 4794.080133 = -2431068.863342 nChanged 338 SP:Iteration 21Q (14020.060000 sec): 3 clusters Score: Raw -2436001.387622 + Penalty 4794.080133 = -2431207.307489 nChanged 319 SP:Iteration 22Q (14020.120000 sec): 3 clusters Score: Raw -2436144.209594 + Penalty 4794.080133 = -2431350.129461 nChanged 334 SP:Iteration 23Q (14020.190000 sec): 3 clusters Score: Raw -2436308.991423 + Penalty 4794.080133 = -2431514.911291 nChanged 303 SP:Iteration 24Q (14020.250000 sec): 3 clusters Score: Raw -2436475.678414 + Penalty 4794.080133 = -2431681.598281 nChanged 322 SP:Iteration 25Q (14020.310000 sec): 3 clusters Score: Raw -2436678.658091 + Penalty 4794.080133 = -2431884.577959 nChanged 340 SP:Iteration 26Q (14020.380000 sec): 3 clusters Score: Raw -2436906.902081 + Penalty 4794.080133 = -2432112.821948 nChanged 317 SP:Iteration 27Q (14020.440000 sec): 3 clusters Score: Raw -2437130.220520 + Penalty 4794.080133 = -2432336.140387 nChanged 276 SP:Iteration 28Q (14020.510000 sec): 3 clusters Score: Raw -2437356.036634 + Penalty 4794.080133 = -2432561.956502 nChanged 246 SP:Iteration 29Q (14020.570000 sec): 3 clusters Score: Raw -2437568.253096 + Penalty 4794.080133 = -2432774.172963 nChanged 198 SP:Iteration 30Q (14020.630000 sec): 3 clusters Score: Raw -2437783.147031 + Penalty 4794.080133 = -2432989.066899 nChanged 176 SP:Iteration 31Q (14020.690000 sec): 3 clusters Score: Raw -2437953.882396 + Penalty 4794.080133 = -2433159.802263 nChanged 104 SP:Iteration 32Q (14020.750000 sec): 3 clusters Score: Raw -2438006.971330 + Penalty 4794.080133 = -2433212.891198 nChanged 59 SP:Iteration 33Q (14020.810000 sec): 3 clusters Score: Raw -2438028.766754 + Penalty 4794.080133 = -2433234.686621 nChanged 40 SP:Iteration 34Q (14020.860000 sec): 3 clusters Score: Raw -2438043.431551 + Penalty 4794.080133 = -2433249.351419 nChanged 27 SP:Iteration 35Q (14020.920000 sec): 3 clusters Score: Raw -2438051.070013 + Penalty 4794.080133 = -2433256.989881 nChanged 17 SP:Iteration 36Q (14020.980000 sec): 3 clusters Score: Raw -2438055.197936 + Penalty 4794.080133 = -2433261.117803 nChanged 10 SP:Iteration 37Q (14021.040000 sec): 3 clusters Score: Raw -2438057.931423 + Penalty 4794.080133 = -2433263.851291 nChanged 5 SP:Iteration 38Q (14021.090000 sec): 3 clusters Score: Raw -2438059.096419 + Penalty 4794.080133 = -2433265.016287 nChanged 3 SP:Iteration 39Q (14021.150000 sec): 3 clusters Score: Raw -2438059.587749 + Penalty 4794.080133 = -2433265.507616 nChanged 3 SP:Iteration 40F (14021.220000 sec): 3 clusters Score: Raw -2438060.594399 + Penalty 4794.080133 = -2433266.514266 nChanged 2 SP:Iteration 41Q (14021.280000 sec): 3 clusters Score: Raw -2438061.346338 + Penalty 4794.080133 = -2433267.266205 nChanged 1 SP:Iteration 42Q (14021.330000 sec): 3 clusters Score: Raw -2438061.412821 + Penalty 4794.080133 = -2433267.332689 nChanged 0 SP:Iteration 43F (14021.400000 sec): 3 clusters Score: Raw -2438061.412821 + Penalty 4794.080133 = -2433267.332689 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 8 (3130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14021.420000 sec): 2 clusters Score: Raw -506096.618343 + Penalty 1996.099494 = -504100.518849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14021.430000 sec): 3 clusters Score: Raw -504682.538693 + Penalty 3992.198989 = -500690.339704 nChanged 1111 SP:Iteration 1F (14021.450000 sec): 3 clusters Score: Raw -505449.334132 + Penalty 3992.198989 = -501457.135144 nChanged 291 SP:Iteration 2F (14021.460000 sec): 3 clusters Score: Raw -505692.551330 + Penalty 3992.198989 = -501700.352341 nChanged 196 SP:Iteration 3F (14021.470000 sec): 3 clusters Score: Raw -505845.706626 + Penalty 3992.198989 = -501853.507637 nChanged 122 SP:Iteration 4Q (14021.490000 sec): 3 clusters Score: Raw -505924.321700 + Penalty 3992.198989 = -501932.122712 nChanged 82 SP:Iteration 5Q (14021.500000 sec): 3 clusters Score: Raw -505975.354509 + Penalty 3992.198989 = -501983.155521 nChanged 64 SP:Iteration 6Q (14021.510000 sec): 3 clusters Score: Raw -506016.413200 + Penalty 3992.198989 = -502024.214212 nChanged 62 SP:Iteration 7Q (14021.530000 sec): 3 clusters Score: Raw -506050.987706 + Penalty 3992.198989 = -502058.788717 nChanged 50 SP:Iteration 8Q (14021.540000 sec): 3 clusters Score: Raw -506080.454030 + Penalty 3992.198989 = -502088.255041 nChanged 50 SP:Iteration 9Q (14021.550000 sec): 3 clusters Score: Raw -506110.435657 + Penalty 3992.198989 = -502118.236669 nChanged 49 SP:Iteration 10Q (14021.570000 sec): 3 clusters Score: Raw -506139.914282 + Penalty 3992.198989 = -502147.715294 nChanged 37 SP:Iteration 11Q (14021.580000 sec): 3 clusters Score: Raw -506160.513886 + Penalty 3992.198989 = -502168.314898 nChanged 32 SP:Iteration 12Q (14021.590000 sec): 3 clusters Score: Raw -506175.746184 + Penalty 3992.198989 = -502183.547196 nChanged 21 SP:Iteration 13Q (14021.610000 sec): 3 clusters Score: Raw -506184.429106 + Penalty 3992.198989 = -502192.230118 nChanged 18 SP:Iteration 14Q (14021.620000 sec): 3 clusters Score: Raw -506194.167007 + Penalty 3992.198989 = -502201.968018 nChanged 16 SP:Iteration 15Q (14021.630000 sec): 3 clusters Score: Raw -506200.562346 + Penalty 3992.198989 = -502208.363357 nChanged 9 SP:Iteration 16Q (14021.650000 sec): 3 clusters Score: Raw -506203.876420 + Penalty 3992.198989 = -502211.677431 nChanged 3 SP:Iteration 17Q (14021.660000 sec): 3 clusters Score: Raw -506205.222717 + Penalty 3992.198989 = -502213.023728 nChanged 6 SP:Iteration 18Q (14021.670000 sec): 3 clusters Score: Raw -506207.705660 + Penalty 3992.198989 = -502215.506671 nChanged 2 SP:Iteration 19Q (14021.690000 sec): 3 clusters Score: Raw -506208.363456 + Penalty 3992.198989 = -502216.164468 nChanged 1 SP:Iteration 20F (14021.700000 sec): 3 clusters Score: Raw -506208.592193 + Penalty 3992.198989 = -502216.393205 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 9 (1020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14021.710000 sec): 2 clusters Score: Raw -165630.769240 + Penalty 1718.034361 = -163912.734879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14021.710000 sec): 3 clusters Score: Raw -165379.653954 + Penalty 3436.068722 = -161943.585233 nChanged 240 SP:Iteration 1F (14021.710000 sec): 3 clusters Score: Raw -165639.164488 + Penalty 3436.068722 = -162203.095766 nChanged 66 SP:Iteration 2F (14021.720000 sec): 3 clusters Score: Raw -165716.524651 + Penalty 3436.068722 = -162280.455929 nChanged 29 SP:Iteration 3Q (14021.720000 sec): 3 clusters Score: Raw -165753.593054 + Penalty 3436.068722 = -162317.524332 nChanged 22 SP:Iteration 4Q (14021.730000 sec): 3 clusters Score: Raw -165784.424894 + Penalty 3436.068722 = -162348.356172 nChanged 11 SP:Iteration 5Q (14021.730000 sec): 3 clusters Score: Raw -165797.754623 + Penalty 3436.068722 = -162361.685901 nChanged 7 SP:Iteration 6Q (14021.740000 sec): 3 clusters Score: Raw -165806.052522 + Penalty 3436.068722 = -162369.983800 nChanged 2 SP:Iteration 7Q (14021.740000 sec): 3 clusters Score: Raw -165809.962528 + Penalty 3436.068722 = -162373.893806 nChanged 1 SP:Iteration 8Q (14021.750000 sec): 3 clusters Score: Raw -165810.278159 + Penalty 3436.068722 = -162374.209437 nChanged 0 SP:Iteration 9F (14021.750000 sec): 3 clusters Score: Raw -165810.278159 + Penalty 3436.068722 = -162374.209437 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 10 (5102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14021.770000 sec): 2 clusters Score: Raw -777069.641990 + Penalty 2117.272199 = -774952.369791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14021.790000 sec): 3 clusters Score: Raw -774545.704180 + Penalty 4234.544398 = -770311.159782 nChanged 1975 SP:Iteration 1F (14021.820000 sec): 3 clusters Score: Raw -775702.778122 + Penalty 4234.544398 = -771468.233724 nChanged 427 SP:Iteration 2F (14021.840000 sec): 3 clusters Score: Raw -775988.170749 + Penalty 4234.544398 = -771753.626351 nChanged 314 SP:Iteration 3F (14021.860000 sec): 3 clusters Score: Raw -776182.995568 + Penalty 4234.544398 = -771948.451170 nChanged 217 SP:Iteration 4Q (14021.890000 sec): 3 clusters Score: Raw -776330.385096 + Penalty 4234.544398 = -772095.840699 nChanged 186 SP:Iteration 5Q (14021.910000 sec): 3 clusters Score: Raw -776436.138360 + Penalty 4234.544398 = -772201.593962 nChanged 168 SP:Iteration 6Q (14021.930000 sec): 3 clusters Score: Raw -776536.331492 + Penalty 4234.544398 = -772301.787094 nChanged 144 SP:Iteration 7Q (14021.950000 sec): 3 clusters Score: Raw -776635.390486 + Penalty 4234.544398 = -772400.846088 nChanged 142 SP:Iteration 8Q (14021.980000 sec): 3 clusters Score: Raw -776786.380783 + Penalty 4234.544398 = -772551.836385 nChanged 170 SP:Iteration 9Q (14022.000000 sec): 3 clusters Score: Raw -776931.588537 + Penalty 4234.544398 = -772697.044140 nChanged 163 SP:Iteration 10Q (14022.020000 sec): 3 clusters Score: Raw -777061.598608 + Penalty 4234.544398 = -772827.054210 nChanged 179 SP:Iteration 11Q (14022.050000 sec): 3 clusters Score: Raw -777204.359865 + Penalty 4234.544398 = -772969.815468 nChanged 192 SP:Iteration 12Q (14022.070000 sec): 3 clusters Score: Raw -777365.377084 + Penalty 4234.544398 = -773130.832687 nChanged 184 SP:Iteration 13Q (14022.090000 sec): 3 clusters Score: Raw -777522.597715 + Penalty 4234.544398 = -773288.053317 nChanged 166 SP:Iteration 14Q (14022.110000 sec): 3 clusters Score: Raw -777646.973518 + Penalty 4234.544398 = -773412.429120 nChanged 149 SP:Iteration 15Q (14022.130000 sec): 3 clusters Score: Raw -777745.831894 + Penalty 4234.544398 = -773511.287496 nChanged 118 SP:Iteration 16Q (14022.150000 sec): 3 clusters Score: Raw -777816.787034 + Penalty 4234.544398 = -773582.242636 nChanged 87 SP:Iteration 17Q (14022.170000 sec): 3 clusters Score: Raw -777867.275766 + Penalty 4234.544398 = -773632.731368 nChanged 78 SP:Iteration 18Q (14022.200000 sec): 3 clusters Score: Raw -777915.944111 + Penalty 4234.544398 = -773681.399713 nChanged 80 SP:Iteration 19Q (14022.220000 sec): 3 clusters Score: Raw -777959.405129 + Penalty 4234.544398 = -773724.860731 nChanged 58 SP:Iteration 20F (14022.240000 sec): 3 clusters Score: Raw -777981.223525 + Penalty 4234.544398 = -773746.679127 nChanged 36 SP:Iteration 21Q (14022.260000 sec): 3 clusters Score: Raw -777996.353807 + Penalty 4234.544398 = -773761.809409 nChanged 31 SP:Iteration 22Q (14022.280000 sec): 3 clusters Score: Raw -778012.621653 + Penalty 4234.544398 = -773778.077256 nChanged 32 SP:Iteration 23Q (14022.300000 sec): 3 clusters Score: Raw -778034.026340 + Penalty 4234.544398 = -773799.481942 nChanged 26 SP:Iteration 24Q (14022.320000 sec): 3 clusters Score: Raw -778049.872872 + Penalty 4234.544398 = -773815.328475 nChanged 19 SP:Iteration 25Q (14022.340000 sec): 3 clusters Score: Raw -778057.758426 + Penalty 4234.544398 = -773823.214028 nChanged 16 SP:Iteration 26Q (14022.360000 sec): 3 clusters Score: Raw -778063.843757 + Penalty 4234.544398 = -773829.299359 nChanged 13 SP:Iteration 27Q (14022.380000 sec): 3 clusters Score: Raw -778071.452298 + Penalty 4234.544398 = -773836.907900 nChanged 19 SP:Iteration 28Q (14022.400000 sec): 3 clusters Score: Raw -778082.728719 + Penalty 4234.544398 = -773848.184321 nChanged 26 SP:Iteration 29Q (14022.420000 sec): 3 clusters Score: Raw -778094.186685 + Penalty 4234.544398 = -773859.642287 nChanged 24 SP:Iteration 30Q (14022.440000 sec): 3 clusters Score: Raw -778105.412819 + Penalty 4234.544398 = -773870.868421 nChanged 17 SP:Iteration 31Q (14022.460000 sec): 3 clusters Score: Raw -778111.721951 + Penalty 4234.544398 = -773877.177554 nChanged 9 SP:Iteration 32Q (14022.480000 sec): 3 clusters Score: Raw -778114.381034 + Penalty 4234.544398 = -773879.836636 nChanged 5 SP:Iteration 33Q (14022.500000 sec): 3 clusters Score: Raw -778115.855720 + Penalty 4234.544398 = -773881.311322 nChanged 3 SP:Iteration 34Q (14022.520000 sec): 3 clusters Score: Raw -778117.066386 + Penalty 4234.544398 = -773882.521988 nChanged 3 SP:Iteration 35Q (14022.540000 sec): 3 clusters Score: Raw -778117.933845 + Penalty 4234.544398 = -773883.389448 nChanged 3 SP:Iteration 36Q (14022.560000 sec): 3 clusters Score: Raw -778118.940903 + Penalty 4234.544398 = -773884.396505 nChanged 4 SP:Iteration 37Q (14022.580000 sec): 3 clusters Score: Raw -778119.934034 + Penalty 4234.544398 = -773885.389636 nChanged 3 SP:Iteration 38Q (14022.600000 sec): 3 clusters Score: Raw -778120.429331 + Penalty 4234.544398 = -773885.884933 nChanged 1 SP:Iteration 39Q (14022.620000 sec): 3 clusters Score: Raw -778120.493202 + Penalty 4234.544398 = -773885.948804 nChanged 1 SP:Iteration 40F (14022.650000 sec): 3 clusters Score: Raw -778120.834675 + Penalty 4234.544398 = -773886.290278 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 11 (847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14022.650000 sec): 2 clusters Score: Raw -133232.921561 + Penalty 1671.941772 = -131560.979788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14022.650000 sec): 3 clusters Score: Raw -133085.417380 + Penalty 3343.883545 = -129741.533835 nChanged 213 SP:Iteration 1F (14022.650000 sec): 3 clusters Score: Raw -133329.185204 + Penalty 3343.883545 = -129985.301660 nChanged 42 SP:Iteration 2Q (14022.660000 sec): 3 clusters Score: Raw -133387.118284 + Penalty 3343.883545 = -130043.234740 nChanged 19 SP:Iteration 3Q (14022.660000 sec): 3 clusters Score: Raw -133414.439002 + Penalty 3343.883545 = -130070.555457 nChanged 22 SP:Iteration 4Q (14022.670000 sec): 3 clusters Score: Raw -133447.100328 + Penalty 3343.883545 = -130103.216783 nChanged 13 SP:Iteration 5Q (14022.670000 sec): 3 clusters Score: Raw -133468.349033 + Penalty 3343.883545 = -130124.465488 nChanged 8 SP:Iteration 6Q (14022.670000 sec): 3 clusters Score: Raw -133482.898948 + Penalty 3343.883545 = -130139.015403 nChanged 8 SP:Iteration 7Q (14022.680000 sec): 3 clusters Score: Raw -133493.287695 + Penalty 3343.883545 = -130149.404151 nChanged 5 SP:Iteration 8Q (14022.680000 sec): 3 clusters Score: Raw -133498.413319 + Penalty 3343.883545 = -130154.529774 nChanged 4 SP:Iteration 9Q (14022.690000 sec): 3 clusters Score: Raw -133504.611394 + Penalty 3343.883545 = -130160.727850 nChanged 4 SP:Iteration 10Q (14022.690000 sec): 3 clusters Score: Raw -133508.005276 + Penalty 3343.883545 = -130164.121732 nChanged 2 SP:Iteration 11Q (14022.690000 sec): 3 clusters Score: Raw -133509.516014 + Penalty 3343.883545 = -130165.632469 nChanged 2 SP:Iteration 12Q (14022.690000 sec): 3 clusters Score: Raw -133511.381062 + Penalty 3343.883545 = -130167.497517 nChanged 0 SP:Iteration 13F (14022.700000 sec): 3 clusters Score: Raw -133511.381062 + Penalty 3343.883545 = -130167.497517 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 12 (626361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14025.010000 sec): 2 clusters Score: Raw -99673327.802945 + Penalty 3310.225176 = -99670017.577769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14027.790000 sec): 3 clusters Score: Raw -99252004.930847 + Penalty 6620.450352 = -99245384.480495 nChanged 306942 SP:Iteration 1F (14030.540000 sec): 3 clusters Score: Raw -99443714.410161 + Penalty 6620.450352 = -99437093.959809 nChanged 27726 SP:Iteration 2Q (14033.320000 sec): 3 clusters Score: Raw -99455417.142812 + Penalty 6620.450352 = -99448796.692460 nChanged 35901 SP:Iteration 3F (14036.060000 sec): 3 clusters Score: Raw -99474830.754110 + Penalty 6620.450352 = -99468210.303758 nChanged 43540 SP:Iteration 4F (14038.800000 sec): 3 clusters Score: Raw -99503142.584018 + Penalty 6620.450352 = -99496522.133666 nChanged 47773 SP:Iteration 5F (14041.520000 sec): 3 clusters Score: Raw -99538243.604413 + Penalty 6620.450352 = -99531623.154061 nChanged 46383 SP:Iteration 6F (14044.240000 sec): 3 clusters Score: Raw -99575537.196893 + Penalty 6620.450352 = -99568916.746541 nChanged 40024 SP:Iteration 7F (14046.970000 sec): 3 clusters Score: Raw -99609947.668792 + Penalty 6620.450352 = -99603327.218440 nChanged 31031 SP:Iteration 8Q (14049.660000 sec): 3 clusters Score: Raw -99638171.965630 + Penalty 6620.450352 = -99631551.515278 nChanged 20273 SP:Iteration 9Q (14052.260000 sec): 3 clusters Score: Raw -99657334.183408 + Penalty 6620.450352 = -99650713.733056 nChanged 10212 SP:Iteration 10Q (14054.550000 sec): 3 clusters Score: Raw -99666697.347723 + Penalty 6620.450352 = -99660076.897371 nChanged 4377 SP:Iteration 11Q (14056.590000 sec): 3 clusters Score: Raw -99670160.560463 + Penalty 6620.450352 = -99663540.110111 nChanged 2406 SP:Iteration 12Q (14058.580000 sec): 3 clusters Score: Raw -99671791.065891 + Penalty 6620.450352 = -99665170.615539 nChanged 1485 SP:Iteration 13Q (14060.520000 sec): 3 clusters Score: Raw -99672608.795960 + Penalty 6620.450352 = -99665988.345608 nChanged 982 SP:Iteration 14Q (14062.460000 sec): 3 clusters Score: Raw -99673053.393476 + Penalty 6620.450352 = -99666432.943124 nChanged 668 SP:Iteration 15Q (14064.370000 sec): 3 clusters Score: Raw -99673328.960709 + Penalty 6620.450352 = -99666708.510357 nChanged 513 SP:Iteration 16Q (14066.280000 sec): 3 clusters Score: Raw -99673516.877904 + Penalty 6620.450352 = -99666896.427552 nChanged 410 SP:Iteration 17Q (14068.170000 sec): 3 clusters Score: Raw -99673655.975108 + Penalty 6620.450352 = -99667035.524756 nChanged 339 SP:Iteration 18Q (14070.070000 sec): 3 clusters Score: Raw -99673767.429777 + Penalty 6620.450352 = -99667146.979425 nChanged 281 SP:Iteration 19Q (14071.960000 sec): 3 clusters Score: Raw -99673853.100764 + Penalty 6620.450352 = -99667232.650412 nChanged 198 SP:Iteration 20F (14074.690000 sec): 3 clusters Score: Raw -99673912.444515 + Penalty 6620.450352 = -99667291.994163 nChanged 178 SP:Iteration 21Q (14076.570000 sec): 3 clusters Score: Raw -99673958.732503 + Penalty 6620.450352 = -99667338.282151 nChanged 127 SP:Iteration 22Q (14078.470000 sec): 3 clusters Score: Raw -99673990.283057 + Penalty 6620.450352 = -99667369.832705 nChanged 118 SP:Iteration 23Q (14080.350000 sec): 3 clusters Score: Raw -99674013.867575 + Penalty 6620.450352 = -99667393.417223 nChanged 80 SP:Iteration 24Q (14082.230000 sec): 3 clusters Score: Raw -99674029.352106 + Penalty 6620.450352 = -99667408.901754 nChanged 66 SP:Iteration 25Q (14084.120000 sec): 3 clusters Score: Raw -99674043.683348 + Penalty 6620.450352 = -99667423.232996 nChanged 82 SP:Iteration 26Q (14086.000000 sec): 3 clusters Score: Raw -99674058.963726 + Penalty 6620.450352 = -99667438.513374 nChanged 72 SP:Iteration 27Q (14087.880000 sec): 3 clusters Score: Raw -99674073.061681 + Penalty 6620.450352 = -99667452.611329 nChanged 60 SP:Iteration 28Q (14089.760000 sec): 3 clusters Score: Raw -99674082.621590 + Penalty 6620.450352 = -99667462.171238 nChanged 50 SP:Iteration 29Q (14091.640000 sec): 3 clusters Score: Raw -99674090.833716 + Penalty 6620.450352 = -99667470.383364 nChanged 38 SP:Iteration 30Q (14093.520000 sec): 3 clusters Score: Raw -99674096.449149 + Penalty 6620.450352 = -99667475.998797 nChanged 30 SP:Iteration 31Q (14095.410000 sec): 3 clusters Score: Raw -99674100.855516 + Penalty 6620.450352 = -99667480.405164 nChanged 28 SP:Iteration 32Q (14097.290000 sec): 3 clusters Score: Raw -99674105.435380 + Penalty 6620.450352 = -99667484.985028 nChanged 29 SP:Iteration 33Q (14099.170000 sec): 3 clusters Score: Raw -99674111.024947 + Penalty 6620.450352 = -99667490.574595 nChanged 43 SP:Iteration 34Q (14101.060000 sec): 3 clusters Score: Raw -99674119.059763 + Penalty 6620.450352 = -99667498.609411 nChanged 38 SP:Iteration 35Q (14102.950000 sec): 3 clusters Score: Raw -99674124.902941 + Penalty 6620.450352 = -99667504.452589 nChanged 26 SP:Iteration 36Q (14104.820000 sec): 3 clusters Score: Raw -99674129.058041 + Penalty 6620.450352 = -99667508.607689 nChanged 31 SP:Iteration 37Q (14106.700000 sec): 3 clusters Score: Raw -99674134.072081 + Penalty 6620.450352 = -99667513.621729 nChanged 30 SP:Iteration 38Q (14108.580000 sec): 3 clusters Score: Raw -99674139.252119 + Penalty 6620.450352 = -99667518.801767 nChanged 32 SP:Iteration 39Q (14110.460000 sec): 3 clusters Score: Raw -99674145.390462 + Penalty 6620.450352 = -99667524.940110 nChanged 32 SP:Iteration 40F (14113.180000 sec): 3 clusters Score: Raw -99674150.865669 + Penalty 6620.450352 = -99667530.415317 nChanged 31 SP:Iteration 41Q (14115.060000 sec): 3 clusters Score: Raw -99674156.289103 + Penalty 6620.450352 = -99667535.838752 nChanged 42 SP:Iteration 42Q (14116.940000 sec): 3 clusters Score: Raw -99674163.001591 + Penalty 6620.450352 = -99667542.551239 nChanged 34 SP:Iteration 43Q (14118.820000 sec): 3 clusters Score: Raw -99674169.012666 + Penalty 6620.450352 = -99667548.562314 nChanged 40 SP:Iteration 44Q (14120.690000 sec): 3 clusters Score: Raw -99674173.789019 + Penalty 6620.450352 = -99667553.338667 nChanged 28 SP:Iteration 45Q (14122.570000 sec): 3 clusters Score: Raw -99674178.171505 + Penalty 6620.450352 = -99667557.721153 nChanged 30 SP:Iteration 46Q (14124.420000 sec): 3 clusters Score: Raw -99674182.554594 + Penalty 6620.450352 = -99667562.104242 nChanged 20 SP:Iteration 47Q (14126.300000 sec): 3 clusters Score: Raw -99674185.241800 + Penalty 6620.450352 = -99667564.791448 nChanged 14 SP:Iteration 48Q (14128.190000 sec): 3 clusters Score: Raw -99674187.356111 + Penalty 6620.450352 = -99667566.905759 nChanged 16 SP:Iteration 49Q (14130.070000 sec): 3 clusters Score: Raw -99674189.308727 + Penalty 6620.450352 = -99667568.858375 nChanged 9 SP:Iteration 50Q (14131.950000 sec): 3 clusters Score: Raw -99674191.209365 + Penalty 6620.450352 = -99667570.759014 nChanged 11 SP:Iteration 51Q (14133.840000 sec): 3 clusters Score: Raw -99674193.144828 + Penalty 6620.450352 = -99667572.694476 nChanged 13 SP:Iteration 52Q (14135.720000 sec): 3 clusters Score: Raw -99674195.304772 + Penalty 6620.450352 = -99667574.854420 nChanged 12 SP:Iteration 53Q (14137.600000 sec): 3 clusters Score: Raw -99674196.957702 + Penalty 6620.450352 = -99667576.507350 nChanged 11 SP:Iteration 54Q (14139.490000 sec): 3 clusters Score: Raw -99674198.792439 + Penalty 6620.450352 = -99667578.342087 nChanged 20 SP:Iteration 55Q (14141.370000 sec): 3 clusters Score: Raw -99674201.352248 + Penalty 6620.450352 = -99667580.901896 nChanged 19 SP:Iteration 56Q (14143.250000 sec): 3 clusters Score: Raw -99674204.301195 + Penalty 6620.450352 = -99667583.850843 nChanged 22 SP:Iteration 57Q (14145.130000 sec): 3 clusters Score: Raw -99674207.426866 + Penalty 6620.450352 = -99667586.976514 nChanged 14 SP:Iteration 58Q (14147.000000 sec): 3 clusters Score: Raw -99674209.628416 + Penalty 6620.450352 = -99667589.178064 nChanged 15 SP:Iteration 59Q (14148.870000 sec): 3 clusters Score: Raw -99674211.833888 + Penalty 6620.450352 = -99667591.383536 nChanged 17 SP:Iteration 60F (14151.570000 sec): 3 clusters Score: Raw -99674214.202043 + Penalty 6620.450352 = -99667593.751691 nChanged 19 SP:Iteration 61Q (14153.400000 sec): 3 clusters Score: Raw -99674217.739046 + Penalty 6620.450352 = -99667597.288694 nChanged 19 SP:Iteration 62Q (14155.210000 sec): 3 clusters Score: Raw -99674220.451247 + Penalty 6620.450352 = -99667600.000895 nChanged 17 SP:Iteration 63Q (14157.030000 sec): 3 clusters Score: Raw -99674223.157128 + Penalty 6620.450352 = -99667602.706776 nChanged 15 SP:Iteration 64Q (14158.900000 sec): 3 clusters Score: Raw -99674225.471142 + Penalty 6620.450352 = -99667605.020790 nChanged 14 SP:Iteration 65Q (14160.760000 sec): 3 clusters Score: Raw -99674227.374878 + Penalty 6620.450352 = -99667606.924526 nChanged 13 SP:Iteration 66Q (14162.640000 sec): 3 clusters Score: Raw -99674228.961898 + Penalty 6620.450352 = -99667608.511546 nChanged 8 SP:Iteration 67Q (14164.520000 sec): 3 clusters Score: Raw -99674230.074438 + Penalty 6620.450352 = -99667609.624086 nChanged 10 SP:Iteration 68Q (14166.390000 sec): 3 clusters Score: Raw -99674231.668277 + Penalty 6620.450352 = -99667611.217926 nChanged 12 SP:Iteration 69Q (14168.260000 sec): 3 clusters Score: Raw -99674233.231179 + Penalty 6620.450352 = -99667612.780827 nChanged 10 SP:Iteration 70Q (14170.140000 sec): 3 clusters Score: Raw -99674234.571702 + Penalty 6620.450352 = -99667614.121350 nChanged 6 SP:Iteration 71Q (14172.010000 sec): 3 clusters Score: Raw -99674235.412630 + Penalty 6620.450352 = -99667614.962278 nChanged 7 SP:Iteration 72Q (14173.880000 sec): 3 clusters Score: Raw -99674236.213459 + Penalty 6620.450352 = -99667615.763107 nChanged 4 SP:Iteration 73Q (14175.760000 sec): 3 clusters Score: Raw -99674236.708690 + Penalty 6620.450352 = -99667616.258338 nChanged 6 SP:Iteration 74Q (14177.640000 sec): 3 clusters Score: Raw -99674237.737515 + Penalty 6620.450352 = -99667617.287163 nChanged 6 SP:Iteration 75Q (14179.540000 sec): 3 clusters Score: Raw -99674238.524510 + Penalty 6620.450352 = -99667618.074158 nChanged 5 SP:Iteration 76Q (14181.420000 sec): 3 clusters Score: Raw -99674238.916316 + Penalty 6620.450352 = -99667618.465964 nChanged 2 SP:Iteration 77Q (14183.300000 sec): 3 clusters Score: Raw -99674239.209137 + Penalty 6620.450352 = -99667618.758785 nChanged 3 SP:Iteration 78Q (14185.180000 sec): 3 clusters Score: Raw -99674239.399153 + Penalty 6620.450352 = -99667618.948801 nChanged 1 SP:Iteration 79Q (14187.060000 sec): 3 clusters Score: Raw -99674239.430810 + Penalty 6620.450352 = -99667618.980458 nChanged 1 SP:Iteration 80F (14189.770000 sec): 3 clusters Score: Raw -99674239.488778 + Penalty 6620.450352 = -99667619.038426 nChanged 1 SP:Iteration 81Q (14191.650000 sec): 3 clusters Score: Raw -99674239.668181 + Penalty 6620.450352 = -99667619.217829 nChanged 0 SP:Iteration 82F (14194.370000 sec): 3 clusters Score: Raw -99674239.668181 + Penalty 6620.450352 = -99667619.217829 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 13 (10403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14194.630000 sec): 2 clusters Score: Raw -1675388.501051 + Penalty 2293.962677 = -1673094.538373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14194.670000 sec): 3 clusters Score: Raw -1669770.124547 + Penalty 4587.925355 = -1665182.199192 nChanged 4327 SP:Iteration 1F (14194.720000 sec): 3 clusters Score: Raw -1672048.808175 + Penalty 4587.925355 = -1667460.882820 nChanged 666 SP:Iteration 2F (14194.760000 sec): 3 clusters Score: Raw -1672344.467122 + Penalty 4587.925355 = -1667756.541767 nChanged 469 SP:Iteration 3Q (14194.810000 sec): 3 clusters Score: Raw -1672528.490848 + Penalty 4587.925355 = -1667940.565493 nChanged 403 SP:Iteration 4Q (14194.850000 sec): 3 clusters Score: Raw -1672679.590995 + Penalty 4587.925355 = -1668091.665640 nChanged 342 SP:Iteration 5Q (14194.890000 sec): 3 clusters Score: Raw -1672819.241618 + Penalty 4587.925355 = -1668231.316263 nChanged 349 SP:Iteration 6Q (14194.940000 sec): 3 clusters Score: Raw -1672973.346808 + Penalty 4587.925355 = -1668385.421453 nChanged 352 SP:Iteration 7Q (14194.980000 sec): 3 clusters Score: Raw -1673137.017949 + Penalty 4587.925355 = -1668549.092595 nChanged 339 SP:Iteration 8Q (14195.030000 sec): 3 clusters Score: Raw -1673313.415682 + Penalty 4587.925355 = -1668725.490328 nChanged 392 SP:Iteration 9Q (14195.070000 sec): 3 clusters Score: Raw -1673529.657824 + Penalty 4587.925355 = -1668941.732470 nChanged 434 SP:Iteration 10Q (14195.110000 sec): 3 clusters Score: Raw -1673793.681993 + Penalty 4587.925355 = -1669205.756638 nChanged 445 SP:Iteration 11Q (14195.160000 sec): 3 clusters Score: Raw -1674155.970014 + Penalty 4587.925355 = -1669568.044659 nChanged 540 SP:Iteration 12F (14195.200000 sec): 3 clusters Score: Raw -1674681.651866 + Penalty 4587.925355 = -1670093.726511 nChanged 579 SP:Iteration 13F (14195.250000 sec): 3 clusters Score: Raw -1675328.568389 + Penalty 4587.925355 = -1670740.643034 nChanged 539 SP:Iteration 14F (14195.290000 sec): 3 clusters Score: Raw -1675923.257432 + Penalty 4587.925355 = -1671335.332078 nChanged 424 SP:Iteration 15Q (14195.330000 sec): 3 clusters Score: Raw -1676309.316162 + Penalty 4587.925355 = -1671721.390808 nChanged 285 SP:Iteration 16Q (14195.370000 sec): 3 clusters Score: Raw -1676495.021309 + Penalty 4587.925355 = -1671907.095954 nChanged 181 SP:Iteration 17Q (14195.410000 sec): 3 clusters Score: Raw -1676586.158300 + Penalty 4587.925355 = -1671998.232946 nChanged 101 SP:Iteration 18Q (14195.450000 sec): 3 clusters Score: Raw -1676626.519059 + Penalty 4587.925355 = -1672038.593704 nChanged 69 SP:Iteration 19Q (14195.490000 sec): 3 clusters Score: Raw -1676647.910670 + Penalty 4587.925355 = -1672059.985315 nChanged 53 SP:Iteration 20F (14195.530000 sec): 3 clusters Score: Raw -1676659.388205 + Penalty 4587.925355 = -1672071.462850 nChanged 27 SP:Iteration 21Q (14195.570000 sec): 3 clusters Score: Raw -1676665.154954 + Penalty 4587.925355 = -1672077.229599 nChanged 19 SP:Iteration 22Q (14195.610000 sec): 3 clusters Score: Raw -1676668.677789 + Penalty 4587.925355 = -1672080.752434 nChanged 13 SP:Iteration 23Q (14195.650000 sec): 3 clusters Score: Raw -1676670.939280 + Penalty 4587.925355 = -1672083.013925 nChanged 15 SP:Iteration 24Q (14195.690000 sec): 3 clusters Score: Raw -1676673.342219 + Penalty 4587.925355 = -1672085.416864 nChanged 7 SP:Iteration 25Q (14195.720000 sec): 3 clusters Score: Raw -1676674.173450 + Penalty 4587.925355 = -1672086.248096 nChanged 5 SP:Iteration 26Q (14195.760000 sec): 3 clusters Score: Raw -1676675.060470 + Penalty 4587.925355 = -1672087.135115 nChanged 5 SP:Iteration 27Q (14195.800000 sec): 3 clusters Score: Raw -1676675.920352 + Penalty 4587.925355 = -1672087.994997 nChanged 1 SP:Iteration 28Q (14195.840000 sec): 3 clusters Score: Raw -1676676.026088 + Penalty 4587.925355 = -1672088.100734 nChanged 0 SP:Iteration 29F (14195.880000 sec): 3 clusters Score: Raw -1676676.026088 + Penalty 4587.925355 = -1672088.100734 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 14 (56101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14196.100000 sec): 2 clusters Score: Raw -8586372.572822 + Penalty 2711.857411 = -8583660.715411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14196.350000 sec): 3 clusters Score: Raw -8551530.142354 + Penalty 5423.714823 = -8546106.427531 nChanged 25856 SP:Iteration 1F (14196.600000 sec): 3 clusters Score: Raw -8566298.579142 + Penalty 5423.714823 = -8560874.864320 nChanged 2904 SP:Iteration 2F (14196.840000 sec): 3 clusters Score: Raw -8567523.461973 + Penalty 5423.714823 = -8562099.747150 nChanged 3274 SP:Iteration 3F (14197.090000 sec): 3 clusters Score: Raw -8569228.045172 + Penalty 5423.714823 = -8563804.330350 nChanged 3871 SP:Iteration 4F (14197.330000 sec): 3 clusters Score: Raw -8571825.946427 + Penalty 5423.714823 = -8566402.231604 nChanged 4216 SP:Iteration 5F (14197.570000 sec): 3 clusters Score: Raw -8575194.911976 + Penalty 5423.714823 = -8569771.197153 nChanged 4025 SP:Iteration 6F (14197.820000 sec): 3 clusters Score: Raw -8578778.789820 + Penalty 5423.714823 = -8573355.074997 nChanged 3101 SP:Iteration 7F (14198.060000 sec): 3 clusters Score: Raw -8581712.344697 + Penalty 5423.714823 = -8576288.629875 nChanged 2109 SP:Iteration 8Q (14198.300000 sec): 3 clusters Score: Raw -8583498.115046 + Penalty 5423.714823 = -8578074.400224 nChanged 1436 SP:Iteration 9Q (14198.520000 sec): 3 clusters Score: Raw -8584439.892348 + Penalty 5423.714823 = -8579016.177525 nChanged 964 SP:Iteration 10Q (14198.730000 sec): 3 clusters Score: Raw -8584921.485126 + Penalty 5423.714823 = -8579497.770303 nChanged 701 SP:Iteration 11Q (14198.930000 sec): 3 clusters Score: Raw -8585258.296274 + Penalty 5423.714823 = -8579834.581452 nChanged 565 SP:Iteration 12Q (14199.130000 sec): 3 clusters Score: Raw -8585513.167163 + Penalty 5423.714823 = -8580089.452340 nChanged 459 SP:Iteration 13Q (14199.340000 sec): 3 clusters Score: Raw -8585709.587319 + Penalty 5423.714823 = -8580285.872496 nChanged 414 SP:Iteration 14Q (14199.530000 sec): 3 clusters Score: Raw -8585873.662653 + Penalty 5423.714823 = -8580449.947830 nChanged 354 SP:Iteration 15Q (14199.730000 sec): 3 clusters Score: Raw -8586016.536979 + Penalty 5423.714823 = -8580592.822156 nChanged 310 SP:Iteration 16Q (14199.920000 sec): 3 clusters Score: Raw -8586135.527194 + Penalty 5423.714823 = -8580711.812372 nChanged 271 SP:Iteration 17Q (14200.110000 sec): 3 clusters Score: Raw -8586238.742684 + Penalty 5423.714823 = -8580815.027861 nChanged 233 SP:Iteration 18Q (14200.290000 sec): 3 clusters Score: Raw -8586326.740351 + Penalty 5423.714823 = -8580903.025528 nChanged 217 SP:Iteration 19Q (14200.480000 sec): 3 clusters Score: Raw -8586405.295444 + Penalty 5423.714823 = -8580981.580622 nChanged 193 SP:Iteration 20F (14200.730000 sec): 3 clusters Score: Raw -8586480.287066 + Penalty 5423.714823 = -8581056.572243 nChanged 163 SP:Iteration 21Q (14200.910000 sec): 3 clusters Score: Raw -8586531.345158 + Penalty 5423.714823 = -8581107.630335 nChanged 131 SP:Iteration 22Q (14201.090000 sec): 3 clusters Score: Raw -8586570.402315 + Penalty 5423.714823 = -8581146.687492 nChanged 104 SP:Iteration 23Q (14201.290000 sec): 3 clusters Score: Raw -8586602.731128 + Penalty 5423.714823 = -8581179.016305 nChanged 91 SP:Iteration 24Q (14201.470000 sec): 3 clusters Score: Raw -8586628.372354 + Penalty 5423.714823 = -8581204.657531 nChanged 77 SP:Iteration 25Q (14201.650000 sec): 3 clusters Score: Raw -8586650.795181 + Penalty 5423.714823 = -8581227.080359 nChanged 71 SP:Iteration 26Q (14201.830000 sec): 3 clusters Score: Raw -8586673.191124 + Penalty 5423.714823 = -8581249.476302 nChanged 70 SP:Iteration 27Q (14202.010000 sec): 3 clusters Score: Raw -8586693.847475 + Penalty 5423.714823 = -8581270.132652 nChanged 74 SP:Iteration 28Q (14202.200000 sec): 3 clusters Score: Raw -8586715.477859 + Penalty 5423.714823 = -8581291.763036 nChanged 64 SP:Iteration 29Q (14202.380000 sec): 3 clusters Score: Raw -8586732.881558 + Penalty 5423.714823 = -8581309.166735 nChanged 55 SP:Iteration 30Q (14202.550000 sec): 3 clusters Score: Raw -8586750.910982 + Penalty 5423.714823 = -8581327.196160 nChanged 69 SP:Iteration 31Q (14202.730000 sec): 3 clusters Score: Raw -8586767.725101 + Penalty 5423.714823 = -8581344.010278 nChanged 47 SP:Iteration 32Q (14202.910000 sec): 3 clusters Score: Raw -8586780.514238 + Penalty 5423.714823 = -8581356.799415 nChanged 47 SP:Iteration 33Q (14203.090000 sec): 3 clusters Score: Raw -8586793.634999 + Penalty 5423.714823 = -8581369.920176 nChanged 40 SP:Iteration 34Q (14203.280000 sec): 3 clusters Score: Raw -8586803.403737 + Penalty 5423.714823 = -8581379.688915 nChanged 36 SP:Iteration 35Q (14203.460000 sec): 3 clusters Score: Raw -8586812.458677 + Penalty 5423.714823 = -8581388.743854 nChanged 29 SP:Iteration 36Q (14203.640000 sec): 3 clusters Score: Raw -8586820.380092 + Penalty 5423.714823 = -8581396.665269 nChanged 35 SP:Iteration 37Q (14203.820000 sec): 3 clusters Score: Raw -8586830.036609 + Penalty 5423.714823 = -8581406.321786 nChanged 28 SP:Iteration 38Q (14204.000000 sec): 3 clusters Score: Raw -8586837.072481 + Penalty 5423.714823 = -8581413.357658 nChanged 25 SP:Iteration 39Q (14204.180000 sec): 3 clusters Score: Raw -8586842.565522 + Penalty 5423.714823 = -8581418.850699 nChanged 20 SP:Iteration 40F (14204.420000 sec): 3 clusters Score: Raw -8586847.064096 + Penalty 5423.714823 = -8581423.349274 nChanged 17 SP:Iteration 41Q (14204.600000 sec): 3 clusters Score: Raw -8586852.141517 + Penalty 5423.714823 = -8581428.426694 nChanged 20 SP:Iteration 42Q (14204.780000 sec): 3 clusters Score: Raw -8586857.702676 + Penalty 5423.714823 = -8581433.987854 nChanged 14 SP:Iteration 43Q (14204.950000 sec): 3 clusters Score: Raw -8586861.120888 + Penalty 5423.714823 = -8581437.406066 nChanged 11 SP:Iteration 44Q (14205.140000 sec): 3 clusters Score: Raw -8586863.655043 + Penalty 5423.714823 = -8581439.940220 nChanged 13 SP:Iteration 45Q (14205.310000 sec): 3 clusters Score: Raw -8586866.506916 + Penalty 5423.714823 = -8581442.792093 nChanged 8 SP:Iteration 46Q (14205.490000 sec): 3 clusters Score: Raw -8586867.891766 + Penalty 5423.714823 = -8581444.176943 nChanged 9 SP:Iteration 47Q (14205.670000 sec): 3 clusters Score: Raw -8586869.830646 + Penalty 5423.714823 = -8581446.115824 nChanged 10 SP:Iteration 48Q (14205.850000 sec): 3 clusters Score: Raw -8586871.960202 + Penalty 5423.714823 = -8581448.245379 nChanged 10 SP:Iteration 49Q (14206.030000 sec): 3 clusters Score: Raw -8586874.563933 + Penalty 5423.714823 = -8581450.849110 nChanged 12 SP:Iteration 50Q (14206.210000 sec): 3 clusters Score: Raw -8586877.959239 + Penalty 5423.714823 = -8581454.244417 nChanged 15 SP:Iteration 51Q (14206.390000 sec): 3 clusters Score: Raw -8586882.585875 + Penalty 5423.714823 = -8581458.871052 nChanged 17 SP:Iteration 52Q (14206.560000 sec): 3 clusters Score: Raw -8586887.619592 + Penalty 5423.714823 = -8581463.904770 nChanged 16 SP:Iteration 53Q (14206.740000 sec): 3 clusters Score: Raw -8586892.920349 + Penalty 5423.714823 = -8581469.205527 nChanged 20 SP:Iteration 54Q (14206.920000 sec): 3 clusters Score: Raw -8586899.251844 + Penalty 5423.714823 = -8581475.537021 nChanged 21 SP:Iteration 55Q (14207.100000 sec): 3 clusters Score: Raw -8586905.177559 + Penalty 5423.714823 = -8581481.462737 nChanged 19 SP:Iteration 56Q (14207.280000 sec): 3 clusters Score: Raw -8586910.467574 + Penalty 5423.714823 = -8581486.752751 nChanged 18 SP:Iteration 57Q (14207.460000 sec): 3 clusters Score: Raw -8586915.822251 + Penalty 5423.714823 = -8581492.107428 nChanged 19 SP:Iteration 58Q (14207.640000 sec): 3 clusters Score: Raw -8586920.133883 + Penalty 5423.714823 = -8581496.419060 nChanged 16 SP:Iteration 59Q (14207.810000 sec): 3 clusters Score: Raw -8586926.091840 + Penalty 5423.714823 = -8581502.377017 nChanged 22 SP:Iteration 60F (14208.060000 sec): 3 clusters Score: Raw -8586934.841271 + Penalty 5423.714823 = -8581511.126448 nChanged 23 SP:Iteration 61Q (14208.230000 sec): 3 clusters Score: Raw -8586941.244002 + Penalty 5423.714823 = -8581517.529180 nChanged 26 SP:Iteration 62Q (14208.410000 sec): 3 clusters Score: Raw -8586950.472273 + Penalty 5423.714823 = -8581526.757450 nChanged 25 SP:Iteration 63Q (14208.580000 sec): 3 clusters Score: Raw -8586957.618717 + Penalty 5423.714823 = -8581533.903895 nChanged 16 SP:Iteration 64Q (14208.760000 sec): 3 clusters Score: Raw -8586961.619684 + Penalty 5423.714823 = -8581537.904861 nChanged 12 SP:Iteration 65Q (14208.940000 sec): 3 clusters Score: Raw -8586964.581897 + Penalty 5423.714823 = -8581540.867075 nChanged 9 SP:Iteration 66Q (14209.120000 sec): 3 clusters Score: Raw -8586966.715607 + Penalty 5423.714823 = -8581543.000785 nChanged 8 SP:Iteration 67Q (14209.290000 sec): 3 clusters Score: Raw -8586968.397601 + Penalty 5423.714823 = -8581544.682779 nChanged 8 SP:Iteration 68Q (14209.470000 sec): 3 clusters Score: Raw -8586970.141417 + Penalty 5423.714823 = -8581546.426594 nChanged 9 SP:Iteration 69Q (14209.640000 sec): 3 clusters Score: Raw -8586971.820364 + Penalty 5423.714823 = -8581548.105541 nChanged 8 SP:Iteration 70Q (14209.820000 sec): 3 clusters Score: Raw -8586973.668664 + Penalty 5423.714823 = -8581549.953841 nChanged 5 SP:Iteration 71Q (14210.000000 sec): 3 clusters Score: Raw -8586974.881846 + Penalty 5423.714823 = -8581551.167023 nChanged 4 SP:Iteration 72Q (14210.170000 sec): 3 clusters Score: Raw -8586976.105177 + Penalty 5423.714823 = -8581552.390354 nChanged 9 SP:Iteration 73Q (14210.340000 sec): 3 clusters Score: Raw -8586979.410414 + Penalty 5423.714823 = -8581555.695591 nChanged 13 SP:Iteration 74Q (14210.520000 sec): 3 clusters Score: Raw -8586983.981279 + Penalty 5423.714823 = -8581560.266456 nChanged 13 SP:Iteration 75Q (14210.700000 sec): 3 clusters Score: Raw -8586988.113595 + Penalty 5423.714823 = -8581564.398772 nChanged 12 SP:Iteration 76Q (14210.870000 sec): 3 clusters Score: Raw -8586993.119835 + Penalty 5423.714823 = -8581569.405012 nChanged 13 SP:Iteration 77Q (14211.060000 sec): 3 clusters Score: Raw -8586997.302915 + Penalty 5423.714823 = -8581573.588092 nChanged 14 SP:Iteration 78Q (14211.230000 sec): 3 clusters Score: Raw -8587001.770753 + Penalty 5423.714823 = -8581578.055930 nChanged 15 SP:Iteration 79Q (14211.400000 sec): 3 clusters Score: Raw -8587005.391049 + Penalty 5423.714823 = -8581581.676227 nChanged 6 SP:Iteration 80F (14211.650000 sec): 3 clusters Score: Raw -8587006.494313 + Penalty 5423.714823 = -8581582.779490 nChanged 6 SP:Iteration 81Q (14211.820000 sec): 3 clusters Score: Raw -8587007.922103 + Penalty 5423.714823 = -8581584.207280 nChanged 7 SP:Iteration 82Q (14212.000000 sec): 3 clusters Score: Raw -8587010.192811 + Penalty 5423.714823 = -8581586.477988 nChanged 4 SP:Iteration 83Q (14212.180000 sec): 3 clusters Score: Raw -8587011.312438 + Penalty 5423.714823 = -8581587.597615 nChanged 7 SP:Iteration 84Q (14212.350000 sec): 3 clusters Score: Raw -8587013.583052 + Penalty 5423.714823 = -8581589.868229 nChanged 9 SP:Iteration 85Q (14212.520000 sec): 3 clusters Score: Raw -8587015.686200 + Penalty 5423.714823 = -8581591.971378 nChanged 8 SP:Iteration 86Q (14212.700000 sec): 3 clusters Score: Raw -8587017.809916 + Penalty 5423.714823 = -8581594.095093 nChanged 9 SP:Iteration 87Q (14212.870000 sec): 3 clusters Score: Raw -8587020.975321 + Penalty 5423.714823 = -8581597.260498 nChanged 8 SP:Iteration 88Q (14213.050000 sec): 3 clusters Score: Raw -8587023.108030 + Penalty 5423.714823 = -8581599.393207 nChanged 9 SP:Iteration 89Q (14213.230000 sec): 3 clusters Score: Raw -8587025.174528 + Penalty 5423.714823 = -8581601.459706 nChanged 3 SP:Iteration 90Q (14213.400000 sec): 3 clusters Score: Raw -8587025.831827 + Penalty 5423.714823 = -8581602.117004 nChanged 4 SP:Iteration 91Q (14213.580000 sec): 3 clusters Score: Raw -8587026.630574 + Penalty 5423.714823 = -8581602.915751 nChanged 2 SP:Iteration 92Q (14213.750000 sec): 3 clusters Score: Raw -8587027.106807 + Penalty 5423.714823 = -8581603.391984 nChanged 1 SP:Iteration 93Q (14213.920000 sec): 3 clusters Score: Raw -8587027.560846 + Penalty 5423.714823 = -8581603.846024 nChanged 3 SP:Iteration 94Q (14214.100000 sec): 3 clusters Score: Raw -8587028.194534 + Penalty 5423.714823 = -8581604.479712 nChanged 0 SP:Iteration 95F (14214.340000 sec): 3 clusters Score: Raw -8587028.194534 + Penalty 5423.714823 = -8581604.479712 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 15 (23747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14214.440000 sec): 2 clusters Score: Raw -3610189.165659 + Penalty 2498.652448 = -3607690.513210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14214.540000 sec): 3 clusters Score: Raw -3595964.968229 + Penalty 4997.304897 = -3590967.663332 nChanged 10648 SP:Iteration 1F (14214.650000 sec): 3 clusters Score: Raw -3601735.059034 + Penalty 4997.304897 = -3596737.754137 nChanged 1242 SP:Iteration 2F (14214.750000 sec): 3 clusters Score: Raw -3602148.411725 + Penalty 4997.304897 = -3597151.106828 nChanged 1083 SP:Iteration 3Q (14214.860000 sec): 3 clusters Score: Raw -3602519.204232 + Penalty 4997.304897 = -3597521.899335 nChanged 947 SP:Iteration 4Q (14214.960000 sec): 3 clusters Score: Raw -3602823.122844 + Penalty 4997.304897 = -3597825.817947 nChanged 830 SP:Iteration 5Q (14215.070000 sec): 3 clusters Score: Raw -3603066.983864 + Penalty 4997.304897 = -3598069.678967 nChanged 749 SP:Iteration 6Q (14215.180000 sec): 3 clusters Score: Raw -3603302.588770 + Penalty 4997.304897 = -3598305.283873 nChanged 747 SP:Iteration 7Q (14215.280000 sec): 3 clusters Score: Raw -3603547.443280 + Penalty 4997.304897 = -3598550.138383 nChanged 766 SP:Iteration 8Q (14215.380000 sec): 3 clusters Score: Raw -3603843.218175 + Penalty 4997.304897 = -3598845.913278 nChanged 831 SP:Iteration 9Q (14215.480000 sec): 3 clusters Score: Raw -3604225.093232 + Penalty 4997.304897 = -3599227.788335 nChanged 972 SP:Iteration 10Q (14215.590000 sec): 3 clusters Score: Raw -3604770.215646 + Penalty 4997.304897 = -3599772.910749 nChanged 1130 SP:Iteration 11Q (14215.690000 sec): 3 clusters Score: Raw -3605502.836426 + Penalty 4997.304897 = -3600505.531529 nChanged 1337 SP:Iteration 12F (14215.800000 sec): 3 clusters Score: Raw -3606544.364416 + Penalty 4997.304897 = -3601547.059519 nChanged 1466 SP:Iteration 13F (14215.900000 sec): 3 clusters Score: Raw -3607636.628900 + Penalty 4997.304897 = -3602639.324004 nChanged 1254 SP:Iteration 14F (14216.000000 sec): 3 clusters Score: Raw -3608463.754055 + Penalty 4997.304897 = -3603466.449158 nChanged 1068 SP:Iteration 15Q (14216.100000 sec): 3 clusters Score: Raw -3609073.869469 + Penalty 4997.304897 = -3604076.564572 nChanged 835 SP:Iteration 16Q (14216.200000 sec): 3 clusters Score: Raw -3609501.460467 + Penalty 4997.304897 = -3604504.155571 nChanged 650 SP:Iteration 17Q (14216.310000 sec): 3 clusters Score: Raw -3609740.466188 + Penalty 4997.304897 = -3604743.161291 nChanged 455 SP:Iteration 18Q (14216.410000 sec): 3 clusters Score: Raw -3609872.581608 + Penalty 4997.304897 = -3604875.276711 nChanged 376 SP:Iteration 19Q (14216.510000 sec): 3 clusters Score: Raw -3609958.389861 + Penalty 4997.304897 = -3604961.084964 nChanged 243 SP:Iteration 20F (14216.610000 sec): 3 clusters Score: Raw -3610004.007104 + Penalty 4997.304897 = -3605006.702207 nChanged 166 SP:Iteration 21Q (14216.720000 sec): 3 clusters Score: Raw -3610031.452175 + Penalty 4997.304897 = -3605034.147278 nChanged 119 SP:Iteration 22Q (14216.820000 sec): 3 clusters Score: Raw -3610051.152714 + Penalty 4997.304897 = -3605053.847817 nChanged 112 SP:Iteration 23Q (14216.920000 sec): 3 clusters Score: Raw -3610072.624955 + Penalty 4997.304897 = -3605075.320058 nChanged 113 SP:Iteration 24Q (14217.030000 sec): 3 clusters Score: Raw -3610087.488621 + Penalty 4997.304897 = -3605090.183725 nChanged 88 SP:Iteration 25Q (14217.130000 sec): 3 clusters Score: Raw -3610096.959122 + Penalty 4997.304897 = -3605099.654225 nChanged 73 SP:Iteration 26Q (14217.230000 sec): 3 clusters Score: Raw -3610104.065222 + Penalty 4997.304897 = -3605106.760325 nChanged 53 SP:Iteration 27Q (14217.340000 sec): 3 clusters Score: Raw -3610108.358104 + Penalty 4997.304897 = -3605111.053207 nChanged 39 SP:Iteration 28Q (14217.440000 sec): 3 clusters Score: Raw -3610110.956069 + Penalty 4997.304897 = -3605113.651172 nChanged 35 SP:Iteration 29Q (14217.540000 sec): 3 clusters Score: Raw -3610114.074152 + Penalty 4997.304897 = -3605116.769255 nChanged 36 SP:Iteration 30Q (14217.650000 sec): 3 clusters Score: Raw -3610116.497080 + Penalty 4997.304897 = -3605119.192183 nChanged 19 SP:Iteration 31Q (14217.750000 sec): 3 clusters Score: Raw -3610117.943898 + Penalty 4997.304897 = -3605120.639001 nChanged 15 SP:Iteration 32Q (14217.850000 sec): 3 clusters Score: Raw -3610118.776220 + Penalty 4997.304897 = -3605121.471323 nChanged 14 SP:Iteration 33Q (14217.950000 sec): 3 clusters Score: Raw -3610119.829862 + Penalty 4997.304897 = -3605122.524965 nChanged 17 SP:Iteration 34Q (14218.050000 sec): 3 clusters Score: Raw -3610120.965117 + Penalty 4997.304897 = -3605123.660220 nChanged 10 SP:Iteration 35Q (14218.150000 sec): 3 clusters Score: Raw -3610121.844177 + Penalty 4997.304897 = -3605124.539280 nChanged 5 SP:Iteration 36Q (14218.250000 sec): 3 clusters Score: Raw -3610122.133747 + Penalty 4997.304897 = -3605124.828850 nChanged 3 SP:Iteration 37Q (14218.350000 sec): 3 clusters Score: Raw -3610122.315530 + Penalty 4997.304897 = -3605125.010633 nChanged 2 SP:Iteration 38Q (14218.450000 sec): 3 clusters Score: Raw -3610122.447763 + Penalty 4997.304897 = -3605125.142866 nChanged 2 SP:Iteration 39Q (14218.550000 sec): 3 clusters Score: Raw -3610122.599112 + Penalty 4997.304897 = -3605125.294215 nChanged 4 SP:Iteration 40F (14218.650000 sec): 3 clusters Score: Raw -3610122.805053 + Penalty 4997.304897 = -3605125.500156 nChanged 2 SP:Iteration 41Q (14218.760000 sec): 3 clusters Score: Raw -3610122.969127 + Penalty 4997.304897 = -3605125.664230 nChanged 4 SP:Iteration 42Q (14218.860000 sec): 3 clusters Score: Raw -3610123.266263 + Penalty 4997.304897 = -3605125.961366 nChanged 2 SP:Iteration 43Q (14218.960000 sec): 3 clusters Score: Raw -3610123.359794 + Penalty 4997.304897 = -3605126.054897 nChanged 1 SP:Iteration 44Q (14219.060000 sec): 3 clusters Score: Raw -3610123.389835 + Penalty 4997.304897 = -3605126.084938 nChanged 1 SP:Iteration 45Q (14219.160000 sec): 3 clusters Score: Raw -3610123.433313 + Penalty 4997.304897 = -3605126.128416 nChanged 1 SP:Iteration 46Q (14219.260000 sec): 3 clusters Score: Raw -3610123.509655 + Penalty 4997.304897 = -3605126.204759 nChanged 0 SP:Iteration 47F (14219.360000 sec): 3 clusters Score: Raw -3610123.509655 + Penalty 4997.304897 = -3605126.204759 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 16 (153250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14219.920000 sec): 2 clusters Score: Raw -24758784.387513 + Penalty 2961.076812 = -24755823.310702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14220.590000 sec): 3 clusters Score: Raw -24659187.223058 + Penalty 5922.153623 = -24653265.069434 nChanged 73366 SP:Iteration 1F (14221.260000 sec): 3 clusters Score: Raw -24701926.622331 + Penalty 5922.153623 = -24696004.468707 nChanged 4974 SP:Iteration 2Q (14221.940000 sec): 3 clusters Score: Raw -24703296.835953 + Penalty 5922.153623 = -24697374.682329 nChanged 6022 SP:Iteration 3Q (14222.620000 sec): 3 clusters Score: Raw -24705526.427240 + Penalty 5922.153623 = -24699604.273617 nChanged 7942 SP:Iteration 4F (14223.290000 sec): 3 clusters Score: Raw -24709564.095686 + Penalty 5922.153623 = -24703641.942062 nChanged 10777 SP:Iteration 5F (14223.950000 sec): 3 clusters Score: Raw -24716798.308095 + Penalty 5922.153623 = -24710876.154472 nChanged 13480 SP:Iteration 6F (14224.620000 sec): 3 clusters Score: Raw -24728367.856472 + Penalty 5922.153623 = -24722445.702848 nChanged 13763 SP:Iteration 7F (14225.290000 sec): 3 clusters Score: Raw -24741835.937104 + Penalty 5922.153623 = -24735913.783481 nChanged 9899 SP:Iteration 8F (14225.950000 sec): 3 clusters Score: Raw -24751797.968207 + Penalty 5922.153623 = -24745875.814583 nChanged 5013 SP:Iteration 9Q (14226.550000 sec): 3 clusters Score: Raw -24756591.098105 + Penalty 5922.153623 = -24750668.944481 nChanged 1851 SP:Iteration 10Q (14227.090000 sec): 3 clusters Score: Raw -24758244.475231 + Penalty 5922.153623 = -24752322.321608 nChanged 658 SP:Iteration 11Q (14227.590000 sec): 3 clusters Score: Raw -24758843.602622 + Penalty 5922.153623 = -24752921.448999 nChanged 253 SP:Iteration 12Q (14228.050000 sec): 3 clusters Score: Raw -24759082.915227 + Penalty 5922.153623 = -24753160.761603 nChanged 116 SP:Iteration 13Q (14228.510000 sec): 3 clusters Score: Raw -24759200.666094 + Penalty 5922.153623 = -24753278.512470 nChanged 79 SP:Iteration 14Q (14228.970000 sec): 3 clusters Score: Raw -24759284.358532 + Penalty 5922.153623 = -24753362.204908 nChanged 60 SP:Iteration 15Q (14229.430000 sec): 3 clusters Score: Raw -24759350.025877 + Penalty 5922.153623 = -24753427.872254 nChanged 45 SP:Iteration 16Q (14229.890000 sec): 3 clusters Score: Raw -24759394.417465 + Penalty 5922.153623 = -24753472.263842 nChanged 30 SP:Iteration 17Q (14230.350000 sec): 3 clusters Score: Raw -24759423.118866 + Penalty 5922.153623 = -24753500.965242 nChanged 28 SP:Iteration 18Q (14230.800000 sec): 3 clusters Score: Raw -24759449.227168 + Penalty 5922.153623 = -24753527.073545 nChanged 24 SP:Iteration 19Q (14231.250000 sec): 3 clusters Score: Raw -24759469.812571 + Penalty 5922.153623 = -24753547.658948 nChanged 14 SP:Iteration 20F (14231.910000 sec): 3 clusters Score: Raw -24759478.685395 + Penalty 5922.153623 = -24753556.531771 nChanged 9 SP:Iteration 21Q (14232.350000 sec): 3 clusters Score: Raw -24759486.040472 + Penalty 5922.153623 = -24753563.886849 nChanged 11 SP:Iteration 22Q (14232.810000 sec): 3 clusters Score: Raw -24759493.424677 + Penalty 5922.153623 = -24753571.271054 nChanged 10 SP:Iteration 23Q (14233.270000 sec): 3 clusters Score: Raw -24759499.781089 + Penalty 5922.153623 = -24753577.627465 nChanged 5 SP:Iteration 24Q (14233.720000 sec): 3 clusters Score: Raw -24759504.434356 + Penalty 5922.153623 = -24753582.280732 nChanged 5 SP:Iteration 25Q (14234.180000 sec): 3 clusters Score: Raw -24759507.612016 + Penalty 5922.153623 = -24753585.458392 nChanged 4 SP:Iteration 26Q (14234.640000 sec): 3 clusters Score: Raw -24759510.788805 + Penalty 5922.153623 = -24753588.635181 nChanged 2 SP:Iteration 27Q (14235.100000 sec): 3 clusters Score: Raw -24759511.383529 + Penalty 5922.153623 = -24753589.229905 nChanged 0 SP:Iteration 28F (14235.750000 sec): 3 clusters Score: Raw -24759511.383529 + Penalty 5922.153623 = -24753589.229905 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 17 (3361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14235.820000 sec): 2 clusters Score: Raw -513554.586512 + Penalty 2013.758469 = -511540.828043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14235.830000 sec): 3 clusters Score: Raw -512076.406230 + Penalty 4027.516939 = -508048.889291 nChanged 1150 SP:Iteration 1F (14235.850000 sec): 3 clusters Score: Raw -512821.403187 + Penalty 4027.516939 = -508793.886248 nChanged 272 SP:Iteration 2F (14235.860000 sec): 3 clusters Score: Raw -513067.626416 + Penalty 4027.516939 = -509040.109477 nChanged 206 SP:Iteration 3F (14235.880000 sec): 3 clusters Score: Raw -513297.269725 + Penalty 4027.516939 = -509269.752787 nChanged 205 SP:Iteration 4F (14235.890000 sec): 3 clusters Score: Raw -513600.434207 + Penalty 4027.516939 = -509572.917268 nChanged 228 SP:Iteration 5F (14235.910000 sec): 3 clusters Score: Raw -514003.110857 + Penalty 4027.516939 = -509975.593918 nChanged 225 SP:Iteration 6F (14235.920000 sec): 3 clusters Score: Raw -514356.558840 + Penalty 4027.516939 = -510329.041901 nChanged 192 SP:Iteration 7F (14235.930000 sec): 3 clusters Score: Raw -514687.745218 + Penalty 4027.516939 = -510660.228279 nChanged 177 SP:Iteration 8F (14235.950000 sec): 3 clusters Score: Raw -515016.439268 + Penalty 4027.516939 = -510988.922330 nChanged 131 SP:Iteration 9Q (14235.960000 sec): 3 clusters Score: Raw -515211.635268 + Penalty 4027.516939 = -511184.118329 nChanged 72 SP:Iteration 10Q (14235.970000 sec): 3 clusters Score: Raw -515279.098386 + Penalty 4027.516939 = -511251.581448 nChanged 35 SP:Iteration 11Q (14235.990000 sec): 3 clusters Score: Raw -515302.851192 + Penalty 4027.516939 = -511275.334253 nChanged 22 SP:Iteration 12Q (14236.000000 sec): 3 clusters Score: Raw -515318.616579 + Penalty 4027.516939 = -511291.099641 nChanged 17 SP:Iteration 13Q (14236.010000 sec): 3 clusters Score: Raw -515327.459766 + Penalty 4027.516939 = -511299.942827 nChanged 9 SP:Iteration 14Q (14236.020000 sec): 3 clusters Score: Raw -515333.015363 + Penalty 4027.516939 = -511305.498424 nChanged 10 SP:Iteration 15Q (14236.030000 sec): 3 clusters Score: Raw -515338.249611 + Penalty 4027.516939 = -511310.732673 nChanged 6 SP:Iteration 16Q (14236.050000 sec): 3 clusters Score: Raw -515340.764585 + Penalty 4027.516939 = -511313.247647 nChanged 4 SP:Iteration 17Q (14236.060000 sec): 3 clusters Score: Raw -515341.773521 + Penalty 4027.516939 = -511314.256583 nChanged 1 SP:Iteration 18Q (14236.070000 sec): 3 clusters Score: Raw -515342.260807 + Penalty 4027.516939 = -511314.743868 nChanged 1 SP:Iteration 19Q (14236.080000 sec): 3 clusters Score: Raw -515343.015914 + Penalty 4027.516939 = -511315.498976 nChanged 3 SP:Iteration 20F (14236.100000 sec): 3 clusters Score: Raw -515343.810720 + Penalty 4027.516939 = -511316.293782 nChanged 1 SP:Iteration 21Q (14236.110000 sec): 3 clusters Score: Raw -515344.275478 + Penalty 4027.516939 = -511316.758540 nChanged 1 SP:Iteration 22Q (14236.120000 sec): 3 clusters Score: Raw -515344.911718 + Penalty 4027.516939 = -511317.394779 nChanged 0 SP:Iteration 23F (14236.130000 sec): 3 clusters Score: Raw -515344.911718 + Penalty 4027.516939 = -511317.394779 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 18 (39909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14236.290000 sec): 2 clusters Score: Raw -6466379.663151 + Penalty 2627.400571 = -6463752.262580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14236.470000 sec): 3 clusters Score: Raw -6441949.820719 + Penalty 5254.801142 = -6436695.019577 nChanged 18229 SP:Iteration 1F (14236.640000 sec): 3 clusters Score: Raw -6452032.240044 + Penalty 5254.801142 = -6446777.438902 nChanged 1742 SP:Iteration 2Q (14236.810000 sec): 3 clusters Score: Raw -6452576.201046 + Penalty 5254.801142 = -6447321.399903 nChanged 1701 SP:Iteration 3Q (14236.990000 sec): 3 clusters Score: Raw -6453152.400902 + Penalty 5254.801142 = -6447897.599760 nChanged 1774 SP:Iteration 4Q (14237.170000 sec): 3 clusters Score: Raw -6453895.431964 + Penalty 5254.801142 = -6448640.630822 nChanged 2024 SP:Iteration 5F (14237.340000 sec): 3 clusters Score: Raw -6454928.887673 + Penalty 5254.801142 = -6449674.086531 nChanged 2453 SP:Iteration 6F (14237.520000 sec): 3 clusters Score: Raw -6456525.596115 + Penalty 5254.801142 = -6451270.794973 nChanged 2933 SP:Iteration 7F (14237.690000 sec): 3 clusters Score: Raw -6458904.228847 + Penalty 5254.801142 = -6453649.427705 nChanged 3086 SP:Iteration 8F (14237.860000 sec): 3 clusters Score: Raw -6461737.518627 + Penalty 5254.801142 = -6456482.717484 nChanged 2515 SP:Iteration 9F (14238.030000 sec): 3 clusters Score: Raw -6464134.355305 + Penalty 5254.801142 = -6458879.554162 nChanged 1547 SP:Iteration 10Q (14238.200000 sec): 3 clusters Score: Raw -6465562.504901 + Penalty 5254.801142 = -6460307.703759 nChanged 747 SP:Iteration 11Q (14238.350000 sec): 3 clusters Score: Raw -6466244.844743 + Penalty 5254.801142 = -6460990.043601 nChanged 334 SP:Iteration 12Q (14238.500000 sec): 3 clusters Score: Raw -6466560.635957 + Penalty 5254.801142 = -6461305.834815 nChanged 171 SP:Iteration 13Q (14238.630000 sec): 3 clusters Score: Raw -6466701.652259 + Penalty 5254.801142 = -6461446.851117 nChanged 81 SP:Iteration 14Q (14238.760000 sec): 3 clusters Score: Raw -6466758.331184 + Penalty 5254.801142 = -6461503.530042 nChanged 48 SP:Iteration 15Q (14238.890000 sec): 3 clusters Score: Raw -6466795.749028 + Penalty 5254.801142 = -6461540.947886 nChanged 40 SP:Iteration 16Q (14239.010000 sec): 3 clusters Score: Raw -6466831.003406 + Penalty 5254.801142 = -6461576.202264 nChanged 32 SP:Iteration 17Q (14239.140000 sec): 3 clusters Score: Raw -6466849.265326 + Penalty 5254.801142 = -6461594.464184 nChanged 10 SP:Iteration 18Q (14239.270000 sec): 3 clusters Score: Raw -6466854.054476 + Penalty 5254.801142 = -6461599.253334 nChanged 6 SP:Iteration 19Q (14239.390000 sec): 3 clusters Score: Raw -6466858.454436 + Penalty 5254.801142 = -6461603.653294 nChanged 3 SP:Iteration 20F (14239.560000 sec): 3 clusters Score: Raw -6466860.620913 + Penalty 5254.801142 = -6461605.819770 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 19 (482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14239.580000 sec): 2 clusters Score: Raw -74705.613534 + Penalty 1532.130140 = -73173.483394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14239.580000 sec): 3 clusters Score: Raw -74790.757777 + Penalty 3064.260281 = -71726.497496 nChanged 84 SP:Iteration 1F (14239.590000 sec): 3 clusters Score: Raw -74965.358432 + Penalty 3064.260281 = -71901.098151 nChanged 28 SP:Iteration 2F (14239.590000 sec): 3 clusters Score: Raw -75042.184214 + Penalty 3064.260281 = -71977.923933 nChanged 18 SP:Iteration 3Q (14239.590000 sec): 3 clusters Score: Raw -75094.710743 + Penalty 3064.260281 = -72030.450462 nChanged 10 SP:Iteration 4Q (14239.590000 sec): 3 clusters Score: Raw -75131.113419 + Penalty 3064.260281 = -72066.853139 nChanged 4 SP:Iteration 5Q (14239.590000 sec): 3 clusters Score: Raw -75142.128189 + Penalty 3064.260281 = -72077.867908 nChanged 2 SP:Iteration 6Q (14239.590000 sec): 3 clusters Score: Raw -75150.517755 + Penalty 3064.260281 = -72086.257474 nChanged 2 SP:Iteration 7Q (14239.600000 sec): 3 clusters Score: Raw -75155.703245 + Penalty 3064.260281 = -72091.442965 nChanged 0 SP:Iteration 8F (14239.600000 sec): 3 clusters Score: Raw -75155.703245 + Penalty 3064.260281 = -72091.442965 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 20 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14239.600000 sec): 2 clusters Score: Raw -29238.850571 + Penalty 1348.643669 = -27890.206903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14239.600000 sec): 3 clusters Score: Raw -29648.132851 + Penalty 2697.287337 = -26950.845514 nChanged 39 SP:Iteration 1F (14239.610000 sec): 3 clusters Score: Raw -29796.690221 + Penalty 2697.287337 = -27099.402884 nChanged 13 SP:Iteration 2F (14239.610000 sec): 3 clusters Score: Raw -29871.357759 + Penalty 2697.287337 = -27174.070422 nChanged 8 SP:Iteration 3Q (14239.610000 sec): 3 clusters Score: Raw -29917.608144 + Penalty 2697.287337 = -27220.320807 nChanged 5 SP:Iteration 4Q (14239.610000 sec): 3 clusters Score: Raw -29941.165447 + Penalty 2697.287337 = -27243.878110 nChanged 6 SP:Iteration 5Q (14239.610000 sec): 3 clusters Score: Raw -29975.666639 + Penalty 2697.287337 = -27278.379302 nChanged 3 SP:Iteration 6Q (14239.610000 sec): 3 clusters Score: Raw -30001.716981 + Penalty 2697.287337 = -27304.429644 nChanged 3 SP:Iteration 7Q (14239.610000 sec): 3 clusters Score: Raw -30022.442659 + Penalty 2697.287337 = -27325.155322 nChanged 4 SP:Iteration 8Q (14239.610000 sec): 3 clusters Score: Raw -30069.755312 + Penalty 2697.287337 = -27372.467975 nChanged 1 SP:Iteration 9Q (14239.610000 sec): 3 clusters Score: Raw -30073.052590 + Penalty 2697.287337 = -27375.765253 nChanged 0 SP:Iteration 10F (14239.610000 sec): 3 clusters Score: Raw -30073.052590 + Penalty 2697.287337 = -27375.765253 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 21 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14239.620000 sec): 2 clusters Score: Raw -18145.386037 + Penalty 1324.898894 = -16820.487143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14239.620000 sec): 3 clusters Score: Raw -18543.782936 + Penalty 2649.797789 = -15893.985147 nChanged 43 SP:Iteration 1F (14239.620000 sec): 3 clusters Score: Raw -18843.353586 + Penalty 2649.797789 = -16193.555797 nChanged 7 SP:Iteration 2Q (14239.620000 sec): 3 clusters Score: Raw -18880.684904 + Penalty 2649.797789 = -16230.887115 nChanged 4 SP:Iteration 3Q (14239.620000 sec): 3 clusters Score: Raw -18906.186218 + Penalty 2649.797789 = -16256.388429 nChanged 1 SP:Iteration 4Q (14239.620000 sec): 3 clusters Score: Raw -18930.832302 + Penalty 2649.797789 = -16281.034513 nChanged 1 SP:Iteration 5Q (14239.620000 sec): 3 clusters Score: Raw -18944.614952 + Penalty 2649.797789 = -16294.817163 nChanged 1 SP:Iteration 6Q (14239.620000 sec): 3 clusters Score: Raw -18971.695378 + Penalty 2649.797789 = -16321.897589 nChanged 0 SP:Iteration 7F (14239.620000 sec): 3 clusters Score: Raw -18971.695378 + Penalty 2649.797789 = -16321.897589 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 22 (841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14239.630000 sec): 2 clusters Score: Raw -137290.615802 + Penalty 1670.178732 = -135620.437070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14239.630000 sec): 3 clusters Score: Raw -137108.114140 + Penalty 3340.357463 = -133767.756677 nChanged 209 SP:Iteration 1F (14239.640000 sec): 3 clusters Score: Raw -137339.242915 + Penalty 3340.357463 = -133998.885452 nChanged 46 SP:Iteration 2F (14239.640000 sec): 3 clusters Score: Raw -137402.064413 + Penalty 3340.357463 = -134061.706950 nChanged 22 SP:Iteration 3Q (14239.650000 sec): 3 clusters Score: Raw -137439.566845 + Penalty 3340.357463 = -134099.209382 nChanged 18 SP:Iteration 4Q (14239.650000 sec): 3 clusters Score: Raw -137470.394525 + Penalty 3340.357463 = -134130.037061 nChanged 17 SP:Iteration 5Q (14239.650000 sec): 3 clusters Score: Raw -137494.596479 + Penalty 3340.357463 = -134154.239016 nChanged 10 SP:Iteration 6Q (14239.650000 sec): 3 clusters Score: Raw -137511.861603 + Penalty 3340.357463 = -134171.504139 nChanged 8 SP:Iteration 7Q (14239.660000 sec): 3 clusters Score: Raw -137526.682363 + Penalty 3340.357463 = -134186.324899 nChanged 4 SP:Iteration 8Q (14239.660000 sec): 3 clusters Score: Raw -137531.932712 + Penalty 3340.357463 = -134191.575249 nChanged 3 SP:Iteration 9Q (14239.670000 sec): 3 clusters Score: Raw -137538.353028 + Penalty 3340.357463 = -134197.995564 nChanged 3 SP:Iteration 10Q (14239.670000 sec): 3 clusters Score: Raw -137541.331003 + Penalty 3340.357463 = -134200.973540 nChanged 1 SP:Iteration 11Q (14239.670000 sec): 3 clusters Score: Raw -137541.862317 + Penalty 3340.357463 = -134201.504853 nChanged 0 SP:Iteration 12F (14239.670000 sec): 3 clusters Score: Raw -137541.862317 + Penalty 3340.357463 = -134201.504853 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 23 (28530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14239.790000 sec): 2 clusters Score: Raw -4586196.166278 + Penalty 2544.160438 = -4583652.005839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14239.910000 sec): 3 clusters Score: Raw -4569241.014693 + Penalty 5088.320876 = -4564152.693816 nChanged 12785 SP:Iteration 1F (14240.040000 sec): 3 clusters Score: Raw -4576073.226380 + Penalty 5088.320876 = -4570984.905503 nChanged 1331 SP:Iteration 2Q (14240.160000 sec): 3 clusters Score: Raw -4576478.940816 + Penalty 5088.320876 = -4571390.619940 nChanged 1136 SP:Iteration 3Q (14240.290000 sec): 3 clusters Score: Raw -4576814.009314 + Penalty 5088.320876 = -4571725.688437 nChanged 1032 SP:Iteration 4Q (14240.410000 sec): 3 clusters Score: Raw -4577129.217791 + Penalty 5088.320876 = -4572040.896914 nChanged 1051 SP:Iteration 5Q (14240.540000 sec): 3 clusters Score: Raw -4577472.757629 + Penalty 5088.320876 = -4572384.436753 nChanged 1105 SP:Iteration 6Q (14240.660000 sec): 3 clusters Score: Raw -4577879.311553 + Penalty 5088.320876 = -4572790.990677 nChanged 1243 SP:Iteration 7Q (14240.790000 sec): 3 clusters Score: Raw -4578428.622649 + Penalty 5088.320876 = -4573340.301773 nChanged 1474 SP:Iteration 8F (14240.910000 sec): 3 clusters Score: Raw -4579231.965192 + Penalty 5088.320876 = -4574143.644316 nChanged 1686 SP:Iteration 9F (14241.030000 sec): 3 clusters Score: Raw -4580319.023923 + Penalty 5088.320876 = -4575230.703046 nChanged 1838 SP:Iteration 10F (14241.150000 sec): 3 clusters Score: Raw -4581717.252227 + Penalty 5088.320876 = -4576628.931351 nChanged 1784 SP:Iteration 11F (14241.280000 sec): 3 clusters Score: Raw -4583241.966211 + Penalty 5088.320876 = -4578153.645335 nChanged 1463 SP:Iteration 12F (14241.400000 sec): 3 clusters Score: Raw -4584571.404276 + Penalty 5088.320876 = -4579483.083399 nChanged 986 SP:Iteration 13Q (14241.520000 sec): 3 clusters Score: Raw -4585476.048598 + Penalty 5088.320876 = -4580387.727722 nChanged 521 SP:Iteration 14Q (14241.630000 sec): 3 clusters Score: Raw -4585954.221565 + Penalty 5088.320876 = -4580865.900688 nChanged 244 SP:Iteration 15Q (14241.740000 sec): 3 clusters Score: Raw -4586197.001968 + Penalty 5088.320876 = -4581108.681092 nChanged 115 SP:Iteration 16Q (14241.830000 sec): 3 clusters Score: Raw -4586316.922357 + Penalty 5088.320876 = -4581228.601480 nChanged 56 SP:Iteration 17Q (14241.930000 sec): 3 clusters Score: Raw -4586387.123051 + Penalty 5088.320876 = -4581298.802175 nChanged 36 SP:Iteration 18Q (14242.020000 sec): 3 clusters Score: Raw -4586429.071780 + Penalty 5088.320876 = -4581340.750903 nChanged 18 SP:Iteration 19Q (14242.110000 sec): 3 clusters Score: Raw -4586451.322932 + Penalty 5088.320876 = -4581363.002056 nChanged 14 SP:Iteration 20F (14242.230000 sec): 3 clusters Score: Raw -4586466.839006 + Penalty 5088.320876 = -4581378.518130 nChanged 8 SP:Iteration 21Q (14242.320000 sec): 3 clusters Score: Raw -4586477.133333 + Penalty 5088.320876 = -4581388.812457 nChanged 3 SP:Iteration 22Q (14242.410000 sec): 3 clusters Score: Raw -4586480.319274 + Penalty 5088.320876 = -4581391.998398 nChanged 1 SP:Iteration 23Q (14242.500000 sec): 3 clusters Score: Raw -4586481.207211 + Penalty 5088.320876 = -4581392.886335 nChanged 1 SP:Iteration 24Q (14242.590000 sec): 3 clusters Score: Raw -4586482.156962 + Penalty 5088.320876 = -4581393.836085 nChanged 1 SP:Iteration 25Q (14242.670000 sec): 3 clusters Score: Raw -4586482.534130 + Penalty 5088.320876 = -4581394.213254 nChanged 0 SP:Iteration 26F (14242.800000 sec): 3 clusters Score: Raw -4586482.534130 + Penalty 5088.320876 = -4581394.213254 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 24 (538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14242.810000 sec): 2 clusters Score: Raw -85148.195072 + Penalty 1559.388923 = -83588.806150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14242.810000 sec): 3 clusters Score: Raw -85139.012409 + Penalty 3118.777846 = -82020.234564 nChanged 97 SP:Iteration 1F (14242.820000 sec): 3 clusters Score: Raw -85299.069065 + Penalty 3118.777846 = -82180.291219 nChanged 24 SP:Iteration 2Q (14242.820000 sec): 3 clusters Score: Raw -85344.683848 + Penalty 3118.777846 = -82225.906002 nChanged 8 SP:Iteration 3Q (14242.820000 sec): 3 clusters Score: Raw -85357.505709 + Penalty 3118.777846 = -82238.727863 nChanged 3 SP:Iteration 4Q (14242.830000 sec): 3 clusters Score: Raw -85363.216265 + Penalty 3118.777846 = -82244.438419 nChanged 4 SP:Iteration 5Q (14242.830000 sec): 3 clusters Score: Raw -85373.860466 + Penalty 3118.777846 = -82255.082620 nChanged 5 SP:Iteration 6Q (14242.830000 sec): 3 clusters Score: Raw -85383.637417 + Penalty 3118.777846 = -82264.859571 nChanged 4 SP:Iteration 7Q (14242.830000 sec): 3 clusters Score: Raw -85392.512558 + Penalty 3118.777846 = -82273.734712 nChanged 3 SP:Iteration 8Q (14242.830000 sec): 3 clusters Score: Raw -85398.535969 + Penalty 3118.777846 = -82279.758123 nChanged 2 SP:Iteration 9Q (14242.840000 sec): 3 clusters Score: Raw -85405.033596 + Penalty 3118.777846 = -82286.255750 nChanged 5 SP:Iteration 10Q (14242.840000 sec): 3 clusters Score: Raw -85420.169564 + Penalty 3118.777846 = -82301.391718 nChanged 3 SP:Iteration 11Q (14242.840000 sec): 3 clusters Score: Raw -85425.698994 + Penalty 3118.777846 = -82306.921148 nChanged 0 SP:Iteration 12F (14242.840000 sec): 3 clusters Score: Raw -85425.698994 + Penalty 3118.777846 = -82306.921148 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 25 (14953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14242.900000 sec): 2 clusters Score: Raw -2386708.472703 + Penalty 2383.941472 = -2384324.531231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14242.970000 sec): 3 clusters Score: Raw -2378395.010919 + Penalty 4767.882945 = -2373627.127975 nChanged 6363 SP:Iteration 1F (14243.030000 sec): 3 clusters Score: Raw -2381778.708193 + Penalty 4767.882945 = -2377010.825248 nChanged 835 SP:Iteration 2F (14243.090000 sec): 3 clusters Score: Raw -2382089.526927 + Penalty 4767.882945 = -2377321.643982 nChanged 686 SP:Iteration 3Q (14243.160000 sec): 3 clusters Score: Raw -2382344.805586 + Penalty 4767.882945 = -2377576.922641 nChanged 565 SP:Iteration 4Q (14243.220000 sec): 3 clusters Score: Raw -2382546.674479 + Penalty 4767.882945 = -2377778.791534 nChanged 504 SP:Iteration 5Q (14243.290000 sec): 3 clusters Score: Raw -2382738.451787 + Penalty 4767.882945 = -2377970.568842 nChanged 519 SP:Iteration 6Q (14243.350000 sec): 3 clusters Score: Raw -2382935.864203 + Penalty 4767.882945 = -2378167.981258 nChanged 538 SP:Iteration 7Q (14243.410000 sec): 3 clusters Score: Raw -2383183.719819 + Penalty 4767.882945 = -2378415.836875 nChanged 651 SP:Iteration 8Q (14243.480000 sec): 3 clusters Score: Raw -2383532.868216 + Penalty 4767.882945 = -2378764.985271 nChanged 744 SP:Iteration 9Q (14243.540000 sec): 3 clusters Score: Raw -2383997.175679 + Penalty 4767.882945 = -2379229.292734 nChanged 821 SP:Iteration 10F (14243.610000 sec): 3 clusters Score: Raw -2384571.314894 + Penalty 4767.882945 = -2379803.431949 nChanged 788 SP:Iteration 11F (14243.670000 sec): 3 clusters Score: Raw -2385175.542350 + Penalty 4767.882945 = -2380407.659405 nChanged 703 SP:Iteration 12Q (14243.730000 sec): 3 clusters Score: Raw -2385747.960681 + Penalty 4767.882945 = -2380980.077736 nChanged 534 SP:Iteration 13Q (14243.800000 sec): 3 clusters Score: Raw -2386206.485528 + Penalty 4767.882945 = -2381438.602583 nChanged 352 SP:Iteration 14Q (14243.860000 sec): 3 clusters Score: Raw -2386507.395039 + Penalty 4767.882945 = -2381739.512094 nChanged 206 SP:Iteration 15Q (14243.910000 sec): 3 clusters Score: Raw -2386699.738531 + Penalty 4767.882945 = -2381931.855587 nChanged 112 SP:Iteration 16Q (14243.970000 sec): 3 clusters Score: Raw -2386818.459941 + Penalty 4767.882945 = -2382050.576996 nChanged 74 SP:Iteration 17Q (14244.030000 sec): 3 clusters Score: Raw -2386897.032889 + Penalty 4767.882945 = -2382129.149944 nChanged 40 SP:Iteration 18Q (14244.080000 sec): 3 clusters Score: Raw -2386936.765958 + Penalty 4767.882945 = -2382168.883013 nChanged 27 SP:Iteration 19Q (14244.130000 sec): 3 clusters Score: Raw -2386974.508966 + Penalty 4767.882945 = -2382206.626021 nChanged 20 SP:Iteration 20F (14244.190000 sec): 3 clusters Score: Raw -2386996.454776 + Penalty 4767.882945 = -2382228.571832 nChanged 6 SP:Iteration 21Q (14244.240000 sec): 3 clusters Score: Raw -2387003.370717 + Penalty 4767.882945 = -2382235.487772 nChanged 6 SP:Iteration 22Q (14244.290000 sec): 3 clusters Score: Raw -2387010.316645 + Penalty 4767.882945 = -2382242.433701 nChanged 2 SP:Iteration 23Q (14244.340000 sec): 3 clusters Score: Raw -2387011.653738 + Penalty 4767.882945 = -2382243.770793 nChanged 5 SP:Iteration 24Q (14244.390000 sec): 3 clusters Score: Raw -2387017.894119 + Penalty 4767.882945 = -2382250.011175 nChanged 4 SP:Iteration 25Q (14244.440000 sec): 3 clusters Score: Raw -2387022.291981 + Penalty 4767.882945 = -2382254.409037 nChanged 3 SP:Iteration 26Q (14244.490000 sec): 3 clusters Score: Raw -2387025.984792 + Penalty 4767.882945 = -2382258.101847 nChanged 3 SP:Iteration 27Q (14244.530000 sec): 3 clusters Score: Raw -2387029.289574 + Penalty 4767.882945 = -2382261.406630 nChanged 2 SP:Iteration 28Q (14244.580000 sec): 3 clusters Score: Raw -2387030.439024 + Penalty 4767.882945 = -2382262.556079 nChanged 2 SP:Iteration 29Q (14244.630000 sec): 3 clusters Score: Raw -2387032.058452 + Penalty 4767.882945 = -2382264.175507 nChanged 0 SP:Iteration 30F (14244.690000 sec): 3 clusters Score: Raw -2387032.058452 + Penalty 4767.882945 = -2382264.175507 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 26 (102800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14245.090000 sec): 2 clusters Score: Raw -16528413.583499 + Penalty 2862.054077 = -16525551.529422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14245.540000 sec): 3 clusters Score: Raw -16462655.014257 + Penalty 5724.108153 = -16456930.906103 nChanged 48565 SP:Iteration 1F (14245.990000 sec): 3 clusters Score: Raw -16490167.526197 + Penalty 5724.108153 = -16484443.418044 nChanged 3565 SP:Iteration 2Q (14246.450000 sec): 3 clusters Score: Raw -16491101.419318 + Penalty 5724.108153 = -16485377.311164 nChanged 3876 SP:Iteration 3Q (14246.900000 sec): 3 clusters Score: Raw -16492287.892485 + Penalty 5724.108153 = -16486563.784331 nChanged 4350 SP:Iteration 4Q (14247.360000 sec): 3 clusters Score: Raw -16493959.028525 + Penalty 5724.108153 = -16488234.920371 nChanged 5240 SP:Iteration 5F (14247.810000 sec): 3 clusters Score: Raw -16496496.077518 + Penalty 5724.108153 = -16490771.969364 nChanged 6463 SP:Iteration 6F (14248.260000 sec): 3 clusters Score: Raw -16500455.271970 + Penalty 5724.108153 = -16494731.163816 nChanged 7544 SP:Iteration 7F (14248.710000 sec): 3 clusters Score: Raw -16505890.210634 + Penalty 5724.108153 = -16500166.102481 nChanged 7741 SP:Iteration 8F (14249.160000 sec): 3 clusters Score: Raw -16512081.037220 + Penalty 5724.108153 = -16506356.929066 nChanged 6727 SP:Iteration 9F (14249.610000 sec): 3 clusters Score: Raw -16517689.404340 + Penalty 5724.108153 = -16511965.296186 nChanged 4850 SP:Iteration 10Q (14250.060000 sec): 3 clusters Score: Raw -16521909.592366 + Penalty 5724.108153 = -16516185.484212 nChanged 3060 SP:Iteration 11Q (14250.490000 sec): 3 clusters Score: Raw -16524521.923726 + Penalty 5724.108153 = -16518797.815573 nChanged 1992 SP:Iteration 12Q (14250.890000 sec): 3 clusters Score: Raw -16526007.993375 + Penalty 5724.108153 = -16520283.885222 nChanged 1336 SP:Iteration 13Q (14251.270000 sec): 3 clusters Score: Raw -16526812.280726 + Penalty 5724.108153 = -16521088.172573 nChanged 942 SP:Iteration 14Q (14251.630000 sec): 3 clusters Score: Raw -16527297.814118 + Penalty 5724.108153 = -16521573.705965 nChanged 742 SP:Iteration 15Q (14251.990000 sec): 3 clusters Score: Raw -16527645.724976 + Penalty 5724.108153 = -16521921.616823 nChanged 606 SP:Iteration 16Q (14252.350000 sec): 3 clusters Score: Raw -16527920.380744 + Penalty 5724.108153 = -16522196.272591 nChanged 547 SP:Iteration 17Q (14252.700000 sec): 3 clusters Score: Raw -16528142.602262 + Penalty 5724.108153 = -16522418.494109 nChanged 452 SP:Iteration 18Q (14253.050000 sec): 3 clusters Score: Raw -16528311.276293 + Penalty 5724.108153 = -16522587.168140 nChanged 402 SP:Iteration 19Q (14253.390000 sec): 3 clusters Score: Raw -16528440.589058 + Penalty 5724.108153 = -16522716.480905 nChanged 351 SP:Iteration 20F (14253.830000 sec): 3 clusters Score: Raw -16528543.875030 + Penalty 5724.108153 = -16522819.766877 nChanged 296 SP:Iteration 21Q (14254.170000 sec): 3 clusters Score: Raw -16528621.745090 + Penalty 5724.108153 = -16522897.636936 nChanged 250 SP:Iteration 22Q (14254.510000 sec): 3 clusters Score: Raw -16528679.171620 + Penalty 5724.108153 = -16522955.063466 nChanged 203 SP:Iteration 23Q (14254.840000 sec): 3 clusters Score: Raw -16528723.930095 + Penalty 5724.108153 = -16522999.821941 nChanged 187 SP:Iteration 24Q (14255.170000 sec): 3 clusters Score: Raw -16528767.882990 + Penalty 5724.108153 = -16523043.774837 nChanged 182 SP:Iteration 25Q (14255.510000 sec): 3 clusters Score: Raw -16528807.424769 + Penalty 5724.108153 = -16523083.316616 nChanged 151 SP:Iteration 26Q (14255.840000 sec): 3 clusters Score: Raw -16528836.288813 + Penalty 5724.108153 = -16523112.180660 nChanged 118 SP:Iteration 27Q (14256.180000 sec): 3 clusters Score: Raw -16528857.453255 + Penalty 5724.108153 = -16523133.345101 nChanged 112 SP:Iteration 28Q (14256.510000 sec): 3 clusters Score: Raw -16528880.642332 + Penalty 5724.108153 = -16523156.534179 nChanged 126 SP:Iteration 29Q (14256.840000 sec): 3 clusters Score: Raw -16528905.614274 + Penalty 5724.108153 = -16523181.506120 nChanged 113 SP:Iteration 30Q (14257.170000 sec): 3 clusters Score: Raw -16528926.503748 + Penalty 5724.108153 = -16523202.395595 nChanged 99 SP:Iteration 31Q (14257.500000 sec): 3 clusters Score: Raw -16528942.990270 + Penalty 5724.108153 = -16523218.882116 nChanged 87 SP:Iteration 32Q (14257.830000 sec): 3 clusters Score: Raw -16528957.962790 + Penalty 5724.108153 = -16523233.854636 nChanged 73 SP:Iteration 33Q (14258.160000 sec): 3 clusters Score: Raw -16528969.539439 + Penalty 5724.108153 = -16523245.431286 nChanged 75 SP:Iteration 34Q (14258.490000 sec): 3 clusters Score: Raw -16528981.253967 + Penalty 5724.108153 = -16523257.145814 nChanged 64 SP:Iteration 35Q (14258.820000 sec): 3 clusters Score: Raw -16528991.713763 + Penalty 5724.108153 = -16523267.605609 nChanged 59 SP:Iteration 36Q (14259.150000 sec): 3 clusters Score: Raw -16529001.825767 + Penalty 5724.108153 = -16523277.717613 nChanged 69 SP:Iteration 37Q (14259.480000 sec): 3 clusters Score: Raw -16529015.227431 + Penalty 5724.108153 = -16523291.119278 nChanged 69 SP:Iteration 38Q (14259.810000 sec): 3 clusters Score: Raw -16529027.320998 + Penalty 5724.108153 = -16523303.212845 nChanged 52 SP:Iteration 39Q (14260.130000 sec): 3 clusters Score: Raw -16529034.614472 + Penalty 5724.108153 = -16523310.506319 nChanged 34 SP:Iteration 40F (14260.580000 sec): 3 clusters Score: Raw -16529039.003098 + Penalty 5724.108153 = -16523314.894944 nChanged 35 SP:Iteration 41Q (14260.910000 sec): 3 clusters Score: Raw -16529043.111592 + Penalty 5724.108153 = -16523319.003438 nChanged 33 SP:Iteration 42Q (14261.240000 sec): 3 clusters Score: Raw -16529048.161930 + Penalty 5724.108153 = -16523324.053777 nChanged 33 SP:Iteration 43Q (14261.560000 sec): 3 clusters Score: Raw -16529053.186744 + Penalty 5724.108153 = -16523329.078591 nChanged 27 SP:Iteration 44Q (14261.890000 sec): 3 clusters Score: Raw -16529056.661824 + Penalty 5724.108153 = -16523332.553671 nChanged 19 SP:Iteration 45Q (14262.210000 sec): 3 clusters Score: Raw -16529059.063000 + Penalty 5724.108153 = -16523334.954846 nChanged 20 SP:Iteration 46Q (14262.530000 sec): 3 clusters Score: Raw -16529061.438977 + Penalty 5724.108153 = -16523337.330823 nChanged 24 SP:Iteration 47Q (14262.860000 sec): 3 clusters Score: Raw -16529064.428089 + Penalty 5724.108153 = -16523340.319936 nChanged 23 SP:Iteration 48Q (14263.190000 sec): 3 clusters Score: Raw -16529067.658639 + Penalty 5724.108153 = -16523343.550486 nChanged 20 SP:Iteration 49Q (14263.510000 sec): 3 clusters Score: Raw -16529070.180529 + Penalty 5724.108153 = -16523346.072375 nChanged 15 SP:Iteration 50Q (14263.830000 sec): 3 clusters Score: Raw -16529072.233368 + Penalty 5724.108153 = -16523348.125214 nChanged 20 SP:Iteration 51Q (14264.160000 sec): 3 clusters Score: Raw -16529075.111742 + Penalty 5724.108153 = -16523351.003589 nChanged 18 SP:Iteration 52Q (14264.480000 sec): 3 clusters Score: Raw -16529078.129905 + Penalty 5724.108153 = -16523354.021751 nChanged 17 SP:Iteration 53Q (14264.810000 sec): 3 clusters Score: Raw -16529080.688399 + Penalty 5724.108153 = -16523356.580246 nChanged 22 SP:Iteration 54Q (14265.130000 sec): 3 clusters Score: Raw -16529084.987072 + Penalty 5724.108153 = -16523360.878919 nChanged 26 SP:Iteration 55Q (14265.450000 sec): 3 clusters Score: Raw -16529089.060111 + Penalty 5724.108153 = -16523364.951957 nChanged 25 SP:Iteration 56Q (14265.770000 sec): 3 clusters Score: Raw -16529093.477604 + Penalty 5724.108153 = -16523369.369451 nChanged 21 SP:Iteration 57Q (14266.090000 sec): 3 clusters Score: Raw -16529096.486737 + Penalty 5724.108153 = -16523372.378584 nChanged 16 SP:Iteration 58Q (14266.420000 sec): 3 clusters Score: Raw -16529098.794082 + Penalty 5724.108153 = -16523374.685928 nChanged 13 SP:Iteration 59Q (14266.740000 sec): 3 clusters Score: Raw -16529100.604302 + Penalty 5724.108153 = -16523376.496149 nChanged 16 SP:Iteration 60F (14267.180000 sec): 3 clusters Score: Raw -16529103.570246 + Penalty 5724.108153 = -16523379.462093 nChanged 22 SP:Iteration 61Q (14267.510000 sec): 3 clusters Score: Raw -16529107.570233 + Penalty 5724.108153 = -16523383.462080 nChanged 19 SP:Iteration 62Q (14267.830000 sec): 3 clusters Score: Raw -16529111.264142 + Penalty 5724.108153 = -16523387.155988 nChanged 26 SP:Iteration 63Q (14268.150000 sec): 3 clusters Score: Raw -16529116.280824 + Penalty 5724.108153 = -16523392.172670 nChanged 27 SP:Iteration 64Q (14268.470000 sec): 3 clusters Score: Raw -16529120.665967 + Penalty 5724.108153 = -16523396.557813 nChanged 19 SP:Iteration 65Q (14268.790000 sec): 3 clusters Score: Raw -16529123.777959 + Penalty 5724.108153 = -16523399.669806 nChanged 20 SP:Iteration 66Q (14269.110000 sec): 3 clusters Score: Raw -16529126.788686 + Penalty 5724.108153 = -16523402.680533 nChanged 18 SP:Iteration 67Q (14269.430000 sec): 3 clusters Score: Raw -16529129.535688 + Penalty 5724.108153 = -16523405.427535 nChanged 17 SP:Iteration 68Q (14269.750000 sec): 3 clusters Score: Raw -16529132.154785 + Penalty 5724.108153 = -16523408.046632 nChanged 17 SP:Iteration 69Q (14270.070000 sec): 3 clusters Score: Raw -16529134.273693 + Penalty 5724.108153 = -16523410.165540 nChanged 11 SP:Iteration 70Q (14270.390000 sec): 3 clusters Score: Raw -16529135.237736 + Penalty 5724.108153 = -16523411.129583 nChanged 4 SP:Iteration 71Q (14270.710000 sec): 3 clusters Score: Raw -16529135.752433 + Penalty 5724.108153 = -16523411.644279 nChanged 8 SP:Iteration 72Q (14271.040000 sec): 3 clusters Score: Raw -16529136.834973 + Penalty 5724.108153 = -16523412.726819 nChanged 8 SP:Iteration 73Q (14271.360000 sec): 3 clusters Score: Raw -16529138.110266 + Penalty 5724.108153 = -16523414.002112 nChanged 12 SP:Iteration 74Q (14271.680000 sec): 3 clusters Score: Raw -16529140.125724 + Penalty 5724.108153 = -16523416.017570 nChanged 15 SP:Iteration 75Q (14272.000000 sec): 3 clusters Score: Raw -16529142.208550 + Penalty 5724.108153 = -16523418.100397 nChanged 10 SP:Iteration 76Q (14272.320000 sec): 3 clusters Score: Raw -16529143.818552 + Penalty 5724.108153 = -16523419.710399 nChanged 8 SP:Iteration 77Q (14272.640000 sec): 3 clusters Score: Raw -16529145.433295 + Penalty 5724.108153 = -16523421.325142 nChanged 6 SP:Iteration 78Q (14272.960000 sec): 3 clusters Score: Raw -16529146.184977 + Penalty 5724.108153 = -16523422.076824 nChanged 2 SP:Iteration 79Q (14273.280000 sec): 3 clusters Score: Raw -16529146.446350 + Penalty 5724.108153 = -16523422.338196 nChanged 2 SP:Iteration 80F (14273.730000 sec): 3 clusters Score: Raw -16529146.583152 + Penalty 5724.108153 = -16523422.474998 nChanged 4 SP:Iteration 81Q (14274.050000 sec): 3 clusters Score: Raw -16529146.988195 + Penalty 5724.108153 = -16523422.880042 nChanged 1 SP:Iteration 82Q (14274.370000 sec): 3 clusters Score: Raw -16529147.050344 + Penalty 5724.108153 = -16523422.942191 nChanged 0 SP:Iteration 83F (14274.810000 sec): 3 clusters Score: Raw -16529147.050344 + Penalty 5724.108153 = -16523422.942191 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 27 (9751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14274.880000 sec): 2 clusters Score: Raw -1504721.085835 + Penalty 2277.911030 = -1502443.174805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14274.930000 sec): 3 clusters Score: Raw -1499473.554010 + Penalty 4555.822061 = -1494917.731949 nChanged 4062 SP:Iteration 1F (14274.970000 sec): 3 clusters Score: Raw -1501571.963687 + Penalty 4555.822061 = -1497016.141627 nChanged 648 SP:Iteration 2F (14275.010000 sec): 3 clusters Score: Raw -1501891.330584 + Penalty 4555.822061 = -1497335.508523 nChanged 509 SP:Iteration 3F (14275.050000 sec): 3 clusters Score: Raw -1502134.194084 + Penalty 4555.822061 = -1497578.372023 nChanged 418 SP:Iteration 4Q (14275.090000 sec): 3 clusters Score: Raw -1502355.711909 + Penalty 4555.822061 = -1497799.889848 nChanged 378 SP:Iteration 5Q (14275.130000 sec): 3 clusters Score: Raw -1502577.165397 + Penalty 4555.822061 = -1498021.343336 nChanged 386 SP:Iteration 6Q (14275.170000 sec): 3 clusters Score: Raw -1502848.550868 + Penalty 4555.822061 = -1498292.728807 nChanged 424 SP:Iteration 7Q (14275.210000 sec): 3 clusters Score: Raw -1503146.592758 + Penalty 4555.822061 = -1498590.770697 nChanged 453 SP:Iteration 8Q (14275.250000 sec): 3 clusters Score: Raw -1503490.470719 + Penalty 4555.822061 = -1498934.648658 nChanged 425 SP:Iteration 9Q (14275.290000 sec): 3 clusters Score: Raw -1503783.965919 + Penalty 4555.822061 = -1499228.143858 nChanged 419 SP:Iteration 10Q (14275.330000 sec): 3 clusters Score: Raw -1504036.765951 + Penalty 4555.822061 = -1499480.943890 nChanged 386 SP:Iteration 11Q (14275.370000 sec): 3 clusters Score: Raw -1504253.887610 + Penalty 4555.822061 = -1499698.065549 nChanged 337 SP:Iteration 12Q (14275.410000 sec): 3 clusters Score: Raw -1504438.068039 + Penalty 4555.822061 = -1499882.245978 nChanged 272 SP:Iteration 13Q (14275.450000 sec): 3 clusters Score: Raw -1504553.340962 + Penalty 4555.822061 = -1499997.518901 nChanged 203 SP:Iteration 14Q (14275.490000 sec): 3 clusters Score: Raw -1504652.730241 + Penalty 4555.822061 = -1500096.908180 nChanged 190 SP:Iteration 15Q (14275.530000 sec): 3 clusters Score: Raw -1504760.498266 + Penalty 4555.822061 = -1500204.676205 nChanged 179 SP:Iteration 16Q (14275.570000 sec): 3 clusters Score: Raw -1504856.086679 + Penalty 4555.822061 = -1500300.264618 nChanged 161 SP:Iteration 17Q (14275.610000 sec): 3 clusters Score: Raw -1504930.890045 + Penalty 4555.822061 = -1500375.067984 nChanged 154 SP:Iteration 18Q (14275.650000 sec): 3 clusters Score: Raw -1505008.539062 + Penalty 4555.822061 = -1500452.717001 nChanged 151 SP:Iteration 19Q (14275.690000 sec): 3 clusters Score: Raw -1505099.926843 + Penalty 4555.822061 = -1500544.104782 nChanged 170 SP:Iteration 20F (14275.730000 sec): 3 clusters Score: Raw -1505210.673753 + Penalty 4555.822061 = -1500654.851692 nChanged 169 SP:Iteration 21Q (14275.770000 sec): 3 clusters Score: Raw -1505311.238648 + Penalty 4555.822061 = -1500755.416587 nChanged 168 SP:Iteration 22Q (14275.810000 sec): 3 clusters Score: Raw -1505439.306447 + Penalty 4555.822061 = -1500883.484386 nChanged 168 SP:Iteration 23Q (14275.840000 sec): 3 clusters Score: Raw -1505546.419737 + Penalty 4555.822061 = -1500990.597676 nChanged 159 SP:Iteration 24Q (14275.880000 sec): 3 clusters Score: Raw -1505635.291598 + Penalty 4555.822061 = -1501079.469537 nChanged 142 SP:Iteration 25Q (14275.910000 sec): 3 clusters Score: Raw -1505707.681011 + Penalty 4555.822061 = -1501151.858950 nChanged 109 SP:Iteration 26Q (14275.950000 sec): 3 clusters Score: Raw -1505759.306943 + Penalty 4555.822061 = -1501203.484882 nChanged 97 SP:Iteration 27Q (14275.990000 sec): 3 clusters Score: Raw -1505798.574060 + Penalty 4555.822061 = -1501242.751999 nChanged 66 SP:Iteration 28Q (14276.020000 sec): 3 clusters Score: Raw -1505820.593060 + Penalty 4555.822061 = -1501264.770999 nChanged 55 SP:Iteration 29Q (14276.050000 sec): 3 clusters Score: Raw -1505837.584337 + Penalty 4555.822061 = -1501281.762276 nChanged 43 SP:Iteration 30Q (14276.090000 sec): 3 clusters Score: Raw -1505849.335231 + Penalty 4555.822061 = -1501293.513170 nChanged 35 SP:Iteration 31Q (14276.120000 sec): 3 clusters Score: Raw -1505861.052066 + Penalty 4555.822061 = -1501305.230005 nChanged 44 SP:Iteration 32Q (14276.160000 sec): 3 clusters Score: Raw -1505873.796025 + Penalty 4555.822061 = -1501317.973964 nChanged 40 SP:Iteration 33Q (14276.190000 sec): 3 clusters Score: Raw -1505887.712388 + Penalty 4555.822061 = -1501331.890327 nChanged 36 SP:Iteration 34Q (14276.230000 sec): 3 clusters Score: Raw -1505898.419595 + Penalty 4555.822061 = -1501342.597534 nChanged 33 SP:Iteration 35Q (14276.260000 sec): 3 clusters Score: Raw -1505908.436761 + Penalty 4555.822061 = -1501352.614700 nChanged 28 SP:Iteration 36Q (14276.290000 sec): 3 clusters Score: Raw -1505916.112475 + Penalty 4555.822061 = -1501360.290414 nChanged 18 SP:Iteration 37Q (14276.330000 sec): 3 clusters Score: Raw -1505920.388886 + Penalty 4555.822061 = -1501364.566825 nChanged 19 SP:Iteration 38Q (14276.360000 sec): 3 clusters Score: Raw -1505924.427610 + Penalty 4555.822061 = -1501368.605549 nChanged 14 SP:Iteration 39Q (14276.390000 sec): 3 clusters Score: Raw -1505927.017564 + Penalty 4555.822061 = -1501371.195503 nChanged 7 SP:Iteration 40F (14276.430000 sec): 3 clusters Score: Raw -1505927.797843 + Penalty 4555.822061 = -1501371.975782 nChanged 5 SP:Iteration 41Q (14276.470000 sec): 3 clusters Score: Raw -1505928.474857 + Penalty 4555.822061 = -1501372.652796 nChanged 6 SP:Iteration 42Q (14276.500000 sec): 3 clusters Score: Raw -1505929.634930 + Penalty 4555.822061 = -1501373.812869 nChanged 7 SP:Iteration 43Q (14276.540000 sec): 3 clusters Score: Raw -1505931.122452 + Penalty 4555.822061 = -1501375.300391 nChanged 7 SP:Iteration 44Q (14276.570000 sec): 3 clusters Score: Raw -1505932.162502 + Penalty 4555.822061 = -1501376.340441 nChanged 5 SP:Iteration 45Q (14276.610000 sec): 3 clusters Score: Raw -1505932.971532 + Penalty 4555.822061 = -1501377.149471 nChanged 2 SP:Iteration 46Q (14276.640000 sec): 3 clusters Score: Raw -1505933.343269 + Penalty 4555.822061 = -1501377.521208 nChanged 2 SP:Iteration 47Q (14276.680000 sec): 3 clusters Score: Raw -1505933.634107 + Penalty 4555.822061 = -1501377.812046 nChanged 0 SP:Iteration 48F (14276.720000 sec): 3 clusters Score: Raw -1505933.634107 + Penalty 4555.822061 = -1501377.812046 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 28 (15704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14276.780000 sec): 2 clusters Score: Raw -2521002.812627 + Penalty 2396.094343 = -2518606.718284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14276.850000 sec): 3 clusters Score: Raw -2512149.812042 + Penalty 4792.188685 = -2507357.623357 nChanged 6799 SP:Iteration 1F (14276.910000 sec): 3 clusters Score: Raw -2515885.113599 + Penalty 4792.188685 = -2511092.924914 nChanged 1048 SP:Iteration 2F (14276.980000 sec): 3 clusters Score: Raw -2516430.988870 + Penalty 4792.188685 = -2511638.800185 nChanged 957 SP:Iteration 3F (14277.050000 sec): 3 clusters Score: Raw -2516952.474783 + Penalty 4792.188685 = -2512160.286098 nChanged 866 SP:Iteration 4F (14277.110000 sec): 3 clusters Score: Raw -2517471.033529 + Penalty 4792.188685 = -2512678.844844 nChanged 917 SP:Iteration 5F (14277.190000 sec): 3 clusters Score: Raw -2518035.821727 + Penalty 4792.188685 = -2513243.633042 nChanged 871 SP:Iteration 6F (14277.250000 sec): 3 clusters Score: Raw -2518533.748169 + Penalty 4792.188685 = -2513741.559484 nChanged 764 SP:Iteration 7Q (14277.320000 sec): 3 clusters Score: Raw -2518938.914142 + Penalty 4792.188685 = -2514146.725457 nChanged 665 SP:Iteration 8Q (14277.390000 sec): 3 clusters Score: Raw -2519265.589962 + Penalty 4792.188685 = -2514473.401277 nChanged 558 SP:Iteration 9Q (14277.450000 sec): 3 clusters Score: Raw -2519515.525154 + Penalty 4792.188685 = -2514723.336469 nChanged 486 SP:Iteration 10Q (14277.520000 sec): 3 clusters Score: Raw -2519725.954113 + Penalty 4792.188685 = -2514933.765428 nChanged 457 SP:Iteration 11Q (14277.590000 sec): 3 clusters Score: Raw -2519922.494446 + Penalty 4792.188685 = -2515130.305761 nChanged 405 SP:Iteration 12Q (14277.650000 sec): 3 clusters Score: Raw -2520103.972108 + Penalty 4792.188685 = -2515311.783423 nChanged 387 SP:Iteration 13Q (14277.720000 sec): 3 clusters Score: Raw -2520291.088345 + Penalty 4792.188685 = -2515498.899660 nChanged 364 SP:Iteration 14Q (14277.790000 sec): 3 clusters Score: Raw -2520465.350618 + Penalty 4792.188685 = -2515673.161933 nChanged 341 SP:Iteration 15Q (14277.850000 sec): 3 clusters Score: Raw -2520637.253532 + Penalty 4792.188685 = -2515845.064847 nChanged 329 SP:Iteration 16Q (14277.910000 sec): 3 clusters Score: Raw -2520802.980446 + Penalty 4792.188685 = -2516010.791761 nChanged 278 SP:Iteration 17Q (14277.980000 sec): 3 clusters Score: Raw -2520938.592144 + Penalty 4792.188685 = -2516146.403459 nChanged 235 SP:Iteration 18Q (14278.040000 sec): 3 clusters Score: Raw -2521055.584896 + Penalty 4792.188685 = -2516263.396211 nChanged 175 SP:Iteration 19Q (14278.110000 sec): 3 clusters Score: Raw -2521144.241661 + Penalty 4792.188685 = -2516352.052976 nChanged 152 SP:Iteration 20F (14278.170000 sec): 3 clusters Score: Raw -2521224.278226 + Penalty 4792.188685 = -2516432.089541 nChanged 110 SP:Iteration 21Q (14278.230000 sec): 3 clusters Score: Raw -2521278.404042 + Penalty 4792.188685 = -2516486.215357 nChanged 85 SP:Iteration 22Q (14278.300000 sec): 3 clusters Score: Raw -2521322.184234 + Penalty 4792.188685 = -2516529.995549 nChanged 81 SP:Iteration 23Q (14278.360000 sec): 3 clusters Score: Raw -2521371.343098 + Penalty 4792.188685 = -2516579.154413 nChanged 70 SP:Iteration 24Q (14278.420000 sec): 3 clusters Score: Raw -2521409.505654 + Penalty 4792.188685 = -2516617.316969 nChanged 41 SP:Iteration 25Q (14278.480000 sec): 3 clusters Score: Raw -2521433.416366 + Penalty 4792.188685 = -2516641.227681 nChanged 39 SP:Iteration 26Q (14278.540000 sec): 3 clusters Score: Raw -2521454.009043 + Penalty 4792.188685 = -2516661.820358 nChanged 32 SP:Iteration 27Q (14278.600000 sec): 3 clusters Score: Raw -2521470.271647 + Penalty 4792.188685 = -2516678.082962 nChanged 15 SP:Iteration 28Q (14278.660000 sec): 3 clusters Score: Raw -2521478.432797 + Penalty 4792.188685 = -2516686.244112 nChanged 13 SP:Iteration 29Q (14278.720000 sec): 3 clusters Score: Raw -2521486.221424 + Penalty 4792.188685 = -2516694.032739 nChanged 18 SP:Iteration 30Q (14278.780000 sec): 3 clusters Score: Raw -2521497.646184 + Penalty 4792.188685 = -2516705.457499 nChanged 16 SP:Iteration 31Q (14278.840000 sec): 3 clusters Score: Raw -2521505.525525 + Penalty 4792.188685 = -2516713.336840 nChanged 15 SP:Iteration 32Q (14278.890000 sec): 3 clusters Score: Raw -2521514.256726 + Penalty 4792.188685 = -2516722.068041 nChanged 13 SP:Iteration 33Q (14278.950000 sec): 3 clusters Score: Raw -2521522.291573 + Penalty 4792.188685 = -2516730.102888 nChanged 15 SP:Iteration 34Q (14279.010000 sec): 3 clusters Score: Raw -2521531.199194 + Penalty 4792.188685 = -2516739.010509 nChanged 13 SP:Iteration 35Q (14279.070000 sec): 3 clusters Score: Raw -2521540.072209 + Penalty 4792.188685 = -2516747.883524 nChanged 13 SP:Iteration 36Q (14279.130000 sec): 3 clusters Score: Raw -2521545.285221 + Penalty 4792.188685 = -2516753.096536 nChanged 4 SP:Iteration 37Q (14279.180000 sec): 3 clusters Score: Raw -2521547.320021 + Penalty 4792.188685 = -2516755.131336 nChanged 4 SP:Iteration 38Q (14279.240000 sec): 3 clusters Score: Raw -2521549.292408 + Penalty 4792.188685 = -2516757.103723 nChanged 6 SP:Iteration 39Q (14279.300000 sec): 3 clusters Score: Raw -2521552.199836 + Penalty 4792.188685 = -2516760.011151 nChanged 4 SP:Iteration 40F (14279.370000 sec): 3 clusters Score: Raw -2521554.515789 + Penalty 4792.188685 = -2516762.327104 nChanged 3 SP:Iteration 41Q (14279.420000 sec): 3 clusters Score: Raw -2521556.662507 + Penalty 4792.188685 = -2516764.473822 nChanged 3 SP:Iteration 42Q (14279.480000 sec): 3 clusters Score: Raw -2521557.429600 + Penalty 4792.188685 = -2516765.240915 nChanged 0 SP:Iteration 43F (14279.550000 sec): 3 clusters Score: Raw -2521557.429600 + Penalty 4792.188685 = -2516765.240915 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 29 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14279.560000 sec): 2 clusters Score: Raw -46052.033248 + Penalty 1425.058391 = -44626.974857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14279.560000 sec): 3 clusters Score: Raw -46205.510340 + Penalty 2850.116783 = -43355.393557 nChanged 53 SP:Iteration 1F (14279.560000 sec): 3 clusters Score: Raw -46367.674927 + Penalty 2850.116783 = -43517.558144 nChanged 11 SP:Iteration 2Q (14279.560000 sec): 3 clusters Score: Raw -46415.734477 + Penalty 2850.116783 = -43565.617695 nChanged 10 SP:Iteration 3Q (14279.560000 sec): 3 clusters Score: Raw -46460.108210 + Penalty 2850.116783 = -43609.991428 nChanged 5 SP:Iteration 4Q (14279.560000 sec): 3 clusters Score: Raw -46503.776085 + Penalty 2850.116783 = -43653.659302 nChanged 2 SP:Iteration 5Q (14279.570000 sec): 3 clusters Score: Raw -46521.479339 + Penalty 2850.116783 = -43671.362556 nChanged 3 SP:Iteration 6Q (14279.570000 sec): 3 clusters Score: Raw -46548.606942 + Penalty 2850.116783 = -43698.490160 nChanged 2 SP:Iteration 7Q (14279.570000 sec): 3 clusters Score: Raw -46574.809601 + Penalty 2850.116783 = -43724.692818 nChanged 3 SP:Iteration 8Q (14279.570000 sec): 3 clusters Score: Raw -46580.597461 + Penalty 2850.116783 = -43730.480679 nChanged 1 SP:Iteration 9Q (14279.570000 sec): 3 clusters Score: Raw -46583.291921 + Penalty 2850.116783 = -43733.175138 nChanged 1 SP:Iteration 10Q (14279.570000 sec): 3 clusters Score: Raw -46584.980412 + Penalty 2850.116783 = -43734.863629 nChanged 2 SP:Iteration 11Q (14279.570000 sec): 3 clusters Score: Raw -46595.076497 + Penalty 2850.116783 = -43744.959714 nChanged 0 SP:Iteration 12F (14279.570000 sec): 3 clusters Score: Raw -46595.076497 + Penalty 2850.116783 = -43744.959714 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 30 (4294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14279.590000 sec): 2 clusters Score: Raw -687432.476428 + Penalty 2074.513547 = -685357.962882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14279.610000 sec): 3 clusters Score: Raw -685366.275983 + Penalty 4149.027093 = -681217.248890 nChanged 1645 SP:Iteration 1F (14279.630000 sec): 3 clusters Score: Raw -686290.376040 + Penalty 4149.027093 = -682141.348947 nChanged 322 SP:Iteration 2F (14279.650000 sec): 3 clusters Score: Raw -686484.130613 + Penalty 4149.027093 = -682335.103520 nChanged 198 SP:Iteration 3Q (14279.670000 sec): 3 clusters Score: Raw -686604.966012 + Penalty 4149.027093 = -682455.938919 nChanged 151 SP:Iteration 4Q (14279.680000 sec): 3 clusters Score: Raw -686678.886850 + Penalty 4149.027093 = -682529.859757 nChanged 97 SP:Iteration 5Q (14279.700000 sec): 3 clusters Score: Raw -686725.989459 + Penalty 4149.027093 = -682576.962366 nChanged 83 SP:Iteration 6Q (14279.720000 sec): 3 clusters Score: Raw -686767.902664 + Penalty 4149.027093 = -682618.875571 nChanged 77 SP:Iteration 7Q (14279.740000 sec): 3 clusters Score: Raw -686801.481783 + Penalty 4149.027093 = -682652.454690 nChanged 61 SP:Iteration 8Q (14279.760000 sec): 3 clusters Score: Raw -686828.327004 + Penalty 4149.027093 = -682679.299911 nChanged 55 SP:Iteration 9Q (14279.770000 sec): 3 clusters Score: Raw -686851.131159 + Penalty 4149.027093 = -682702.104066 nChanged 59 SP:Iteration 10Q (14279.790000 sec): 3 clusters Score: Raw -686879.489277 + Penalty 4149.027093 = -682730.462184 nChanged 65 SP:Iteration 11Q (14279.810000 sec): 3 clusters Score: Raw -686907.130611 + Penalty 4149.027093 = -682758.103518 nChanged 53 SP:Iteration 12Q (14279.830000 sec): 3 clusters Score: Raw -686932.384785 + Penalty 4149.027093 = -682783.357691 nChanged 65 SP:Iteration 13Q (14279.850000 sec): 3 clusters Score: Raw -686962.108045 + Penalty 4149.027093 = -682813.080952 nChanged 65 SP:Iteration 14Q (14279.870000 sec): 3 clusters Score: Raw -686993.182038 + Penalty 4149.027093 = -682844.154945 nChanged 54 SP:Iteration 15Q (14279.890000 sec): 3 clusters Score: Raw -687015.886071 + Penalty 4149.027093 = -682866.858977 nChanged 50 SP:Iteration 16Q (14279.900000 sec): 3 clusters Score: Raw -687036.347809 + Penalty 4149.027093 = -682887.320716 nChanged 39 SP:Iteration 17Q (14279.920000 sec): 3 clusters Score: Raw -687051.915194 + Penalty 4149.027093 = -682902.888101 nChanged 43 SP:Iteration 18Q (14279.940000 sec): 3 clusters Score: Raw -687070.092593 + Penalty 4149.027093 = -682921.065500 nChanged 48 SP:Iteration 19Q (14279.960000 sec): 3 clusters Score: Raw -687095.621348 + Penalty 4149.027093 = -682946.594255 nChanged 51 SP:Iteration 20F (14279.970000 sec): 3 clusters Score: Raw -687116.774654 + Penalty 4149.027093 = -682967.747561 nChanged 53 SP:Iteration 21Q (14279.990000 sec): 3 clusters Score: Raw -687136.285891 + Penalty 4149.027093 = -682987.258798 nChanged 42 SP:Iteration 22Q (14280.010000 sec): 3 clusters Score: Raw -687151.151301 + Penalty 4149.027093 = -683002.124208 nChanged 43 SP:Iteration 23Q (14280.030000 sec): 3 clusters Score: Raw -687166.822535 + Penalty 4149.027093 = -683017.795441 nChanged 40 SP:Iteration 24Q (14280.050000 sec): 3 clusters Score: Raw -687183.584783 + Penalty 4149.027093 = -683034.557689 nChanged 42 SP:Iteration 25Q (14280.070000 sec): 3 clusters Score: Raw -687200.623728 + Penalty 4149.027093 = -683051.596634 nChanged 35 SP:Iteration 26Q (14280.090000 sec): 3 clusters Score: Raw -687211.676288 + Penalty 4149.027093 = -683062.649194 nChanged 24 SP:Iteration 27Q (14280.100000 sec): 3 clusters Score: Raw -687220.229506 + Penalty 4149.027093 = -683071.202413 nChanged 23 SP:Iteration 28Q (14280.120000 sec): 3 clusters Score: Raw -687228.634360 + Penalty 4149.027093 = -683079.607266 nChanged 25 SP:Iteration 29Q (14280.140000 sec): 3 clusters Score: Raw -687237.901628 + Penalty 4149.027093 = -683088.874535 nChanged 26 SP:Iteration 30Q (14280.160000 sec): 3 clusters Score: Raw -687247.983022 + Penalty 4149.027093 = -683098.955929 nChanged 27 SP:Iteration 31Q (14280.180000 sec): 3 clusters Score: Raw -687258.870630 + Penalty 4149.027093 = -683109.843537 nChanged 27 SP:Iteration 32Q (14280.190000 sec): 3 clusters Score: Raw -687268.311392 + Penalty 4149.027093 = -683119.284299 nChanged 27 SP:Iteration 33Q (14280.210000 sec): 3 clusters Score: Raw -687279.579716 + Penalty 4149.027093 = -683130.552623 nChanged 27 SP:Iteration 34Q (14280.230000 sec): 3 clusters Score: Raw -687289.761783 + Penalty 4149.027093 = -683140.734690 nChanged 30 SP:Iteration 35Q (14280.250000 sec): 3 clusters Score: Raw -687305.003079 + Penalty 4149.027093 = -683155.975986 nChanged 42 SP:Iteration 36Q (14280.270000 sec): 3 clusters Score: Raw -687321.761798 + Penalty 4149.027093 = -683172.734705 nChanged 33 SP:Iteration 37Q (14280.290000 sec): 3 clusters Score: Raw -687334.597172 + Penalty 4149.027093 = -683185.570079 nChanged 36 SP:Iteration 38Q (14280.310000 sec): 3 clusters Score: Raw -687346.537481 + Penalty 4149.027093 = -683197.510388 nChanged 23 SP:Iteration 39Q (14280.320000 sec): 3 clusters Score: Raw -687355.755199 + Penalty 4149.027093 = -683206.728105 nChanged 23 SP:Iteration 40F (14280.340000 sec): 3 clusters Score: Raw -687363.265287 + Penalty 4149.027093 = -683214.238194 nChanged 14 SP:Iteration 41Q (14280.360000 sec): 3 clusters Score: Raw -687368.444849 + Penalty 4149.027093 = -683219.417756 nChanged 15 SP:Iteration 42Q (14280.380000 sec): 3 clusters Score: Raw -687372.622193 + Penalty 4149.027093 = -683223.595100 nChanged 7 SP:Iteration 43Q (14280.390000 sec): 3 clusters Score: Raw -687374.559357 + Penalty 4149.027093 = -683225.532264 nChanged 9 SP:Iteration 44Q (14280.410000 sec): 3 clusters Score: Raw -687377.683427 + Penalty 4149.027093 = -683228.656333 nChanged 15 SP:Iteration 45Q (14280.430000 sec): 3 clusters Score: Raw -687382.355737 + Penalty 4149.027093 = -683233.328644 nChanged 15 SP:Iteration 46Q (14280.450000 sec): 3 clusters Score: Raw -687387.685227 + Penalty 4149.027093 = -683238.658133 nChanged 13 SP:Iteration 47Q (14280.470000 sec): 3 clusters Score: Raw -687393.356760 + Penalty 4149.027093 = -683244.329667 nChanged 15 SP:Iteration 48Q (14280.490000 sec): 3 clusters Score: Raw -687398.113826 + Penalty 4149.027093 = -683249.086733 nChanged 17 SP:Iteration 49Q (14280.510000 sec): 3 clusters Score: Raw -687403.708882 + Penalty 4149.027093 = -683254.681789 nChanged 12 SP:Iteration 50Q (14280.520000 sec): 3 clusters Score: Raw -687407.587234 + Penalty 4149.027093 = -683258.560140 nChanged 13 SP:Iteration 51Q (14280.540000 sec): 3 clusters Score: Raw -687411.537156 + Penalty 4149.027093 = -683262.510062 nChanged 13 SP:Iteration 52Q (14280.560000 sec): 3 clusters Score: Raw -687416.488079 + Penalty 4149.027093 = -683267.460986 nChanged 11 SP:Iteration 53Q (14280.580000 sec): 3 clusters Score: Raw -687419.747331 + Penalty 4149.027093 = -683270.720237 nChanged 5 SP:Iteration 54Q (14280.590000 sec): 3 clusters Score: Raw -687421.058533 + Penalty 4149.027093 = -683272.031439 nChanged 0 SP:Iteration 55F (14280.610000 sec): 3 clusters Score: Raw -687421.058533 + Penalty 4149.027093 = -683272.031439 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 31 (1848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14280.620000 sec): 2 clusters Score: Raw -260016.233925 + Penalty 1865.421095 = -258150.812831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14280.630000 sec): 3 clusters Score: Raw -259407.829402 + Penalty 3730.842189 = -255676.987213 nChanged 571 SP:Iteration 1F (14280.640000 sec): 3 clusters Score: Raw -259887.413708 + Penalty 3730.842189 = -256156.571519 nChanged 147 SP:Iteration 2F (14280.650000 sec): 3 clusters Score: Raw -260027.313397 + Penalty 3730.842189 = -256296.471208 nChanged 88 SP:Iteration 3Q (14280.650000 sec): 3 clusters Score: Raw -260123.832293 + Penalty 3730.842189 = -256392.990104 nChanged 68 SP:Iteration 4Q (14280.660000 sec): 3 clusters Score: Raw -260223.439907 + Penalty 3730.842189 = -256492.597718 nChanged 78 SP:Iteration 5Q (14280.670000 sec): 3 clusters Score: Raw -260311.478723 + Penalty 3730.842189 = -256580.636534 nChanged 66 SP:Iteration 6Q (14280.680000 sec): 3 clusters Score: Raw -260411.490095 + Penalty 3730.842189 = -256680.647905 nChanged 62 SP:Iteration 7Q (14280.690000 sec): 3 clusters Score: Raw -260493.563468 + Penalty 3730.842189 = -256762.721279 nChanged 46 SP:Iteration 8Q (14280.690000 sec): 3 clusters Score: Raw -260557.147228 + Penalty 3730.842189 = -256826.305039 nChanged 50 SP:Iteration 9Q (14280.700000 sec): 3 clusters Score: Raw -260623.797715 + Penalty 3730.842189 = -256892.955526 nChanged 45 SP:Iteration 10Q (14280.710000 sec): 3 clusters Score: Raw -260701.005519 + Penalty 3730.842189 = -256970.163330 nChanged 52 SP:Iteration 11Q (14280.720000 sec): 3 clusters Score: Raw -260784.658911 + Penalty 3730.842189 = -257053.816722 nChanged 46 SP:Iteration 12Q (14280.720000 sec): 3 clusters Score: Raw -260846.122246 + Penalty 3730.842189 = -257115.280057 nChanged 36 SP:Iteration 13Q (14280.730000 sec): 3 clusters Score: Raw -260896.469488 + Penalty 3730.842189 = -257165.627299 nChanged 19 SP:Iteration 14Q (14280.740000 sec): 3 clusters Score: Raw -260916.709271 + Penalty 3730.842189 = -257185.867082 nChanged 12 SP:Iteration 15Q (14280.750000 sec): 3 clusters Score: Raw -260929.079777 + Penalty 3730.842189 = -257198.237588 nChanged 10 SP:Iteration 16Q (14280.750000 sec): 3 clusters Score: Raw -260936.106926 + Penalty 3730.842189 = -257205.264737 nChanged 9 SP:Iteration 17Q (14280.760000 sec): 3 clusters Score: Raw -260946.322283 + Penalty 3730.842189 = -257215.480094 nChanged 11 SP:Iteration 18Q (14280.770000 sec): 3 clusters Score: Raw -260957.510000 + Penalty 3730.842189 = -257226.667810 nChanged 8 SP:Iteration 19Q (14280.770000 sec): 3 clusters Score: Raw -260964.481361 + Penalty 3730.842189 = -257233.639172 nChanged 10 SP:Iteration 20F (14280.780000 sec): 3 clusters Score: Raw -260972.208255 + Penalty 3730.842189 = -257241.366066 nChanged 6 SP:Iteration 21Q (14280.790000 sec): 3 clusters Score: Raw -260980.079405 + Penalty 3730.842189 = -257249.237216 nChanged 13 SP:Iteration 22Q (14280.790000 sec): 3 clusters Score: Raw -260990.741150 + Penalty 3730.842189 = -257259.898960 nChanged 8 SP:Iteration 23Q (14280.800000 sec): 3 clusters Score: Raw -260999.200276 + Penalty 3730.842189 = -257268.358087 nChanged 5 SP:Iteration 24Q (14280.810000 sec): 3 clusters Score: Raw -261002.761087 + Penalty 3730.842189 = -257271.918898 nChanged 4 SP:Iteration 25Q (14280.820000 sec): 3 clusters Score: Raw -261005.880667 + Penalty 3730.842189 = -257275.038477 nChanged 1 SP:Iteration 26Q (14280.830000 sec): 3 clusters Score: Raw -261006.210228 + Penalty 3730.842189 = -257275.368038 nChanged 0 SP:Iteration 27F (14280.830000 sec): 3 clusters Score: Raw -261006.210228 + Penalty 3730.842189 = -257275.368038 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 32 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14280.840000 sec): 2 clusters Score: Raw -77914.222771 + Penalty 1555.673498 = -76358.549273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14280.840000 sec): 3 clusters Score: Raw -77889.866293 + Penalty 3111.346995 = -74778.519297 nChanged 105 SP:Iteration 1F (14280.840000 sec): 3 clusters Score: Raw -78096.714870 + Penalty 3111.346995 = -74985.367875 nChanged 31 SP:Iteration 2F (14280.850000 sec): 3 clusters Score: Raw -78170.571525 + Penalty 3111.346995 = -75059.224530 nChanged 13 SP:Iteration 3Q (14280.850000 sec): 3 clusters Score: Raw -78202.991615 + Penalty 3111.346995 = -75091.644620 nChanged 6 SP:Iteration 4Q (14280.850000 sec): 3 clusters Score: Raw -78217.740130 + Penalty 3111.346995 = -75106.393135 nChanged 5 SP:Iteration 5Q (14280.850000 sec): 3 clusters Score: Raw -78231.747311 + Penalty 3111.346995 = -75120.400316 nChanged 2 SP:Iteration 6Q (14280.850000 sec): 3 clusters Score: Raw -78238.568091 + Penalty 3111.346995 = -75127.221096 nChanged 3 SP:Iteration 7Q (14280.850000 sec): 3 clusters Score: Raw -78246.440323 + Penalty 3111.346995 = -75135.093327 nChanged 3 SP:Iteration 8Q (14280.860000 sec): 3 clusters Score: Raw -78252.997819 + Penalty 3111.346995 = -75141.650823 nChanged 1 SP:Iteration 9Q (14280.860000 sec): 3 clusters Score: Raw -78253.419906 + Penalty 3111.346995 = -75142.072911 nChanged 0 SP:Iteration 10F (14280.860000 sec): 3 clusters Score: Raw -78253.419906 + Penalty 3111.346995 = -75142.072911 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 33 (248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14280.870000 sec): 2 clusters Score: Raw -36986.502868 + Penalty 1367.330329 = -35619.172539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14280.870000 sec): 3 clusters Score: Raw -37162.519652 + Penalty 2734.660658 = -34427.858994 nChanged 22 SP:Iteration 1F (14280.870000 sec): 3 clusters Score: Raw -37225.607041 + Penalty 2734.660658 = -34490.946382 nChanged 6 SP:Iteration 2Q (14280.870000 sec): 3 clusters Score: Raw -37245.142324 + Penalty 2734.660658 = -34510.481666 nChanged 0 SP:Iteration 3F (14280.870000 sec): 3 clusters Score: Raw -37245.142324 + Penalty 2734.660658 = -34510.481666 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 34 (3590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14280.890000 sec): 2 clusters Score: Raw -555780.406349 + Penalty 2030.105055 = -553750.301294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14280.900000 sec): 3 clusters Score: Raw -554205.665339 + Penalty 4060.210111 = -550145.455228 nChanged 1274 SP:Iteration 1F (14280.920000 sec): 3 clusters Score: Raw -555001.115565 + Penalty 4060.210111 = -550940.905454 nChanged 262 SP:Iteration 2F (14280.930000 sec): 3 clusters Score: Raw -555192.014914 + Penalty 4060.210111 = -551131.804803 nChanged 175 SP:Iteration 3Q (14280.950000 sec): 3 clusters Score: Raw -555304.397486 + Penalty 4060.210111 = -551244.187375 nChanged 123 SP:Iteration 4Q (14280.970000 sec): 3 clusters Score: Raw -555368.931326 + Penalty 4060.210111 = -551308.721215 nChanged 96 SP:Iteration 5Q (14280.980000 sec): 3 clusters Score: Raw -555424.467400 + Penalty 4060.210111 = -551364.257289 nChanged 84 SP:Iteration 6Q (14281.000000 sec): 3 clusters Score: Raw -555484.779969 + Penalty 4060.210111 = -551424.569858 nChanged 81 SP:Iteration 7Q (14281.010000 sec): 3 clusters Score: Raw -555532.251012 + Penalty 4060.210111 = -551472.040901 nChanged 72 SP:Iteration 8Q (14281.030000 sec): 3 clusters Score: Raw -555582.536244 + Penalty 4060.210111 = -551522.326133 nChanged 66 SP:Iteration 9Q (14281.040000 sec): 3 clusters Score: Raw -555622.385804 + Penalty 4060.210111 = -551562.175693 nChanged 62 SP:Iteration 10Q (14281.060000 sec): 3 clusters Score: Raw -555657.428019 + Penalty 4060.210111 = -551597.217908 nChanged 48 SP:Iteration 11Q (14281.070000 sec): 3 clusters Score: Raw -555682.702443 + Penalty 4060.210111 = -551622.492332 nChanged 42 SP:Iteration 12Q (14281.090000 sec): 3 clusters Score: Raw -555706.546101 + Penalty 4060.210111 = -551646.335991 nChanged 45 SP:Iteration 13Q (14281.100000 sec): 3 clusters Score: Raw -555736.378868 + Penalty 4060.210111 = -551676.168757 nChanged 49 SP:Iteration 14Q (14281.120000 sec): 3 clusters Score: Raw -555776.082268 + Penalty 4060.210111 = -551715.872157 nChanged 74 SP:Iteration 15Q (14281.130000 sec): 3 clusters Score: Raw -555824.072556 + Penalty 4060.210111 = -551763.862446 nChanged 67 SP:Iteration 16Q (14281.150000 sec): 3 clusters Score: Raw -555867.421411 + Penalty 4060.210111 = -551807.211301 nChanged 64 SP:Iteration 17Q (14281.160000 sec): 3 clusters Score: Raw -555911.191700 + Penalty 4060.210111 = -551850.981589 nChanged 45 SP:Iteration 18Q (14281.180000 sec): 3 clusters Score: Raw -555948.640985 + Penalty 4060.210111 = -551888.430875 nChanged 51 SP:Iteration 19Q (14281.190000 sec): 3 clusters Score: Raw -556002.937993 + Penalty 4060.210111 = -551942.727882 nChanged 59 SP:Iteration 20F (14281.210000 sec): 3 clusters Score: Raw -556060.414750 + Penalty 4060.210111 = -552000.204639 nChanged 63 SP:Iteration 21Q (14281.220000 sec): 3 clusters Score: Raw -556115.598500 + Penalty 4060.210111 = -552055.388389 nChanged 70 SP:Iteration 22Q (14281.230000 sec): 3 clusters Score: Raw -556177.556121 + Penalty 4060.210111 = -552117.346010 nChanged 73 SP:Iteration 23Q (14281.250000 sec): 3 clusters Score: Raw -556246.279124 + Penalty 4060.210111 = -552186.069014 nChanged 78 SP:Iteration 24Q (14281.270000 sec): 3 clusters Score: Raw -556316.105454 + Penalty 4060.210111 = -552255.895343 nChanged 62 SP:Iteration 25Q (14281.280000 sec): 3 clusters Score: Raw -556376.793692 + Penalty 4060.210111 = -552316.583581 nChanged 55 SP:Iteration 26Q (14281.290000 sec): 3 clusters Score: Raw -556420.705962 + Penalty 4060.210111 = -552360.495851 nChanged 44 SP:Iteration 27Q (14281.310000 sec): 3 clusters Score: Raw -556455.011345 + Penalty 4060.210111 = -552394.801235 nChanged 35 SP:Iteration 28Q (14281.320000 sec): 3 clusters Score: Raw -556476.456489 + Penalty 4060.210111 = -552416.246378 nChanged 32 SP:Iteration 29Q (14281.330000 sec): 3 clusters Score: Raw -556496.946617 + Penalty 4060.210111 = -552436.736506 nChanged 29 SP:Iteration 30Q (14281.350000 sec): 3 clusters Score: Raw -556513.114039 + Penalty 4060.210111 = -552452.903928 nChanged 27 SP:Iteration 31Q (14281.360000 sec): 3 clusters Score: Raw -556531.309151 + Penalty 4060.210111 = -552471.099041 nChanged 24 SP:Iteration 32Q (14281.380000 sec): 3 clusters Score: Raw -556546.826601 + Penalty 4060.210111 = -552486.616490 nChanged 14 SP:Iteration 33Q (14281.390000 sec): 3 clusters Score: Raw -556553.460084 + Penalty 4060.210111 = -552493.249973 nChanged 14 SP:Iteration 34Q (14281.400000 sec): 3 clusters Score: Raw -556560.777003 + Penalty 4060.210111 = -552500.566893 nChanged 8 SP:Iteration 35Q (14281.420000 sec): 3 clusters Score: Raw -556564.519140 + Penalty 4060.210111 = -552504.309029 nChanged 10 SP:Iteration 36Q (14281.430000 sec): 3 clusters Score: Raw -556570.254587 + Penalty 4060.210111 = -552510.044476 nChanged 7 SP:Iteration 37Q (14281.450000 sec): 3 clusters Score: Raw -556573.175099 + Penalty 4060.210111 = -552512.964988 nChanged 3 SP:Iteration 38Q (14281.460000 sec): 3 clusters Score: Raw -556574.591381 + Penalty 4060.210111 = -552514.381270 nChanged 2 SP:Iteration 39Q (14281.470000 sec): 3 clusters Score: Raw -556575.625367 + Penalty 4060.210111 = -552515.415256 nChanged 3 SP:Iteration 40F (14281.490000 sec): 3 clusters Score: Raw -556576.696115 + Penalty 4060.210111 = -552516.486004 nChanged 1 SP:Iteration 41Q (14281.500000 sec): 3 clusters Score: Raw -556577.128759 + Penalty 4060.210111 = -552516.918648 nChanged 0 SP:Iteration 42F (14281.510000 sec): 3 clusters Score: Raw -556577.128759 + Penalty 4060.210111 = -552516.918648 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 35 (4015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14281.530000 sec): 2 clusters Score: Raw -628068.270074 + Penalty 2057.852571 = -626010.417503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14281.550000 sec): 3 clusters Score: Raw -626272.364921 + Penalty 4115.705143 = -622156.659779 nChanged 1493 SP:Iteration 1F (14281.570000 sec): 3 clusters Score: Raw -627465.387983 + Penalty 4115.705143 = -623349.682840 nChanged 401 SP:Iteration 2F (14281.580000 sec): 3 clusters Score: Raw -627953.690954 + Penalty 4115.705143 = -623837.985811 nChanged 328 SP:Iteration 3F (14281.600000 sec): 3 clusters Score: Raw -628280.183008 + Penalty 4115.705143 = -624164.477866 nChanged 284 SP:Iteration 4F (14281.610000 sec): 3 clusters Score: Raw -628593.511015 + Penalty 4115.705143 = -624477.805872 nChanged 241 SP:Iteration 5F (14281.630000 sec): 3 clusters Score: Raw -628844.528202 + Penalty 4115.705143 = -624728.823059 nChanged 187 SP:Iteration 6Q (14281.650000 sec): 3 clusters Score: Raw -629014.099680 + Penalty 4115.705143 = -624898.394537 nChanged 151 SP:Iteration 7Q (14281.670000 sec): 3 clusters Score: Raw -629148.152686 + Penalty 4115.705143 = -625032.447543 nChanged 121 SP:Iteration 8Q (14281.680000 sec): 3 clusters Score: Raw -629261.119720 + Penalty 4115.705143 = -625145.414577 nChanged 98 SP:Iteration 9Q (14281.700000 sec): 3 clusters Score: Raw -629334.083153 + Penalty 4115.705143 = -625218.378011 nChanged 56 SP:Iteration 10Q (14281.710000 sec): 3 clusters Score: Raw -629376.464504 + Penalty 4115.705143 = -625260.759361 nChanged 45 SP:Iteration 11Q (14281.730000 sec): 3 clusters Score: Raw -629409.157653 + Penalty 4115.705143 = -625293.452510 nChanged 34 SP:Iteration 12Q (14281.750000 sec): 3 clusters Score: Raw -629438.079688 + Penalty 4115.705143 = -625322.374545 nChanged 27 SP:Iteration 13Q (14281.770000 sec): 3 clusters Score: Raw -629462.247466 + Penalty 4115.705143 = -625346.542324 nChanged 33 SP:Iteration 14Q (14281.780000 sec): 3 clusters Score: Raw -629490.508977 + Penalty 4115.705143 = -625374.803834 nChanged 35 SP:Iteration 15Q (14281.800000 sec): 3 clusters Score: Raw -629518.510840 + Penalty 4115.705143 = -625402.805698 nChanged 21 SP:Iteration 16Q (14281.810000 sec): 3 clusters Score: Raw -629537.481623 + Penalty 4115.705143 = -625421.776480 nChanged 16 SP:Iteration 17Q (14281.830000 sec): 3 clusters Score: Raw -629545.931549 + Penalty 4115.705143 = -625430.226406 nChanged 9 SP:Iteration 18Q (14281.850000 sec): 3 clusters Score: Raw -629550.112289 + Penalty 4115.705143 = -625434.407146 nChanged 8 SP:Iteration 19Q (14281.870000 sec): 3 clusters Score: Raw -629554.787807 + Penalty 4115.705143 = -625439.082665 nChanged 8 SP:Iteration 20F (14281.880000 sec): 3 clusters Score: Raw -629560.533421 + Penalty 4115.705143 = -625444.828278 nChanged 7 SP:Iteration 21Q (14281.900000 sec): 3 clusters Score: Raw -629567.083619 + Penalty 4115.705143 = -625451.378476 nChanged 12 SP:Iteration 22Q (14281.910000 sec): 3 clusters Score: Raw -629576.999354 + Penalty 4115.705143 = -625461.294211 nChanged 13 SP:Iteration 23Q (14281.930000 sec): 3 clusters Score: Raw -629588.998123 + Penalty 4115.705143 = -625473.292980 nChanged 18 SP:Iteration 24Q (14281.950000 sec): 3 clusters Score: Raw -629611.646122 + Penalty 4115.705143 = -625495.940980 nChanged 15 SP:Iteration 25Q (14281.960000 sec): 3 clusters Score: Raw -629629.574906 + Penalty 4115.705143 = -625513.869763 nChanged 18 SP:Iteration 26Q (14281.980000 sec): 3 clusters Score: Raw -629651.542371 + Penalty 4115.705143 = -625535.837228 nChanged 19 SP:Iteration 27Q (14281.990000 sec): 3 clusters Score: Raw -629677.832637 + Penalty 4115.705143 = -625562.127494 nChanged 20 SP:Iteration 28Q (14282.010000 sec): 3 clusters Score: Raw -629700.223760 + Penalty 4115.705143 = -625584.518618 nChanged 16 SP:Iteration 29Q (14282.030000 sec): 3 clusters Score: Raw -629722.539555 + Penalty 4115.705143 = -625606.834413 nChanged 22 SP:Iteration 30Q (14282.040000 sec): 3 clusters Score: Raw -629744.613156 + Penalty 4115.705143 = -625628.908014 nChanged 12 SP:Iteration 31Q (14282.050000 sec): 3 clusters Score: Raw -629755.031274 + Penalty 4115.705143 = -625639.326132 nChanged 10 SP:Iteration 32Q (14282.070000 sec): 3 clusters Score: Raw -629767.155979 + Penalty 4115.705143 = -625651.450837 nChanged 11 SP:Iteration 33Q (14282.090000 sec): 3 clusters Score: Raw -629776.905910 + Penalty 4115.705143 = -625661.200768 nChanged 8 SP:Iteration 34Q (14282.100000 sec): 3 clusters Score: Raw -629785.247925 + Penalty 4115.705143 = -625669.542782 nChanged 8 SP:Iteration 35Q (14282.110000 sec): 3 clusters Score: Raw -629793.998815 + Penalty 4115.705143 = -625678.293672 nChanged 4 SP:Iteration 36Q (14282.130000 sec): 3 clusters Score: Raw -629797.469045 + Penalty 4115.705143 = -625681.763902 nChanged 3 SP:Iteration 37Q (14282.140000 sec): 3 clusters Score: Raw -629801.456398 + Penalty 4115.705143 = -625685.751255 nChanged 3 SP:Iteration 38Q (14282.160000 sec): 3 clusters Score: Raw -629804.058189 + Penalty 4115.705143 = -625688.353046 nChanged 2 SP:Iteration 39Q (14282.170000 sec): 3 clusters Score: Raw -629808.030097 + Penalty 4115.705143 = -625692.324954 nChanged 1 SP:Iteration 40F (14282.190000 sec): 3 clusters Score: Raw -629808.933244 + Penalty 4115.705143 = -625693.228101 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 36 (39229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14282.340000 sec): 2 clusters Score: Raw -6587470.576452 + Penalty 2623.138544 = -6584847.437908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14282.510000 sec): 3 clusters Score: Raw -6563326.281466 + Penalty 5246.277088 = -6558080.004378 nChanged 17932 SP:Iteration 1F (14282.690000 sec): 3 clusters Score: Raw -6573112.947244 + Penalty 5246.277088 = -6567866.670156 nChanged 1525 SP:Iteration 2Q (14282.860000 sec): 3 clusters Score: Raw -6573521.170115 + Penalty 5246.277088 = -6568274.893027 nChanged 1427 SP:Iteration 3Q (14283.030000 sec): 3 clusters Score: Raw -6573921.225175 + Penalty 5246.277088 = -6568674.948087 nChanged 1400 SP:Iteration 4Q (14283.210000 sec): 3 clusters Score: Raw -6574348.969193 + Penalty 5246.277088 = -6569102.692105 nChanged 1468 SP:Iteration 5Q (14283.380000 sec): 3 clusters Score: Raw -6574906.029524 + Penalty 5246.277088 = -6569659.752436 nChanged 1793 SP:Iteration 6Q (14283.560000 sec): 3 clusters Score: Raw -6575788.040933 + Penalty 5246.277088 = -6570541.763845 nChanged 2345 SP:Iteration 7F (14283.730000 sec): 3 clusters Score: Raw -6577251.400776 + Penalty 5246.277088 = -6572005.123688 nChanged 2917 SP:Iteration 8F (14283.900000 sec): 3 clusters Score: Raw -6579527.593547 + Penalty 5246.277088 = -6574281.316459 nChanged 3222 SP:Iteration 9F (14284.070000 sec): 3 clusters Score: Raw -6582494.567515 + Penalty 5246.277088 = -6577248.290427 nChanged 2722 SP:Iteration 10F (14284.240000 sec): 3 clusters Score: Raw -6585216.446279 + Penalty 5246.277088 = -6579970.169191 nChanged 1554 SP:Iteration 11Q (14284.390000 sec): 3 clusters Score: Raw -6586764.914927 + Penalty 5246.277088 = -6581518.637839 nChanged 540 SP:Iteration 12Q (14284.530000 sec): 3 clusters Score: Raw -6587322.223540 + Penalty 5246.277088 = -6582075.946452 nChanged 170 SP:Iteration 13Q (14284.660000 sec): 3 clusters Score: Raw -6587537.601808 + Penalty 5246.277088 = -6582291.324720 nChanged 66 SP:Iteration 14Q (14284.780000 sec): 3 clusters Score: Raw -6587635.566980 + Penalty 5246.277088 = -6582389.289892 nChanged 33 SP:Iteration 15Q (14284.900000 sec): 3 clusters Score: Raw -6587697.596883 + Penalty 5246.277088 = -6582451.319795 nChanged 13 SP:Iteration 16Q (14285.020000 sec): 3 clusters Score: Raw -6587721.468214 + Penalty 5246.277088 = -6582475.191127 nChanged 7 SP:Iteration 17Q (14285.140000 sec): 3 clusters Score: Raw -6587735.000528 + Penalty 5246.277088 = -6582488.723441 nChanged 3 SP:Iteration 18Q (14285.250000 sec): 3 clusters Score: Raw -6587745.893710 + Penalty 5246.277088 = -6582499.616622 nChanged 5 SP:Iteration 19Q (14285.370000 sec): 3 clusters Score: Raw -6587756.066833 + Penalty 5246.277088 = -6582509.789745 nChanged 1 SP:Iteration 20F (14285.540000 sec): 3 clusters Score: Raw -6587760.295750 + Penalty 5246.277088 = -6582514.018662 nChanged 2 SP:Iteration 21Q (14285.660000 sec): 3 clusters Score: Raw -6587764.591549 + Penalty 5246.277088 = -6582518.314461 nChanged 1 SP:Iteration 22Q (14285.770000 sec): 3 clusters Score: Raw -6587766.517128 + Penalty 5246.277088 = -6582520.240040 nChanged 0 SP:Iteration 23F (14285.940000 sec): 3 clusters Score: Raw -6587766.517128 + Penalty 5246.277088 = -6582520.240040 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 37 (4427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14285.970000 sec): 2 clusters Score: Raw -691121.315171 + Penalty 2082.078403 = -689039.236767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14285.990000 sec): 3 clusters Score: Raw -689062.658181 + Penalty 4164.156807 = -684898.501374 nChanged 1656 SP:Iteration 1F (14286.010000 sec): 3 clusters Score: Raw -690068.736068 + Penalty 4164.156807 = -685904.579262 nChanged 324 SP:Iteration 2F (14286.030000 sec): 3 clusters Score: Raw -690326.712660 + Penalty 4164.156807 = -686162.555854 nChanged 236 SP:Iteration 3F (14286.050000 sec): 3 clusters Score: Raw -690539.622662 + Penalty 4164.156807 = -686375.465855 nChanged 191 SP:Iteration 4Q (14286.070000 sec): 3 clusters Score: Raw -690713.471911 + Penalty 4164.156807 = -686549.315104 nChanged 207 SP:Iteration 5Q (14286.090000 sec): 3 clusters Score: Raw -690879.912878 + Penalty 4164.156807 = -686715.756072 nChanged 174 SP:Iteration 6Q (14286.100000 sec): 3 clusters Score: Raw -691027.176782 + Penalty 4164.156807 = -686863.019976 nChanged 166 SP:Iteration 7Q (14286.120000 sec): 3 clusters Score: Raw -691188.071066 + Penalty 4164.156807 = -687023.914260 nChanged 173 SP:Iteration 8Q (14286.140000 sec): 3 clusters Score: Raw -691366.973488 + Penalty 4164.156807 = -687202.816682 nChanged 208 SP:Iteration 9Q (14286.160000 sec): 3 clusters Score: Raw -691563.198729 + Penalty 4164.156807 = -687399.041922 nChanged 211 SP:Iteration 10Q (14286.180000 sec): 3 clusters Score: Raw -691730.762395 + Penalty 4164.156807 = -687566.605589 nChanged 177 SP:Iteration 11Q (14286.200000 sec): 3 clusters Score: Raw -691860.894871 + Penalty 4164.156807 = -687696.738064 nChanged 135 SP:Iteration 12Q (14286.210000 sec): 3 clusters Score: Raw -691967.114591 + Penalty 4164.156807 = -687802.957785 nChanged 118 SP:Iteration 13Q (14286.230000 sec): 3 clusters Score: Raw -692062.253224 + Penalty 4164.156807 = -687898.096417 nChanged 95 SP:Iteration 14Q (14286.250000 sec): 3 clusters Score: Raw -692122.332510 + Penalty 4164.156807 = -687958.175704 nChanged 57 SP:Iteration 15Q (14286.270000 sec): 3 clusters Score: Raw -692150.673828 + Penalty 4164.156807 = -687986.517021 nChanged 38 SP:Iteration 16Q (14286.280000 sec): 3 clusters Score: Raw -692167.572032 + Penalty 4164.156807 = -688003.415226 nChanged 21 SP:Iteration 17Q (14286.300000 sec): 3 clusters Score: Raw -692175.037803 + Penalty 4164.156807 = -688010.880996 nChanged 19 SP:Iteration 18Q (14286.320000 sec): 3 clusters Score: Raw -692184.356186 + Penalty 4164.156807 = -688020.199379 nChanged 21 SP:Iteration 19Q (14286.340000 sec): 3 clusters Score: Raw -692196.578633 + Penalty 4164.156807 = -688032.421826 nChanged 24 SP:Iteration 20F (14286.360000 sec): 3 clusters Score: Raw -692208.726252 + Penalty 4164.156807 = -688044.569445 nChanged 17 SP:Iteration 21Q (14286.380000 sec): 3 clusters Score: Raw -692217.266276 + Penalty 4164.156807 = -688053.109469 nChanged 19 SP:Iteration 22Q (14286.390000 sec): 3 clusters Score: Raw -692227.804236 + Penalty 4164.156807 = -688063.647429 nChanged 19 SP:Iteration 23Q (14286.410000 sec): 3 clusters Score: Raw -692235.282199 + Penalty 4164.156807 = -688071.125392 nChanged 13 SP:Iteration 24Q (14286.430000 sec): 3 clusters Score: Raw -692241.621961 + Penalty 4164.156807 = -688077.465154 nChanged 7 SP:Iteration 25Q (14286.450000 sec): 3 clusters Score: Raw -692245.837627 + Penalty 4164.156807 = -688081.680820 nChanged 3 SP:Iteration 26Q (14286.460000 sec): 3 clusters Score: Raw -692246.612626 + Penalty 4164.156807 = -688082.455819 nChanged 4 SP:Iteration 27Q (14286.480000 sec): 3 clusters Score: Raw -692248.251856 + Penalty 4164.156807 = -688084.095050 nChanged 6 SP:Iteration 28Q (14286.500000 sec): 3 clusters Score: Raw -692251.424919 + Penalty 4164.156807 = -688087.268113 nChanged 8 SP:Iteration 29Q (14286.520000 sec): 3 clusters Score: Raw -692256.452324 + Penalty 4164.156807 = -688092.295517 nChanged 11 SP:Iteration 30Q (14286.540000 sec): 3 clusters Score: Raw -692260.303402 + Penalty 4164.156807 = -688096.146595 nChanged 7 SP:Iteration 31Q (14286.560000 sec): 3 clusters Score: Raw -692262.392775 + Penalty 4164.156807 = -688098.235968 nChanged 6 SP:Iteration 32Q (14286.570000 sec): 3 clusters Score: Raw -692266.102810 + Penalty 4164.156807 = -688101.946004 nChanged 7 SP:Iteration 33Q (14286.590000 sec): 3 clusters Score: Raw -692269.447457 + Penalty 4164.156807 = -688105.290650 nChanged 7 SP:Iteration 34Q (14286.610000 sec): 3 clusters Score: Raw -692271.759494 + Penalty 4164.156807 = -688107.602687 nChanged 6 SP:Iteration 35Q (14286.630000 sec): 3 clusters Score: Raw -692273.989472 + Penalty 4164.156807 = -688109.832665 nChanged 5 SP:Iteration 36Q (14286.640000 sec): 3 clusters Score: Raw -692276.011225 + Penalty 4164.156807 = -688111.854419 nChanged 5 SP:Iteration 37Q (14286.660000 sec): 3 clusters Score: Raw -692278.611738 + Penalty 4164.156807 = -688114.454932 nChanged 9 SP:Iteration 38Q (14286.680000 sec): 3 clusters Score: Raw -692281.733374 + Penalty 4164.156807 = -688117.576567 nChanged 5 SP:Iteration 39Q (14286.700000 sec): 3 clusters Score: Raw -692283.176166 + Penalty 4164.156807 = -688119.019359 nChanged 4 SP:Iteration 40F (14286.720000 sec): 3 clusters Score: Raw -692284.505041 + Penalty 4164.156807 = -688120.348234 nChanged 5 SP:Iteration 41Q (14286.730000 sec): 3 clusters Score: Raw -692285.814115 + Penalty 4164.156807 = -688121.657309 nChanged 3 SP:Iteration 42Q (14286.750000 sec): 3 clusters Score: Raw -692286.905613 + Penalty 4164.156807 = -688122.748806 nChanged 3 SP:Iteration 43Q (14286.770000 sec): 3 clusters Score: Raw -692287.934724 + Penalty 4164.156807 = -688123.777918 nChanged 1 SP:Iteration 44Q (14286.790000 sec): 3 clusters Score: Raw -692288.192044 + Penalty 4164.156807 = -688124.035237 nChanged 1 SP:Iteration 45Q (14286.800000 sec): 3 clusters Score: Raw -692288.712510 + Penalty 4164.156807 = -688124.555703 nChanged 2 SP:Iteration 46Q (14286.820000 sec): 3 clusters Score: Raw -692290.011447 + Penalty 4164.156807 = -688125.854640 nChanged 2 SP:Iteration 47Q (14286.840000 sec): 3 clusters Score: Raw -692290.425124 + Penalty 4164.156807 = -688126.268317 nChanged 0 SP:Iteration 48F (14286.860000 sec): 3 clusters Score: Raw -692290.425124 + Penalty 4164.156807 = -688126.268317 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 38 (3398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14286.880000 sec): 2 clusters Score: Raw -512790.370801 + Penalty 2016.473691 = -510773.897110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14286.890000 sec): 3 clusters Score: Raw -511309.673749 + Penalty 4032.947382 = -507276.726367 nChanged 1239 SP:Iteration 1F (14286.900000 sec): 3 clusters Score: Raw -512201.324566 + Penalty 4032.947382 = -508168.377184 nChanged 306 SP:Iteration 2F (14286.920000 sec): 3 clusters Score: Raw -512473.936859 + Penalty 4032.947382 = -508440.989477 nChanged 205 SP:Iteration 3F (14286.930000 sec): 3 clusters Score: Raw -512628.519428 + Penalty 4032.947382 = -508595.572046 nChanged 163 SP:Iteration 4Q (14286.950000 sec): 3 clusters Score: Raw -512781.027858 + Penalty 4032.947382 = -508748.080477 nChanged 156 SP:Iteration 5Q (14286.960000 sec): 3 clusters Score: Raw -512922.591044 + Penalty 4032.947382 = -508889.643662 nChanged 126 SP:Iteration 6Q (14286.980000 sec): 3 clusters Score: Raw -513034.890352 + Penalty 4032.947382 = -509001.942970 nChanged 103 SP:Iteration 7Q (14286.990000 sec): 3 clusters Score: Raw -513116.046477 + Penalty 4032.947382 = -509083.099095 nChanged 84 SP:Iteration 8Q (14287.000000 sec): 3 clusters Score: Raw -513180.759077 + Penalty 4032.947382 = -509147.811695 nChanged 69 SP:Iteration 9Q (14287.020000 sec): 3 clusters Score: Raw -513238.169390 + Penalty 4032.947382 = -509205.222008 nChanged 57 SP:Iteration 10Q (14287.030000 sec): 3 clusters Score: Raw -513276.269585 + Penalty 4032.947382 = -509243.322203 nChanged 44 SP:Iteration 11Q (14287.040000 sec): 3 clusters Score: Raw -513302.723095 + Penalty 4032.947382 = -509269.775713 nChanged 33 SP:Iteration 12Q (14287.060000 sec): 3 clusters Score: Raw -513325.499051 + Penalty 4032.947382 = -509292.551669 nChanged 29 SP:Iteration 13Q (14287.070000 sec): 3 clusters Score: Raw -513348.379196 + Penalty 4032.947382 = -509315.431814 nChanged 38 SP:Iteration 14Q (14287.090000 sec): 3 clusters Score: Raw -513384.418473 + Penalty 4032.947382 = -509351.471091 nChanged 53 SP:Iteration 15Q (14287.100000 sec): 3 clusters Score: Raw -513446.063157 + Penalty 4032.947382 = -509413.115775 nChanged 74 SP:Iteration 16Q (14287.120000 sec): 3 clusters Score: Raw -513546.717554 + Penalty 4032.947382 = -509513.770172 nChanged 81 SP:Iteration 17Q (14287.130000 sec): 3 clusters Score: Raw -513669.881871 + Penalty 4032.947382 = -509636.934490 nChanged 88 SP:Iteration 18Q (14287.140000 sec): 3 clusters Score: Raw -513833.796408 + Penalty 4032.947382 = -509800.849026 nChanged 88 SP:Iteration 19Q (14287.160000 sec): 3 clusters Score: Raw -513974.528250 + Penalty 4032.947382 = -509941.580868 nChanged 77 SP:Iteration 20F (14287.170000 sec): 3 clusters Score: Raw -514081.479905 + Penalty 4032.947382 = -510048.532523 nChanged 67 SP:Iteration 21Q (14287.180000 sec): 3 clusters Score: Raw -514170.773284 + Penalty 4032.947382 = -510137.825902 nChanged 46 SP:Iteration 22Q (14287.200000 sec): 3 clusters Score: Raw -514222.966706 + Penalty 4032.947382 = -510190.019325 nChanged 42 SP:Iteration 23Q (14287.210000 sec): 3 clusters Score: Raw -514257.013115 + Penalty 4032.947382 = -510224.065733 nChanged 29 SP:Iteration 24Q (14287.220000 sec): 3 clusters Score: Raw -514281.832799 + Penalty 4032.947382 = -510248.885417 nChanged 13 SP:Iteration 25Q (14287.240000 sec): 3 clusters Score: Raw -514290.609266 + Penalty 4032.947382 = -510257.661884 nChanged 12 SP:Iteration 26Q (14287.240000 sec): 3 clusters Score: Raw -514302.515828 + Penalty 4032.947382 = -510269.568447 nChanged 12 SP:Iteration 27Q (14287.260000 sec): 3 clusters Score: Raw -514320.205613 + Penalty 4032.947382 = -510287.258231 nChanged 13 SP:Iteration 28Q (14287.270000 sec): 3 clusters Score: Raw -514336.219395 + Penalty 4032.947382 = -510303.272013 nChanged 11 SP:Iteration 29Q (14287.280000 sec): 3 clusters Score: Raw -514344.867352 + Penalty 4032.947382 = -510311.919970 nChanged 4 SP:Iteration 30Q (14287.290000 sec): 3 clusters Score: Raw -514347.657162 + Penalty 4032.947382 = -510314.709780 nChanged 4 SP:Iteration 31Q (14287.300000 sec): 3 clusters Score: Raw -514351.928612 + Penalty 4032.947382 = -510318.981230 nChanged 5 SP:Iteration 32Q (14287.320000 sec): 3 clusters Score: Raw -514356.804720 + Penalty 4032.947382 = -510323.857338 nChanged 3 SP:Iteration 33Q (14287.330000 sec): 3 clusters Score: Raw -514360.096812 + Penalty 4032.947382 = -510327.149430 nChanged 2 SP:Iteration 34Q (14287.340000 sec): 3 clusters Score: Raw -514361.365863 + Penalty 4032.947382 = -510328.418481 nChanged 0 SP:Iteration 35F (14287.350000 sec): 3 clusters Score: Raw -514361.365863 + Penalty 4032.947382 = -510328.418481 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 39 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14287.360000 sec): 2 clusters Score: Raw -61114.396099 + Penalty 1460.441734 = -59653.954365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14287.360000 sec): 3 clusters Score: Raw -61272.067394 + Penalty 2920.883467 = -58351.183927 nChanged 71 SP:Iteration 1F (14287.360000 sec): 3 clusters Score: Raw -61477.406504 + Penalty 2920.883467 = -58556.523037 nChanged 30 SP:Iteration 2F (14287.360000 sec): 3 clusters Score: Raw -61576.505920 + Penalty 2920.883467 = -58655.622453 nChanged 11 SP:Iteration 3Q (14287.360000 sec): 3 clusters Score: Raw -61601.236579 + Penalty 2920.883467 = -58680.353112 nChanged 6 SP:Iteration 4Q (14287.360000 sec): 3 clusters Score: Raw -61615.219627 + Penalty 2920.883467 = -58694.336160 nChanged 7 SP:Iteration 5Q (14287.370000 sec): 3 clusters Score: Raw -61632.551195 + Penalty 2920.883467 = -58711.667728 nChanged 0 SP:Iteration 6F (14287.370000 sec): 3 clusters Score: Raw -61632.551195 + Penalty 2920.883467 = -58711.667728 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 40 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14287.370000 sec): 2 clusters Score: Raw -19935.246531 + Penalty 1266.274478 = -18668.972054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14287.370000 sec): 3 clusters Score: Raw -20257.405754 + Penalty 2532.548955 = -17724.856799 nChanged 18 SP:Iteration 1F (14287.380000 sec): 3 clusters Score: Raw -20457.996679 + Penalty 2532.548955 = -17925.447724 nChanged 10 SP:Iteration 2F (14287.380000 sec): 3 clusters Score: Raw -20576.322225 + Penalty 2532.548955 = -18043.773270 nChanged 3 SP:Iteration 3Q (14287.380000 sec): 3 clusters Score: Raw -20631.205513 + Penalty 2532.548955 = -18098.656558 nChanged 3 SP:Iteration 4Q (14287.380000 sec): 3 clusters Score: Raw -20657.305694 + Penalty 2532.548955 = -18124.756739 nChanged 0 SP:Iteration 5F (14287.380000 sec): 3 clusters Score: Raw -20657.305694 + Penalty 2532.548955 = -18124.756739 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 41 (8920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14287.420000 sec): 2 clusters Score: Raw -1439883.049749 + Penalty 2255.820704 = -1437627.229045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14287.450000 sec): 3 clusters Score: Raw -1435258.623202 + Penalty 4511.641408 = -1430746.981794 nChanged 3579 SP:Iteration 1F (14287.490000 sec): 3 clusters Score: Raw -1437110.686685 + Penalty 4511.641408 = -1432599.045277 nChanged 605 SP:Iteration 2F (14287.530000 sec): 3 clusters Score: Raw -1437410.171405 + Penalty 4511.641408 = -1432898.529997 nChanged 455 SP:Iteration 3F (14287.570000 sec): 3 clusters Score: Raw -1437655.136911 + Penalty 4511.641408 = -1433143.495504 nChanged 417 SP:Iteration 4Q (14287.600000 sec): 3 clusters Score: Raw -1437875.788385 + Penalty 4511.641408 = -1433364.146977 nChanged 422 SP:Iteration 5Q (14287.640000 sec): 3 clusters Score: Raw -1438120.769666 + Penalty 4511.641408 = -1433609.128259 nChanged 438 SP:Iteration 6Q (14287.680000 sec): 3 clusters Score: Raw -1438385.574425 + Penalty 4511.641408 = -1433873.933017 nChanged 441 SP:Iteration 7Q (14287.720000 sec): 3 clusters Score: Raw -1438669.344499 + Penalty 4511.641408 = -1434157.703091 nChanged 435 SP:Iteration 8Q (14287.760000 sec): 3 clusters Score: Raw -1438958.333328 + Penalty 4511.641408 = -1434446.691920 nChanged 414 SP:Iteration 9Q (14287.800000 sec): 3 clusters Score: Raw -1439233.536375 + Penalty 4511.641408 = -1434721.894967 nChanged 357 SP:Iteration 10Q (14287.830000 sec): 3 clusters Score: Raw -1439456.576761 + Penalty 4511.641408 = -1434944.935353 nChanged 312 SP:Iteration 11Q (14287.870000 sec): 3 clusters Score: Raw -1439638.002781 + Penalty 4511.641408 = -1435126.361373 nChanged 228 SP:Iteration 12Q (14287.910000 sec): 3 clusters Score: Raw -1439752.957701 + Penalty 4511.641408 = -1435241.316293 nChanged 174 SP:Iteration 13Q (14287.940000 sec): 3 clusters Score: Raw -1439845.310598 + Penalty 4511.641408 = -1435333.669190 nChanged 144 SP:Iteration 14Q (14287.980000 sec): 3 clusters Score: Raw -1439916.604734 + Penalty 4511.641408 = -1435404.963326 nChanged 112 SP:Iteration 15Q (14288.020000 sec): 3 clusters Score: Raw -1439975.730974 + Penalty 4511.641408 = -1435464.089566 nChanged 100 SP:Iteration 16Q (14288.060000 sec): 3 clusters Score: Raw -1440029.695366 + Penalty 4511.641408 = -1435518.053958 nChanged 87 SP:Iteration 17Q (14288.090000 sec): 3 clusters Score: Raw -1440080.826845 + Penalty 4511.641408 = -1435569.185437 nChanged 78 SP:Iteration 18Q (14288.130000 sec): 3 clusters Score: Raw -1440133.349750 + Penalty 4511.641408 = -1435621.708343 nChanged 79 SP:Iteration 19Q (14288.160000 sec): 3 clusters Score: Raw -1440183.013649 + Penalty 4511.641408 = -1435671.372241 nChanged 61 SP:Iteration 20F (14288.200000 sec): 3 clusters Score: Raw -1440216.089772 + Penalty 4511.641408 = -1435704.448364 nChanged 45 SP:Iteration 21Q (14288.240000 sec): 3 clusters Score: Raw -1440240.394743 + Penalty 4511.641408 = -1435728.753335 nChanged 37 SP:Iteration 22Q (14288.270000 sec): 3 clusters Score: Raw -1440260.028038 + Penalty 4511.641408 = -1435748.386630 nChanged 34 SP:Iteration 23Q (14288.310000 sec): 3 clusters Score: Raw -1440278.481143 + Penalty 4511.641408 = -1435766.839735 nChanged 28 SP:Iteration 24Q (14288.340000 sec): 3 clusters Score: Raw -1440289.098294 + Penalty 4511.641408 = -1435777.456886 nChanged 17 SP:Iteration 25Q (14288.380000 sec): 3 clusters Score: Raw -1440294.224335 + Penalty 4511.641408 = -1435782.582927 nChanged 19 SP:Iteration 26Q (14288.410000 sec): 3 clusters Score: Raw -1440300.968028 + Penalty 4511.641408 = -1435789.326620 nChanged 18 SP:Iteration 27Q (14288.440000 sec): 3 clusters Score: Raw -1440308.150774 + Penalty 4511.641408 = -1435796.509366 nChanged 18 SP:Iteration 28Q (14288.480000 sec): 3 clusters Score: Raw -1440318.066901 + Penalty 4511.641408 = -1435806.425493 nChanged 11 SP:Iteration 29Q (14288.510000 sec): 3 clusters Score: Raw -1440323.583783 + Penalty 4511.641408 = -1435811.942375 nChanged 13 SP:Iteration 30Q (14288.540000 sec): 3 clusters Score: Raw -1440328.801375 + Penalty 4511.641408 = -1435817.159967 nChanged 11 SP:Iteration 31Q (14288.580000 sec): 3 clusters Score: Raw -1440333.573418 + Penalty 4511.641408 = -1435821.932010 nChanged 15 SP:Iteration 32Q (14288.610000 sec): 3 clusters Score: Raw -1440340.026727 + Penalty 4511.641408 = -1435828.385319 nChanged 6 SP:Iteration 33Q (14288.640000 sec): 3 clusters Score: Raw -1440342.841208 + Penalty 4511.641408 = -1435831.199800 nChanged 7 SP:Iteration 34Q (14288.680000 sec): 3 clusters Score: Raw -1440345.747319 + Penalty 4511.641408 = -1435834.105911 nChanged 7 SP:Iteration 35Q (14288.710000 sec): 3 clusters Score: Raw -1440349.348999 + Penalty 4511.641408 = -1435837.707591 nChanged 9 SP:Iteration 36Q (14288.740000 sec): 3 clusters Score: Raw -1440353.392241 + Penalty 4511.641408 = -1435841.750833 nChanged 6 SP:Iteration 37Q (14288.780000 sec): 3 clusters Score: Raw -1440356.021712 + Penalty 4511.641408 = -1435844.380305 nChanged 4 SP:Iteration 38Q (14288.810000 sec): 3 clusters Score: Raw -1440358.265300 + Penalty 4511.641408 = -1435846.623893 nChanged 3 SP:Iteration 39Q (14288.840000 sec): 3 clusters Score: Raw -1440359.777901 + Penalty 4511.641408 = -1435848.136493 nChanged 5 SP:Iteration 40F (14288.880000 sec): 3 clusters Score: Raw -1440363.159707 + Penalty 4511.641408 = -1435851.518299 nChanged 2 SP:Iteration 41Q (14288.910000 sec): 3 clusters Score: Raw -1440364.415088 + Penalty 4511.641408 = -1435852.773680 nChanged 4 SP:Iteration 42Q (14288.940000 sec): 3 clusters Score: Raw -1440365.800361 + Penalty 4511.641408 = -1435854.158953 nChanged 1 SP:Iteration 43Q (14288.980000 sec): 3 clusters Score: Raw -1440366.097474 + Penalty 4511.641408 = -1435854.456066 nChanged 1 SP:Iteration 44Q (14289.010000 sec): 3 clusters Score: Raw -1440366.400126 + Penalty 4511.641408 = -1435854.758718 nChanged 2 SP:Iteration 45Q (14289.040000 sec): 3 clusters Score: Raw -1440367.533342 + Penalty 4511.641408 = -1435855.891934 nChanged 2 SP:Iteration 46Q (14289.070000 sec): 3 clusters Score: Raw -1440368.736320 + Penalty 4511.641408 = -1435857.094912 nChanged 2 SP:Iteration 47Q (14289.100000 sec): 3 clusters Score: Raw -1440369.906041 + Penalty 4511.641408 = -1435858.264633 nChanged 3 SP:Iteration 48Q (14289.140000 sec): 3 clusters Score: Raw -1440371.207751 + Penalty 4511.641408 = -1435859.566344 nChanged 4 SP:Iteration 49Q (14289.170000 sec): 3 clusters Score: Raw -1440372.268161 + Penalty 4511.641408 = -1435860.626753 nChanged 4 SP:Iteration 50Q (14289.200000 sec): 3 clusters Score: Raw -1440373.778483 + Penalty 4511.641408 = -1435862.137075 nChanged 6 SP:Iteration 51Q (14289.230000 sec): 3 clusters Score: Raw -1440376.548129 + Penalty 4511.641408 = -1435864.906721 nChanged 5 SP:Iteration 52Q (14289.260000 sec): 3 clusters Score: Raw -1440379.021661 + Penalty 4511.641408 = -1435867.380254 nChanged 4 SP:Iteration 53Q (14289.300000 sec): 3 clusters Score: Raw -1440380.582488 + Penalty 4511.641408 = -1435868.941080 nChanged 2 SP:Iteration 54Q (14289.330000 sec): 3 clusters Score: Raw -1440381.456114 + Penalty 4511.641408 = -1435869.814706 nChanged 6 SP:Iteration 55Q (14289.360000 sec): 3 clusters Score: Raw -1440385.189031 + Penalty 4511.641408 = -1435873.547624 nChanged 9 SP:Iteration 56Q (14289.400000 sec): 3 clusters Score: Raw -1440388.406901 + Penalty 4511.641408 = -1435876.765493 nChanged 5 SP:Iteration 57Q (14289.420000 sec): 3 clusters Score: Raw -1440390.554302 + Penalty 4511.641408 = -1435878.912894 nChanged 7 SP:Iteration 58Q (14289.460000 sec): 3 clusters Score: Raw -1440393.776839 + Penalty 4511.641408 = -1435882.135431 nChanged 6 SP:Iteration 59Q (14289.490000 sec): 3 clusters Score: Raw -1440396.739517 + Penalty 4511.641408 = -1435885.098109 nChanged 5 SP:Iteration 60F (14289.530000 sec): 3 clusters Score: Raw -1440399.349937 + Penalty 4511.641408 = -1435887.708529 nChanged 7 SP:Iteration 61Q (14289.560000 sec): 3 clusters Score: Raw -1440402.888207 + Penalty 4511.641408 = -1435891.246799 nChanged 5 SP:Iteration 62Q (14289.590000 sec): 3 clusters Score: Raw -1440405.557103 + Penalty 4511.641408 = -1435893.915695 nChanged 4 SP:Iteration 63Q (14289.620000 sec): 3 clusters Score: Raw -1440406.917403 + Penalty 4511.641408 = -1435895.275995 nChanged 3 SP:Iteration 64Q (14289.660000 sec): 3 clusters Score: Raw -1440407.927951 + Penalty 4511.641408 = -1435896.286543 nChanged 2 SP:Iteration 65Q (14289.690000 sec): 3 clusters Score: Raw -1440408.661132 + Penalty 4511.641408 = -1435897.019725 nChanged 0 SP:Iteration 66F (14289.720000 sec): 3 clusters Score: Raw -1440408.661132 + Penalty 4511.641408 = -1435897.019725 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 42 (690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14289.730000 sec): 2 clusters Score: Raw -105882.437996 + Penalty 1621.099516 = -104261.338480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14289.740000 sec): 3 clusters Score: Raw -105807.680727 + Penalty 3242.199032 = -102565.481695 nChanged 140 SP:Iteration 1F (14289.740000 sec): 3 clusters Score: Raw -106020.487960 + Penalty 3242.199032 = -102778.288928 nChanged 32 SP:Iteration 2Q (14289.740000 sec): 3 clusters Score: Raw -106088.939405 + Penalty 3242.199032 = -102846.740372 nChanged 12 SP:Iteration 3Q (14289.740000 sec): 3 clusters Score: Raw -106117.562348 + Penalty 3242.199032 = -102875.363316 nChanged 8 SP:Iteration 4Q (14289.750000 sec): 3 clusters Score: Raw -106131.028020 + Penalty 3242.199032 = -102888.828987 nChanged 5 SP:Iteration 5Q (14289.750000 sec): 3 clusters Score: Raw -106142.845496 + Penalty 3242.199032 = -102900.646464 nChanged 4 SP:Iteration 6Q (14289.750000 sec): 3 clusters Score: Raw -106151.073745 + Penalty 3242.199032 = -102908.874712 nChanged 4 SP:Iteration 7Q (14289.760000 sec): 3 clusters Score: Raw -106158.610494 + Penalty 3242.199032 = -102916.411461 nChanged 1 SP:Iteration 8Q (14289.760000 sec): 3 clusters Score: Raw -106167.572757 + Penalty 3242.199032 = -102925.373724 nChanged 4 SP:Iteration 9Q (14289.760000 sec): 3 clusters Score: Raw -106172.538888 + Penalty 3242.199032 = -102930.339855 nChanged 1 SP:Iteration 10Q (14289.760000 sec): 3 clusters Score: Raw -106174.579254 + Penalty 3242.199032 = -102932.380221 nChanged 0 SP:Iteration 11F (14289.770000 sec): 3 clusters Score: Raw -106174.579254 + Penalty 3242.199032 = -102932.380221 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 43 (13344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14289.820000 sec): 2 clusters Score: Raw -2242636.208411 + Penalty 2355.707887 = -2240280.500524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14289.880000 sec): 3 clusters Score: Raw -2235151.285463 + Penalty 4711.415774 = -2230439.869690 nChanged 5654 SP:Iteration 1F (14289.930000 sec): 3 clusters Score: Raw -2238120.722948 + Penalty 4711.415774 = -2233409.307175 nChanged 756 SP:Iteration 2F (14289.980000 sec): 3 clusters Score: Raw -2238422.931101 + Penalty 4711.415774 = -2233711.515328 nChanged 634 SP:Iteration 3Q (14290.040000 sec): 3 clusters Score: Raw -2238669.895030 + Penalty 4711.415774 = -2233958.479256 nChanged 543 SP:Iteration 4Q (14290.100000 sec): 3 clusters Score: Raw -2238871.775082 + Penalty 4711.415774 = -2234160.359308 nChanged 524 SP:Iteration 5Q (14290.160000 sec): 3 clusters Score: Raw -2239101.132375 + Penalty 4711.415774 = -2234389.716601 nChanged 536 SP:Iteration 6Q (14290.210000 sec): 3 clusters Score: Raw -2239356.551957 + Penalty 4711.415774 = -2234645.136183 nChanged 585 SP:Iteration 7Q (14290.270000 sec): 3 clusters Score: Raw -2239665.129705 + Penalty 4711.415774 = -2234953.713931 nChanged 653 SP:Iteration 8Q (14290.320000 sec): 3 clusters Score: Raw -2240036.775948 + Penalty 4711.415774 = -2235325.360174 nChanged 675 SP:Iteration 9F (14290.380000 sec): 3 clusters Score: Raw -2240473.377271 + Penalty 4711.415774 = -2235761.961497 nChanged 688 SP:Iteration 10F (14290.440000 sec): 3 clusters Score: Raw -2240965.515245 + Penalty 4711.415774 = -2236254.099471 nChanged 650 SP:Iteration 11Q (14290.500000 sec): 3 clusters Score: Raw -2241471.459480 + Penalty 4711.415774 = -2236760.043706 nChanged 569 SP:Iteration 12Q (14290.550000 sec): 3 clusters Score: Raw -2241921.928488 + Penalty 4711.415774 = -2237210.512714 nChanged 468 SP:Iteration 13Q (14290.610000 sec): 3 clusters Score: Raw -2242282.797445 + Penalty 4711.415774 = -2237571.381671 nChanged 379 SP:Iteration 14Q (14290.660000 sec): 3 clusters Score: Raw -2242593.285213 + Penalty 4711.415774 = -2237881.869439 nChanged 257 SP:Iteration 15Q (14290.720000 sec): 3 clusters Score: Raw -2242786.182318 + Penalty 4711.415774 = -2238074.766544 nChanged 177 SP:Iteration 16Q (14290.770000 sec): 3 clusters Score: Raw -2242921.865083 + Penalty 4711.415774 = -2238210.449310 nChanged 133 SP:Iteration 17Q (14290.820000 sec): 3 clusters Score: Raw -2243001.749083 + Penalty 4711.415774 = -2238290.333310 nChanged 85 SP:Iteration 18Q (14290.860000 sec): 3 clusters Score: Raw -2243034.286331 + Penalty 4711.415774 = -2238322.870557 nChanged 59 SP:Iteration 19Q (14290.910000 sec): 3 clusters Score: Raw -2243057.697153 + Penalty 4711.415774 = -2238346.281380 nChanged 42 SP:Iteration 20F (14290.970000 sec): 3 clusters Score: Raw -2243072.252481 + Penalty 4711.415774 = -2238360.836708 nChanged 34 SP:Iteration 21Q (14291.020000 sec): 3 clusters Score: Raw -2243084.606504 + Penalty 4711.415774 = -2238373.190730 nChanged 28 SP:Iteration 22Q (14291.060000 sec): 3 clusters Score: Raw -2243093.125196 + Penalty 4711.415774 = -2238381.709423 nChanged 18 SP:Iteration 23Q (14291.110000 sec): 3 clusters Score: Raw -2243098.517096 + Penalty 4711.415774 = -2238387.101322 nChanged 15 SP:Iteration 24Q (14291.160000 sec): 3 clusters Score: Raw -2243102.899708 + Penalty 4711.415774 = -2238391.483934 nChanged 11 SP:Iteration 25Q (14291.200000 sec): 3 clusters Score: Raw -2243106.072684 + Penalty 4711.415774 = -2238394.656911 nChanged 9 SP:Iteration 26Q (14291.250000 sec): 3 clusters Score: Raw -2243108.311635 + Penalty 4711.415774 = -2238396.895861 nChanged 9 SP:Iteration 27Q (14291.310000 sec): 3 clusters Score: Raw -2243110.131873 + Penalty 4711.415774 = -2238398.716099 nChanged 6 SP:Iteration 28Q (14291.350000 sec): 3 clusters Score: Raw -2243111.108823 + Penalty 4711.415774 = -2238399.693049 nChanged 4 SP:Iteration 29Q (14291.400000 sec): 3 clusters Score: Raw -2243112.043674 + Penalty 4711.415774 = -2238400.627900 nChanged 5 SP:Iteration 30Q (14291.450000 sec): 3 clusters Score: Raw -2243113.429111 + Penalty 4711.415774 = -2238402.013337 nChanged 5 SP:Iteration 31Q (14291.490000 sec): 3 clusters Score: Raw -2243114.863142 + Penalty 4711.415774 = -2238403.447368 nChanged 4 SP:Iteration 32Q (14291.540000 sec): 3 clusters Score: Raw -2243116.245362 + Penalty 4711.415774 = -2238404.829588 nChanged 3 SP:Iteration 33Q (14291.590000 sec): 3 clusters Score: Raw -2243116.541994 + Penalty 4711.415774 = -2238405.126220 nChanged 1 SP:Iteration 34Q (14291.630000 sec): 3 clusters Score: Raw -2243117.054883 + Penalty 4711.415774 = -2238405.639110 nChanged 2 SP:Iteration 35Q (14291.680000 sec): 3 clusters Score: Raw -2243117.618104 + Penalty 4711.415774 = -2238406.202331 nChanged 3 SP:Iteration 36Q (14291.730000 sec): 3 clusters Score: Raw -2243118.269168 + Penalty 4711.415774 = -2238406.853394 nChanged 1 SP:Iteration 37Q (14291.770000 sec): 3 clusters Score: Raw -2243118.350253 + Penalty 4711.415774 = -2238406.934479 nChanged 0 SP:Iteration 38F (14291.830000 sec): 3 clusters Score: Raw -2243118.350253 + Penalty 4711.415774 = -2238406.934479 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 44 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14291.840000 sec): 2 clusters Score: Raw -16213.627015 + Penalty 1176.743168 = -15036.883847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14291.840000 sec): 3 clusters Score: Raw -16630.678309 + Penalty 2353.486336 = -14277.191973 nChanged 3 SP:Iteration 1Q (14291.840000 sec): 3 clusters Score: Raw -16678.033290 + Penalty 2353.486336 = -14324.546954 nChanged 1 SP:Iteration 2Q (14291.840000 sec): 3 clusters Score: Raw -16687.430364 + Penalty 2353.486336 = -14333.944029 nChanged 0 SP:Iteration 3F (14291.840000 sec): 3 clusters Score: Raw -16687.430364 + Penalty 2353.486336 = -14333.944029 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 45 (537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14291.850000 sec): 2 clusters Score: Raw -81002.518010 + Penalty 1558.927527 = -79443.590482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14291.850000 sec): 3 clusters Score: Raw -80989.458240 + Penalty 3117.855055 = -77871.603185 nChanged 89 SP:Iteration 1F (14291.850000 sec): 3 clusters Score: Raw -81163.309315 + Penalty 3117.855055 = -78045.454260 nChanged 21 SP:Iteration 2Q (14291.850000 sec): 3 clusters Score: Raw -81215.651161 + Penalty 3117.855055 = -78097.796106 nChanged 9 SP:Iteration 3Q (14291.850000 sec): 3 clusters Score: Raw -81230.820295 + Penalty 3117.855055 = -78112.965240 nChanged 3 SP:Iteration 4Q (14291.850000 sec): 3 clusters Score: Raw -81235.506405 + Penalty 3117.855055 = -78117.651350 nChanged 1 SP:Iteration 5Q (14291.860000 sec): 3 clusters Score: Raw -81236.382705 + Penalty 3117.855055 = -78118.527651 nChanged 1 SP:Iteration 6Q (14291.860000 sec): 3 clusters Score: Raw -81238.118302 + Penalty 3117.855055 = -78120.263247 nChanged 2 SP:Iteration 7Q (14291.860000 sec): 3 clusters Score: Raw -81240.004721 + Penalty 3117.855055 = -78122.149666 nChanged 2 SP:Iteration 8Q (14291.870000 sec): 3 clusters Score: Raw -81243.144316 + Penalty 3117.855055 = -78125.289262 nChanged 0 SP:Iteration 9F (14291.870000 sec): 3 clusters Score: Raw -81243.144316 + Penalty 3117.855055 = -78125.289262 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 46 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14291.870000 sec): 2 clusters Score: Raw -18614.267093 + Penalty 1203.303505 = -17410.963587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14291.870000 sec): 3 clusters Score: Raw -18873.014893 + Penalty 2406.607011 = -16466.407882 nChanged 2 SP:Iteration 1Q (14291.870000 sec): 3 clusters Score: Raw -18898.537307 + Penalty 2406.607011 = -16491.930296 nChanged 0 SP:Iteration 2F (14291.870000 sec): 3 clusters Score: Raw -18898.537307 + Penalty 2406.607011 = -16491.930296 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 47 (336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14291.880000 sec): 2 clusters Score: Raw -40911.522347 + Penalty 1442.643568 = -39468.878779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14291.880000 sec): 3 clusters Score: Raw -41147.242461 + Penalty 2885.287135 = -38261.955326 nChanged 76 SP:Iteration 1F (14291.880000 sec): 3 clusters Score: Raw -41387.519049 + Penalty 2885.287135 = -38502.231913 nChanged 22 SP:Iteration 2F (14291.880000 sec): 3 clusters Score: Raw -41505.701986 + Penalty 2885.287135 = -38620.414851 nChanged 20 SP:Iteration 3F (14291.880000 sec): 3 clusters Score: Raw -41661.850903 + Penalty 2885.287135 = -38776.563768 nChanged 12 SP:Iteration 4Q (14291.890000 sec): 3 clusters Score: Raw -41700.051233 + Penalty 2885.287135 = -38814.764097 nChanged 6 SP:Iteration 5Q (14291.890000 sec): 3 clusters Score: Raw -41733.915046 + Penalty 2885.287135 = -38848.627911 nChanged 6 SP:Iteration 6Q (14291.890000 sec): 3 clusters Score: Raw -41770.475267 + Penalty 2885.287135 = -38885.188131 nChanged 7 SP:Iteration 7Q (14291.890000 sec): 3 clusters Score: Raw -41845.495829 + Penalty 2885.287135 = -38960.208693 nChanged 6 SP:Iteration 8Q (14291.890000 sec): 3 clusters Score: Raw -41937.562138 + Penalty 2885.287135 = -39052.275002 nChanged 9 SP:Iteration 9Q (14291.890000 sec): 3 clusters Score: Raw -42033.623437 + Penalty 2885.287135 = -39148.336302 nChanged 13 SP:Iteration 10Q (14291.890000 sec): 3 clusters Score: Raw -42097.938879 + Penalty 2885.287135 = -39212.651744 nChanged 6 SP:Iteration 11Q (14291.890000 sec): 3 clusters Score: Raw -42142.736054 + Penalty 2885.287135 = -39257.448919 nChanged 6 SP:Iteration 12Q (14291.890000 sec): 3 clusters Score: Raw -42243.252332 + Penalty 2885.287135 = -39357.965197 nChanged 6 SP:Iteration 13Q (14291.890000 sec): 3 clusters Score: Raw -42343.802243 + Penalty 2885.287135 = -39458.515108 nChanged 6 SP:Iteration 14Q (14291.900000 sec): 3 clusters Score: Raw -42371.397717 + Penalty 2885.287135 = -39486.110582 nChanged 3 SP:Iteration 15Q (14291.900000 sec): 3 clusters Score: Raw -42408.784448 + Penalty 2885.287135 = -39523.497313 nChanged 5 SP:Iteration 16Q (14291.900000 sec): 3 clusters Score: Raw -42483.703716 + Penalty 2885.287135 = -39598.416581 nChanged 2 SP:Iteration 17Q (14291.900000 sec): 3 clusters Score: Raw -42560.210872 + Penalty 2885.287135 = -39674.923736 nChanged 2 SP:Iteration 18Q (14291.900000 sec): 3 clusters Score: Raw -42595.482021 + Penalty 2885.287135 = -39710.194886 nChanged 2 SP:Iteration 19Q (14291.900000 sec): 3 clusters Score: Raw -42611.049195 + Penalty 2885.287135 = -39725.762059 nChanged 0 SP:Iteration 20F (14291.910000 sec): 3 clusters Score: Raw -42611.853440 + Penalty 2885.287135 = -39726.566304 nChanged 1 SP:Iteration 21Q (14291.910000 sec): 3 clusters Score: Raw -42617.829267 + Penalty 2885.287135 = -39732.542131 nChanged 0 SP:Iteration 22F (14291.910000 sec): 3 clusters Score: Raw -42617.829267 + Penalty 2885.287135 = -39732.542131 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 61. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 48 (1571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14291.920000 sec): 2 clusters Score: Raw -239536.560666 + Penalty 1825.147974 = -237711.412692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14291.930000 sec): 3 clusters Score: Raw -239005.278513 + Penalty 3650.295949 = -235354.982564 nChanged 494 SP:Iteration 1F (14291.930000 sec): 3 clusters Score: Raw -239424.707906 + Penalty 3650.295949 = -235774.411957 nChanged 135 SP:Iteration 2F (14291.940000 sec): 3 clusters Score: Raw -239606.637149 + Penalty 3650.295949 = -235956.341200 nChanged 87 SP:Iteration 3F (14291.950000 sec): 3 clusters Score: Raw -239735.911955 + Penalty 3650.295949 = -236085.616006 nChanged 64 SP:Iteration 4Q (14291.950000 sec): 3 clusters Score: Raw -239810.817265 + Penalty 3650.295949 = -236160.521316 nChanged 56 SP:Iteration 5Q (14291.960000 sec): 3 clusters Score: Raw -239872.140771 + Penalty 3650.295949 = -236221.844823 nChanged 41 SP:Iteration 6Q (14291.970000 sec): 3 clusters Score: Raw -239931.053422 + Penalty 3650.295949 = -236280.757473 nChanged 43 SP:Iteration 7Q (14291.970000 sec): 3 clusters Score: Raw -239979.094039 + Penalty 3650.295949 = -236328.798090 nChanged 37 SP:Iteration 8Q (14291.980000 sec): 3 clusters Score: Raw -240021.254471 + Penalty 3650.295949 = -236370.958523 nChanged 31 SP:Iteration 9Q (14291.990000 sec): 3 clusters Score: Raw -240056.564784 + Penalty 3650.295949 = -236406.268835 nChanged 25 SP:Iteration 10Q (14291.990000 sec): 3 clusters Score: Raw -240083.526968 + Penalty 3650.295949 = -236433.231019 nChanged 22 SP:Iteration 11Q (14292.000000 sec): 3 clusters Score: Raw -240105.700186 + Penalty 3650.295949 = -236455.404238 nChanged 14 SP:Iteration 12Q (14292.010000 sec): 3 clusters Score: Raw -240116.408326 + Penalty 3650.295949 = -236466.112378 nChanged 8 SP:Iteration 13Q (14292.010000 sec): 3 clusters Score: Raw -240129.239865 + Penalty 3650.295949 = -236478.943916 nChanged 7 SP:Iteration 14Q (14292.020000 sec): 3 clusters Score: Raw -240135.387060 + Penalty 3650.295949 = -236485.091111 nChanged 8 SP:Iteration 15Q (14292.030000 sec): 3 clusters Score: Raw -240148.686132 + Penalty 3650.295949 = -236498.390183 nChanged 10 SP:Iteration 16Q (14292.030000 sec): 3 clusters Score: Raw -240158.488525 + Penalty 3650.295949 = -236508.192576 nChanged 6 SP:Iteration 17Q (14292.040000 sec): 3 clusters Score: Raw -240167.425692 + Penalty 3650.295949 = -236517.129743 nChanged 6 SP:Iteration 18Q (14292.050000 sec): 3 clusters Score: Raw -240171.452483 + Penalty 3650.295949 = -236521.156534 nChanged 4 SP:Iteration 19Q (14292.050000 sec): 3 clusters Score: Raw -240175.307081 + Penalty 3650.295949 = -236525.011132 nChanged 5 SP:Iteration 20F (14292.060000 sec): 3 clusters Score: Raw -240179.659320 + Penalty 3650.295949 = -236529.363372 nChanged 8 SP:Iteration 21Q (14292.060000 sec): 3 clusters Score: Raw -240190.688823 + Penalty 3650.295949 = -236540.392875 nChanged 8 SP:Iteration 22Q (14292.070000 sec): 3 clusters Score: Raw -240207.700647 + Penalty 3650.295949 = -236557.404699 nChanged 9 SP:Iteration 23Q (14292.070000 sec): 3 clusters Score: Raw -240218.902967 + Penalty 3650.295949 = -236568.607019 nChanged 6 SP:Iteration 24Q (14292.080000 sec): 3 clusters Score: Raw -240224.623388 + Penalty 3650.295949 = -236574.327440 nChanged 0 SP:Iteration 25F (14292.090000 sec): 3 clusters Score: Raw -240224.623388 + Penalty 3650.295949 = -236574.327440 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 49 (33752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14292.230000 sec): 2 clusters Score: Raw -5451903.790890 + Penalty 2585.845149 = -5449317.945741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14292.370000 sec): 3 clusters Score: Raw -5431550.224205 + Penalty 5171.690297 = -5426378.533908 nChanged 15327 SP:Iteration 1F (14292.520000 sec): 3 clusters Score: Raw -5439799.344652 + Penalty 5171.690297 = -5434627.654355 nChanged 1669 SP:Iteration 2Q (14292.670000 sec): 3 clusters Score: Raw -5440391.688409 + Penalty 5171.690297 = -5435219.998112 nChanged 1681 SP:Iteration 3Q (14292.820000 sec): 3 clusters Score: Raw -5441122.745862 + Penalty 5171.690297 = -5435951.055564 nChanged 1937 SP:Iteration 4F (14292.970000 sec): 3 clusters Score: Raw -5442219.611161 + Penalty 5171.690297 = -5437047.920864 nChanged 2357 SP:Iteration 5F (14293.120000 sec): 3 clusters Score: Raw -5443907.750035 + Penalty 5171.690297 = -5438736.059738 nChanged 2517 SP:Iteration 6F (14293.270000 sec): 3 clusters Score: Raw -5446010.588831 + Penalty 5171.690297 = -5440838.898534 nChanged 2446 SP:Iteration 7F (14293.410000 sec): 3 clusters Score: Raw -5448143.393348 + Penalty 5171.690297 = -5442971.703051 nChanged 1966 SP:Iteration 8F (14293.570000 sec): 3 clusters Score: Raw -5449837.756310 + Penalty 5171.690297 = -5444666.066013 nChanged 1365 SP:Iteration 9Q (14293.720000 sec): 3 clusters Score: Raw -5450964.741859 + Penalty 5171.690297 = -5445793.051562 nChanged 833 SP:Iteration 10Q (14293.860000 sec): 3 clusters Score: Raw -5451611.501120 + Penalty 5171.690297 = -5446439.810823 nChanged 544 SP:Iteration 11Q (14294.000000 sec): 3 clusters Score: Raw -5452026.654598 + Penalty 5171.690297 = -5446854.964301 nChanged 349 SP:Iteration 12Q (14294.130000 sec): 3 clusters Score: Raw -5452284.138165 + Penalty 5171.690297 = -5447112.447868 nChanged 247 SP:Iteration 13Q (14294.250000 sec): 3 clusters Score: Raw -5452413.612754 + Penalty 5171.690297 = -5447241.922457 nChanged 165 SP:Iteration 14Q (14294.370000 sec): 3 clusters Score: Raw -5452482.816347 + Penalty 5171.690297 = -5447311.126050 nChanged 116 SP:Iteration 15Q (14294.490000 sec): 3 clusters Score: Raw -5452523.497004 + Penalty 5171.690297 = -5447351.806707 nChanged 77 SP:Iteration 16Q (14294.610000 sec): 3 clusters Score: Raw -5452545.345763 + Penalty 5171.690297 = -5447373.655466 nChanged 49 SP:Iteration 17Q (14294.720000 sec): 3 clusters Score: Raw -5452558.992166 + Penalty 5171.690297 = -5447387.301869 nChanged 40 SP:Iteration 18Q (14294.840000 sec): 3 clusters Score: Raw -5452569.155183 + Penalty 5171.690297 = -5447397.464886 nChanged 28 SP:Iteration 19Q (14294.950000 sec): 3 clusters Score: Raw -5452575.210456 + Penalty 5171.690297 = -5447403.520159 nChanged 16 SP:Iteration 20F (14295.110000 sec): 3 clusters Score: Raw -5452580.082628 + Penalty 5171.690297 = -5447408.392331 nChanged 9 SP:Iteration 21Q (14295.220000 sec): 3 clusters Score: Raw -5452582.893011 + Penalty 5171.690297 = -5447411.202714 nChanged 16 SP:Iteration 22Q (14295.340000 sec): 3 clusters Score: Raw -5452585.725676 + Penalty 5171.690297 = -5447414.035379 nChanged 5 SP:Iteration 23Q (14295.460000 sec): 3 clusters Score: Raw -5452586.238986 + Penalty 5171.690297 = -5447414.548689 nChanged 2 SP:Iteration 24Q (14295.570000 sec): 3 clusters Score: Raw -5452586.620642 + Penalty 5171.690297 = -5447414.930344 nChanged 2 SP:Iteration 25Q (14295.680000 sec): 3 clusters Score: Raw -5452587.408610 + Penalty 5171.690297 = -5447415.718313 nChanged 4 SP:Iteration 26Q (14295.790000 sec): 3 clusters Score: Raw -5452588.184031 + Penalty 5171.690297 = -5447416.493734 nChanged 1 SP:Iteration 27Q (14295.910000 sec): 3 clusters Score: Raw -5452588.254687 + Penalty 5171.690297 = -5447416.564389 nChanged 0 SP:Iteration 28F (14296.050000 sec): 3 clusters Score: Raw -5452588.254687 + Penalty 5171.690297 = -5447416.564389 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 50 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14296.070000 sec): 2 clusters Score: Raw -16154.388920 + Penalty 1267.772972 = -14886.615948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14296.070000 sec): 3 clusters Score: Raw -16647.421007 + Penalty 2535.545943 = -14111.875064 nChanged 23 SP:Iteration 1F (14296.070000 sec): 3 clusters Score: Raw -16957.063521 + Penalty 2535.545943 = -14421.517578 nChanged 6 SP:Iteration 2Q (14296.070000 sec): 3 clusters Score: Raw -17117.580526 + Penalty 2535.545943 = -14582.034583 nChanged 1 SP:Iteration 3Q (14296.070000 sec): 3 clusters Score: Raw -17122.064823 + Penalty 2535.545943 = -14586.518880 nChanged 0 SP:Iteration 4F (14296.070000 sec): 3 clusters Score: Raw -17122.064823 + Penalty 2535.545943 = -14586.518880 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 51 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14296.080000 sec): 2 clusters Score: Raw -84802.923703 + Penalty 1572.846112 = -83230.077591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14296.080000 sec): 3 clusters Score: Raw -84788.648394 + Penalty 3145.692224 = -81642.956171 nChanged 113 SP:Iteration 1F (14296.080000 sec): 3 clusters Score: Raw -85005.966758 + Penalty 3145.692224 = -81860.274534 nChanged 28 SP:Iteration 2Q (14296.080000 sec): 3 clusters Score: Raw -85058.835754 + Penalty 3145.692224 = -81913.143531 nChanged 9 SP:Iteration 3Q (14296.090000 sec): 3 clusters Score: Raw -85077.651569 + Penalty 3145.692224 = -81931.959345 nChanged 7 SP:Iteration 4Q (14296.090000 sec): 3 clusters Score: Raw -85095.991480 + Penalty 3145.692224 = -81950.299257 nChanged 6 SP:Iteration 5Q (14296.090000 sec): 3 clusters Score: Raw -85112.474361 + Penalty 3145.692224 = -81966.782137 nChanged 7 SP:Iteration 6Q (14296.100000 sec): 3 clusters Score: Raw -85127.894015 + Penalty 3145.692224 = -81982.201791 nChanged 2 SP:Iteration 7Q (14296.100000 sec): 3 clusters Score: Raw -85130.366392 + Penalty 3145.692224 = -81984.674168 nChanged 2 SP:Iteration 8Q (14296.100000 sec): 3 clusters Score: Raw -85136.209193 + Penalty 3145.692224 = -81990.516969 nChanged 1 SP:Iteration 9Q (14296.100000 sec): 3 clusters Score: Raw -85139.513362 + Penalty 3145.692224 = -81993.821139 nChanged 1 SP:Iteration 10Q (14296.100000 sec): 3 clusters Score: Raw -85141.147283 + Penalty 3145.692224 = -81995.455060 nChanged 1 SP:Iteration 11Q (14296.110000 sec): 3 clusters Score: Raw -85146.019443 + Penalty 3145.692224 = -82000.327219 nChanged 0 SP:Iteration 12F (14296.110000 sec): 3 clusters Score: Raw -85146.019443 + Penalty 3145.692224 = -82000.327219 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 52 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14296.110000 sec): 2 clusters Score: Raw -32748.361017 + Penalty 1333.069045 = -31415.291972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14296.110000 sec): 3 clusters Score: Raw -32962.318400 + Penalty 2666.138090 = -30296.180310 nChanged 21 SP:Iteration 1F (14296.120000 sec): 3 clusters Score: Raw -33051.969946 + Penalty 2666.138090 = -30385.831856 nChanged 4 SP:Iteration 2Q (14296.120000 sec): 3 clusters Score: Raw -33066.054174 + Penalty 2666.138090 = -30399.916084 nChanged 1 SP:Iteration 3Q (14296.120000 sec): 3 clusters Score: Raw -33069.685760 + Penalty 2666.138090 = -30403.547669 nChanged 0 SP:Iteration 4F (14296.120000 sec): 3 clusters Score: Raw -33069.685760 + Penalty 2666.138090 = -30403.547669 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 53 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14296.120000 sec): 2 clusters Score: Raw -78843.633717 + Penalty 1549.993860 = -77293.639857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14296.120000 sec): 3 clusters Score: Raw -78863.276799 + Penalty 3099.987720 = -75763.289079 nChanged 85 SP:Iteration 1F (14296.130000 sec): 3 clusters Score: Raw -79024.817350 + Penalty 3099.987720 = -75924.829630 nChanged 17 SP:Iteration 2Q (14296.130000 sec): 3 clusters Score: Raw -79068.984255 + Penalty 3099.987720 = -75968.996535 nChanged 9 SP:Iteration 3Q (14296.130000 sec): 3 clusters Score: Raw -79095.408054 + Penalty 3099.987720 = -75995.420334 nChanged 7 SP:Iteration 4Q (14296.130000 sec): 3 clusters Score: Raw -79111.182435 + Penalty 3099.987720 = -76011.194715 nChanged 7 SP:Iteration 5Q (14296.140000 sec): 3 clusters Score: Raw -79127.414964 + Penalty 3099.987720 = -76027.427244 nChanged 8 SP:Iteration 6Q (14296.140000 sec): 3 clusters Score: Raw -79143.458112 + Penalty 3099.987720 = -76043.470392 nChanged 1 SP:Iteration 7Q (14296.140000 sec): 3 clusters Score: Raw -79144.176280 + Penalty 3099.987720 = -76044.188560 nChanged 0 SP:Iteration 8F (14296.140000 sec): 3 clusters Score: Raw -79144.176280 + Penalty 3099.987720 = -76044.188560 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 54 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14296.150000 sec): 2 clusters Score: Raw -15111.611835 + Penalty 1366.328307 = -13745.283527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14296.150000 sec): 3 clusters Score: Raw -15371.478754 + Penalty 2732.656615 = -12638.822139 nChanged 59 SP:Iteration 1F (14296.150000 sec): 3 clusters Score: Raw -15595.751581 + Penalty 2732.656615 = -12863.094966 nChanged 10 SP:Iteration 2Q (14296.150000 sec): 3 clusters Score: Raw -15634.873336 + Penalty 2732.656615 = -12902.216721 nChanged 4 SP:Iteration 3Q (14296.150000 sec): 3 clusters Score: Raw -15657.341280 + Penalty 2732.656615 = -12924.684665 nChanged 4 SP:Iteration 4Q (14296.150000 sec): 3 clusters Score: Raw -15669.101838 + Penalty 2732.656615 = -12936.445223 nChanged 2 SP:Iteration 5Q (14296.150000 sec): 3 clusters Score: Raw -15671.352648 + Penalty 2732.656615 = -12938.696033 nChanged 1 SP:Iteration 6Q (14296.150000 sec): 3 clusters Score: Raw -15674.778120 + Penalty 2732.656615 = -12942.121505 nChanged 1 SP:Iteration 7Q (14296.160000 sec): 3 clusters Score: Raw -15677.145804 + Penalty 2732.656615 = -12944.489189 nChanged 0 SP:Iteration 8F (14296.160000 sec): 3 clusters Score: Raw -15677.145804 + Penalty 2732.656615 = -12944.489189 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 55 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14296.160000 sec): 2 clusters Score: Raw -40579.167008 + Penalty 1380.001061 = -39199.165947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14296.160000 sec): 3 clusters Score: Raw -40729.069022 + Penalty 2760.002122 = -37969.066900 nChanged 20 SP:Iteration 1F (14296.160000 sec): 3 clusters Score: Raw -40786.173645 + Penalty 2760.002122 = -38026.171523 nChanged 5 SP:Iteration 2Q (14296.160000 sec): 3 clusters Score: Raw -40817.198408 + Penalty 2760.002122 = -38057.196286 nChanged 3 SP:Iteration 3Q (14296.160000 sec): 3 clusters Score: Raw -40832.629843 + Penalty 2760.002122 = -38072.627721 nChanged 1 SP:Iteration 4Q (14296.160000 sec): 3 clusters Score: Raw -40836.168969 + Penalty 2760.002122 = -38076.166847 nChanged 0 SP:Iteration 5F (14296.170000 sec): 3 clusters Score: Raw -40836.168969 + Penalty 2760.002122 = -38076.166847 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 56 (548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14296.170000 sec): 2 clusters Score: Raw -82393.720975 + Penalty 1563.956271 = -80829.764703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14296.180000 sec): 3 clusters Score: Raw -82438.350669 + Penalty 3127.912542 = -79310.438127 nChanged 102 SP:Iteration 1F (14296.180000 sec): 3 clusters Score: Raw -82655.119319 + Penalty 3127.912542 = -79527.206776 nChanged 28 SP:Iteration 2F (14296.180000 sec): 3 clusters Score: Raw -82737.148564 + Penalty 3127.912542 = -79609.236021 nChanged 19 SP:Iteration 3Q (14296.180000 sec): 3 clusters Score: Raw -82782.477239 + Penalty 3127.912542 = -79654.564697 nChanged 6 SP:Iteration 4Q (14296.180000 sec): 3 clusters Score: Raw -82796.133776 + Penalty 3127.912542 = -79668.221234 nChanged 7 SP:Iteration 5Q (14296.180000 sec): 3 clusters Score: Raw -82815.669570 + Penalty 3127.912542 = -79687.757027 nChanged 6 SP:Iteration 6Q (14296.190000 sec): 3 clusters Score: Raw -82830.435087 + Penalty 3127.912542 = -79702.522544 nChanged 2 SP:Iteration 7Q (14296.190000 sec): 3 clusters Score: Raw -82835.019434 + Penalty 3127.912542 = -79707.106892 nChanged 5 SP:Iteration 8Q (14296.190000 sec): 3 clusters Score: Raw -82850.114813 + Penalty 3127.912542 = -79722.202271 nChanged 9 SP:Iteration 9Q (14296.200000 sec): 3 clusters Score: Raw -82873.610450 + Penalty 3127.912542 = -79745.697907 nChanged 8 SP:Iteration 10Q (14296.200000 sec): 3 clusters Score: Raw -82905.192616 + Penalty 3127.912542 = -79777.280074 nChanged 8 SP:Iteration 11Q (14296.200000 sec): 3 clusters Score: Raw -82943.076684 + Penalty 3127.912542 = -79815.164142 nChanged 8 SP:Iteration 12Q (14296.200000 sec): 3 clusters Score: Raw -82970.888023 + Penalty 3127.912542 = -79842.975480 nChanged 4 SP:Iteration 13Q (14296.200000 sec): 3 clusters Score: Raw -82981.411582 + Penalty 3127.912542 = -79853.499040 nChanged 3 SP:Iteration 14Q (14296.200000 sec): 3 clusters Score: Raw -83003.506292 + Penalty 3127.912542 = -79875.593750 nChanged 5 SP:Iteration 15Q (14296.210000 sec): 3 clusters Score: Raw -83018.199177 + Penalty 3127.912542 = -79890.286635 nChanged 4 SP:Iteration 16Q (14296.210000 sec): 3 clusters Score: Raw -83045.596057 + Penalty 3127.912542 = -79917.683515 nChanged 6 SP:Iteration 17Q (14296.210000 sec): 3 clusters Score: Raw -83073.740270 + Penalty 3127.912542 = -79945.827728 nChanged 5 SP:Iteration 18Q (14296.210000 sec): 3 clusters Score: Raw -83086.515091 + Penalty 3127.912542 = -79958.602548 nChanged 4 SP:Iteration 19Q (14296.220000 sec): 3 clusters Score: Raw -83102.125412 + Penalty 3127.912542 = -79974.212869 nChanged 7 SP:Iteration 20F (14296.220000 sec): 3 clusters Score: Raw -83142.579901 + Penalty 3127.912542 = -80014.667359 nChanged 11 SP:Iteration 21Q (14296.220000 sec): 3 clusters Score: Raw -83220.998207 + Penalty 3127.912542 = -80093.085665 nChanged 15 SP:Iteration 22Q (14296.220000 sec): 3 clusters Score: Raw -83276.401601 + Penalty 3127.912542 = -80148.489058 nChanged 8 SP:Iteration 23Q (14296.220000 sec): 3 clusters Score: Raw -83307.119012 + Penalty 3127.912542 = -80179.206470 nChanged 8 SP:Iteration 24Q (14296.220000 sec): 3 clusters Score: Raw -83332.775848 + Penalty 3127.912542 = -80204.863305 nChanged 7 SP:Iteration 25Q (14296.230000 sec): 3 clusters Score: Raw -83360.294831 + Penalty 3127.912542 = -80232.382289 nChanged 3 SP:Iteration 26Q (14296.230000 sec): 3 clusters Score: Raw -83369.071546 + Penalty 3127.912542 = -80241.159004 nChanged 1 SP:Iteration 27Q (14296.230000 sec): 3 clusters Score: Raw -83371.855851 + Penalty 3127.912542 = -80243.943309 nChanged 0 SP:Iteration 28F (14296.230000 sec): 3 clusters Score: Raw -83371.855851 + Penalty 3127.912542 = -80243.943309 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 57 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14296.240000 sec): 2 clusters Score: Raw -47369.713188 + Penalty 1428.988743 = -45940.724445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14296.240000 sec): 3 clusters Score: Raw -47480.079351 + Penalty 2857.977486 = -44622.101865 nChanged 32 SP:Iteration 1F (14296.240000 sec): 3 clusters Score: Raw -47592.557588 + Penalty 2857.977486 = -44734.580102 nChanged 16 SP:Iteration 2F (14296.240000 sec): 3 clusters Score: Raw -47645.646768 + Penalty 2857.977486 = -44787.669282 nChanged 5 SP:Iteration 3Q (14296.240000 sec): 3 clusters Score: Raw -47664.344754 + Penalty 2857.977486 = -44806.367268 nChanged 3 SP:Iteration 4Q (14296.240000 sec): 3 clusters Score: Raw -47675.086090 + Penalty 2857.977486 = -44817.108605 nChanged 0 SP:Iteration 5F (14296.250000 sec): 3 clusters Score: Raw -47675.086090 + Penalty 2857.977486 = -44817.108605 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 58 (311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14296.250000 sec): 2 clusters Score: Raw -15450.166862 + Penalty 1423.468642 = -14026.698220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14296.250000 sec): 3 clusters Score: Raw -15787.154184 + Penalty 2846.937284 = -12940.216900 nChanged 75 SP:Iteration 1F (14296.250000 sec): 3 clusters Score: Raw -16203.566629 + Penalty 2846.937284 = -13356.629345 nChanged 28 SP:Iteration 2F (14296.260000 sec): 3 clusters Score: Raw -16436.710048 + Penalty 2846.937284 = -13589.772764 nChanged 9 SP:Iteration 3Q (14296.260000 sec): 3 clusters Score: Raw -16506.989793 + Penalty 2846.937284 = -13660.052508 nChanged 3 SP:Iteration 4Q (14296.260000 sec): 3 clusters Score: Raw -16527.098705 + Penalty 2846.937284 = -13680.161420 nChanged 1 SP:Iteration 5Q (14296.260000 sec): 3 clusters Score: Raw -16536.673640 + Penalty 2846.937284 = -13689.736356 nChanged 0 SP:Iteration 6F (14296.260000 sec): 3 clusters Score: Raw -16536.673640 + Penalty 2846.937284 = -13689.736356 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 59 (562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14296.260000 sec): 2 clusters Score: Raw -85698.723907 + Penalty 1570.212459 = -84128.511448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14296.260000 sec): 3 clusters Score: Raw -85716.611291 + Penalty 3140.424918 = -82576.186373 nChanged 114 SP:Iteration 1F (14296.260000 sec): 3 clusters Score: Raw -85911.798880 + Penalty 3140.424918 = -82771.373962 nChanged 26 SP:Iteration 2Q (14296.270000 sec): 3 clusters Score: Raw -85971.142057 + Penalty 3140.424918 = -82830.717139 nChanged 18 SP:Iteration 3Q (14296.270000 sec): 3 clusters Score: Raw -86007.974786 + Penalty 3140.424918 = -82867.549868 nChanged 6 SP:Iteration 4Q (14296.270000 sec): 3 clusters Score: Raw -86020.061642 + Penalty 3140.424918 = -82879.636725 nChanged 4 SP:Iteration 5Q (14296.280000 sec): 3 clusters Score: Raw -86028.624627 + Penalty 3140.424918 = -82888.199709 nChanged 4 SP:Iteration 6Q (14296.280000 sec): 3 clusters Score: Raw -86034.399781 + Penalty 3140.424918 = -82893.974863 nChanged 4 SP:Iteration 7Q (14296.280000 sec): 3 clusters Score: Raw -86042.739311 + Penalty 3140.424918 = -82902.314393 nChanged 0 SP:Iteration 8F (14296.280000 sec): 3 clusters Score: Raw -86042.739311 + Penalty 3140.424918 = -82902.314393 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 60 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14296.280000 sec): 2 clusters Score: Raw -17559.566916 + Penalty 1209.048936 = -16350.517980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14296.280000 sec): 3 clusters Score: Raw -17951.654588 + Penalty 2418.097872 = -15533.556716 nChanged 3 SP:Iteration 1Q (14296.290000 sec): 3 clusters Score: Raw -17969.810609 + Penalty 2418.097872 = -15551.712737 nChanged 1 SP:Iteration 2Q (14296.290000 sec): 3 clusters Score: Raw -17976.272943 + Penalty 2418.097872 = -15558.175070 nChanged 0 SP:Iteration 3F (14296.290000 sec): 3 clusters Score: Raw -17976.272943 + Penalty 2418.097872 = -15558.175070 nChanged 0 Deleting Class 61 (155 points): Lose 3157.730237 but Gain 3491.854150 Iteration 334F (14417.540000 sec): 61 clusters Score: Raw -205033549.195000 + Penalty 209511.248979 = -204824037.946022 nChanged 175 Iteration 335F (14532.630000 sec): 61 clusters Score: Raw -205034385.221196 + Penalty 209511.248979 = -204824873.972218 nChanged 58 Iteration 336Q (14555.910000 sec): 61 clusters Score: Raw -205034610.289188 + Penalty 209511.248979 = -204825099.040209 nChanged 55 Iteration 337Q (14579.270000 sec): 61 clusters Score: Raw -205034728.126268 + Penalty 209511.248979 = -204825216.877290 nChanged 50 Iteration 338Q (14602.680000 sec): 61 clusters Score: Raw -205034799.422904 + Penalty 209511.248979 = -204825288.173925 nChanged 41 Writing temp clu file Because OldScore, -204825216.877290, is greater than current (better) Score,-204825288.173925 Compute initial score before splitting: Score: Raw -205034799.422904 + Penalty 209511.248979 = -204825288.173925 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 1 (34122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14603.080000 sec): 2 clusters Score: Raw -5538436.677853 + Penalty 2588.549009 = -5535848.128844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14603.220000 sec): 3 clusters Score: Raw -5517701.921408 + Penalty 5177.098018 = -5512524.823390 nChanged 15587 SP:Iteration 1F (14603.370000 sec): 3 clusters Score: Raw -5526272.374449 + Penalty 5177.098018 = -5521095.276431 nChanged 1637 SP:Iteration 2Q (14603.510000 sec): 3 clusters Score: Raw -5526863.973713 + Penalty 5177.098018 = -5521686.875695 nChanged 1547 SP:Iteration 3Q (14603.660000 sec): 3 clusters Score: Raw -5527476.482012 + Penalty 5177.098018 = -5522299.383994 nChanged 1557 SP:Iteration 4Q (14603.800000 sec): 3 clusters Score: Raw -5528194.441876 + Penalty 5177.098018 = -5523017.343858 nChanged 1603 SP:Iteration 5Q (14603.960000 sec): 3 clusters Score: Raw -5529128.749016 + Penalty 5177.098018 = -5523951.650999 nChanged 1794 SP:Iteration 6F (14604.100000 sec): 3 clusters Score: Raw -5530292.262890 + Penalty 5177.098018 = -5525115.164872 nChanged 1858 SP:Iteration 7F (14604.240000 sec): 3 clusters Score: Raw -5531609.098338 + Penalty 5177.098018 = -5526432.000320 nChanged 1885 SP:Iteration 8F (14604.390000 sec): 3 clusters Score: Raw -5533009.744716 + Penalty 5177.098018 = -5527832.646698 nChanged 1858 SP:Iteration 9F (14604.530000 sec): 3 clusters Score: Raw -5534391.946969 + Penalty 5177.098018 = -5529214.848951 nChanged 1609 SP:Iteration 10Q (14604.670000 sec): 3 clusters Score: Raw -5535491.342464 + Penalty 5177.098018 = -5530314.244446 nChanged 1317 SP:Iteration 11Q (14604.800000 sec): 3 clusters Score: Raw -5536344.614721 + Penalty 5177.098018 = -5531167.516703 nChanged 1151 SP:Iteration 12Q (14604.930000 sec): 3 clusters Score: Raw -5537052.752310 + Penalty 5177.098018 = -5531875.654292 nChanged 927 SP:Iteration 13Q (14605.060000 sec): 3 clusters Score: Raw -5537564.150128 + Penalty 5177.098018 = -5532387.052110 nChanged 705 SP:Iteration 14Q (14605.190000 sec): 3 clusters Score: Raw -5537918.769491 + Penalty 5177.098018 = -5532741.671474 nChanged 525 SP:Iteration 15Q (14605.310000 sec): 3 clusters Score: Raw -5538178.200811 + Penalty 5177.098018 = -5533001.102793 nChanged 402 SP:Iteration 16Q (14605.430000 sec): 3 clusters Score: Raw -5538370.742350 + Penalty 5177.098018 = -5533193.644332 nChanged 339 SP:Iteration 17Q (14605.550000 sec): 3 clusters Score: Raw -5538525.729938 + Penalty 5177.098018 = -5533348.631921 nChanged 262 SP:Iteration 18Q (14605.670000 sec): 3 clusters Score: Raw -5538637.462613 + Penalty 5177.098018 = -5533460.364595 nChanged 211 SP:Iteration 19Q (14605.780000 sec): 3 clusters Score: Raw -5538727.435972 + Penalty 5177.098018 = -5533550.337954 nChanged 164 SP:Iteration 20F (14605.920000 sec): 3 clusters Score: Raw -5538799.334696 + Penalty 5177.098018 = -5533622.236678 nChanged 136 SP:Iteration 21Q (14606.030000 sec): 3 clusters Score: Raw -5538853.256440 + Penalty 5177.098018 = -5533676.158422 nChanged 113 SP:Iteration 22Q (14606.140000 sec): 3 clusters Score: Raw -5538897.107178 + Penalty 5177.098018 = -5533720.009160 nChanged 94 SP:Iteration 23Q (14606.250000 sec): 3 clusters Score: Raw -5538929.490417 + Penalty 5177.098018 = -5533752.392399 nChanged 63 SP:Iteration 24Q (14606.370000 sec): 3 clusters Score: Raw -5538950.818200 + Penalty 5177.098018 = -5533773.720182 nChanged 49 SP:Iteration 25Q (14606.470000 sec): 3 clusters Score: Raw -5538968.174118 + Penalty 5177.098018 = -5533791.076100 nChanged 37 SP:Iteration 26Q (14606.580000 sec): 3 clusters Score: Raw -5538979.937332 + Penalty 5177.098018 = -5533802.839314 nChanged 33 SP:Iteration 27Q (14606.690000 sec): 3 clusters Score: Raw -5538990.437959 + Penalty 5177.098018 = -5533813.339941 nChanged 25 SP:Iteration 28Q (14606.800000 sec): 3 clusters Score: Raw -5538997.718759 + Penalty 5177.098018 = -5533820.620741 nChanged 14 SP:Iteration 29Q (14606.910000 sec): 3 clusters Score: Raw -5539002.257316 + Penalty 5177.098018 = -5533825.159298 nChanged 19 SP:Iteration 30Q (14607.020000 sec): 3 clusters Score: Raw -5539008.838134 + Penalty 5177.098018 = -5533831.740117 nChanged 12 SP:Iteration 31Q (14607.130000 sec): 3 clusters Score: Raw -5539013.607104 + Penalty 5177.098018 = -5533836.509087 nChanged 9 SP:Iteration 32Q (14607.240000 sec): 3 clusters Score: Raw -5539016.618754 + Penalty 5177.098018 = -5533839.520736 nChanged 12 SP:Iteration 33Q (14607.350000 sec): 3 clusters Score: Raw -5539021.382572 + Penalty 5177.098018 = -5533844.284555 nChanged 19 SP:Iteration 34Q (14607.460000 sec): 3 clusters Score: Raw -5539027.984491 + Penalty 5177.098018 = -5533850.886473 nChanged 16 SP:Iteration 35Q (14607.570000 sec): 3 clusters Score: Raw -5539034.861612 + Penalty 5177.098018 = -5533857.763594 nChanged 20 SP:Iteration 36Q (14607.670000 sec): 3 clusters Score: Raw -5539044.244775 + Penalty 5177.098018 = -5533867.146757 nChanged 18 SP:Iteration 37Q (14607.790000 sec): 3 clusters Score: Raw -5539050.910172 + Penalty 5177.098018 = -5533873.812154 nChanged 18 SP:Iteration 38Q (14607.890000 sec): 3 clusters Score: Raw -5539059.270425 + Penalty 5177.098018 = -5533882.172408 nChanged 10 SP:Iteration 39Q (14608.000000 sec): 3 clusters Score: Raw -5539062.074158 + Penalty 5177.098018 = -5533884.976140 nChanged 12 SP:Iteration 40F (14608.140000 sec): 3 clusters Score: Raw -5539065.386108 + Penalty 5177.098018 = -5533888.288090 nChanged 9 SP:Iteration 41Q (14608.250000 sec): 3 clusters Score: Raw -5539067.957469 + Penalty 5177.098018 = -5533890.859451 nChanged 7 SP:Iteration 42Q (14608.360000 sec): 3 clusters Score: Raw -5539070.171370 + Penalty 5177.098018 = -5533893.073352 nChanged 10 SP:Iteration 43Q (14608.470000 sec): 3 clusters Score: Raw -5539073.335274 + Penalty 5177.098018 = -5533896.237256 nChanged 11 SP:Iteration 44Q (14608.580000 sec): 3 clusters Score: Raw -5539077.430702 + Penalty 5177.098018 = -5533900.332684 nChanged 13 SP:Iteration 45Q (14608.690000 sec): 3 clusters Score: Raw -5539082.089905 + Penalty 5177.098018 = -5533904.991887 nChanged 7 SP:Iteration 46Q (14608.790000 sec): 3 clusters Score: Raw -5539085.364349 + Penalty 5177.098018 = -5533908.266331 nChanged 9 SP:Iteration 47Q (14608.900000 sec): 3 clusters Score: Raw -5539088.498556 + Penalty 5177.098018 = -5533911.400538 nChanged 11 SP:Iteration 48Q (14609.010000 sec): 3 clusters Score: Raw -5539092.673409 + Penalty 5177.098018 = -5533915.575392 nChanged 9 SP:Iteration 49Q (14609.110000 sec): 3 clusters Score: Raw -5539096.049152 + Penalty 5177.098018 = -5533918.951135 nChanged 8 SP:Iteration 50Q (14609.220000 sec): 3 clusters Score: Raw -5539098.921007 + Penalty 5177.098018 = -5533921.822990 nChanged 7 SP:Iteration 51Q (14609.330000 sec): 3 clusters Score: Raw -5539101.555479 + Penalty 5177.098018 = -5533924.457461 nChanged 7 SP:Iteration 52Q (14609.430000 sec): 3 clusters Score: Raw -5539103.990982 + Penalty 5177.098018 = -5533926.892965 nChanged 5 SP:Iteration 53Q (14609.540000 sec): 3 clusters Score: Raw -5539105.957362 + Penalty 5177.098018 = -5533928.859344 nChanged 5 SP:Iteration 54Q (14609.650000 sec): 3 clusters Score: Raw -5539108.831520 + Penalty 5177.098018 = -5533931.733502 nChanged 4 SP:Iteration 55Q (14609.750000 sec): 3 clusters Score: Raw -5539110.068357 + Penalty 5177.098018 = -5533932.970339 nChanged 2 SP:Iteration 56Q (14609.860000 sec): 3 clusters Score: Raw -5539110.428658 + Penalty 5177.098018 = -5533933.330641 nChanged 2 SP:Iteration 57Q (14609.970000 sec): 3 clusters Score: Raw -5539111.056344 + Penalty 5177.098018 = -5533933.958326 nChanged 2 SP:Iteration 58Q (14610.080000 sec): 3 clusters Score: Raw -5539111.607957 + Penalty 5177.098018 = -5533934.509939 nChanged 1 SP:Iteration 59Q (14610.190000 sec): 3 clusters Score: Raw -5539111.922166 + Penalty 5177.098018 = -5533934.824148 nChanged 2 SP:Iteration 60F (14610.330000 sec): 3 clusters Score: Raw -5539112.317571 + Penalty 5177.098018 = -5533935.219553 nChanged 1 SP:Iteration 61Q (14610.430000 sec): 3 clusters Score: Raw -5539112.613521 + Penalty 5177.098018 = -5533935.515503 nChanged 0 SP:Iteration 62F (14610.580000 sec): 3 clusters Score: Raw -5539112.613521 + Penalty 5177.098018 = -5533935.515503 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 2 (14366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14610.640000 sec): 2 clusters Score: Raw -2339969.821600 + Penalty 2374.009656 = -2337595.811944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14610.700000 sec): 3 clusters Score: Raw -2331890.148296 + Penalty 4748.019313 = -2327142.128983 nChanged 6184 SP:Iteration 1F (14610.760000 sec): 3 clusters Score: Raw -2335271.231763 + Penalty 4748.019313 = -2330523.212450 nChanged 852 SP:Iteration 2F (14610.820000 sec): 3 clusters Score: Raw -2335623.510816 + Penalty 4748.019313 = -2330875.491503 nChanged 667 SP:Iteration 3Q (14610.880000 sec): 3 clusters Score: Raw -2335897.543283 + Penalty 4748.019313 = -2331149.523970 nChanged 630 SP:Iteration 4Q (14610.940000 sec): 3 clusters Score: Raw -2336166.576467 + Penalty 4748.019313 = -2331418.557154 nChanged 586 SP:Iteration 5Q (14611.000000 sec): 3 clusters Score: Raw -2336410.797726 + Penalty 4748.019313 = -2331662.778413 nChanged 537 SP:Iteration 6Q (14611.060000 sec): 3 clusters Score: Raw -2336632.288630 + Penalty 4748.019313 = -2331884.269317 nChanged 518 SP:Iteration 7Q (14611.120000 sec): 3 clusters Score: Raw -2336883.221974 + Penalty 4748.019313 = -2332135.202661 nChanged 566 SP:Iteration 8Q (14611.180000 sec): 3 clusters Score: Raw -2337173.514243 + Penalty 4748.019313 = -2332425.494930 nChanged 599 SP:Iteration 9Q (14611.240000 sec): 3 clusters Score: Raw -2337485.884325 + Penalty 4748.019313 = -2332737.865012 nChanged 570 SP:Iteration 10Q (14611.300000 sec): 3 clusters Score: Raw -2337795.918915 + Penalty 4748.019313 = -2333047.899602 nChanged 526 SP:Iteration 11Q (14611.360000 sec): 3 clusters Score: Raw -2338076.185585 + Penalty 4748.019313 = -2333328.166272 nChanged 450 SP:Iteration 12Q (14611.420000 sec): 3 clusters Score: Raw -2338314.452868 + Penalty 4748.019313 = -2333566.433555 nChanged 458 SP:Iteration 13Q (14611.480000 sec): 3 clusters Score: Raw -2338587.933371 + Penalty 4748.019313 = -2333839.914058 nChanged 467 SP:Iteration 14Q (14611.540000 sec): 3 clusters Score: Raw -2338879.581983 + Penalty 4748.019313 = -2334131.562670 nChanged 416 SP:Iteration 15Q (14611.600000 sec): 3 clusters Score: Raw -2339140.238728 + Penalty 4748.019313 = -2334392.219415 nChanged 381 SP:Iteration 16Q (14611.660000 sec): 3 clusters Score: Raw -2339320.546435 + Penalty 4748.019313 = -2334572.527122 nChanged 312 SP:Iteration 17Q (14611.720000 sec): 3 clusters Score: Raw -2339441.355932 + Penalty 4748.019313 = -2334693.336619 nChanged 234 SP:Iteration 18Q (14611.770000 sec): 3 clusters Score: Raw -2339523.113572 + Penalty 4748.019313 = -2334775.094259 nChanged 194 SP:Iteration 19Q (14611.830000 sec): 3 clusters Score: Raw -2339579.302029 + Penalty 4748.019313 = -2334831.282716 nChanged 148 SP:Iteration 20F (14611.890000 sec): 3 clusters Score: Raw -2339614.408696 + Penalty 4748.019313 = -2334866.389383 nChanged 95 SP:Iteration 21Q (14611.950000 sec): 3 clusters Score: Raw -2339633.869367 + Penalty 4748.019313 = -2334885.850054 nChanged 73 SP:Iteration 22Q (14612.000000 sec): 3 clusters Score: Raw -2339648.510923 + Penalty 4748.019313 = -2334900.491610 nChanged 60 SP:Iteration 23Q (14612.060000 sec): 3 clusters Score: Raw -2339660.364965 + Penalty 4748.019313 = -2334912.345652 nChanged 57 SP:Iteration 24Q (14612.110000 sec): 3 clusters Score: Raw -2339669.333270 + Penalty 4748.019313 = -2334921.313957 nChanged 47 SP:Iteration 25Q (14612.170000 sec): 3 clusters Score: Raw -2339677.224507 + Penalty 4748.019313 = -2334929.205194 nChanged 43 SP:Iteration 26Q (14612.230000 sec): 3 clusters Score: Raw -2339685.328937 + Penalty 4748.019313 = -2334937.309624 nChanged 50 SP:Iteration 27Q (14612.280000 sec): 3 clusters Score: Raw -2339694.642947 + Penalty 4748.019313 = -2334946.623634 nChanged 48 SP:Iteration 28Q (14612.340000 sec): 3 clusters Score: Raw -2339704.124722 + Penalty 4748.019313 = -2334956.105409 nChanged 47 SP:Iteration 29Q (14612.390000 sec): 3 clusters Score: Raw -2339712.647453 + Penalty 4748.019313 = -2334964.628140 nChanged 39 SP:Iteration 30Q (14612.450000 sec): 3 clusters Score: Raw -2339717.785340 + Penalty 4748.019313 = -2334969.766027 nChanged 32 SP:Iteration 31Q (14612.500000 sec): 3 clusters Score: Raw -2339722.215987 + Penalty 4748.019313 = -2334974.196675 nChanged 25 SP:Iteration 32Q (14612.560000 sec): 3 clusters Score: Raw -2339725.535861 + Penalty 4748.019313 = -2334977.516548 nChanged 21 SP:Iteration 33Q (14612.610000 sec): 3 clusters Score: Raw -2339727.881812 + Penalty 4748.019313 = -2334979.862499 nChanged 15 SP:Iteration 34Q (14612.670000 sec): 3 clusters Score: Raw -2339729.535029 + Penalty 4748.019313 = -2334981.515716 nChanged 20 SP:Iteration 35Q (14612.720000 sec): 3 clusters Score: Raw -2339732.171336 + Penalty 4748.019313 = -2334984.152023 nChanged 15 SP:Iteration 36Q (14612.770000 sec): 3 clusters Score: Raw -2339733.832690 + Penalty 4748.019313 = -2334985.813377 nChanged 9 SP:Iteration 37Q (14612.830000 sec): 3 clusters Score: Raw -2339734.871871 + Penalty 4748.019313 = -2334986.852558 nChanged 9 SP:Iteration 38Q (14612.890000 sec): 3 clusters Score: Raw -2339736.138807 + Penalty 4748.019313 = -2334988.119494 nChanged 12 SP:Iteration 39Q (14612.940000 sec): 3 clusters Score: Raw -2339737.258335 + Penalty 4748.019313 = -2334989.239022 nChanged 10 SP:Iteration 40F (14613.000000 sec): 3 clusters Score: Raw -2339738.371283 + Penalty 4748.019313 = -2334990.351970 nChanged 11 SP:Iteration 41Q (14613.060000 sec): 3 clusters Score: Raw -2339739.311245 + Penalty 4748.019313 = -2334991.291932 nChanged 8 SP:Iteration 42Q (14613.110000 sec): 3 clusters Score: Raw -2339740.491155 + Penalty 4748.019313 = -2334992.471842 nChanged 13 SP:Iteration 43Q (14613.170000 sec): 3 clusters Score: Raw -2339742.287080 + Penalty 4748.019313 = -2334994.267767 nChanged 23 SP:Iteration 44Q (14613.230000 sec): 3 clusters Score: Raw -2339745.459703 + Penalty 4748.019313 = -2334997.440390 nChanged 20 SP:Iteration 45Q (14613.280000 sec): 3 clusters Score: Raw -2339748.159307 + Penalty 4748.019313 = -2335000.139994 nChanged 19 SP:Iteration 46Q (14613.330000 sec): 3 clusters Score: Raw -2339750.595991 + Penalty 4748.019313 = -2335002.576678 nChanged 19 SP:Iteration 47Q (14613.390000 sec): 3 clusters Score: Raw -2339753.418418 + Penalty 4748.019313 = -2335005.399105 nChanged 19 SP:Iteration 48Q (14613.450000 sec): 3 clusters Score: Raw -2339755.811458 + Penalty 4748.019313 = -2335007.792145 nChanged 16 SP:Iteration 49Q (14613.500000 sec): 3 clusters Score: Raw -2339758.053259 + Penalty 4748.019313 = -2335010.033946 nChanged 19 SP:Iteration 50Q (14613.550000 sec): 3 clusters Score: Raw -2339760.214068 + Penalty 4748.019313 = -2335012.194755 nChanged 18 SP:Iteration 51Q (14613.610000 sec): 3 clusters Score: Raw -2339762.993999 + Penalty 4748.019313 = -2335014.974686 nChanged 19 SP:Iteration 52Q (14613.670000 sec): 3 clusters Score: Raw -2339765.790055 + Penalty 4748.019313 = -2335017.770742 nChanged 19 SP:Iteration 53Q (14613.720000 sec): 3 clusters Score: Raw -2339768.682092 + Penalty 4748.019313 = -2335020.662779 nChanged 18 SP:Iteration 54Q (14613.770000 sec): 3 clusters Score: Raw -2339771.378804 + Penalty 4748.019313 = -2335023.359491 nChanged 19 SP:Iteration 55Q (14613.830000 sec): 3 clusters Score: Raw -2339773.737313 + Penalty 4748.019313 = -2335025.718000 nChanged 15 SP:Iteration 56Q (14613.890000 sec): 3 clusters Score: Raw -2339775.742160 + Penalty 4748.019313 = -2335027.722847 nChanged 19 SP:Iteration 57Q (14613.940000 sec): 3 clusters Score: Raw -2339778.290797 + Penalty 4748.019313 = -2335030.271484 nChanged 14 SP:Iteration 58Q (14613.990000 sec): 3 clusters Score: Raw -2339780.099273 + Penalty 4748.019313 = -2335032.079960 nChanged 13 SP:Iteration 59Q (14614.050000 sec): 3 clusters Score: Raw -2339781.538147 + Penalty 4748.019313 = -2335033.518834 nChanged 11 SP:Iteration 60F (14614.110000 sec): 3 clusters Score: Raw -2339782.775778 + Penalty 4748.019313 = -2335034.756465 nChanged 10 SP:Iteration 61Q (14614.170000 sec): 3 clusters Score: Raw -2339784.178184 + Penalty 4748.019313 = -2335036.158871 nChanged 16 SP:Iteration 62Q (14614.220000 sec): 3 clusters Score: Raw -2339786.089200 + Penalty 4748.019313 = -2335038.069887 nChanged 8 SP:Iteration 63Q (14614.280000 sec): 3 clusters Score: Raw -2339786.643073 + Penalty 4748.019313 = -2335038.623760 nChanged 2 SP:Iteration 64Q (14614.330000 sec): 3 clusters Score: Raw -2339786.786660 + Penalty 4748.019313 = -2335038.767347 nChanged 2 SP:Iteration 65Q (14614.390000 sec): 3 clusters Score: Raw -2339787.047093 + Penalty 4748.019313 = -2335039.027780 nChanged 3 SP:Iteration 66Q (14614.440000 sec): 3 clusters Score: Raw -2339787.640288 + Penalty 4748.019313 = -2335039.620975 nChanged 3 SP:Iteration 67Q (14614.500000 sec): 3 clusters Score: Raw -2339787.995521 + Penalty 4748.019313 = -2335039.976208 nChanged 3 SP:Iteration 68Q (14614.560000 sec): 3 clusters Score: Raw -2339788.155788 + Penalty 4748.019313 = -2335040.136475 nChanged 2 SP:Iteration 69Q (14614.610000 sec): 3 clusters Score: Raw -2339788.198547 + Penalty 4748.019313 = -2335040.179234 nChanged 0 SP:Iteration 70F (14614.670000 sec): 3 clusters Score: Raw -2339788.198547 + Penalty 4748.019313 = -2335040.179234 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 3 (1586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14614.690000 sec): 2 clusters Score: Raw -227794.198551 + Penalty 1827.504660 = -225966.693892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14614.690000 sec): 3 clusters Score: Raw -227299.550334 + Penalty 3655.009319 = -223644.541015 nChanged 484 SP:Iteration 1F (14614.700000 sec): 3 clusters Score: Raw -227790.195451 + Penalty 3655.009319 = -224135.186131 nChanged 138 SP:Iteration 2F (14614.710000 sec): 3 clusters Score: Raw -227960.088311 + Penalty 3655.009319 = -224305.078992 nChanged 81 SP:Iteration 3F (14614.710000 sec): 3 clusters Score: Raw -228047.442752 + Penalty 3655.009319 = -224392.433432 nChanged 55 SP:Iteration 4Q (14614.720000 sec): 3 clusters Score: Raw -228102.310217 + Penalty 3655.009319 = -224447.300897 nChanged 35 SP:Iteration 5Q (14614.730000 sec): 3 clusters Score: Raw -228135.445592 + Penalty 3655.009319 = -224480.436272 nChanged 24 SP:Iteration 6Q (14614.730000 sec): 3 clusters Score: Raw -228159.107776 + Penalty 3655.009319 = -224504.098457 nChanged 21 SP:Iteration 7Q (14614.740000 sec): 3 clusters Score: Raw -228179.533713 + Penalty 3655.009319 = -224524.524393 nChanged 11 SP:Iteration 8Q (14614.750000 sec): 3 clusters Score: Raw -228190.477944 + Penalty 3655.009319 = -224535.468624 nChanged 7 SP:Iteration 9Q (14614.750000 sec): 3 clusters Score: Raw -228195.910431 + Penalty 3655.009319 = -224540.901111 nChanged 7 SP:Iteration 10Q (14614.760000 sec): 3 clusters Score: Raw -228202.405777 + Penalty 3655.009319 = -224547.396458 nChanged 7 SP:Iteration 11Q (14614.770000 sec): 3 clusters Score: Raw -228210.517137 + Penalty 3655.009319 = -224555.507818 nChanged 6 SP:Iteration 12Q (14614.770000 sec): 3 clusters Score: Raw -228215.758162 + Penalty 3655.009319 = -224560.748842 nChanged 6 SP:Iteration 13Q (14614.780000 sec): 3 clusters Score: Raw -228219.184235 + Penalty 3655.009319 = -224564.174916 nChanged 6 SP:Iteration 14Q (14614.790000 sec): 3 clusters Score: Raw -228223.466584 + Penalty 3655.009319 = -224568.457264 nChanged 4 SP:Iteration 15Q (14614.790000 sec): 3 clusters Score: Raw -228225.466819 + Penalty 3655.009319 = -224570.457499 nChanged 1 SP:Iteration 16Q (14614.800000 sec): 3 clusters Score: Raw -228226.343384 + Penalty 3655.009319 = -224571.334064 nChanged 2 SP:Iteration 17Q (14614.800000 sec): 3 clusters Score: Raw -228228.629795 + Penalty 3655.009319 = -224573.620476 nChanged 0 SP:Iteration 18F (14614.810000 sec): 3 clusters Score: Raw -228228.629795 + Penalty 3655.009319 = -224573.620476 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 4 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14614.820000 sec): 2 clusters Score: Raw -72896.426781 + Penalty 1537.726275 = -71358.700506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14614.820000 sec): 3 clusters Score: Raw -72960.400857 + Penalty 3075.452550 = -69884.948306 nChanged 86 SP:Iteration 1F (14614.820000 sec): 3 clusters Score: Raw -73152.890688 + Penalty 3075.452550 = -70077.438138 nChanged 30 SP:Iteration 2F (14614.820000 sec): 3 clusters Score: Raw -73268.414219 + Penalty 3075.452550 = -70192.961669 nChanged 21 SP:Iteration 3Q (14614.830000 sec): 3 clusters Score: Raw -73370.989415 + Penalty 3075.452550 = -70295.536864 nChanged 14 SP:Iteration 4Q (14614.830000 sec): 3 clusters Score: Raw -73468.156494 + Penalty 3075.452550 = -70392.703944 nChanged 13 SP:Iteration 5Q (14614.830000 sec): 3 clusters Score: Raw -73540.533336 + Penalty 3075.452550 = -70465.080786 nChanged 10 SP:Iteration 6Q (14614.830000 sec): 3 clusters Score: Raw -73578.667796 + Penalty 3075.452550 = -70503.215246 nChanged 7 SP:Iteration 7Q (14614.830000 sec): 3 clusters Score: Raw -73592.559000 + Penalty 3075.452550 = -70517.106450 nChanged 2 SP:Iteration 8Q (14614.830000 sec): 3 clusters Score: Raw -73597.910524 + Penalty 3075.452550 = -70522.457974 nChanged 1 SP:Iteration 9Q (14614.830000 sec): 3 clusters Score: Raw -73599.606265 + Penalty 3075.452550 = -70524.153714 nChanged 2 SP:Iteration 10Q (14614.840000 sec): 3 clusters Score: Raw -73606.535401 + Penalty 3075.452550 = -70531.082851 nChanged 1 SP:Iteration 11Q (14614.840000 sec): 3 clusters Score: Raw -73609.102039 + Penalty 3075.452550 = -70533.649489 nChanged 2 SP:Iteration 12Q (14614.840000 sec): 3 clusters Score: Raw -73613.197295 + Penalty 3075.452550 = -70537.744745 nChanged 1 SP:Iteration 13Q (14614.840000 sec): 3 clusters Score: Raw -73614.946114 + Penalty 3075.452550 = -70539.493563 nChanged 1 SP:Iteration 14Q (14614.850000 sec): 3 clusters Score: Raw -73616.442512 + Penalty 3075.452550 = -70540.989962 nChanged 0 SP:Iteration 15F (14614.850000 sec): 3 clusters Score: Raw -73616.442512 + Penalty 3075.452550 = -70540.989962 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 5 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14614.850000 sec): 2 clusters Score: Raw -41546.062951 + Penalty 1435.910122 = -40110.152829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14614.850000 sec): 3 clusters Score: Raw -41945.145450 + Penalty 2871.820245 = -39073.325206 nChanged 90 SP:Iteration 1F (14614.850000 sec): 3 clusters Score: Raw -42438.908758 + Penalty 2871.820245 = -39567.088513 nChanged 31 SP:Iteration 2F (14614.860000 sec): 3 clusters Score: Raw -42677.134472 + Penalty 2871.820245 = -39805.314227 nChanged 12 SP:Iteration 3Q (14614.860000 sec): 3 clusters Score: Raw -42827.122199 + Penalty 2871.820245 = -39955.301955 nChanged 4 SP:Iteration 4Q (14614.860000 sec): 3 clusters Score: Raw -42849.712441 + Penalty 2871.820245 = -39977.892197 nChanged 2 SP:Iteration 5Q (14614.860000 sec): 3 clusters Score: Raw -42874.413672 + Penalty 2871.820245 = -40002.593427 nChanged 2 SP:Iteration 6Q (14614.860000 sec): 3 clusters Score: Raw -42887.879940 + Penalty 2871.820245 = -40016.059695 nChanged 1 SP:Iteration 7Q (14614.860000 sec): 3 clusters Score: Raw -42892.539305 + Penalty 2871.820245 = -40020.719060 nChanged 0 SP:Iteration 8F (14614.860000 sec): 3 clusters Score: Raw -42893.947511 + Penalty 2871.820245 = -40022.127266 nChanged 1 SP:Iteration 9Q (14614.870000 sec): 3 clusters Score: Raw -43006.458930 + Penalty 2871.820245 = -40134.638685 nChanged 1 SP:Iteration 10Q (14614.870000 sec): 3 clusters Score: Raw -43010.717296 + Penalty 2871.820245 = -40138.897051 nChanged 0 SP:Iteration 11F (14614.870000 sec): 3 clusters Score: Raw -43010.717296 + Penalty 2871.820245 = -40138.897051 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 61. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 6 (13167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14614.930000 sec): 2 clusters Score: Raw -2119472.526010 + Penalty 2352.396307 = -2117120.129703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14614.980000 sec): 3 clusters Score: Raw -2112187.670140 + Penalty 4704.792613 = -2107482.877527 nChanged 5605 SP:Iteration 1F (14615.030000 sec): 3 clusters Score: Raw -2115051.400950 + Penalty 4704.792613 = -2110346.608337 nChanged 761 SP:Iteration 2F (14615.090000 sec): 3 clusters Score: Raw -2115363.041385 + Penalty 4704.792613 = -2110658.248772 nChanged 620 SP:Iteration 3Q (14615.150000 sec): 3 clusters Score: Raw -2115621.259979 + Penalty 4704.792613 = -2110916.467365 nChanged 568 SP:Iteration 4Q (14615.200000 sec): 3 clusters Score: Raw -2115850.287778 + Penalty 4704.792613 = -2111145.495165 nChanged 568 SP:Iteration 5Q (14615.260000 sec): 3 clusters Score: Raw -2116137.468991 + Penalty 4704.792613 = -2111432.676378 nChanged 651 SP:Iteration 6Q (14615.310000 sec): 3 clusters Score: Raw -2116545.554332 + Penalty 4704.792613 = -2111840.761719 nChanged 774 SP:Iteration 7F (14615.370000 sec): 3 clusters Score: Raw -2117186.303571 + Penalty 4704.792613 = -2112481.510958 nChanged 913 SP:Iteration 8F (14615.420000 sec): 3 clusters Score: Raw -2118083.635662 + Penalty 4704.792613 = -2113378.843049 nChanged 875 SP:Iteration 9F (14615.470000 sec): 3 clusters Score: Raw -2118946.065702 + Penalty 4704.792613 = -2114241.273088 nChanged 730 SP:Iteration 10F (14615.530000 sec): 3 clusters Score: Raw -2119623.370376 + Penalty 4704.792613 = -2114918.577763 nChanged 532 SP:Iteration 11Q (14615.580000 sec): 3 clusters Score: Raw -2120153.835737 + Penalty 4704.792613 = -2115449.043123 nChanged 350 SP:Iteration 12Q (14615.630000 sec): 3 clusters Score: Raw -2120478.444233 + Penalty 4704.792613 = -2115773.651620 nChanged 236 SP:Iteration 13Q (14615.680000 sec): 3 clusters Score: Raw -2120621.471580 + Penalty 4704.792613 = -2115916.678967 nChanged 151 SP:Iteration 14Q (14615.730000 sec): 3 clusters Score: Raw -2120704.066724 + Penalty 4704.792613 = -2115999.274111 nChanged 116 SP:Iteration 15Q (14615.780000 sec): 3 clusters Score: Raw -2120765.467745 + Penalty 4704.792613 = -2116060.675131 nChanged 74 SP:Iteration 16Q (14615.830000 sec): 3 clusters Score: Raw -2120795.818078 + Penalty 4704.792613 = -2116091.025465 nChanged 45 SP:Iteration 17Q (14615.870000 sec): 3 clusters Score: Raw -2120810.926254 + Penalty 4704.792613 = -2116106.133641 nChanged 36 SP:Iteration 18Q (14615.920000 sec): 3 clusters Score: Raw -2120823.591938 + Penalty 4704.792613 = -2116118.799325 nChanged 30 SP:Iteration 19Q (14615.970000 sec): 3 clusters Score: Raw -2120832.113881 + Penalty 4704.792613 = -2116127.321268 nChanged 29 SP:Iteration 20F (14616.020000 sec): 3 clusters Score: Raw -2120842.570569 + Penalty 4704.792613 = -2116137.777956 nChanged 26 SP:Iteration 21Q (14616.070000 sec): 3 clusters Score: Raw -2120847.718912 + Penalty 4704.792613 = -2116142.926299 nChanged 20 SP:Iteration 22Q (14616.120000 sec): 3 clusters Score: Raw -2120854.434184 + Penalty 4704.792613 = -2116149.641571 nChanged 22 SP:Iteration 23Q (14616.170000 sec): 3 clusters Score: Raw -2120862.172040 + Penalty 4704.792613 = -2116157.379427 nChanged 29 SP:Iteration 24Q (14616.210000 sec): 3 clusters Score: Raw -2120870.828312 + Penalty 4704.792613 = -2116166.035699 nChanged 26 SP:Iteration 25Q (14616.260000 sec): 3 clusters Score: Raw -2120880.015887 + Penalty 4704.792613 = -2116175.223273 nChanged 28 SP:Iteration 26Q (14616.310000 sec): 3 clusters Score: Raw -2120889.431939 + Penalty 4704.792613 = -2116184.639326 nChanged 36 SP:Iteration 27Q (14616.350000 sec): 3 clusters Score: Raw -2120906.744695 + Penalty 4704.792613 = -2116201.952082 nChanged 38 SP:Iteration 28Q (14616.400000 sec): 3 clusters Score: Raw -2120924.457986 + Penalty 4704.792613 = -2116219.665373 nChanged 39 SP:Iteration 29Q (14616.440000 sec): 3 clusters Score: Raw -2120949.422919 + Penalty 4704.792613 = -2116244.630305 nChanged 48 SP:Iteration 30Q (14616.490000 sec): 3 clusters Score: Raw -2120983.769189 + Penalty 4704.792613 = -2116278.976576 nChanged 58 SP:Iteration 31Q (14616.530000 sec): 3 clusters Score: Raw -2121018.960286 + Penalty 4704.792613 = -2116314.167673 nChanged 65 SP:Iteration 32Q (14616.580000 sec): 3 clusters Score: Raw -2121082.338355 + Penalty 4704.792613 = -2116377.545741 nChanged 87 SP:Iteration 33Q (14616.620000 sec): 3 clusters Score: Raw -2121183.420132 + Penalty 4704.792613 = -2116478.627519 nChanged 98 SP:Iteration 34Q (14616.670000 sec): 3 clusters Score: Raw -2121315.225231 + Penalty 4704.792613 = -2116610.432618 nChanged 103 SP:Iteration 35Q (14616.710000 sec): 3 clusters Score: Raw -2121443.573502 + Penalty 4704.792613 = -2116738.780888 nChanged 87 SP:Iteration 36Q (14616.750000 sec): 3 clusters Score: Raw -2121521.924152 + Penalty 4704.792613 = -2116817.131538 nChanged 86 SP:Iteration 37Q (14616.800000 sec): 3 clusters Score: Raw -2121580.176018 + Penalty 4704.792613 = -2116875.383405 nChanged 64 SP:Iteration 38Q (14616.840000 sec): 3 clusters Score: Raw -2121615.614703 + Penalty 4704.792613 = -2116910.822090 nChanged 61 SP:Iteration 39Q (14616.880000 sec): 3 clusters Score: Raw -2121644.476072 + Penalty 4704.792613 = -2116939.683459 nChanged 45 SP:Iteration 40F (14616.930000 sec): 3 clusters Score: Raw -2121661.209349 + Penalty 4704.792613 = -2116956.416736 nChanged 22 SP:Iteration 41Q (14616.980000 sec): 3 clusters Score: Raw -2121668.922640 + Penalty 4704.792613 = -2116964.130027 nChanged 12 SP:Iteration 42Q (14617.020000 sec): 3 clusters Score: Raw -2121672.049109 + Penalty 4704.792613 = -2116967.256496 nChanged 7 SP:Iteration 43Q (14617.060000 sec): 3 clusters Score: Raw -2121673.943671 + Penalty 4704.792613 = -2116969.151057 nChanged 6 SP:Iteration 44Q (14617.110000 sec): 3 clusters Score: Raw -2121675.446687 + Penalty 4704.792613 = -2116970.654074 nChanged 7 SP:Iteration 45Q (14617.150000 sec): 3 clusters Score: Raw -2121676.501171 + Penalty 4704.792613 = -2116971.708557 nChanged 5 SP:Iteration 46Q (14617.190000 sec): 3 clusters Score: Raw -2121677.886454 + Penalty 4704.792613 = -2116973.093840 nChanged 4 SP:Iteration 47Q (14617.230000 sec): 3 clusters Score: Raw -2121678.539044 + Penalty 4704.792613 = -2116973.746431 nChanged 4 SP:Iteration 48Q (14617.280000 sec): 3 clusters Score: Raw -2121679.681085 + Penalty 4704.792613 = -2116974.888472 nChanged 4 SP:Iteration 49Q (14617.320000 sec): 3 clusters Score: Raw -2121680.221084 + Penalty 4704.792613 = -2116975.428471 nChanged 0 SP:Iteration 50F (14617.370000 sec): 3 clusters Score: Raw -2121680.221084 + Penalty 4704.792613 = -2116975.428471 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 7 (15760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14617.430000 sec): 2 clusters Score: Raw -2435800.452253 + Penalty 2396.977130 = -2433403.475123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14617.500000 sec): 3 clusters Score: Raw -2426891.698900 + Penalty 4793.954260 = -2422097.744640 nChanged 6799 SP:Iteration 1F (14617.570000 sec): 3 clusters Score: Raw -2431051.024288 + Penalty 4793.954260 = -2426257.070028 nChanged 1270 SP:Iteration 2F (14617.640000 sec): 3 clusters Score: Raw -2432011.123057 + Penalty 4793.954260 = -2427217.168797 nChanged 1143 SP:Iteration 3F (14617.700000 sec): 3 clusters Score: Raw -2432904.634380 + Penalty 4793.954260 = -2428110.680119 nChanged 1057 SP:Iteration 4F (14617.770000 sec): 3 clusters Score: Raw -2433619.882706 + Penalty 4793.954260 = -2428825.928445 nChanged 967 SP:Iteration 5F (14617.830000 sec): 3 clusters Score: Raw -2434217.329043 + Penalty 4793.954260 = -2429423.374783 nChanged 831 SP:Iteration 6F (14617.900000 sec): 3 clusters Score: Raw -2434771.733677 + Penalty 4793.954260 = -2429977.779417 nChanged 762 SP:Iteration 7Q (14617.970000 sec): 3 clusters Score: Raw -2435253.763445 + Penalty 4793.954260 = -2430459.809184 nChanged 651 SP:Iteration 8Q (14618.030000 sec): 3 clusters Score: Raw -2435630.646915 + Penalty 4793.954260 = -2430836.692655 nChanged 584 SP:Iteration 9Q (14618.090000 sec): 3 clusters Score: Raw -2435948.819405 + Penalty 4793.954260 = -2431154.865145 nChanged 536 SP:Iteration 10Q (14618.160000 sec): 3 clusters Score: Raw -2436223.263945 + Penalty 4793.954260 = -2431429.309685 nChanged 465 SP:Iteration 11Q (14618.220000 sec): 3 clusters Score: Raw -2436460.378192 + Penalty 4793.954260 = -2431666.423932 nChanged 383 SP:Iteration 12Q (14618.280000 sec): 3 clusters Score: Raw -2436673.099550 + Penalty 4793.954260 = -2431879.145289 nChanged 334 SP:Iteration 13Q (14618.350000 sec): 3 clusters Score: Raw -2436859.420331 + Penalty 4793.954260 = -2432065.466070 nChanged 289 SP:Iteration 14Q (14618.410000 sec): 3 clusters Score: Raw -2437013.260282 + Penalty 4793.954260 = -2432219.306021 nChanged 237 SP:Iteration 15Q (14618.470000 sec): 3 clusters Score: Raw -2437120.526196 + Penalty 4793.954260 = -2432326.571936 nChanged 210 SP:Iteration 16Q (14618.530000 sec): 3 clusters Score: Raw -2437212.787492 + Penalty 4793.954260 = -2432418.833232 nChanged 163 SP:Iteration 17Q (14618.590000 sec): 3 clusters Score: Raw -2437277.916801 + Penalty 4793.954260 = -2432483.962541 nChanged 114 SP:Iteration 18Q (14618.650000 sec): 3 clusters Score: Raw -2437317.391150 + Penalty 4793.954260 = -2432523.436890 nChanged 83 SP:Iteration 19Q (14618.710000 sec): 3 clusters Score: Raw -2437344.435011 + Penalty 4793.954260 = -2432550.480751 nChanged 72 SP:Iteration 20F (14618.770000 sec): 3 clusters Score: Raw -2437367.668864 + Penalty 4793.954260 = -2432573.714603 nChanged 68 SP:Iteration 21Q (14618.830000 sec): 3 clusters Score: Raw -2437387.926370 + Penalty 4793.954260 = -2432593.972110 nChanged 41 SP:Iteration 22Q (14618.890000 sec): 3 clusters Score: Raw -2437399.637668 + Penalty 4793.954260 = -2432605.683407 nChanged 26 SP:Iteration 23Q (14618.950000 sec): 3 clusters Score: Raw -2437408.926836 + Penalty 4793.954260 = -2432614.972575 nChanged 30 SP:Iteration 24Q (14619.010000 sec): 3 clusters Score: Raw -2437421.169433 + Penalty 4793.954260 = -2432627.215172 nChanged 29 SP:Iteration 25Q (14619.060000 sec): 3 clusters Score: Raw -2437433.806913 + Penalty 4793.954260 = -2432639.852653 nChanged 34 SP:Iteration 26Q (14619.130000 sec): 3 clusters Score: Raw -2437447.017502 + Penalty 4793.954260 = -2432653.063242 nChanged 24 SP:Iteration 27Q (14619.190000 sec): 3 clusters Score: Raw -2437452.518646 + Penalty 4793.954260 = -2432658.564386 nChanged 12 SP:Iteration 28Q (14619.240000 sec): 3 clusters Score: Raw -2437454.902680 + Penalty 4793.954260 = -2432660.948420 nChanged 8 SP:Iteration 29Q (14619.300000 sec): 3 clusters Score: Raw -2437456.798059 + Penalty 4793.954260 = -2432662.843798 nChanged 4 SP:Iteration 30Q (14619.360000 sec): 3 clusters Score: Raw -2437457.517693 + Penalty 4793.954260 = -2432663.563432 nChanged 2 SP:Iteration 31Q (14619.410000 sec): 3 clusters Score: Raw -2437457.867816 + Penalty 4793.954260 = -2432663.913556 nChanged 0 SP:Iteration 32F (14619.480000 sec): 3 clusters Score: Raw -2437457.867816 + Penalty 4793.954260 = -2432663.913556 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 8 (3130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14619.500000 sec): 2 clusters Score: Raw -506096.618343 + Penalty 1996.099494 = -504100.518849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14619.510000 sec): 3 clusters Score: Raw -504715.122763 + Penalty 3992.198989 = -500722.923775 nChanged 1149 SP:Iteration 1F (14619.530000 sec): 3 clusters Score: Raw -505440.869744 + Penalty 3992.198989 = -501448.670756 nChanged 234 SP:Iteration 2F (14619.540000 sec): 3 clusters Score: Raw -505582.601205 + Penalty 3992.198989 = -501590.402217 nChanged 124 SP:Iteration 3Q (14619.550000 sec): 3 clusters Score: Raw -505655.353893 + Penalty 3992.198989 = -501663.154904 nChanged 87 SP:Iteration 4Q (14619.570000 sec): 3 clusters Score: Raw -505710.565097 + Penalty 3992.198989 = -501718.366108 nChanged 59 SP:Iteration 5Q (14619.580000 sec): 3 clusters Score: Raw -505747.833164 + Penalty 3992.198989 = -501755.634176 nChanged 61 SP:Iteration 6Q (14619.590000 sec): 3 clusters Score: Raw -505783.117433 + Penalty 3992.198989 = -501790.918444 nChanged 56 SP:Iteration 7Q (14619.610000 sec): 3 clusters Score: Raw -505817.353830 + Penalty 3992.198989 = -501825.154842 nChanged 64 SP:Iteration 8Q (14619.620000 sec): 3 clusters Score: Raw -505857.978751 + Penalty 3992.198989 = -501865.779763 nChanged 63 SP:Iteration 9Q (14619.630000 sec): 3 clusters Score: Raw -505890.753926 + Penalty 3992.198989 = -501898.554937 nChanged 41 SP:Iteration 10Q (14619.640000 sec): 3 clusters Score: Raw -505911.775637 + Penalty 3992.198989 = -501919.576649 nChanged 43 SP:Iteration 11Q (14619.660000 sec): 3 clusters Score: Raw -505934.099611 + Penalty 3992.198989 = -501941.900623 nChanged 36 SP:Iteration 12Q (14619.670000 sec): 3 clusters Score: Raw -505955.163579 + Penalty 3992.198989 = -501962.964590 nChanged 29 SP:Iteration 13Q (14619.680000 sec): 3 clusters Score: Raw -505969.473348 + Penalty 3992.198989 = -501977.274360 nChanged 26 SP:Iteration 14Q (14619.690000 sec): 3 clusters Score: Raw -505983.612552 + Penalty 3992.198989 = -501991.413564 nChanged 32 SP:Iteration 15Q (14619.710000 sec): 3 clusters Score: Raw -505999.018407 + Penalty 3992.198989 = -502006.819418 nChanged 31 SP:Iteration 16Q (14619.720000 sec): 3 clusters Score: Raw -506017.405821 + Penalty 3992.198989 = -502025.206832 nChanged 23 SP:Iteration 17Q (14619.730000 sec): 3 clusters Score: Raw -506029.793773 + Penalty 3992.198989 = -502037.594784 nChanged 22 SP:Iteration 18Q (14619.750000 sec): 3 clusters Score: Raw -506039.327970 + Penalty 3992.198989 = -502047.128981 nChanged 18 SP:Iteration 19Q (14619.760000 sec): 3 clusters Score: Raw -506046.482134 + Penalty 3992.198989 = -502054.283146 nChanged 12 SP:Iteration 20F (14619.770000 sec): 3 clusters Score: Raw -506053.705366 + Penalty 3992.198989 = -502061.506377 nChanged 18 SP:Iteration 21Q (14619.780000 sec): 3 clusters Score: Raw -506062.770306 + Penalty 3992.198989 = -502070.571318 nChanged 18 SP:Iteration 22Q (14619.800000 sec): 3 clusters Score: Raw -506077.809905 + Penalty 3992.198989 = -502085.610917 nChanged 23 SP:Iteration 23Q (14619.810000 sec): 3 clusters Score: Raw -506092.540992 + Penalty 3992.198989 = -502100.342004 nChanged 21 SP:Iteration 24Q (14619.820000 sec): 3 clusters Score: Raw -506102.743416 + Penalty 3992.198989 = -502110.544428 nChanged 21 SP:Iteration 25Q (14619.830000 sec): 3 clusters Score: Raw -506111.121444 + Penalty 3992.198989 = -502118.922455 nChanged 10 SP:Iteration 26Q (14619.850000 sec): 3 clusters Score: Raw -506113.884436 + Penalty 3992.198989 = -502121.685447 nChanged 8 SP:Iteration 27Q (14619.860000 sec): 3 clusters Score: Raw -506117.647303 + Penalty 3992.198989 = -502125.448315 nChanged 10 SP:Iteration 28Q (14619.870000 sec): 3 clusters Score: Raw -506121.112210 + Penalty 3992.198989 = -502128.913221 nChanged 7 SP:Iteration 29Q (14619.890000 sec): 3 clusters Score: Raw -506123.522830 + Penalty 3992.198989 = -502131.323842 nChanged 10 SP:Iteration 30Q (14619.900000 sec): 3 clusters Score: Raw -506128.673025 + Penalty 3992.198989 = -502136.474036 nChanged 10 SP:Iteration 31Q (14619.910000 sec): 3 clusters Score: Raw -506133.453981 + Penalty 3992.198989 = -502141.254993 nChanged 11 SP:Iteration 32Q (14619.920000 sec): 3 clusters Score: Raw -506137.704075 + Penalty 3992.198989 = -502145.505086 nChanged 7 SP:Iteration 33Q (14619.930000 sec): 3 clusters Score: Raw -506140.539689 + Penalty 3992.198989 = -502148.340700 nChanged 7 SP:Iteration 34Q (14619.950000 sec): 3 clusters Score: Raw -506143.832792 + Penalty 3992.198989 = -502151.633804 nChanged 5 SP:Iteration 35Q (14619.960000 sec): 3 clusters Score: Raw -506146.856440 + Penalty 3992.198989 = -502154.657452 nChanged 5 SP:Iteration 36Q (14619.970000 sec): 3 clusters Score: Raw -506148.772805 + Penalty 3992.198989 = -502156.573817 nChanged 5 SP:Iteration 37Q (14619.990000 sec): 3 clusters Score: Raw -506150.823534 + Penalty 3992.198989 = -502158.624545 nChanged 3 SP:Iteration 38Q (14620.000000 sec): 3 clusters Score: Raw -506153.336981 + Penalty 3992.198989 = -502161.137993 nChanged 5 SP:Iteration 39Q (14620.010000 sec): 3 clusters Score: Raw -506155.914616 + Penalty 3992.198989 = -502163.715627 nChanged 5 SP:Iteration 40F (14620.030000 sec): 3 clusters Score: Raw -506158.206015 + Penalty 3992.198989 = -502166.007026 nChanged 8 SP:Iteration 41Q (14620.040000 sec): 3 clusters Score: Raw -506161.905557 + Penalty 3992.198989 = -502169.706568 nChanged 7 SP:Iteration 42Q (14620.050000 sec): 3 clusters Score: Raw -506164.416588 + Penalty 3992.198989 = -502172.217600 nChanged 7 SP:Iteration 43Q (14620.060000 sec): 3 clusters Score: Raw -506167.478643 + Penalty 3992.198989 = -502175.279655 nChanged 8 SP:Iteration 44Q (14620.070000 sec): 3 clusters Score: Raw -506172.929143 + Penalty 3992.198989 = -502180.730155 nChanged 13 SP:Iteration 45Q (14620.090000 sec): 3 clusters Score: Raw -506180.301782 + Penalty 3992.198989 = -502188.102793 nChanged 14 SP:Iteration 46Q (14620.100000 sec): 3 clusters Score: Raw -506185.953142 + Penalty 3992.198989 = -502193.754153 nChanged 16 SP:Iteration 47Q (14620.110000 sec): 3 clusters Score: Raw -506194.579564 + Penalty 3992.198989 = -502202.380575 nChanged 15 SP:Iteration 48Q (14620.130000 sec): 3 clusters Score: Raw -506206.861995 + Penalty 3992.198989 = -502214.663006 nChanged 22 SP:Iteration 49Q (14620.140000 sec): 3 clusters Score: Raw -506220.611556 + Penalty 3992.198989 = -502228.412567 nChanged 28 SP:Iteration 50Q (14620.150000 sec): 3 clusters Score: Raw -506239.180141 + Penalty 3992.198989 = -502246.981153 nChanged 24 SP:Iteration 51Q (14620.160000 sec): 3 clusters Score: Raw -506254.242446 + Penalty 3992.198989 = -502262.043457 nChanged 24 SP:Iteration 52Q (14620.170000 sec): 3 clusters Score: Raw -506270.904058 + Penalty 3992.198989 = -502278.705070 nChanged 18 SP:Iteration 53Q (14620.190000 sec): 3 clusters Score: Raw -506281.303759 + Penalty 3992.198989 = -502289.104771 nChanged 21 SP:Iteration 54Q (14620.200000 sec): 3 clusters Score: Raw -506296.680056 + Penalty 3992.198989 = -502304.481067 nChanged 23 SP:Iteration 55Q (14620.210000 sec): 3 clusters Score: Raw -506313.291381 + Penalty 3992.198989 = -502321.092392 nChanged 18 SP:Iteration 56Q (14620.220000 sec): 3 clusters Score: Raw -506322.959036 + Penalty 3992.198989 = -502330.760047 nChanged 17 SP:Iteration 57Q (14620.230000 sec): 3 clusters Score: Raw -506332.881800 + Penalty 3992.198989 = -502340.682811 nChanged 12 SP:Iteration 58Q (14620.250000 sec): 3 clusters Score: Raw -506341.945013 + Penalty 3992.198989 = -502349.746024 nChanged 14 SP:Iteration 59Q (14620.260000 sec): 3 clusters Score: Raw -506354.686800 + Penalty 3992.198989 = -502362.487812 nChanged 12 SP:Iteration 60F (14620.270000 sec): 3 clusters Score: Raw -506363.111850 + Penalty 3992.198989 = -502370.912861 nChanged 10 SP:Iteration 61Q (14620.290000 sec): 3 clusters Score: Raw -506369.963476 + Penalty 3992.198989 = -502377.764487 nChanged 9 SP:Iteration 62Q (14620.300000 sec): 3 clusters Score: Raw -506375.649551 + Penalty 3992.198989 = -502383.450562 nChanged 6 SP:Iteration 63Q (14620.310000 sec): 3 clusters Score: Raw -506380.347811 + Penalty 3992.198989 = -502388.148822 nChanged 4 SP:Iteration 64Q (14620.320000 sec): 3 clusters Score: Raw -506382.540116 + Penalty 3992.198989 = -502390.341128 nChanged 2 SP:Iteration 65Q (14620.330000 sec): 3 clusters Score: Raw -506383.446639 + Penalty 3992.198989 = -502391.247650 nChanged 1 SP:Iteration 66Q (14620.350000 sec): 3 clusters Score: Raw -506384.286829 + Penalty 3992.198989 = -502392.087840 nChanged 3 SP:Iteration 67Q (14620.360000 sec): 3 clusters Score: Raw -506386.633478 + Penalty 3992.198989 = -502394.434490 nChanged 2 SP:Iteration 68Q (14620.370000 sec): 3 clusters Score: Raw -506387.370032 + Penalty 3992.198989 = -502395.171043 nChanged 2 SP:Iteration 69Q (14620.380000 sec): 3 clusters Score: Raw -506388.491571 + Penalty 3992.198989 = -502396.292583 nChanged 3 SP:Iteration 70Q (14620.390000 sec): 3 clusters Score: Raw -506391.973331 + Penalty 3992.198989 = -502399.774342 nChanged 5 SP:Iteration 71Q (14620.400000 sec): 3 clusters Score: Raw -506396.121469 + Penalty 3992.198989 = -502403.922480 nChanged 5 SP:Iteration 72Q (14620.410000 sec): 3 clusters Score: Raw -506400.226015 + Penalty 3992.198989 = -502408.027026 nChanged 7 SP:Iteration 73Q (14620.430000 sec): 3 clusters Score: Raw -506404.687895 + Penalty 3992.198989 = -502412.488906 nChanged 3 SP:Iteration 74Q (14620.440000 sec): 3 clusters Score: Raw -506409.465701 + Penalty 3992.198989 = -502417.266712 nChanged 10 SP:Iteration 75Q (14620.450000 sec): 3 clusters Score: Raw -506417.885617 + Penalty 3992.198989 = -502425.686628 nChanged 8 SP:Iteration 76Q (14620.470000 sec): 3 clusters Score: Raw -506423.427793 + Penalty 3992.198989 = -502431.228804 nChanged 1 SP:Iteration 77Q (14620.480000 sec): 3 clusters Score: Raw -506424.419504 + Penalty 3992.198989 = -502432.220515 nChanged 2 SP:Iteration 78Q (14620.490000 sec): 3 clusters Score: Raw -506425.519913 + Penalty 3992.198989 = -502433.320925 nChanged 2 SP:Iteration 79Q (14620.500000 sec): 3 clusters Score: Raw -506427.018002 + Penalty 3992.198989 = -502434.819014 nChanged 1 SP:Iteration 80F (14620.520000 sec): 3 clusters Score: Raw -506427.581832 + Penalty 3992.198989 = -502435.382843 nChanged 1 SP:Iteration 81Q (14620.530000 sec): 3 clusters Score: Raw -506427.817859 + Penalty 3992.198989 = -502435.618870 nChanged 0 SP:Iteration 82F (14620.540000 sec): 3 clusters Score: Raw -506427.817859 + Penalty 3992.198989 = -502435.618870 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 9 (1020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14620.550000 sec): 2 clusters Score: Raw -165630.769240 + Penalty 1718.034361 = -163912.734879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14620.560000 sec): 3 clusters Score: Raw -165381.109631 + Penalty 3436.068722 = -161945.040910 nChanged 250 SP:Iteration 1F (14620.560000 sec): 3 clusters Score: Raw -165624.871439 + Penalty 3436.068722 = -162188.802718 nChanged 57 SP:Iteration 2F (14620.560000 sec): 3 clusters Score: Raw -165690.816489 + Penalty 3436.068722 = -162254.747767 nChanged 27 SP:Iteration 3Q (14620.570000 sec): 3 clusters Score: Raw -165723.303348 + Penalty 3436.068722 = -162287.234626 nChanged 24 SP:Iteration 4Q (14620.570000 sec): 3 clusters Score: Raw -165755.309699 + Penalty 3436.068722 = -162319.240978 nChanged 14 SP:Iteration 5Q (14620.580000 sec): 3 clusters Score: Raw -165769.228029 + Penalty 3436.068722 = -162333.159307 nChanged 5 SP:Iteration 6Q (14620.580000 sec): 3 clusters Score: Raw -165772.512486 + Penalty 3436.068722 = -162336.443764 nChanged 0 SP:Iteration 7F (14620.580000 sec): 3 clusters Score: Raw -165772.512486 + Penalty 3436.068722 = -162336.443764 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 10 (5099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14620.610000 sec): 2 clusters Score: Raw -776573.238986 + Penalty 2117.126331 = -774456.112655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14620.630000 sec): 3 clusters Score: Raw -774076.827915 + Penalty 4234.252662 = -769842.575254 nChanged 1970 SP:Iteration 1F (14620.650000 sec): 3 clusters Score: Raw -775158.462140 + Penalty 4234.252662 = -770924.209478 nChanged 355 SP:Iteration 2F (14620.680000 sec): 3 clusters Score: Raw -775371.996680 + Penalty 4234.252662 = -771137.744018 nChanged 271 SP:Iteration 3F (14620.700000 sec): 3 clusters Score: Raw -775569.577059 + Penalty 4234.252662 = -771335.324397 nChanged 234 SP:Iteration 4Q (14620.720000 sec): 3 clusters Score: Raw -775755.675492 + Penalty 4234.252662 = -771521.422830 nChanged 232 SP:Iteration 5Q (14620.740000 sec): 3 clusters Score: Raw -775948.124877 + Penalty 4234.252662 = -771713.872215 nChanged 226 SP:Iteration 6Q (14620.760000 sec): 3 clusters Score: Raw -776153.387566 + Penalty 4234.252662 = -771919.134905 nChanged 221 SP:Iteration 7Q (14620.780000 sec): 3 clusters Score: Raw -776374.073460 + Penalty 4234.252662 = -772139.820799 nChanged 244 SP:Iteration 8Q (14620.800000 sec): 3 clusters Score: Raw -776595.791697 + Penalty 4234.252662 = -772361.539036 nChanged 236 SP:Iteration 9Q (14620.820000 sec): 3 clusters Score: Raw -776803.358076 + Penalty 4234.252662 = -772569.105414 nChanged 205 SP:Iteration 10Q (14620.840000 sec): 3 clusters Score: Raw -776965.531556 + Penalty 4234.252662 = -772731.278895 nChanged 169 SP:Iteration 11Q (14620.860000 sec): 3 clusters Score: Raw -777087.723254 + Penalty 4234.252662 = -772853.470593 nChanged 154 SP:Iteration 12Q (14620.890000 sec): 3 clusters Score: Raw -777199.101989 + Penalty 4234.252662 = -772964.849328 nChanged 129 SP:Iteration 13Q (14620.910000 sec): 3 clusters Score: Raw -777286.832546 + Penalty 4234.252662 = -773052.579885 nChanged 108 SP:Iteration 14Q (14620.930000 sec): 3 clusters Score: Raw -777361.217201 + Penalty 4234.252662 = -773126.964539 nChanged 81 SP:Iteration 15Q (14620.940000 sec): 3 clusters Score: Raw -777416.528924 + Penalty 4234.252662 = -773182.276262 nChanged 77 SP:Iteration 16Q (14620.960000 sec): 3 clusters Score: Raw -777460.176751 + Penalty 4234.252662 = -773225.924089 nChanged 58 SP:Iteration 17Q (14620.980000 sec): 3 clusters Score: Raw -777495.010873 + Penalty 4234.252662 = -773260.758212 nChanged 57 SP:Iteration 18Q (14621.000000 sec): 3 clusters Score: Raw -777528.269352 + Penalty 4234.252662 = -773294.016690 nChanged 37 SP:Iteration 19Q (14621.020000 sec): 3 clusters Score: Raw -777546.415654 + Penalty 4234.252662 = -773312.162992 nChanged 31 SP:Iteration 20F (14621.040000 sec): 3 clusters Score: Raw -777561.604671 + Penalty 4234.252662 = -773327.352009 nChanged 23 SP:Iteration 21Q (14621.060000 sec): 3 clusters Score: Raw -777573.624513 + Penalty 4234.252662 = -773339.371851 nChanged 16 SP:Iteration 22Q (14621.080000 sec): 3 clusters Score: Raw -777579.910074 + Penalty 4234.252662 = -773345.657412 nChanged 16 SP:Iteration 23Q (14621.100000 sec): 3 clusters Score: Raw -777587.985700 + Penalty 4234.252662 = -773353.733038 nChanged 19 SP:Iteration 24Q (14621.120000 sec): 3 clusters Score: Raw -777596.466613 + Penalty 4234.252662 = -773362.213952 nChanged 20 SP:Iteration 25Q (14621.140000 sec): 3 clusters Score: Raw -777605.272282 + Penalty 4234.252662 = -773371.019620 nChanged 13 SP:Iteration 26Q (14621.160000 sec): 3 clusters Score: Raw -777610.985808 + Penalty 4234.252662 = -773376.733146 nChanged 13 SP:Iteration 27Q (14621.180000 sec): 3 clusters Score: Raw -777617.848004 + Penalty 4234.252662 = -773383.595342 nChanged 21 SP:Iteration 28Q (14621.200000 sec): 3 clusters Score: Raw -777624.463973 + Penalty 4234.252662 = -773390.211312 nChanged 14 SP:Iteration 29Q (14621.220000 sec): 3 clusters Score: Raw -777630.016754 + Penalty 4234.252662 = -773395.764092 nChanged 11 SP:Iteration 30Q (14621.240000 sec): 3 clusters Score: Raw -777634.930600 + Penalty 4234.252662 = -773400.677938 nChanged 14 SP:Iteration 31Q (14621.260000 sec): 3 clusters Score: Raw -777642.314728 + Penalty 4234.252662 = -773408.062067 nChanged 9 SP:Iteration 32Q (14621.280000 sec): 3 clusters Score: Raw -777647.790752 + Penalty 4234.252662 = -773413.538091 nChanged 13 SP:Iteration 33Q (14621.300000 sec): 3 clusters Score: Raw -777652.405917 + Penalty 4234.252662 = -773418.153256 nChanged 9 SP:Iteration 34Q (14621.310000 sec): 3 clusters Score: Raw -777655.994773 + Penalty 4234.252662 = -773421.742111 nChanged 7 SP:Iteration 35Q (14621.330000 sec): 3 clusters Score: Raw -777658.737105 + Penalty 4234.252662 = -773424.484443 nChanged 8 SP:Iteration 36Q (14621.350000 sec): 3 clusters Score: Raw -777661.662505 + Penalty 4234.252662 = -773427.409844 nChanged 10 SP:Iteration 37Q (14621.370000 sec): 3 clusters Score: Raw -777665.705066 + Penalty 4234.252662 = -773431.452405 nChanged 10 SP:Iteration 38Q (14621.390000 sec): 3 clusters Score: Raw -777669.263419 + Penalty 4234.252662 = -773435.010757 nChanged 8 SP:Iteration 39Q (14621.410000 sec): 3 clusters Score: Raw -777671.763492 + Penalty 4234.252662 = -773437.510830 nChanged 5 SP:Iteration 40F (14621.430000 sec): 3 clusters Score: Raw -777673.054222 + Penalty 4234.252662 = -773438.801561 nChanged 1 SP:Iteration 41Q (14621.450000 sec): 3 clusters Score: Raw -777673.232316 + Penalty 4234.252662 = -773438.979654 nChanged 1 SP:Iteration 42Q (14621.470000 sec): 3 clusters Score: Raw -777673.644691 + Penalty 4234.252662 = -773439.392029 nChanged 1 SP:Iteration 43Q (14621.490000 sec): 3 clusters Score: Raw -777674.376831 + Penalty 4234.252662 = -773440.124169 nChanged 5 SP:Iteration 44Q (14621.500000 sec): 3 clusters Score: Raw -777676.003250 + Penalty 4234.252662 = -773441.750588 nChanged 7 SP:Iteration 45Q (14621.520000 sec): 3 clusters Score: Raw -777677.793955 + Penalty 4234.252662 = -773443.541293 nChanged 4 SP:Iteration 46Q (14621.540000 sec): 3 clusters Score: Raw -777678.637130 + Penalty 4234.252662 = -773444.384468 nChanged 4 SP:Iteration 47Q (14621.560000 sec): 3 clusters Score: Raw -777680.899754 + Penalty 4234.252662 = -773446.647092 nChanged 3 SP:Iteration 48Q (14621.580000 sec): 3 clusters Score: Raw -777682.451393 + Penalty 4234.252662 = -773448.198731 nChanged 2 SP:Iteration 49Q (14621.600000 sec): 3 clusters Score: Raw -777682.830986 + Penalty 4234.252662 = -773448.578324 nChanged 1 SP:Iteration 50Q (14621.620000 sec): 3 clusters Score: Raw -777683.180609 + Penalty 4234.252662 = -773448.927947 nChanged 1 SP:Iteration 51Q (14621.640000 sec): 3 clusters Score: Raw -777683.451169 + Penalty 4234.252662 = -773449.198507 nChanged 0 SP:Iteration 52F (14621.660000 sec): 3 clusters Score: Raw -777683.451169 + Penalty 4234.252662 = -773449.198507 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 11 (847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14621.670000 sec): 2 clusters Score: Raw -133232.921561 + Penalty 1671.941772 = -131560.979788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14621.670000 sec): 3 clusters Score: Raw -133080.520556 + Penalty 3343.883545 = -129736.637012 nChanged 204 SP:Iteration 1F (14621.670000 sec): 3 clusters Score: Raw -133334.860121 + Penalty 3343.883545 = -129990.976576 nChanged 48 SP:Iteration 2F (14621.680000 sec): 3 clusters Score: Raw -133412.995084 + Penalty 3343.883545 = -130069.111540 nChanged 23 SP:Iteration 3Q (14621.680000 sec): 3 clusters Score: Raw -133445.324017 + Penalty 3343.883545 = -130101.440472 nChanged 10 SP:Iteration 4Q (14621.680000 sec): 3 clusters Score: Raw -133458.900369 + Penalty 3343.883545 = -130115.016825 nChanged 3 SP:Iteration 5Q (14621.690000 sec): 3 clusters Score: Raw -133462.827326 + Penalty 3343.883545 = -130118.943781 nChanged 3 SP:Iteration 6Q (14621.690000 sec): 3 clusters Score: Raw -133469.066732 + Penalty 3343.883545 = -130125.183188 nChanged 4 SP:Iteration 7Q (14621.700000 sec): 3 clusters Score: Raw -133474.242474 + Penalty 3343.883545 = -130130.358930 nChanged 4 SP:Iteration 8Q (14621.700000 sec): 3 clusters Score: Raw -133478.830159 + Penalty 3343.883545 = -130134.946614 nChanged 3 SP:Iteration 9Q (14621.700000 sec): 3 clusters Score: Raw -133484.923117 + Penalty 3343.883545 = -130141.039573 nChanged 1 SP:Iteration 10Q (14621.700000 sec): 3 clusters Score: Raw -133487.577099 + Penalty 3343.883545 = -130143.693554 nChanged 2 SP:Iteration 11Q (14621.710000 sec): 3 clusters Score: Raw -133489.683349 + Penalty 3343.883545 = -130145.799805 nChanged 1 SP:Iteration 12Q (14621.710000 sec): 3 clusters Score: Raw -133491.837779 + Penalty 3343.883545 = -130147.954235 nChanged 1 SP:Iteration 13Q (14621.720000 sec): 3 clusters Score: Raw -133492.856353 + Penalty 3343.883545 = -130148.972808 nChanged 0 SP:Iteration 14F (14621.720000 sec): 3 clusters Score: Raw -133492.856353 + Penalty 3343.883545 = -130148.972808 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 12 (626333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14624.220000 sec): 2 clusters Score: Raw -99669147.199947 + Penalty 3310.214089 = -99665836.985858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14627.020000 sec): 3 clusters Score: Raw -99248868.271849 + Penalty 6620.428179 = -99242247.843670 nChanged 306770 SP:Iteration 1F (14629.800000 sec): 3 clusters Score: Raw -99433153.220369 + Penalty 6620.428179 = -99426532.792190 nChanged 13142 SP:Iteration 2Q (14632.630000 sec): 3 clusters Score: Raw -99435278.042985 + Penalty 6620.428179 = -99428657.614807 nChanged 14046 SP:Iteration 3Q (14635.470000 sec): 3 clusters Score: Raw -99437877.610157 + Penalty 6620.428179 = -99431257.181978 nChanged 15425 SP:Iteration 4Q (14638.310000 sec): 3 clusters Score: Raw -99441306.470661 + Penalty 6620.428179 = -99434686.042482 nChanged 17340 SP:Iteration 5Q (14641.230000 sec): 3 clusters Score: Raw -99445813.522578 + Penalty 6620.428179 = -99439193.094399 nChanged 19769 SP:Iteration 6Q (14644.070000 sec): 3 clusters Score: Raw -99452161.832556 + Penalty 6620.428179 = -99445541.404377 nChanged 23710 SP:Iteration 7Q (14646.890000 sec): 3 clusters Score: Raw -99461763.580087 + Penalty 6620.428179 = -99455143.151908 nChanged 28275 SP:Iteration 8Q (14649.710000 sec): 3 clusters Score: Raw -99476161.874774 + Penalty 6620.428179 = -99469541.446595 nChanged 33652 SP:Iteration 9F (14652.480000 sec): 3 clusters Score: Raw -99496713.967345 + Penalty 6620.428179 = -99490093.539166 nChanged 37924 SP:Iteration 10F (14655.310000 sec): 3 clusters Score: Raw -99523520.075224 + Penalty 6620.428179 = -99516899.647045 nChanged 39519 SP:Iteration 11F (14658.160000 sec): 3 clusters Score: Raw -99553853.483413 + Penalty 6620.428179 = -99547233.055234 nChanged 36303 SP:Iteration 12F (14660.990000 sec): 3 clusters Score: Raw -99582163.743672 + Penalty 6620.428179 = -99575543.315493 nChanged 30610 SP:Iteration 13Q (14663.540000 sec): 3 clusters Score: Raw -99605911.573527 + Penalty 6620.428179 = -99599291.145348 nChanged 24857 SP:Iteration 14Q (14666.080000 sec): 3 clusters Score: Raw -99624855.782283 + Penalty 6620.428179 = -99618235.354104 nChanged 19688 SP:Iteration 15Q (14668.500000 sec): 3 clusters Score: Raw -99639909.535698 + Penalty 6620.428179 = -99633289.107519 nChanged 15157 SP:Iteration 16Q (14670.810000 sec): 3 clusters Score: Raw -99651674.172235 + Penalty 6620.428179 = -99645053.744056 nChanged 10502 SP:Iteration 17Q (14673.010000 sec): 3 clusters Score: Raw -99659817.762390 + Penalty 6620.428179 = -99653197.334211 nChanged 6457 SP:Iteration 18Q (14675.140000 sec): 3 clusters Score: Raw -99664701.175681 + Penalty 6620.428179 = -99658080.747502 nChanged 3379 SP:Iteration 19Q (14677.210000 sec): 3 clusters Score: Raw -99667209.513735 + Penalty 6620.428179 = -99660589.085556 nChanged 1690 SP:Iteration 20F (14680.030000 sec): 3 clusters Score: Raw -99668444.173221 + Penalty 6620.428179 = -99661823.745042 nChanged 822 SP:Iteration 21Q (14682.050000 sec): 3 clusters Score: Raw -99669012.770751 + Penalty 6620.428179 = -99662392.342572 nChanged 458 SP:Iteration 22Q (14684.050000 sec): 3 clusters Score: Raw -99669313.105099 + Penalty 6620.428179 = -99662692.676920 nChanged 290 SP:Iteration 23Q (14686.040000 sec): 3 clusters Score: Raw -99669483.883981 + Penalty 6620.428179 = -99662863.455802 nChanged 190 SP:Iteration 24Q (14688.030000 sec): 3 clusters Score: Raw -99669584.982894 + Penalty 6620.428179 = -99662964.554715 nChanged 142 SP:Iteration 25Q (14690.010000 sec): 3 clusters Score: Raw -99669662.431972 + Penalty 6620.428179 = -99663042.003793 nChanged 119 SP:Iteration 26Q (14692.010000 sec): 3 clusters Score: Raw -99669725.891399 + Penalty 6620.428179 = -99663105.463220 nChanged 88 SP:Iteration 27Q (14694.000000 sec): 3 clusters Score: Raw -99669772.088035 + Penalty 6620.428179 = -99663151.659856 nChanged 75 SP:Iteration 28Q (14695.980000 sec): 3 clusters Score: Raw -99669811.044081 + Penalty 6620.428179 = -99663190.615902 nChanged 61 SP:Iteration 29Q (14697.940000 sec): 3 clusters Score: Raw -99669839.945096 + Penalty 6620.428179 = -99663219.516917 nChanged 42 SP:Iteration 30Q (14699.910000 sec): 3 clusters Score: Raw -99669856.903274 + Penalty 6620.428179 = -99663236.475096 nChanged 29 SP:Iteration 31Q (14701.900000 sec): 3 clusters Score: Raw -99669870.186420 + Penalty 6620.428179 = -99663249.758241 nChanged 32 SP:Iteration 32Q (14703.890000 sec): 3 clusters Score: Raw -99669885.254495 + Penalty 6620.428179 = -99663264.826317 nChanged 28 SP:Iteration 33Q (14705.870000 sec): 3 clusters Score: Raw -99669898.279816 + Penalty 6620.428179 = -99663277.851638 nChanged 24 SP:Iteration 34Q (14707.860000 sec): 3 clusters Score: Raw -99669907.324895 + Penalty 6620.428179 = -99663286.896717 nChanged 20 SP:Iteration 35Q (14709.840000 sec): 3 clusters Score: Raw -99669914.762314 + Penalty 6620.428179 = -99663294.334135 nChanged 17 SP:Iteration 36Q (14711.820000 sec): 3 clusters Score: Raw -99669922.632908 + Penalty 6620.428179 = -99663302.204729 nChanged 21 SP:Iteration 37Q (14713.810000 sec): 3 clusters Score: Raw -99669932.113210 + Penalty 6620.428179 = -99663311.685031 nChanged 13 SP:Iteration 38Q (14715.790000 sec): 3 clusters Score: Raw -99669937.522301 + Penalty 6620.428179 = -99663317.094122 nChanged 13 SP:Iteration 39Q (14717.770000 sec): 3 clusters Score: Raw -99669943.347815 + Penalty 6620.428179 = -99663322.919636 nChanged 14 SP:Iteration 40F (14720.600000 sec): 3 clusters Score: Raw -99669951.519261 + Penalty 6620.428179 = -99663331.091082 nChanged 13 SP:Iteration 41Q (14722.590000 sec): 3 clusters Score: Raw -99669956.395071 + Penalty 6620.428179 = -99663335.966892 nChanged 11 SP:Iteration 42Q (14724.560000 sec): 3 clusters Score: Raw -99669960.075159 + Penalty 6620.428179 = -99663339.646980 nChanged 8 SP:Iteration 43Q (14726.550000 sec): 3 clusters Score: Raw -99669962.139517 + Penalty 6620.428179 = -99663341.711338 nChanged 3 SP:Iteration 44Q (14728.520000 sec): 3 clusters Score: Raw -99669962.943717 + Penalty 6620.428179 = -99663342.515538 nChanged 5 SP:Iteration 45Q (14730.490000 sec): 3 clusters Score: Raw -99669964.332994 + Penalty 6620.428179 = -99663343.904815 nChanged 5 SP:Iteration 46Q (14732.480000 sec): 3 clusters Score: Raw -99669966.038504 + Penalty 6620.428179 = -99663345.610325 nChanged 7 SP:Iteration 47Q (14734.460000 sec): 3 clusters Score: Raw -99669968.557988 + Penalty 6620.428179 = -99663348.129809 nChanged 9 SP:Iteration 48Q (14736.430000 sec): 3 clusters Score: Raw -99669971.292674 + Penalty 6620.428179 = -99663350.864495 nChanged 4 SP:Iteration 49Q (14738.410000 sec): 3 clusters Score: Raw -99669972.865633 + Penalty 6620.428179 = -99663352.437454 nChanged 6 SP:Iteration 50Q (14740.400000 sec): 3 clusters Score: Raw -99669975.127273 + Penalty 6620.428179 = -99663354.699094 nChanged 3 SP:Iteration 51Q (14742.380000 sec): 3 clusters Score: Raw -99669975.873857 + Penalty 6620.428179 = -99663355.445678 nChanged 3 SP:Iteration 52Q (14744.360000 sec): 3 clusters Score: Raw -99669976.634145 + Penalty 6620.428179 = -99663356.205966 nChanged 2 SP:Iteration 53Q (14746.330000 sec): 3 clusters Score: Raw -99669977.704892 + Penalty 6620.428179 = -99663357.276713 nChanged 1 SP:Iteration 54Q (14748.310000 sec): 3 clusters Score: Raw -99669977.929945 + Penalty 6620.428179 = -99663357.501766 nChanged 0 SP:Iteration 55F (14751.100000 sec): 3 clusters Score: Raw -99669977.929945 + Penalty 6620.428179 = -99663357.501766 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 13 (10402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14751.440000 sec): 2 clusters Score: Raw -1675240.969099 + Penalty 2293.938837 = -1672947.030262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14751.490000 sec): 3 clusters Score: Raw -1669587.546178 + Penalty 4587.877674 = -1664999.668504 nChanged 4350 SP:Iteration 1F (14751.530000 sec): 3 clusters Score: Raw -1671899.936259 + Penalty 4587.877674 = -1667312.058586 nChanged 682 SP:Iteration 2F (14751.580000 sec): 3 clusters Score: Raw -1672213.815750 + Penalty 4587.877674 = -1667625.938076 nChanged 529 SP:Iteration 3F (14751.620000 sec): 3 clusters Score: Raw -1672452.889253 + Penalty 4587.877674 = -1667865.011579 nChanged 434 SP:Iteration 4Q (14751.660000 sec): 3 clusters Score: Raw -1672643.644442 + Penalty 4587.877674 = -1668055.766769 nChanged 375 SP:Iteration 5Q (14751.720000 sec): 3 clusters Score: Raw -1672819.689949 + Penalty 4587.877674 = -1668231.812275 nChanged 375 SP:Iteration 6Q (14751.760000 sec): 3 clusters Score: Raw -1672994.680253 + Penalty 4587.877674 = -1668406.802580 nChanged 370 SP:Iteration 7Q (14751.800000 sec): 3 clusters Score: Raw -1673183.930785 + Penalty 4587.877674 = -1668596.053111 nChanged 365 SP:Iteration 8Q (14751.850000 sec): 3 clusters Score: Raw -1673383.380209 + Penalty 4587.877674 = -1668795.502536 nChanged 389 SP:Iteration 9Q (14751.890000 sec): 3 clusters Score: Raw -1673642.811942 + Penalty 4587.877674 = -1669054.934269 nChanged 428 SP:Iteration 10Q (14751.940000 sec): 3 clusters Score: Raw -1673968.704784 + Penalty 4587.877674 = -1669380.827110 nChanged 429 SP:Iteration 11Q (14751.980000 sec): 3 clusters Score: Raw -1674379.017858 + Penalty 4587.877674 = -1669791.140185 nChanged 464 SP:Iteration 12Q (14752.030000 sec): 3 clusters Score: Raw -1674871.354086 + Penalty 4587.877674 = -1670283.476413 nChanged 491 SP:Iteration 13Q (14752.070000 sec): 3 clusters Score: Raw -1675333.107987 + Penalty 4587.877674 = -1670745.230313 nChanged 470 SP:Iteration 14Q (14752.110000 sec): 3 clusters Score: Raw -1675698.794623 + Penalty 4587.877674 = -1671110.916949 nChanged 351 SP:Iteration 15Q (14752.150000 sec): 3 clusters Score: Raw -1675939.247802 + Penalty 4587.877674 = -1671351.370128 nChanged 300 SP:Iteration 16Q (14752.190000 sec): 3 clusters Score: Raw -1676132.790229 + Penalty 4587.877674 = -1671544.912555 nChanged 192 SP:Iteration 17Q (14752.230000 sec): 3 clusters Score: Raw -1676237.417960 + Penalty 4587.877674 = -1671649.540286 nChanged 149 SP:Iteration 18Q (14752.270000 sec): 3 clusters Score: Raw -1676304.982243 + Penalty 4587.877674 = -1671717.104570 nChanged 115 SP:Iteration 19Q (14752.310000 sec): 3 clusters Score: Raw -1676356.398369 + Penalty 4587.877674 = -1671768.520696 nChanged 83 SP:Iteration 20F (14752.350000 sec): 3 clusters Score: Raw -1676384.443916 + Penalty 4587.877674 = -1671796.566242 nChanged 68 SP:Iteration 21Q (14752.390000 sec): 3 clusters Score: Raw -1676405.543104 + Penalty 4587.877674 = -1671817.665431 nChanged 73 SP:Iteration 22Q (14752.430000 sec): 3 clusters Score: Raw -1676426.930313 + Penalty 4587.877674 = -1671839.052639 nChanged 55 SP:Iteration 23Q (14752.470000 sec): 3 clusters Score: Raw -1676441.121735 + Penalty 4587.877674 = -1671853.244062 nChanged 41 SP:Iteration 24Q (14752.510000 sec): 3 clusters Score: Raw -1676451.536149 + Penalty 4587.877674 = -1671863.658475 nChanged 37 SP:Iteration 25Q (14752.550000 sec): 3 clusters Score: Raw -1676458.251685 + Penalty 4587.877674 = -1671870.374011 nChanged 27 SP:Iteration 26Q (14752.590000 sec): 3 clusters Score: Raw -1676462.840315 + Penalty 4587.877674 = -1671874.962642 nChanged 13 SP:Iteration 27Q (14752.630000 sec): 3 clusters Score: Raw -1676464.277353 + Penalty 4587.877674 = -1671876.399679 nChanged 3 SP:Iteration 28Q (14752.660000 sec): 3 clusters Score: Raw -1676464.598296 + Penalty 4587.877674 = -1671876.720622 nChanged 3 SP:Iteration 29Q (14752.700000 sec): 3 clusters Score: Raw -1676464.948513 + Penalty 4587.877674 = -1671877.070840 nChanged 3 SP:Iteration 30Q (14752.740000 sec): 3 clusters Score: Raw -1676465.313484 + Penalty 4587.877674 = -1671877.435810 nChanged 7 SP:Iteration 31Q (14752.780000 sec): 3 clusters Score: Raw -1676466.290547 + Penalty 4587.877674 = -1671878.412873 nChanged 6 SP:Iteration 32Q (14752.820000 sec): 3 clusters Score: Raw -1676467.219388 + Penalty 4587.877674 = -1671879.341715 nChanged 9 SP:Iteration 33Q (14752.860000 sec): 3 clusters Score: Raw -1676468.647084 + Penalty 4587.877674 = -1671880.769411 nChanged 11 SP:Iteration 34Q (14752.900000 sec): 3 clusters Score: Raw -1676470.457817 + Penalty 4587.877674 = -1671882.580143 nChanged 12 SP:Iteration 35Q (14752.940000 sec): 3 clusters Score: Raw -1676472.612269 + Penalty 4587.877674 = -1671884.734595 nChanged 14 SP:Iteration 36Q (14752.980000 sec): 3 clusters Score: Raw -1676474.819067 + Penalty 4587.877674 = -1671886.941394 nChanged 12 SP:Iteration 37Q (14753.020000 sec): 3 clusters Score: Raw -1676476.777422 + Penalty 4587.877674 = -1671888.899749 nChanged 6 SP:Iteration 38Q (14753.060000 sec): 3 clusters Score: Raw -1676477.597332 + Penalty 4587.877674 = -1671889.719658 nChanged 5 SP:Iteration 39Q (14753.090000 sec): 3 clusters Score: Raw -1676478.381352 + Penalty 4587.877674 = -1671890.503678 nChanged 9 SP:Iteration 40F (14753.140000 sec): 3 clusters Score: Raw -1676480.006771 + Penalty 4587.877674 = -1671892.129098 nChanged 11 SP:Iteration 41Q (14753.180000 sec): 3 clusters Score: Raw -1676482.070110 + Penalty 4587.877674 = -1671894.192437 nChanged 11 SP:Iteration 42Q (14753.220000 sec): 3 clusters Score: Raw -1676483.856224 + Penalty 4587.877674 = -1671895.978550 nChanged 11 SP:Iteration 43Q (14753.260000 sec): 3 clusters Score: Raw -1676485.295297 + Penalty 4587.877674 = -1671897.417623 nChanged 9 SP:Iteration 44Q (14753.300000 sec): 3 clusters Score: Raw -1676486.642324 + Penalty 4587.877674 = -1671898.764650 nChanged 9 SP:Iteration 45Q (14753.340000 sec): 3 clusters Score: Raw -1676487.577768 + Penalty 4587.877674 = -1671899.700094 nChanged 3 SP:Iteration 46Q (14753.380000 sec): 3 clusters Score: Raw -1676487.878361 + Penalty 4587.877674 = -1671900.000687 nChanged 7 SP:Iteration 47Q (14753.410000 sec): 3 clusters Score: Raw -1676488.885523 + Penalty 4587.877674 = -1671901.007849 nChanged 3 SP:Iteration 48Q (14753.450000 sec): 3 clusters Score: Raw -1676489.298618 + Penalty 4587.877674 = -1671901.420944 nChanged 3 SP:Iteration 49Q (14753.490000 sec): 3 clusters Score: Raw -1676489.680846 + Penalty 4587.877674 = -1671901.803172 nChanged 3 SP:Iteration 50Q (14753.530000 sec): 3 clusters Score: Raw -1676490.225740 + Penalty 4587.877674 = -1671902.348066 nChanged 7 SP:Iteration 51Q (14753.570000 sec): 3 clusters Score: Raw -1676491.264626 + Penalty 4587.877674 = -1671903.386952 nChanged 6 SP:Iteration 52Q (14753.610000 sec): 3 clusters Score: Raw -1676492.073895 + Penalty 4587.877674 = -1671904.196222 nChanged 1 SP:Iteration 53Q (14753.650000 sec): 3 clusters Score: Raw -1676492.296253 + Penalty 4587.877674 = -1671904.418579 nChanged 3 SP:Iteration 54Q (14753.690000 sec): 3 clusters Score: Raw -1676492.686904 + Penalty 4587.877674 = -1671904.809230 nChanged 1 SP:Iteration 55Q (14753.730000 sec): 3 clusters Score: Raw -1676492.863189 + Penalty 4587.877674 = -1671904.985515 nChanged 2 SP:Iteration 56Q (14753.770000 sec): 3 clusters Score: Raw -1676492.973239 + Penalty 4587.877674 = -1671905.095565 nChanged 1 SP:Iteration 57Q (14753.810000 sec): 3 clusters Score: Raw -1676493.022009 + Penalty 4587.877674 = -1671905.144335 nChanged 0 SP:Iteration 58F (14753.860000 sec): 3 clusters Score: Raw -1676493.022009 + Penalty 4587.877674 = -1671905.144335 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 14 (56136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14754.080000 sec): 2 clusters Score: Raw -8591533.027959 + Penalty 2712.012084 = -8588821.015875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14754.340000 sec): 3 clusters Score: Raw -8556401.726237 + Penalty 5424.024168 = -8550977.702069 nChanged 26124 SP:Iteration 1F (14754.590000 sec): 3 clusters Score: Raw -8571310.262242 + Penalty 5424.024168 = -8565886.238074 nChanged 2382 SP:Iteration 2Q (14754.850000 sec): 3 clusters Score: Raw -8572131.973517 + Penalty 5424.024168 = -8566707.949349 nChanged 2501 SP:Iteration 3Q (14755.110000 sec): 3 clusters Score: Raw -8573199.821189 + Penalty 5424.024168 = -8567775.797020 nChanged 2887 SP:Iteration 4F (14755.360000 sec): 3 clusters Score: Raw -8574664.434212 + Penalty 5424.024168 = -8569240.410044 nChanged 3301 SP:Iteration 5F (14755.610000 sec): 3 clusters Score: Raw -8576696.342207 + Penalty 5424.024168 = -8571272.318039 nChanged 3676 SP:Iteration 6F (14755.860000 sec): 3 clusters Score: Raw -8579399.958710 + Penalty 5424.024168 = -8573975.934542 nChanged 3936 SP:Iteration 7F (14756.120000 sec): 3 clusters Score: Raw -8582579.328948 + Penalty 5424.024168 = -8577155.304780 nChanged 3648 SP:Iteration 8F (14756.360000 sec): 3 clusters Score: Raw -8585435.548205 + Penalty 5424.024168 = -8580011.524037 nChanged 2862 SP:Iteration 9F (14756.620000 sec): 3 clusters Score: Raw -8587193.519416 + Penalty 5424.024168 = -8581769.495248 nChanged 1927 SP:Iteration 10Q (14756.870000 sec): 3 clusters Score: Raw -8587976.666953 + Penalty 5424.024168 = -8582552.642785 nChanged 1191 SP:Iteration 11Q (14757.120000 sec): 3 clusters Score: Raw -8588341.204868 + Penalty 5424.024168 = -8582917.180700 nChanged 838 SP:Iteration 12Q (14757.370000 sec): 3 clusters Score: Raw -8588551.053425 + Penalty 5424.024168 = -8583127.029257 nChanged 629 SP:Iteration 13Q (14757.610000 sec): 3 clusters Score: Raw -8588699.628719 + Penalty 5424.024168 = -8583275.604551 nChanged 574 SP:Iteration 14Q (14757.860000 sec): 3 clusters Score: Raw -8588822.067479 + Penalty 5424.024168 = -8583398.043311 nChanged 479 SP:Iteration 15Q (14758.100000 sec): 3 clusters Score: Raw -8588924.751285 + Penalty 5424.024168 = -8583500.727117 nChanged 451 SP:Iteration 16Q (14758.350000 sec): 3 clusters Score: Raw -8589024.501929 + Penalty 5424.024168 = -8583600.477761 nChanged 442 SP:Iteration 17Q (14758.600000 sec): 3 clusters Score: Raw -8589114.757213 + Penalty 5424.024168 = -8583690.733045 nChanged 370 SP:Iteration 18Q (14758.840000 sec): 3 clusters Score: Raw -8589185.718114 + Penalty 5424.024168 = -8583761.693946 nChanged 335 SP:Iteration 19Q (14759.080000 sec): 3 clusters Score: Raw -8589246.652447 + Penalty 5424.024168 = -8583822.628279 nChanged 344 SP:Iteration 20F (14759.340000 sec): 3 clusters Score: Raw -8589311.162470 + Penalty 5424.024168 = -8583887.138302 nChanged 348 SP:Iteration 21Q (14759.590000 sec): 3 clusters Score: Raw -8589370.982582 + Penalty 5424.024168 = -8583946.958414 nChanged 336 SP:Iteration 22Q (14759.840000 sec): 3 clusters Score: Raw -8589429.066797 + Penalty 5424.024168 = -8584005.042629 nChanged 330 SP:Iteration 23Q (14760.080000 sec): 3 clusters Score: Raw -8589487.019624 + Penalty 5424.024168 = -8584062.995456 nChanged 332 SP:Iteration 24Q (14760.320000 sec): 3 clusters Score: Raw -8589548.032942 + Penalty 5424.024168 = -8584124.008774 nChanged 338 SP:Iteration 25Q (14760.560000 sec): 3 clusters Score: Raw -8589612.062318 + Penalty 5424.024168 = -8584188.038150 nChanged 323 SP:Iteration 26Q (14760.790000 sec): 3 clusters Score: Raw -8589667.867784 + Penalty 5424.024168 = -8584243.843616 nChanged 316 SP:Iteration 27Q (14761.030000 sec): 3 clusters Score: Raw -8589716.209489 + Penalty 5424.024168 = -8584292.185321 nChanged 305 SP:Iteration 28Q (14761.270000 sec): 3 clusters Score: Raw -8589760.969681 + Penalty 5424.024168 = -8584336.945513 nChanged 275 SP:Iteration 29Q (14761.500000 sec): 3 clusters Score: Raw -8589801.609399 + Penalty 5424.024168 = -8584377.585231 nChanged 277 SP:Iteration 30Q (14761.740000 sec): 3 clusters Score: Raw -8589840.402717 + Penalty 5424.024168 = -8584416.378549 nChanged 274 SP:Iteration 31Q (14761.970000 sec): 3 clusters Score: Raw -8589879.897534 + Penalty 5424.024168 = -8584455.873366 nChanged 296 SP:Iteration 32Q (14762.210000 sec): 3 clusters Score: Raw -8589927.492767 + Penalty 5424.024168 = -8584503.468599 nChanged 310 SP:Iteration 33Q (14762.440000 sec): 3 clusters Score: Raw -8589978.883422 + Penalty 5424.024168 = -8584554.859254 nChanged 308 SP:Iteration 34Q (14762.670000 sec): 3 clusters Score: Raw -8590028.093684 + Penalty 5424.024168 = -8584604.069516 nChanged 320 SP:Iteration 35Q (14762.900000 sec): 3 clusters Score: Raw -8590082.419101 + Penalty 5424.024168 = -8584658.394933 nChanged 297 SP:Iteration 36Q (14763.120000 sec): 3 clusters Score: Raw -8590134.757094 + Penalty 5424.024168 = -8584710.732926 nChanged 318 SP:Iteration 37Q (14763.350000 sec): 3 clusters Score: Raw -8590194.631403 + Penalty 5424.024168 = -8584770.607235 nChanged 316 SP:Iteration 38Q (14763.580000 sec): 3 clusters Score: Raw -8590253.816097 + Penalty 5424.024168 = -8584829.791929 nChanged 334 SP:Iteration 39Q (14763.800000 sec): 3 clusters Score: Raw -8590322.085192 + Penalty 5424.024168 = -8584898.061024 nChanged 335 SP:Iteration 40F (14764.060000 sec): 3 clusters Score: Raw -8590390.009951 + Penalty 5424.024168 = -8584965.985782 nChanged 328 SP:Iteration 41Q (14764.290000 sec): 3 clusters Score: Raw -8590452.576250 + Penalty 5424.024168 = -8585028.552082 nChanged 314 SP:Iteration 42Q (14764.510000 sec): 3 clusters Score: Raw -8590508.874677 + Penalty 5424.024168 = -8585084.850509 nChanged 293 SP:Iteration 43Q (14764.740000 sec): 3 clusters Score: Raw -8590565.012173 + Penalty 5424.024168 = -8585140.988005 nChanged 320 SP:Iteration 44Q (14764.970000 sec): 3 clusters Score: Raw -8590621.243765 + Penalty 5424.024168 = -8585197.219597 nChanged 312 SP:Iteration 45Q (14765.190000 sec): 3 clusters Score: Raw -8590680.014722 + Penalty 5424.024168 = -8585255.990554 nChanged 303 SP:Iteration 46Q (14765.420000 sec): 3 clusters Score: Raw -8590730.388359 + Penalty 5424.024168 = -8585306.364191 nChanged 263 SP:Iteration 47Q (14765.640000 sec): 3 clusters Score: Raw -8590773.356843 + Penalty 5424.024168 = -8585349.332675 nChanged 255 SP:Iteration 48Q (14765.870000 sec): 3 clusters Score: Raw -8590813.937003 + Penalty 5424.024168 = -8585389.912835 nChanged 234 SP:Iteration 49Q (14766.090000 sec): 3 clusters Score: Raw -8590856.445831 + Penalty 5424.024168 = -8585432.421663 nChanged 238 SP:Iteration 50Q (14766.310000 sec): 3 clusters Score: Raw -8590899.347907 + Penalty 5424.024168 = -8585475.323739 nChanged 266 SP:Iteration 51Q (14766.520000 sec): 3 clusters Score: Raw -8590948.286039 + Penalty 5424.024168 = -8585524.261871 nChanged 260 SP:Iteration 52Q (14766.740000 sec): 3 clusters Score: Raw -8590991.260654 + Penalty 5424.024168 = -8585567.236486 nChanged 242 SP:Iteration 53Q (14766.950000 sec): 3 clusters Score: Raw -8591031.040497 + Penalty 5424.024168 = -8585607.016329 nChanged 229 SP:Iteration 54Q (14767.170000 sec): 3 clusters Score: Raw -8591069.995335 + Penalty 5424.024168 = -8585645.971167 nChanged 224 SP:Iteration 55Q (14767.390000 sec): 3 clusters Score: Raw -8591107.543740 + Penalty 5424.024168 = -8585683.519572 nChanged 220 SP:Iteration 56Q (14767.590000 sec): 3 clusters Score: Raw -8591143.557744 + Penalty 5424.024168 = -8585719.533576 nChanged 208 SP:Iteration 57Q (14767.800000 sec): 3 clusters Score: Raw -8591178.459156 + Penalty 5424.024168 = -8585754.434988 nChanged 191 SP:Iteration 58Q (14768.010000 sec): 3 clusters Score: Raw -8591209.892916 + Penalty 5424.024168 = -8585785.868748 nChanged 195 SP:Iteration 59Q (14768.210000 sec): 3 clusters Score: Raw -8591237.686723 + Penalty 5424.024168 = -8585813.662555 nChanged 164 SP:Iteration 60F (14768.450000 sec): 3 clusters Score: Raw -8591259.445234 + Penalty 5424.024168 = -8585835.421066 nChanged 140 SP:Iteration 61Q (14768.660000 sec): 3 clusters Score: Raw -8591275.021627 + Penalty 5424.024168 = -8585850.997459 nChanged 116 SP:Iteration 62Q (14768.870000 sec): 3 clusters Score: Raw -8591287.947938 + Penalty 5424.024168 = -8585863.923770 nChanged 115 SP:Iteration 63Q (14769.070000 sec): 3 clusters Score: Raw -8591300.789027 + Penalty 5424.024168 = -8585876.764859 nChanged 109 SP:Iteration 64Q (14769.270000 sec): 3 clusters Score: Raw -8591312.568203 + Penalty 5424.024168 = -8585888.544035 nChanged 98 SP:Iteration 65Q (14769.480000 sec): 3 clusters Score: Raw -8591321.922865 + Penalty 5424.024168 = -8585897.898697 nChanged 84 SP:Iteration 66Q (14769.680000 sec): 3 clusters Score: Raw -8591330.217620 + Penalty 5424.024168 = -8585906.193452 nChanged 92 SP:Iteration 67Q (14769.890000 sec): 3 clusters Score: Raw -8591338.863032 + Penalty 5424.024168 = -8585914.838864 nChanged 89 SP:Iteration 68Q (14770.100000 sec): 3 clusters Score: Raw -8591347.134609 + Penalty 5424.024168 = -8585923.110441 nChanged 88 SP:Iteration 69Q (14770.300000 sec): 3 clusters Score: Raw -8591354.554552 + Penalty 5424.024168 = -8585930.530384 nChanged 88 SP:Iteration 70Q (14770.510000 sec): 3 clusters Score: Raw -8591363.619323 + Penalty 5424.024168 = -8585939.595155 nChanged 99 SP:Iteration 71Q (14770.710000 sec): 3 clusters Score: Raw -8591373.979236 + Penalty 5424.024168 = -8585949.955068 nChanged 92 SP:Iteration 72Q (14770.910000 sec): 3 clusters Score: Raw -8591383.657831 + Penalty 5424.024168 = -8585959.633663 nChanged 96 SP:Iteration 73Q (14771.110000 sec): 3 clusters Score: Raw -8591394.288454 + Penalty 5424.024168 = -8585970.264286 nChanged 99 SP:Iteration 74Q (14771.320000 sec): 3 clusters Score: Raw -8591404.604800 + Penalty 5424.024168 = -8585980.580632 nChanged 101 SP:Iteration 75Q (14771.520000 sec): 3 clusters Score: Raw -8591417.121486 + Penalty 5424.024168 = -8585993.097318 nChanged 106 SP:Iteration 76Q (14771.720000 sec): 3 clusters Score: Raw -8591427.782515 + Penalty 5424.024168 = -8586003.758346 nChanged 93 SP:Iteration 77Q (14771.930000 sec): 3 clusters Score: Raw -8591437.175863 + Penalty 5424.024168 = -8586013.151695 nChanged 77 SP:Iteration 78Q (14772.130000 sec): 3 clusters Score: Raw -8591444.351483 + Penalty 5424.024168 = -8586020.327315 nChanged 81 SP:Iteration 79Q (14772.330000 sec): 3 clusters Score: Raw -8591453.968634 + Penalty 5424.024168 = -8586029.944466 nChanged 96 SP:Iteration 80F (14772.570000 sec): 3 clusters Score: Raw -8591465.784589 + Penalty 5424.024168 = -8586041.760421 nChanged 90 SP:Iteration 81Q (14772.770000 sec): 3 clusters Score: Raw -8591476.467178 + Penalty 5424.024168 = -8586052.443009 nChanged 99 SP:Iteration 82Q (14772.970000 sec): 3 clusters Score: Raw -8591491.057941 + Penalty 5424.024168 = -8586067.033773 nChanged 118 SP:Iteration 83Q (14773.170000 sec): 3 clusters Score: Raw -8591506.921097 + Penalty 5424.024168 = -8586082.896929 nChanged 102 SP:Iteration 84Q (14773.370000 sec): 3 clusters Score: Raw -8591518.884777 + Penalty 5424.024168 = -8586094.860609 nChanged 97 SP:Iteration 85Q (14773.580000 sec): 3 clusters Score: Raw -8591531.114134 + Penalty 5424.024168 = -8586107.089966 nChanged 85 SP:Iteration 86Q (14773.780000 sec): 3 clusters Score: Raw -8591541.815535 + Penalty 5424.024168 = -8586117.791367 nChanged 88 SP:Iteration 87Q (14773.980000 sec): 3 clusters Score: Raw -8591552.562452 + Penalty 5424.024168 = -8586128.538284 nChanged 82 SP:Iteration 88Q (14774.180000 sec): 3 clusters Score: Raw -8591561.927096 + Penalty 5424.024168 = -8586137.902928 nChanged 81 SP:Iteration 89Q (14774.380000 sec): 3 clusters Score: Raw -8591572.936746 + Penalty 5424.024168 = -8586148.912578 nChanged 82 SP:Iteration 90Q (14774.570000 sec): 3 clusters Score: Raw -8591582.328492 + Penalty 5424.024168 = -8586158.304324 nChanged 74 SP:Iteration 91Q (14774.770000 sec): 3 clusters Score: Raw -8591591.717892 + Penalty 5424.024168 = -8586167.693724 nChanged 78 SP:Iteration 92Q (14774.970000 sec): 3 clusters Score: Raw -8591600.804217 + Penalty 5424.024168 = -8586176.780049 nChanged 64 SP:Iteration 93Q (14775.170000 sec): 3 clusters Score: Raw -8591608.064984 + Penalty 5424.024168 = -8586184.040816 nChanged 67 SP:Iteration 94Q (14775.370000 sec): 3 clusters Score: Raw -8591616.281410 + Penalty 5424.024168 = -8586192.257242 nChanged 70 SP:Iteration 95Q (14775.570000 sec): 3 clusters Score: Raw -8591624.021190 + Penalty 5424.024168 = -8586199.997022 nChanged 61 SP:Iteration 96Q (14775.760000 sec): 3 clusters Score: Raw -8591630.605509 + Penalty 5424.024168 = -8586206.581341 nChanged 61 SP:Iteration 97Q (14775.960000 sec): 3 clusters Score: Raw -8591636.820826 + Penalty 5424.024168 = -8586212.796658 nChanged 41 SP:Iteration 98Q (14776.160000 sec): 3 clusters Score: Raw -8591640.487103 + Penalty 5424.024168 = -8586216.462935 nChanged 35 SP:Iteration 99Q (14776.360000 sec): 3 clusters Score: Raw -8591644.721384 + Penalty 5424.024168 = -8586220.697216 nChanged 43 SP:Iteration 100F (14776.600000 sec): 3 clusters Score: Raw -8591650.608738 + Penalty 5424.024168 = -8586226.584570 nChanged 52 SP:Iteration 101Q (14776.800000 sec): 3 clusters Score: Raw -8591658.438011 + Penalty 5424.024168 = -8586234.413843 nChanged 51 SP:Iteration 102Q (14776.990000 sec): 3 clusters Score: Raw -8591664.243833 + Penalty 5424.024168 = -8586240.219665 nChanged 49 SP:Iteration 103Q (14777.190000 sec): 3 clusters Score: Raw -8591669.990105 + Penalty 5424.024168 = -8586245.965937 nChanged 43 SP:Iteration 104Q (14777.390000 sec): 3 clusters Score: Raw -8591674.130992 + Penalty 5424.024168 = -8586250.106824 nChanged 42 SP:Iteration 105Q (14777.580000 sec): 3 clusters Score: Raw -8591678.155320 + Penalty 5424.024168 = -8586254.131152 nChanged 36 SP:Iteration 106Q (14777.780000 sec): 3 clusters Score: Raw -8591681.791209 + Penalty 5424.024168 = -8586257.767041 nChanged 39 SP:Iteration 107Q (14777.970000 sec): 3 clusters Score: Raw -8591685.160972 + Penalty 5424.024168 = -8586261.136804 nChanged 27 SP:Iteration 108Q (14778.170000 sec): 3 clusters Score: Raw -8591687.560794 + Penalty 5424.024168 = -8586263.536626 nChanged 33 SP:Iteration 109Q (14778.370000 sec): 3 clusters Score: Raw -8591691.270272 + Penalty 5424.024168 = -8586267.246104 nChanged 34 SP:Iteration 110Q (14778.560000 sec): 3 clusters Score: Raw -8591694.524040 + Penalty 5424.024168 = -8586270.499872 nChanged 39 SP:Iteration 111Q (14778.760000 sec): 3 clusters Score: Raw -8591698.256287 + Penalty 5424.024168 = -8586274.232119 nChanged 26 SP:Iteration 112Q (14778.950000 sec): 3 clusters Score: Raw -8591700.523341 + Penalty 5424.024168 = -8586276.499173 nChanged 28 SP:Iteration 113Q (14779.140000 sec): 3 clusters Score: Raw -8591703.130998 + Penalty 5424.024168 = -8586279.106830 nChanged 28 SP:Iteration 114Q (14779.330000 sec): 3 clusters Score: Raw -8591705.964356 + Penalty 5424.024168 = -8586281.940188 nChanged 26 SP:Iteration 115Q (14779.530000 sec): 3 clusters Score: Raw -8591708.299981 + Penalty 5424.024168 = -8586284.275813 nChanged 21 SP:Iteration 116Q (14779.730000 sec): 3 clusters Score: Raw -8591710.305264 + Penalty 5424.024168 = -8586286.281096 nChanged 13 SP:Iteration 117Q (14779.920000 sec): 3 clusters Score: Raw -8591711.506887 + Penalty 5424.024168 = -8586287.482719 nChanged 17 SP:Iteration 118Q (14780.110000 sec): 3 clusters Score: Raw -8591712.696026 + Penalty 5424.024168 = -8586288.671858 nChanged 17 SP:Iteration 119Q (14780.310000 sec): 3 clusters Score: Raw -8591713.685654 + Penalty 5424.024168 = -8586289.661486 nChanged 7 SP:Iteration 120F (14780.540000 sec): 3 clusters Score: Raw -8591714.253430 + Penalty 5424.024168 = -8586290.229262 nChanged 16 SP:Iteration 121Q (14780.740000 sec): 3 clusters Score: Raw -8591715.767923 + Penalty 5424.024168 = -8586291.743755 nChanged 15 SP:Iteration 122Q (14780.930000 sec): 3 clusters Score: Raw -8591716.828809 + Penalty 5424.024168 = -8586292.804641 nChanged 16 SP:Iteration 123Q (14781.130000 sec): 3 clusters Score: Raw -8591718.155818 + Penalty 5424.024168 = -8586294.131650 nChanged 19 SP:Iteration 124Q (14781.330000 sec): 3 clusters Score: Raw -8591719.626247 + Penalty 5424.024168 = -8586295.602079 nChanged 17 SP:Iteration 125Q (14781.530000 sec): 3 clusters Score: Raw -8591721.121018 + Penalty 5424.024168 = -8586297.096850 nChanged 16 SP:Iteration 126Q (14781.720000 sec): 3 clusters Score: Raw -8591722.916704 + Penalty 5424.024168 = -8586298.892536 nChanged 22 SP:Iteration 127Q (14781.910000 sec): 3 clusters Score: Raw -8591724.975017 + Penalty 5424.024168 = -8586300.950848 nChanged 21 SP:Iteration 128Q (14782.110000 sec): 3 clusters Score: Raw -8591727.116052 + Penalty 5424.024168 = -8586303.091884 nChanged 26 SP:Iteration 129Q (14782.300000 sec): 3 clusters Score: Raw -8591729.524756 + Penalty 5424.024168 = -8586305.500588 nChanged 23 SP:Iteration 130Q (14782.490000 sec): 3 clusters Score: Raw -8591731.367431 + Penalty 5424.024168 = -8586307.343263 nChanged 21 SP:Iteration 131Q (14782.690000 sec): 3 clusters Score: Raw -8591733.088384 + Penalty 5424.024168 = -8586309.064216 nChanged 13 SP:Iteration 132Q (14782.890000 sec): 3 clusters Score: Raw -8591734.538129 + Penalty 5424.024168 = -8586310.513961 nChanged 15 SP:Iteration 133Q (14783.090000 sec): 3 clusters Score: Raw -8591736.205532 + Penalty 5424.024168 = -8586312.181364 nChanged 16 SP:Iteration 134Q (14783.280000 sec): 3 clusters Score: Raw -8591737.711052 + Penalty 5424.024168 = -8586313.686884 nChanged 18 SP:Iteration 135Q (14783.470000 sec): 3 clusters Score: Raw -8591739.939177 + Penalty 5424.024168 = -8586315.915009 nChanged 22 SP:Iteration 136Q (14783.670000 sec): 3 clusters Score: Raw -8591742.292956 + Penalty 5424.024168 = -8586318.268788 nChanged 28 SP:Iteration 137Q (14783.860000 sec): 3 clusters Score: Raw -8591745.779173 + Penalty 5424.024168 = -8586321.755005 nChanged 31 SP:Iteration 138Q (14784.050000 sec): 3 clusters Score: Raw -8591748.716236 + Penalty 5424.024168 = -8586324.692068 nChanged 32 SP:Iteration 139Q (14784.250000 sec): 3 clusters Score: Raw -8591751.810505 + Penalty 5424.024168 = -8586327.786337 nChanged 24 SP:Iteration 140F (14784.490000 sec): 3 clusters Score: Raw -8591754.238627 + Penalty 5424.024168 = -8586330.214459 nChanged 23 SP:Iteration 141Q (14784.690000 sec): 3 clusters Score: Raw -8591756.160019 + Penalty 5424.024168 = -8586332.135851 nChanged 22 SP:Iteration 142Q (14784.890000 sec): 3 clusters Score: Raw -8591758.295555 + Penalty 5424.024168 = -8586334.271387 nChanged 26 SP:Iteration 143Q (14785.080000 sec): 3 clusters Score: Raw -8591760.794915 + Penalty 5424.024168 = -8586336.770747 nChanged 24 SP:Iteration 144Q (14785.270000 sec): 3 clusters Score: Raw -8591763.398174 + Penalty 5424.024168 = -8586339.374006 nChanged 30 SP:Iteration 145Q (14785.470000 sec): 3 clusters Score: Raw -8591765.845558 + Penalty 5424.024168 = -8586341.821390 nChanged 20 SP:Iteration 146Q (14785.660000 sec): 3 clusters Score: Raw -8591768.023584 + Penalty 5424.024168 = -8586343.999416 nChanged 22 SP:Iteration 147Q (14785.860000 sec): 3 clusters Score: Raw -8591770.366888 + Penalty 5424.024168 = -8586346.342720 nChanged 26 SP:Iteration 148Q (14786.050000 sec): 3 clusters Score: Raw -8591774.078258 + Penalty 5424.024168 = -8586350.054090 nChanged 30 SP:Iteration 149Q (14786.240000 sec): 3 clusters Score: Raw -8591778.071276 + Penalty 5424.024168 = -8586354.047108 nChanged 32 SP:Iteration 150Q (14786.430000 sec): 3 clusters Score: Raw -8591781.551780 + Penalty 5424.024168 = -8586357.527611 nChanged 34 SP:Iteration 151Q (14786.630000 sec): 3 clusters Score: Raw -8591786.333851 + Penalty 5424.024168 = -8586362.309683 nChanged 42 SP:Iteration 152Q (14786.830000 sec): 3 clusters Score: Raw -8591792.207783 + Penalty 5424.024168 = -8586368.183615 nChanged 49 SP:Iteration 153Q (14787.030000 sec): 3 clusters Score: Raw -8591799.792665 + Penalty 5424.024168 = -8586375.768497 nChanged 40 SP:Iteration 154Q (14787.230000 sec): 3 clusters Score: Raw -8591806.152784 + Penalty 5424.024168 = -8586382.128616 nChanged 46 SP:Iteration 155Q (14787.420000 sec): 3 clusters Score: Raw -8591812.095863 + Penalty 5424.024168 = -8586388.071695 nChanged 46 SP:Iteration 156Q (14787.620000 sec): 3 clusters Score: Raw -8591818.326332 + Penalty 5424.024168 = -8586394.302164 nChanged 45 SP:Iteration 157Q (14787.810000 sec): 3 clusters Score: Raw -8591824.622493 + Penalty 5424.024168 = -8586400.598325 nChanged 46 SP:Iteration 158Q (14788.000000 sec): 3 clusters Score: Raw -8591830.812894 + Penalty 5424.024168 = -8586406.788726 nChanged 40 SP:Iteration 159Q (14788.190000 sec): 3 clusters Score: Raw -8591835.227421 + Penalty 5424.024168 = -8586411.203253 nChanged 28 SP:Iteration 160F (14788.440000 sec): 3 clusters Score: Raw -8591838.631418 + Penalty 5424.024168 = -8586414.607250 nChanged 25 SP:Iteration 161Q (14788.630000 sec): 3 clusters Score: Raw -8591841.248186 + Penalty 5424.024168 = -8586417.224018 nChanged 24 SP:Iteration 162Q (14788.830000 sec): 3 clusters Score: Raw -8591844.866710 + Penalty 5424.024168 = -8586420.842542 nChanged 25 SP:Iteration 163Q (14789.020000 sec): 3 clusters Score: Raw -8591848.367832 + Penalty 5424.024168 = -8586424.343664 nChanged 25 SP:Iteration 164Q (14789.210000 sec): 3 clusters Score: Raw -8591851.407087 + Penalty 5424.024168 = -8586427.382919 nChanged 26 SP:Iteration 165Q (14789.410000 sec): 3 clusters Score: Raw -8591854.228580 + Penalty 5424.024168 = -8586430.204412 nChanged 20 SP:Iteration 166Q (14789.600000 sec): 3 clusters Score: Raw -8591856.353906 + Penalty 5424.024168 = -8586432.329738 nChanged 15 SP:Iteration 167Q (14789.790000 sec): 3 clusters Score: Raw -8591858.146392 + Penalty 5424.024168 = -8586434.122224 nChanged 17 SP:Iteration 168Q (14789.980000 sec): 3 clusters Score: Raw -8591860.733412 + Penalty 5424.024168 = -8586436.709244 nChanged 32 SP:Iteration 169Q (14790.170000 sec): 3 clusters Score: Raw -8591864.778017 + Penalty 5424.024168 = -8586440.753849 nChanged 28 SP:Iteration 170Q (14790.370000 sec): 3 clusters Score: Raw -8591867.608561 + Penalty 5424.024168 = -8586443.584392 nChanged 22 SP:Iteration 171Q (14790.560000 sec): 3 clusters Score: Raw -8591870.210009 + Penalty 5424.024168 = -8586446.185841 nChanged 24 SP:Iteration 172Q (14790.750000 sec): 3 clusters Score: Raw -8591873.552184 + Penalty 5424.024168 = -8586449.528016 nChanged 30 SP:Iteration 173Q (14790.950000 sec): 3 clusters Score: Raw -8591877.556909 + Penalty 5424.024168 = -8586453.532741 nChanged 33 SP:Iteration 174Q (14791.140000 sec): 3 clusters Score: Raw -8591881.394254 + Penalty 5424.024168 = -8586457.370086 nChanged 29 SP:Iteration 175Q (14791.330000 sec): 3 clusters Score: Raw -8591885.432061 + Penalty 5424.024168 = -8586461.407893 nChanged 39 SP:Iteration 176Q (14791.510000 sec): 3 clusters Score: Raw -8591891.501241 + Penalty 5424.024168 = -8586467.477073 nChanged 30 SP:Iteration 177Q (14791.710000 sec): 3 clusters Score: Raw -8591895.466682 + Penalty 5424.024168 = -8586471.442514 nChanged 30 SP:Iteration 178Q (14791.910000 sec): 3 clusters Score: Raw -8591898.762939 + Penalty 5424.024168 = -8586474.738771 nChanged 20 SP:Iteration 179Q (14792.100000 sec): 3 clusters Score: Raw -8591901.688570 + Penalty 5424.024168 = -8586477.664402 nChanged 25 SP:Iteration 180F (14792.340000 sec): 3 clusters Score: Raw -8591905.108154 + Penalty 5424.024168 = -8586481.083986 nChanged 30 SP:Iteration 181Q (14792.530000 sec): 3 clusters Score: Raw -8591908.125818 + Penalty 5424.024168 = -8586484.101650 nChanged 17 SP:Iteration 182Q (14792.720000 sec): 3 clusters Score: Raw -8591909.664658 + Penalty 5424.024168 = -8586485.640490 nChanged 16 SP:Iteration 183Q (14792.910000 sec): 3 clusters Score: Raw -8591911.881907 + Penalty 5424.024168 = -8586487.857739 nChanged 22 SP:Iteration 184Q (14793.110000 sec): 3 clusters Score: Raw -8591914.630941 + Penalty 5424.024168 = -8586490.606773 nChanged 21 SP:Iteration 185Q (14793.300000 sec): 3 clusters Score: Raw -8591917.551840 + Penalty 5424.024168 = -8586493.527672 nChanged 18 SP:Iteration 186Q (14793.490000 sec): 3 clusters Score: Raw -8591919.539085 + Penalty 5424.024168 = -8586495.514917 nChanged 15 SP:Iteration 187Q (14793.680000 sec): 3 clusters Score: Raw -8591921.388640 + Penalty 5424.024168 = -8586497.364472 nChanged 18 SP:Iteration 188Q (14793.870000 sec): 3 clusters Score: Raw -8591923.496971 + Penalty 5424.024168 = -8586499.472803 nChanged 18 SP:Iteration 189Q (14794.050000 sec): 3 clusters Score: Raw -8591925.821168 + Penalty 5424.024168 = -8586501.797000 nChanged 18 SP:Iteration 190Q (14794.240000 sec): 3 clusters Score: Raw -8591928.732964 + Penalty 5424.024168 = -8586504.708795 nChanged 17 SP:Iteration 191Q (14794.430000 sec): 3 clusters Score: Raw -8591930.638016 + Penalty 5424.024168 = -8586506.613848 nChanged 22 SP:Iteration 192Q (14794.620000 sec): 3 clusters Score: Raw -8591934.131774 + Penalty 5424.024168 = -8586510.107606 nChanged 27 SP:Iteration 193Q (14794.810000 sec): 3 clusters Score: Raw -8591937.238395 + Penalty 5424.024168 = -8586513.214227 nChanged 21 SP:Iteration 194Q (14795.010000 sec): 3 clusters Score: Raw -8591940.333548 + Penalty 5424.024168 = -8586516.309380 nChanged 17 SP:Iteration 195Q (14795.200000 sec): 3 clusters Score: Raw -8591942.326462 + Penalty 5424.024168 = -8586518.302294 nChanged 15 SP:Iteration 196Q (14795.380000 sec): 3 clusters Score: Raw -8591944.072169 + Penalty 5424.024168 = -8586520.048001 nChanged 16 SP:Iteration 197Q (14795.570000 sec): 3 clusters Score: Raw -8591945.858566 + Penalty 5424.024168 = -8586521.834398 nChanged 21 SP:Iteration 198Q (14795.760000 sec): 3 clusters Score: Raw -8591948.614792 + Penalty 5424.024168 = -8586524.590624 nChanged 16 SP:Iteration 199Q (14795.950000 sec): 3 clusters Score: Raw -8591950.011559 + Penalty 5424.024168 = -8586525.987391 nChanged 12 SP:Iteration 200F (14796.190000 sec): 3 clusters Score: Raw -8591951.012665 + Penalty 5424.024168 = -8586526.988497 nChanged 9 SP:Iteration 201Q (14796.380000 sec): 3 clusters Score: Raw -8591951.868036 + Penalty 5424.024168 = -8586527.843868 nChanged 8 SP:Iteration 202Q (14796.570000 sec): 3 clusters Score: Raw -8591952.464152 + Penalty 5424.024168 = -8586528.439984 nChanged 5 SP:Iteration 203Q (14796.750000 sec): 3 clusters Score: Raw -8591952.943672 + Penalty 5424.024168 = -8586528.919503 nChanged 2 SP:Iteration 204Q (14796.940000 sec): 3 clusters Score: Raw -8591953.073463 + Penalty 5424.024168 = -8586529.049295 nChanged 3 SP:Iteration 205Q (14797.120000 sec): 3 clusters Score: Raw -8591953.410750 + Penalty 5424.024168 = -8586529.386582 nChanged 6 SP:Iteration 206Q (14797.320000 sec): 3 clusters Score: Raw -8591954.309550 + Penalty 5424.024168 = -8586530.285382 nChanged 6 SP:Iteration 207Q (14797.500000 sec): 3 clusters Score: Raw -8591954.947320 + Penalty 5424.024168 = -8586530.923152 nChanged 5 SP:Iteration 208Q (14797.690000 sec): 3 clusters Score: Raw -8591955.421299 + Penalty 5424.024168 = -8586531.397131 nChanged 3 SP:Iteration 209Q (14797.880000 sec): 3 clusters Score: Raw -8591955.704326 + Penalty 5424.024168 = -8586531.680158 nChanged 3 SP:Iteration 210Q (14798.070000 sec): 3 clusters Score: Raw -8591956.004748 + Penalty 5424.024168 = -8586531.980580 nChanged 2 SP:Iteration 211Q (14798.260000 sec): 3 clusters Score: Raw -8591956.257131 + Penalty 5424.024168 = -8586532.232963 nChanged 2 SP:Iteration 212Q (14798.440000 sec): 3 clusters Score: Raw -8591956.476048 + Penalty 5424.024168 = -8586532.451880 nChanged 3 SP:Iteration 213Q (14798.630000 sec): 3 clusters Score: Raw -8591956.768635 + Penalty 5424.024168 = -8586532.744467 nChanged 4 SP:Iteration 214Q (14798.820000 sec): 3 clusters Score: Raw -8591957.053559 + Penalty 5424.024168 = -8586533.029391 nChanged 3 SP:Iteration 215Q (14799.020000 sec): 3 clusters Score: Raw -8591957.201142 + Penalty 5424.024168 = -8586533.176974 nChanged 2 SP:Iteration 216Q (14799.210000 sec): 3 clusters Score: Raw -8591957.459472 + Penalty 5424.024168 = -8586533.435304 nChanged 4 SP:Iteration 217Q (14799.400000 sec): 3 clusters Score: Raw -8591957.800214 + Penalty 5424.024168 = -8586533.776046 nChanged 2 SP:Iteration 218Q (14799.600000 sec): 3 clusters Score: Raw -8591958.004368 + Penalty 5424.024168 = -8586533.980200 nChanged 1 SP:Iteration 219Q (14799.790000 sec): 3 clusters Score: Raw -8591958.122563 + Penalty 5424.024168 = -8586534.098395 nChanged 2 SP:Iteration 220F (14800.040000 sec): 3 clusters Score: Raw -8591958.331905 + Penalty 5424.024168 = -8586534.307737 nChanged 2 SP:Iteration 221Q (14800.230000 sec): 3 clusters Score: Raw -8591958.443122 + Penalty 5424.024168 = -8586534.418954 nChanged 2 SP:Iteration 222Q (14800.420000 sec): 3 clusters Score: Raw -8591958.567689 + Penalty 5424.024168 = -8586534.543521 nChanged 3 SP:Iteration 223Q (14800.620000 sec): 3 clusters Score: Raw -8591958.716503 + Penalty 5424.024168 = -8586534.692334 nChanged 0 SP:Iteration 224F (14800.860000 sec): 3 clusters Score: Raw -8591958.716503 + Penalty 5424.024168 = -8586534.692334 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 15 (23739 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14800.970000 sec): 2 clusters Score: Raw -3609085.263946 + Penalty 2498.568887 = -3606586.695059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14801.080000 sec): 3 clusters Score: Raw -3595141.891583 + Penalty 4997.137774 = -3590144.753809 nChanged 10456 SP:Iteration 1F (14801.180000 sec): 3 clusters Score: Raw -3600910.445813 + Penalty 4997.137774 = -3595913.308039 nChanged 1405 SP:Iteration 2F (14801.280000 sec): 3 clusters Score: Raw -3601561.168819 + Penalty 4997.137774 = -3596564.031045 nChanged 1334 SP:Iteration 3F (14801.380000 sec): 3 clusters Score: Raw -3602239.922478 + Penalty 4997.137774 = -3597242.784704 nChanged 1343 SP:Iteration 4F (14801.480000 sec): 3 clusters Score: Raw -3602995.310047 + Penalty 4997.137774 = -3597998.172273 nChanged 1338 SP:Iteration 5F (14801.580000 sec): 3 clusters Score: Raw -3603837.400387 + Penalty 4997.137774 = -3598840.262613 nChanged 1382 SP:Iteration 6F (14801.680000 sec): 3 clusters Score: Raw -3604659.752879 + Penalty 4997.137774 = -3599662.615106 nChanged 1294 SP:Iteration 7F (14801.780000 sec): 3 clusters Score: Raw -3605393.173378 + Penalty 4997.137774 = -3600396.035604 nChanged 1166 SP:Iteration 8Q (14801.890000 sec): 3 clusters Score: Raw -3606003.631593 + Penalty 4997.137774 = -3601006.493819 nChanged 1022 SP:Iteration 9Q (14801.990000 sec): 3 clusters Score: Raw -3606527.543285 + Penalty 4997.137774 = -3601530.405511 nChanged 844 SP:Iteration 10Q (14802.090000 sec): 3 clusters Score: Raw -3606912.065434 + Penalty 4997.137774 = -3601914.927660 nChanged 734 SP:Iteration 11Q (14802.190000 sec): 3 clusters Score: Raw -3607212.264775 + Penalty 4997.137774 = -3602215.127001 nChanged 609 SP:Iteration 12Q (14802.290000 sec): 3 clusters Score: Raw -3607446.068361 + Penalty 4997.137774 = -3602448.930587 nChanged 509 SP:Iteration 13Q (14802.380000 sec): 3 clusters Score: Raw -3607645.995312 + Penalty 4997.137774 = -3602648.857538 nChanged 456 SP:Iteration 14Q (14802.480000 sec): 3 clusters Score: Raw -3607827.100440 + Penalty 4997.137774 = -3602829.962666 nChanged 404 SP:Iteration 15Q (14802.590000 sec): 3 clusters Score: Raw -3607992.327049 + Penalty 4997.137774 = -3602995.189275 nChanged 378 SP:Iteration 16Q (14802.680000 sec): 3 clusters Score: Raw -3608135.953229 + Penalty 4997.137774 = -3603138.815455 nChanged 326 SP:Iteration 17Q (14802.780000 sec): 3 clusters Score: Raw -3608252.784747 + Penalty 4997.137774 = -3603255.646973 nChanged 308 SP:Iteration 18Q (14802.880000 sec): 3 clusters Score: Raw -3608333.991106 + Penalty 4997.137774 = -3603336.853332 nChanged 272 SP:Iteration 19Q (14802.970000 sec): 3 clusters Score: Raw -3608399.430101 + Penalty 4997.137774 = -3603402.292328 nChanged 216 SP:Iteration 20F (14803.070000 sec): 3 clusters Score: Raw -3608440.897982 + Penalty 4997.137774 = -3603443.760208 nChanged 183 SP:Iteration 21Q (14803.170000 sec): 3 clusters Score: Raw -3608472.340941 + Penalty 4997.137774 = -3603475.203167 nChanged 177 SP:Iteration 22Q (14803.260000 sec): 3 clusters Score: Raw -3608509.854576 + Penalty 4997.137774 = -3603512.716802 nChanged 186 SP:Iteration 23Q (14803.360000 sec): 3 clusters Score: Raw -3608552.980566 + Penalty 4997.137774 = -3603555.842792 nChanged 195 SP:Iteration 24Q (14803.460000 sec): 3 clusters Score: Raw -3608600.468456 + Penalty 4997.137774 = -3603603.330682 nChanged 186 SP:Iteration 25Q (14803.550000 sec): 3 clusters Score: Raw -3608642.096296 + Penalty 4997.137774 = -3603644.958522 nChanged 181 SP:Iteration 26Q (14803.640000 sec): 3 clusters Score: Raw -3608679.495987 + Penalty 4997.137774 = -3603682.358213 nChanged 175 SP:Iteration 27Q (14803.740000 sec): 3 clusters Score: Raw -3608718.558231 + Penalty 4997.137774 = -3603721.420457 nChanged 170 SP:Iteration 28Q (14803.840000 sec): 3 clusters Score: Raw -3608751.890105 + Penalty 4997.137774 = -3603754.752331 nChanged 163 SP:Iteration 29Q (14803.940000 sec): 3 clusters Score: Raw -3608783.296327 + Penalty 4997.137774 = -3603786.158553 nChanged 173 SP:Iteration 30Q (14804.040000 sec): 3 clusters Score: Raw -3608814.829738 + Penalty 4997.137774 = -3603817.691964 nChanged 160 SP:Iteration 31Q (14804.140000 sec): 3 clusters Score: Raw -3608841.424622 + Penalty 4997.137774 = -3603844.286848 nChanged 141 SP:Iteration 32Q (14804.240000 sec): 3 clusters Score: Raw -3608867.430457 + Penalty 4997.137774 = -3603870.292683 nChanged 146 SP:Iteration 33Q (14804.340000 sec): 3 clusters Score: Raw -3608893.201919 + Penalty 4997.137774 = -3603896.064145 nChanged 121 SP:Iteration 34Q (14804.440000 sec): 3 clusters Score: Raw -3608915.166829 + Penalty 4997.137774 = -3603918.029055 nChanged 141 SP:Iteration 35Q (14804.540000 sec): 3 clusters Score: Raw -3608935.973477 + Penalty 4997.137774 = -3603938.835703 nChanged 130 SP:Iteration 36Q (14804.640000 sec): 3 clusters Score: Raw -3608955.560598 + Penalty 4997.137774 = -3603958.422824 nChanged 133 SP:Iteration 37Q (14804.730000 sec): 3 clusters Score: Raw -3608973.235195 + Penalty 4997.137774 = -3603976.097421 nChanged 101 SP:Iteration 38Q (14804.830000 sec): 3 clusters Score: Raw -3608985.757052 + Penalty 4997.137774 = -3603988.619278 nChanged 103 SP:Iteration 39Q (14804.920000 sec): 3 clusters Score: Raw -3608998.684177 + Penalty 4997.137774 = -3604001.546403 nChanged 90 SP:Iteration 40F (14805.020000 sec): 3 clusters Score: Raw -3609010.038089 + Penalty 4997.137774 = -3604012.900315 nChanged 78 SP:Iteration 41Q (14805.120000 sec): 3 clusters Score: Raw -3609018.446661 + Penalty 4997.137774 = -3604021.308887 nChanged 80 SP:Iteration 42Q (14805.220000 sec): 3 clusters Score: Raw -3609027.117244 + Penalty 4997.137774 = -3604029.979470 nChanged 63 SP:Iteration 43Q (14805.320000 sec): 3 clusters Score: Raw -3609033.467715 + Penalty 4997.137774 = -3604036.329941 nChanged 61 SP:Iteration 44Q (14805.420000 sec): 3 clusters Score: Raw -3609039.463302 + Penalty 4997.137774 = -3604042.325528 nChanged 55 SP:Iteration 45Q (14805.510000 sec): 3 clusters Score: Raw -3609044.777932 + Penalty 4997.137774 = -3604047.640158 nChanged 52 SP:Iteration 46Q (14805.620000 sec): 3 clusters Score: Raw -3609049.894389 + Penalty 4997.137774 = -3604052.756615 nChanged 66 SP:Iteration 47Q (14805.710000 sec): 3 clusters Score: Raw -3609056.135295 + Penalty 4997.137774 = -3604058.997521 nChanged 49 SP:Iteration 48Q (14805.810000 sec): 3 clusters Score: Raw -3609060.618889 + Penalty 4997.137774 = -3604063.481115 nChanged 36 SP:Iteration 49Q (14805.900000 sec): 3 clusters Score: Raw -3609063.805081 + Penalty 4997.137774 = -3604066.667307 nChanged 33 SP:Iteration 50Q (14806.000000 sec): 3 clusters Score: Raw -3609066.295598 + Penalty 4997.137774 = -3604069.157824 nChanged 29 SP:Iteration 51Q (14806.090000 sec): 3 clusters Score: Raw -3609068.477461 + Penalty 4997.137774 = -3604071.339687 nChanged 26 SP:Iteration 52Q (14806.190000 sec): 3 clusters Score: Raw -3609070.212322 + Penalty 4997.137774 = -3604073.074548 nChanged 21 SP:Iteration 53Q (14806.290000 sec): 3 clusters Score: Raw -3609071.880556 + Penalty 4997.137774 = -3604074.742782 nChanged 23 SP:Iteration 54Q (14806.380000 sec): 3 clusters Score: Raw -3609074.475341 + Penalty 4997.137774 = -3604077.337567 nChanged 28 SP:Iteration 55Q (14806.480000 sec): 3 clusters Score: Raw -3609076.726926 + Penalty 4997.137774 = -3604079.589152 nChanged 25 SP:Iteration 56Q (14806.580000 sec): 3 clusters Score: Raw -3609078.461745 + Penalty 4997.137774 = -3604081.323971 nChanged 20 SP:Iteration 57Q (14806.670000 sec): 3 clusters Score: Raw -3609079.925303 + Penalty 4997.137774 = -3604082.787529 nChanged 14 SP:Iteration 58Q (14806.770000 sec): 3 clusters Score: Raw -3609081.132928 + Penalty 4997.137774 = -3604083.995154 nChanged 20 SP:Iteration 59Q (14806.860000 sec): 3 clusters Score: Raw -3609082.959168 + Penalty 4997.137774 = -3604085.821394 nChanged 25 SP:Iteration 60F (14806.960000 sec): 3 clusters Score: Raw -3609085.345998 + Penalty 4997.137774 = -3604088.208224 nChanged 27 SP:Iteration 61Q (14807.060000 sec): 3 clusters Score: Raw -3609087.804867 + Penalty 4997.137774 = -3604090.667093 nChanged 22 SP:Iteration 62Q (14807.160000 sec): 3 clusters Score: Raw -3609089.416848 + Penalty 4997.137774 = -3604092.279074 nChanged 19 SP:Iteration 63Q (14807.260000 sec): 3 clusters Score: Raw -3609090.468085 + Penalty 4997.137774 = -3604093.330311 nChanged 13 SP:Iteration 64Q (14807.350000 sec): 3 clusters Score: Raw -3609091.381799 + Penalty 4997.137774 = -3604094.244025 nChanged 12 SP:Iteration 65Q (14807.450000 sec): 3 clusters Score: Raw -3609092.091728 + Penalty 4997.137774 = -3604094.953954 nChanged 13 SP:Iteration 66Q (14807.540000 sec): 3 clusters Score: Raw -3609093.147605 + Penalty 4997.137774 = -3604096.009832 nChanged 11 SP:Iteration 67Q (14807.640000 sec): 3 clusters Score: Raw -3609093.760872 + Penalty 4997.137774 = -3604096.623098 nChanged 11 SP:Iteration 68Q (14807.740000 sec): 3 clusters Score: Raw -3609094.472629 + Penalty 4997.137774 = -3604097.334855 nChanged 11 SP:Iteration 69Q (14807.830000 sec): 3 clusters Score: Raw -3609095.458018 + Penalty 4997.137774 = -3604098.320245 nChanged 17 SP:Iteration 70Q (14807.930000 sec): 3 clusters Score: Raw -3609096.731767 + Penalty 4997.137774 = -3604099.593993 nChanged 18 SP:Iteration 71Q (14808.020000 sec): 3 clusters Score: Raw -3609097.784925 + Penalty 4997.137774 = -3604100.647151 nChanged 14 SP:Iteration 72Q (14808.120000 sec): 3 clusters Score: Raw -3609098.643287 + Penalty 4997.137774 = -3604101.505513 nChanged 17 SP:Iteration 73Q (14808.220000 sec): 3 clusters Score: Raw -3609099.696708 + Penalty 4997.137774 = -3604102.558934 nChanged 17 SP:Iteration 74Q (14808.310000 sec): 3 clusters Score: Raw -3609100.569923 + Penalty 4997.137774 = -3604103.432149 nChanged 11 SP:Iteration 75Q (14808.400000 sec): 3 clusters Score: Raw -3609100.995357 + Penalty 4997.137774 = -3604103.857583 nChanged 6 SP:Iteration 76Q (14808.500000 sec): 3 clusters Score: Raw -3609101.383510 + Penalty 4997.137774 = -3604104.245736 nChanged 4 SP:Iteration 77Q (14808.600000 sec): 3 clusters Score: Raw -3609101.633520 + Penalty 4997.137774 = -3604104.495746 nChanged 5 SP:Iteration 78Q (14808.700000 sec): 3 clusters Score: Raw -3609101.968536 + Penalty 4997.137774 = -3604104.830762 nChanged 2 SP:Iteration 79Q (14808.800000 sec): 3 clusters Score: Raw -3609102.080801 + Penalty 4997.137774 = -3604104.943027 nChanged 0 SP:Iteration 80F (14808.900000 sec): 3 clusters Score: Raw -3609102.080801 + Penalty 4997.137774 = -3604104.943027 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 16 (153246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14809.500000 sec): 2 clusters Score: Raw -24758192.488021 + Penalty 2961.070339 = -24755231.417682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14810.180000 sec): 3 clusters Score: Raw -24658622.341385 + Penalty 5922.140677 = -24652700.200708 nChanged 73316 SP:Iteration 1F (14810.850000 sec): 3 clusters Score: Raw -24701400.395002 + Penalty 5922.140677 = -24695478.254325 nChanged 4673 SP:Iteration 2Q (14811.520000 sec): 3 clusters Score: Raw -24702503.575479 + Penalty 5922.140677 = -24696581.434802 nChanged 5092 SP:Iteration 3Q (14812.210000 sec): 3 clusters Score: Raw -24703986.178872 + Penalty 5922.140677 = -24698064.038195 nChanged 6077 SP:Iteration 4Q (14812.890000 sec): 3 clusters Score: Raw -24706253.336122 + Penalty 5922.140677 = -24700331.195445 nChanged 7731 SP:Iteration 5F (14813.570000 sec): 3 clusters Score: Raw -24710048.301913 + Penalty 5922.140677 = -24704126.161236 nChanged 10291 SP:Iteration 6F (14814.230000 sec): 3 clusters Score: Raw -24716730.040454 + Penalty 5922.140677 = -24710807.899777 nChanged 12676 SP:Iteration 7F (14814.900000 sec): 3 clusters Score: Raw -24727042.186387 + Penalty 5922.140677 = -24721120.045710 nChanged 13243 SP:Iteration 8F (14815.550000 sec): 3 clusters Score: Raw -24739639.740698 + Penalty 5922.140677 = -24733717.600021 nChanged 10512 SP:Iteration 9F (14816.200000 sec): 3 clusters Score: Raw -24750280.975787 + Penalty 5922.140677 = -24744358.835110 nChanged 5637 SP:Iteration 10Q (14816.830000 sec): 3 clusters Score: Raw -24755776.512113 + Penalty 5922.140677 = -24749854.371436 nChanged 2028 SP:Iteration 11Q (14817.390000 sec): 3 clusters Score: Raw -24757649.300430 + Penalty 5922.140677 = -24751727.159753 nChanged 557 SP:Iteration 12Q (14817.890000 sec): 3 clusters Score: Raw -24758202.782862 + Penalty 5922.140677 = -24752280.642185 nChanged 168 SP:Iteration 13Q (14818.360000 sec): 3 clusters Score: Raw -24758389.548366 + Penalty 5922.140677 = -24752467.407689 nChanged 71 SP:Iteration 14Q (14818.830000 sec): 3 clusters Score: Raw -24758480.084884 + Penalty 5922.140677 = -24752557.944207 nChanged 47 SP:Iteration 15Q (14819.290000 sec): 3 clusters Score: Raw -24758535.598241 + Penalty 5922.140677 = -24752613.457564 nChanged 24 SP:Iteration 16Q (14819.750000 sec): 3 clusters Score: Raw -24758565.135454 + Penalty 5922.140677 = -24752642.994776 nChanged 18 SP:Iteration 17Q (14820.210000 sec): 3 clusters Score: Raw -24758588.594475 + Penalty 5922.140677 = -24752666.453798 nChanged 14 SP:Iteration 18Q (14820.670000 sec): 3 clusters Score: Raw -24758607.913621 + Penalty 5922.140677 = -24752685.772944 nChanged 10 SP:Iteration 19Q (14821.130000 sec): 3 clusters Score: Raw -24758619.777219 + Penalty 5922.140677 = -24752697.636542 nChanged 6 SP:Iteration 20F (14821.780000 sec): 3 clusters Score: Raw -24758629.148348 + Penalty 5922.140677 = -24752707.007671 nChanged 7 SP:Iteration 21Q (14822.250000 sec): 3 clusters Score: Raw -24758638.380208 + Penalty 5922.140677 = -24752716.239531 nChanged 6 SP:Iteration 22Q (14822.710000 sec): 3 clusters Score: Raw -24758646.404155 + Penalty 5922.140677 = -24752724.263477 nChanged 3 SP:Iteration 23Q (14823.160000 sec): 3 clusters Score: Raw -24758647.711282 + Penalty 5922.140677 = -24752725.570605 nChanged 0 SP:Iteration 24F (14823.810000 sec): 3 clusters Score: Raw -24758647.711282 + Penalty 5922.140677 = -24752725.570605 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 17 (3349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14823.890000 sec): 2 clusters Score: Raw -511830.824816 + Penalty 2012.871434 = -509817.953381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14823.910000 sec): 3 clusters Score: Raw -510375.916484 + Penalty 4025.742868 = -506350.173616 nChanged 1183 SP:Iteration 1F (14823.920000 sec): 3 clusters Score: Raw -511205.726506 + Penalty 4025.742868 = -507179.983638 nChanged 280 SP:Iteration 2F (14823.930000 sec): 3 clusters Score: Raw -511443.009271 + Penalty 4025.742868 = -507417.266403 nChanged 207 SP:Iteration 3F (14823.950000 sec): 3 clusters Score: Raw -511661.082577 + Penalty 4025.742868 = -507635.339709 nChanged 184 SP:Iteration 4F (14823.960000 sec): 3 clusters Score: Raw -511825.449547 + Penalty 4025.742868 = -507799.706678 nChanged 152 SP:Iteration 5Q (14823.970000 sec): 3 clusters Score: Raw -511972.617506 + Penalty 4025.742868 = -507946.874637 nChanged 150 SP:Iteration 6Q (14823.990000 sec): 3 clusters Score: Raw -512202.410740 + Penalty 4025.742868 = -508176.667872 nChanged 203 SP:Iteration 7F (14824.000000 sec): 3 clusters Score: Raw -512553.243367 + Penalty 4025.742868 = -508527.500499 nChanged 200 SP:Iteration 8F (14824.010000 sec): 3 clusters Score: Raw -512909.544826 + Penalty 4025.742868 = -508883.801958 nChanged 165 SP:Iteration 9Q (14824.030000 sec): 3 clusters Score: Raw -513116.406634 + Penalty 4025.742868 = -509090.663765 nChanged 116 SP:Iteration 10Q (14824.040000 sec): 3 clusters Score: Raw -513246.057561 + Penalty 4025.742868 = -509220.314693 nChanged 80 SP:Iteration 11Q (14824.050000 sec): 3 clusters Score: Raw -513327.604249 + Penalty 4025.742868 = -509301.861380 nChanged 68 SP:Iteration 12Q (14824.060000 sec): 3 clusters Score: Raw -513408.533380 + Penalty 4025.742868 = -509382.790512 nChanged 79 SP:Iteration 13Q (14824.070000 sec): 3 clusters Score: Raw -513497.598122 + Penalty 4025.742868 = -509471.855254 nChanged 50 SP:Iteration 14Q (14824.090000 sec): 3 clusters Score: Raw -513543.167199 + Penalty 4025.742868 = -509517.424331 nChanged 35 SP:Iteration 15Q (14824.100000 sec): 3 clusters Score: Raw -513568.290734 + Penalty 4025.742868 = -509542.547866 nChanged 29 SP:Iteration 16Q (14824.110000 sec): 3 clusters Score: Raw -513589.878173 + Penalty 4025.742868 = -509564.135305 nChanged 28 SP:Iteration 17Q (14824.120000 sec): 3 clusters Score: Raw -513610.148447 + Penalty 4025.742868 = -509584.405579 nChanged 9 SP:Iteration 18Q (14824.130000 sec): 3 clusters Score: Raw -513616.043990 + Penalty 4025.742868 = -509590.301122 nChanged 9 SP:Iteration 19Q (14824.140000 sec): 3 clusters Score: Raw -513620.153789 + Penalty 4025.742868 = -509594.410921 nChanged 3 SP:Iteration 20F (14824.150000 sec): 3 clusters Score: Raw -513621.786738 + Penalty 4025.742868 = -509596.043870 nChanged 4 SP:Iteration 21Q (14824.170000 sec): 3 clusters Score: Raw -513623.033990 + Penalty 4025.742868 = -509597.291121 nChanged 4 SP:Iteration 22Q (14824.180000 sec): 3 clusters Score: Raw -513625.213714 + Penalty 4025.742868 = -509599.470846 nChanged 4 SP:Iteration 23Q (14824.190000 sec): 3 clusters Score: Raw -513627.486374 + Penalty 4025.742868 = -509601.743506 nChanged 3 SP:Iteration 24Q (14824.200000 sec): 3 clusters Score: Raw -513629.283583 + Penalty 4025.742868 = -509603.540715 nChanged 4 SP:Iteration 25Q (14824.210000 sec): 3 clusters Score: Raw -513630.732393 + Penalty 4025.742868 = -509604.989524 nChanged 3 SP:Iteration 26Q (14824.220000 sec): 3 clusters Score: Raw -513631.652302 + Penalty 4025.742868 = -509605.909434 nChanged 1 SP:Iteration 27Q (14824.230000 sec): 3 clusters Score: Raw -513631.989923 + Penalty 4025.742868 = -509606.247055 nChanged 0 SP:Iteration 28F (14824.250000 sec): 3 clusters Score: Raw -513631.989923 + Penalty 4025.742868 = -509606.247055 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 18 (39909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14824.410000 sec): 2 clusters Score: Raw -6466377.935751 + Penalty 2627.400571 = -6463750.535180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14824.590000 sec): 3 clusters Score: Raw -6442029.160041 + Penalty 5254.801142 = -6436774.358899 nChanged 18196 SP:Iteration 1F (14824.750000 sec): 3 clusters Score: Raw -6451666.763330 + Penalty 5254.801142 = -6446411.962188 nChanged 1527 SP:Iteration 2Q (14824.920000 sec): 3 clusters Score: Raw -6452048.053755 + Penalty 5254.801142 = -6446793.252613 nChanged 1313 SP:Iteration 3Q (14825.090000 sec): 3 clusters Score: Raw -6452363.347513 + Penalty 5254.801142 = -6447108.546371 nChanged 1242 SP:Iteration 4Q (14825.250000 sec): 3 clusters Score: Raw -6452702.749065 + Penalty 5254.801142 = -6447447.947923 nChanged 1307 SP:Iteration 5Q (14825.420000 sec): 3 clusters Score: Raw -6453105.530581 + Penalty 5254.801142 = -6447850.729438 nChanged 1502 SP:Iteration 6Q (14825.590000 sec): 3 clusters Score: Raw -6453686.132256 + Penalty 5254.801142 = -6448431.331114 nChanged 1815 SP:Iteration 7Q (14825.770000 sec): 3 clusters Score: Raw -6454564.919209 + Penalty 5254.801142 = -6449310.118067 nChanged 2371 SP:Iteration 8F (14825.940000 sec): 3 clusters Score: Raw -6456049.481290 + Penalty 5254.801142 = -6450794.680148 nChanged 2866 SP:Iteration 9F (14826.110000 sec): 3 clusters Score: Raw -6458243.800334 + Penalty 5254.801142 = -6452988.999192 nChanged 3066 SP:Iteration 10F (14826.290000 sec): 3 clusters Score: Raw -6460962.864130 + Penalty 5254.801142 = -6455708.062988 nChanged 2609 SP:Iteration 11F (14826.470000 sec): 3 clusters Score: Raw -6463410.704486 + Penalty 5254.801142 = -6458155.903344 nChanged 1747 SP:Iteration 12Q (14826.640000 sec): 3 clusters Score: Raw -6465048.589439 + Penalty 5254.801142 = -6459793.788296 nChanged 936 SP:Iteration 13Q (14826.800000 sec): 3 clusters Score: Raw -6465957.574603 + Penalty 5254.801142 = -6460702.773461 nChanged 448 SP:Iteration 14Q (14826.940000 sec): 3 clusters Score: Raw -6466413.830263 + Penalty 5254.801142 = -6461159.029121 nChanged 218 SP:Iteration 15Q (14827.070000 sec): 3 clusters Score: Raw -6466650.523478 + Penalty 5254.801142 = -6461395.722336 nChanged 98 SP:Iteration 16Q (14827.200000 sec): 3 clusters Score: Raw -6466765.498691 + Penalty 5254.801142 = -6461510.697549 nChanged 56 SP:Iteration 17Q (14827.330000 sec): 3 clusters Score: Raw -6466814.185362 + Penalty 5254.801142 = -6461559.384220 nChanged 38 SP:Iteration 18Q (14827.450000 sec): 3 clusters Score: Raw -6466853.085947 + Penalty 5254.801142 = -6461598.284805 nChanged 27 SP:Iteration 19Q (14827.570000 sec): 3 clusters Score: Raw -6466879.523956 + Penalty 5254.801142 = -6461624.722814 nChanged 31 SP:Iteration 20F (14827.740000 sec): 3 clusters Score: Raw -6466905.028646 + Penalty 5254.801142 = -6461650.227504 nChanged 16 SP:Iteration 21Q (14827.860000 sec): 3 clusters Score: Raw -6466915.496661 + Penalty 5254.801142 = -6461660.695519 nChanged 14 SP:Iteration 22Q (14827.980000 sec): 3 clusters Score: Raw -6466924.080160 + Penalty 5254.801142 = -6461669.279018 nChanged 8 SP:Iteration 23Q (14828.100000 sec): 3 clusters Score: Raw -6466928.691579 + Penalty 5254.801142 = -6461673.890437 nChanged 0 SP:Iteration 24F (14828.270000 sec): 3 clusters Score: Raw -6466928.691579 + Penalty 5254.801142 = -6461673.890437 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 19 (483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14828.300000 sec): 2 clusters Score: Raw -74847.283483 + Penalty 1532.644130 = -73314.639353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14828.300000 sec): 3 clusters Score: Raw -74837.521833 + Penalty 3065.288260 = -71772.233573 nChanged 91 SP:Iteration 1F (14828.310000 sec): 3 clusters Score: Raw -75030.034510 + Penalty 3065.288260 = -71964.746250 nChanged 17 SP:Iteration 2Q (14828.310000 sec): 3 clusters Score: Raw -75081.554647 + Penalty 3065.288260 = -72016.266387 nChanged 13 SP:Iteration 3Q (14828.310000 sec): 3 clusters Score: Raw -75110.795133 + Penalty 3065.288260 = -72045.506872 nChanged 9 SP:Iteration 4Q (14828.310000 sec): 3 clusters Score: Raw -75147.302946 + Penalty 3065.288260 = -72082.014686 nChanged 4 SP:Iteration 5Q (14828.310000 sec): 3 clusters Score: Raw -75152.267793 + Penalty 3065.288260 = -72086.979533 nChanged 1 SP:Iteration 6Q (14828.310000 sec): 3 clusters Score: Raw -75153.421468 + Penalty 3065.288260 = -72088.133207 nChanged 1 SP:Iteration 7Q (14828.320000 sec): 3 clusters Score: Raw -75153.973880 + Penalty 3065.288260 = -72088.685620 nChanged 0 SP:Iteration 8F (14828.320000 sec): 3 clusters Score: Raw -75153.973880 + Penalty 3065.288260 = -72088.685620 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 20 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14828.330000 sec): 2 clusters Score: Raw -29238.850571 + Penalty 1348.643669 = -27890.206903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14828.330000 sec): 3 clusters Score: Raw -29570.802698 + Penalty 2697.287337 = -26873.515361 nChanged 37 SP:Iteration 1F (14828.330000 sec): 3 clusters Score: Raw -29810.633517 + Penalty 2697.287337 = -27113.346180 nChanged 24 SP:Iteration 2F (14828.330000 sec): 3 clusters Score: Raw -30025.679796 + Penalty 2697.287337 = -27328.392459 nChanged 8 SP:Iteration 3Q (14828.330000 sec): 3 clusters Score: Raw -30124.998709 + Penalty 2697.287337 = -27427.711372 nChanged 2 SP:Iteration 4Q (14828.330000 sec): 3 clusters Score: Raw -30145.984075 + Penalty 2697.287337 = -27448.696738 nChanged 2 SP:Iteration 5Q (14828.330000 sec): 3 clusters Score: Raw -30179.873862 + Penalty 2697.287337 = -27482.586525 nChanged 3 SP:Iteration 6Q (14828.330000 sec): 3 clusters Score: Raw -30211.729355 + Penalty 2697.287337 = -27514.442017 nChanged 2 SP:Iteration 7Q (14828.330000 sec): 3 clusters Score: Raw -30241.005809 + Penalty 2697.287337 = -27543.718472 nChanged 6 SP:Iteration 8Q (14828.330000 sec): 3 clusters Score: Raw -30305.440091 + Penalty 2697.287337 = -27608.152754 nChanged 1 SP:Iteration 9Q (14828.330000 sec): 3 clusters Score: Raw -30321.708964 + Penalty 2697.287337 = -27624.421627 nChanged 0 SP:Iteration 10F (14828.330000 sec): 3 clusters Score: Raw -30321.708964 + Penalty 2697.287337 = -27624.421627 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 21 (274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14828.340000 sec): 2 clusters Score: Raw -24775.300977 + Penalty 1392.055770 = -23383.245206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14828.340000 sec): 3 clusters Score: Raw -25284.430686 + Penalty 2784.111541 = -22500.319145 nChanged 76 SP:Iteration 1F (14828.340000 sec): 3 clusters Score: Raw -25741.928779 + Penalty 2784.111541 = -22957.817238 nChanged 13 SP:Iteration 2Q (14828.340000 sec): 3 clusters Score: Raw -25872.614718 + Penalty 2784.111541 = -23088.503177 nChanged 9 SP:Iteration 3Q (14828.350000 sec): 3 clusters Score: Raw -26040.398304 + Penalty 2784.111541 = -23256.286763 nChanged 7 SP:Iteration 4Q (14828.350000 sec): 3 clusters Score: Raw -26099.753665 + Penalty 2784.111541 = -23315.642125 nChanged 3 SP:Iteration 5Q (14828.350000 sec): 3 clusters Score: Raw -26118.887840 + Penalty 2784.111541 = -23334.776300 nChanged 2 SP:Iteration 6Q (14828.350000 sec): 3 clusters Score: Raw -26139.394102 + Penalty 2784.111541 = -23355.282562 nChanged 3 SP:Iteration 7Q (14828.350000 sec): 3 clusters Score: Raw -26159.686692 + Penalty 2784.111541 = -23375.575151 nChanged 0 SP:Iteration 8F (14828.350000 sec): 3 clusters Score: Raw -26163.200768 + Penalty 2784.111541 = -23379.089228 nChanged 2 SP:Iteration 9Q (14828.350000 sec): 3 clusters Score: Raw -26184.677631 + Penalty 2784.111541 = -23400.566090 nChanged 2 SP:Iteration 10Q (14828.350000 sec): 3 clusters Score: Raw -26204.147455 + Penalty 2784.111541 = -23420.035914 nChanged 1 SP:Iteration 11Q (14828.350000 sec): 3 clusters Score: Raw -26207.898407 + Penalty 2784.111541 = -23423.786866 nChanged 0 SP:Iteration 12F (14828.350000 sec): 3 clusters Score: Raw -26211.909920 + Penalty 2784.111541 = -23427.798379 nChanged 2 SP:Iteration 13Q (14828.350000 sec): 3 clusters Score: Raw -26227.590632 + Penalty 2784.111541 = -23443.479091 nChanged 1 SP:Iteration 14Q (14828.360000 sec): 3 clusters Score: Raw -26244.809865 + Penalty 2784.111541 = -23460.698324 nChanged 2 SP:Iteration 15Q (14828.360000 sec): 3 clusters Score: Raw -26269.524911 + Penalty 2784.111541 = -23485.413370 nChanged 1 SP:Iteration 16Q (14828.360000 sec): 3 clusters Score: Raw -26279.726030 + Penalty 2784.111541 = -23495.614489 nChanged 1 SP:Iteration 17Q (14828.360000 sec): 3 clusters Score: Raw -26292.555738 + Penalty 2784.111541 = -23508.444197 nChanged 0 SP:Iteration 18F (14828.360000 sec): 3 clusters Score: Raw -26292.555738 + Penalty 2784.111541 = -23508.444197 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 62. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 22 (841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14828.370000 sec): 2 clusters Score: Raw -137290.615802 + Penalty 1670.178732 = -135620.437070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14828.380000 sec): 3 clusters Score: Raw -137120.559992 + Penalty 3340.357463 = -133780.202529 nChanged 212 SP:Iteration 1F (14828.380000 sec): 3 clusters Score: Raw -137389.446125 + Penalty 3340.357463 = -134049.088662 nChanged 48 SP:Iteration 2F (14828.390000 sec): 3 clusters Score: Raw -137462.187962 + Penalty 3340.357463 = -134121.830499 nChanged 19 SP:Iteration 3Q (14828.390000 sec): 3 clusters Score: Raw -137485.735907 + Penalty 3340.357463 = -134145.378444 nChanged 10 SP:Iteration 4Q (14828.390000 sec): 3 clusters Score: Raw -137503.737207 + Penalty 3340.357463 = -134163.379744 nChanged 8 SP:Iteration 5Q (14828.390000 sec): 3 clusters Score: Raw -137512.795733 + Penalty 3340.357463 = -134172.438269 nChanged 5 SP:Iteration 6Q (14828.400000 sec): 3 clusters Score: Raw -137517.255069 + Penalty 3340.357463 = -134176.897606 nChanged 4 SP:Iteration 7Q (14828.400000 sec): 3 clusters Score: Raw -137527.067920 + Penalty 3340.357463 = -134186.710456 nChanged 2 SP:Iteration 8Q (14828.410000 sec): 3 clusters Score: Raw -137531.830133 + Penalty 3340.357463 = -134191.472670 nChanged 5 SP:Iteration 9Q (14828.410000 sec): 3 clusters Score: Raw -137539.601337 + Penalty 3340.357463 = -134199.243874 nChanged 4 SP:Iteration 10Q (14828.410000 sec): 3 clusters Score: Raw -137546.183579 + Penalty 3340.357463 = -134205.826116 nChanged 3 SP:Iteration 11Q (14828.420000 sec): 3 clusters Score: Raw -137550.484505 + Penalty 3340.357463 = -134210.127042 nChanged 3 SP:Iteration 12Q (14828.420000 sec): 3 clusters Score: Raw -137555.776621 + Penalty 3340.357463 = -134215.419158 nChanged 3 SP:Iteration 13Q (14828.420000 sec): 3 clusters Score: Raw -137560.563292 + Penalty 3340.357463 = -134220.205829 nChanged 3 SP:Iteration 14Q (14828.430000 sec): 3 clusters Score: Raw -137567.112500 + Penalty 3340.357463 = -134226.755037 nChanged 2 SP:Iteration 15Q (14828.430000 sec): 3 clusters Score: Raw -137569.165596 + Penalty 3340.357463 = -134228.808133 nChanged 1 SP:Iteration 16Q (14828.430000 sec): 3 clusters Score: Raw -137572.232935 + Penalty 3340.357463 = -134231.875471 nChanged 1 SP:Iteration 17Q (14828.440000 sec): 3 clusters Score: Raw -137573.802610 + Penalty 3340.357463 = -134233.445147 nChanged 0 SP:Iteration 18F (14828.440000 sec): 3 clusters Score: Raw -137573.802610 + Penalty 3340.357463 = -134233.445147 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 23 (28532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14828.560000 sec): 2 clusters Score: Raw -4586508.023706 + Penalty 2544.177823 = -4583963.845883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14828.680000 sec): 3 clusters Score: Raw -4569464.148112 + Penalty 5088.355646 = -4564375.792466 nChanged 12769 SP:Iteration 1F (14828.810000 sec): 3 clusters Score: Raw -4576197.522205 + Penalty 5088.355646 = -4571109.166559 nChanged 1362 SP:Iteration 2Q (14828.930000 sec): 3 clusters Score: Raw -4576582.722900 + Penalty 5088.355646 = -4571494.367255 nChanged 1113 SP:Iteration 3Q (14829.060000 sec): 3 clusters Score: Raw -4576874.013525 + Penalty 5088.355646 = -4571785.657880 nChanged 959 SP:Iteration 4Q (14829.180000 sec): 3 clusters Score: Raw -4577105.922068 + Penalty 5088.355646 = -4572017.566423 nChanged 822 SP:Iteration 5Q (14829.300000 sec): 3 clusters Score: Raw -4577301.018233 + Penalty 5088.355646 = -4572212.662588 nChanged 766 SP:Iteration 6Q (14829.430000 sec): 3 clusters Score: Raw -4577483.889682 + Penalty 5088.355646 = -4572395.534036 nChanged 689 SP:Iteration 7Q (14829.550000 sec): 3 clusters Score: Raw -4577645.740232 + Penalty 5088.355646 = -4572557.384587 nChanged 712 SP:Iteration 8Q (14829.680000 sec): 3 clusters Score: Raw -4577846.413385 + Penalty 5088.355646 = -4572758.057739 nChanged 842 SP:Iteration 9Q (14829.800000 sec): 3 clusters Score: Raw -4578122.361062 + Penalty 5088.355646 = -4573034.005416 nChanged 1060 SP:Iteration 10Q (14829.920000 sec): 3 clusters Score: Raw -4578540.729468 + Penalty 5088.355646 = -4573452.373822 nChanged 1311 SP:Iteration 11Q (14830.040000 sec): 3 clusters Score: Raw -4579183.750765 + Penalty 5088.355646 = -4574095.395120 nChanged 1624 SP:Iteration 12F (14830.160000 sec): 3 clusters Score: Raw -4580215.301548 + Penalty 5088.355646 = -4575126.945902 nChanged 1946 SP:Iteration 13F (14830.290000 sec): 3 clusters Score: Raw -4581715.070418 + Penalty 5088.355646 = -4576626.714772 nChanged 1972 SP:Iteration 14F (14830.410000 sec): 3 clusters Score: Raw -4583442.444229 + Penalty 5088.355646 = -4578354.088583 nChanged 1612 SP:Iteration 15F (14830.530000 sec): 3 clusters Score: Raw -4584902.099270 + Penalty 5088.355646 = -4579813.743625 nChanged 1028 SP:Iteration 16Q (14830.650000 sec): 3 clusters Score: Raw -4585844.484011 + Penalty 5088.355646 = -4580756.128365 nChanged 517 SP:Iteration 17Q (14830.760000 sec): 3 clusters Score: Raw -4586327.218811 + Penalty 5088.355646 = -4581238.863165 nChanged 222 SP:Iteration 18Q (14830.860000 sec): 3 clusters Score: Raw -4586542.474877 + Penalty 5088.355646 = -4581454.119231 nChanged 97 SP:Iteration 19Q (14830.960000 sec): 3 clusters Score: Raw -4586647.962467 + Penalty 5088.355646 = -4581559.606821 nChanged 42 SP:Iteration 20F (14831.080000 sec): 3 clusters Score: Raw -4586706.619651 + Penalty 5088.355646 = -4581618.264005 nChanged 29 SP:Iteration 21Q (14831.170000 sec): 3 clusters Score: Raw -4586744.494933 + Penalty 5088.355646 = -4581656.139287 nChanged 19 SP:Iteration 22Q (14831.260000 sec): 3 clusters Score: Raw -4586765.868725 + Penalty 5088.355646 = -4581677.513080 nChanged 12 SP:Iteration 23Q (14831.350000 sec): 3 clusters Score: Raw -4586780.691547 + Penalty 5088.355646 = -4581692.335902 nChanged 6 SP:Iteration 24Q (14831.440000 sec): 3 clusters Score: Raw -4586788.694782 + Penalty 5088.355646 = -4581700.339136 nChanged 4 SP:Iteration 25Q (14831.530000 sec): 3 clusters Score: Raw -4586792.793945 + Penalty 5088.355646 = -4581704.438300 nChanged 2 SP:Iteration 26Q (14831.620000 sec): 3 clusters Score: Raw -4586795.628870 + Penalty 5088.355646 = -4581707.273224 nChanged 2 SP:Iteration 27Q (14831.700000 sec): 3 clusters Score: Raw -4586798.193036 + Penalty 5088.355646 = -4581709.837391 nChanged 1 SP:Iteration 28Q (14831.790000 sec): 3 clusters Score: Raw -4586798.590749 + Penalty 5088.355646 = -4581710.235103 nChanged 0 SP:Iteration 29F (14831.920000 sec): 3 clusters Score: Raw -4586798.590749 + Penalty 5088.355646 = -4581710.235103 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 24 (538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14831.930000 sec): 2 clusters Score: Raw -85148.195072 + Penalty 1559.388923 = -83588.806150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14831.940000 sec): 3 clusters Score: Raw -85172.089801 + Penalty 3118.777846 = -82053.311956 nChanged 90 SP:Iteration 1F (14831.940000 sec): 3 clusters Score: Raw -85343.846125 + Penalty 3118.777846 = -82225.068279 nChanged 13 SP:Iteration 2Q (14831.940000 sec): 3 clusters Score: Raw -85370.361430 + Penalty 3118.777846 = -82251.583584 nChanged 9 SP:Iteration 3Q (14831.940000 sec): 3 clusters Score: Raw -85390.250249 + Penalty 3118.777846 = -82271.472403 nChanged 4 SP:Iteration 4Q (14831.940000 sec): 3 clusters Score: Raw -85395.834430 + Penalty 3118.777846 = -82277.056584 nChanged 2 SP:Iteration 5Q (14831.950000 sec): 3 clusters Score: Raw -85398.466460 + Penalty 3118.777846 = -82279.688614 nChanged 3 SP:Iteration 6Q (14831.950000 sec): 3 clusters Score: Raw -85403.612415 + Penalty 3118.777846 = -82284.834569 nChanged 3 SP:Iteration 7Q (14831.950000 sec): 3 clusters Score: Raw -85420.580771 + Penalty 3118.777846 = -82301.802925 nChanged 8 SP:Iteration 8Q (14831.960000 sec): 3 clusters Score: Raw -85437.447872 + Penalty 3118.777846 = -82318.670026 nChanged 6 SP:Iteration 9Q (14831.960000 sec): 3 clusters Score: Raw -85448.911182 + Penalty 3118.777846 = -82330.133336 nChanged 2 SP:Iteration 10Q (14831.960000 sec): 3 clusters Score: Raw -85453.498082 + Penalty 3118.777846 = -82334.720236 nChanged 1 SP:Iteration 11Q (14831.960000 sec): 3 clusters Score: Raw -85456.540549 + Penalty 3118.777846 = -82337.762703 nChanged 0 SP:Iteration 12F (14831.960000 sec): 3 clusters Score: Raw -85456.540549 + Penalty 3118.777846 = -82337.762703 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 25 (14953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14832.020000 sec): 2 clusters Score: Raw -2386708.472703 + Penalty 2383.941472 = -2384324.531231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14832.090000 sec): 3 clusters Score: Raw -2378371.224660 + Penalty 4767.882945 = -2373603.341715 nChanged 6389 SP:Iteration 1F (14832.150000 sec): 3 clusters Score: Raw -2381728.308505 + Penalty 4767.882945 = -2376960.425560 nChanged 813 SP:Iteration 2F (14832.220000 sec): 3 clusters Score: Raw -2382030.765157 + Penalty 4767.882945 = -2377262.882212 nChanged 661 SP:Iteration 3Q (14832.280000 sec): 3 clusters Score: Raw -2382269.659208 + Penalty 4767.882945 = -2377501.776263 nChanged 568 SP:Iteration 4Q (14832.340000 sec): 3 clusters Score: Raw -2382454.372954 + Penalty 4767.882945 = -2377686.490009 nChanged 452 SP:Iteration 5Q (14832.400000 sec): 3 clusters Score: Raw -2382587.721272 + Penalty 4767.882945 = -2377819.838327 nChanged 387 SP:Iteration 6Q (14832.470000 sec): 3 clusters Score: Raw -2382691.450287 + Penalty 4767.882945 = -2377923.567342 nChanged 328 SP:Iteration 7Q (14832.530000 sec): 3 clusters Score: Raw -2382776.548525 + Penalty 4767.882945 = -2378008.665580 nChanged 262 SP:Iteration 8Q (14832.600000 sec): 3 clusters Score: Raw -2382835.611579 + Penalty 4767.882945 = -2378067.728634 nChanged 249 SP:Iteration 9Q (14832.660000 sec): 3 clusters Score: Raw -2382899.739707 + Penalty 4767.882945 = -2378131.856762 nChanged 255 SP:Iteration 10Q (14832.720000 sec): 3 clusters Score: Raw -2382980.378616 + Penalty 4767.882945 = -2378212.495671 nChanged 267 SP:Iteration 11Q (14832.780000 sec): 3 clusters Score: Raw -2383071.869100 + Penalty 4767.882945 = -2378303.986155 nChanged 285 SP:Iteration 12Q (14832.850000 sec): 3 clusters Score: Raw -2383191.586164 + Penalty 4767.882945 = -2378423.703219 nChanged 308 SP:Iteration 13Q (14832.910000 sec): 3 clusters Score: Raw -2383334.882731 + Penalty 4767.882945 = -2378566.999786 nChanged 347 SP:Iteration 14Q (14832.980000 sec): 3 clusters Score: Raw -2383511.580068 + Penalty 4767.882945 = -2378743.697123 nChanged 406 SP:Iteration 15Q (14833.040000 sec): 3 clusters Score: Raw -2383707.265812 + Penalty 4767.882945 = -2378939.382867 nChanged 450 SP:Iteration 16Q (14833.100000 sec): 3 clusters Score: Raw -2383937.261415 + Penalty 4767.882945 = -2379169.378470 nChanged 450 SP:Iteration 17Q (14833.160000 sec): 3 clusters Score: Raw -2384171.999831 + Penalty 4767.882945 = -2379404.116887 nChanged 474 SP:Iteration 18Q (14833.230000 sec): 3 clusters Score: Raw -2384448.853088 + Penalty 4767.882945 = -2379680.970143 nChanged 519 SP:Iteration 19Q (14833.290000 sec): 3 clusters Score: Raw -2384770.537493 + Penalty 4767.882945 = -2380002.654548 nChanged 536 SP:Iteration 20F (14833.350000 sec): 3 clusters Score: Raw -2385106.144076 + Penalty 4767.882945 = -2380338.261131 nChanged 496 SP:Iteration 21Q (14833.410000 sec): 3 clusters Score: Raw -2385429.231491 + Penalty 4767.882945 = -2380661.348546 nChanged 427 SP:Iteration 22Q (14833.470000 sec): 3 clusters Score: Raw -2385692.180458 + Penalty 4767.882945 = -2380924.297513 nChanged 368 SP:Iteration 23Q (14833.530000 sec): 3 clusters Score: Raw -2385934.877270 + Penalty 4767.882945 = -2381166.994325 nChanged 335 SP:Iteration 24Q (14833.590000 sec): 3 clusters Score: Raw -2386171.440031 + Penalty 4767.882945 = -2381403.557086 nChanged 307 SP:Iteration 25Q (14833.640000 sec): 3 clusters Score: Raw -2386376.429833 + Penalty 4767.882945 = -2381608.546888 nChanged 246 SP:Iteration 26Q (14833.700000 sec): 3 clusters Score: Raw -2386523.969868 + Penalty 4767.882945 = -2381756.086923 nChanged 174 SP:Iteration 27Q (14833.750000 sec): 3 clusters Score: Raw -2386628.541579 + Penalty 4767.882945 = -2381860.658634 nChanged 146 SP:Iteration 28Q (14833.800000 sec): 3 clusters Score: Raw -2386711.899637 + Penalty 4767.882945 = -2381944.016692 nChanged 105 SP:Iteration 29Q (14833.850000 sec): 3 clusters Score: Raw -2386773.211092 + Penalty 4767.882945 = -2382005.328147 nChanged 93 SP:Iteration 30Q (14833.900000 sec): 3 clusters Score: Raw -2386825.136384 + Penalty 4767.882945 = -2382057.253439 nChanged 59 SP:Iteration 31Q (14833.950000 sec): 3 clusters Score: Raw -2386860.879226 + Penalty 4767.882945 = -2382092.996281 nChanged 59 SP:Iteration 32Q (14834.000000 sec): 3 clusters Score: Raw -2386888.135956 + Penalty 4767.882945 = -2382120.253011 nChanged 52 SP:Iteration 33Q (14834.050000 sec): 3 clusters Score: Raw -2386910.446940 + Penalty 4767.882945 = -2382142.563995 nChanged 33 SP:Iteration 34Q (14834.100000 sec): 3 clusters Score: Raw -2386926.610923 + Penalty 4767.882945 = -2382158.727978 nChanged 28 SP:Iteration 35Q (14834.150000 sec): 3 clusters Score: Raw -2386940.357350 + Penalty 4767.882945 = -2382172.474406 nChanged 17 SP:Iteration 36Q (14834.200000 sec): 3 clusters Score: Raw -2386951.039056 + Penalty 4767.882945 = -2382183.156112 nChanged 19 SP:Iteration 37Q (14834.250000 sec): 3 clusters Score: Raw -2386966.080039 + Penalty 4767.882945 = -2382198.197094 nChanged 19 SP:Iteration 38Q (14834.300000 sec): 3 clusters Score: Raw -2386974.467520 + Penalty 4767.882945 = -2382206.584575 nChanged 14 SP:Iteration 39Q (14834.340000 sec): 3 clusters Score: Raw -2386981.663657 + Penalty 4767.882945 = -2382213.780712 nChanged 15 SP:Iteration 40F (14834.410000 sec): 3 clusters Score: Raw -2386990.669999 + Penalty 4767.882945 = -2382222.787054 nChanged 17 SP:Iteration 41Q (14834.460000 sec): 3 clusters Score: Raw -2387000.318570 + Penalty 4767.882945 = -2382232.435625 nChanged 14 SP:Iteration 42Q (14834.500000 sec): 3 clusters Score: Raw -2387008.659205 + Penalty 4767.882945 = -2382240.776260 nChanged 12 SP:Iteration 43Q (14834.550000 sec): 3 clusters Score: Raw -2387016.184323 + Penalty 4767.882945 = -2382248.301378 nChanged 15 SP:Iteration 44Q (14834.600000 sec): 3 clusters Score: Raw -2387022.978262 + Penalty 4767.882945 = -2382255.095317 nChanged 17 SP:Iteration 45Q (14834.650000 sec): 3 clusters Score: Raw -2387035.040369 + Penalty 4767.882945 = -2382267.157424 nChanged 11 SP:Iteration 46Q (14834.700000 sec): 3 clusters Score: Raw -2387042.174055 + Penalty 4767.882945 = -2382274.291110 nChanged 6 SP:Iteration 47Q (14834.740000 sec): 3 clusters Score: Raw -2387045.341272 + Penalty 4767.882945 = -2382277.458328 nChanged 5 SP:Iteration 48Q (14834.790000 sec): 3 clusters Score: Raw -2387047.199439 + Penalty 4767.882945 = -2382279.316495 nChanged 1 SP:Iteration 49Q (14834.840000 sec): 3 clusters Score: Raw -2387047.554757 + Penalty 4767.882945 = -2382279.671812 nChanged 2 SP:Iteration 50Q (14834.890000 sec): 3 clusters Score: Raw -2387048.342299 + Penalty 4767.882945 = -2382280.459354 nChanged 1 SP:Iteration 51Q (14834.940000 sec): 3 clusters Score: Raw -2387049.041756 + Penalty 4767.882945 = -2382281.158811 nChanged 1 SP:Iteration 52Q (14834.980000 sec): 3 clusters Score: Raw -2387049.306606 + Penalty 4767.882945 = -2382281.423661 nChanged 0 SP:Iteration 53F (14835.040000 sec): 3 clusters Score: Raw -2387049.306606 + Penalty 4767.882945 = -2382281.423661 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 26 (102801 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14835.460000 sec): 2 clusters Score: Raw -16528564.810258 + Penalty 2862.056489 = -16525702.753768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14835.930000 sec): 3 clusters Score: Raw -16463094.987094 + Penalty 5724.112978 = -16457370.874116 nChanged 48442 SP:Iteration 1F (14836.390000 sec): 3 clusters Score: Raw -16490654.303238 + Penalty 5724.112978 = -16484930.190260 nChanged 3777 SP:Iteration 2Q (14836.870000 sec): 3 clusters Score: Raw -16491850.158139 + Penalty 5724.112978 = -16486126.045161 nChanged 4271 SP:Iteration 3Q (14837.340000 sec): 3 clusters Score: Raw -16493492.816773 + Penalty 5724.112978 = -16487768.703794 nChanged 5050 SP:Iteration 4Q (14837.820000 sec): 3 clusters Score: Raw -16495933.385475 + Penalty 5724.112978 = -16490209.272497 nChanged 5993 SP:Iteration 5F (14838.280000 sec): 3 clusters Score: Raw -16499397.873113 + Penalty 5724.112978 = -16493673.760134 nChanged 6740 SP:Iteration 6F (14838.750000 sec): 3 clusters Score: Raw -16503538.643842 + Penalty 5724.112978 = -16497814.530864 nChanged 6828 SP:Iteration 7F (14839.210000 sec): 3 clusters Score: Raw -16507630.302774 + Penalty 5724.112978 = -16501906.189795 nChanged 6204 SP:Iteration 8F (14839.680000 sec): 3 clusters Score: Raw -16510993.877133 + Penalty 5724.112978 = -16505269.764155 nChanged 5108 SP:Iteration 9Q (14840.140000 sec): 3 clusters Score: Raw -16513389.164899 + Penalty 5724.112978 = -16507665.051921 nChanged 4134 SP:Iteration 10Q (14840.620000 sec): 3 clusters Score: Raw -16515258.890235 + Penalty 5724.112978 = -16509534.777257 nChanged 3463 SP:Iteration 11Q (14841.080000 sec): 3 clusters Score: Raw -16516836.070979 + Penalty 5724.112978 = -16511111.958001 nChanged 3124 SP:Iteration 12Q (14841.540000 sec): 3 clusters Score: Raw -16518293.813871 + Penalty 5724.112978 = -16512569.700893 nChanged 2872 SP:Iteration 13Q (14842.010000 sec): 3 clusters Score: Raw -16519551.255553 + Penalty 5724.112978 = -16513827.142575 nChanged 2471 SP:Iteration 14Q (14842.480000 sec): 3 clusters Score: Raw -16520471.372290 + Penalty 5724.112978 = -16514747.259312 nChanged 1895 SP:Iteration 15Q (14842.940000 sec): 3 clusters Score: Raw -16521020.551985 + Penalty 5724.112978 = -16515296.439007 nChanged 1407 SP:Iteration 16Q (14843.390000 sec): 3 clusters Score: Raw -16521384.424837 + Penalty 5724.112978 = -16515660.311859 nChanged 1186 SP:Iteration 17Q (14843.850000 sec): 3 clusters Score: Raw -16521667.390701 + Penalty 5724.112978 = -16515943.277723 nChanged 1046 SP:Iteration 18Q (14844.310000 sec): 3 clusters Score: Raw -16521929.173761 + Penalty 5724.112978 = -16516205.060783 nChanged 1103 SP:Iteration 19Q (14844.780000 sec): 3 clusters Score: Raw -16522206.560586 + Penalty 5724.112978 = -16516482.447608 nChanged 1065 SP:Iteration 20F (14845.240000 sec): 3 clusters Score: Raw -16522455.031386 + Penalty 5724.112978 = -16516730.918407 nChanged 1043 SP:Iteration 21Q (14845.690000 sec): 3 clusters Score: Raw -16522683.996869 + Penalty 5724.112978 = -16516959.883891 nChanged 999 SP:Iteration 22Q (14846.140000 sec): 3 clusters Score: Raw -16522898.478570 + Penalty 5724.112978 = -16517174.365592 nChanged 963 SP:Iteration 23Q (14846.590000 sec): 3 clusters Score: Raw -16523104.692809 + Penalty 5724.112978 = -16517380.579831 nChanged 970 SP:Iteration 24Q (14847.030000 sec): 3 clusters Score: Raw -16523311.840438 + Penalty 5724.112978 = -16517587.727460 nChanged 945 SP:Iteration 25Q (14847.480000 sec): 3 clusters Score: Raw -16523510.807580 + Penalty 5724.112978 = -16517786.694602 nChanged 979 SP:Iteration 26Q (14847.920000 sec): 3 clusters Score: Raw -16523720.033695 + Penalty 5724.112978 = -16517995.920716 nChanged 986 SP:Iteration 27Q (14848.360000 sec): 3 clusters Score: Raw -16523933.060635 + Penalty 5724.112978 = -16518208.947656 nChanged 1002 SP:Iteration 28Q (14848.800000 sec): 3 clusters Score: Raw -16524145.748115 + Penalty 5724.112978 = -16518421.635137 nChanged 1015 SP:Iteration 29Q (14849.230000 sec): 3 clusters Score: Raw -16524367.719144 + Penalty 5724.112978 = -16518643.606166 nChanged 1041 SP:Iteration 30Q (14849.660000 sec): 3 clusters Score: Raw -16524590.532570 + Penalty 5724.112978 = -16518866.419592 nChanged 961 SP:Iteration 31Q (14850.080000 sec): 3 clusters Score: Raw -16524792.371364 + Penalty 5724.112978 = -16519068.258386 nChanged 958 SP:Iteration 32Q (14850.510000 sec): 3 clusters Score: Raw -16524996.090443 + Penalty 5724.112978 = -16519271.977465 nChanged 909 SP:Iteration 33Q (14850.920000 sec): 3 clusters Score: Raw -16525188.207288 + Penalty 5724.112978 = -16519464.094310 nChanged 895 SP:Iteration 34Q (14851.340000 sec): 3 clusters Score: Raw -16525378.533005 + Penalty 5724.112978 = -16519654.420027 nChanged 861 SP:Iteration 35Q (14851.750000 sec): 3 clusters Score: Raw -16525559.943604 + Penalty 5724.112978 = -16519835.830626 nChanged 830 SP:Iteration 36Q (14852.160000 sec): 3 clusters Score: Raw -16525739.660106 + Penalty 5724.112978 = -16520015.547128 nChanged 785 SP:Iteration 37Q (14852.560000 sec): 3 clusters Score: Raw -16525915.070672 + Penalty 5724.112978 = -16520190.957694 nChanged 791 SP:Iteration 38Q (14852.960000 sec): 3 clusters Score: Raw -16526089.056707 + Penalty 5724.112978 = -16520364.943729 nChanged 805 SP:Iteration 39Q (14853.360000 sec): 3 clusters Score: Raw -16526274.976375 + Penalty 5724.112978 = -16520550.863396 nChanged 774 SP:Iteration 40F (14853.820000 sec): 3 clusters Score: Raw -16526452.928026 + Penalty 5724.112978 = -16520728.815047 nChanged 765 SP:Iteration 41Q (14854.220000 sec): 3 clusters Score: Raw -16526625.156153 + Penalty 5724.112978 = -16520901.043174 nChanged 730 SP:Iteration 42Q (14854.610000 sec): 3 clusters Score: Raw -16526791.323329 + Penalty 5724.112978 = -16521067.210351 nChanged 696 SP:Iteration 43Q (14855.000000 sec): 3 clusters Score: Raw -16526950.165311 + Penalty 5724.112978 = -16521226.052333 nChanged 672 SP:Iteration 44Q (14855.390000 sec): 3 clusters Score: Raw -16527109.146971 + Penalty 5724.112978 = -16521385.033993 nChanged 661 SP:Iteration 45Q (14855.780000 sec): 3 clusters Score: Raw -16527263.277827 + Penalty 5724.112978 = -16521539.164849 nChanged 622 SP:Iteration 46Q (14856.160000 sec): 3 clusters Score: Raw -16527410.035433 + Penalty 5724.112978 = -16521685.922455 nChanged 588 SP:Iteration 47Q (14856.540000 sec): 3 clusters Score: Raw -16527540.604790 + Penalty 5724.112978 = -16521816.491812 nChanged 546 SP:Iteration 48Q (14856.930000 sec): 3 clusters Score: Raw -16527667.852317 + Penalty 5724.112978 = -16521943.739339 nChanged 541 SP:Iteration 49Q (14857.310000 sec): 3 clusters Score: Raw -16527791.740556 + Penalty 5724.112978 = -16522067.627577 nChanged 477 SP:Iteration 50Q (14857.700000 sec): 3 clusters Score: Raw -16527897.634477 + Penalty 5724.112978 = -16522173.521498 nChanged 451 SP:Iteration 51Q (14858.070000 sec): 3 clusters Score: Raw -16527997.232832 + Penalty 5724.112978 = -16522273.119853 nChanged 431 SP:Iteration 52Q (14858.450000 sec): 3 clusters Score: Raw -16528096.841648 + Penalty 5724.112978 = -16522372.728670 nChanged 410 SP:Iteration 53Q (14858.820000 sec): 3 clusters Score: Raw -16528187.911382 + Penalty 5724.112978 = -16522463.798403 nChanged 390 SP:Iteration 54Q (14859.190000 sec): 3 clusters Score: Raw -16528271.030115 + Penalty 5724.112978 = -16522546.917137 nChanged 365 SP:Iteration 55Q (14859.560000 sec): 3 clusters Score: Raw -16528349.728645 + Penalty 5724.112978 = -16522625.615666 nChanged 326 SP:Iteration 56Q (14859.920000 sec): 3 clusters Score: Raw -16528418.835505 + Penalty 5724.112978 = -16522694.722526 nChanged 306 SP:Iteration 57Q (14860.290000 sec): 3 clusters Score: Raw -16528484.546069 + Penalty 5724.112978 = -16522760.433091 nChanged 286 SP:Iteration 58Q (14860.650000 sec): 3 clusters Score: Raw -16528544.254019 + Penalty 5724.112978 = -16522820.141040 nChanged 287 SP:Iteration 59Q (14861.020000 sec): 3 clusters Score: Raw -16528609.108036 + Penalty 5724.112978 = -16522884.995058 nChanged 268 SP:Iteration 60F (14861.480000 sec): 3 clusters Score: Raw -16528667.017225 + Penalty 5724.112978 = -16522942.904247 nChanged 229 SP:Iteration 61Q (14861.840000 sec): 3 clusters Score: Raw -16528712.598007 + Penalty 5724.112978 = -16522988.485028 nChanged 212 SP:Iteration 62Q (14862.200000 sec): 3 clusters Score: Raw -16528755.287879 + Penalty 5724.112978 = -16523031.174901 nChanged 190 SP:Iteration 63Q (14862.560000 sec): 3 clusters Score: Raw -16528790.517939 + Penalty 5724.112978 = -16523066.404961 nChanged 169 SP:Iteration 64Q (14862.920000 sec): 3 clusters Score: Raw -16528825.737233 + Penalty 5724.112978 = -16523101.624255 nChanged 172 SP:Iteration 65Q (14863.270000 sec): 3 clusters Score: Raw -16528859.480129 + Penalty 5724.112978 = -16523135.367151 nChanged 161 SP:Iteration 66Q (14863.630000 sec): 3 clusters Score: Raw -16528891.521315 + Penalty 5724.112978 = -16523167.408337 nChanged 137 SP:Iteration 67Q (14863.980000 sec): 3 clusters Score: Raw -16528915.891384 + Penalty 5724.112978 = -16523191.778406 nChanged 129 SP:Iteration 68Q (14864.340000 sec): 3 clusters Score: Raw -16528940.973161 + Penalty 5724.112978 = -16523216.860182 nChanged 133 SP:Iteration 69Q (14864.690000 sec): 3 clusters Score: Raw -16528966.238126 + Penalty 5724.112978 = -16523242.125147 nChanged 119 SP:Iteration 70Q (14865.050000 sec): 3 clusters Score: Raw -16528987.886048 + Penalty 5724.112978 = -16523263.773070 nChanged 104 SP:Iteration 71Q (14865.390000 sec): 3 clusters Score: Raw -16529006.602441 + Penalty 5724.112978 = -16523282.489463 nChanged 100 SP:Iteration 72Q (14865.750000 sec): 3 clusters Score: Raw -16529025.047719 + Penalty 5724.112978 = -16523300.934741 nChanged 99 SP:Iteration 73Q (14866.090000 sec): 3 clusters Score: Raw -16529043.270506 + Penalty 5724.112978 = -16523319.157527 nChanged 78 SP:Iteration 74Q (14866.450000 sec): 3 clusters Score: Raw -16529057.964839 + Penalty 5724.112978 = -16523333.851861 nChanged 79 SP:Iteration 75Q (14866.800000 sec): 3 clusters Score: Raw -16529073.420556 + Penalty 5724.112978 = -16523349.307577 nChanged 80 SP:Iteration 76Q (14867.150000 sec): 3 clusters Score: Raw -16529086.468898 + Penalty 5724.112978 = -16523362.355919 nChanged 62 SP:Iteration 77Q (14867.490000 sec): 3 clusters Score: Raw -16529096.818046 + Penalty 5724.112978 = -16523372.705068 nChanged 50 SP:Iteration 78Q (14867.840000 sec): 3 clusters Score: Raw -16529103.563395 + Penalty 5724.112978 = -16523379.450416 nChanged 46 SP:Iteration 79Q (14868.190000 sec): 3 clusters Score: Raw -16529110.161063 + Penalty 5724.112978 = -16523386.048084 nChanged 46 SP:Iteration 80F (14868.650000 sec): 3 clusters Score: Raw -16529117.666535 + Penalty 5724.112978 = -16523393.553557 nChanged 48 SP:Iteration 81Q (14869.000000 sec): 3 clusters Score: Raw -16529127.232978 + Penalty 5724.112978 = -16523403.120000 nChanged 52 SP:Iteration 82Q (14869.350000 sec): 3 clusters Score: Raw -16529136.484559 + Penalty 5724.112978 = -16523412.371581 nChanged 45 SP:Iteration 83Q (14869.700000 sec): 3 clusters Score: Raw -16529143.170558 + Penalty 5724.112978 = -16523419.057580 nChanged 27 SP:Iteration 84Q (14870.040000 sec): 3 clusters Score: Raw -16529147.690989 + Penalty 5724.112978 = -16523423.578010 nChanged 24 SP:Iteration 85Q (14870.390000 sec): 3 clusters Score: Raw -16529150.778199 + Penalty 5724.112978 = -16523426.665221 nChanged 23 SP:Iteration 86Q (14870.730000 sec): 3 clusters Score: Raw -16529153.538757 + Penalty 5724.112978 = -16523429.425778 nChanged 22 SP:Iteration 87Q (14871.080000 sec): 3 clusters Score: Raw -16529156.670130 + Penalty 5724.112978 = -16523432.557152 nChanged 29 SP:Iteration 88Q (14871.430000 sec): 3 clusters Score: Raw -16529161.078588 + Penalty 5724.112978 = -16523436.965609 nChanged 35 SP:Iteration 89Q (14871.770000 sec): 3 clusters Score: Raw -16529166.737842 + Penalty 5724.112978 = -16523442.624864 nChanged 41 SP:Iteration 90Q (14872.110000 sec): 3 clusters Score: Raw -16529172.257058 + Penalty 5724.112978 = -16523448.144080 nChanged 28 SP:Iteration 91Q (14872.450000 sec): 3 clusters Score: Raw -16529176.161175 + Penalty 5724.112978 = -16523452.048197 nChanged 35 SP:Iteration 92Q (14872.790000 sec): 3 clusters Score: Raw -16529181.295595 + Penalty 5724.112978 = -16523457.182616 nChanged 36 SP:Iteration 93Q (14873.130000 sec): 3 clusters Score: Raw -16529187.324905 + Penalty 5724.112978 = -16523463.211927 nChanged 30 SP:Iteration 94Q (14873.460000 sec): 3 clusters Score: Raw -16529192.341727 + Penalty 5724.112978 = -16523468.228748 nChanged 28 SP:Iteration 95Q (14873.800000 sec): 3 clusters Score: Raw -16529196.329661 + Penalty 5724.112978 = -16523472.216683 nChanged 27 SP:Iteration 96Q (14874.140000 sec): 3 clusters Score: Raw -16529200.291796 + Penalty 5724.112978 = -16523476.178818 nChanged 27 SP:Iteration 97Q (14874.480000 sec): 3 clusters Score: Raw -16529205.157553 + Penalty 5724.112978 = -16523481.044575 nChanged 20 SP:Iteration 98Q (14874.810000 sec): 3 clusters Score: Raw -16529207.837138 + Penalty 5724.112978 = -16523483.724160 nChanged 22 SP:Iteration 99Q (14875.150000 sec): 3 clusters Score: Raw -16529210.481132 + Penalty 5724.112978 = -16523486.368154 nChanged 24 SP:Iteration 100F (14875.610000 sec): 3 clusters Score: Raw -16529213.736072 + Penalty 5724.112978 = -16523489.623094 nChanged 24 SP:Iteration 101Q (14875.950000 sec): 3 clusters Score: Raw -16529217.448168 + Penalty 5724.112978 = -16523493.335189 nChanged 23 SP:Iteration 102Q (14876.290000 sec): 3 clusters Score: Raw -16529220.962733 + Penalty 5724.112978 = -16523496.849755 nChanged 19 SP:Iteration 103Q (14876.620000 sec): 3 clusters Score: Raw -16529223.437735 + Penalty 5724.112978 = -16523499.324756 nChanged 14 SP:Iteration 104Q (14876.960000 sec): 3 clusters Score: Raw -16529225.581542 + Penalty 5724.112978 = -16523501.468563 nChanged 12 SP:Iteration 105Q (14877.300000 sec): 3 clusters Score: Raw -16529227.028079 + Penalty 5724.112978 = -16523502.915101 nChanged 11 SP:Iteration 106Q (14877.640000 sec): 3 clusters Score: Raw -16529228.333009 + Penalty 5724.112978 = -16523504.220030 nChanged 11 SP:Iteration 107Q (14877.970000 sec): 3 clusters Score: Raw -16529229.626877 + Penalty 5724.112978 = -16523505.513899 nChanged 10 SP:Iteration 108Q (14878.310000 sec): 3 clusters Score: Raw -16529230.669778 + Penalty 5724.112978 = -16523506.556800 nChanged 7 SP:Iteration 109Q (14878.650000 sec): 3 clusters Score: Raw -16529231.261995 + Penalty 5724.112978 = -16523507.149017 nChanged 5 SP:Iteration 110Q (14878.990000 sec): 3 clusters Score: Raw -16529231.851427 + Penalty 5724.112978 = -16523507.738449 nChanged 6 SP:Iteration 111Q (14879.330000 sec): 3 clusters Score: Raw -16529232.604496 + Penalty 5724.112978 = -16523508.491518 nChanged 6 SP:Iteration 112Q (14879.670000 sec): 3 clusters Score: Raw -16529233.420894 + Penalty 5724.112978 = -16523509.307916 nChanged 6 SP:Iteration 113Q (14880.000000 sec): 3 clusters Score: Raw -16529234.301598 + Penalty 5724.112978 = -16523510.188620 nChanged 6 SP:Iteration 114Q (14880.340000 sec): 3 clusters Score: Raw -16529234.993502 + Penalty 5724.112978 = -16523510.880523 nChanged 6 SP:Iteration 115Q (14880.680000 sec): 3 clusters Score: Raw -16529235.521863 + Penalty 5724.112978 = -16523511.408885 nChanged 4 SP:Iteration 116Q (14881.010000 sec): 3 clusters Score: Raw -16529236.272944 + Penalty 5724.112978 = -16523512.159965 nChanged 8 SP:Iteration 117Q (14881.360000 sec): 3 clusters Score: Raw -16529237.467648 + Penalty 5724.112978 = -16523513.354670 nChanged 8 SP:Iteration 118Q (14881.700000 sec): 3 clusters Score: Raw -16529238.370094 + Penalty 5724.112978 = -16523514.257115 nChanged 7 SP:Iteration 119Q (14882.030000 sec): 3 clusters Score: Raw -16529239.036824 + Penalty 5724.112978 = -16523514.923846 nChanged 4 SP:Iteration 120F (14882.480000 sec): 3 clusters Score: Raw -16529239.315685 + Penalty 5724.112978 = -16523515.202706 nChanged 2 SP:Iteration 121Q (14882.820000 sec): 3 clusters Score: Raw -16529239.639427 + Penalty 5724.112978 = -16523515.526448 nChanged 3 SP:Iteration 122Q (14883.150000 sec): 3 clusters Score: Raw -16529239.900572 + Penalty 5724.112978 = -16523515.787594 nChanged 0 SP:Iteration 123F (14883.610000 sec): 3 clusters Score: Raw -16529239.900572 + Penalty 5724.112978 = -16523515.787594 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 27 (9748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14883.690000 sec): 2 clusters Score: Raw -1504302.148639 + Penalty 2277.834719 = -1502024.313920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14883.740000 sec): 3 clusters Score: Raw -1499089.048582 + Penalty 4555.669438 = -1494533.379144 nChanged 3951 SP:Iteration 1F (14883.780000 sec): 3 clusters Score: Raw -1501218.007770 + Penalty 4555.669438 = -1496662.338332 nChanged 688 SP:Iteration 2F (14883.820000 sec): 3 clusters Score: Raw -1501596.453094 + Penalty 4555.669438 = -1497040.783656 nChanged 577 SP:Iteration 3F (14883.860000 sec): 3 clusters Score: Raw -1501935.218827 + Penalty 4555.669438 = -1497379.549389 nChanged 507 SP:Iteration 4F (14883.900000 sec): 3 clusters Score: Raw -1502277.281681 + Penalty 4555.669438 = -1497721.612243 nChanged 545 SP:Iteration 5F (14883.940000 sec): 3 clusters Score: Raw -1502728.306579 + Penalty 4555.669438 = -1498172.637141 nChanged 607 SP:Iteration 6F (14883.980000 sec): 3 clusters Score: Raw -1503356.628083 + Penalty 4555.669438 = -1498800.958645 nChanged 632 SP:Iteration 7F (14884.020000 sec): 3 clusters Score: Raw -1504106.805986 + Penalty 4555.669438 = -1499551.136549 nChanged 561 SP:Iteration 8F (14884.060000 sec): 3 clusters Score: Raw -1504804.787550 + Penalty 4555.669438 = -1500249.118112 nChanged 459 SP:Iteration 9Q (14884.100000 sec): 3 clusters Score: Raw -1505341.159087 + Penalty 4555.669438 = -1500785.489649 nChanged 332 SP:Iteration 10Q (14884.140000 sec): 3 clusters Score: Raw -1505609.239487 + Penalty 4555.669438 = -1501053.570049 nChanged 225 SP:Iteration 11Q (14884.170000 sec): 3 clusters Score: Raw -1505738.559870 + Penalty 4555.669438 = -1501182.890433 nChanged 138 SP:Iteration 12Q (14884.200000 sec): 3 clusters Score: Raw -1505811.393483 + Penalty 4555.669438 = -1501255.724046 nChanged 90 SP:Iteration 13Q (14884.240000 sec): 3 clusters Score: Raw -1505851.066935 + Penalty 4555.669438 = -1501295.397497 nChanged 68 SP:Iteration 14Q (14884.270000 sec): 3 clusters Score: Raw -1505881.554100 + Penalty 4555.669438 = -1501325.884662 nChanged 51 SP:Iteration 15Q (14884.310000 sec): 3 clusters Score: Raw -1505903.263510 + Penalty 4555.669438 = -1501347.594072 nChanged 40 SP:Iteration 16Q (14884.340000 sec): 3 clusters Score: Raw -1505917.498580 + Penalty 4555.669438 = -1501361.829142 nChanged 35 SP:Iteration 17Q (14884.380000 sec): 3 clusters Score: Raw -1505929.886694 + Penalty 4555.669438 = -1501374.217256 nChanged 30 SP:Iteration 18Q (14884.410000 sec): 3 clusters Score: Raw -1505943.339745 + Penalty 4555.669438 = -1501387.670307 nChanged 33 SP:Iteration 19Q (14884.440000 sec): 3 clusters Score: Raw -1505958.716741 + Penalty 4555.669438 = -1501403.047303 nChanged 33 SP:Iteration 20F (14884.480000 sec): 3 clusters Score: Raw -1505973.128954 + Penalty 4555.669438 = -1501417.459516 nChanged 26 SP:Iteration 21Q (14884.520000 sec): 3 clusters Score: Raw -1505982.477021 + Penalty 4555.669438 = -1501426.807584 nChanged 28 SP:Iteration 22Q (14884.550000 sec): 3 clusters Score: Raw -1505993.090658 + Penalty 4555.669438 = -1501437.421221 nChanged 29 SP:Iteration 23Q (14884.580000 sec): 3 clusters Score: Raw -1506005.690489 + Penalty 4555.669438 = -1501450.021051 nChanged 34 SP:Iteration 24Q (14884.620000 sec): 3 clusters Score: Raw -1506020.009689 + Penalty 4555.669438 = -1501464.340251 nChanged 29 SP:Iteration 25Q (14884.650000 sec): 3 clusters Score: Raw -1506028.501410 + Penalty 4555.669438 = -1501472.831972 nChanged 20 SP:Iteration 26Q (14884.680000 sec): 3 clusters Score: Raw -1506033.723022 + Penalty 4555.669438 = -1501478.053584 nChanged 19 SP:Iteration 27Q (14884.720000 sec): 3 clusters Score: Raw -1506040.916718 + Penalty 4555.669438 = -1501485.247280 nChanged 19 SP:Iteration 28Q (14884.750000 sec): 3 clusters Score: Raw -1506048.097767 + Penalty 4555.669438 = -1501492.428329 nChanged 27 SP:Iteration 29Q (14884.780000 sec): 3 clusters Score: Raw -1506057.825265 + Penalty 4555.669438 = -1501502.155827 nChanged 27 SP:Iteration 30Q (14884.820000 sec): 3 clusters Score: Raw -1506068.134674 + Penalty 4555.669438 = -1501512.465236 nChanged 28 SP:Iteration 31Q (14884.850000 sec): 3 clusters Score: Raw -1506077.865106 + Penalty 4555.669438 = -1501522.195668 nChanged 25 SP:Iteration 32Q (14884.880000 sec): 3 clusters Score: Raw -1506088.298049 + Penalty 4555.669438 = -1501532.628611 nChanged 35 SP:Iteration 33Q (14884.910000 sec): 3 clusters Score: Raw -1506101.994975 + Penalty 4555.669438 = -1501546.325537 nChanged 33 SP:Iteration 34Q (14884.940000 sec): 3 clusters Score: Raw -1506114.460195 + Penalty 4555.669438 = -1501558.790757 nChanged 31 SP:Iteration 35Q (14884.980000 sec): 3 clusters Score: Raw -1506126.528712 + Penalty 4555.669438 = -1501570.859274 nChanged 29 SP:Iteration 36Q (14885.010000 sec): 3 clusters Score: Raw -1506138.170520 + Penalty 4555.669438 = -1501582.501082 nChanged 22 SP:Iteration 37Q (14885.040000 sec): 3 clusters Score: Raw -1506145.787735 + Penalty 4555.669438 = -1501590.118297 nChanged 16 SP:Iteration 38Q (14885.080000 sec): 3 clusters Score: Raw -1506149.685599 + Penalty 4555.669438 = -1501594.016161 nChanged 8 SP:Iteration 39Q (14885.110000 sec): 3 clusters Score: Raw -1506151.560825 + Penalty 4555.669438 = -1501595.891387 nChanged 8 SP:Iteration 40F (14885.150000 sec): 3 clusters Score: Raw -1506153.603725 + Penalty 4555.669438 = -1501597.934288 nChanged 8 SP:Iteration 41Q (14885.180000 sec): 3 clusters Score: Raw -1506156.305721 + Penalty 4555.669438 = -1501600.636283 nChanged 11 SP:Iteration 42Q (14885.210000 sec): 3 clusters Score: Raw -1506159.560530 + Penalty 4555.669438 = -1501603.891092 nChanged 8 SP:Iteration 43Q (14885.240000 sec): 3 clusters Score: Raw -1506161.574117 + Penalty 4555.669438 = -1501605.904679 nChanged 11 SP:Iteration 44Q (14885.280000 sec): 3 clusters Score: Raw -1506164.223196 + Penalty 4555.669438 = -1501608.553759 nChanged 6 SP:Iteration 45Q (14885.310000 sec): 3 clusters Score: Raw -1506165.735299 + Penalty 4555.669438 = -1501610.065861 nChanged 6 SP:Iteration 46Q (14885.340000 sec): 3 clusters Score: Raw -1506166.935838 + Penalty 4555.669438 = -1501611.266400 nChanged 1 SP:Iteration 47Q (14885.370000 sec): 3 clusters Score: Raw -1506167.095899 + Penalty 4555.669438 = -1501611.426462 nChanged 1 SP:Iteration 48Q (14885.400000 sec): 3 clusters Score: Raw -1506167.234060 + Penalty 4555.669438 = -1501611.564623 nChanged 0 SP:Iteration 49F (14885.450000 sec): 3 clusters Score: Raw -1506167.234060 + Penalty 4555.669438 = -1501611.564623 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 28 (15704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14885.510000 sec): 2 clusters Score: Raw -2520973.146571 + Penalty 2396.094343 = -2518577.052228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14885.580000 sec): 3 clusters Score: Raw -2512099.518216 + Penalty 4792.188685 = -2507307.329531 nChanged 6808 SP:Iteration 1F (14885.640000 sec): 3 clusters Score: Raw -2515674.403049 + Penalty 4792.188685 = -2510882.214364 nChanged 934 SP:Iteration 2F (14885.710000 sec): 3 clusters Score: Raw -2516064.617179 + Penalty 4792.188685 = -2511272.428494 nChanged 785 SP:Iteration 3Q (14885.780000 sec): 3 clusters Score: Raw -2516347.328331 + Penalty 4792.188685 = -2511555.139646 nChanged 643 SP:Iteration 4Q (14885.850000 sec): 3 clusters Score: Raw -2516570.132417 + Penalty 4792.188685 = -2511777.943732 nChanged 573 SP:Iteration 5Q (14885.910000 sec): 3 clusters Score: Raw -2516764.134183 + Penalty 4792.188685 = -2511971.945498 nChanged 520 SP:Iteration 6Q (14885.980000 sec): 3 clusters Score: Raw -2516931.627122 + Penalty 4792.188685 = -2512139.438437 nChanged 484 SP:Iteration 7Q (14886.050000 sec): 3 clusters Score: Raw -2517109.823587 + Penalty 4792.188685 = -2512317.634902 nChanged 535 SP:Iteration 8Q (14886.120000 sec): 3 clusters Score: Raw -2517323.937595 + Penalty 4792.188685 = -2512531.748910 nChanged 575 SP:Iteration 9Q (14886.180000 sec): 3 clusters Score: Raw -2517555.473936 + Penalty 4792.188685 = -2512763.285251 nChanged 588 SP:Iteration 10Q (14886.250000 sec): 3 clusters Score: Raw -2517825.582043 + Penalty 4792.188685 = -2513033.393358 nChanged 651 SP:Iteration 11Q (14886.320000 sec): 3 clusters Score: Raw -2518151.590084 + Penalty 4792.188685 = -2513359.401399 nChanged 644 SP:Iteration 12Q (14886.380000 sec): 3 clusters Score: Raw -2518494.560264 + Penalty 4792.188685 = -2513702.371579 nChanged 661 SP:Iteration 13Q (14886.450000 sec): 3 clusters Score: Raw -2518870.340104 + Penalty 4792.188685 = -2514078.151419 nChanged 683 SP:Iteration 14Q (14886.520000 sec): 3 clusters Score: Raw -2519270.073701 + Penalty 4792.188685 = -2514477.885016 nChanged 646 SP:Iteration 15Q (14886.590000 sec): 3 clusters Score: Raw -2519663.371358 + Penalty 4792.188685 = -2514871.182673 nChanged 592 SP:Iteration 16Q (14886.650000 sec): 3 clusters Score: Raw -2520026.646842 + Penalty 4792.188685 = -2515234.458157 nChanged 469 SP:Iteration 17Q (14886.720000 sec): 3 clusters Score: Raw -2520299.891649 + Penalty 4792.188685 = -2515507.702964 nChanged 378 SP:Iteration 18Q (14886.790000 sec): 3 clusters Score: Raw -2520504.007501 + Penalty 4792.188685 = -2515711.818816 nChanged 321 SP:Iteration 19Q (14886.850000 sec): 3 clusters Score: Raw -2520694.208221 + Penalty 4792.188685 = -2515902.019536 nChanged 283 SP:Iteration 20F (14886.920000 sec): 3 clusters Score: Raw -2520853.105879 + Penalty 4792.188685 = -2516060.917194 nChanged 200 SP:Iteration 21Q (14886.980000 sec): 3 clusters Score: Raw -2520974.367495 + Penalty 4792.188685 = -2516182.178810 nChanged 180 SP:Iteration 22Q (14887.050000 sec): 3 clusters Score: Raw -2521089.406043 + Penalty 4792.188685 = -2516297.217358 nChanged 164 SP:Iteration 23Q (14887.110000 sec): 3 clusters Score: Raw -2521199.027951 + Penalty 4792.188685 = -2516406.839266 nChanged 116 SP:Iteration 24Q (14887.180000 sec): 3 clusters Score: Raw -2521272.642144 + Penalty 4792.188685 = -2516480.453459 nChanged 99 SP:Iteration 25Q (14887.240000 sec): 3 clusters Score: Raw -2521333.005865 + Penalty 4792.188685 = -2516540.817180 nChanged 67 SP:Iteration 26Q (14887.300000 sec): 3 clusters Score: Raw -2521373.969779 + Penalty 4792.188685 = -2516581.781093 nChanged 57 SP:Iteration 27Q (14887.360000 sec): 3 clusters Score: Raw -2521407.552828 + Penalty 4792.188685 = -2516615.364143 nChanged 45 SP:Iteration 28Q (14887.420000 sec): 3 clusters Score: Raw -2521434.690285 + Penalty 4792.188685 = -2516642.501600 nChanged 36 SP:Iteration 29Q (14887.480000 sec): 3 clusters Score: Raw -2521456.706917 + Penalty 4792.188685 = -2516664.518232 nChanged 27 SP:Iteration 30Q (14887.540000 sec): 3 clusters Score: Raw -2521474.766508 + Penalty 4792.188685 = -2516682.577823 nChanged 24 SP:Iteration 31Q (14887.590000 sec): 3 clusters Score: Raw -2521492.455492 + Penalty 4792.188685 = -2516700.266806 nChanged 20 SP:Iteration 32Q (14887.650000 sec): 3 clusters Score: Raw -2521503.598110 + Penalty 4792.188685 = -2516711.409425 nChanged 18 SP:Iteration 33Q (14887.700000 sec): 3 clusters Score: Raw -2521515.367891 + Penalty 4792.188685 = -2516723.179206 nChanged 11 SP:Iteration 34Q (14887.760000 sec): 3 clusters Score: Raw -2521523.539505 + Penalty 4792.188685 = -2516731.350820 nChanged 9 SP:Iteration 35Q (14887.820000 sec): 3 clusters Score: Raw -2521528.404028 + Penalty 4792.188685 = -2516736.215343 nChanged 4 SP:Iteration 36Q (14887.870000 sec): 3 clusters Score: Raw -2521529.720925 + Penalty 4792.188685 = -2516737.532240 nChanged 1 SP:Iteration 37Q (14887.930000 sec): 3 clusters Score: Raw -2521530.209874 + Penalty 4792.188685 = -2516738.021189 nChanged 0 SP:Iteration 38F (14888.000000 sec): 3 clusters Score: Raw -2521530.209874 + Penalty 4792.188685 = -2516738.021189 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 29 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14888.010000 sec): 2 clusters Score: Raw -45753.397841 + Penalty 1422.669930 = -44330.727912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14888.010000 sec): 3 clusters Score: Raw -45919.682183 + Penalty 2845.339860 = -43074.342324 nChanged 38 SP:Iteration 1F (14888.010000 sec): 3 clusters Score: Raw -46020.089945 + Penalty 2845.339860 = -43174.750086 nChanged 13 SP:Iteration 2Q (14888.010000 sec): 3 clusters Score: Raw -46058.985429 + Penalty 2845.339860 = -43213.645569 nChanged 9 SP:Iteration 3Q (14888.010000 sec): 3 clusters Score: Raw -46093.108030 + Penalty 2845.339860 = -43247.768170 nChanged 3 SP:Iteration 4Q (14888.010000 sec): 3 clusters Score: Raw -46105.624707 + Penalty 2845.339860 = -43260.284847 nChanged 3 SP:Iteration 5Q (14888.020000 sec): 3 clusters Score: Raw -46116.031692 + Penalty 2845.339860 = -43270.691832 nChanged 3 SP:Iteration 6Q (14888.020000 sec): 3 clusters Score: Raw -46129.356391 + Penalty 2845.339860 = -43284.016532 nChanged 2 SP:Iteration 7Q (14888.020000 sec): 3 clusters Score: Raw -46145.781882 + Penalty 2845.339860 = -43300.442022 nChanged 3 SP:Iteration 8Q (14888.020000 sec): 3 clusters Score: Raw -46174.725439 + Penalty 2845.339860 = -43329.385580 nChanged 2 SP:Iteration 9Q (14888.020000 sec): 3 clusters Score: Raw -46192.175339 + Penalty 2845.339860 = -43346.835479 nChanged 0 SP:Iteration 10F (14888.020000 sec): 3 clusters Score: Raw -46193.036390 + Penalty 2845.339860 = -43347.696531 nChanged 1 SP:Iteration 11Q (14888.020000 sec): 3 clusters Score: Raw -46201.367659 + Penalty 2845.339860 = -43356.027799 nChanged 1 SP:Iteration 12Q (14888.020000 sec): 3 clusters Score: Raw -46204.321398 + Penalty 2845.339860 = -43358.981539 nChanged 1 SP:Iteration 13Q (14888.020000 sec): 3 clusters Score: Raw -46205.919735 + Penalty 2845.339860 = -43360.579876 nChanged 0 SP:Iteration 14F (14888.020000 sec): 3 clusters Score: Raw -46205.919735 + Penalty 2845.339860 = -43360.579876 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 30 (4298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14888.050000 sec): 2 clusters Score: Raw -688046.166270 + Penalty 2074.744459 = -685971.421811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14888.060000 sec): 3 clusters Score: Raw -686012.642426 + Penalty 4149.488918 = -681863.153507 nChanged 1642 SP:Iteration 1F (14888.080000 sec): 3 clusters Score: Raw -686919.574541 + Penalty 4149.488918 = -682770.085623 nChanged 323 SP:Iteration 2F (14888.100000 sec): 3 clusters Score: Raw -687103.621675 + Penalty 4149.488918 = -682954.132757 nChanged 195 SP:Iteration 3Q (14888.120000 sec): 3 clusters Score: Raw -687215.847931 + Penalty 4149.488918 = -683066.359013 nChanged 162 SP:Iteration 4Q (14888.140000 sec): 3 clusters Score: Raw -687312.845099 + Penalty 4149.488918 = -683163.356180 nChanged 132 SP:Iteration 5Q (14888.160000 sec): 3 clusters Score: Raw -687377.997119 + Penalty 4149.488918 = -683228.508201 nChanged 122 SP:Iteration 6Q (14888.180000 sec): 3 clusters Score: Raw -687438.219486 + Penalty 4149.488918 = -683288.730568 nChanged 102 SP:Iteration 7Q (14888.200000 sec): 3 clusters Score: Raw -687490.524579 + Penalty 4149.488918 = -683341.035661 nChanged 91 SP:Iteration 8Q (14888.210000 sec): 3 clusters Score: Raw -687533.214004 + Penalty 4149.488918 = -683383.725086 nChanged 77 SP:Iteration 9Q (14888.230000 sec): 3 clusters Score: Raw -687567.958903 + Penalty 4149.488918 = -683418.469985 nChanged 67 SP:Iteration 10Q (14888.250000 sec): 3 clusters Score: Raw -687597.778955 + Penalty 4149.488918 = -683448.290036 nChanged 49 SP:Iteration 11Q (14888.270000 sec): 3 clusters Score: Raw -687619.538932 + Penalty 4149.488918 = -683470.050013 nChanged 53 SP:Iteration 12Q (14888.290000 sec): 3 clusters Score: Raw -687644.717464 + Penalty 4149.488918 = -683495.228546 nChanged 61 SP:Iteration 13Q (14888.300000 sec): 3 clusters Score: Raw -687675.275939 + Penalty 4149.488918 = -683525.787020 nChanged 52 SP:Iteration 14Q (14888.320000 sec): 3 clusters Score: Raw -687697.730636 + Penalty 4149.488918 = -683548.241717 nChanged 50 SP:Iteration 15Q (14888.340000 sec): 3 clusters Score: Raw -687720.520806 + Penalty 4149.488918 = -683571.031887 nChanged 54 SP:Iteration 16Q (14888.360000 sec): 3 clusters Score: Raw -687747.119217 + Penalty 4149.488918 = -683597.630299 nChanged 58 SP:Iteration 17Q (14888.380000 sec): 3 clusters Score: Raw -687778.873914 + Penalty 4149.488918 = -683629.384996 nChanged 57 SP:Iteration 18Q (14888.390000 sec): 3 clusters Score: Raw -687807.589680 + Penalty 4149.488918 = -683658.100762 nChanged 41 SP:Iteration 19Q (14888.410000 sec): 3 clusters Score: Raw -687830.258583 + Penalty 4149.488918 = -683680.769665 nChanged 38 SP:Iteration 20F (14888.430000 sec): 3 clusters Score: Raw -687852.555830 + Penalty 4149.488918 = -683703.066912 nChanged 38 SP:Iteration 21Q (14888.450000 sec): 3 clusters Score: Raw -687875.095119 + Penalty 4149.488918 = -683725.606201 nChanged 38 SP:Iteration 22Q (14888.460000 sec): 3 clusters Score: Raw -687897.404649 + Penalty 4149.488918 = -683747.915731 nChanged 37 SP:Iteration 23Q (14888.480000 sec): 3 clusters Score: Raw -687916.123662 + Penalty 4149.488918 = -683766.634744 nChanged 39 SP:Iteration 24Q (14888.500000 sec): 3 clusters Score: Raw -687939.531826 + Penalty 4149.488918 = -683790.042908 nChanged 44 SP:Iteration 25Q (14888.520000 sec): 3 clusters Score: Raw -687965.814807 + Penalty 4149.488918 = -683816.325889 nChanged 43 SP:Iteration 26Q (14888.540000 sec): 3 clusters Score: Raw -687994.497671 + Penalty 4149.488918 = -683845.008753 nChanged 40 SP:Iteration 27Q (14888.560000 sec): 3 clusters Score: Raw -688016.211188 + Penalty 4149.488918 = -683866.722269 nChanged 24 SP:Iteration 28Q (14888.570000 sec): 3 clusters Score: Raw -688033.064445 + Penalty 4149.488918 = -683883.575527 nChanged 28 SP:Iteration 29Q (14888.590000 sec): 3 clusters Score: Raw -688052.027448 + Penalty 4149.488918 = -683902.538530 nChanged 24 SP:Iteration 30Q (14888.610000 sec): 3 clusters Score: Raw -688066.043676 + Penalty 4149.488918 = -683916.554758 nChanged 22 SP:Iteration 31Q (14888.620000 sec): 3 clusters Score: Raw -688079.975941 + Penalty 4149.488918 = -683930.487022 nChanged 18 SP:Iteration 32Q (14888.640000 sec): 3 clusters Score: Raw -688091.636326 + Penalty 4149.488918 = -683942.147408 nChanged 19 SP:Iteration 33Q (14888.660000 sec): 3 clusters Score: Raw -688102.670433 + Penalty 4149.488918 = -683953.181514 nChanged 22 SP:Iteration 34Q (14888.680000 sec): 3 clusters Score: Raw -688119.026221 + Penalty 4149.488918 = -683969.537302 nChanged 20 SP:Iteration 35Q (14888.690000 sec): 3 clusters Score: Raw -688131.250971 + Penalty 4149.488918 = -683981.762053 nChanged 12 SP:Iteration 36Q (14888.710000 sec): 3 clusters Score: Raw -688138.592916 + Penalty 4149.488918 = -683989.103998 nChanged 11 SP:Iteration 37Q (14888.730000 sec): 3 clusters Score: Raw -688144.084420 + Penalty 4149.488918 = -683994.595502 nChanged 6 SP:Iteration 38Q (14888.740000 sec): 3 clusters Score: Raw -688148.051398 + Penalty 4149.488918 = -683998.562479 nChanged 8 SP:Iteration 39Q (14888.760000 sec): 3 clusters Score: Raw -688151.976248 + Penalty 4149.488918 = -684002.487329 nChanged 8 SP:Iteration 40F (14888.780000 sec): 3 clusters Score: Raw -688155.655939 + Penalty 4149.488918 = -684006.167020 nChanged 9 SP:Iteration 41Q (14888.800000 sec): 3 clusters Score: Raw -688162.080527 + Penalty 4149.488918 = -684012.591608 nChanged 10 SP:Iteration 42Q (14888.820000 sec): 3 clusters Score: Raw -688168.105986 + Penalty 4149.488918 = -684018.617067 nChanged 7 SP:Iteration 43Q (14888.830000 sec): 3 clusters Score: Raw -688173.276170 + Penalty 4149.488918 = -684023.787251 nChanged 9 SP:Iteration 44Q (14888.850000 sec): 3 clusters Score: Raw -688178.291036 + Penalty 4149.488918 = -684028.802118 nChanged 9 SP:Iteration 45Q (14888.870000 sec): 3 clusters Score: Raw -688184.885640 + Penalty 4149.488918 = -684035.396722 nChanged 10 SP:Iteration 46Q (14888.880000 sec): 3 clusters Score: Raw -688192.270145 + Penalty 4149.488918 = -684042.781227 nChanged 12 SP:Iteration 47Q (14888.900000 sec): 3 clusters Score: Raw -688201.745756 + Penalty 4149.488918 = -684052.256838 nChanged 11 SP:Iteration 48Q (14888.920000 sec): 3 clusters Score: Raw -688209.956207 + Penalty 4149.488918 = -684060.467289 nChanged 4 SP:Iteration 49Q (14888.930000 sec): 3 clusters Score: Raw -688211.675730 + Penalty 4149.488918 = -684062.186812 nChanged 3 SP:Iteration 50Q (14888.950000 sec): 3 clusters Score: Raw -688213.317288 + Penalty 4149.488918 = -684063.828370 nChanged 1 SP:Iteration 51Q (14888.970000 sec): 3 clusters Score: Raw -688213.637776 + Penalty 4149.488918 = -684064.148858 nChanged 0 SP:Iteration 52F (14888.980000 sec): 3 clusters Score: Raw -688213.637776 + Penalty 4149.488918 = -684064.148858 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 31 (1832 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14889.000000 sec): 2 clusters Score: Raw -258135.807695 + Penalty 1863.264559 = -256272.543135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14889.000000 sec): 3 clusters Score: Raw -257533.703769 + Penalty 3726.529118 = -253807.174651 nChanged 595 SP:Iteration 1F (14889.010000 sec): 3 clusters Score: Raw -258156.361815 + Penalty 3726.529118 = -254429.832696 nChanged 185 SP:Iteration 2F (14889.020000 sec): 3 clusters Score: Raw -258431.331960 + Penalty 3726.529118 = -254704.802842 nChanged 129 SP:Iteration 3F (14889.030000 sec): 3 clusters Score: Raw -258632.751241 + Penalty 3726.529118 = -254906.222123 nChanged 94 SP:Iteration 4F (14889.040000 sec): 3 clusters Score: Raw -258781.113474 + Penalty 3726.529118 = -255054.584356 nChanged 73 SP:Iteration 5Q (14889.040000 sec): 3 clusters Score: Raw -258898.688803 + Penalty 3726.529118 = -255172.159684 nChanged 56 SP:Iteration 6Q (14889.050000 sec): 3 clusters Score: Raw -258968.755263 + Penalty 3726.529118 = -255242.226145 nChanged 46 SP:Iteration 7Q (14889.060000 sec): 3 clusters Score: Raw -259036.003036 + Penalty 3726.529118 = -255309.473918 nChanged 45 SP:Iteration 8Q (14889.060000 sec): 3 clusters Score: Raw -259089.429660 + Penalty 3726.529118 = -255362.900542 nChanged 27 SP:Iteration 9Q (14889.070000 sec): 3 clusters Score: Raw -259119.556231 + Penalty 3726.529118 = -255393.027113 nChanged 27 SP:Iteration 10Q (14889.080000 sec): 3 clusters Score: Raw -259148.631896 + Penalty 3726.529118 = -255422.102778 nChanged 17 SP:Iteration 11Q (14889.090000 sec): 3 clusters Score: Raw -259171.100845 + Penalty 3726.529118 = -255444.571727 nChanged 25 SP:Iteration 12Q (14889.090000 sec): 3 clusters Score: Raw -259198.662735 + Penalty 3726.529118 = -255472.133616 nChanged 17 SP:Iteration 13Q (14889.100000 sec): 3 clusters Score: Raw -259214.682566 + Penalty 3726.529118 = -255488.153448 nChanged 11 SP:Iteration 14Q (14889.110000 sec): 3 clusters Score: Raw -259224.104689 + Penalty 3726.529118 = -255497.575570 nChanged 11 SP:Iteration 15Q (14889.120000 sec): 3 clusters Score: Raw -259235.192198 + Penalty 3726.529118 = -255508.663080 nChanged 14 SP:Iteration 16Q (14889.120000 sec): 3 clusters Score: Raw -259248.714954 + Penalty 3726.529118 = -255522.185835 nChanged 16 SP:Iteration 17Q (14889.130000 sec): 3 clusters Score: Raw -259262.009693 + Penalty 3726.529118 = -255535.480574 nChanged 9 SP:Iteration 18Q (14889.140000 sec): 3 clusters Score: Raw -259271.438277 + Penalty 3726.529118 = -255544.909159 nChanged 6 SP:Iteration 19Q (14889.140000 sec): 3 clusters Score: Raw -259277.274832 + Penalty 3726.529118 = -255550.745714 nChanged 2 SP:Iteration 20F (14889.150000 sec): 3 clusters Score: Raw -259278.549166 + Penalty 3726.529118 = -255552.020047 nChanged 2 SP:Iteration 21Q (14889.160000 sec): 3 clusters Score: Raw -259281.163678 + Penalty 3726.529118 = -255554.634560 nChanged 2 SP:Iteration 22Q (14889.160000 sec): 3 clusters Score: Raw -259282.885673 + Penalty 3726.529118 = -255556.356554 nChanged 1 SP:Iteration 23Q (14889.170000 sec): 3 clusters Score: Raw -259283.930618 + Penalty 3726.529118 = -255557.401500 nChanged 1 SP:Iteration 24Q (14889.180000 sec): 3 clusters Score: Raw -259285.273102 + Penalty 3726.529118 = -255558.743983 nChanged 3 SP:Iteration 25Q (14889.180000 sec): 3 clusters Score: Raw -259288.865938 + Penalty 3726.529118 = -255562.336819 nChanged 2 SP:Iteration 26Q (14889.190000 sec): 3 clusters Score: Raw -259292.098843 + Penalty 3726.529118 = -255565.569724 nChanged 2 SP:Iteration 27Q (14889.200000 sec): 3 clusters Score: Raw -259293.241800 + Penalty 3726.529118 = -255566.712682 nChanged 1 SP:Iteration 28Q (14889.200000 sec): 3 clusters Score: Raw -259293.839902 + Penalty 3726.529118 = -255567.310784 nChanged 1 SP:Iteration 29Q (14889.210000 sec): 3 clusters Score: Raw -259294.296517 + Penalty 3726.529118 = -255567.767399 nChanged 1 SP:Iteration 30Q (14889.220000 sec): 3 clusters Score: Raw -259294.993217 + Penalty 3726.529118 = -255568.464098 nChanged 0 SP:Iteration 31F (14889.230000 sec): 3 clusters Score: Raw -259294.993217 + Penalty 3726.529118 = -255568.464098 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 32 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14889.230000 sec): 2 clusters Score: Raw -77914.222771 + Penalty 1555.673498 = -76358.549273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14889.240000 sec): 3 clusters Score: Raw -77888.790965 + Penalty 3111.346995 = -74777.443970 nChanged 100 SP:Iteration 1F (14889.240000 sec): 3 clusters Score: Raw -78080.691788 + Penalty 3111.346995 = -74969.344792 nChanged 27 SP:Iteration 2F (14889.240000 sec): 3 clusters Score: Raw -78142.453900 + Penalty 3111.346995 = -75031.106905 nChanged 13 SP:Iteration 3Q (14889.240000 sec): 3 clusters Score: Raw -78169.334363 + Penalty 3111.346995 = -75057.987368 nChanged 6 SP:Iteration 4Q (14889.240000 sec): 3 clusters Score: Raw -78183.979197 + Penalty 3111.346995 = -75072.632201 nChanged 7 SP:Iteration 5Q (14889.250000 sec): 3 clusters Score: Raw -78208.178094 + Penalty 3111.346995 = -75096.831099 nChanged 6 SP:Iteration 6Q (14889.250000 sec): 3 clusters Score: Raw -78223.549252 + Penalty 3111.346995 = -75112.202257 nChanged 4 SP:Iteration 7Q (14889.250000 sec): 3 clusters Score: Raw -78229.763027 + Penalty 3111.346995 = -75118.416032 nChanged 3 SP:Iteration 8Q (14889.250000 sec): 3 clusters Score: Raw -78237.540642 + Penalty 3111.346995 = -75126.193647 nChanged 5 SP:Iteration 9Q (14889.260000 sec): 3 clusters Score: Raw -78250.440245 + Penalty 3111.346995 = -75139.093249 nChanged 0 SP:Iteration 10F (14889.260000 sec): 3 clusters Score: Raw -78250.440245 + Penalty 3111.346995 = -75139.093249 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 33 (248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14889.260000 sec): 2 clusters Score: Raw -36986.502868 + Penalty 1367.330329 = -35619.172539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14889.260000 sec): 3 clusters Score: Raw -37179.039422 + Penalty 2734.660658 = -34444.378764 nChanged 20 SP:Iteration 1F (14889.260000 sec): 3 clusters Score: Raw -37261.415679 + Penalty 2734.660658 = -34526.755021 nChanged 5 SP:Iteration 2Q (14889.270000 sec): 3 clusters Score: Raw -37279.491549 + Penalty 2734.660658 = -34544.830890 nChanged 1 SP:Iteration 3Q (14889.270000 sec): 3 clusters Score: Raw -37281.547160 + Penalty 2734.660658 = -34546.886502 nChanged 0 SP:Iteration 4F (14889.270000 sec): 3 clusters Score: Raw -37281.547160 + Penalty 2734.660658 = -34546.886502 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 34 (3589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14889.290000 sec): 2 clusters Score: Raw -555638.110053 + Penalty 2030.035965 = -553608.074088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14889.300000 sec): 3 clusters Score: Raw -554087.350701 + Penalty 4060.071930 = -550027.278771 nChanged 1259 SP:Iteration 1F (14889.320000 sec): 3 clusters Score: Raw -554869.574621 + Penalty 4060.071930 = -550809.502691 nChanged 259 SP:Iteration 2F (14889.330000 sec): 3 clusters Score: Raw -555047.118412 + Penalty 4060.071930 = -550987.046482 nChanged 185 SP:Iteration 3F (14889.350000 sec): 3 clusters Score: Raw -555166.463389 + Penalty 4060.071930 = -551106.391459 nChanged 131 SP:Iteration 4Q (14889.360000 sec): 3 clusters Score: Raw -555245.624053 + Penalty 4060.071930 = -551185.552123 nChanged 108 SP:Iteration 5Q (14889.380000 sec): 3 clusters Score: Raw -555314.884553 + Penalty 4060.071930 = -551254.812623 nChanged 98 SP:Iteration 6Q (14889.390000 sec): 3 clusters Score: Raw -555381.246407 + Penalty 4060.071930 = -551321.174477 nChanged 100 SP:Iteration 7Q (14889.410000 sec): 3 clusters Score: Raw -555447.368959 + Penalty 4060.071930 = -551387.297029 nChanged 79 SP:Iteration 8Q (14889.420000 sec): 3 clusters Score: Raw -555492.227346 + Penalty 4060.071930 = -551432.155416 nChanged 58 SP:Iteration 9Q (14889.440000 sec): 3 clusters Score: Raw -555523.132755 + Penalty 4060.071930 = -551463.060825 nChanged 42 SP:Iteration 10Q (14889.450000 sec): 3 clusters Score: Raw -555550.176857 + Penalty 4060.071930 = -551490.104927 nChanged 49 SP:Iteration 11Q (14889.470000 sec): 3 clusters Score: Raw -555578.646038 + Penalty 4060.071930 = -551518.574108 nChanged 44 SP:Iteration 12Q (14889.480000 sec): 3 clusters Score: Raw -555599.593299 + Penalty 4060.071930 = -551539.521369 nChanged 39 SP:Iteration 13Q (14889.500000 sec): 3 clusters Score: Raw -555617.954052 + Penalty 4060.071930 = -551557.882122 nChanged 28 SP:Iteration 14Q (14889.510000 sec): 3 clusters Score: Raw -555632.018386 + Penalty 4060.071930 = -551571.946456 nChanged 26 SP:Iteration 15Q (14889.530000 sec): 3 clusters Score: Raw -555643.480889 + Penalty 4060.071930 = -551583.408959 nChanged 15 SP:Iteration 16Q (14889.540000 sec): 3 clusters Score: Raw -555648.551395 + Penalty 4060.071930 = -551588.479465 nChanged 15 SP:Iteration 17Q (14889.560000 sec): 3 clusters Score: Raw -555656.358834 + Penalty 4060.071930 = -551596.286904 nChanged 14 SP:Iteration 18Q (14889.570000 sec): 3 clusters Score: Raw -555663.034288 + Penalty 4060.071930 = -551602.962358 nChanged 15 SP:Iteration 19Q (14889.590000 sec): 3 clusters Score: Raw -555668.086816 + Penalty 4060.071930 = -551608.014886 nChanged 23 SP:Iteration 20F (14889.600000 sec): 3 clusters Score: Raw -555680.823179 + Penalty 4060.071930 = -551620.751249 nChanged 21 SP:Iteration 21Q (14889.620000 sec): 3 clusters Score: Raw -555690.510790 + Penalty 4060.071930 = -551630.438860 nChanged 18 SP:Iteration 22Q (14889.630000 sec): 3 clusters Score: Raw -555700.231767 + Penalty 4060.071930 = -551640.159837 nChanged 10 SP:Iteration 23Q (14889.650000 sec): 3 clusters Score: Raw -555703.075374 + Penalty 4060.071930 = -551643.003444 nChanged 8 SP:Iteration 24Q (14889.660000 sec): 3 clusters Score: Raw -555706.126956 + Penalty 4060.071930 = -551646.055026 nChanged 8 SP:Iteration 25Q (14889.680000 sec): 3 clusters Score: Raw -555709.047925 + Penalty 4060.071930 = -551648.975995 nChanged 5 SP:Iteration 26Q (14889.690000 sec): 3 clusters Score: Raw -555710.246696 + Penalty 4060.071930 = -551650.174766 nChanged 2 SP:Iteration 27Q (14889.700000 sec): 3 clusters Score: Raw -555710.872526 + Penalty 4060.071930 = -551650.800596 nChanged 2 SP:Iteration 28Q (14889.720000 sec): 3 clusters Score: Raw -555711.788100 + Penalty 4060.071930 = -551651.716170 nChanged 2 SP:Iteration 29Q (14889.740000 sec): 3 clusters Score: Raw -555712.713121 + Penalty 4060.071930 = -551652.641191 nChanged 3 SP:Iteration 30Q (14889.750000 sec): 3 clusters Score: Raw -555713.416637 + Penalty 4060.071930 = -551653.344707 nChanged 3 SP:Iteration 31Q (14889.760000 sec): 3 clusters Score: Raw -555715.890488 + Penalty 4060.071930 = -551655.818558 nChanged 3 SP:Iteration 32Q (14889.780000 sec): 3 clusters Score: Raw -555717.219232 + Penalty 4060.071930 = -551657.147302 nChanged 5 SP:Iteration 33Q (14889.790000 sec): 3 clusters Score: Raw -555719.085900 + Penalty 4060.071930 = -551659.013970 nChanged 4 SP:Iteration 34Q (14889.810000 sec): 3 clusters Score: Raw -555720.108760 + Penalty 4060.071930 = -551660.036830 nChanged 1 SP:Iteration 35Q (14889.820000 sec): 3 clusters Score: Raw -555720.442242 + Penalty 4060.071930 = -551660.370312 nChanged 1 SP:Iteration 36Q (14889.840000 sec): 3 clusters Score: Raw -555720.617726 + Penalty 4060.071930 = -551660.545796 nChanged 0 SP:Iteration 37F (14889.850000 sec): 3 clusters Score: Raw -555720.617726 + Penalty 4060.071930 = -551660.545796 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 35 (4018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14889.870000 sec): 2 clusters Score: Raw -628526.105119 + Penalty 2058.037807 = -626468.067312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14889.880000 sec): 3 clusters Score: Raw -626733.975059 + Penalty 4116.075615 = -622617.899445 nChanged 1486 SP:Iteration 1F (14889.900000 sec): 3 clusters Score: Raw -627864.426227 + Penalty 4116.075615 = -623748.350613 nChanged 373 SP:Iteration 2F (14889.920000 sec): 3 clusters Score: Raw -628342.405841 + Penalty 4116.075615 = -624226.330227 nChanged 269 SP:Iteration 3F (14889.940000 sec): 3 clusters Score: Raw -628559.562974 + Penalty 4116.075615 = -624443.487359 nChanged 199 SP:Iteration 4Q (14889.950000 sec): 3 clusters Score: Raw -628715.404331 + Penalty 4116.075615 = -624599.328716 nChanged 154 SP:Iteration 5Q (14889.970000 sec): 3 clusters Score: Raw -628831.358647 + Penalty 4116.075615 = -624715.283033 nChanged 135 SP:Iteration 6Q (14889.980000 sec): 3 clusters Score: Raw -628950.858854 + Penalty 4116.075615 = -624834.783239 nChanged 144 SP:Iteration 7Q (14890.000000 sec): 3 clusters Score: Raw -629079.828850 + Penalty 4116.075615 = -624963.753236 nChanged 132 SP:Iteration 8Q (14890.020000 sec): 3 clusters Score: Raw -629189.241789 + Penalty 4116.075615 = -625073.166174 nChanged 125 SP:Iteration 9Q (14890.030000 sec): 3 clusters Score: Raw -629293.025958 + Penalty 4116.075615 = -625176.950344 nChanged 121 SP:Iteration 10Q (14890.050000 sec): 3 clusters Score: Raw -629396.283879 + Penalty 4116.075615 = -625280.208264 nChanged 102 SP:Iteration 11Q (14890.060000 sec): 3 clusters Score: Raw -629485.644455 + Penalty 4116.075615 = -625369.568840 nChanged 88 SP:Iteration 12Q (14890.080000 sec): 3 clusters Score: Raw -629565.051270 + Penalty 4116.075615 = -625448.975656 nChanged 69 SP:Iteration 13Q (14890.100000 sec): 3 clusters Score: Raw -629624.533875 + Penalty 4116.075615 = -625508.458260 nChanged 53 SP:Iteration 14Q (14890.110000 sec): 3 clusters Score: Raw -629674.901916 + Penalty 4116.075615 = -625558.826301 nChanged 39 SP:Iteration 15Q (14890.130000 sec): 3 clusters Score: Raw -629710.275240 + Penalty 4116.075615 = -625594.199626 nChanged 18 SP:Iteration 16Q (14890.140000 sec): 3 clusters Score: Raw -629726.936969 + Penalty 4116.075615 = -625610.861354 nChanged 20 SP:Iteration 17Q (14890.160000 sec): 3 clusters Score: Raw -629746.654017 + Penalty 4116.075615 = -625630.578403 nChanged 18 SP:Iteration 18Q (14890.170000 sec): 3 clusters Score: Raw -629764.249771 + Penalty 4116.075615 = -625648.174157 nChanged 4 SP:Iteration 19Q (14890.190000 sec): 3 clusters Score: Raw -629768.981511 + Penalty 4116.075615 = -625652.905897 nChanged 5 SP:Iteration 20F (14890.200000 sec): 3 clusters Score: Raw -629775.532991 + Penalty 4116.075615 = -625659.457377 nChanged 4 SP:Iteration 21Q (14890.220000 sec): 3 clusters Score: Raw -629780.742654 + Penalty 4116.075615 = -625664.667040 nChanged 2 SP:Iteration 22Q (14890.230000 sec): 3 clusters Score: Raw -629782.324179 + Penalty 4116.075615 = -625666.248564 nChanged 0 SP:Iteration 23F (14890.250000 sec): 3 clusters Score: Raw -629782.324179 + Penalty 4116.075615 = -625666.248564 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 36 (39228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14890.410000 sec): 2 clusters Score: Raw -6587310.389840 + Penalty 2623.132222 = -6584687.257618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14890.590000 sec): 3 clusters Score: Raw -6563380.651323 + Penalty 5246.264444 = -6558134.386879 nChanged 17760 SP:Iteration 1F (14890.760000 sec): 3 clusters Score: Raw -6573115.534829 + Penalty 5246.264444 = -6567869.270385 nChanged 1551 SP:Iteration 2Q (14890.930000 sec): 3 clusters Score: Raw -6573555.640169 + Penalty 5246.264444 = -6568309.375725 nChanged 1401 SP:Iteration 3Q (14891.110000 sec): 3 clusters Score: Raw -6573970.045335 + Penalty 5246.264444 = -6568723.780891 nChanged 1433 SP:Iteration 4Q (14891.280000 sec): 3 clusters Score: Raw -6574436.792779 + Penalty 5246.264444 = -6569190.528334 nChanged 1452 SP:Iteration 5Q (14891.470000 sec): 3 clusters Score: Raw -6575009.296999 + Penalty 5246.264444 = -6569763.032555 nChanged 1640 SP:Iteration 6Q (14891.650000 sec): 3 clusters Score: Raw -6575791.005241 + Penalty 5246.264444 = -6570544.740797 nChanged 1973 SP:Iteration 7F (14891.820000 sec): 3 clusters Score: Raw -6576940.195922 + Penalty 5246.264444 = -6571693.931478 nChanged 2351 SP:Iteration 8F (14892.000000 sec): 3 clusters Score: Raw -6578639.966088 + Penalty 5246.264444 = -6573393.701644 nChanged 2536 SP:Iteration 9F (14892.170000 sec): 3 clusters Score: Raw -6580705.560268 + Penalty 5246.264444 = -6575459.295824 nChanged 2378 SP:Iteration 10F (14892.350000 sec): 3 clusters Score: Raw -6582719.942633 + Penalty 5246.264444 = -6577473.678189 nChanged 1987 SP:Iteration 11F (14892.530000 sec): 3 clusters Score: Raw -6584471.763503 + Penalty 5246.264444 = -6579225.499059 nChanged 1511 SP:Iteration 12Q (14892.680000 sec): 3 clusters Score: Raw -6585796.191620 + Penalty 5246.264444 = -6580549.927176 nChanged 898 SP:Iteration 13Q (14892.830000 sec): 3 clusters Score: Raw -6586607.483168 + Penalty 5246.264444 = -6581361.218724 nChanged 499 SP:Iteration 14Q (14892.970000 sec): 3 clusters Score: Raw -6587066.187692 + Penalty 5246.264444 = -6581819.923248 nChanged 213 SP:Iteration 15Q (14893.100000 sec): 3 clusters Score: Raw -6587281.891089 + Penalty 5246.264444 = -6582035.626645 nChanged 128 SP:Iteration 16Q (14893.220000 sec): 3 clusters Score: Raw -6587418.538751 + Penalty 5246.264444 = -6582172.274307 nChanged 57 SP:Iteration 17Q (14893.350000 sec): 3 clusters Score: Raw -6587479.527087 + Penalty 5246.264444 = -6582233.262643 nChanged 39 SP:Iteration 18Q (14893.470000 sec): 3 clusters Score: Raw -6587520.639376 + Penalty 5246.264444 = -6582274.374932 nChanged 30 SP:Iteration 19Q (14893.590000 sec): 3 clusters Score: Raw -6587554.572130 + Penalty 5246.264444 = -6582308.307686 nChanged 16 SP:Iteration 20F (14893.760000 sec): 3 clusters Score: Raw -6587572.893486 + Penalty 5246.264444 = -6582326.629042 nChanged 9 SP:Iteration 21Q (14893.880000 sec): 3 clusters Score: Raw -6587584.371938 + Penalty 5246.264444 = -6582338.107494 nChanged 7 SP:Iteration 22Q (14894.020000 sec): 3 clusters Score: Raw -6587593.313057 + Penalty 5246.264444 = -6582347.048613 nChanged 8 SP:Iteration 23Q (14894.140000 sec): 3 clusters Score: Raw -6587600.500516 + Penalty 5246.264444 = -6582354.236072 nChanged 4 SP:Iteration 24Q (14894.260000 sec): 3 clusters Score: Raw -6587605.192251 + Penalty 5246.264444 = -6582358.927807 nChanged 5 SP:Iteration 25Q (14894.380000 sec): 3 clusters Score: Raw -6587612.203637 + Penalty 5246.264444 = -6582365.939193 nChanged 5 SP:Iteration 26Q (14894.500000 sec): 3 clusters Score: Raw -6587619.190587 + Penalty 5246.264444 = -6582372.926143 nChanged 7 SP:Iteration 27Q (14894.630000 sec): 3 clusters Score: Raw -6587628.788965 + Penalty 5246.264444 = -6582382.524521 nChanged 4 SP:Iteration 28Q (14894.750000 sec): 3 clusters Score: Raw -6587634.123068 + Penalty 5246.264444 = -6582387.858624 nChanged 3 SP:Iteration 29Q (14894.870000 sec): 3 clusters Score: Raw -6587639.242226 + Penalty 5246.264444 = -6582392.977782 nChanged 2 SP:Iteration 30Q (14894.990000 sec): 3 clusters Score: Raw -6587642.873530 + Penalty 5246.264444 = -6582396.609086 nChanged 4 SP:Iteration 31Q (14895.110000 sec): 3 clusters Score: Raw -6587647.008077 + Penalty 5246.264444 = -6582400.743633 nChanged 1 SP:Iteration 32Q (14895.230000 sec): 3 clusters Score: Raw -6587648.428430 + Penalty 5246.264444 = -6582402.163986 nChanged 1 SP:Iteration 33Q (14895.350000 sec): 3 clusters Score: Raw -6587649.417624 + Penalty 5246.264444 = -6582403.153180 nChanged 0 SP:Iteration 34F (14895.520000 sec): 3 clusters Score: Raw -6587649.417624 + Penalty 5246.264444 = -6582403.153180 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 37 (4427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14895.560000 sec): 2 clusters Score: Raw -691122.811313 + Penalty 2082.078403 = -689040.732910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14895.580000 sec): 3 clusters Score: Raw -689070.736977 + Penalty 4164.156807 = -684906.580170 nChanged 1647 SP:Iteration 1F (14895.600000 sec): 3 clusters Score: Raw -690215.978582 + Penalty 4164.156807 = -686051.821775 nChanged 405 SP:Iteration 2F (14895.620000 sec): 3 clusters Score: Raw -690611.959138 + Penalty 4164.156807 = -686447.802331 nChanged 321 SP:Iteration 3F (14895.630000 sec): 3 clusters Score: Raw -690924.297580 + Penalty 4164.156807 = -686760.140774 nChanged 271 SP:Iteration 4F (14895.650000 sec): 3 clusters Score: Raw -691174.363787 + Penalty 4164.156807 = -687010.206981 nChanged 220 SP:Iteration 5Q (14895.670000 sec): 3 clusters Score: Raw -691353.392904 + Penalty 4164.156807 = -687189.236098 nChanged 168 SP:Iteration 6Q (14895.690000 sec): 3 clusters Score: Raw -691501.498986 + Penalty 4164.156807 = -687337.342179 nChanged 154 SP:Iteration 7Q (14895.710000 sec): 3 clusters Score: Raw -691612.264474 + Penalty 4164.156807 = -687448.107667 nChanged 112 SP:Iteration 8Q (14895.730000 sec): 3 clusters Score: Raw -691691.664701 + Penalty 4164.156807 = -687527.507895 nChanged 103 SP:Iteration 9Q (14895.750000 sec): 3 clusters Score: Raw -691762.625514 + Penalty 4164.156807 = -687598.468707 nChanged 80 SP:Iteration 10Q (14895.760000 sec): 3 clusters Score: Raw -691804.511484 + Penalty 4164.156807 = -687640.354678 nChanged 55 SP:Iteration 11Q (14895.780000 sec): 3 clusters Score: Raw -691831.859318 + Penalty 4164.156807 = -687667.702512 nChanged 36 SP:Iteration 12Q (14895.800000 sec): 3 clusters Score: Raw -691845.652686 + Penalty 4164.156807 = -687681.495880 nChanged 27 SP:Iteration 13Q (14895.820000 sec): 3 clusters Score: Raw -691856.836700 + Penalty 4164.156807 = -687692.679893 nChanged 21 SP:Iteration 14Q (14895.830000 sec): 3 clusters Score: Raw -691864.869628 + Penalty 4164.156807 = -687700.712821 nChanged 20 SP:Iteration 15Q (14895.850000 sec): 3 clusters Score: Raw -691872.567704 + Penalty 4164.156807 = -687708.410898 nChanged 18 SP:Iteration 16Q (14895.870000 sec): 3 clusters Score: Raw -691879.431438 + Penalty 4164.156807 = -687715.274631 nChanged 9 SP:Iteration 17Q (14895.890000 sec): 3 clusters Score: Raw -691882.156934 + Penalty 4164.156807 = -687718.000128 nChanged 6 SP:Iteration 18Q (14895.910000 sec): 3 clusters Score: Raw -691884.082612 + Penalty 4164.156807 = -687719.925805 nChanged 5 SP:Iteration 19Q (14895.930000 sec): 3 clusters Score: Raw -691885.979316 + Penalty 4164.156807 = -687721.822510 nChanged 5 SP:Iteration 20F (14895.950000 sec): 3 clusters Score: Raw -691887.311625 + Penalty 4164.156807 = -687723.154818 nChanged 4 SP:Iteration 21Q (14895.960000 sec): 3 clusters Score: Raw -691888.048005 + Penalty 4164.156807 = -687723.891199 nChanged 1 SP:Iteration 22Q (14895.980000 sec): 3 clusters Score: Raw -691888.435627 + Penalty 4164.156807 = -687724.278820 nChanged 2 SP:Iteration 23Q (14896.000000 sec): 3 clusters Score: Raw -691888.901696 + Penalty 4164.156807 = -687724.744889 nChanged 1 SP:Iteration 24Q (14896.020000 sec): 3 clusters Score: Raw -691889.284609 + Penalty 4164.156807 = -687725.127803 nChanged 3 SP:Iteration 25Q (14896.030000 sec): 3 clusters Score: Raw -691890.087037 + Penalty 4164.156807 = -687725.930230 nChanged 3 SP:Iteration 26Q (14896.050000 sec): 3 clusters Score: Raw -691890.950700 + Penalty 4164.156807 = -687726.793893 nChanged 3 SP:Iteration 27Q (14896.070000 sec): 3 clusters Score: Raw -691891.879382 + Penalty 4164.156807 = -687727.722575 nChanged 1 SP:Iteration 28Q (14896.090000 sec): 3 clusters Score: Raw -691892.012623 + Penalty 4164.156807 = -687727.855816 nChanged 0 SP:Iteration 29F (14896.110000 sec): 3 clusters Score: Raw -691892.012623 + Penalty 4164.156807 = -687727.855816 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 38 (3415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14896.130000 sec): 2 clusters Score: Raw -515311.340345 + Penalty 2017.711327 = -513293.629017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14896.140000 sec): 3 clusters Score: Raw -513821.206239 + Penalty 4035.422655 = -509785.783584 nChanged 1201 SP:Iteration 1F (14896.150000 sec): 3 clusters Score: Raw -514650.270093 + Penalty 4035.422655 = -510614.847438 nChanged 305 SP:Iteration 2F (14896.170000 sec): 3 clusters Score: Raw -514974.702339 + Penalty 4035.422655 = -510939.279684 nChanged 222 SP:Iteration 3F (14896.180000 sec): 3 clusters Score: Raw -515257.732565 + Penalty 4035.422655 = -511222.309910 nChanged 178 SP:Iteration 4F (14896.200000 sec): 3 clusters Score: Raw -515487.115075 + Penalty 4035.422655 = -511451.692420 nChanged 191 SP:Iteration 5F (14896.210000 sec): 3 clusters Score: Raw -515760.235431 + Penalty 4035.422655 = -511724.812776 nChanged 178 SP:Iteration 6F (14896.230000 sec): 3 clusters Score: Raw -516013.960306 + Penalty 4035.422655 = -511978.537651 nChanged 177 SP:Iteration 7F (14896.240000 sec): 3 clusters Score: Raw -516275.104117 + Penalty 4035.422655 = -512239.681462 nChanged 143 SP:Iteration 8Q (14896.250000 sec): 3 clusters Score: Raw -516405.377234 + Penalty 4035.422655 = -512369.954579 nChanged 107 SP:Iteration 9Q (14896.270000 sec): 3 clusters Score: Raw -516494.959553 + Penalty 4035.422655 = -512459.536898 nChanged 78 SP:Iteration 10Q (14896.280000 sec): 3 clusters Score: Raw -516551.707864 + Penalty 4035.422655 = -512516.285209 nChanged 54 SP:Iteration 11Q (14896.290000 sec): 3 clusters Score: Raw -516592.008912 + Penalty 4035.422655 = -512556.586257 nChanged 45 SP:Iteration 12Q (14896.310000 sec): 3 clusters Score: Raw -516623.915415 + Penalty 4035.422655 = -512588.492760 nChanged 48 SP:Iteration 13Q (14896.320000 sec): 3 clusters Score: Raw -516652.874601 + Penalty 4035.422655 = -512617.451946 nChanged 28 SP:Iteration 14Q (14896.330000 sec): 3 clusters Score: Raw -516665.800806 + Penalty 4035.422655 = -512630.378151 nChanged 19 SP:Iteration 15Q (14896.350000 sec): 3 clusters Score: Raw -516676.350735 + Penalty 4035.422655 = -512640.928080 nChanged 22 SP:Iteration 16Q (14896.360000 sec): 3 clusters Score: Raw -516688.886937 + Penalty 4035.422655 = -512653.464282 nChanged 14 SP:Iteration 17Q (14896.370000 sec): 3 clusters Score: Raw -516696.508814 + Penalty 4035.422655 = -512661.086159 nChanged 17 SP:Iteration 18Q (14896.390000 sec): 3 clusters Score: Raw -516707.081579 + Penalty 4035.422655 = -512671.658924 nChanged 20 SP:Iteration 19Q (14896.400000 sec): 3 clusters Score: Raw -516719.355960 + Penalty 4035.422655 = -512683.933305 nChanged 19 SP:Iteration 20F (14896.410000 sec): 3 clusters Score: Raw -516728.262026 + Penalty 4035.422655 = -512692.839371 nChanged 14 SP:Iteration 21Q (14896.430000 sec): 3 clusters Score: Raw -516734.081517 + Penalty 4035.422655 = -512698.658862 nChanged 9 SP:Iteration 22Q (14896.440000 sec): 3 clusters Score: Raw -516738.855680 + Penalty 4035.422655 = -512703.433025 nChanged 4 SP:Iteration 23Q (14896.450000 sec): 3 clusters Score: Raw -516740.643293 + Penalty 4035.422655 = -512705.220638 nChanged 6 SP:Iteration 24Q (14896.470000 sec): 3 clusters Score: Raw -516742.514001 + Penalty 4035.422655 = -512707.091347 nChanged 8 SP:Iteration 25Q (14896.480000 sec): 3 clusters Score: Raw -516746.243323 + Penalty 4035.422655 = -512710.820668 nChanged 11 SP:Iteration 26Q (14896.490000 sec): 3 clusters Score: Raw -516751.772917 + Penalty 4035.422655 = -512716.350263 nChanged 11 SP:Iteration 27Q (14896.510000 sec): 3 clusters Score: Raw -516756.701456 + Penalty 4035.422655 = -512721.278801 nChanged 8 SP:Iteration 28Q (14896.520000 sec): 3 clusters Score: Raw -516759.499134 + Penalty 4035.422655 = -512724.076479 nChanged 2 SP:Iteration 29Q (14896.530000 sec): 3 clusters Score: Raw -516760.384797 + Penalty 4035.422655 = -512724.962142 nChanged 5 SP:Iteration 30Q (14896.540000 sec): 3 clusters Score: Raw -516761.742546 + Penalty 4035.422655 = -512726.319891 nChanged 3 SP:Iteration 31Q (14896.560000 sec): 3 clusters Score: Raw -516763.130009 + Penalty 4035.422655 = -512727.707354 nChanged 4 SP:Iteration 32Q (14896.570000 sec): 3 clusters Score: Raw -516764.779058 + Penalty 4035.422655 = -512729.356403 nChanged 3 SP:Iteration 33Q (14896.580000 sec): 3 clusters Score: Raw -516765.917779 + Penalty 4035.422655 = -512730.495124 nChanged 4 SP:Iteration 34Q (14896.590000 sec): 3 clusters Score: Raw -516767.236347 + Penalty 4035.422655 = -512731.813692 nChanged 2 SP:Iteration 35Q (14896.610000 sec): 3 clusters Score: Raw -516768.166851 + Penalty 4035.422655 = -512732.744196 nChanged 0 SP:Iteration 36F (14896.620000 sec): 3 clusters Score: Raw -516768.166851 + Penalty 4035.422655 = -512732.744196 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 39 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14896.630000 sec): 2 clusters Score: Raw -61114.396099 + Penalty 1460.441734 = -59653.954365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14896.630000 sec): 3 clusters Score: Raw -61351.109188 + Penalty 2920.883467 = -58430.225721 nChanged 61 SP:Iteration 1F (14896.630000 sec): 3 clusters Score: Raw -61503.947780 + Penalty 2920.883467 = -58583.064313 nChanged 17 SP:Iteration 2Q (14896.630000 sec): 3 clusters Score: Raw -61597.038541 + Penalty 2920.883467 = -58676.155073 nChanged 16 SP:Iteration 3Q (14896.630000 sec): 3 clusters Score: Raw -61657.984541 + Penalty 2920.883467 = -58737.101073 nChanged 5 SP:Iteration 4Q (14896.640000 sec): 3 clusters Score: Raw -61676.194722 + Penalty 2920.883467 = -58755.311254 nChanged 3 SP:Iteration 5Q (14896.640000 sec): 3 clusters Score: Raw -61680.652048 + Penalty 2920.883467 = -58759.768581 nChanged 1 SP:Iteration 6Q (14896.640000 sec): 3 clusters Score: Raw -61681.586882 + Penalty 2920.883467 = -58760.703414 nChanged 1 SP:Iteration 7Q (14896.640000 sec): 3 clusters Score: Raw -61682.541965 + Penalty 2920.883467 = -58761.658497 nChanged 2 SP:Iteration 8Q (14896.640000 sec): 3 clusters Score: Raw -61693.760095 + Penalty 2920.883467 = -58772.876628 nChanged 2 SP:Iteration 9Q (14896.650000 sec): 3 clusters Score: Raw -61699.880039 + Penalty 2920.883467 = -58778.996572 nChanged 3 SP:Iteration 10Q (14896.650000 sec): 3 clusters Score: Raw -61709.810593 + Penalty 2920.883467 = -58788.927125 nChanged 4 SP:Iteration 11Q (14896.650000 sec): 3 clusters Score: Raw -61740.000960 + Penalty 2920.883467 = -58819.117493 nChanged 8 SP:Iteration 12Q (14896.650000 sec): 3 clusters Score: Raw -61762.491228 + Penalty 2920.883467 = -58841.607761 nChanged 8 SP:Iteration 13Q (14896.650000 sec): 3 clusters Score: Raw -61796.212099 + Penalty 2920.883467 = -58875.328631 nChanged 6 SP:Iteration 14Q (14896.650000 sec): 3 clusters Score: Raw -61827.575263 + Penalty 2920.883467 = -58906.691795 nChanged 5 SP:Iteration 15Q (14896.650000 sec): 3 clusters Score: Raw -61849.023754 + Penalty 2920.883467 = -58928.140286 nChanged 5 SP:Iteration 16Q (14896.650000 sec): 3 clusters Score: Raw -61894.277890 + Penalty 2920.883467 = -58973.394423 nChanged 2 SP:Iteration 17Q (14896.650000 sec): 3 clusters Score: Raw -61910.164656 + Penalty 2920.883467 = -58989.281188 nChanged 3 SP:Iteration 18Q (14896.660000 sec): 3 clusters Score: Raw -61916.567283 + Penalty 2920.883467 = -58995.683816 nChanged 1 SP:Iteration 19Q (14896.660000 sec): 3 clusters Score: Raw -61924.667034 + Penalty 2920.883467 = -59003.783567 nChanged 1 SP:Iteration 20F (14896.660000 sec): 3 clusters Score: Raw -61936.467692 + Penalty 2920.883467 = -59015.584225 nChanged 2 SP:Iteration 21Q (14896.660000 sec): 3 clusters Score: Raw -61949.996426 + Penalty 2920.883467 = -59029.112958 nChanged 1 SP:Iteration 22Q (14896.660000 sec): 3 clusters Score: Raw -61953.460887 + Penalty 2920.883467 = -59032.577420 nChanged 0 SP:Iteration 23F (14896.660000 sec): 3 clusters Score: Raw -61953.460887 + Penalty 2920.883467 = -59032.577420 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 40 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14896.670000 sec): 2 clusters Score: Raw -20572.041949 + Penalty 1275.132562 = -19296.909387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14896.670000 sec): 3 clusters Score: Raw -20960.950448 + Penalty 2550.265124 = -18410.685324 nChanged 16 SP:Iteration 1F (14896.670000 sec): 3 clusters Score: Raw -21177.378177 + Penalty 2550.265124 = -18627.113053 nChanged 7 SP:Iteration 2Q (14896.670000 sec): 3 clusters Score: Raw -21252.100487 + Penalty 2550.265124 = -18701.835363 nChanged 4 SP:Iteration 3Q (14896.670000 sec): 3 clusters Score: Raw -21321.139871 + Penalty 2550.265124 = -18770.874747 nChanged 2 SP:Iteration 4Q (14896.670000 sec): 3 clusters Score: Raw -21332.064589 + Penalty 2550.265124 = -18781.799465 nChanged 1 SP:Iteration 5Q (14896.670000 sec): 3 clusters Score: Raw -21338.350867 + Penalty 2550.265124 = -18788.085743 nChanged 0 SP:Iteration 6F (14896.670000 sec): 3 clusters Score: Raw -21338.350867 + Penalty 2550.265124 = -18788.085743 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 41 (8921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14896.710000 sec): 2 clusters Score: Raw -1440044.870211 + Penalty 2255.848505 = -1437789.021706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14896.750000 sec): 3 clusters Score: Raw -1435326.630490 + Penalty 4511.697010 = -1430814.933479 nChanged 3697 SP:Iteration 1F (14896.790000 sec): 3 clusters Score: Raw -1437258.101042 + Penalty 4511.697010 = -1432746.404032 nChanged 605 SP:Iteration 2F (14896.830000 sec): 3 clusters Score: Raw -1437529.898272 + Penalty 4511.697010 = -1433018.201262 nChanged 436 SP:Iteration 3Q (14896.870000 sec): 3 clusters Score: Raw -1437737.859531 + Penalty 4511.697010 = -1433226.162521 nChanged 373 SP:Iteration 4Q (14896.910000 sec): 3 clusters Score: Raw -1437915.394603 + Penalty 4511.697010 = -1433403.697593 nChanged 365 SP:Iteration 5Q (14896.950000 sec): 3 clusters Score: Raw -1438088.075772 + Penalty 4511.697010 = -1433576.378762 nChanged 339 SP:Iteration 6Q (14896.980000 sec): 3 clusters Score: Raw -1438255.405548 + Penalty 4511.697010 = -1433743.708538 nChanged 357 SP:Iteration 7Q (14897.020000 sec): 3 clusters Score: Raw -1438448.936874 + Penalty 4511.697010 = -1433937.239864 nChanged 393 SP:Iteration 8Q (14897.060000 sec): 3 clusters Score: Raw -1438700.177168 + Penalty 4511.697010 = -1434188.480157 nChanged 421 SP:Iteration 9Q (14897.100000 sec): 3 clusters Score: Raw -1438959.820126 + Penalty 4511.697010 = -1434448.123115 nChanged 394 SP:Iteration 10Q (14897.140000 sec): 3 clusters Score: Raw -1439201.502779 + Penalty 4511.697010 = -1434689.805769 nChanged 361 SP:Iteration 11Q (14897.180000 sec): 3 clusters Score: Raw -1439418.466914 + Penalty 4511.697010 = -1434906.769903 nChanged 306 SP:Iteration 12Q (14897.210000 sec): 3 clusters Score: Raw -1439595.245037 + Penalty 4511.697010 = -1435083.548027 nChanged 240 SP:Iteration 13Q (14897.250000 sec): 3 clusters Score: Raw -1439721.887841 + Penalty 4511.697010 = -1435210.190831 nChanged 193 SP:Iteration 14Q (14897.290000 sec): 3 clusters Score: Raw -1439823.274323 + Penalty 4511.697010 = -1435311.577313 nChanged 199 SP:Iteration 15Q (14897.330000 sec): 3 clusters Score: Raw -1439931.497349 + Penalty 4511.697010 = -1435419.800339 nChanged 166 SP:Iteration 16Q (14897.370000 sec): 3 clusters Score: Raw -1440013.986503 + Penalty 4511.697010 = -1435502.289493 nChanged 143 SP:Iteration 17Q (14897.400000 sec): 3 clusters Score: Raw -1440078.978912 + Penalty 4511.697010 = -1435567.281902 nChanged 104 SP:Iteration 18Q (14897.440000 sec): 3 clusters Score: Raw -1440122.679671 + Penalty 4511.697010 = -1435610.982661 nChanged 78 SP:Iteration 19Q (14897.480000 sec): 3 clusters Score: Raw -1440154.093561 + Penalty 4511.697010 = -1435642.396551 nChanged 65 SP:Iteration 20F (14897.510000 sec): 3 clusters Score: Raw -1440179.247612 + Penalty 4511.697010 = -1435667.550602 nChanged 58 SP:Iteration 21Q (14897.550000 sec): 3 clusters Score: Raw -1440203.930830 + Penalty 4511.697010 = -1435692.233820 nChanged 59 SP:Iteration 22Q (14897.590000 sec): 3 clusters Score: Raw -1440233.211816 + Penalty 4511.697010 = -1435721.514806 nChanged 54 SP:Iteration 23Q (14897.630000 sec): 3 clusters Score: Raw -1440265.825656 + Penalty 4511.697010 = -1435754.128646 nChanged 61 SP:Iteration 24Q (14897.660000 sec): 3 clusters Score: Raw -1440302.459805 + Penalty 4511.697010 = -1435790.762795 nChanged 56 SP:Iteration 25Q (14897.700000 sec): 3 clusters Score: Raw -1440344.467505 + Penalty 4511.697010 = -1435832.770495 nChanged 57 SP:Iteration 26Q (14897.730000 sec): 3 clusters Score: Raw -1440382.952852 + Penalty 4511.697010 = -1435871.255842 nChanged 43 SP:Iteration 27Q (14897.770000 sec): 3 clusters Score: Raw -1440406.615223 + Penalty 4511.697010 = -1435894.918213 nChanged 43 SP:Iteration 28Q (14897.800000 sec): 3 clusters Score: Raw -1440429.055939 + Penalty 4511.697010 = -1435917.358929 nChanged 41 SP:Iteration 29Q (14897.840000 sec): 3 clusters Score: Raw -1440449.247381 + Penalty 4511.697010 = -1435937.550371 nChanged 29 SP:Iteration 30Q (14897.870000 sec): 3 clusters Score: Raw -1440464.735753 + Penalty 4511.697010 = -1435953.038743 nChanged 24 SP:Iteration 31Q (14897.910000 sec): 3 clusters Score: Raw -1440475.974367 + Penalty 4511.697010 = -1435964.277357 nChanged 25 SP:Iteration 32Q (14897.940000 sec): 3 clusters Score: Raw -1440487.511273 + Penalty 4511.697010 = -1435975.814263 nChanged 14 SP:Iteration 33Q (14897.970000 sec): 3 clusters Score: Raw -1440493.626101 + Penalty 4511.697010 = -1435981.929091 nChanged 11 SP:Iteration 34Q (14898.010000 sec): 3 clusters Score: Raw -1440498.730355 + Penalty 4511.697010 = -1435987.033345 nChanged 15 SP:Iteration 35Q (14898.040000 sec): 3 clusters Score: Raw -1440507.639473 + Penalty 4511.697010 = -1435995.942463 nChanged 14 SP:Iteration 36Q (14898.070000 sec): 3 clusters Score: Raw -1440514.135152 + Penalty 4511.697010 = -1436002.438142 nChanged 15 SP:Iteration 37Q (14898.110000 sec): 3 clusters Score: Raw -1440521.160043 + Penalty 4511.697010 = -1436009.463033 nChanged 9 SP:Iteration 38Q (14898.140000 sec): 3 clusters Score: Raw -1440524.400374 + Penalty 4511.697010 = -1436012.703364 nChanged 10 SP:Iteration 39Q (14898.170000 sec): 3 clusters Score: Raw -1440528.725903 + Penalty 4511.697010 = -1436017.028893 nChanged 10 SP:Iteration 40F (14898.210000 sec): 3 clusters Score: Raw -1440533.933529 + Penalty 4511.697010 = -1436022.236519 nChanged 6 SP:Iteration 41Q (14898.240000 sec): 3 clusters Score: Raw -1440536.498764 + Penalty 4511.697010 = -1436024.801754 nChanged 5 SP:Iteration 42Q (14898.270000 sec): 3 clusters Score: Raw -1440538.436156 + Penalty 4511.697010 = -1436026.739145 nChanged 5 SP:Iteration 43Q (14898.310000 sec): 3 clusters Score: Raw -1440539.927797 + Penalty 4511.697010 = -1436028.230787 nChanged 1 SP:Iteration 44Q (14898.340000 sec): 3 clusters Score: Raw -1440540.278910 + Penalty 4511.697010 = -1436028.581899 nChanged 1 SP:Iteration 45Q (14898.370000 sec): 3 clusters Score: Raw -1440541.031455 + Penalty 4511.697010 = -1436029.334445 nChanged 2 SP:Iteration 46Q (14898.410000 sec): 3 clusters Score: Raw -1440541.731176 + Penalty 4511.697010 = -1436030.034166 nChanged 1 SP:Iteration 47Q (14898.440000 sec): 3 clusters Score: Raw -1440542.562687 + Penalty 4511.697010 = -1436030.865677 nChanged 2 SP:Iteration 48Q (14898.470000 sec): 3 clusters Score: Raw -1440543.835919 + Penalty 4511.697010 = -1436032.138909 nChanged 2 SP:Iteration 49Q (14898.510000 sec): 3 clusters Score: Raw -1440544.393033 + Penalty 4511.697010 = -1436032.696023 nChanged 0 SP:Iteration 50F (14898.540000 sec): 3 clusters Score: Raw -1440544.393033 + Penalty 4511.697010 = -1436032.696023 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 42 (690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14898.550000 sec): 2 clusters Score: Raw -105882.437996 + Penalty 1621.099516 = -104261.338480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14898.560000 sec): 3 clusters Score: Raw -105795.901137 + Penalty 3242.199032 = -102553.702105 nChanged 140 SP:Iteration 1F (14898.560000 sec): 3 clusters Score: Raw -106007.589735 + Penalty 3242.199032 = -102765.390703 nChanged 41 SP:Iteration 2F (14898.560000 sec): 3 clusters Score: Raw -106069.902253 + Penalty 3242.199032 = -102827.703221 nChanged 18 SP:Iteration 3Q (14898.570000 sec): 3 clusters Score: Raw -106100.072145 + Penalty 3242.199032 = -102857.873113 nChanged 8 SP:Iteration 4Q (14898.570000 sec): 3 clusters Score: Raw -106113.445095 + Penalty 3242.199032 = -102871.246063 nChanged 5 SP:Iteration 5Q (14898.570000 sec): 3 clusters Score: Raw -106121.960524 + Penalty 3242.199032 = -102879.761492 nChanged 3 SP:Iteration 6Q (14898.580000 sec): 3 clusters Score: Raw -106127.044080 + Penalty 3242.199032 = -102884.845048 nChanged 3 SP:Iteration 7Q (14898.580000 sec): 3 clusters Score: Raw -106130.502874 + Penalty 3242.199032 = -102888.303842 nChanged 1 SP:Iteration 8Q (14898.580000 sec): 3 clusters Score: Raw -106131.391468 + Penalty 3242.199032 = -102889.192436 nChanged 0 SP:Iteration 9F (14898.590000 sec): 3 clusters Score: Raw -106131.391468 + Penalty 3242.199032 = -102889.192436 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 43 (13344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14898.650000 sec): 2 clusters Score: Raw -2242636.208411 + Penalty 2355.707887 = -2240280.500524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14898.700000 sec): 3 clusters Score: Raw -2235140.857344 + Penalty 4711.415774 = -2230429.441570 nChanged 5717 SP:Iteration 1F (14898.760000 sec): 3 clusters Score: Raw -2238179.912142 + Penalty 4711.415774 = -2233468.496368 nChanged 832 SP:Iteration 2F (14898.810000 sec): 3 clusters Score: Raw -2238565.688025 + Penalty 4711.415774 = -2233854.272251 nChanged 710 SP:Iteration 3F (14898.870000 sec): 3 clusters Score: Raw -2238884.538670 + Penalty 4711.415774 = -2234173.122897 nChanged 648 SP:Iteration 4Q (14898.930000 sec): 3 clusters Score: Raw -2239187.399875 + Penalty 4711.415774 = -2234475.984101 nChanged 571 SP:Iteration 5Q (14898.990000 sec): 3 clusters Score: Raw -2239445.545668 + Penalty 4711.415774 = -2234734.129894 nChanged 533 SP:Iteration 6Q (14899.050000 sec): 3 clusters Score: Raw -2239671.140064 + Penalty 4711.415774 = -2234959.724291 nChanged 521 SP:Iteration 7Q (14899.100000 sec): 3 clusters Score: Raw -2239886.325903 + Penalty 4711.415774 = -2235174.910129 nChanged 481 SP:Iteration 8Q (14899.160000 sec): 3 clusters Score: Raw -2240096.436853 + Penalty 4711.415774 = -2235385.021079 nChanged 497 SP:Iteration 9Q (14899.220000 sec): 3 clusters Score: Raw -2240342.774084 + Penalty 4711.415774 = -2235631.358310 nChanged 511 SP:Iteration 10Q (14899.280000 sec): 3 clusters Score: Raw -2240609.196587 + Penalty 4711.415774 = -2235897.780813 nChanged 501 SP:Iteration 11Q (14899.330000 sec): 3 clusters Score: Raw -2240892.805013 + Penalty 4711.415774 = -2236181.389239 nChanged 514 SP:Iteration 12Q (14899.390000 sec): 3 clusters Score: Raw -2241203.580627 + Penalty 4711.415774 = -2236492.164853 nChanged 490 SP:Iteration 13Q (14899.450000 sec): 3 clusters Score: Raw -2241509.468255 + Penalty 4711.415774 = -2236798.052481 nChanged 500 SP:Iteration 14Q (14899.510000 sec): 3 clusters Score: Raw -2241823.869877 + Penalty 4711.415774 = -2237112.454103 nChanged 436 SP:Iteration 15Q (14899.570000 sec): 3 clusters Score: Raw -2242105.200310 + Penalty 4711.415774 = -2237393.784536 nChanged 354 SP:Iteration 16Q (14899.630000 sec): 3 clusters Score: Raw -2242351.220873 + Penalty 4711.415774 = -2237639.805099 nChanged 310 SP:Iteration 17Q (14899.680000 sec): 3 clusters Score: Raw -2242539.984269 + Penalty 4711.415774 = -2237828.568495 nChanged 241 SP:Iteration 18Q (14899.740000 sec): 3 clusters Score: Raw -2242668.317714 + Penalty 4711.415774 = -2237956.901940 nChanged 196 SP:Iteration 19Q (14899.790000 sec): 3 clusters Score: Raw -2242769.763596 + Penalty 4711.415774 = -2238058.347822 nChanged 166 SP:Iteration 20F (14899.850000 sec): 3 clusters Score: Raw -2242838.536107 + Penalty 4711.415774 = -2238127.120333 nChanged 105 SP:Iteration 21Q (14899.890000 sec): 3 clusters Score: Raw -2242877.916081 + Penalty 4711.415774 = -2238166.500307 nChanged 86 SP:Iteration 22Q (14899.950000 sec): 3 clusters Score: Raw -2242913.300888 + Penalty 4711.415774 = -2238201.885114 nChanged 96 SP:Iteration 23Q (14899.990000 sec): 3 clusters Score: Raw -2242953.012732 + Penalty 4711.415774 = -2238241.596959 nChanged 81 SP:Iteration 24Q (14900.050000 sec): 3 clusters Score: Raw -2242981.720627 + Penalty 4711.415774 = -2238270.304853 nChanged 57 SP:Iteration 25Q (14900.090000 sec): 3 clusters Score: Raw -2243002.910480 + Penalty 4711.415774 = -2238291.494706 nChanged 62 SP:Iteration 26Q (14900.150000 sec): 3 clusters Score: Raw -2243022.449148 + Penalty 4711.415774 = -2238311.033374 nChanged 45 SP:Iteration 27Q (14900.190000 sec): 3 clusters Score: Raw -2243033.703970 + Penalty 4711.415774 = -2238322.288196 nChanged 31 SP:Iteration 28Q (14900.250000 sec): 3 clusters Score: Raw -2243041.160208 + Penalty 4711.415774 = -2238329.744434 nChanged 25 SP:Iteration 29Q (14900.290000 sec): 3 clusters Score: Raw -2243047.542905 + Penalty 4711.415774 = -2238336.127131 nChanged 24 SP:Iteration 30Q (14900.340000 sec): 3 clusters Score: Raw -2243052.957886 + Penalty 4711.415774 = -2238341.542113 nChanged 8 SP:Iteration 31Q (14900.390000 sec): 3 clusters Score: Raw -2243054.505267 + Penalty 4711.415774 = -2238343.089493 nChanged 9 SP:Iteration 32Q (14900.440000 sec): 3 clusters Score: Raw -2243056.701683 + Penalty 4711.415774 = -2238345.285909 nChanged 10 SP:Iteration 33Q (14900.490000 sec): 3 clusters Score: Raw -2243058.925648 + Penalty 4711.415774 = -2238347.509874 nChanged 6 SP:Iteration 34Q (14900.530000 sec): 3 clusters Score: Raw -2243060.455690 + Penalty 4711.415774 = -2238349.039916 nChanged 7 SP:Iteration 35Q (14900.580000 sec): 3 clusters Score: Raw -2243062.160562 + Penalty 4711.415774 = -2238350.744788 nChanged 8 SP:Iteration 36Q (14900.630000 sec): 3 clusters Score: Raw -2243064.309897 + Penalty 4711.415774 = -2238352.894123 nChanged 6 SP:Iteration 37Q (14900.680000 sec): 3 clusters Score: Raw -2243065.274714 + Penalty 4711.415774 = -2238353.858940 nChanged 2 SP:Iteration 38Q (14900.730000 sec): 3 clusters Score: Raw -2243065.776419 + Penalty 4711.415774 = -2238354.360646 nChanged 3 SP:Iteration 39Q (14900.780000 sec): 3 clusters Score: Raw -2243066.366969 + Penalty 4711.415774 = -2238354.951195 nChanged 3 SP:Iteration 40F (14900.830000 sec): 3 clusters Score: Raw -2243067.056840 + Penalty 4711.415774 = -2238355.641066 nChanged 3 SP:Iteration 41Q (14900.880000 sec): 3 clusters Score: Raw -2243067.715241 + Penalty 4711.415774 = -2238356.299467 nChanged 4 SP:Iteration 42Q (14900.930000 sec): 3 clusters Score: Raw -2243068.987704 + Penalty 4711.415774 = -2238357.571930 nChanged 2 SP:Iteration 43Q (14900.980000 sec): 3 clusters Score: Raw -2243069.599339 + Penalty 4711.415774 = -2238358.183565 nChanged 5 SP:Iteration 44Q (14901.030000 sec): 3 clusters Score: Raw -2243070.626776 + Penalty 4711.415774 = -2238359.211002 nChanged 3 SP:Iteration 45Q (14901.080000 sec): 3 clusters Score: Raw -2243071.123682 + Penalty 4711.415774 = -2238359.707909 nChanged 3 SP:Iteration 46Q (14901.130000 sec): 3 clusters Score: Raw -2243071.460789 + Penalty 4711.415774 = -2238360.045015 nChanged 1 SP:Iteration 47Q (14901.170000 sec): 3 clusters Score: Raw -2243071.602740 + Penalty 4711.415774 = -2238360.186966 nChanged 0 SP:Iteration 48F (14901.230000 sec): 3 clusters Score: Raw -2243071.602740 + Penalty 4711.415774 = -2238360.186966 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 44 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14901.240000 sec): 2 clusters Score: Raw -16213.627015 + Penalty 1176.743168 = -15036.883847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14901.240000 sec): 3 clusters Score: Raw -16623.689297 + Penalty 2353.486336 = -14270.202961 nChanged 2 SP:Iteration 1Q (14901.240000 sec): 3 clusters Score: Raw -16636.659437 + Penalty 2353.486336 = -14283.173101 nChanged 1 SP:Iteration 2Q (14901.240000 sec): 3 clusters Score: Raw -16649.746153 + Penalty 2353.486336 = -14296.259817 nChanged 0 SP:Iteration 3F (14901.240000 sec): 3 clusters Score: Raw -16649.746153 + Penalty 2353.486336 = -14296.259817 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 45 (537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14901.250000 sec): 2 clusters Score: Raw -81002.518010 + Penalty 1558.927527 = -79443.590482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14901.250000 sec): 3 clusters Score: Raw -80980.061309 + Penalty 3117.855055 = -77862.206254 nChanged 96 SP:Iteration 1F (14901.250000 sec): 3 clusters Score: Raw -81143.097332 + Penalty 3117.855055 = -78025.242278 nChanged 30 SP:Iteration 2F (14901.260000 sec): 3 clusters Score: Raw -81223.229675 + Penalty 3117.855055 = -78105.374621 nChanged 14 SP:Iteration 3Q (14901.260000 sec): 3 clusters Score: Raw -81257.000119 + Penalty 3117.855055 = -78139.145065 nChanged 6 SP:Iteration 4Q (14901.260000 sec): 3 clusters Score: Raw -81274.837388 + Penalty 3117.855055 = -78156.982333 nChanged 6 SP:Iteration 5Q (14901.260000 sec): 3 clusters Score: Raw -81292.472105 + Penalty 3117.855055 = -78174.617050 nChanged 6 SP:Iteration 6Q (14901.270000 sec): 3 clusters Score: Raw -81305.517792 + Penalty 3117.855055 = -78187.662737 nChanged 0 SP:Iteration 7F (14901.270000 sec): 3 clusters Score: Raw -81305.517792 + Penalty 3117.855055 = -78187.662737 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 46 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14901.270000 sec): 2 clusters Score: Raw -18614.267093 + Penalty 1203.303505 = -17410.963587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14901.270000 sec): 3 clusters Score: Raw -18903.837785 + Penalty 2406.607011 = -16497.230774 nChanged 2 SP:Iteration 1Q (14901.270000 sec): 3 clusters Score: Raw -18916.315429 + Penalty 2406.607011 = -16509.708418 nChanged 0 SP:Iteration 2F (14901.270000 sec): 3 clusters Score: Raw -18916.315429 + Penalty 2406.607011 = -16509.708418 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 47 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14901.280000 sec): 2 clusters Score: Raw -38015.435755 + Penalty 1410.369888 = -36605.065866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14901.280000 sec): 3 clusters Score: Raw -38237.098231 + Penalty 2820.739777 = -35416.358454 nChanged 55 SP:Iteration 1F (14901.280000 sec): 3 clusters Score: Raw -38493.878089 + Penalty 2820.739777 = -35673.138312 nChanged 22 SP:Iteration 2F (14901.290000 sec): 3 clusters Score: Raw -38604.353542 + Penalty 2820.739777 = -35783.613765 nChanged 7 SP:Iteration 3Q (14901.290000 sec): 3 clusters Score: Raw -38660.182927 + Penalty 2820.739777 = -35839.443150 nChanged 4 SP:Iteration 4Q (14901.290000 sec): 3 clusters Score: Raw -38675.496703 + Penalty 2820.739777 = -35854.756926 nChanged 1 SP:Iteration 5Q (14901.290000 sec): 3 clusters Score: Raw -38677.053966 + Penalty 2820.739777 = -35856.314189 nChanged 0 SP:Iteration 6F (14901.290000 sec): 3 clusters Score: Raw -38677.053966 + Penalty 2820.739777 = -35856.314189 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 48 (1571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14901.300000 sec): 2 clusters Score: Raw -239536.560666 + Penalty 1825.147974 = -237711.412692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14901.310000 sec): 3 clusters Score: Raw -239070.265778 + Penalty 3650.295949 = -235419.969829 nChanged 466 SP:Iteration 1F (14901.310000 sec): 3 clusters Score: Raw -239479.875033 + Penalty 3650.295949 = -235829.579084 nChanged 110 SP:Iteration 2F (14901.320000 sec): 3 clusters Score: Raw -239609.736277 + Penalty 3650.295949 = -235959.440329 nChanged 70 SP:Iteration 3Q (14901.330000 sec): 3 clusters Score: Raw -239692.978701 + Penalty 3650.295949 = -236042.682753 nChanged 56 SP:Iteration 4Q (14901.330000 sec): 3 clusters Score: Raw -239751.541461 + Penalty 3650.295949 = -236101.245512 nChanged 42 SP:Iteration 5Q (14901.340000 sec): 3 clusters Score: Raw -239797.073441 + Penalty 3650.295949 = -236146.777493 nChanged 33 SP:Iteration 6Q (14901.350000 sec): 3 clusters Score: Raw -239843.586799 + Penalty 3650.295949 = -236193.290850 nChanged 30 SP:Iteration 7Q (14901.350000 sec): 3 clusters Score: Raw -239872.105883 + Penalty 3650.295949 = -236221.809935 nChanged 21 SP:Iteration 8Q (14901.360000 sec): 3 clusters Score: Raw -239892.657734 + Penalty 3650.295949 = -236242.361786 nChanged 20 SP:Iteration 9Q (14901.370000 sec): 3 clusters Score: Raw -239912.002285 + Penalty 3650.295949 = -236261.706337 nChanged 20 SP:Iteration 10Q (14901.370000 sec): 3 clusters Score: Raw -239932.639211 + Penalty 3650.295949 = -236282.343263 nChanged 20 SP:Iteration 11Q (14901.380000 sec): 3 clusters Score: Raw -239952.577644 + Penalty 3650.295949 = -236302.281695 nChanged 19 SP:Iteration 12Q (14901.390000 sec): 3 clusters Score: Raw -239973.447679 + Penalty 3650.295949 = -236323.151730 nChanged 14 SP:Iteration 13Q (14901.390000 sec): 3 clusters Score: Raw -239989.440511 + Penalty 3650.295949 = -236339.144562 nChanged 11 SP:Iteration 14Q (14901.400000 sec): 3 clusters Score: Raw -239996.016151 + Penalty 3650.295949 = -236345.720203 nChanged 3 SP:Iteration 15Q (14901.410000 sec): 3 clusters Score: Raw -239998.424277 + Penalty 3650.295949 = -236348.128328 nChanged 5 SP:Iteration 16Q (14901.410000 sec): 3 clusters Score: Raw -240002.637679 + Penalty 3650.295949 = -236352.341731 nChanged 4 SP:Iteration 17Q (14901.420000 sec): 3 clusters Score: Raw -240005.069747 + Penalty 3650.295949 = -236354.773798 nChanged 1 SP:Iteration 18Q (14901.430000 sec): 3 clusters Score: Raw -240006.342294 + Penalty 3650.295949 = -236356.046345 nChanged 0 SP:Iteration 19F (14901.430000 sec): 3 clusters Score: Raw -240006.342294 + Penalty 3650.295949 = -236356.046345 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 49 (33752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14901.570000 sec): 2 clusters Score: Raw -5451903.790890 + Penalty 2585.845149 = -5449317.945741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14901.730000 sec): 3 clusters Score: Raw -5431638.045251 + Penalty 5171.690297 = -5426466.354954 nChanged 15184 SP:Iteration 1F (14901.880000 sec): 3 clusters Score: Raw -5439704.717346 + Penalty 5171.690297 = -5434533.027049 nChanged 1513 SP:Iteration 2Q (14902.040000 sec): 3 clusters Score: Raw -5440162.762553 + Penalty 5171.690297 = -5434991.072256 nChanged 1347 SP:Iteration 3Q (14902.190000 sec): 3 clusters Score: Raw -5440569.195196 + Penalty 5171.690297 = -5435397.504899 nChanged 1293 SP:Iteration 4Q (14902.350000 sec): 3 clusters Score: Raw -5440952.788773 + Penalty 5171.690297 = -5435781.098476 nChanged 1237 SP:Iteration 5Q (14902.510000 sec): 3 clusters Score: Raw -5441351.612861 + Penalty 5171.690297 = -5436179.922564 nChanged 1237 SP:Iteration 6Q (14902.670000 sec): 3 clusters Score: Raw -5441879.574278 + Penalty 5171.690297 = -5436707.883981 nChanged 1403 SP:Iteration 7Q (14902.820000 sec): 3 clusters Score: Raw -5442652.980933 + Penalty 5171.690297 = -5437481.290636 nChanged 1639 SP:Iteration 8Q (14902.980000 sec): 3 clusters Score: Raw -5443776.927806 + Penalty 5171.690297 = -5438605.237509 nChanged 1843 SP:Iteration 9F (14903.130000 sec): 3 clusters Score: Raw -5445140.451581 + Penalty 5171.690297 = -5439968.761284 nChanged 1868 SP:Iteration 10F (14903.290000 sec): 3 clusters Score: Raw -5446439.924926 + Penalty 5171.690297 = -5441268.234629 nChanged 1686 SP:Iteration 11Q (14903.430000 sec): 3 clusters Score: Raw -5447537.588597 + Penalty 5171.690297 = -5442365.898300 nChanged 1552 SP:Iteration 12Q (14903.590000 sec): 3 clusters Score: Raw -5448385.562234 + Penalty 5171.690297 = -5443213.871937 nChanged 1308 SP:Iteration 13Q (14903.730000 sec): 3 clusters Score: Raw -5449040.431278 + Penalty 5171.690297 = -5443868.740980 nChanged 1101 SP:Iteration 14Q (14903.880000 sec): 3 clusters Score: Raw -5449545.425503 + Penalty 5171.690297 = -5444373.735206 nChanged 922 SP:Iteration 15Q (14904.020000 sec): 3 clusters Score: Raw -5449927.228495 + Penalty 5171.690297 = -5444755.538198 nChanged 794 SP:Iteration 16Q (14904.160000 sec): 3 clusters Score: Raw -5450242.421344 + Penalty 5171.690297 = -5445070.731047 nChanged 684 SP:Iteration 17Q (14904.300000 sec): 3 clusters Score: Raw -5450509.350728 + Penalty 5171.690297 = -5445337.660431 nChanged 608 SP:Iteration 18Q (14904.440000 sec): 3 clusters Score: Raw -5450741.787848 + Penalty 5171.690297 = -5445570.097551 nChanged 504 SP:Iteration 19Q (14904.580000 sec): 3 clusters Score: Raw -5450909.178075 + Penalty 5171.690297 = -5445737.487778 nChanged 448 SP:Iteration 20F (14904.730000 sec): 3 clusters Score: Raw -5451059.446099 + Penalty 5171.690297 = -5445887.755802 nChanged 401 SP:Iteration 21Q (14904.870000 sec): 3 clusters Score: Raw -5451190.022980 + Penalty 5171.690297 = -5446018.332683 nChanged 383 SP:Iteration 22Q (14905.000000 sec): 3 clusters Score: Raw -5451311.330229 + Penalty 5171.690297 = -5446139.639932 nChanged 348 SP:Iteration 23Q (14905.130000 sec): 3 clusters Score: Raw -5451416.055882 + Penalty 5171.690297 = -5446244.365584 nChanged 322 SP:Iteration 24Q (14905.270000 sec): 3 clusters Score: Raw -5451497.864916 + Penalty 5171.690297 = -5446326.174619 nChanged 280 SP:Iteration 25Q (14905.400000 sec): 3 clusters Score: Raw -5451562.810740 + Penalty 5171.690297 = -5446391.120443 nChanged 226 SP:Iteration 26Q (14905.530000 sec): 3 clusters Score: Raw -5451612.885846 + Penalty 5171.690297 = -5446441.195549 nChanged 201 SP:Iteration 27Q (14905.660000 sec): 3 clusters Score: Raw -5451653.502618 + Penalty 5171.690297 = -5446481.812321 nChanged 176 SP:Iteration 28Q (14905.780000 sec): 3 clusters Score: Raw -5451687.434114 + Penalty 5171.690297 = -5446515.743817 nChanged 166 SP:Iteration 29Q (14905.910000 sec): 3 clusters Score: Raw -5451721.722602 + Penalty 5171.690297 = -5446550.032305 nChanged 168 SP:Iteration 30Q (14906.040000 sec): 3 clusters Score: Raw -5451757.288484 + Penalty 5171.690297 = -5446585.598186 nChanged 168 SP:Iteration 31Q (14906.160000 sec): 3 clusters Score: Raw -5451790.578806 + Penalty 5171.690297 = -5446618.888509 nChanged 154 SP:Iteration 32Q (14906.290000 sec): 3 clusters Score: Raw -5451821.393865 + Penalty 5171.690297 = -5446649.703568 nChanged 143 SP:Iteration 33Q (14906.420000 sec): 3 clusters Score: Raw -5451850.161000 + Penalty 5171.690297 = -5446678.470702 nChanged 126 SP:Iteration 34Q (14906.550000 sec): 3 clusters Score: Raw -5451874.039036 + Penalty 5171.690297 = -5446702.348739 nChanged 123 SP:Iteration 35Q (14906.670000 sec): 3 clusters Score: Raw -5451898.951905 + Penalty 5171.690297 = -5446727.261608 nChanged 113 SP:Iteration 36Q (14906.790000 sec): 3 clusters Score: Raw -5451921.653057 + Penalty 5171.690297 = -5446749.962760 nChanged 109 SP:Iteration 37Q (14906.920000 sec): 3 clusters Score: Raw -5451943.771584 + Penalty 5171.690297 = -5446772.081287 nChanged 116 SP:Iteration 38Q (14907.050000 sec): 3 clusters Score: Raw -5451965.833746 + Penalty 5171.690297 = -5446794.143449 nChanged 117 SP:Iteration 39Q (14907.170000 sec): 3 clusters Score: Raw -5451990.669039 + Penalty 5171.690297 = -5446818.978742 nChanged 113 SP:Iteration 40F (14907.320000 sec): 3 clusters Score: Raw -5452016.334947 + Penalty 5171.690297 = -5446844.644650 nChanged 111 SP:Iteration 41Q (14907.450000 sec): 3 clusters Score: Raw -5452039.557838 + Penalty 5171.690297 = -5446867.867541 nChanged 109 SP:Iteration 42Q (14907.570000 sec): 3 clusters Score: Raw -5452061.228092 + Penalty 5171.690297 = -5446889.537795 nChanged 90 SP:Iteration 43Q (14907.690000 sec): 3 clusters Score: Raw -5452077.441800 + Penalty 5171.690297 = -5446905.751503 nChanged 87 SP:Iteration 44Q (14907.820000 sec): 3 clusters Score: Raw -5452091.846650 + Penalty 5171.690297 = -5446920.156353 nChanged 79 SP:Iteration 45Q (14907.940000 sec): 3 clusters Score: Raw -5452106.076134 + Penalty 5171.690297 = -5446934.385837 nChanged 70 SP:Iteration 46Q (14908.070000 sec): 3 clusters Score: Raw -5452119.473581 + Penalty 5171.690297 = -5446947.783284 nChanged 72 SP:Iteration 47Q (14908.190000 sec): 3 clusters Score: Raw -5452131.596543 + Penalty 5171.690297 = -5446959.906246 nChanged 72 SP:Iteration 48Q (14908.310000 sec): 3 clusters Score: Raw -5452143.656217 + Penalty 5171.690297 = -5446971.965920 nChanged 54 SP:Iteration 49Q (14908.430000 sec): 3 clusters Score: Raw -5452153.968102 + Penalty 5171.690297 = -5446982.277805 nChanged 59 SP:Iteration 50Q (14908.550000 sec): 3 clusters Score: Raw -5452166.245841 + Penalty 5171.690297 = -5446994.555544 nChanged 61 SP:Iteration 51Q (14908.670000 sec): 3 clusters Score: Raw -5452178.608438 + Penalty 5171.690297 = -5447006.918141 nChanged 53 SP:Iteration 52Q (14908.790000 sec): 3 clusters Score: Raw -5452187.430054 + Penalty 5171.690297 = -5447015.739757 nChanged 51 SP:Iteration 53Q (14908.910000 sec): 3 clusters Score: Raw -5452195.773483 + Penalty 5171.690297 = -5447024.083186 nChanged 39 SP:Iteration 54Q (14909.040000 sec): 3 clusters Score: Raw -5452203.203302 + Penalty 5171.690297 = -5447031.513005 nChanged 55 SP:Iteration 55Q (14909.160000 sec): 3 clusters Score: Raw -5452213.687926 + Penalty 5171.690297 = -5447041.997629 nChanged 64 SP:Iteration 56Q (14909.280000 sec): 3 clusters Score: Raw -5452225.122091 + Penalty 5171.690297 = -5447053.431794 nChanged 52 SP:Iteration 57Q (14909.400000 sec): 3 clusters Score: Raw -5452233.746722 + Penalty 5171.690297 = -5447062.056425 nChanged 46 SP:Iteration 58Q (14909.520000 sec): 3 clusters Score: Raw -5452242.449027 + Penalty 5171.690297 = -5447070.758730 nChanged 44 SP:Iteration 59Q (14909.640000 sec): 3 clusters Score: Raw -5452252.083118 + Penalty 5171.690297 = -5447080.392821 nChanged 42 SP:Iteration 60F (14909.790000 sec): 3 clusters Score: Raw -5452260.960535 + Penalty 5171.690297 = -5447089.270238 nChanged 45 SP:Iteration 61Q (14909.910000 sec): 3 clusters Score: Raw -5452270.646047 + Penalty 5171.690297 = -5447098.955750 nChanged 58 SP:Iteration 62Q (14910.030000 sec): 3 clusters Score: Raw -5452284.458819 + Penalty 5171.690297 = -5447112.768522 nChanged 62 SP:Iteration 63Q (14910.150000 sec): 3 clusters Score: Raw -5452297.563456 + Penalty 5171.690297 = -5447125.873159 nChanged 47 SP:Iteration 64Q (14910.280000 sec): 3 clusters Score: Raw -5452308.424691 + Penalty 5171.690297 = -5447136.734393 nChanged 56 SP:Iteration 65Q (14910.400000 sec): 3 clusters Score: Raw -5452321.051651 + Penalty 5171.690297 = -5447149.361354 nChanged 46 SP:Iteration 66Q (14910.510000 sec): 3 clusters Score: Raw -5452331.281075 + Penalty 5171.690297 = -5447159.590778 nChanged 49 SP:Iteration 67Q (14910.630000 sec): 3 clusters Score: Raw -5452341.848784 + Penalty 5171.690297 = -5447170.158487 nChanged 42 SP:Iteration 68Q (14910.750000 sec): 3 clusters Score: Raw -5452349.713265 + Penalty 5171.690297 = -5447178.022968 nChanged 35 SP:Iteration 69Q (14910.880000 sec): 3 clusters Score: Raw -5452356.584727 + Penalty 5171.690297 = -5447184.894429 nChanged 29 SP:Iteration 70Q (14911.000000 sec): 3 clusters Score: Raw -5452363.360641 + Penalty 5171.690297 = -5447191.670344 nChanged 36 SP:Iteration 71Q (14911.110000 sec): 3 clusters Score: Raw -5452373.460137 + Penalty 5171.690297 = -5447201.769839 nChanged 43 SP:Iteration 72Q (14911.230000 sec): 3 clusters Score: Raw -5452382.993413 + Penalty 5171.690297 = -5447211.303116 nChanged 33 SP:Iteration 73Q (14911.350000 sec): 3 clusters Score: Raw -5452389.097281 + Penalty 5171.690297 = -5447217.406984 nChanged 27 SP:Iteration 74Q (14911.470000 sec): 3 clusters Score: Raw -5452394.002709 + Penalty 5171.690297 = -5447222.312412 nChanged 18 SP:Iteration 75Q (14911.590000 sec): 3 clusters Score: Raw -5452397.113829 + Penalty 5171.690297 = -5447225.423532 nChanged 12 SP:Iteration 76Q (14911.710000 sec): 3 clusters Score: Raw -5452399.413942 + Penalty 5171.690297 = -5447227.723645 nChanged 14 SP:Iteration 77Q (14911.820000 sec): 3 clusters Score: Raw -5452401.890022 + Penalty 5171.690297 = -5447230.199725 nChanged 13 SP:Iteration 78Q (14911.940000 sec): 3 clusters Score: Raw -5452404.049629 + Penalty 5171.690297 = -5447232.359332 nChanged 20 SP:Iteration 79Q (14912.060000 sec): 3 clusters Score: Raw -5452407.583850 + Penalty 5171.690297 = -5447235.893553 nChanged 20 SP:Iteration 80F (14912.210000 sec): 3 clusters Score: Raw -5452411.451955 + Penalty 5171.690297 = -5447239.761658 nChanged 16 SP:Iteration 81Q (14912.330000 sec): 3 clusters Score: Raw -5452414.481823 + Penalty 5171.690297 = -5447242.791525 nChanged 17 SP:Iteration 82Q (14912.450000 sec): 3 clusters Score: Raw -5452417.430853 + Penalty 5171.690297 = -5447245.740556 nChanged 10 SP:Iteration 83Q (14912.570000 sec): 3 clusters Score: Raw -5452419.173628 + Penalty 5171.690297 = -5447247.483330 nChanged 6 SP:Iteration 84Q (14912.690000 sec): 3 clusters Score: Raw -5452420.310632 + Penalty 5171.690297 = -5447248.620335 nChanged 6 SP:Iteration 85Q (14912.810000 sec): 3 clusters Score: Raw -5452421.505600 + Penalty 5171.690297 = -5447249.815303 nChanged 2 SP:Iteration 86Q (14912.920000 sec): 3 clusters Score: Raw -5452421.936262 + Penalty 5171.690297 = -5447250.245965 nChanged 4 SP:Iteration 87Q (14913.040000 sec): 3 clusters Score: Raw -5452422.852808 + Penalty 5171.690297 = -5447251.162511 nChanged 6 SP:Iteration 88Q (14913.160000 sec): 3 clusters Score: Raw -5452423.726533 + Penalty 5171.690297 = -5447252.036235 nChanged 13 SP:Iteration 89Q (14913.280000 sec): 3 clusters Score: Raw -5452426.569928 + Penalty 5171.690297 = -5447254.879631 nChanged 14 SP:Iteration 90Q (14913.390000 sec): 3 clusters Score: Raw -5452428.953617 + Penalty 5171.690297 = -5447257.263320 nChanged 5 SP:Iteration 91Q (14913.510000 sec): 3 clusters Score: Raw -5452429.640053 + Penalty 5171.690297 = -5447257.949756 nChanged 1 SP:Iteration 92Q (14913.630000 sec): 3 clusters Score: Raw -5452429.822756 + Penalty 5171.690297 = -5447258.132459 nChanged 1 SP:Iteration 93Q (14913.750000 sec): 3 clusters Score: Raw -5452429.980470 + Penalty 5171.690297 = -5447258.290173 nChanged 1 SP:Iteration 94Q (14913.870000 sec): 3 clusters Score: Raw -5452430.253233 + Penalty 5171.690297 = -5447258.562936 nChanged 0 SP:Iteration 95F (14914.020000 sec): 3 clusters Score: Raw -5452430.253233 + Penalty 5171.690297 = -5447258.562936 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 50 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14914.040000 sec): 2 clusters Score: Raw -16154.388920 + Penalty 1267.772972 = -14886.615948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14914.040000 sec): 3 clusters Score: Raw -16551.028731 + Penalty 2535.545943 = -14015.482788 nChanged 29 SP:Iteration 1F (14914.040000 sec): 3 clusters Score: Raw -17026.231430 + Penalty 2535.545943 = -14490.685487 nChanged 18 SP:Iteration 2F (14914.050000 sec): 3 clusters Score: Raw -17349.240602 + Penalty 2535.545943 = -14813.694658 nChanged 3 SP:Iteration 3Q (14914.050000 sec): 3 clusters Score: Raw -17419.703943 + Penalty 2535.545943 = -14884.158000 nChanged 3 SP:Iteration 4Q (14914.050000 sec): 3 clusters Score: Raw -17473.248361 + Penalty 2535.545943 = -14937.702418 nChanged 2 SP:Iteration 5Q (14914.050000 sec): 3 clusters Score: Raw -17525.765855 + Penalty 2535.545943 = -14990.219912 nChanged 0 SP:Iteration 6F (14914.050000 sec): 3 clusters Score: Raw -17525.765855 + Penalty 2535.545943 = -14990.219912 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 63. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 51 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14914.060000 sec): 2 clusters Score: Raw -84802.923703 + Penalty 1572.846112 = -83230.077591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14914.060000 sec): 3 clusters Score: Raw -84795.781932 + Penalty 3145.692224 = -81650.089708 nChanged 90 SP:Iteration 1F (14914.070000 sec): 3 clusters Score: Raw -84988.038500 + Penalty 3145.692224 = -81842.346277 nChanged 26 SP:Iteration 2Q (14914.070000 sec): 3 clusters Score: Raw -85042.614728 + Penalty 3145.692224 = -81896.922504 nChanged 12 SP:Iteration 3Q (14914.070000 sec): 3 clusters Score: Raw -85069.678801 + Penalty 3145.692224 = -81923.986577 nChanged 10 SP:Iteration 4Q (14914.070000 sec): 3 clusters Score: Raw -85097.877902 + Penalty 3145.692224 = -81952.185678 nChanged 8 SP:Iteration 5Q (14914.070000 sec): 3 clusters Score: Raw -85115.110758 + Penalty 3145.692224 = -81969.418535 nChanged 6 SP:Iteration 6Q (14914.080000 sec): 3 clusters Score: Raw -85126.281444 + Penalty 3145.692224 = -81980.589220 nChanged 2 SP:Iteration 7Q (14914.080000 sec): 3 clusters Score: Raw -85130.714644 + Penalty 3145.692224 = -81985.022420 nChanged 2 SP:Iteration 8Q (14914.080000 sec): 3 clusters Score: Raw -85135.452498 + Penalty 3145.692224 = -81989.760274 nChanged 1 SP:Iteration 9Q (14914.080000 sec): 3 clusters Score: Raw -85137.035663 + Penalty 3145.692224 = -81991.343439 nChanged 0 SP:Iteration 10F (14914.090000 sec): 3 clusters Score: Raw -85137.035663 + Penalty 3145.692224 = -81991.343439 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 52 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14914.090000 sec): 2 clusters Score: Raw -32748.361017 + Penalty 1333.069045 = -31415.291972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14914.090000 sec): 3 clusters Score: Raw -32947.992863 + Penalty 2666.138090 = -30281.854773 nChanged 14 SP:Iteration 1F (14914.090000 sec): 3 clusters Score: Raw -33006.311049 + Penalty 2666.138090 = -30340.172959 nChanged 5 SP:Iteration 2Q (14914.090000 sec): 3 clusters Score: Raw -33033.443688 + Penalty 2666.138090 = -30367.305598 nChanged 0 SP:Iteration 3F (14914.090000 sec): 3 clusters Score: Raw -33033.443688 + Penalty 2666.138090 = -30367.305598 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 53 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14914.100000 sec): 2 clusters Score: Raw -78843.633717 + Penalty 1549.993860 = -77293.639857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14914.100000 sec): 3 clusters Score: Raw -78835.225386 + Penalty 3099.987720 = -75735.237666 nChanged 98 SP:Iteration 1F (14914.110000 sec): 3 clusters Score: Raw -79032.317974 + Penalty 3099.987720 = -75932.330254 nChanged 29 SP:Iteration 2F (14914.110000 sec): 3 clusters Score: Raw -79110.496008 + Penalty 3099.987720 = -76010.508288 nChanged 10 SP:Iteration 3Q (14914.110000 sec): 3 clusters Score: Raw -79128.408268 + Penalty 3099.987720 = -76028.420548 nChanged 3 SP:Iteration 4Q (14914.110000 sec): 3 clusters Score: Raw -79134.821548 + Penalty 3099.987720 = -76034.833828 nChanged 2 SP:Iteration 5Q (14914.110000 sec): 3 clusters Score: Raw -79138.987301 + Penalty 3099.987720 = -76038.999581 nChanged 4 SP:Iteration 6Q (14914.120000 sec): 3 clusters Score: Raw -79143.587931 + Penalty 3099.987720 = -76043.600211 nChanged 3 SP:Iteration 7Q (14914.120000 sec): 3 clusters Score: Raw -79150.046324 + Penalty 3099.987720 = -76050.058604 nChanged 2 SP:Iteration 8Q (14914.120000 sec): 3 clusters Score: Raw -79152.283989 + Penalty 3099.987720 = -76052.296269 nChanged 2 SP:Iteration 9Q (14914.120000 sec): 3 clusters Score: Raw -79157.599777 + Penalty 3099.987720 = -76057.612056 nChanged 0 SP:Iteration 10F (14914.130000 sec): 3 clusters Score: Raw -79157.599777 + Penalty 3099.987720 = -76057.612056 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 54 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14914.130000 sec): 2 clusters Score: Raw -15493.155843 + Penalty 1372.280593 = -14120.875250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14914.130000 sec): 3 clusters Score: Raw -15765.450425 + Penalty 2744.561186 = -13020.889239 nChanged 54 SP:Iteration 1F (14914.130000 sec): 3 clusters Score: Raw -15982.308978 + Penalty 2744.561186 = -13237.747791 nChanged 20 SP:Iteration 2F (14914.130000 sec): 3 clusters Score: Raw -16172.507998 + Penalty 2744.561186 = -13427.946812 nChanged 11 SP:Iteration 3Q (14914.130000 sec): 3 clusters Score: Raw -16261.460776 + Penalty 2744.561186 = -13516.899589 nChanged 8 SP:Iteration 4Q (14914.140000 sec): 3 clusters Score: Raw -16359.949049 + Penalty 2744.561186 = -13615.387862 nChanged 4 SP:Iteration 5Q (14914.140000 sec): 3 clusters Score: Raw -16404.396197 + Penalty 2744.561186 = -13659.835011 nChanged 5 SP:Iteration 6Q (14914.140000 sec): 3 clusters Score: Raw -16563.550143 + Penalty 2744.561186 = -13818.988957 nChanged 5 SP:Iteration 7Q (14914.140000 sec): 3 clusters Score: Raw -16598.193415 + Penalty 2744.561186 = -13853.632228 nChanged 3 SP:Iteration 8Q (14914.140000 sec): 3 clusters Score: Raw -16633.615477 + Penalty 2744.561186 = -13889.054290 nChanged 3 SP:Iteration 9Q (14914.140000 sec): 3 clusters Score: Raw -16655.068184 + Penalty 2744.561186 = -13910.506997 nChanged 2 SP:Iteration 10Q (14914.140000 sec): 3 clusters Score: Raw -16669.126114 + Penalty 2744.561186 = -13924.564927 nChanged 0 SP:Iteration 11F (14914.140000 sec): 3 clusters Score: Raw -16670.496945 + Penalty 2744.561186 = -13925.935759 nChanged 1 SP:Iteration 12Q (14914.140000 sec): 3 clusters Score: Raw -16676.357726 + Penalty 2744.561186 = -13931.796540 nChanged 0 SP:Iteration 13F (14914.150000 sec): 3 clusters Score: Raw -16676.357726 + Penalty 2744.561186 = -13931.796540 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 55 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14914.150000 sec): 2 clusters Score: Raw -40579.167008 + Penalty 1380.001061 = -39199.165947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14914.150000 sec): 3 clusters Score: Raw -40709.031667 + Penalty 2760.002122 = -37949.029545 nChanged 22 SP:Iteration 1F (14914.150000 sec): 3 clusters Score: Raw -40792.142709 + Penalty 2760.002122 = -38032.140587 nChanged 5 SP:Iteration 2Q (14914.150000 sec): 3 clusters Score: Raw -40816.350940 + Penalty 2760.002122 = -38056.348818 nChanged 0 SP:Iteration 3F (14914.150000 sec): 3 clusters Score: Raw -40816.350940 + Penalty 2760.002122 = -38056.348818 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 56 (548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14914.160000 sec): 2 clusters Score: Raw -82393.720975 + Penalty 1563.956271 = -80829.764703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14914.160000 sec): 3 clusters Score: Raw -82392.626062 + Penalty 3127.912542 = -79264.713520 nChanged 90 SP:Iteration 1F (14914.170000 sec): 3 clusters Score: Raw -82567.109033 + Penalty 3127.912542 = -79439.196491 nChanged 29 SP:Iteration 2F (14914.170000 sec): 3 clusters Score: Raw -82644.765122 + Penalty 3127.912542 = -79516.852580 nChanged 19 SP:Iteration 3Q (14914.170000 sec): 3 clusters Score: Raw -82696.040178 + Penalty 3127.912542 = -79568.127636 nChanged 13 SP:Iteration 4Q (14914.170000 sec): 3 clusters Score: Raw -82727.019586 + Penalty 3127.912542 = -79599.107043 nChanged 10 SP:Iteration 5Q (14914.170000 sec): 3 clusters Score: Raw -82783.336989 + Penalty 3127.912542 = -79655.424447 nChanged 9 SP:Iteration 6Q (14914.180000 sec): 3 clusters Score: Raw -82816.904610 + Penalty 3127.912542 = -79688.992067 nChanged 10 SP:Iteration 7Q (14914.180000 sec): 3 clusters Score: Raw -82848.553871 + Penalty 3127.912542 = -79720.641329 nChanged 5 SP:Iteration 8Q (14914.180000 sec): 3 clusters Score: Raw -82860.163103 + Penalty 3127.912542 = -79732.250561 nChanged 1 SP:Iteration 9Q (14914.190000 sec): 3 clusters Score: Raw -82861.008777 + Penalty 3127.912542 = -79733.096235 nChanged 1 SP:Iteration 10Q (14914.190000 sec): 3 clusters Score: Raw -82864.697990 + Penalty 3127.912542 = -79736.785448 nChanged 1 SP:Iteration 11Q (14914.190000 sec): 3 clusters Score: Raw -82866.099530 + Penalty 3127.912542 = -79738.186987 nChanged 0 SP:Iteration 12F (14914.190000 sec): 3 clusters Score: Raw -82866.099530 + Penalty 3127.912542 = -79738.186987 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 57 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14914.200000 sec): 2 clusters Score: Raw -47369.713188 + Penalty 1428.988743 = -45940.724445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14914.200000 sec): 3 clusters Score: Raw -47502.390500 + Penalty 2857.977486 = -44644.413014 nChanged 40 SP:Iteration 1F (14914.200000 sec): 3 clusters Score: Raw -47631.124332 + Penalty 2857.977486 = -44773.146846 nChanged 7 SP:Iteration 2Q (14914.200000 sec): 3 clusters Score: Raw -47657.490512 + Penalty 2857.977486 = -44799.513026 nChanged 1 SP:Iteration 3Q (14914.200000 sec): 3 clusters Score: Raw -47660.288469 + Penalty 2857.977486 = -44802.310983 nChanged 0 SP:Iteration 4F (14914.200000 sec): 3 clusters Score: Raw -47660.288469 + Penalty 2857.977486 = -44802.310983 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 58 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14914.210000 sec): 2 clusters Score: Raw -15511.696331 + Penalty 1425.058391 = -14086.637940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14914.210000 sec): 3 clusters Score: Raw -15837.745410 + Penalty 2850.116783 = -12987.628628 nChanged 64 SP:Iteration 1F (14914.210000 sec): 3 clusters Score: Raw -16118.009443 + Penalty 2850.116783 = -13267.892661 nChanged 25 SP:Iteration 2F (14914.210000 sec): 3 clusters Score: Raw -16359.617927 + Penalty 2850.116783 = -13509.501144 nChanged 15 SP:Iteration 3Q (14914.210000 sec): 3 clusters Score: Raw -16439.748392 + Penalty 2850.116783 = -13589.631610 nChanged 13 SP:Iteration 4Q (14914.210000 sec): 3 clusters Score: Raw -16568.026807 + Penalty 2850.116783 = -13717.910024 nChanged 11 SP:Iteration 5Q (14914.220000 sec): 3 clusters Score: Raw -16732.296730 + Penalty 2850.116783 = -13882.179947 nChanged 8 SP:Iteration 6Q (14914.220000 sec): 3 clusters Score: Raw -16863.751789 + Penalty 2850.116783 = -14013.635007 nChanged 4 SP:Iteration 7Q (14914.220000 sec): 3 clusters Score: Raw -16927.386507 + Penalty 2850.116783 = -14077.269724 nChanged 4 SP:Iteration 8Q (14914.220000 sec): 3 clusters Score: Raw -16961.821826 + Penalty 2850.116783 = -14111.705043 nChanged 2 SP:Iteration 9Q (14914.220000 sec): 3 clusters Score: Raw -16984.637646 + Penalty 2850.116783 = -14134.520863 nChanged 1 SP:Iteration 10Q (14914.220000 sec): 3 clusters Score: Raw -16987.172992 + Penalty 2850.116783 = -14137.056209 nChanged 1 SP:Iteration 11Q (14914.220000 sec): 3 clusters Score: Raw -17004.435038 + Penalty 2850.116783 = -14154.318256 nChanged 0 SP:Iteration 12F (14914.230000 sec): 3 clusters Score: Raw -17008.356045 + Penalty 2850.116783 = -14158.239263 nChanged 2 SP:Iteration 13Q (14914.230000 sec): 3 clusters Score: Raw -17074.563257 + Penalty 2850.116783 = -14224.446475 nChanged 1 SP:Iteration 14Q (14914.230000 sec): 3 clusters Score: Raw -17077.648739 + Penalty 2850.116783 = -14227.531956 nChanged 1 SP:Iteration 15Q (14914.230000 sec): 3 clusters Score: Raw -17084.815839 + Penalty 2850.116783 = -14234.699057 nChanged 1 SP:Iteration 16Q (14914.230000 sec): 3 clusters Score: Raw -17089.466005 + Penalty 2850.116783 = -14239.349223 nChanged 1 SP:Iteration 17Q (14914.230000 sec): 3 clusters Score: Raw -17098.011145 + Penalty 2850.116783 = -14247.894362 nChanged 0 SP:Iteration 18F (14914.230000 sec): 3 clusters Score: Raw -17098.011145 + Penalty 2850.116783 = -14247.894362 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 64. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 59 (562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14914.250000 sec): 2 clusters Score: Raw -85698.723907 + Penalty 1570.212459 = -84128.511448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14914.250000 sec): 3 clusters Score: Raw -85697.450943 + Penalty 3140.424918 = -82557.026025 nChanged 108 SP:Iteration 1F (14914.250000 sec): 3 clusters Score: Raw -85900.615467 + Penalty 3140.424918 = -82760.190549 nChanged 29 SP:Iteration 2F (14914.250000 sec): 3 clusters Score: Raw -85972.759324 + Penalty 3140.424918 = -82832.334406 nChanged 19 SP:Iteration 3Q (14914.250000 sec): 3 clusters Score: Raw -86007.600425 + Penalty 3140.424918 = -82867.175508 nChanged 5 SP:Iteration 4Q (14914.260000 sec): 3 clusters Score: Raw -86016.295386 + Penalty 3140.424918 = -82875.870468 nChanged 3 SP:Iteration 5Q (14914.260000 sec): 3 clusters Score: Raw -86024.743109 + Penalty 3140.424918 = -82884.318192 nChanged 2 SP:Iteration 6Q (14914.260000 sec): 3 clusters Score: Raw -86026.980982 + Penalty 3140.424918 = -82886.556064 nChanged 0 SP:Iteration 7F (14914.260000 sec): 3 clusters Score: Raw -86026.980982 + Penalty 3140.424918 = -82886.556064 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 60 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14914.270000 sec): 2 clusters Score: Raw -17559.566916 + Penalty 1209.048936 = -16350.517980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14914.270000 sec): 3 clusters Score: Raw -17921.760531 + Penalty 2418.097872 = -15503.662659 nChanged 5 SP:Iteration 1Q (14914.270000 sec): 3 clusters Score: Raw -17972.123978 + Penalty 2418.097872 = -15554.026105 nChanged 1 SP:Iteration 2Q (14914.270000 sec): 3 clusters Score: Raw -17979.027899 + Penalty 2418.097872 = -15560.930027 nChanged 0 SP:Iteration 3F (14914.270000 sec): 3 clusters Score: Raw -17979.027899 + Penalty 2418.097872 = -15560.930027 nChanged 0 Deleting Class 62 (76 points): Lose 1699.044874 but Gain 3491.854150 Iteration 339Q (14935.420000 sec): 64 clusters Score: Raw -205039076.775922 + Penalty 219986.811428 = -204819089.964494 nChanged 116 Deleting Class 63 (78 points): Lose 2595.570592 but Gain 3491.854150 Iteration 340F (15060.470000 sec): 63 clusters Score: Raw -205037182.919148 + Penalty 216494.957278 = -204820687.961870 nChanged 150 Deleting Class 5 (107 points): Lose 3087.847501 but Gain 3491.854150 Iteration 341Q (15081.120000 sec): 62 clusters Score: Raw -205035132.752013 + Penalty 213003.103128 = -204822129.648884 nChanged 178 Iteration 342Q (15101.560000 sec): 62 clusters Score: Raw -205036530.923003 + Penalty 213003.103128 = -204823527.819875 nChanged 87 Iteration 343Q (15121.940000 sec): 62 clusters Score: Raw -205036962.177318 + Penalty 213003.103128 = -204823959.074189 nChanged 58 Iteration 344Q (15142.320000 sec): 62 clusters Score: Raw -205037067.152223 + Penalty 213003.103128 = -204824064.049095 nChanged 51 Iteration 345Q (15162.710000 sec): 62 clusters Score: Raw -205037131.934597 + Penalty 213003.103128 = -204824128.831468 nChanged 37 Iteration 346Q (15183.080000 sec): 62 clusters Score: Raw -205037137.331402 + Penalty 213003.103128 = -204824134.228274 nChanged 32 Iteration 347Q (15203.430000 sec): 62 clusters Score: Raw -205037140.303342 + Penalty 213003.103128 = -204824137.200214 nChanged 22 Iteration 348Q (15223.750000 sec): 62 clusters Score: Raw -205037141.441942 + Penalty 213003.103128 = -204824138.338814 nChanged 16 Iteration 349Q (15244.120000 sec): 62 clusters Score: Raw -205037141.906057 + Penalty 213003.103128 = -204824138.802929 nChanged 12 Iteration 350Q (15264.440000 sec): 62 clusters Score: Raw -205037142.143558 + Penalty 213003.103128 = -204824139.040429 nChanged 13 Iteration 351Q (15284.820000 sec): 62 clusters Score: Raw -205037142.574401 + Penalty 213003.103128 = -204824139.471272 nChanged 15 Iteration 352Q (15305.170000 sec): 62 clusters Score: Raw -205037142.803911 + Penalty 213003.103128 = -204824139.700783 nChanged 16 Iteration 353Q (15325.620000 sec): 62 clusters Score: Raw -205037142.954183 + Penalty 213003.103128 = -204824139.851055 nChanged 15 Iteration 354Q (15346.200000 sec): 62 clusters Score: Raw -205037143.090641 + Penalty 213003.103128 = -204824139.987513 nChanged 14 Iteration 355Q (15366.710000 sec): 62 clusters Score: Raw -205037143.248828 + Penalty 213003.103128 = -204824140.145700 nChanged 16 Iteration 356Q (15387.180000 sec): 62 clusters Score: Raw -205037143.385038 + Penalty 213003.103128 = -204824140.281910 nChanged 12 Iteration 357Q (15407.680000 sec): 62 clusters Score: Raw -205037143.506315 + Penalty 213003.103128 = -204824140.403187 nChanged 16 Iteration 358Q (15428.150000 sec): 62 clusters Score: Raw -205037143.664824 + Penalty 213003.103128 = -204824140.561696 nChanged 16 Iteration 359Q (15448.620000 sec): 62 clusters Score: Raw -205037143.859380 + Penalty 213003.103128 = -204824140.756252 nChanged 15 Iteration 360F (15570.760000 sec): 62 clusters Score: Raw -205037193.783378 + Penalty 213003.103128 = -204824190.680250 nChanged 30 Iteration 361Q (15591.160000 sec): 62 clusters Score: Raw -205037382.116642 + Penalty 213003.103128 = -204824379.013514 nChanged 19 Iteration 362Q (15611.030000 sec): 62 clusters Score: Raw -205037419.162910 + Penalty 213003.103128 = -204824416.059782 nChanged 22 Iteration 363Q (15630.920000 sec): 62 clusters Score: Raw -205037433.061538 + Penalty 213003.103128 = -204824429.958409 nChanged 17 Iteration 364Q (15650.760000 sec): 62 clusters Score: Raw -205037451.852012 + Penalty 213003.103128 = -204824448.748884 nChanged 18 Iteration 365Q (15670.710000 sec): 62 clusters Score: Raw -205037469.411192 + Penalty 213003.103128 = -204824466.308064 nChanged 26 Iteration 366Q (15690.650000 sec): 62 clusters Score: Raw -205037484.726982 + Penalty 213003.103128 = -204824481.623854 nChanged 24 Iteration 367Q (15710.560000 sec): 62 clusters Score: Raw -205037498.633257 + Penalty 213003.103128 = -204824495.530128 nChanged 32 Iteration 368Q (15730.890000 sec): 62 clusters Score: Raw -205037503.847818 + Penalty 213003.103128 = -204824500.744689 nChanged 23 Iteration 369Q (15751.410000 sec): 62 clusters Score: Raw -205037504.081154 + Penalty 213003.103128 = -204824500.978026 nChanged 20 Iteration 370Q (15771.900000 sec): 62 clusters Score: Raw -205037504.255600 + Penalty 213003.103128 = -204824501.152472 nChanged 23 Iteration 371Q (15792.090000 sec): 62 clusters Score: Raw -205037504.509445 + Penalty 213003.103128 = -204824501.406317 nChanged 17 Iteration 372Q (15812.490000 sec): 62 clusters Score: Raw -205037504.676532 + Penalty 213003.103128 = -204824501.573404 nChanged 17 Iteration 373Q (15832.400000 sec): 62 clusters Score: Raw -205037504.815991 + Penalty 213003.103128 = -204824501.712862 nChanged 12 Iteration 374Q (15852.380000 sec): 62 clusters Score: Raw -205037504.954196 + Penalty 213003.103128 = -204824501.851068 nChanged 15 Iteration 375Q (15872.310000 sec): 62 clusters Score: Raw -205037505.135008 + Penalty 213003.103128 = -204824502.031879 nChanged 18 Iteration 376Q (15892.100000 sec): 62 clusters Score: Raw -205037505.321930 + Penalty 213003.103128 = -204824502.218802 nChanged 18 Iteration 377Q (15911.790000 sec): 62 clusters Score: Raw -205037505.511595 + Penalty 213003.103128 = -204824502.408467 nChanged 20 Iteration 378Q (15931.500000 sec): 62 clusters Score: Raw -205037505.798614 + Penalty 213003.103128 = -204824502.695486 nChanged 19 Writing temp clu file Because OldScore, -204824502.408467, is greater than current (better) Score,-204824502.695486 Compute initial score before splitting: Score: Raw -205037505.798614 + Penalty 213003.103128 = -204824502.695486 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 1 (34116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15931.890000 sec): 2 clusters Score: Raw -5537540.663621 + Penalty 2588.505397 = -5534952.158225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15932.030000 sec): 3 clusters Score: Raw -5516880.521809 + Penalty 5177.010794 = -5511703.511015 nChanged 15475 SP:Iteration 1F (15932.170000 sec): 3 clusters Score: Raw -5525452.903970 + Penalty 5177.010794 = -5520275.893176 nChanged 1613 SP:Iteration 2Q (15932.330000 sec): 3 clusters Score: Raw -5526045.515230 + Penalty 5177.010794 = -5520868.504436 nChanged 1494 SP:Iteration 3Q (15932.480000 sec): 3 clusters Score: Raw -5526631.256258 + Penalty 5177.010794 = -5521454.245464 nChanged 1511 SP:Iteration 4Q (15932.630000 sec): 3 clusters Score: Raw -5527273.920479 + Penalty 5177.010794 = -5522096.909685 nChanged 1568 SP:Iteration 5Q (15932.770000 sec): 3 clusters Score: Raw -5528005.118912 + Penalty 5177.010794 = -5522828.108118 nChanged 1627 SP:Iteration 6Q (15932.920000 sec): 3 clusters Score: Raw -5528887.815052 + Penalty 5177.010794 = -5523710.804258 nChanged 1737 SP:Iteration 7F (15933.060000 sec): 3 clusters Score: Raw -5529851.401738 + Penalty 5177.010794 = -5524674.390945 nChanged 1769 SP:Iteration 8F (15933.200000 sec): 3 clusters Score: Raw -5530855.560233 + Penalty 5177.010794 = -5525678.549439 nChanged 1642 SP:Iteration 9Q (15933.350000 sec): 3 clusters Score: Raw -5531730.300086 + Penalty 5177.010794 = -5526553.289292 nChanged 1516 SP:Iteration 10Q (15933.490000 sec): 3 clusters Score: Raw -5532454.436748 + Penalty 5177.010794 = -5527277.425955 nChanged 1285 SP:Iteration 11Q (15933.630000 sec): 3 clusters Score: Raw -5533046.753340 + Penalty 5177.010794 = -5527869.742547 nChanged 1214 SP:Iteration 12Q (15933.770000 sec): 3 clusters Score: Raw -5533609.687240 + Penalty 5177.010794 = -5528432.676446 nChanged 1160 SP:Iteration 13Q (15933.920000 sec): 3 clusters Score: Raw -5534134.864876 + Penalty 5177.010794 = -5528957.854082 nChanged 1125 SP:Iteration 14Q (15934.050000 sec): 3 clusters Score: Raw -5534645.098008 + Penalty 5177.010794 = -5529468.087214 nChanged 1119 SP:Iteration 15Q (15934.190000 sec): 3 clusters Score: Raw -5535160.126744 + Penalty 5177.010794 = -5529983.115950 nChanged 1127 SP:Iteration 16Q (15934.330000 sec): 3 clusters Score: Raw -5535690.783733 + Penalty 5177.010794 = -5530513.772940 nChanged 1019 SP:Iteration 17Q (15934.460000 sec): 3 clusters Score: Raw -5536172.675772 + Penalty 5177.010794 = -5530995.664979 nChanged 836 SP:Iteration 18Q (15934.590000 sec): 3 clusters Score: Raw -5536562.538204 + Penalty 5177.010794 = -5531385.527411 nChanged 737 SP:Iteration 19Q (15934.710000 sec): 3 clusters Score: Raw -5536909.553173 + Penalty 5177.010794 = -5531732.542379 nChanged 614 SP:Iteration 20F (15934.850000 sec): 3 clusters Score: Raw -5537179.578731 + Penalty 5177.010794 = -5532002.567938 nChanged 466 SP:Iteration 21Q (15934.970000 sec): 3 clusters Score: Raw -5537385.186726 + Penalty 5177.010794 = -5532208.175932 nChanged 391 SP:Iteration 22Q (15935.090000 sec): 3 clusters Score: Raw -5537548.184505 + Penalty 5177.010794 = -5532371.173712 nChanged 322 SP:Iteration 23Q (15935.210000 sec): 3 clusters Score: Raw -5537677.870150 + Penalty 5177.010794 = -5532500.859357 nChanged 273 SP:Iteration 24Q (15935.340000 sec): 3 clusters Score: Raw -5537797.366702 + Penalty 5177.010794 = -5532620.355908 nChanged 214 SP:Iteration 25Q (15935.450000 sec): 3 clusters Score: Raw -5537888.704167 + Penalty 5177.010794 = -5532711.693373 nChanged 181 SP:Iteration 26Q (15935.570000 sec): 3 clusters Score: Raw -5537969.909347 + Penalty 5177.010794 = -5532792.898554 nChanged 129 SP:Iteration 27Q (15935.690000 sec): 3 clusters Score: Raw -5538021.410612 + Penalty 5177.010794 = -5532844.399818 nChanged 114 SP:Iteration 28Q (15935.800000 sec): 3 clusters Score: Raw -5538066.535280 + Penalty 5177.010794 = -5532889.524487 nChanged 90 SP:Iteration 29Q (15935.910000 sec): 3 clusters Score: Raw -5538103.343443 + Penalty 5177.010794 = -5532926.332649 nChanged 70 SP:Iteration 30Q (15936.030000 sec): 3 clusters Score: Raw -5538128.251201 + Penalty 5177.010794 = -5532951.240407 nChanged 59 SP:Iteration 31Q (15936.150000 sec): 3 clusters Score: Raw -5538151.602207 + Penalty 5177.010794 = -5532974.591414 nChanged 59 SP:Iteration 32Q (15936.260000 sec): 3 clusters Score: Raw -5538177.587338 + Penalty 5177.010794 = -5533000.576544 nChanged 55 SP:Iteration 33Q (15936.370000 sec): 3 clusters Score: Raw -5538205.045362 + Penalty 5177.010794 = -5533028.034568 nChanged 43 SP:Iteration 34Q (15936.480000 sec): 3 clusters Score: Raw -5538220.836953 + Penalty 5177.010794 = -5533043.826160 nChanged 34 SP:Iteration 35Q (15936.590000 sec): 3 clusters Score: Raw -5538232.529884 + Penalty 5177.010794 = -5533055.519090 nChanged 28 SP:Iteration 36Q (15936.700000 sec): 3 clusters Score: Raw -5538243.329318 + Penalty 5177.010794 = -5533066.318525 nChanged 24 SP:Iteration 37Q (15936.810000 sec): 3 clusters Score: Raw -5538252.232114 + Penalty 5177.010794 = -5533075.221321 nChanged 21 SP:Iteration 38Q (15936.930000 sec): 3 clusters Score: Raw -5538261.210438 + Penalty 5177.010794 = -5533084.199645 nChanged 21 SP:Iteration 39Q (15937.040000 sec): 3 clusters Score: Raw -5538269.216250 + Penalty 5177.010794 = -5533092.205456 nChanged 15 SP:Iteration 40F (15937.180000 sec): 3 clusters Score: Raw -5538274.810827 + Penalty 5177.010794 = -5533097.800033 nChanged 13 SP:Iteration 41Q (15937.290000 sec): 3 clusters Score: Raw -5538280.087235 + Penalty 5177.010794 = -5533103.076441 nChanged 12 SP:Iteration 42Q (15937.400000 sec): 3 clusters Score: Raw -5538284.805258 + Penalty 5177.010794 = -5533107.794465 nChanged 16 SP:Iteration 43Q (15937.510000 sec): 3 clusters Score: Raw -5538290.791471 + Penalty 5177.010794 = -5533113.780677 nChanged 13 SP:Iteration 44Q (15937.610000 sec): 3 clusters Score: Raw -5538294.853192 + Penalty 5177.010794 = -5533117.842398 nChanged 4 SP:Iteration 45Q (15937.720000 sec): 3 clusters Score: Raw -5538296.837670 + Penalty 5177.010794 = -5533119.826876 nChanged 8 SP:Iteration 46Q (15937.830000 sec): 3 clusters Score: Raw -5538300.135726 + Penalty 5177.010794 = -5533123.124932 nChanged 10 SP:Iteration 47Q (15937.930000 sec): 3 clusters Score: Raw -5538304.149518 + Penalty 5177.010794 = -5533127.138725 nChanged 13 SP:Iteration 48Q (15938.040000 sec): 3 clusters Score: Raw -5538309.513295 + Penalty 5177.010794 = -5533132.502501 nChanged 9 SP:Iteration 49Q (15938.150000 sec): 3 clusters Score: Raw -5538313.538551 + Penalty 5177.010794 = -5533136.527758 nChanged 17 SP:Iteration 50Q (15938.250000 sec): 3 clusters Score: Raw -5538319.852010 + Penalty 5177.010794 = -5533142.841216 nChanged 10 SP:Iteration 51Q (15938.370000 sec): 3 clusters Score: Raw -5538323.538029 + Penalty 5177.010794 = -5533146.527236 nChanged 8 SP:Iteration 52Q (15938.470000 sec): 3 clusters Score: Raw -5538326.823407 + Penalty 5177.010794 = -5533149.812614 nChanged 4 SP:Iteration 53Q (15938.580000 sec): 3 clusters Score: Raw -5538328.268521 + Penalty 5177.010794 = -5533151.257727 nChanged 5 SP:Iteration 54Q (15938.690000 sec): 3 clusters Score: Raw -5538330.027052 + Penalty 5177.010794 = -5533153.016259 nChanged 0 SP:Iteration 55F (15938.830000 sec): 3 clusters Score: Raw -5538330.027052 + Penalty 5177.010794 = -5533153.016259 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 2 (14367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15938.890000 sec): 2 clusters Score: Raw -2340132.457639 + Penalty 2374.026919 = -2337758.430720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15938.950000 sec): 3 clusters Score: Raw -2331997.453225 + Penalty 4748.053838 = -2327249.399387 nChanged 6139 SP:Iteration 1F (15939.010000 sec): 3 clusters Score: Raw -2335287.440610 + Penalty 4748.053838 = -2330539.386772 nChanged 850 SP:Iteration 2F (15939.070000 sec): 3 clusters Score: Raw -2335637.060143 + Penalty 4748.053838 = -2330889.006306 nChanged 694 SP:Iteration 3Q (15939.130000 sec): 3 clusters Score: Raw -2335918.131810 + Penalty 4748.053838 = -2331170.077972 nChanged 610 SP:Iteration 4Q (15939.190000 sec): 3 clusters Score: Raw -2336161.548986 + Penalty 4748.053838 = -2331413.495148 nChanged 566 SP:Iteration 5Q (15939.250000 sec): 3 clusters Score: Raw -2336383.677748 + Penalty 4748.053838 = -2331635.623910 nChanged 526 SP:Iteration 6Q (15939.310000 sec): 3 clusters Score: Raw -2336598.589329 + Penalty 4748.053838 = -2331850.535491 nChanged 509 SP:Iteration 7Q (15939.370000 sec): 3 clusters Score: Raw -2336809.333579 + Penalty 4748.053838 = -2332061.279741 nChanged 518 SP:Iteration 8Q (15939.430000 sec): 3 clusters Score: Raw -2337055.001698 + Penalty 4748.053838 = -2332306.947860 nChanged 534 SP:Iteration 9Q (15939.490000 sec): 3 clusters Score: Raw -2337322.769969 + Penalty 4748.053838 = -2332574.716131 nChanged 566 SP:Iteration 10Q (15939.550000 sec): 3 clusters Score: Raw -2337619.646251 + Penalty 4748.053838 = -2332871.592413 nChanged 565 SP:Iteration 11Q (15939.610000 sec): 3 clusters Score: Raw -2337883.118310 + Penalty 4748.053838 = -2333135.064472 nChanged 545 SP:Iteration 12Q (15939.670000 sec): 3 clusters Score: Raw -2338140.788774 + Penalty 4748.053838 = -2333392.734936 nChanged 506 SP:Iteration 13Q (15939.720000 sec): 3 clusters Score: Raw -2338387.922199 + Penalty 4748.053838 = -2333639.868362 nChanged 489 SP:Iteration 14Q (15939.780000 sec): 3 clusters Score: Raw -2338633.664116 + Penalty 4748.053838 = -2333885.610278 nChanged 457 SP:Iteration 15Q (15939.840000 sec): 3 clusters Score: Raw -2338856.631668 + Penalty 4748.053838 = -2334108.577831 nChanged 451 SP:Iteration 16Q (15939.900000 sec): 3 clusters Score: Raw -2339080.504514 + Penalty 4748.053838 = -2334332.450676 nChanged 428 SP:Iteration 17Q (15939.960000 sec): 3 clusters Score: Raw -2339271.851315 + Penalty 4748.053838 = -2334523.797477 nChanged 403 SP:Iteration 18Q (15940.020000 sec): 3 clusters Score: Raw -2339434.392487 + Penalty 4748.053838 = -2334686.338649 nChanged 344 SP:Iteration 19Q (15940.080000 sec): 3 clusters Score: Raw -2339575.187030 + Penalty 4748.053838 = -2334827.133193 nChanged 293 SP:Iteration 20F (15940.130000 sec): 3 clusters Score: Raw -2339679.835915 + Penalty 4748.053838 = -2334931.782077 nChanged 282 SP:Iteration 21Q (15940.190000 sec): 3 clusters Score: Raw -2339772.933379 + Penalty 4748.053838 = -2335024.879541 nChanged 233 SP:Iteration 22Q (15940.250000 sec): 3 clusters Score: Raw -2339842.507258 + Penalty 4748.053838 = -2335094.453420 nChanged 183 SP:Iteration 23Q (15940.310000 sec): 3 clusters Score: Raw -2339885.445263 + Penalty 4748.053838 = -2335137.391426 nChanged 130 SP:Iteration 24Q (15940.360000 sec): 3 clusters Score: Raw -2339912.706024 + Penalty 4748.053838 = -2335164.652187 nChanged 112 SP:Iteration 25Q (15940.410000 sec): 3 clusters Score: Raw -2339934.777307 + Penalty 4748.053838 = -2335186.723469 nChanged 95 SP:Iteration 26Q (15940.470000 sec): 3 clusters Score: Raw -2339955.441341 + Penalty 4748.053838 = -2335207.387503 nChanged 90 SP:Iteration 27Q (15940.530000 sec): 3 clusters Score: Raw -2339976.404292 + Penalty 4748.053838 = -2335228.350455 nChanged 91 SP:Iteration 28Q (15940.580000 sec): 3 clusters Score: Raw -2339995.699652 + Penalty 4748.053838 = -2335247.645814 nChanged 87 SP:Iteration 29Q (15940.640000 sec): 3 clusters Score: Raw -2340015.834637 + Penalty 4748.053838 = -2335267.780799 nChanged 105 SP:Iteration 30Q (15940.690000 sec): 3 clusters Score: Raw -2340040.767706 + Penalty 4748.053838 = -2335292.713869 nChanged 100 SP:Iteration 31Q (15940.750000 sec): 3 clusters Score: Raw -2340062.205726 + Penalty 4748.053838 = -2335314.151888 nChanged 86 SP:Iteration 32Q (15940.810000 sec): 3 clusters Score: Raw -2340082.348495 + Penalty 4748.053838 = -2335334.294657 nChanged 100 SP:Iteration 33Q (15940.860000 sec): 3 clusters Score: Raw -2340104.704907 + Penalty 4748.053838 = -2335356.651069 nChanged 92 SP:Iteration 34Q (15940.910000 sec): 3 clusters Score: Raw -2340123.901595 + Penalty 4748.053838 = -2335375.847757 nChanged 90 SP:Iteration 35Q (15940.970000 sec): 3 clusters Score: Raw -2340145.132116 + Penalty 4748.053838 = -2335397.078278 nChanged 101 SP:Iteration 36Q (15941.030000 sec): 3 clusters Score: Raw -2340167.431199 + Penalty 4748.053838 = -2335419.377361 nChanged 96 SP:Iteration 37Q (15941.080000 sec): 3 clusters Score: Raw -2340186.525064 + Penalty 4748.053838 = -2335438.471226 nChanged 81 SP:Iteration 38Q (15941.130000 sec): 3 clusters Score: Raw -2340201.407076 + Penalty 4748.053838 = -2335453.353238 nChanged 64 SP:Iteration 39Q (15941.190000 sec): 3 clusters Score: Raw -2340210.277782 + Penalty 4748.053838 = -2335462.223944 nChanged 39 SP:Iteration 40F (15941.250000 sec): 3 clusters Score: Raw -2340215.114555 + Penalty 4748.053838 = -2335467.060718 nChanged 33 SP:Iteration 41Q (15941.300000 sec): 3 clusters Score: Raw -2340219.469516 + Penalty 4748.053838 = -2335471.415678 nChanged 22 SP:Iteration 42Q (15941.360000 sec): 3 clusters Score: Raw -2340222.986556 + Penalty 4748.053838 = -2335474.932719 nChanged 31 SP:Iteration 43Q (15941.410000 sec): 3 clusters Score: Raw -2340227.163191 + Penalty 4748.053838 = -2335479.109353 nChanged 32 SP:Iteration 44Q (15941.470000 sec): 3 clusters Score: Raw -2340231.974729 + Penalty 4748.053838 = -2335483.920892 nChanged 27 SP:Iteration 45Q (15941.530000 sec): 3 clusters Score: Raw -2340236.688658 + Penalty 4748.053838 = -2335488.634821 nChanged 29 SP:Iteration 46Q (15941.590000 sec): 3 clusters Score: Raw -2340240.745117 + Penalty 4748.053838 = -2335492.691280 nChanged 28 SP:Iteration 47Q (15941.640000 sec): 3 clusters Score: Raw -2340244.329974 + Penalty 4748.053838 = -2335496.276136 nChanged 15 SP:Iteration 48Q (15941.700000 sec): 3 clusters Score: Raw -2340245.895599 + Penalty 4748.053838 = -2335497.841761 nChanged 16 SP:Iteration 49Q (15941.750000 sec): 3 clusters Score: Raw -2340248.026091 + Penalty 4748.053838 = -2335499.972253 nChanged 21 SP:Iteration 50Q (15941.810000 sec): 3 clusters Score: Raw -2340251.461804 + Penalty 4748.053838 = -2335503.407966 nChanged 25 SP:Iteration 51Q (15941.860000 sec): 3 clusters Score: Raw -2340254.946626 + Penalty 4748.053838 = -2335506.892788 nChanged 21 SP:Iteration 52Q (15941.920000 sec): 3 clusters Score: Raw -2340257.361721 + Penalty 4748.053838 = -2335509.307883 nChanged 21 SP:Iteration 53Q (15941.970000 sec): 3 clusters Score: Raw -2340259.948268 + Penalty 4748.053838 = -2335511.894430 nChanged 21 SP:Iteration 54Q (15942.030000 sec): 3 clusters Score: Raw -2340262.551832 + Penalty 4748.053838 = -2335514.497994 nChanged 21 SP:Iteration 55Q (15942.080000 sec): 3 clusters Score: Raw -2340264.771920 + Penalty 4748.053838 = -2335516.718082 nChanged 17 SP:Iteration 56Q (15942.140000 sec): 3 clusters Score: Raw -2340266.494788 + Penalty 4748.053838 = -2335518.440950 nChanged 13 SP:Iteration 57Q (15942.190000 sec): 3 clusters Score: Raw -2340267.826552 + Penalty 4748.053838 = -2335519.772714 nChanged 15 SP:Iteration 58Q (15942.250000 sec): 3 clusters Score: Raw -2340270.222041 + Penalty 4748.053838 = -2335522.168203 nChanged 16 SP:Iteration 59Q (15942.300000 sec): 3 clusters Score: Raw -2340272.704305 + Penalty 4748.053838 = -2335524.650467 nChanged 14 SP:Iteration 60F (15942.360000 sec): 3 clusters Score: Raw -2340274.498903 + Penalty 4748.053838 = -2335526.445066 nChanged 17 SP:Iteration 61Q (15942.410000 sec): 3 clusters Score: Raw -2340276.822011 + Penalty 4748.053838 = -2335528.768173 nChanged 16 SP:Iteration 62Q (15942.470000 sec): 3 clusters Score: Raw -2340278.515261 + Penalty 4748.053838 = -2335530.461423 nChanged 18 SP:Iteration 63Q (15942.520000 sec): 3 clusters Score: Raw -2340280.104497 + Penalty 4748.053838 = -2335532.050659 nChanged 16 SP:Iteration 64Q (15942.580000 sec): 3 clusters Score: Raw -2340281.755013 + Penalty 4748.053838 = -2335533.701175 nChanged 12 SP:Iteration 65Q (15942.640000 sec): 3 clusters Score: Raw -2340282.777589 + Penalty 4748.053838 = -2335534.723751 nChanged 9 SP:Iteration 66Q (15942.690000 sec): 3 clusters Score: Raw -2340283.563389 + Penalty 4748.053838 = -2335535.509551 nChanged 12 SP:Iteration 67Q (15942.750000 sec): 3 clusters Score: Raw -2340285.011957 + Penalty 4748.053838 = -2335536.958119 nChanged 13 SP:Iteration 68Q (15942.800000 sec): 3 clusters Score: Raw -2340286.456556 + Penalty 4748.053838 = -2335538.402719 nChanged 13 SP:Iteration 69Q (15942.860000 sec): 3 clusters Score: Raw -2340287.991329 + Penalty 4748.053838 = -2335539.937491 nChanged 20 SP:Iteration 70Q (15942.910000 sec): 3 clusters Score: Raw -2340290.469604 + Penalty 4748.053838 = -2335542.415766 nChanged 22 SP:Iteration 71Q (15942.970000 sec): 3 clusters Score: Raw -2340293.539475 + Penalty 4748.053838 = -2335545.485637 nChanged 22 SP:Iteration 72Q (15943.030000 sec): 3 clusters Score: Raw -2340296.434998 + Penalty 4748.053838 = -2335548.381160 nChanged 20 SP:Iteration 73Q (15943.090000 sec): 3 clusters Score: Raw -2340299.035067 + Penalty 4748.053838 = -2335550.981229 nChanged 28 SP:Iteration 74Q (15943.140000 sec): 3 clusters Score: Raw -2340302.783292 + Penalty 4748.053838 = -2335554.729454 nChanged 22 SP:Iteration 75Q (15943.190000 sec): 3 clusters Score: Raw -2340305.817005 + Penalty 4748.053838 = -2335557.763167 nChanged 22 SP:Iteration 76Q (15943.250000 sec): 3 clusters Score: Raw -2340309.023773 + Penalty 4748.053838 = -2335560.969935 nChanged 26 SP:Iteration 77Q (15943.300000 sec): 3 clusters Score: Raw -2340312.184740 + Penalty 4748.053838 = -2335564.130902 nChanged 23 SP:Iteration 78Q (15943.360000 sec): 3 clusters Score: Raw -2340314.828447 + Penalty 4748.053838 = -2335566.774609 nChanged 16 SP:Iteration 79Q (15943.410000 sec): 3 clusters Score: Raw -2340316.655729 + Penalty 4748.053838 = -2335568.601891 nChanged 14 SP:Iteration 80F (15943.470000 sec): 3 clusters Score: Raw -2340318.181958 + Penalty 4748.053838 = -2335570.128121 nChanged 10 SP:Iteration 81Q (15943.530000 sec): 3 clusters Score: Raw -2340319.748104 + Penalty 4748.053838 = -2335571.694266 nChanged 6 SP:Iteration 82Q (15943.580000 sec): 3 clusters Score: Raw -2340320.492020 + Penalty 4748.053838 = -2335572.438182 nChanged 6 SP:Iteration 83Q (15943.640000 sec): 3 clusters Score: Raw -2340321.431441 + Penalty 4748.053838 = -2335573.377604 nChanged 7 SP:Iteration 84Q (15943.690000 sec): 3 clusters Score: Raw -2340322.359213 + Penalty 4748.053838 = -2335574.305375 nChanged 4 SP:Iteration 85Q (15943.750000 sec): 3 clusters Score: Raw -2340322.587478 + Penalty 4748.053838 = -2335574.533641 nChanged 2 SP:Iteration 86Q (15943.800000 sec): 3 clusters Score: Raw -2340322.722596 + Penalty 4748.053838 = -2335574.668759 nChanged 1 SP:Iteration 87Q (15943.860000 sec): 3 clusters Score: Raw -2340322.814132 + Penalty 4748.053838 = -2335574.760295 nChanged 3 SP:Iteration 88Q (15943.910000 sec): 3 clusters Score: Raw -2340323.158223 + Penalty 4748.053838 = -2335575.104385 nChanged 4 SP:Iteration 89Q (15943.970000 sec): 3 clusters Score: Raw -2340323.948168 + Penalty 4748.053838 = -2335575.894330 nChanged 8 SP:Iteration 90Q (15944.020000 sec): 3 clusters Score: Raw -2340324.673456 + Penalty 4748.053838 = -2335576.619618 nChanged 5 SP:Iteration 91Q (15944.080000 sec): 3 clusters Score: Raw -2340325.223941 + Penalty 4748.053838 = -2335577.170103 nChanged 5 SP:Iteration 92Q (15944.130000 sec): 3 clusters Score: Raw -2340325.849065 + Penalty 4748.053838 = -2335577.795227 nChanged 6 SP:Iteration 93Q (15944.190000 sec): 3 clusters Score: Raw -2340326.754225 + Penalty 4748.053838 = -2335578.700387 nChanged 5 SP:Iteration 94Q (15944.240000 sec): 3 clusters Score: Raw -2340327.414536 + Penalty 4748.053838 = -2335579.360699 nChanged 4 SP:Iteration 95Q (15944.300000 sec): 3 clusters Score: Raw -2340327.813377 + Penalty 4748.053838 = -2335579.759539 nChanged 6 SP:Iteration 96Q (15944.350000 sec): 3 clusters Score: Raw -2340328.673114 + Penalty 4748.053838 = -2335580.619276 nChanged 10 SP:Iteration 97Q (15944.410000 sec): 3 clusters Score: Raw -2340329.597918 + Penalty 4748.053838 = -2335581.544080 nChanged 5 SP:Iteration 98Q (15944.460000 sec): 3 clusters Score: Raw -2340330.168452 + Penalty 4748.053838 = -2335582.114614 nChanged 6 SP:Iteration 99Q (15944.520000 sec): 3 clusters Score: Raw -2340330.994846 + Penalty 4748.053838 = -2335582.941009 nChanged 6 SP:Iteration 100F (15944.590000 sec): 3 clusters Score: Raw -2340331.544141 + Penalty 4748.053838 = -2335583.490303 nChanged 4 SP:Iteration 101Q (15944.640000 sec): 3 clusters Score: Raw -2340332.107547 + Penalty 4748.053838 = -2335584.053709 nChanged 5 SP:Iteration 102Q (15944.690000 sec): 3 clusters Score: Raw -2340332.605125 + Penalty 4748.053838 = -2335584.551287 nChanged 5 SP:Iteration 103Q (15944.750000 sec): 3 clusters Score: Raw -2340333.005630 + Penalty 4748.053838 = -2335584.951792 nChanged 3 SP:Iteration 104Q (15944.810000 sec): 3 clusters Score: Raw -2340333.188089 + Penalty 4748.053838 = -2335585.134251 nChanged 2 SP:Iteration 105Q (15944.860000 sec): 3 clusters Score: Raw -2340333.398957 + Penalty 4748.053838 = -2335585.345119 nChanged 3 SP:Iteration 106Q (15944.910000 sec): 3 clusters Score: Raw -2340333.603861 + Penalty 4748.053838 = -2335585.550023 nChanged 3 SP:Iteration 107Q (15944.970000 sec): 3 clusters Score: Raw -2340333.881275 + Penalty 4748.053838 = -2335585.827437 nChanged 3 SP:Iteration 108Q (15945.020000 sec): 3 clusters Score: Raw -2340334.100853 + Penalty 4748.053838 = -2335586.047015 nChanged 4 SP:Iteration 109Q (15945.080000 sec): 3 clusters Score: Raw -2340334.331008 + Penalty 4748.053838 = -2335586.277170 nChanged 1 SP:Iteration 110Q (15945.130000 sec): 3 clusters Score: Raw -2340334.358866 + Penalty 4748.053838 = -2335586.305028 nChanged 0 SP:Iteration 111F (15945.190000 sec): 3 clusters Score: Raw -2340334.358866 + Penalty 4748.053838 = -2335586.305028 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 3 (1584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15945.210000 sec): 2 clusters Score: Raw -227515.811756 + Penalty 1827.191726 = -225688.620030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15945.220000 sec): 3 clusters Score: Raw -226996.438437 + Penalty 3654.383452 = -223342.054985 nChanged 442 SP:Iteration 1F (15945.220000 sec): 3 clusters Score: Raw -227429.292457 + Penalty 3654.383452 = -223774.909005 nChanged 119 SP:Iteration 2F (15945.230000 sec): 3 clusters Score: Raw -227552.863715 + Penalty 3654.383452 = -223898.480263 nChanged 55 SP:Iteration 3Q (15945.240000 sec): 3 clusters Score: Raw -227611.417385 + Penalty 3654.383452 = -223957.033933 nChanged 38 SP:Iteration 4Q (15945.240000 sec): 3 clusters Score: Raw -227652.555178 + Penalty 3654.383452 = -223998.171726 nChanged 30 SP:Iteration 5Q (15945.250000 sec): 3 clusters Score: Raw -227684.353766 + Penalty 3654.383452 = -224029.970314 nChanged 28 SP:Iteration 6Q (15945.250000 sec): 3 clusters Score: Raw -227706.984023 + Penalty 3654.383452 = -224052.600571 nChanged 18 SP:Iteration 7Q (15945.260000 sec): 3 clusters Score: Raw -227726.445350 + Penalty 3654.383452 = -224072.061898 nChanged 11 SP:Iteration 8Q (15945.270000 sec): 3 clusters Score: Raw -227735.600966 + Penalty 3654.383452 = -224081.217514 nChanged 11 SP:Iteration 9Q (15945.270000 sec): 3 clusters Score: Raw -227753.832996 + Penalty 3654.383452 = -224099.449544 nChanged 13 SP:Iteration 10Q (15945.280000 sec): 3 clusters Score: Raw -227762.437120 + Penalty 3654.383452 = -224108.053668 nChanged 13 SP:Iteration 11Q (15945.290000 sec): 3 clusters Score: Raw -227770.261034 + Penalty 3654.383452 = -224115.877582 nChanged 4 SP:Iteration 12Q (15945.290000 sec): 3 clusters Score: Raw -227772.854028 + Penalty 3654.383452 = -224118.470576 nChanged 3 SP:Iteration 13Q (15945.300000 sec): 3 clusters Score: Raw -227775.695657 + Penalty 3654.383452 = -224121.312205 nChanged 0 SP:Iteration 14F (15945.310000 sec): 3 clusters Score: Raw -227775.695657 + Penalty 3654.383452 = -224121.312205 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 4 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15945.310000 sec): 2 clusters Score: Raw -72896.426781 + Penalty 1537.726275 = -71358.700506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15945.310000 sec): 3 clusters Score: Raw -72916.574473 + Penalty 3075.452550 = -69841.121923 nChanged 94 SP:Iteration 1F (15945.320000 sec): 3 clusters Score: Raw -73126.505105 + Penalty 3075.452550 = -70051.052555 nChanged 24 SP:Iteration 2Q (15945.320000 sec): 3 clusters Score: Raw -73203.367266 + Penalty 3075.452550 = -70127.914716 nChanged 16 SP:Iteration 3Q (15945.320000 sec): 3 clusters Score: Raw -73286.872580 + Penalty 3075.452550 = -70211.420030 nChanged 17 SP:Iteration 4Q (15945.330000 sec): 3 clusters Score: Raw -73332.492812 + Penalty 3075.452550 = -70257.040262 nChanged 10 SP:Iteration 5Q (15945.330000 sec): 3 clusters Score: Raw -73377.254414 + Penalty 3075.452550 = -70301.801864 nChanged 8 SP:Iteration 6Q (15945.330000 sec): 3 clusters Score: Raw -73393.763698 + Penalty 3075.452550 = -70318.311147 nChanged 6 SP:Iteration 7Q (15945.330000 sec): 3 clusters Score: Raw -73405.169142 + Penalty 3075.452550 = -70329.716591 nChanged 5 SP:Iteration 8Q (15945.330000 sec): 3 clusters Score: Raw -73415.070851 + Penalty 3075.452550 = -70339.618300 nChanged 2 SP:Iteration 9Q (15945.330000 sec): 3 clusters Score: Raw -73419.415391 + Penalty 3075.452550 = -70343.962840 nChanged 2 SP:Iteration 10Q (15945.330000 sec): 3 clusters Score: Raw -73428.688025 + Penalty 3075.452550 = -70353.235475 nChanged 3 SP:Iteration 11Q (15945.340000 sec): 3 clusters Score: Raw -73443.559972 + Penalty 3075.452550 = -70368.107422 nChanged 4 SP:Iteration 12Q (15945.340000 sec): 3 clusters Score: Raw -73460.291062 + Penalty 3075.452550 = -70384.838511 nChanged 2 SP:Iteration 13Q (15945.340000 sec): 3 clusters Score: Raw -73464.856236 + Penalty 3075.452550 = -70389.403686 nChanged 1 SP:Iteration 14Q (15945.340000 sec): 3 clusters Score: Raw -73466.662726 + Penalty 3075.452550 = -70391.210176 nChanged 1 SP:Iteration 15Q (15945.350000 sec): 3 clusters Score: Raw -73468.099729 + Penalty 3075.452550 = -70392.647179 nChanged 1 SP:Iteration 16Q (15945.350000 sec): 3 clusters Score: Raw -73470.767602 + Penalty 3075.452550 = -70395.315052 nChanged 1 SP:Iteration 17Q (15945.350000 sec): 3 clusters Score: Raw -73474.316626 + Penalty 3075.452550 = -70398.864076 nChanged 0 SP:Iteration 18F (15945.350000 sec): 3 clusters Score: Raw -73474.316626 + Penalty 3075.452550 = -70398.864076 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 6 (13167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15945.410000 sec): 2 clusters Score: Raw -2119472.526010 + Penalty 2352.396307 = -2117120.129703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15945.460000 sec): 3 clusters Score: Raw -2112078.525327 + Penalty 4704.792613 = -2107373.732714 nChanged 5642 SP:Iteration 1F (15945.510000 sec): 3 clusters Score: Raw -2115194.229852 + Penalty 4704.792613 = -2110489.437239 nChanged 867 SP:Iteration 2F (15945.570000 sec): 3 clusters Score: Raw -2115651.346556 + Penalty 4704.792613 = -2110946.553943 nChanged 761 SP:Iteration 3F (15945.620000 sec): 3 clusters Score: Raw -2116126.267200 + Penalty 4704.792613 = -2111421.474587 nChanged 694 SP:Iteration 4F (15945.670000 sec): 3 clusters Score: Raw -2116648.463399 + Penalty 4704.792613 = -2111943.670786 nChanged 692 SP:Iteration 5F (15945.730000 sec): 3 clusters Score: Raw -2117195.751419 + Penalty 4704.792613 = -2112490.958806 nChanged 723 SP:Iteration 6F (15945.780000 sec): 3 clusters Score: Raw -2117749.238485 + Penalty 4704.792613 = -2113044.445872 nChanged 693 SP:Iteration 7F (15945.840000 sec): 3 clusters Score: Raw -2118253.448595 + Penalty 4704.792613 = -2113548.655982 nChanged 648 SP:Iteration 8Q (15945.890000 sec): 3 clusters Score: Raw -2118728.289813 + Penalty 4704.792613 = -2114023.497199 nChanged 626 SP:Iteration 9Q (15945.950000 sec): 3 clusters Score: Raw -2119188.918318 + Penalty 4704.792613 = -2114484.125705 nChanged 611 SP:Iteration 10Q (15946.000000 sec): 3 clusters Score: Raw -2119615.293009 + Penalty 4704.792613 = -2114910.500396 nChanged 483 SP:Iteration 11Q (15946.050000 sec): 3 clusters Score: Raw -2119884.735582 + Penalty 4704.792613 = -2115179.942968 nChanged 376 SP:Iteration 12Q (15946.110000 sec): 3 clusters Score: Raw -2120060.176613 + Penalty 4704.792613 = -2115355.384000 nChanged 274 SP:Iteration 13Q (15946.150000 sec): 3 clusters Score: Raw -2120160.201529 + Penalty 4704.792613 = -2115455.408916 nChanged 188 SP:Iteration 14Q (15946.210000 sec): 3 clusters Score: Raw -2120223.327803 + Penalty 4704.792613 = -2115518.535189 nChanged 137 SP:Iteration 15Q (15946.260000 sec): 3 clusters Score: Raw -2120270.545073 + Penalty 4704.792613 = -2115565.752459 nChanged 128 SP:Iteration 16Q (15946.310000 sec): 3 clusters Score: Raw -2120307.982723 + Penalty 4704.792613 = -2115603.190109 nChanged 116 SP:Iteration 17Q (15946.360000 sec): 3 clusters Score: Raw -2120331.832205 + Penalty 4704.792613 = -2115627.039591 nChanged 72 SP:Iteration 18Q (15946.410000 sec): 3 clusters Score: Raw -2120344.521577 + Penalty 4704.792613 = -2115639.728964 nChanged 50 SP:Iteration 19Q (15946.460000 sec): 3 clusters Score: Raw -2120354.782618 + Penalty 4704.792613 = -2115649.990005 nChanged 53 SP:Iteration 20F (15946.520000 sec): 3 clusters Score: Raw -2120364.348217 + Penalty 4704.792613 = -2115659.555603 nChanged 48 SP:Iteration 21Q (15946.570000 sec): 3 clusters Score: Raw -2120373.329089 + Penalty 4704.792613 = -2115668.536476 nChanged 53 SP:Iteration 22Q (15946.620000 sec): 3 clusters Score: Raw -2120383.350908 + Penalty 4704.792613 = -2115678.558295 nChanged 47 SP:Iteration 23Q (15946.670000 sec): 3 clusters Score: Raw -2120392.074504 + Penalty 4704.792613 = -2115687.281891 nChanged 55 SP:Iteration 24Q (15946.720000 sec): 3 clusters Score: Raw -2120400.344767 + Penalty 4704.792613 = -2115695.552154 nChanged 41 SP:Iteration 25Q (15946.770000 sec): 3 clusters Score: Raw -2120407.274503 + Penalty 4704.792613 = -2115702.481890 nChanged 48 SP:Iteration 26Q (15946.810000 sec): 3 clusters Score: Raw -2120415.887095 + Penalty 4704.792613 = -2115711.094481 nChanged 47 SP:Iteration 27Q (15946.860000 sec): 3 clusters Score: Raw -2120424.071607 + Penalty 4704.792613 = -2115719.278994 nChanged 46 SP:Iteration 28Q (15946.910000 sec): 3 clusters Score: Raw -2120433.179244 + Penalty 4704.792613 = -2115728.386631 nChanged 48 SP:Iteration 29Q (15946.960000 sec): 3 clusters Score: Raw -2120442.177731 + Penalty 4704.792613 = -2115737.385117 nChanged 48 SP:Iteration 30Q (15947.010000 sec): 3 clusters Score: Raw -2120449.401229 + Penalty 4704.792613 = -2115744.608616 nChanged 44 SP:Iteration 31Q (15947.060000 sec): 3 clusters Score: Raw -2120457.126333 + Penalty 4704.792613 = -2115752.333719 nChanged 35 SP:Iteration 32Q (15947.110000 sec): 3 clusters Score: Raw -2120462.602256 + Penalty 4704.792613 = -2115757.809643 nChanged 45 SP:Iteration 33Q (15947.150000 sec): 3 clusters Score: Raw -2120470.344204 + Penalty 4704.792613 = -2115765.551591 nChanged 49 SP:Iteration 34Q (15947.200000 sec): 3 clusters Score: Raw -2120479.778710 + Penalty 4704.792613 = -2115774.986096 nChanged 60 SP:Iteration 35Q (15947.250000 sec): 3 clusters Score: Raw -2120491.290318 + Penalty 4704.792613 = -2115786.497704 nChanged 66 SP:Iteration 36Q (15947.300000 sec): 3 clusters Score: Raw -2120504.121927 + Penalty 4704.792613 = -2115799.329314 nChanged 70 SP:Iteration 37Q (15947.350000 sec): 3 clusters Score: Raw -2120519.156290 + Penalty 4704.792613 = -2115814.363676 nChanged 74 SP:Iteration 38Q (15947.400000 sec): 3 clusters Score: Raw -2120533.429887 + Penalty 4704.792613 = -2115828.637274 nChanged 75 SP:Iteration 39Q (15947.450000 sec): 3 clusters Score: Raw -2120550.809111 + Penalty 4704.792613 = -2115846.016498 nChanged 91 SP:Iteration 40F (15947.510000 sec): 3 clusters Score: Raw -2120573.321754 + Penalty 4704.792613 = -2115868.529141 nChanged 86 SP:Iteration 41Q (15947.560000 sec): 3 clusters Score: Raw -2120592.248578 + Penalty 4704.792613 = -2115887.455965 nChanged 85 SP:Iteration 42Q (15947.610000 sec): 3 clusters Score: Raw -2120610.349257 + Penalty 4704.792613 = -2115905.556644 nChanged 78 SP:Iteration 43Q (15947.660000 sec): 3 clusters Score: Raw -2120626.456604 + Penalty 4704.792613 = -2115921.663991 nChanged 80 SP:Iteration 44Q (15947.710000 sec): 3 clusters Score: Raw -2120643.262895 + Penalty 4704.792613 = -2115938.470281 nChanged 71 SP:Iteration 45Q (15947.770000 sec): 3 clusters Score: Raw -2120660.209418 + Penalty 4704.792613 = -2115955.416805 nChanged 66 SP:Iteration 46Q (15947.810000 sec): 3 clusters Score: Raw -2120675.731398 + Penalty 4704.792613 = -2115970.938784 nChanged 86 SP:Iteration 47Q (15947.870000 sec): 3 clusters Score: Raw -2120695.657723 + Penalty 4704.792613 = -2115990.865109 nChanged 70 SP:Iteration 48Q (15947.910000 sec): 3 clusters Score: Raw -2120708.812814 + Penalty 4704.792613 = -2116004.020201 nChanged 79 SP:Iteration 49Q (15947.970000 sec): 3 clusters Score: Raw -2120725.553001 + Penalty 4704.792613 = -2116020.760388 nChanged 68 SP:Iteration 50Q (15948.010000 sec): 3 clusters Score: Raw -2120738.999013 + Penalty 4704.792613 = -2116034.206400 nChanged 62 SP:Iteration 51Q (15948.070000 sec): 3 clusters Score: Raw -2120753.298345 + Penalty 4704.792613 = -2116048.505731 nChanged 76 SP:Iteration 52Q (15948.110000 sec): 3 clusters Score: Raw -2120770.329925 + Penalty 4704.792613 = -2116065.537312 nChanged 68 SP:Iteration 53Q (15948.170000 sec): 3 clusters Score: Raw -2120787.545746 + Penalty 4704.792613 = -2116082.753132 nChanged 75 SP:Iteration 54Q (15948.210000 sec): 3 clusters Score: Raw -2120803.783410 + Penalty 4704.792613 = -2116098.990797 nChanged 75 SP:Iteration 55Q (15948.270000 sec): 3 clusters Score: Raw -2120819.666761 + Penalty 4704.792613 = -2116114.874148 nChanged 81 SP:Iteration 56Q (15948.310000 sec): 3 clusters Score: Raw -2120838.332715 + Penalty 4704.792613 = -2116133.540102 nChanged 84 SP:Iteration 57Q (15948.360000 sec): 3 clusters Score: Raw -2120857.965238 + Penalty 4704.792613 = -2116153.172624 nChanged 88 SP:Iteration 58Q (15948.410000 sec): 3 clusters Score: Raw -2120879.491802 + Penalty 4704.792613 = -2116174.699189 nChanged 85 SP:Iteration 59Q (15948.460000 sec): 3 clusters Score: Raw -2120899.909975 + Penalty 4704.792613 = -2116195.117361 nChanged 87 SP:Iteration 60F (15948.520000 sec): 3 clusters Score: Raw -2120920.394674 + Penalty 4704.792613 = -2116215.602061 nChanged 78 SP:Iteration 61Q (15948.570000 sec): 3 clusters Score: Raw -2120938.921660 + Penalty 4704.792613 = -2116234.129047 nChanged 80 SP:Iteration 62Q (15948.620000 sec): 3 clusters Score: Raw -2120957.629889 + Penalty 4704.792613 = -2116252.837276 nChanged 69 SP:Iteration 63Q (15948.670000 sec): 3 clusters Score: Raw -2120972.305871 + Penalty 4704.792613 = -2116267.513258 nChanged 59 SP:Iteration 64Q (15948.710000 sec): 3 clusters Score: Raw -2120983.778538 + Penalty 4704.792613 = -2116278.985925 nChanged 57 SP:Iteration 65Q (15948.760000 sec): 3 clusters Score: Raw -2120994.868039 + Penalty 4704.792613 = -2116290.075426 nChanged 58 SP:Iteration 66Q (15948.810000 sec): 3 clusters Score: Raw -2121006.334389 + Penalty 4704.792613 = -2116301.541776 nChanged 57 SP:Iteration 67Q (15948.860000 sec): 3 clusters Score: Raw -2121017.780246 + Penalty 4704.792613 = -2116312.987633 nChanged 64 SP:Iteration 68Q (15948.910000 sec): 3 clusters Score: Raw -2121033.179924 + Penalty 4704.792613 = -2116328.387311 nChanged 66 SP:Iteration 69Q (15948.960000 sec): 3 clusters Score: Raw -2121047.417628 + Penalty 4704.792613 = -2116342.625015 nChanged 65 SP:Iteration 70Q (15949.010000 sec): 3 clusters Score: Raw -2121061.897477 + Penalty 4704.792613 = -2116357.104864 nChanged 68 SP:Iteration 71Q (15949.060000 sec): 3 clusters Score: Raw -2121078.022418 + Penalty 4704.792613 = -2116373.229805 nChanged 74 SP:Iteration 72Q (15949.110000 sec): 3 clusters Score: Raw -2121094.976237 + Penalty 4704.792613 = -2116390.183624 nChanged 78 SP:Iteration 73Q (15949.160000 sec): 3 clusters Score: Raw -2121114.444900 + Penalty 4704.792613 = -2116409.652287 nChanged 81 SP:Iteration 74Q (15949.210000 sec): 3 clusters Score: Raw -2121133.455242 + Penalty 4704.792613 = -2116428.662629 nChanged 63 SP:Iteration 75Q (15949.260000 sec): 3 clusters Score: Raw -2121147.265297 + Penalty 4704.792613 = -2116442.472684 nChanged 51 SP:Iteration 76Q (15949.300000 sec): 3 clusters Score: Raw -2121160.196772 + Penalty 4704.792613 = -2116455.404159 nChanged 53 SP:Iteration 77Q (15949.350000 sec): 3 clusters Score: Raw -2121174.965849 + Penalty 4704.792613 = -2116470.173236 nChanged 63 SP:Iteration 78Q (15949.400000 sec): 3 clusters Score: Raw -2121192.324179 + Penalty 4704.792613 = -2116487.531566 nChanged 63 SP:Iteration 79Q (15949.440000 sec): 3 clusters Score: Raw -2121208.853298 + Penalty 4704.792613 = -2116504.060685 nChanged 69 SP:Iteration 80F (15949.500000 sec): 3 clusters Score: Raw -2121227.038015 + Penalty 4704.792613 = -2116522.245401 nChanged 52 SP:Iteration 81Q (15949.550000 sec): 3 clusters Score: Raw -2121239.505738 + Penalty 4704.792613 = -2116534.713124 nChanged 57 SP:Iteration 82Q (15949.600000 sec): 3 clusters Score: Raw -2121258.394851 + Penalty 4704.792613 = -2116553.602238 nChanged 57 SP:Iteration 83Q (15949.650000 sec): 3 clusters Score: Raw -2121273.888242 + Penalty 4704.792613 = -2116569.095629 nChanged 60 SP:Iteration 84Q (15949.690000 sec): 3 clusters Score: Raw -2121289.422834 + Penalty 4704.792613 = -2116584.630221 nChanged 54 SP:Iteration 85Q (15949.740000 sec): 3 clusters Score: Raw -2121303.048813 + Penalty 4704.792613 = -2116598.256200 nChanged 55 SP:Iteration 86Q (15949.790000 sec): 3 clusters Score: Raw -2121318.927851 + Penalty 4704.792613 = -2116614.135238 nChanged 58 SP:Iteration 87Q (15949.840000 sec): 3 clusters Score: Raw -2121336.896245 + Penalty 4704.792613 = -2116632.103632 nChanged 60 SP:Iteration 88Q (15949.880000 sec): 3 clusters Score: Raw -2121357.514201 + Penalty 4704.792613 = -2116652.721588 nChanged 74 SP:Iteration 89Q (15949.930000 sec): 3 clusters Score: Raw -2121388.100235 + Penalty 4704.792613 = -2116683.307622 nChanged 79 SP:Iteration 90Q (15949.980000 sec): 3 clusters Score: Raw -2121424.834545 + Penalty 4704.792613 = -2116720.041932 nChanged 96 SP:Iteration 91Q (15950.020000 sec): 3 clusters Score: Raw -2121469.617844 + Penalty 4704.792613 = -2116764.825230 nChanged 74 SP:Iteration 92Q (15950.070000 sec): 3 clusters Score: Raw -2121501.211852 + Penalty 4704.792613 = -2116796.419238 nChanged 66 SP:Iteration 93Q (15950.120000 sec): 3 clusters Score: Raw -2121525.566463 + Penalty 4704.792613 = -2116820.773850 nChanged 46 SP:Iteration 94Q (15950.160000 sec): 3 clusters Score: Raw -2121539.525620 + Penalty 4704.792613 = -2116834.733007 nChanged 46 SP:Iteration 95Q (15950.210000 sec): 3 clusters Score: Raw -2121551.560074 + Penalty 4704.792613 = -2116846.767460 nChanged 34 SP:Iteration 96Q (15950.260000 sec): 3 clusters Score: Raw -2121561.108610 + Penalty 4704.792613 = -2116856.315997 nChanged 33 SP:Iteration 97Q (15950.300000 sec): 3 clusters Score: Raw -2121571.768245 + Penalty 4704.792613 = -2116866.975632 nChanged 35 SP:Iteration 98Q (15950.350000 sec): 3 clusters Score: Raw -2121584.171816 + Penalty 4704.792613 = -2116879.379203 nChanged 40 SP:Iteration 99Q (15950.390000 sec): 3 clusters Score: Raw -2121599.990655 + Penalty 4704.792613 = -2116895.198042 nChanged 42 SP:Iteration 100F (15950.450000 sec): 3 clusters Score: Raw -2121613.853736 + Penalty 4704.792613 = -2116909.061123 nChanged 26 SP:Iteration 101Q (15950.500000 sec): 3 clusters Score: Raw -2121622.143142 + Penalty 4704.792613 = -2116917.350529 nChanged 20 SP:Iteration 102Q (15950.540000 sec): 3 clusters Score: Raw -2121626.490026 + Penalty 4704.792613 = -2116921.697413 nChanged 14 SP:Iteration 103Q (15950.590000 sec): 3 clusters Score: Raw -2121629.184378 + Penalty 4704.792613 = -2116924.391765 nChanged 11 SP:Iteration 104Q (15950.640000 sec): 3 clusters Score: Raw -2121631.249577 + Penalty 4704.792613 = -2116926.456964 nChanged 12 SP:Iteration 105Q (15950.680000 sec): 3 clusters Score: Raw -2121634.168997 + Penalty 4704.792613 = -2116929.376384 nChanged 12 SP:Iteration 106Q (15950.730000 sec): 3 clusters Score: Raw -2121636.332701 + Penalty 4704.792613 = -2116931.540087 nChanged 10 SP:Iteration 107Q (15950.770000 sec): 3 clusters Score: Raw -2121638.814848 + Penalty 4704.792613 = -2116934.022235 nChanged 10 SP:Iteration 108Q (15950.820000 sec): 3 clusters Score: Raw -2121641.622782 + Penalty 4704.792613 = -2116936.830169 nChanged 17 SP:Iteration 109Q (15950.860000 sec): 3 clusters Score: Raw -2121646.023095 + Penalty 4704.792613 = -2116941.230482 nChanged 8 SP:Iteration 110Q (15950.900000 sec): 3 clusters Score: Raw -2121646.948325 + Penalty 4704.792613 = -2116942.155711 nChanged 8 SP:Iteration 111Q (15950.950000 sec): 3 clusters Score: Raw -2121648.385392 + Penalty 4704.792613 = -2116943.592779 nChanged 6 SP:Iteration 112Q (15950.990000 sec): 3 clusters Score: Raw -2121649.324299 + Penalty 4704.792613 = -2116944.531686 nChanged 6 SP:Iteration 113Q (15951.030000 sec): 3 clusters Score: Raw -2121650.022579 + Penalty 4704.792613 = -2116945.229966 nChanged 1 SP:Iteration 114Q (15951.080000 sec): 3 clusters Score: Raw -2121650.209751 + Penalty 4704.792613 = -2116945.417138 nChanged 1 SP:Iteration 115Q (15951.120000 sec): 3 clusters Score: Raw -2121650.245794 + Penalty 4704.792613 = -2116945.453181 nChanged 0 SP:Iteration 116F (15951.180000 sec): 3 clusters Score: Raw -2121650.245794 + Penalty 4704.792613 = -2116945.453181 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 7 (15749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15951.240000 sec): 2 clusters Score: Raw -2434179.793156 + Penalty 2396.803973 = -2431782.989183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15951.300000 sec): 3 clusters Score: Raw -2425258.336693 + Penalty 4793.607946 = -2420464.728746 nChanged 6846 SP:Iteration 1F (15951.370000 sec): 3 clusters Score: Raw -2429060.497755 + Penalty 4793.607946 = -2424266.889809 nChanged 1048 SP:Iteration 2F (15951.430000 sec): 3 clusters Score: Raw -2429598.091764 + Penalty 4793.607946 = -2424804.483818 nChanged 920 SP:Iteration 3F (15951.500000 sec): 3 clusters Score: Raw -2430080.648480 + Penalty 4793.607946 = -2425287.040533 nChanged 829 SP:Iteration 4F (15951.560000 sec): 3 clusters Score: Raw -2430576.687552 + Penalty 4793.607946 = -2425783.079605 nChanged 858 SP:Iteration 5F (15951.630000 sec): 3 clusters Score: Raw -2431127.951960 + Penalty 4793.607946 = -2426334.344014 nChanged 855 SP:Iteration 6F (15951.690000 sec): 3 clusters Score: Raw -2431705.863366 + Penalty 4793.607946 = -2426912.255420 nChanged 847 SP:Iteration 7F (15951.760000 sec): 3 clusters Score: Raw -2432297.372668 + Penalty 4793.607946 = -2427503.764721 nChanged 816 SP:Iteration 8F (15951.820000 sec): 3 clusters Score: Raw -2432921.828196 + Penalty 4793.607946 = -2428128.220250 nChanged 745 SP:Iteration 9Q (15951.880000 sec): 3 clusters Score: Raw -2433504.442790 + Penalty 4793.607946 = -2428710.834843 nChanged 694 SP:Iteration 10Q (15951.950000 sec): 3 clusters Score: Raw -2434064.806503 + Penalty 4793.607946 = -2429271.198556 nChanged 617 SP:Iteration 11Q (15952.020000 sec): 3 clusters Score: Raw -2434605.308613 + Penalty 4793.607946 = -2429811.700667 nChanged 501 SP:Iteration 12Q (15952.080000 sec): 3 clusters Score: Raw -2435015.460591 + Penalty 4793.607946 = -2430221.852645 nChanged 390 SP:Iteration 13Q (15952.140000 sec): 3 clusters Score: Raw -2435273.765201 + Penalty 4793.607946 = -2430480.157254 nChanged 265 SP:Iteration 14Q (15952.200000 sec): 3 clusters Score: Raw -2435439.003922 + Penalty 4793.607946 = -2430645.395975 nChanged 207 SP:Iteration 15Q (15952.260000 sec): 3 clusters Score: Raw -2435547.338799 + Penalty 4793.607946 = -2430753.730853 nChanged 151 SP:Iteration 16Q (15952.320000 sec): 3 clusters Score: Raw -2435616.320757 + Penalty 4793.607946 = -2430822.712810 nChanged 126 SP:Iteration 17Q (15952.380000 sec): 3 clusters Score: Raw -2435671.637468 + Penalty 4793.607946 = -2430878.029521 nChanged 91 SP:Iteration 18Q (15952.440000 sec): 3 clusters Score: Raw -2435703.047755 + Penalty 4793.607946 = -2430909.439809 nChanged 57 SP:Iteration 19Q (15952.500000 sec): 3 clusters Score: Raw -2435720.148855 + Penalty 4793.607946 = -2430926.540908 nChanged 50 SP:Iteration 20F (15952.560000 sec): 3 clusters Score: Raw -2435735.740431 + Penalty 4793.607946 = -2430942.132485 nChanged 41 SP:Iteration 21Q (15952.620000 sec): 3 clusters Score: Raw -2435748.192659 + Penalty 4793.607946 = -2430954.584712 nChanged 27 SP:Iteration 22Q (15952.680000 sec): 3 clusters Score: Raw -2435758.142766 + Penalty 4793.607946 = -2430964.534820 nChanged 30 SP:Iteration 23Q (15952.740000 sec): 3 clusters Score: Raw -2435767.547783 + Penalty 4793.607946 = -2430973.939837 nChanged 22 SP:Iteration 24Q (15952.790000 sec): 3 clusters Score: Raw -2435773.423191 + Penalty 4793.607946 = -2430979.815244 nChanged 21 SP:Iteration 25Q (15952.850000 sec): 3 clusters Score: Raw -2435779.060113 + Penalty 4793.607946 = -2430985.452166 nChanged 22 SP:Iteration 26Q (15952.910000 sec): 3 clusters Score: Raw -2435784.889056 + Penalty 4793.607946 = -2430991.281109 nChanged 17 SP:Iteration 27Q (15952.960000 sec): 3 clusters Score: Raw -2435789.940495 + Penalty 4793.607946 = -2430996.332548 nChanged 16 SP:Iteration 28Q (15953.020000 sec): 3 clusters Score: Raw -2435794.258867 + Penalty 4793.607946 = -2431000.650920 nChanged 17 SP:Iteration 29Q (15953.080000 sec): 3 clusters Score: Raw -2435798.078210 + Penalty 4793.607946 = -2431004.470263 nChanged 14 SP:Iteration 30Q (15953.140000 sec): 3 clusters Score: Raw -2435801.460561 + Penalty 4793.607946 = -2431007.852615 nChanged 15 SP:Iteration 31Q (15953.190000 sec): 3 clusters Score: Raw -2435805.733217 + Penalty 4793.607946 = -2431012.125270 nChanged 16 SP:Iteration 32Q (15953.250000 sec): 3 clusters Score: Raw -2435812.284424 + Penalty 4793.607946 = -2431018.676477 nChanged 15 SP:Iteration 33Q (15953.300000 sec): 3 clusters Score: Raw -2435817.226893 + Penalty 4793.607946 = -2431023.618947 nChanged 12 SP:Iteration 34Q (15953.360000 sec): 3 clusters Score: Raw -2435819.834367 + Penalty 4793.607946 = -2431026.226420 nChanged 10 SP:Iteration 35Q (15953.420000 sec): 3 clusters Score: Raw -2435822.291524 + Penalty 4793.607946 = -2431028.683578 nChanged 12 SP:Iteration 36Q (15953.480000 sec): 3 clusters Score: Raw -2435825.969256 + Penalty 4793.607946 = -2431032.361310 nChanged 11 SP:Iteration 37Q (15953.530000 sec): 3 clusters Score: Raw -2435831.413784 + Penalty 4793.607946 = -2431037.805837 nChanged 12 SP:Iteration 38Q (15953.590000 sec): 3 clusters Score: Raw -2435840.631132 + Penalty 4793.607946 = -2431047.023186 nChanged 19 SP:Iteration 39Q (15953.650000 sec): 3 clusters Score: Raw -2435848.385502 + Penalty 4793.607946 = -2431054.777555 nChanged 18 SP:Iteration 40F (15953.720000 sec): 3 clusters Score: Raw -2435855.640243 + Penalty 4793.607946 = -2431062.032297 nChanged 16 SP:Iteration 41Q (15953.780000 sec): 3 clusters Score: Raw -2435859.058648 + Penalty 4793.607946 = -2431065.450702 nChanged 9 SP:Iteration 42Q (15953.840000 sec): 3 clusters Score: Raw -2435860.809781 + Penalty 4793.607946 = -2431067.201835 nChanged 6 SP:Iteration 43Q (15953.890000 sec): 3 clusters Score: Raw -2435862.269105 + Penalty 4793.607946 = -2431068.661159 nChanged 5 SP:Iteration 44Q (15953.950000 sec): 3 clusters Score: Raw -2435863.329094 + Penalty 4793.607946 = -2431069.721147 nChanged 5 SP:Iteration 45Q (15954.010000 sec): 3 clusters Score: Raw -2435864.835420 + Penalty 4793.607946 = -2431071.227473 nChanged 7 SP:Iteration 46Q (15954.070000 sec): 3 clusters Score: Raw -2435866.224730 + Penalty 4793.607946 = -2431072.616783 nChanged 4 SP:Iteration 47Q (15954.130000 sec): 3 clusters Score: Raw -2435867.185470 + Penalty 4793.607946 = -2431073.577524 nChanged 5 SP:Iteration 48Q (15954.190000 sec): 3 clusters Score: Raw -2435868.404733 + Penalty 4793.607946 = -2431074.796786 nChanged 4 SP:Iteration 49Q (15954.250000 sec): 3 clusters Score: Raw -2435869.313768 + Penalty 4793.607946 = -2431075.705821 nChanged 3 SP:Iteration 50Q (15954.300000 sec): 3 clusters Score: Raw -2435870.333118 + Penalty 4793.607946 = -2431076.725172 nChanged 2 SP:Iteration 51Q (15954.360000 sec): 3 clusters Score: Raw -2435870.661980 + Penalty 4793.607946 = -2431077.054034 nChanged 2 SP:Iteration 52Q (15954.420000 sec): 3 clusters Score: Raw -2435871.063182 + Penalty 4793.607946 = -2431077.455236 nChanged 0 SP:Iteration 53F (15954.480000 sec): 3 clusters Score: Raw -2435871.063182 + Penalty 4793.607946 = -2431077.455236 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 8 (3130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15954.500000 sec): 2 clusters Score: Raw -506096.618343 + Penalty 1996.099494 = -504100.518849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15954.520000 sec): 3 clusters Score: Raw -504723.624838 + Penalty 3992.198989 = -500731.425849 nChanged 1119 SP:Iteration 1F (15954.530000 sec): 3 clusters Score: Raw -505378.267002 + Penalty 3992.198989 = -501386.068014 nChanged 224 SP:Iteration 2F (15954.540000 sec): 3 clusters Score: Raw -505531.558115 + Penalty 3992.198989 = -501539.359126 nChanged 151 SP:Iteration 3Q (15954.560000 sec): 3 clusters Score: Raw -505622.917945 + Penalty 3992.198989 = -501630.718956 nChanged 100 SP:Iteration 4Q (15954.570000 sec): 3 clusters Score: Raw -505684.929587 + Penalty 3992.198989 = -501692.730598 nChanged 70 SP:Iteration 5Q (15954.580000 sec): 3 clusters Score: Raw -505724.333644 + Penalty 3992.198989 = -501732.134656 nChanged 64 SP:Iteration 6Q (15954.600000 sec): 3 clusters Score: Raw -505762.604575 + Penalty 3992.198989 = -501770.405586 nChanged 51 SP:Iteration 7Q (15954.610000 sec): 3 clusters Score: Raw -505792.489714 + Penalty 3992.198989 = -501800.290725 nChanged 39 SP:Iteration 8Q (15954.620000 sec): 3 clusters Score: Raw -505814.263490 + Penalty 3992.198989 = -501822.064502 nChanged 34 SP:Iteration 9Q (15954.640000 sec): 3 clusters Score: Raw -505828.391900 + Penalty 3992.198989 = -501836.192911 nChanged 23 SP:Iteration 10Q (15954.650000 sec): 3 clusters Score: Raw -505838.708850 + Penalty 3992.198989 = -501846.509861 nChanged 23 SP:Iteration 11Q (15954.660000 sec): 3 clusters Score: Raw -505851.375568 + Penalty 3992.198989 = -501859.176579 nChanged 21 SP:Iteration 12Q (15954.670000 sec): 3 clusters Score: Raw -505862.745323 + Penalty 3992.198989 = -501870.546335 nChanged 17 SP:Iteration 13Q (15954.680000 sec): 3 clusters Score: Raw -505870.684039 + Penalty 3992.198989 = -501878.485051 nChanged 21 SP:Iteration 14Q (15954.700000 sec): 3 clusters Score: Raw -505878.962906 + Penalty 3992.198989 = -501886.763918 nChanged 9 SP:Iteration 15Q (15954.710000 sec): 3 clusters Score: Raw -505881.852148 + Penalty 3992.198989 = -501889.653160 nChanged 10 SP:Iteration 16Q (15954.720000 sec): 3 clusters Score: Raw -505884.910383 + Penalty 3992.198989 = -501892.711395 nChanged 6 SP:Iteration 17Q (15954.740000 sec): 3 clusters Score: Raw -505886.720781 + Penalty 3992.198989 = -501894.521792 nChanged 5 SP:Iteration 18Q (15954.750000 sec): 3 clusters Score: Raw -505888.222650 + Penalty 3992.198989 = -501896.023662 nChanged 2 SP:Iteration 19Q (15954.760000 sec): 3 clusters Score: Raw -505889.547708 + Penalty 3992.198989 = -501897.348719 nChanged 3 SP:Iteration 20F (15954.780000 sec): 3 clusters Score: Raw -505890.895733 + Penalty 3992.198989 = -501898.696744 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 9 (1020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15954.780000 sec): 2 clusters Score: Raw -165630.769240 + Penalty 1718.034361 = -163912.734879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15954.790000 sec): 3 clusters Score: Raw -165377.087738 + Penalty 3436.068722 = -161941.019017 nChanged 252 SP:Iteration 1F (15954.790000 sec): 3 clusters Score: Raw -165640.409897 + Penalty 3436.068722 = -162204.341175 nChanged 57 SP:Iteration 2F (15954.800000 sec): 3 clusters Score: Raw -165710.759131 + Penalty 3436.068722 = -162274.690410 nChanged 30 SP:Iteration 3Q (15954.800000 sec): 3 clusters Score: Raw -165747.415308 + Penalty 3436.068722 = -162311.346586 nChanged 15 SP:Iteration 4Q (15954.800000 sec): 3 clusters Score: Raw -165758.350168 + Penalty 3436.068722 = -162322.281447 nChanged 4 SP:Iteration 5Q (15954.810000 sec): 3 clusters Score: Raw -165762.348518 + Penalty 3436.068722 = -162326.279796 nChanged 3 SP:Iteration 6Q (15954.810000 sec): 3 clusters Score: Raw -165766.883244 + Penalty 3436.068722 = -162330.814523 nChanged 2 SP:Iteration 7Q (15954.820000 sec): 3 clusters Score: Raw -165769.796875 + Penalty 3436.068722 = -162333.728154 nChanged 1 SP:Iteration 8Q (15954.820000 sec): 3 clusters Score: Raw -165773.301699 + Penalty 3436.068722 = -162337.232977 nChanged 0 SP:Iteration 9F (15954.820000 sec): 3 clusters Score: Raw -165773.301699 + Penalty 3436.068722 = -162337.232977 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 10 (5101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15954.850000 sec): 2 clusters Score: Raw -776855.388082 + Penalty 2117.223586 = -774738.164496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15954.870000 sec): 3 clusters Score: Raw -774431.856858 + Penalty 4234.447171 = -770197.409687 nChanged 1931 SP:Iteration 1F (15954.890000 sec): 3 clusters Score: Raw -775593.034479 + Penalty 4234.447171 = -771358.587307 nChanged 353 SP:Iteration 2F (15954.910000 sec): 3 clusters Score: Raw -775798.670169 + Penalty 4234.447171 = -771564.222997 nChanged 243 SP:Iteration 3Q (15954.940000 sec): 3 clusters Score: Raw -775919.544710 + Penalty 4234.447171 = -771685.097539 nChanged 182 SP:Iteration 4Q (15954.960000 sec): 3 clusters Score: Raw -776021.675715 + Penalty 4234.447171 = -771787.228544 nChanged 146 SP:Iteration 5Q (15954.980000 sec): 3 clusters Score: Raw -776093.441877 + Penalty 4234.447171 = -771858.994706 nChanged 116 SP:Iteration 6Q (15955.000000 sec): 3 clusters Score: Raw -776148.660046 + Penalty 4234.447171 = -771914.212875 nChanged 106 SP:Iteration 7Q (15955.020000 sec): 3 clusters Score: Raw -776215.924279 + Penalty 4234.447171 = -771981.477107 nChanged 119 SP:Iteration 8Q (15955.040000 sec): 3 clusters Score: Raw -776294.069166 + Penalty 4234.447171 = -772059.621994 nChanged 106 SP:Iteration 9Q (15955.060000 sec): 3 clusters Score: Raw -776361.750275 + Penalty 4234.447171 = -772127.303104 nChanged 133 SP:Iteration 10Q (15955.080000 sec): 3 clusters Score: Raw -776439.393788 + Penalty 4234.447171 = -772204.946617 nChanged 115 SP:Iteration 11Q (15955.100000 sec): 3 clusters Score: Raw -776500.307579 + Penalty 4234.447171 = -772265.860408 nChanged 90 SP:Iteration 12Q (15955.120000 sec): 3 clusters Score: Raw -776545.949418 + Penalty 4234.447171 = -772311.502246 nChanged 92 SP:Iteration 13Q (15955.140000 sec): 3 clusters Score: Raw -776593.042568 + Penalty 4234.447171 = -772358.595396 nChanged 106 SP:Iteration 14Q (15955.160000 sec): 3 clusters Score: Raw -776660.117999 + Penalty 4234.447171 = -772425.670828 nChanged 121 SP:Iteration 15Q (15955.180000 sec): 3 clusters Score: Raw -776740.967425 + Penalty 4234.447171 = -772506.520253 nChanged 134 SP:Iteration 16Q (15955.210000 sec): 3 clusters Score: Raw -776844.001946 + Penalty 4234.447171 = -772609.554774 nChanged 147 SP:Iteration 17Q (15955.230000 sec): 3 clusters Score: Raw -776961.580942 + Penalty 4234.447171 = -772727.133771 nChanged 171 SP:Iteration 18Q (15955.250000 sec): 3 clusters Score: Raw -777084.997123 + Penalty 4234.447171 = -772850.549951 nChanged 154 SP:Iteration 19Q (15955.270000 sec): 3 clusters Score: Raw -777206.972496 + Penalty 4234.447171 = -772972.525324 nChanged 140 SP:Iteration 20F (15955.290000 sec): 3 clusters Score: Raw -777323.377182 + Penalty 4234.447171 = -773088.930010 nChanged 139 SP:Iteration 21Q (15955.310000 sec): 3 clusters Score: Raw -777448.649125 + Penalty 4234.447171 = -773214.201954 nChanged 133 SP:Iteration 22Q (15955.330000 sec): 3 clusters Score: Raw -777566.871991 + Penalty 4234.447171 = -773332.424820 nChanged 129 SP:Iteration 23Q (15955.350000 sec): 3 clusters Score: Raw -777694.050070 + Penalty 4234.447171 = -773459.602899 nChanged 113 SP:Iteration 24Q (15955.370000 sec): 3 clusters Score: Raw -777789.700464 + Penalty 4234.447171 = -773555.253293 nChanged 73 SP:Iteration 25Q (15955.390000 sec): 3 clusters Score: Raw -777834.251964 + Penalty 4234.447171 = -773599.804793 nChanged 45 SP:Iteration 26Q (15955.410000 sec): 3 clusters Score: Raw -777859.092467 + Penalty 4234.447171 = -773624.645296 nChanged 30 SP:Iteration 27Q (15955.430000 sec): 3 clusters Score: Raw -777876.196499 + Penalty 4234.447171 = -773641.749328 nChanged 26 SP:Iteration 28Q (15955.440000 sec): 3 clusters Score: Raw -777888.471205 + Penalty 4234.447171 = -773654.024034 nChanged 15 SP:Iteration 29Q (15955.460000 sec): 3 clusters Score: Raw -777894.610930 + Penalty 4234.447171 = -773660.163758 nChanged 10 SP:Iteration 30Q (15955.480000 sec): 3 clusters Score: Raw -777898.236975 + Penalty 4234.447171 = -773663.789803 nChanged 8 SP:Iteration 31Q (15955.500000 sec): 3 clusters Score: Raw -777901.663715 + Penalty 4234.447171 = -773667.216544 nChanged 11 SP:Iteration 32Q (15955.520000 sec): 3 clusters Score: Raw -777907.498088 + Penalty 4234.447171 = -773673.050916 nChanged 12 SP:Iteration 33Q (15955.540000 sec): 3 clusters Score: Raw -777916.347652 + Penalty 4234.447171 = -773681.900480 nChanged 15 SP:Iteration 34Q (15955.550000 sec): 3 clusters Score: Raw -777925.626545 + Penalty 4234.447171 = -773691.179373 nChanged 16 SP:Iteration 35Q (15955.570000 sec): 3 clusters Score: Raw -777932.239195 + Penalty 4234.447171 = -773697.792024 nChanged 12 SP:Iteration 36Q (15955.590000 sec): 3 clusters Score: Raw -777936.464539 + Penalty 4234.447171 = -773702.017367 nChanged 7 SP:Iteration 37Q (15955.610000 sec): 3 clusters Score: Raw -777940.071516 + Penalty 4234.447171 = -773705.624345 nChanged 4 SP:Iteration 38Q (15955.630000 sec): 3 clusters Score: Raw -777943.025375 + Penalty 4234.447171 = -773708.578203 nChanged 5 SP:Iteration 39Q (15955.650000 sec): 3 clusters Score: Raw -777946.721938 + Penalty 4234.447171 = -773712.274767 nChanged 4 SP:Iteration 40F (15955.670000 sec): 3 clusters Score: Raw -777948.685185 + Penalty 4234.447171 = -773714.238013 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 11 (848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15955.680000 sec): 2 clusters Score: Raw -133478.863663 + Penalty 1672.234398 = -131806.629266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15955.680000 sec): 3 clusters Score: Raw -133332.770643 + Penalty 3344.468795 = -129988.301848 nChanged 194 SP:Iteration 1F (15955.680000 sec): 3 clusters Score: Raw -133556.807871 + Penalty 3344.468795 = -130212.339076 nChanged 40 SP:Iteration 2Q (15955.690000 sec): 3 clusters Score: Raw -133610.240886 + Penalty 3344.468795 = -130265.772091 nChanged 34 SP:Iteration 3Q (15955.690000 sec): 3 clusters Score: Raw -133654.638256 + Penalty 3344.468795 = -130310.169461 nChanged 13 SP:Iteration 4Q (15955.700000 sec): 3 clusters Score: Raw -133678.705400 + Penalty 3344.468795 = -130334.236605 nChanged 16 SP:Iteration 5Q (15955.700000 sec): 3 clusters Score: Raw -133698.914415 + Penalty 3344.468795 = -130354.445619 nChanged 10 SP:Iteration 6Q (15955.700000 sec): 3 clusters Score: Raw -133710.104783 + Penalty 3344.468795 = -130365.635987 nChanged 5 SP:Iteration 7Q (15955.700000 sec): 3 clusters Score: Raw -133715.097455 + Penalty 3344.468795 = -130370.628660 nChanged 2 SP:Iteration 8Q (15955.710000 sec): 3 clusters Score: Raw -133716.386220 + Penalty 3344.468795 = -130371.917425 nChanged 0 SP:Iteration 9F (15955.710000 sec): 3 clusters Score: Raw -133716.386220 + Penalty 3344.468795 = -130371.917425 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 12 (626539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15958.170000 sec): 2 clusters Score: Raw -99704074.523991 + Penalty 3310.295643 = -99700764.228348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15960.950000 sec): 3 clusters Score: Raw -99282840.834836 + Penalty 6620.591286 = -99276220.243550 nChanged 306517 SP:Iteration 1F (15963.700000 sec): 3 clusters Score: Raw -99469504.242377 + Penalty 6620.591286 = -99462883.651091 nChanged 20149 SP:Iteration 2Q (15966.610000 sec): 3 clusters Score: Raw -99475396.678608 + Penalty 6620.591286 = -99468776.087322 nChanged 27947 SP:Iteration 3Q (15969.450000 sec): 3 clusters Score: Raw -99487166.539535 + Penalty 6620.591286 = -99480545.948249 nChanged 39236 SP:Iteration 4F (15972.240000 sec): 3 clusters Score: Raw -99510152.987954 + Penalty 6620.591286 = -99503532.396668 nChanged 51314 SP:Iteration 5F (15975.020000 sec): 3 clusters Score: Raw -99549720.695242 + Penalty 6620.591286 = -99543100.103956 nChanged 56013 SP:Iteration 6F (15977.730000 sec): 3 clusters Score: Raw -99600637.926306 + Penalty 6620.591286 = -99594017.335020 nChanged 47554 SP:Iteration 7F (15980.450000 sec): 3 clusters Score: Raw -99647074.038843 + Penalty 6620.591286 = -99640453.447557 nChanged 31123 SP:Iteration 8Q (15983.110000 sec): 3 clusters Score: Raw -99677498.086913 + Penalty 6620.591286 = -99670877.495628 nChanged 16410 SP:Iteration 9Q (15985.560000 sec): 3 clusters Score: Raw -99693183.477643 + Penalty 6620.591286 = -99686562.886357 nChanged 7423 SP:Iteration 10Q (15987.810000 sec): 3 clusters Score: Raw -99700079.020656 + Penalty 6620.591286 = -99693458.429371 nChanged 2909 SP:Iteration 11Q (15989.880000 sec): 3 clusters Score: Raw -99702750.201641 + Penalty 6620.591286 = -99696129.610355 nChanged 1157 SP:Iteration 12Q (15991.870000 sec): 3 clusters Score: Raw -99703805.538740 + Penalty 6620.591286 = -99697184.947454 nChanged 600 SP:Iteration 13Q (15993.810000 sec): 3 clusters Score: Raw -99704291.872678 + Penalty 6620.591286 = -99697671.281392 nChanged 386 SP:Iteration 14Q (15995.730000 sec): 3 clusters Score: Raw -99704554.038088 + Penalty 6620.591286 = -99697933.446802 nChanged 259 SP:Iteration 15Q (15997.660000 sec): 3 clusters Score: Raw -99704704.538664 + Penalty 6620.591286 = -99698083.947378 nChanged 183 SP:Iteration 16Q (15999.590000 sec): 3 clusters Score: Raw -99704794.886801 + Penalty 6620.591286 = -99698174.295516 nChanged 152 SP:Iteration 17Q (16001.540000 sec): 3 clusters Score: Raw -99704861.108340 + Penalty 6620.591286 = -99698240.517054 nChanged 130 SP:Iteration 18Q (16003.460000 sec): 3 clusters Score: Raw -99704912.557766 + Penalty 6620.591286 = -99698291.966480 nChanged 93 SP:Iteration 19Q (16005.380000 sec): 3 clusters Score: Raw -99704947.476542 + Penalty 6620.591286 = -99698326.885256 nChanged 69 SP:Iteration 20F (16008.160000 sec): 3 clusters Score: Raw -99704976.810336 + Penalty 6620.591286 = -99698356.219050 nChanged 63 SP:Iteration 21Q (16010.100000 sec): 3 clusters Score: Raw -99705001.630271 + Penalty 6620.591286 = -99698381.038985 nChanged 64 SP:Iteration 22Q (16012.020000 sec): 3 clusters Score: Raw -99705024.621603 + Penalty 6620.591286 = -99698404.030318 nChanged 51 SP:Iteration 23Q (16013.970000 sec): 3 clusters Score: Raw -99705040.792994 + Penalty 6620.591286 = -99698420.201708 nChanged 36 SP:Iteration 24Q (16015.890000 sec): 3 clusters Score: Raw -99705052.524085 + Penalty 6620.591286 = -99698431.932800 nChanged 38 SP:Iteration 25Q (16017.800000 sec): 3 clusters Score: Raw -99705063.394954 + Penalty 6620.591286 = -99698442.803668 nChanged 30 SP:Iteration 26Q (16019.720000 sec): 3 clusters Score: Raw -99705073.753360 + Penalty 6620.591286 = -99698453.162074 nChanged 31 SP:Iteration 27Q (16021.640000 sec): 3 clusters Score: Raw -99705081.890978 + Penalty 6620.591286 = -99698461.299692 nChanged 26 SP:Iteration 28Q (16023.560000 sec): 3 clusters Score: Raw -99705089.467365 + Penalty 6620.591286 = -99698468.876079 nChanged 26 SP:Iteration 29Q (16025.510000 sec): 3 clusters Score: Raw -99705096.755491 + Penalty 6620.591286 = -99698476.164205 nChanged 21 SP:Iteration 30Q (16027.470000 sec): 3 clusters Score: Raw -99705102.571810 + Penalty 6620.591286 = -99698481.980524 nChanged 20 SP:Iteration 31Q (16029.390000 sec): 3 clusters Score: Raw -99705107.579461 + Penalty 6620.591286 = -99698486.988175 nChanged 10 SP:Iteration 32Q (16031.300000 sec): 3 clusters Score: Raw -99705110.368145 + Penalty 6620.591286 = -99698489.776859 nChanged 10 SP:Iteration 33Q (16033.220000 sec): 3 clusters Score: Raw -99705113.070074 + Penalty 6620.591286 = -99698492.478788 nChanged 12 SP:Iteration 34Q (16035.140000 sec): 3 clusters Score: Raw -99705115.484379 + Penalty 6620.591286 = -99698494.893093 nChanged 5 SP:Iteration 35Q (16037.060000 sec): 3 clusters Score: Raw -99705116.823846 + Penalty 6620.591286 = -99698496.232560 nChanged 11 SP:Iteration 36Q (16038.970000 sec): 3 clusters Score: Raw -99705119.167390 + Penalty 6620.591286 = -99698498.576104 nChanged 6 SP:Iteration 37Q (16040.950000 sec): 3 clusters Score: Raw -99705120.462551 + Penalty 6620.591286 = -99698499.871265 nChanged 6 SP:Iteration 38Q (16042.890000 sec): 3 clusters Score: Raw -99705121.465715 + Penalty 6620.591286 = -99698500.874430 nChanged 2 SP:Iteration 39Q (16044.840000 sec): 3 clusters Score: Raw -99705121.811611 + Penalty 6620.591286 = -99698501.220325 nChanged 4 SP:Iteration 40F (16047.540000 sec): 3 clusters Score: Raw -99705122.553606 + Penalty 6620.591286 = -99698501.962320 nChanged 4 SP:Iteration 41Q (16049.520000 sec): 3 clusters Score: Raw -99705123.038372 + Penalty 6620.591286 = -99698502.447086 nChanged 3 SP:Iteration 42Q (16051.480000 sec): 3 clusters Score: Raw -99705123.938680 + Penalty 6620.591286 = -99698503.347394 nChanged 5 SP:Iteration 43Q (16053.420000 sec): 3 clusters Score: Raw -99705124.794895 + Penalty 6620.591286 = -99698504.203609 nChanged 5 SP:Iteration 44Q (16055.330000 sec): 3 clusters Score: Raw -99705125.587141 + Penalty 6620.591286 = -99698504.995855 nChanged 2 SP:Iteration 45Q (16057.250000 sec): 3 clusters Score: Raw -99705125.970554 + Penalty 6620.591286 = -99698505.379268 nChanged 1 SP:Iteration 46Q (16059.160000 sec): 3 clusters Score: Raw -99705126.078125 + Penalty 6620.591286 = -99698505.486839 nChanged 2 SP:Iteration 47Q (16061.100000 sec): 3 clusters Score: Raw -99705126.389916 + Penalty 6620.591286 = -99698505.798630 nChanged 2 SP:Iteration 48Q (16063.040000 sec): 3 clusters Score: Raw -99705126.781486 + Penalty 6620.591286 = -99698506.190200 nChanged 2 SP:Iteration 49Q (16065.020000 sec): 3 clusters Score: Raw -99705127.013763 + Penalty 6620.591286 = -99698506.422477 nChanged 0 SP:Iteration 50F (16067.840000 sec): 3 clusters Score: Raw -99705127.013763 + Penalty 6620.591286 = -99698506.422477 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 13 (10401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16068.180000 sec): 2 clusters Score: Raw -1675079.576820 + Penalty 2293.914994 = -1672785.661826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16068.230000 sec): 3 clusters Score: Raw -1669467.897859 + Penalty 4587.829988 = -1664880.067870 nChanged 4348 SP:Iteration 1F (16068.270000 sec): 3 clusters Score: Raw -1671711.636250 + Penalty 4587.829988 = -1667123.806262 nChanged 614 SP:Iteration 2F (16068.320000 sec): 3 clusters Score: Raw -1671969.697347 + Penalty 4587.829988 = -1667381.867358 nChanged 484 SP:Iteration 3Q (16068.360000 sec): 3 clusters Score: Raw -1672157.984718 + Penalty 4587.829988 = -1667570.154730 nChanged 406 SP:Iteration 4Q (16068.410000 sec): 3 clusters Score: Raw -1672307.078369 + Penalty 4587.829988 = -1667719.248381 nChanged 359 SP:Iteration 5Q (16068.460000 sec): 3 clusters Score: Raw -1672435.432492 + Penalty 4587.829988 = -1667847.602503 nChanged 323 SP:Iteration 6Q (16068.500000 sec): 3 clusters Score: Raw -1672557.956799 + Penalty 4587.829988 = -1667970.126810 nChanged 292 SP:Iteration 7Q (16068.540000 sec): 3 clusters Score: Raw -1672674.812203 + Penalty 4587.829988 = -1668086.982215 nChanged 303 SP:Iteration 8Q (16068.590000 sec): 3 clusters Score: Raw -1672818.133934 + Penalty 4587.829988 = -1668230.303946 nChanged 349 SP:Iteration 9Q (16068.640000 sec): 3 clusters Score: Raw -1673020.761545 + Penalty 4587.829988 = -1668432.931556 nChanged 397 SP:Iteration 10Q (16068.680000 sec): 3 clusters Score: Raw -1673279.729204 + Penalty 4587.829988 = -1668691.899216 nChanged 447 SP:Iteration 11Q (16068.720000 sec): 3 clusters Score: Raw -1673587.521633 + Penalty 4587.829988 = -1668999.691645 nChanged 435 SP:Iteration 12Q (16068.770000 sec): 3 clusters Score: Raw -1673929.867097 + Penalty 4587.829988 = -1669342.037108 nChanged 449 SP:Iteration 13Q (16068.810000 sec): 3 clusters Score: Raw -1674311.309351 + Penalty 4587.829988 = -1669723.479362 nChanged 397 SP:Iteration 14Q (16068.860000 sec): 3 clusters Score: Raw -1674671.858149 + Penalty 4587.829988 = -1670084.028160 nChanged 315 SP:Iteration 15Q (16068.900000 sec): 3 clusters Score: Raw -1674969.317905 + Penalty 4587.829988 = -1670381.487917 nChanged 209 SP:Iteration 16Q (16068.940000 sec): 3 clusters Score: Raw -1675187.816517 + Penalty 4587.829988 = -1670599.986529 nChanged 151 SP:Iteration 17Q (16068.970000 sec): 3 clusters Score: Raw -1675336.948553 + Penalty 4587.829988 = -1670749.118565 nChanged 104 SP:Iteration 18Q (16069.010000 sec): 3 clusters Score: Raw -1675425.064546 + Penalty 4587.829988 = -1670837.234558 nChanged 83 SP:Iteration 19Q (16069.050000 sec): 3 clusters Score: Raw -1675491.344430 + Penalty 4587.829988 = -1670903.514442 nChanged 59 SP:Iteration 20F (16069.090000 sec): 3 clusters Score: Raw -1675527.779610 + Penalty 4587.829988 = -1670939.949622 nChanged 35 SP:Iteration 21Q (16069.130000 sec): 3 clusters Score: Raw -1675553.972262 + Penalty 4587.829988 = -1670966.142274 nChanged 31 SP:Iteration 22Q (16069.160000 sec): 3 clusters Score: Raw -1675572.430657 + Penalty 4587.829988 = -1670984.600669 nChanged 29 SP:Iteration 23Q (16069.200000 sec): 3 clusters Score: Raw -1675585.387242 + Penalty 4587.829988 = -1670997.557253 nChanged 11 SP:Iteration 24Q (16069.240000 sec): 3 clusters Score: Raw -1675590.565701 + Penalty 4587.829988 = -1671002.735712 nChanged 8 SP:Iteration 25Q (16069.270000 sec): 3 clusters Score: Raw -1675593.346392 + Penalty 4587.829988 = -1671005.516403 nChanged 9 SP:Iteration 26Q (16069.300000 sec): 3 clusters Score: Raw -1675598.616570 + Penalty 4587.829988 = -1671010.786582 nChanged 7 SP:Iteration 27Q (16069.340000 sec): 3 clusters Score: Raw -1675601.174916 + Penalty 4587.829988 = -1671013.344928 nChanged 1 SP:Iteration 28Q (16069.370000 sec): 3 clusters Score: Raw -1675601.965205 + Penalty 4587.829988 = -1671014.135217 nChanged 0 SP:Iteration 29F (16069.420000 sec): 3 clusters Score: Raw -1675601.965205 + Penalty 4587.829988 = -1671014.135217 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 14 (56243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16069.650000 sec): 2 clusters Score: Raw -8607891.984754 + Penalty 2712.484343 = -8605179.500411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16069.890000 sec): 3 clusters Score: Raw -8572813.482118 + Penalty 5424.968686 = -8567388.513432 nChanged 26060 SP:Iteration 1F (16070.140000 sec): 3 clusters Score: Raw -8587811.215632 + Penalty 5424.968686 = -8582386.246945 nChanged 2743 SP:Iteration 2Q (16070.390000 sec): 3 clusters Score: Raw -8588990.719067 + Penalty 5424.968686 = -8583565.750381 nChanged 2905 SP:Iteration 3F (16070.630000 sec): 3 clusters Score: Raw -8590427.493463 + Penalty 5424.968686 = -8585002.524776 nChanged 3085 SP:Iteration 4F (16070.880000 sec): 3 clusters Score: Raw -8592169.666409 + Penalty 5424.968686 = -8586744.697723 nChanged 3352 SP:Iteration 5F (16071.130000 sec): 3 clusters Score: Raw -8594412.288759 + Penalty 5424.968686 = -8588987.320073 nChanged 3732 SP:Iteration 6F (16071.370000 sec): 3 clusters Score: Raw -8597193.893063 + Penalty 5424.968686 = -8591768.924376 nChanged 3802 SP:Iteration 7F (16071.610000 sec): 3 clusters Score: Raw -8600152.668336 + Penalty 5424.968686 = -8594727.699649 nChanged 3334 SP:Iteration 8F (16071.860000 sec): 3 clusters Score: Raw -8602344.566026 + Penalty 5424.968686 = -8596919.597340 nChanged 2471 SP:Iteration 9Q (16072.110000 sec): 3 clusters Score: Raw -8603500.116663 + Penalty 5424.968686 = -8598075.147976 nChanged 1618 SP:Iteration 10Q (16072.360000 sec): 3 clusters Score: Raw -8603979.695106 + Penalty 5424.968686 = -8598554.726420 nChanged 968 SP:Iteration 11Q (16072.600000 sec): 3 clusters Score: Raw -8604206.047358 + Penalty 5424.968686 = -8598781.078672 nChanged 711 SP:Iteration 12Q (16072.840000 sec): 3 clusters Score: Raw -8604357.950815 + Penalty 5424.968686 = -8598932.982129 nChanged 545 SP:Iteration 13Q (16073.080000 sec): 3 clusters Score: Raw -8604467.211553 + Penalty 5424.968686 = -8599042.242866 nChanged 502 SP:Iteration 14Q (16073.320000 sec): 3 clusters Score: Raw -8604557.406663 + Penalty 5424.968686 = -8599132.437976 nChanged 439 SP:Iteration 15Q (16073.560000 sec): 3 clusters Score: Raw -8604633.608359 + Penalty 5424.968686 = -8599208.639672 nChanged 415 SP:Iteration 16Q (16073.800000 sec): 3 clusters Score: Raw -8604700.741051 + Penalty 5424.968686 = -8599275.772364 nChanged 381 SP:Iteration 17Q (16074.040000 sec): 3 clusters Score: Raw -8604766.272309 + Penalty 5424.968686 = -8599341.303622 nChanged 383 SP:Iteration 18Q (16074.280000 sec): 3 clusters Score: Raw -8604831.058030 + Penalty 5424.968686 = -8599406.089343 nChanged 386 SP:Iteration 19Q (16074.520000 sec): 3 clusters Score: Raw -8604894.286433 + Penalty 5424.968686 = -8599469.317746 nChanged 376 SP:Iteration 20F (16074.760000 sec): 3 clusters Score: Raw -8604954.967879 + Penalty 5424.968686 = -8599529.999193 nChanged 349 SP:Iteration 21Q (16075.000000 sec): 3 clusters Score: Raw -8605010.935350 + Penalty 5424.968686 = -8599585.966664 nChanged 336 SP:Iteration 22Q (16075.240000 sec): 3 clusters Score: Raw -8605059.284962 + Penalty 5424.968686 = -8599634.316276 nChanged 309 SP:Iteration 23Q (16075.480000 sec): 3 clusters Score: Raw -8605101.771758 + Penalty 5424.968686 = -8599676.803072 nChanged 284 SP:Iteration 24Q (16075.720000 sec): 3 clusters Score: Raw -8605140.230590 + Penalty 5424.968686 = -8599715.261903 nChanged 269 SP:Iteration 25Q (16075.950000 sec): 3 clusters Score: Raw -8605175.152072 + Penalty 5424.968686 = -8599750.183386 nChanged 254 SP:Iteration 26Q (16076.190000 sec): 3 clusters Score: Raw -8605207.900956 + Penalty 5424.968686 = -8599782.932270 nChanged 245 SP:Iteration 27Q (16076.420000 sec): 3 clusters Score: Raw -8605239.059928 + Penalty 5424.968686 = -8599814.091241 nChanged 255 SP:Iteration 28Q (16076.660000 sec): 3 clusters Score: Raw -8605274.027147 + Penalty 5424.968686 = -8599849.058460 nChanged 266 SP:Iteration 29Q (16076.900000 sec): 3 clusters Score: Raw -8605313.408710 + Penalty 5424.968686 = -8599888.440024 nChanged 262 SP:Iteration 30Q (16077.130000 sec): 3 clusters Score: Raw -8605350.185348 + Penalty 5424.968686 = -8599925.216661 nChanged 290 SP:Iteration 31Q (16077.370000 sec): 3 clusters Score: Raw -8605392.678541 + Penalty 5424.968686 = -8599967.709854 nChanged 290 SP:Iteration 32Q (16077.610000 sec): 3 clusters Score: Raw -8605432.311143 + Penalty 5424.968686 = -8600007.342457 nChanged 297 SP:Iteration 33Q (16077.840000 sec): 3 clusters Score: Raw -8605474.257720 + Penalty 5424.968686 = -8600049.289034 nChanged 322 SP:Iteration 34Q (16078.080000 sec): 3 clusters Score: Raw -8605521.344787 + Penalty 5424.968686 = -8600096.376100 nChanged 326 SP:Iteration 35Q (16078.310000 sec): 3 clusters Score: Raw -8605573.708883 + Penalty 5424.968686 = -8600148.740196 nChanged 333 SP:Iteration 36Q (16078.550000 sec): 3 clusters Score: Raw -8605629.308081 + Penalty 5424.968686 = -8600204.339395 nChanged 357 SP:Iteration 37Q (16078.790000 sec): 3 clusters Score: Raw -8605690.550572 + Penalty 5424.968686 = -8600265.581886 nChanged 371 SP:Iteration 38Q (16079.030000 sec): 3 clusters Score: Raw -8605752.038240 + Penalty 5424.968686 = -8600327.069554 nChanged 386 SP:Iteration 39Q (16079.280000 sec): 3 clusters Score: Raw -8605816.112364 + Penalty 5424.968686 = -8600391.143677 nChanged 371 SP:Iteration 40F (16079.540000 sec): 3 clusters Score: Raw -8605883.241344 + Penalty 5424.968686 = -8600458.272657 nChanged 392 SP:Iteration 41Q (16079.790000 sec): 3 clusters Score: Raw -8605951.212096 + Penalty 5424.968686 = -8600526.243410 nChanged 375 SP:Iteration 42Q (16080.030000 sec): 3 clusters Score: Raw -8606018.007846 + Penalty 5424.968686 = -8600593.039160 nChanged 352 SP:Iteration 43Q (16080.270000 sec): 3 clusters Score: Raw -8606079.073790 + Penalty 5424.968686 = -8600654.105103 nChanged 359 SP:Iteration 44Q (16080.510000 sec): 3 clusters Score: Raw -8606146.819692 + Penalty 5424.968686 = -8600721.851005 nChanged 392 SP:Iteration 45Q (16080.750000 sec): 3 clusters Score: Raw -8606222.501088 + Penalty 5424.968686 = -8600797.532401 nChanged 392 SP:Iteration 46Q (16080.980000 sec): 3 clusters Score: Raw -8606301.801997 + Penalty 5424.968686 = -8600876.833310 nChanged 390 SP:Iteration 47Q (16081.210000 sec): 3 clusters Score: Raw -8606373.988003 + Penalty 5424.968686 = -8600949.019316 nChanged 362 SP:Iteration 48Q (16081.450000 sec): 3 clusters Score: Raw -8606444.205808 + Penalty 5424.968686 = -8601019.237121 nChanged 393 SP:Iteration 49Q (16081.680000 sec): 3 clusters Score: Raw -8606529.814143 + Penalty 5424.968686 = -8601104.845457 nChanged 400 SP:Iteration 50Q (16081.920000 sec): 3 clusters Score: Raw -8606617.353167 + Penalty 5424.968686 = -8601192.384480 nChanged 408 SP:Iteration 51Q (16082.150000 sec): 3 clusters Score: Raw -8606713.163925 + Penalty 5424.968686 = -8601288.195239 nChanged 400 SP:Iteration 52Q (16082.370000 sec): 3 clusters Score: Raw -8606807.259833 + Penalty 5424.968686 = -8601382.291146 nChanged 366 SP:Iteration 53Q (16082.600000 sec): 3 clusters Score: Raw -8606898.311961 + Penalty 5424.968686 = -8601473.343274 nChanged 368 SP:Iteration 54Q (16082.830000 sec): 3 clusters Score: Raw -8606991.638934 + Penalty 5424.968686 = -8601566.670248 nChanged 352 SP:Iteration 55Q (16083.050000 sec): 3 clusters Score: Raw -8607078.792492 + Penalty 5424.968686 = -8601653.823806 nChanged 319 SP:Iteration 56Q (16083.270000 sec): 3 clusters Score: Raw -8607162.377836 + Penalty 5424.968686 = -8601737.409150 nChanged 333 SP:Iteration 57Q (16083.500000 sec): 3 clusters Score: Raw -8607247.097419 + Penalty 5424.968686 = -8601822.128732 nChanged 345 SP:Iteration 58Q (16083.720000 sec): 3 clusters Score: Raw -8607338.596243 + Penalty 5424.968686 = -8601913.627557 nChanged 362 SP:Iteration 59Q (16083.950000 sec): 3 clusters Score: Raw -8607453.155114 + Penalty 5424.968686 = -8602028.186428 nChanged 351 SP:Iteration 60F (16084.200000 sec): 3 clusters Score: Raw -8607547.341866 + Penalty 5424.968686 = -8602122.373179 nChanged 295 SP:Iteration 61Q (16084.420000 sec): 3 clusters Score: Raw -8607618.481531 + Penalty 5424.968686 = -8602193.512845 nChanged 291 SP:Iteration 62Q (16084.630000 sec): 3 clusters Score: Raw -8607687.410890 + Penalty 5424.968686 = -8602262.442203 nChanged 294 SP:Iteration 63Q (16084.850000 sec): 3 clusters Score: Raw -8607753.629661 + Penalty 5424.968686 = -8602328.660975 nChanged 262 SP:Iteration 64Q (16085.070000 sec): 3 clusters Score: Raw -8607808.816903 + Penalty 5424.968686 = -8602383.848216 nChanged 248 SP:Iteration 65Q (16085.290000 sec): 3 clusters Score: Raw -8607859.996470 + Penalty 5424.968686 = -8602435.027783 nChanged 234 SP:Iteration 66Q (16085.500000 sec): 3 clusters Score: Raw -8607905.405711 + Penalty 5424.968686 = -8602480.437024 nChanged 229 SP:Iteration 67Q (16085.720000 sec): 3 clusters Score: Raw -8607953.387609 + Penalty 5424.968686 = -8602528.418923 nChanged 253 SP:Iteration 68Q (16085.930000 sec): 3 clusters Score: Raw -8608012.199110 + Penalty 5424.968686 = -8602587.230424 nChanged 241 SP:Iteration 69Q (16086.140000 sec): 3 clusters Score: Raw -8608070.632265 + Penalty 5424.968686 = -8602645.663578 nChanged 231 SP:Iteration 70Q (16086.350000 sec): 3 clusters Score: Raw -8608126.361240 + Penalty 5424.968686 = -8602701.392554 nChanged 239 SP:Iteration 71Q (16086.570000 sec): 3 clusters Score: Raw -8608184.243799 + Penalty 5424.968686 = -8602759.275113 nChanged 229 SP:Iteration 72Q (16086.770000 sec): 3 clusters Score: Raw -8608241.042135 + Penalty 5424.968686 = -8602816.073448 nChanged 201 SP:Iteration 73Q (16086.980000 sec): 3 clusters Score: Raw -8608285.064882 + Penalty 5424.968686 = -8602860.096195 nChanged 177 SP:Iteration 74Q (16087.190000 sec): 3 clusters Score: Raw -8608323.999969 + Penalty 5424.968686 = -8602899.031283 nChanged 176 SP:Iteration 75Q (16087.390000 sec): 3 clusters Score: Raw -8608361.363350 + Penalty 5424.968686 = -8602936.394663 nChanged 151 SP:Iteration 76Q (16087.600000 sec): 3 clusters Score: Raw -8608396.879198 + Penalty 5424.968686 = -8602971.910511 nChanged 147 SP:Iteration 77Q (16087.800000 sec): 3 clusters Score: Raw -8608428.332764 + Penalty 5424.968686 = -8603003.364077 nChanged 131 SP:Iteration 78Q (16088.010000 sec): 3 clusters Score: Raw -8608454.766696 + Penalty 5424.968686 = -8603029.798010 nChanged 129 SP:Iteration 79Q (16088.220000 sec): 3 clusters Score: Raw -8608479.437399 + Penalty 5424.968686 = -8603054.468712 nChanged 127 SP:Iteration 80F (16088.470000 sec): 3 clusters Score: Raw -8608503.327914 + Penalty 5424.968686 = -8603078.359228 nChanged 129 SP:Iteration 81Q (16088.670000 sec): 3 clusters Score: Raw -8608530.716322 + Penalty 5424.968686 = -8603105.747635 nChanged 127 SP:Iteration 82Q (16088.880000 sec): 3 clusters Score: Raw -8608558.299601 + Penalty 5424.968686 = -8603133.330914 nChanged 114 SP:Iteration 83Q (16089.080000 sec): 3 clusters Score: Raw -8608580.417963 + Penalty 5424.968686 = -8603155.449277 nChanged 115 SP:Iteration 84Q (16089.280000 sec): 3 clusters Score: Raw -8608601.381869 + Penalty 5424.968686 = -8603176.413182 nChanged 85 SP:Iteration 85Q (16089.480000 sec): 3 clusters Score: Raw -8608615.475908 + Penalty 5424.968686 = -8603190.507222 nChanged 80 SP:Iteration 86Q (16089.680000 sec): 3 clusters Score: Raw -8608630.789982 + Penalty 5424.968686 = -8603205.821296 nChanged 88 SP:Iteration 87Q (16089.880000 sec): 3 clusters Score: Raw -8608645.692360 + Penalty 5424.968686 = -8603220.723674 nChanged 68 SP:Iteration 88Q (16090.080000 sec): 3 clusters Score: Raw -8608655.749124 + Penalty 5424.968686 = -8603230.780437 nChanged 58 SP:Iteration 89Q (16090.280000 sec): 3 clusters Score: Raw -8608663.640416 + Penalty 5424.968686 = -8603238.671730 nChanged 51 SP:Iteration 90Q (16090.480000 sec): 3 clusters Score: Raw -8608670.830884 + Penalty 5424.968686 = -8603245.862198 nChanged 55 SP:Iteration 91Q (16090.690000 sec): 3 clusters Score: Raw -8608679.435263 + Penalty 5424.968686 = -8603254.466576 nChanged 58 SP:Iteration 92Q (16090.890000 sec): 3 clusters Score: Raw -8608687.724052 + Penalty 5424.968686 = -8603262.755366 nChanged 32 SP:Iteration 93Q (16091.090000 sec): 3 clusters Score: Raw -8608692.005391 + Penalty 5424.968686 = -8603267.036705 nChanged 31 SP:Iteration 94Q (16091.280000 sec): 3 clusters Score: Raw -8608696.792148 + Penalty 5424.968686 = -8603271.823462 nChanged 36 SP:Iteration 95Q (16091.480000 sec): 3 clusters Score: Raw -8608701.448939 + Penalty 5424.968686 = -8603276.480252 nChanged 40 SP:Iteration 96Q (16091.680000 sec): 3 clusters Score: Raw -8608707.196352 + Penalty 5424.968686 = -8603282.227666 nChanged 41 SP:Iteration 97Q (16091.880000 sec): 3 clusters Score: Raw -8608712.591676 + Penalty 5424.968686 = -8603287.622989 nChanged 34 SP:Iteration 98Q (16092.070000 sec): 3 clusters Score: Raw -8608716.558768 + Penalty 5424.968686 = -8603291.590082 nChanged 32 SP:Iteration 99Q (16092.270000 sec): 3 clusters Score: Raw -8608720.731367 + Penalty 5424.968686 = -8603295.762680 nChanged 29 SP:Iteration 100F (16092.520000 sec): 3 clusters Score: Raw -8608724.328065 + Penalty 5424.968686 = -8603299.359379 nChanged 28 SP:Iteration 101Q (16092.720000 sec): 3 clusters Score: Raw -8608728.309075 + Penalty 5424.968686 = -8603303.340389 nChanged 32 SP:Iteration 102Q (16092.920000 sec): 3 clusters Score: Raw -8608733.817062 + Penalty 5424.968686 = -8603308.848376 nChanged 37 SP:Iteration 103Q (16093.120000 sec): 3 clusters Score: Raw -8608739.779981 + Penalty 5424.968686 = -8603314.811295 nChanged 39 SP:Iteration 104Q (16093.320000 sec): 3 clusters Score: Raw -8608745.446018 + Penalty 5424.968686 = -8603320.477332 nChanged 28 SP:Iteration 105Q (16093.520000 sec): 3 clusters Score: Raw -8608749.448898 + Penalty 5424.968686 = -8603324.480211 nChanged 26 SP:Iteration 106Q (16093.710000 sec): 3 clusters Score: Raw -8608753.219618 + Penalty 5424.968686 = -8603328.250931 nChanged 24 SP:Iteration 107Q (16093.900000 sec): 3 clusters Score: Raw -8608756.652241 + Penalty 5424.968686 = -8603331.683554 nChanged 17 SP:Iteration 108Q (16094.100000 sec): 3 clusters Score: Raw -8608758.687089 + Penalty 5424.968686 = -8603333.718402 nChanged 17 SP:Iteration 109Q (16094.290000 sec): 3 clusters Score: Raw -8608761.450966 + Penalty 5424.968686 = -8603336.482280 nChanged 20 SP:Iteration 110Q (16094.490000 sec): 3 clusters Score: Raw -8608763.946171 + Penalty 5424.968686 = -8603338.977485 nChanged 9 SP:Iteration 111Q (16094.680000 sec): 3 clusters Score: Raw -8608765.198142 + Penalty 5424.968686 = -8603340.229456 nChanged 13 SP:Iteration 112Q (16094.880000 sec): 3 clusters Score: Raw -8608766.901870 + Penalty 5424.968686 = -8603341.933183 nChanged 14 SP:Iteration 113Q (16095.070000 sec): 3 clusters Score: Raw -8608768.738816 + Penalty 5424.968686 = -8603343.770130 nChanged 15 SP:Iteration 114Q (16095.270000 sec): 3 clusters Score: Raw -8608770.734175 + Penalty 5424.968686 = -8603345.765489 nChanged 15 SP:Iteration 115Q (16095.460000 sec): 3 clusters Score: Raw -8608773.350382 + Penalty 5424.968686 = -8603348.381696 nChanged 25 SP:Iteration 116Q (16095.660000 sec): 3 clusters Score: Raw -8608777.250777 + Penalty 5424.968686 = -8603352.282091 nChanged 25 SP:Iteration 117Q (16095.860000 sec): 3 clusters Score: Raw -8608780.872866 + Penalty 5424.968686 = -8603355.904180 nChanged 19 SP:Iteration 118Q (16096.050000 sec): 3 clusters Score: Raw -8608783.175200 + Penalty 5424.968686 = -8603358.206514 nChanged 15 SP:Iteration 119Q (16096.240000 sec): 3 clusters Score: Raw -8608784.684191 + Penalty 5424.968686 = -8603359.715505 nChanged 9 SP:Iteration 120F (16096.500000 sec): 3 clusters Score: Raw -8608786.086698 + Penalty 5424.968686 = -8603361.118011 nChanged 17 SP:Iteration 121Q (16096.690000 sec): 3 clusters Score: Raw -8608788.482753 + Penalty 5424.968686 = -8603363.514067 nChanged 18 SP:Iteration 122Q (16096.890000 sec): 3 clusters Score: Raw -8608791.070609 + Penalty 5424.968686 = -8603366.101922 nChanged 16 SP:Iteration 123Q (16097.080000 sec): 3 clusters Score: Raw -8608792.765897 + Penalty 5424.968686 = -8603367.797210 nChanged 11 SP:Iteration 124Q (16097.280000 sec): 3 clusters Score: Raw -8608793.710523 + Penalty 5424.968686 = -8603368.741837 nChanged 3 SP:Iteration 125Q (16097.480000 sec): 3 clusters Score: Raw -8608794.406741 + Penalty 5424.968686 = -8603369.438054 nChanged 3 SP:Iteration 126Q (16097.670000 sec): 3 clusters Score: Raw -8608794.680125 + Penalty 5424.968686 = -8603369.711439 nChanged 5 SP:Iteration 127Q (16097.870000 sec): 3 clusters Score: Raw -8608795.069595 + Penalty 5424.968686 = -8603370.100908 nChanged 7 SP:Iteration 128Q (16098.060000 sec): 3 clusters Score: Raw -8608795.865430 + Penalty 5424.968686 = -8603370.896744 nChanged 6 SP:Iteration 129Q (16098.250000 sec): 3 clusters Score: Raw -8608796.514536 + Penalty 5424.968686 = -8603371.545849 nChanged 5 SP:Iteration 130Q (16098.440000 sec): 3 clusters Score: Raw -8608797.054539 + Penalty 5424.968686 = -8603372.085853 nChanged 2 SP:Iteration 131Q (16098.640000 sec): 3 clusters Score: Raw -8608797.333495 + Penalty 5424.968686 = -8603372.364809 nChanged 1 SP:Iteration 132Q (16098.830000 sec): 3 clusters Score: Raw -8608797.444502 + Penalty 5424.968686 = -8603372.475815 nChanged 1 SP:Iteration 133Q (16099.020000 sec): 3 clusters Score: Raw -8608797.545599 + Penalty 5424.968686 = -8603372.576913 nChanged 0 SP:Iteration 134F (16099.270000 sec): 3 clusters Score: Raw -8608797.545599 + Penalty 5424.968686 = -8603372.576913 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 15 (23740 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16099.380000 sec): 2 clusters Score: Raw -3609400.448233 + Penalty 2498.579334 = -3606901.868899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16099.480000 sec): 3 clusters Score: Raw -3595326.795769 + Penalty 4997.158667 = -3590329.637101 nChanged 10607 SP:Iteration 1F (16099.580000 sec): 3 clusters Score: Raw -3601358.392252 + Penalty 4997.158667 = -3596361.233585 nChanged 1368 SP:Iteration 2F (16099.690000 sec): 3 clusters Score: Raw -3602018.488193 + Penalty 4997.158667 = -3597021.329525 nChanged 1327 SP:Iteration 3F (16099.790000 sec): 3 clusters Score: Raw -3602805.855966 + Penalty 4997.158667 = -3597808.697299 nChanged 1400 SP:Iteration 4F (16099.890000 sec): 3 clusters Score: Raw -3603704.868856 + Penalty 4997.158667 = -3598707.710189 nChanged 1482 SP:Iteration 5F (16100.000000 sec): 3 clusters Score: Raw -3604754.490742 + Penalty 4997.158667 = -3599757.332075 nChanged 1494 SP:Iteration 6F (16100.100000 sec): 3 clusters Score: Raw -3605740.206598 + Penalty 4997.158667 = -3600743.047930 nChanged 1324 SP:Iteration 7F (16100.200000 sec): 3 clusters Score: Raw -3606569.059307 + Penalty 4997.158667 = -3601571.900640 nChanged 1153 SP:Iteration 8Q (16100.310000 sec): 3 clusters Score: Raw -3607259.613088 + Penalty 4997.158667 = -3602262.454421 nChanged 1039 SP:Iteration 9Q (16100.410000 sec): 3 clusters Score: Raw -3607840.696632 + Penalty 4997.158667 = -3602843.537965 nChanged 862 SP:Iteration 10Q (16100.520000 sec): 3 clusters Score: Raw -3608290.798160 + Penalty 4997.158667 = -3603293.639492 nChanged 740 SP:Iteration 11Q (16100.620000 sec): 3 clusters Score: Raw -3608661.941554 + Penalty 4997.158667 = -3603664.782887 nChanged 649 SP:Iteration 12Q (16100.720000 sec): 3 clusters Score: Raw -3608978.168571 + Penalty 4997.158667 = -3603981.009904 nChanged 591 SP:Iteration 13Q (16100.820000 sec): 3 clusters Score: Raw -3609234.821422 + Penalty 4997.158667 = -3604237.662755 nChanged 475 SP:Iteration 14Q (16100.920000 sec): 3 clusters Score: Raw -3609413.947652 + Penalty 4997.158667 = -3604416.788984 nChanged 376 SP:Iteration 15Q (16101.020000 sec): 3 clusters Score: Raw -3609536.192842 + Penalty 4997.158667 = -3604539.034175 nChanged 315 SP:Iteration 16Q (16101.120000 sec): 3 clusters Score: Raw -3609624.763876 + Penalty 4997.158667 = -3604627.605208 nChanged 265 SP:Iteration 17Q (16101.220000 sec): 3 clusters Score: Raw -3609696.061114 + Penalty 4997.158667 = -3604698.902447 nChanged 205 SP:Iteration 18Q (16101.310000 sec): 3 clusters Score: Raw -3609741.803367 + Penalty 4997.158667 = -3604744.644700 nChanged 172 SP:Iteration 19Q (16101.410000 sec): 3 clusters Score: Raw -3609780.029813 + Penalty 4997.158667 = -3604782.871145 nChanged 137 SP:Iteration 20F (16101.510000 sec): 3 clusters Score: Raw -3609807.549959 + Penalty 4997.158667 = -3604810.391291 nChanged 123 SP:Iteration 21Q (16101.610000 sec): 3 clusters Score: Raw -3609832.462564 + Penalty 4997.158667 = -3604835.303896 nChanged 104 SP:Iteration 22Q (16101.700000 sec): 3 clusters Score: Raw -3609853.412548 + Penalty 4997.158667 = -3604856.253881 nChanged 107 SP:Iteration 23Q (16101.810000 sec): 3 clusters Score: Raw -3609877.675888 + Penalty 4997.158667 = -3604880.517221 nChanged 114 SP:Iteration 24Q (16101.900000 sec): 3 clusters Score: Raw -3609906.639234 + Penalty 4997.158667 = -3604909.480567 nChanged 121 SP:Iteration 25Q (16102.000000 sec): 3 clusters Score: Raw -3609937.408649 + Penalty 4997.158667 = -3604940.249981 nChanged 115 SP:Iteration 26Q (16102.100000 sec): 3 clusters Score: Raw -3609961.838001 + Penalty 4997.158667 = -3604964.679334 nChanged 101 SP:Iteration 27Q (16102.190000 sec): 3 clusters Score: Raw -3609986.087031 + Penalty 4997.158667 = -3604988.928363 nChanged 113 SP:Iteration 28Q (16102.290000 sec): 3 clusters Score: Raw -3610010.159648 + Penalty 4997.158667 = -3605013.000981 nChanged 102 SP:Iteration 29Q (16102.380000 sec): 3 clusters Score: Raw -3610032.764531 + Penalty 4997.158667 = -3605035.605863 nChanged 100 SP:Iteration 30Q (16102.480000 sec): 3 clusters Score: Raw -3610056.535544 + Penalty 4997.158667 = -3605059.376877 nChanged 110 SP:Iteration 31Q (16102.570000 sec): 3 clusters Score: Raw -3610083.522960 + Penalty 4997.158667 = -3605086.364293 nChanged 107 SP:Iteration 32Q (16102.670000 sec): 3 clusters Score: Raw -3610107.810735 + Penalty 4997.158667 = -3605110.652068 nChanged 115 SP:Iteration 33Q (16102.760000 sec): 3 clusters Score: Raw -3610136.869367 + Penalty 4997.158667 = -3605139.710699 nChanged 118 SP:Iteration 34Q (16102.860000 sec): 3 clusters Score: Raw -3610173.752763 + Penalty 4997.158667 = -3605176.594096 nChanged 141 SP:Iteration 35Q (16102.950000 sec): 3 clusters Score: Raw -3610215.807875 + Penalty 4997.158667 = -3605218.649207 nChanged 108 SP:Iteration 36Q (16103.040000 sec): 3 clusters Score: Raw -3610251.165493 + Penalty 4997.158667 = -3605254.006826 nChanged 116 SP:Iteration 37Q (16103.140000 sec): 3 clusters Score: Raw -3610293.214775 + Penalty 4997.158667 = -3605296.056108 nChanged 130 SP:Iteration 38Q (16103.230000 sec): 3 clusters Score: Raw -3610341.719682 + Penalty 4997.158667 = -3605344.561015 nChanged 130 SP:Iteration 39Q (16103.320000 sec): 3 clusters Score: Raw -3610387.668056 + Penalty 4997.158667 = -3605390.509388 nChanged 124 SP:Iteration 40F (16103.430000 sec): 3 clusters Score: Raw -3610437.155807 + Penalty 4997.158667 = -3605439.997139 nChanged 133 SP:Iteration 41Q (16103.520000 sec): 3 clusters Score: Raw -3610492.807336 + Penalty 4997.158667 = -3605495.648668 nChanged 130 SP:Iteration 42Q (16103.610000 sec): 3 clusters Score: Raw -3610542.142132 + Penalty 4997.158667 = -3605544.983465 nChanged 120 SP:Iteration 43Q (16103.700000 sec): 3 clusters Score: Raw -3610592.988228 + Penalty 4997.158667 = -3605595.829561 nChanged 113 SP:Iteration 44Q (16103.780000 sec): 3 clusters Score: Raw -3610638.159093 + Penalty 4997.158667 = -3605641.000426 nChanged 111 SP:Iteration 45Q (16103.870000 sec): 3 clusters Score: Raw -3610683.595631 + Penalty 4997.158667 = -3605686.436963 nChanged 110 SP:Iteration 46Q (16103.960000 sec): 3 clusters Score: Raw -3610728.223386 + Penalty 4997.158667 = -3605731.064718 nChanged 81 SP:Iteration 47Q (16104.040000 sec): 3 clusters Score: Raw -3610759.772852 + Penalty 4997.158667 = -3605762.614185 nChanged 86 SP:Iteration 48Q (16104.130000 sec): 3 clusters Score: Raw -3610796.149298 + Penalty 4997.158667 = -3605798.990631 nChanged 82 SP:Iteration 49Q (16104.210000 sec): 3 clusters Score: Raw -3610830.707821 + Penalty 4997.158667 = -3605833.549154 nChanged 78 SP:Iteration 50Q (16104.300000 sec): 3 clusters Score: Raw -3610857.414153 + Penalty 4997.158667 = -3605860.255485 nChanged 60 SP:Iteration 51Q (16104.380000 sec): 3 clusters Score: Raw -3610878.946233 + Penalty 4997.158667 = -3605881.787565 nChanged 61 SP:Iteration 52Q (16104.460000 sec): 3 clusters Score: Raw -3610905.759053 + Penalty 4997.158667 = -3605908.600386 nChanged 58 SP:Iteration 53Q (16104.540000 sec): 3 clusters Score: Raw -3610928.793125 + Penalty 4997.158667 = -3605931.634458 nChanged 55 SP:Iteration 54Q (16104.630000 sec): 3 clusters Score: Raw -3610946.822530 + Penalty 4997.158667 = -3605949.663862 nChanged 45 SP:Iteration 55Q (16104.720000 sec): 3 clusters Score: Raw -3610960.918911 + Penalty 4997.158667 = -3605963.760243 nChanged 31 SP:Iteration 56Q (16104.800000 sec): 3 clusters Score: Raw -3610968.520127 + Penalty 4997.158667 = -3605971.361459 nChanged 29 SP:Iteration 57Q (16104.880000 sec): 3 clusters Score: Raw -3610974.305509 + Penalty 4997.158667 = -3605977.146842 nChanged 21 SP:Iteration 58Q (16104.970000 sec): 3 clusters Score: Raw -3610979.217931 + Penalty 4997.158667 = -3605982.059264 nChanged 25 SP:Iteration 59Q (16105.050000 sec): 3 clusters Score: Raw -3610985.619524 + Penalty 4997.158667 = -3605988.460856 nChanged 31 SP:Iteration 60F (16105.150000 sec): 3 clusters Score: Raw -3610993.171368 + Penalty 4997.158667 = -3605996.012701 nChanged 22 SP:Iteration 61Q (16105.240000 sec): 3 clusters Score: Raw -3610998.296740 + Penalty 4997.158667 = -3606001.138072 nChanged 19 SP:Iteration 62Q (16105.320000 sec): 3 clusters Score: Raw -3611003.560234 + Penalty 4997.158667 = -3606006.401566 nChanged 18 SP:Iteration 63Q (16105.400000 sec): 3 clusters Score: Raw -3611007.618657 + Penalty 4997.158667 = -3606010.459989 nChanged 19 SP:Iteration 64Q (16105.480000 sec): 3 clusters Score: Raw -3611011.326096 + Penalty 4997.158667 = -3606014.167428 nChanged 11 SP:Iteration 65Q (16105.560000 sec): 3 clusters Score: Raw -3611013.520535 + Penalty 4997.158667 = -3606016.361868 nChanged 11 SP:Iteration 66Q (16105.640000 sec): 3 clusters Score: Raw -3611015.688490 + Penalty 4997.158667 = -3606018.529823 nChanged 7 SP:Iteration 67Q (16105.720000 sec): 3 clusters Score: Raw -3611017.431360 + Penalty 4997.158667 = -3606020.272693 nChanged 11 SP:Iteration 68Q (16105.800000 sec): 3 clusters Score: Raw -3611019.993404 + Penalty 4997.158667 = -3606022.834737 nChanged 11 SP:Iteration 69Q (16105.880000 sec): 3 clusters Score: Raw -3611023.529270 + Penalty 4997.158667 = -3606026.370602 nChanged 23 SP:Iteration 70Q (16105.960000 sec): 3 clusters Score: Raw -3611030.475414 + Penalty 4997.158667 = -3606033.316746 nChanged 19 SP:Iteration 71Q (16106.040000 sec): 3 clusters Score: Raw -3611038.314208 + Penalty 4997.158667 = -3606041.155541 nChanged 25 SP:Iteration 72Q (16106.120000 sec): 3 clusters Score: Raw -3611051.319079 + Penalty 4997.158667 = -3606054.160412 nChanged 29 SP:Iteration 73Q (16106.210000 sec): 3 clusters Score: Raw -3611067.039149 + Penalty 4997.158667 = -3606069.880481 nChanged 41 SP:Iteration 74Q (16106.290000 sec): 3 clusters Score: Raw -3611095.492760 + Penalty 4997.158667 = -3606098.334093 nChanged 54 SP:Iteration 75Q (16106.380000 sec): 3 clusters Score: Raw -3611140.187290 + Penalty 4997.158667 = -3606143.028623 nChanged 67 SP:Iteration 76Q (16106.460000 sec): 3 clusters Score: Raw -3611219.660893 + Penalty 4997.158667 = -3606222.502225 nChanged 78 SP:Iteration 77Q (16106.540000 sec): 3 clusters Score: Raw -3611305.968119 + Penalty 4997.158667 = -3606308.809452 nChanged 81 SP:Iteration 78Q (16106.610000 sec): 3 clusters Score: Raw -3611366.208401 + Penalty 4997.158667 = -3606369.049734 nChanged 74 SP:Iteration 79Q (16106.690000 sec): 3 clusters Score: Raw -3611399.206466 + Penalty 4997.158667 = -3606402.047799 nChanged 49 SP:Iteration 80F (16106.790000 sec): 3 clusters Score: Raw -3611412.609939 + Penalty 4997.158667 = -3606415.451272 nChanged 22 SP:Iteration 81Q (16106.880000 sec): 3 clusters Score: Raw -3611417.424250 + Penalty 4997.158667 = -3606420.265583 nChanged 18 SP:Iteration 82Q (16106.950000 sec): 3 clusters Score: Raw -3611421.394135 + Penalty 4997.158667 = -3606424.235468 nChanged 16 SP:Iteration 83Q (16107.030000 sec): 3 clusters Score: Raw -3611424.348394 + Penalty 4997.158667 = -3606427.189726 nChanged 9 SP:Iteration 84Q (16107.110000 sec): 3 clusters Score: Raw -3611426.121594 + Penalty 4997.158667 = -3606428.962927 nChanged 7 SP:Iteration 85Q (16107.180000 sec): 3 clusters Score: Raw -3611428.063483 + Penalty 4997.158667 = -3606430.904816 nChanged 6 SP:Iteration 86Q (16107.260000 sec): 3 clusters Score: Raw -3611429.169956 + Penalty 4997.158667 = -3606432.011289 nChanged 6 SP:Iteration 87Q (16107.340000 sec): 3 clusters Score: Raw -3611430.419170 + Penalty 4997.158667 = -3606433.260502 nChanged 7 SP:Iteration 88Q (16107.420000 sec): 3 clusters Score: Raw -3611431.395894 + Penalty 4997.158667 = -3606434.237226 nChanged 5 SP:Iteration 89Q (16107.500000 sec): 3 clusters Score: Raw -3611432.362655 + Penalty 4997.158667 = -3606435.203988 nChanged 6 SP:Iteration 90Q (16107.580000 sec): 3 clusters Score: Raw -3611433.818395 + Penalty 4997.158667 = -3606436.659727 nChanged 7 SP:Iteration 91Q (16107.660000 sec): 3 clusters Score: Raw -3611435.334963 + Penalty 4997.158667 = -3606438.176296 nChanged 5 SP:Iteration 92Q (16107.740000 sec): 3 clusters Score: Raw -3611436.149972 + Penalty 4997.158667 = -3606438.991304 nChanged 2 SP:Iteration 93Q (16107.820000 sec): 3 clusters Score: Raw -3611436.531389 + Penalty 4997.158667 = -3606439.372722 nChanged 3 SP:Iteration 94Q (16107.900000 sec): 3 clusters Score: Raw -3611437.134432 + Penalty 4997.158667 = -3606439.975764 nChanged 3 SP:Iteration 95Q (16107.980000 sec): 3 clusters Score: Raw -3611437.750286 + Penalty 4997.158667 = -3606440.591619 nChanged 3 SP:Iteration 96Q (16108.050000 sec): 3 clusters Score: Raw -3611438.531593 + Penalty 4997.158667 = -3606441.372926 nChanged 3 SP:Iteration 97Q (16108.130000 sec): 3 clusters Score: Raw -3611439.094451 + Penalty 4997.158667 = -3606441.935784 nChanged 2 SP:Iteration 98Q (16108.210000 sec): 3 clusters Score: Raw -3611439.471211 + Penalty 4997.158667 = -3606442.312544 nChanged 0 SP:Iteration 99F (16108.310000 sec): 3 clusters Score: Raw -3611439.471211 + Penalty 4997.158667 = -3606442.312544 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 16 (153215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16108.930000 sec): 2 clusters Score: Raw -24753278.575083 + Penalty 2961.020166 = -24750317.554917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16109.640000 sec): 3 clusters Score: Raw -24653537.588044 + Penalty 5922.040332 = -24647615.547713 nChanged 73381 SP:Iteration 1F (16110.330000 sec): 3 clusters Score: Raw -24696672.475182 + Penalty 5922.040332 = -24690750.434850 nChanged 5951 SP:Iteration 2Q (16111.050000 sec): 3 clusters Score: Raw -24698674.921820 + Penalty 5922.040332 = -24692752.881488 nChanged 7882 SP:Iteration 3F (16111.740000 sec): 3 clusters Score: Raw -24702448.530325 + Penalty 5922.040332 = -24696526.489994 nChanged 10586 SP:Iteration 4F (16112.440000 sec): 3 clusters Score: Raw -24709241.731570 + Penalty 5922.040332 = -24703319.691238 nChanged 13385 SP:Iteration 5F (16113.130000 sec): 3 clusters Score: Raw -24720380.607881 + Penalty 5922.040332 = -24714458.567549 nChanged 14166 SP:Iteration 6F (16113.820000 sec): 3 clusters Score: Raw -24734310.871693 + Penalty 5922.040332 = -24728388.831361 nChanged 10965 SP:Iteration 7F (16114.510000 sec): 3 clusters Score: Raw -24745618.961462 + Penalty 5922.040332 = -24739696.921130 nChanged 5589 SP:Iteration 8Q (16115.170000 sec): 3 clusters Score: Raw -24751168.989576 + Penalty 5922.040332 = -24745246.949244 nChanged 1843 SP:Iteration 9Q (16115.770000 sec): 3 clusters Score: Raw -24752857.348477 + Penalty 5922.040332 = -24746935.308146 nChanged 481 SP:Iteration 10Q (16116.310000 sec): 3 clusters Score: Raw -24753343.285895 + Penalty 5922.040332 = -24747421.245564 nChanged 161 SP:Iteration 11Q (16116.810000 sec): 3 clusters Score: Raw -24753531.799537 + Penalty 5922.040332 = -24747609.759205 nChanged 59 SP:Iteration 12Q (16117.310000 sec): 3 clusters Score: Raw -24753609.643330 + Penalty 5922.040332 = -24747687.602999 nChanged 33 SP:Iteration 13Q (16117.800000 sec): 3 clusters Score: Raw -24753649.015936 + Penalty 5922.040332 = -24747726.975604 nChanged 18 SP:Iteration 14Q (16118.290000 sec): 3 clusters Score: Raw -24753670.980259 + Penalty 5922.040332 = -24747748.939928 nChanged 12 SP:Iteration 15Q (16118.780000 sec): 3 clusters Score: Raw -24753686.995914 + Penalty 5922.040332 = -24747764.955583 nChanged 12 SP:Iteration 16Q (16119.270000 sec): 3 clusters Score: Raw -24753704.605556 + Penalty 5922.040332 = -24747782.565224 nChanged 6 SP:Iteration 17Q (16119.760000 sec): 3 clusters Score: Raw -24753713.858268 + Penalty 5922.040332 = -24747791.817937 nChanged 5 SP:Iteration 18Q (16120.250000 sec): 3 clusters Score: Raw -24753722.785267 + Penalty 5922.040332 = -24747800.744935 nChanged 6 SP:Iteration 19Q (16120.740000 sec): 3 clusters Score: Raw -24753734.115265 + Penalty 5922.040332 = -24747812.074933 nChanged 5 SP:Iteration 20F (16121.430000 sec): 3 clusters Score: Raw -24753740.147231 + Penalty 5922.040332 = -24747818.106899 nChanged 7 SP:Iteration 21Q (16121.910000 sec): 3 clusters Score: Raw -24753749.694441 + Penalty 5922.040332 = -24747827.654109 nChanged 6 SP:Iteration 22Q (16122.400000 sec): 3 clusters Score: Raw -24753756.347391 + Penalty 5922.040332 = -24747834.307060 nChanged 1 SP:Iteration 23Q (16122.890000 sec): 3 clusters Score: Raw -24753757.638535 + Penalty 5922.040332 = -24747835.598204 nChanged 0 SP:Iteration 24F (16123.570000 sec): 3 clusters Score: Raw -24753757.638535 + Penalty 5922.040332 = -24747835.598204 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 17 (3356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16123.660000 sec): 2 clusters Score: Raw -512973.412339 + Penalty 2013.389257 = -510960.023082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16123.670000 sec): 3 clusters Score: Raw -511528.922692 + Penalty 4026.778514 = -507502.144178 nChanged 1178 SP:Iteration 1F (16123.690000 sec): 3 clusters Score: Raw -512354.469656 + Penalty 4026.778514 = -508327.691142 nChanged 298 SP:Iteration 2F (16123.710000 sec): 3 clusters Score: Raw -512678.290100 + Penalty 4026.778514 = -508651.511586 nChanged 239 SP:Iteration 3F (16123.720000 sec): 3 clusters Score: Raw -513037.422495 + Penalty 4026.778514 = -509010.643981 nChanged 243 SP:Iteration 4F (16123.730000 sec): 3 clusters Score: Raw -513367.815787 + Penalty 4026.778514 = -509341.037274 nChanged 216 SP:Iteration 5F (16123.750000 sec): 3 clusters Score: Raw -513638.580591 + Penalty 4026.778514 = -509611.802077 nChanged 176 SP:Iteration 6F (16123.760000 sec): 3 clusters Score: Raw -513842.721224 + Penalty 4026.778514 = -509815.942710 nChanged 119 SP:Iteration 7Q (16123.770000 sec): 3 clusters Score: Raw -513956.679098 + Penalty 4026.778514 = -509929.900584 nChanged 94 SP:Iteration 8Q (16123.790000 sec): 3 clusters Score: Raw -514031.685301 + Penalty 4026.778514 = -510004.906788 nChanged 74 SP:Iteration 9Q (16123.800000 sec): 3 clusters Score: Raw -514085.023035 + Penalty 4026.778514 = -510058.244521 nChanged 53 SP:Iteration 10Q (16123.810000 sec): 3 clusters Score: Raw -514122.345350 + Penalty 4026.778514 = -510095.566836 nChanged 44 SP:Iteration 11Q (16123.830000 sec): 3 clusters Score: Raw -514154.118569 + Penalty 4026.778514 = -510127.340055 nChanged 38 SP:Iteration 12Q (16123.840000 sec): 3 clusters Score: Raw -514177.382595 + Penalty 4026.778514 = -510150.604081 nChanged 38 SP:Iteration 13Q (16123.850000 sec): 3 clusters Score: Raw -514201.973392 + Penalty 4026.778514 = -510175.194878 nChanged 39 SP:Iteration 14Q (16123.870000 sec): 3 clusters Score: Raw -514225.396833 + Penalty 4026.778514 = -510198.618319 nChanged 37 SP:Iteration 15Q (16123.880000 sec): 3 clusters Score: Raw -514256.002259 + Penalty 4026.778514 = -510229.223745 nChanged 36 SP:Iteration 16Q (16123.890000 sec): 3 clusters Score: Raw -514279.633556 + Penalty 4026.778514 = -510252.855042 nChanged 31 SP:Iteration 17Q (16123.910000 sec): 3 clusters Score: Raw -514306.965120 + Penalty 4026.778514 = -510280.186606 nChanged 33 SP:Iteration 18Q (16123.920000 sec): 3 clusters Score: Raw -514346.593932 + Penalty 4026.778514 = -510319.815418 nChanged 40 SP:Iteration 19Q (16123.930000 sec): 3 clusters Score: Raw -514389.803276 + Penalty 4026.778514 = -510363.024762 nChanged 43 SP:Iteration 20F (16123.950000 sec): 3 clusters Score: Raw -514442.364653 + Penalty 4026.778514 = -510415.586139 nChanged 58 SP:Iteration 21Q (16123.960000 sec): 3 clusters Score: Raw -514511.273099 + Penalty 4026.778514 = -510484.494585 nChanged 57 SP:Iteration 22Q (16123.970000 sec): 3 clusters Score: Raw -514568.758421 + Penalty 4026.778514 = -510541.979907 nChanged 46 SP:Iteration 23Q (16123.980000 sec): 3 clusters Score: Raw -514606.657509 + Penalty 4026.778514 = -510579.878996 nChanged 35 SP:Iteration 24Q (16123.990000 sec): 3 clusters Score: Raw -514630.292284 + Penalty 4026.778514 = -510603.513771 nChanged 18 SP:Iteration 25Q (16124.010000 sec): 3 clusters Score: Raw -514642.602693 + Penalty 4026.778514 = -510615.824180 nChanged 18 SP:Iteration 26Q (16124.020000 sec): 3 clusters Score: Raw -514656.288456 + Penalty 4026.778514 = -510629.509942 nChanged 16 SP:Iteration 27Q (16124.030000 sec): 3 clusters Score: Raw -514666.738190 + Penalty 4026.778514 = -510639.959676 nChanged 13 SP:Iteration 28Q (16124.050000 sec): 3 clusters Score: Raw -514673.070686 + Penalty 4026.778514 = -510646.292173 nChanged 12 SP:Iteration 29Q (16124.060000 sec): 3 clusters Score: Raw -514679.151111 + Penalty 4026.778514 = -510652.372597 nChanged 8 SP:Iteration 30Q (16124.070000 sec): 3 clusters Score: Raw -514682.426973 + Penalty 4026.778514 = -510655.648460 nChanged 3 SP:Iteration 31Q (16124.080000 sec): 3 clusters Score: Raw -514683.771353 + Penalty 4026.778514 = -510656.992840 nChanged 2 SP:Iteration 32Q (16124.090000 sec): 3 clusters Score: Raw -514684.084720 + Penalty 4026.778514 = -510657.306206 nChanged 0 SP:Iteration 33F (16124.110000 sec): 3 clusters Score: Raw -514684.084720 + Penalty 4026.778514 = -510657.306206 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 18 (39907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16124.270000 sec): 2 clusters Score: Raw -6466070.765997 + Penalty 2627.388142 = -6463443.377855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16124.450000 sec): 3 clusters Score: Raw -6441524.202683 + Penalty 5254.776285 = -6436269.426398 nChanged 18348 SP:Iteration 1F (16124.640000 sec): 3 clusters Score: Raw -6451739.125011 + Penalty 5254.776285 = -6446484.348726 nChanged 1778 SP:Iteration 2Q (16124.820000 sec): 3 clusters Score: Raw -6452302.702438 + Penalty 5254.776285 = -6447047.926153 nChanged 1696 SP:Iteration 3Q (16125.010000 sec): 3 clusters Score: Raw -6452941.264260 + Penalty 5254.776285 = -6447686.487975 nChanged 1745 SP:Iteration 4Q (16125.190000 sec): 3 clusters Score: Raw -6453676.635737 + Penalty 5254.776285 = -6448421.859452 nChanged 1747 SP:Iteration 5Q (16125.370000 sec): 3 clusters Score: Raw -6454455.406700 + Penalty 5254.776285 = -6449200.630415 nChanged 1716 SP:Iteration 6Q (16125.550000 sec): 3 clusters Score: Raw -6455265.989363 + Penalty 5254.776285 = -6450011.213078 nChanged 1703 SP:Iteration 7Q (16125.740000 sec): 3 clusters Score: Raw -6456079.211422 + Penalty 5254.776285 = -6450824.435137 nChanged 1710 SP:Iteration 8Q (16125.920000 sec): 3 clusters Score: Raw -6456991.951320 + Penalty 5254.776285 = -6451737.175035 nChanged 1854 SP:Iteration 9Q (16126.100000 sec): 3 clusters Score: Raw -6458086.979572 + Penalty 5254.776285 = -6452832.203287 nChanged 1919 SP:Iteration 10Q (16126.280000 sec): 3 clusters Score: Raw -6459256.369593 + Penalty 5254.776285 = -6454001.593308 nChanged 1995 SP:Iteration 11Q (16126.450000 sec): 3 clusters Score: Raw -6460538.009501 + Penalty 5254.776285 = -6455283.233216 nChanged 1891 SP:Iteration 12Q (16126.620000 sec): 3 clusters Score: Raw -6461773.579574 + Penalty 5254.776285 = -6456518.803289 nChanged 1706 SP:Iteration 13Q (16126.790000 sec): 3 clusters Score: Raw -6462917.412425 + Penalty 5254.776285 = -6457662.636140 nChanged 1466 SP:Iteration 14Q (16126.950000 sec): 3 clusters Score: Raw -6463948.343441 + Penalty 5254.776285 = -6458693.567156 nChanged 1155 SP:Iteration 15Q (16127.110000 sec): 3 clusters Score: Raw -6464805.684551 + Penalty 5254.776285 = -6459550.908266 nChanged 811 SP:Iteration 16Q (16127.250000 sec): 3 clusters Score: Raw -6465380.225467 + Penalty 5254.776285 = -6460125.449182 nChanged 521 SP:Iteration 17Q (16127.390000 sec): 3 clusters Score: Raw -6465742.092353 + Penalty 5254.776285 = -6460487.316068 nChanged 340 SP:Iteration 18Q (16127.530000 sec): 3 clusters Score: Raw -6465980.896840 + Penalty 5254.776285 = -6460726.120555 nChanged 227 SP:Iteration 19Q (16127.670000 sec): 3 clusters Score: Raw -6466148.156196 + Penalty 5254.776285 = -6460893.379911 nChanged 175 SP:Iteration 20F (16127.850000 sec): 3 clusters Score: Raw -6466275.119380 + Penalty 5254.776285 = -6461020.343095 nChanged 104 SP:Iteration 21Q (16127.980000 sec): 3 clusters Score: Raw -6466356.979373 + Penalty 5254.776285 = -6461102.203088 nChanged 88 SP:Iteration 22Q (16128.110000 sec): 3 clusters Score: Raw -6466416.999542 + Penalty 5254.776285 = -6461162.223257 nChanged 46 SP:Iteration 23Q (16128.240000 sec): 3 clusters Score: Raw -6466451.324983 + Penalty 5254.776285 = -6461196.548698 nChanged 40 SP:Iteration 24Q (16128.370000 sec): 3 clusters Score: Raw -6466479.881831 + Penalty 5254.776285 = -6461225.105546 nChanged 29 SP:Iteration 25Q (16128.490000 sec): 3 clusters Score: Raw -6466497.212842 + Penalty 5254.776285 = -6461242.436557 nChanged 15 SP:Iteration 26Q (16128.620000 sec): 3 clusters Score: Raw -6466505.112553 + Penalty 5254.776285 = -6461250.336268 nChanged 9 SP:Iteration 27Q (16128.750000 sec): 3 clusters Score: Raw -6466509.073985 + Penalty 5254.776285 = -6461254.297700 nChanged 5 SP:Iteration 28Q (16128.870000 sec): 3 clusters Score: Raw -6466511.349902 + Penalty 5254.776285 = -6461256.573618 nChanged 5 SP:Iteration 29Q (16129.000000 sec): 3 clusters Score: Raw -6466514.785445 + Penalty 5254.776285 = -6461260.009160 nChanged 2 SP:Iteration 30Q (16129.130000 sec): 3 clusters Score: Raw -6466516.859776 + Penalty 5254.776285 = -6461262.083491 nChanged 4 SP:Iteration 31Q (16129.260000 sec): 3 clusters Score: Raw -6466518.992353 + Penalty 5254.776285 = -6461264.216068 nChanged 2 SP:Iteration 32Q (16129.390000 sec): 3 clusters Score: Raw -6466519.927148 + Penalty 5254.776285 = -6461265.150863 nChanged 1 SP:Iteration 33Q (16129.510000 sec): 3 clusters Score: Raw -6466520.259154 + Penalty 5254.776285 = -6461265.482869 nChanged 1 SP:Iteration 34Q (16129.640000 sec): 3 clusters Score: Raw -6466520.564983 + Penalty 5254.776285 = -6461265.788698 nChanged 0 SP:Iteration 35F (16129.810000 sec): 3 clusters Score: Raw -6466520.564983 + Penalty 5254.776285 = -6461265.788698 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 19 (487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16129.840000 sec): 2 clusters Score: Raw -75419.684463 + Penalty 1534.689503 = -73884.994960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16129.840000 sec): 3 clusters Score: Raw -75482.758237 + Penalty 3069.379005 = -72413.379232 nChanged 104 SP:Iteration 1F (16129.850000 sec): 3 clusters Score: Raw -75719.155002 + Penalty 3069.379005 = -72649.775997 nChanged 19 SP:Iteration 2Q (16129.850000 sec): 3 clusters Score: Raw -75757.251632 + Penalty 3069.379005 = -72687.872627 nChanged 6 SP:Iteration 3Q (16129.850000 sec): 3 clusters Score: Raw -75768.845143 + Penalty 3069.379005 = -72699.466138 nChanged 3 SP:Iteration 4Q (16129.850000 sec): 3 clusters Score: Raw -75775.657907 + Penalty 3069.379005 = -72706.278902 nChanged 2 SP:Iteration 5Q (16129.850000 sec): 3 clusters Score: Raw -75783.980020 + Penalty 3069.379005 = -72714.601015 nChanged 0 SP:Iteration 6F (16129.850000 sec): 3 clusters Score: Raw -75783.980020 + Penalty 3069.379005 = -72714.601015 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 20 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16129.860000 sec): 2 clusters Score: Raw -29238.850571 + Penalty 1348.643669 = -27890.206903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16129.860000 sec): 3 clusters Score: Raw -29606.948171 + Penalty 2697.287337 = -26909.660834 nChanged 36 SP:Iteration 1F (16129.860000 sec): 3 clusters Score: Raw -29768.287223 + Penalty 2697.287337 = -27070.999886 nChanged 5 SP:Iteration 2Q (16129.860000 sec): 3 clusters Score: Raw -29840.251682 + Penalty 2697.287337 = -27142.964345 nChanged 6 SP:Iteration 3Q (16129.870000 sec): 3 clusters Score: Raw -29874.377448 + Penalty 2697.287337 = -27177.090111 nChanged 7 SP:Iteration 4Q (16129.870000 sec): 3 clusters Score: Raw -29920.197165 + Penalty 2697.287337 = -27222.909828 nChanged 4 SP:Iteration 5Q (16129.870000 sec): 3 clusters Score: Raw -29965.775653 + Penalty 2697.287337 = -27268.488316 nChanged 2 SP:Iteration 6Q (16129.870000 sec): 3 clusters Score: Raw -29985.851159 + Penalty 2697.287337 = -27288.563822 nChanged 3 SP:Iteration 7Q (16129.870000 sec): 3 clusters Score: Raw -29996.293208 + Penalty 2697.287337 = -27299.005871 nChanged 0 SP:Iteration 8F (16129.870000 sec): 3 clusters Score: Raw -29996.293208 + Penalty 2697.287337 = -27299.005871 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 21 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16129.870000 sec): 2 clusters Score: Raw -21379.709701 + Penalty 1335.354776 = -20044.354925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16129.870000 sec): 3 clusters Score: Raw -21870.733965 + Penalty 2670.709551 = -19200.024414 nChanged 43 SP:Iteration 1F (16129.880000 sec): 3 clusters Score: Raw -22170.518266 + Penalty 2670.709551 = -19499.808715 nChanged 12 SP:Iteration 2F (16129.880000 sec): 3 clusters Score: Raw -22290.406204 + Penalty 2670.709551 = -19619.696653 nChanged 1 SP:Iteration 3Q (16129.880000 sec): 3 clusters Score: Raw -22300.822927 + Penalty 2670.709551 = -19630.113376 nChanged 2 SP:Iteration 4Q (16129.880000 sec): 3 clusters Score: Raw -22333.028797 + Penalty 2670.709551 = -19662.319246 nChanged 2 SP:Iteration 5Q (16129.880000 sec): 3 clusters Score: Raw -22338.635954 + Penalty 2670.709551 = -19667.926403 nChanged 1 SP:Iteration 6Q (16129.880000 sec): 3 clusters Score: Raw -22345.423708 + Penalty 2670.709551 = -19674.714157 nChanged 0 SP:Iteration 7F (16129.880000 sec): 3 clusters Score: Raw -22345.423708 + Penalty 2670.709551 = -19674.714157 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 22 (841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16129.890000 sec): 2 clusters Score: Raw -137290.615802 + Penalty 1670.178732 = -135620.437070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16129.890000 sec): 3 clusters Score: Raw -137127.779393 + Penalty 3340.357463 = -133787.421929 nChanged 173 SP:Iteration 1F (16129.900000 sec): 3 clusters Score: Raw -137344.662854 + Penalty 3340.357463 = -134004.305391 nChanged 49 SP:Iteration 2F (16129.900000 sec): 3 clusters Score: Raw -137425.656846 + Penalty 3340.357463 = -134085.299383 nChanged 24 SP:Iteration 3Q (16129.910000 sec): 3 clusters Score: Raw -137456.199211 + Penalty 3340.357463 = -134115.841748 nChanged 12 SP:Iteration 4Q (16129.910000 sec): 3 clusters Score: Raw -137472.196205 + Penalty 3340.357463 = -134131.838742 nChanged 7 SP:Iteration 5Q (16129.910000 sec): 3 clusters Score: Raw -137480.629305 + Penalty 3340.357463 = -134140.271842 nChanged 7 SP:Iteration 6Q (16129.910000 sec): 3 clusters Score: Raw -137492.735255 + Penalty 3340.357463 = -134152.377792 nChanged 8 SP:Iteration 7Q (16129.920000 sec): 3 clusters Score: Raw -137505.835576 + Penalty 3340.357463 = -134165.478112 nChanged 1 SP:Iteration 8Q (16129.920000 sec): 3 clusters Score: Raw -137507.740690 + Penalty 3340.357463 = -134167.383227 nChanged 3 SP:Iteration 9Q (16129.930000 sec): 3 clusters Score: Raw -137510.958156 + Penalty 3340.357463 = -134170.600693 nChanged 1 SP:Iteration 10Q (16129.930000 sec): 3 clusters Score: Raw -137513.347070 + Penalty 3340.357463 = -134172.989607 nChanged 2 SP:Iteration 11Q (16129.930000 sec): 3 clusters Score: Raw -137516.407116 + Penalty 3340.357463 = -134176.049653 nChanged 1 SP:Iteration 12Q (16129.940000 sec): 3 clusters Score: Raw -137518.282648 + Penalty 3340.357463 = -134177.925185 nChanged 1 SP:Iteration 13Q (16129.940000 sec): 3 clusters Score: Raw -137519.686815 + Penalty 3340.357463 = -134179.329352 nChanged 0 SP:Iteration 14F (16129.940000 sec): 3 clusters Score: Raw -137519.686815 + Penalty 3340.357463 = -134179.329352 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 23 (28532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16130.070000 sec): 2 clusters Score: Raw -4586507.853844 + Penalty 2544.177823 = -4583963.676021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16130.190000 sec): 3 clusters Score: Raw -4569423.644685 + Penalty 5088.355646 = -4564335.289040 nChanged 12855 SP:Iteration 1F (16130.320000 sec): 3 clusters Score: Raw -4576607.093176 + Penalty 5088.355646 = -4571518.737531 nChanged 1541 SP:Iteration 2F (16130.450000 sec): 3 clusters Score: Raw -4577258.234044 + Penalty 5088.355646 = -4572169.878399 nChanged 1557 SP:Iteration 3F (16130.570000 sec): 3 clusters Score: Raw -4578006.579243 + Penalty 5088.355646 = -4572918.223597 nChanged 1668 SP:Iteration 4F (16130.710000 sec): 3 clusters Score: Raw -4578956.844209 + Penalty 5088.355646 = -4573868.488563 nChanged 1813 SP:Iteration 5F (16130.830000 sec): 3 clusters Score: Raw -4580210.174526 + Penalty 5088.355646 = -4575121.818880 nChanged 1993 SP:Iteration 6F (16130.960000 sec): 3 clusters Score: Raw -4581788.693028 + Penalty 5088.355646 = -4576700.337382 nChanged 1826 SP:Iteration 7F (16131.090000 sec): 3 clusters Score: Raw -4583381.416888 + Penalty 5088.355646 = -4578293.061242 nChanged 1478 SP:Iteration 8F (16131.210000 sec): 3 clusters Score: Raw -4584707.255668 + Penalty 5088.355646 = -4579618.900023 nChanged 1036 SP:Iteration 9Q (16131.340000 sec): 3 clusters Score: Raw -4585674.753446 + Penalty 5088.355646 = -4580586.397800 nChanged 585 SP:Iteration 10Q (16131.460000 sec): 3 clusters Score: Raw -4586252.862573 + Penalty 5088.355646 = -4581164.506927 nChanged 272 SP:Iteration 11Q (16131.570000 sec): 3 clusters Score: Raw -4586498.239125 + Penalty 5088.355646 = -4581409.883479 nChanged 118 SP:Iteration 12Q (16131.670000 sec): 3 clusters Score: Raw -4586619.687860 + Penalty 5088.355646 = -4581531.332214 nChanged 76 SP:Iteration 13Q (16131.770000 sec): 3 clusters Score: Raw -4586703.565745 + Penalty 5088.355646 = -4581615.210099 nChanged 46 SP:Iteration 14Q (16131.870000 sec): 3 clusters Score: Raw -4586766.162452 + Penalty 5088.355646 = -4581677.806806 nChanged 27 SP:Iteration 15Q (16131.960000 sec): 3 clusters Score: Raw -4586808.316440 + Penalty 5088.355646 = -4581719.960795 nChanged 29 SP:Iteration 16Q (16132.060000 sec): 3 clusters Score: Raw -4586846.920403 + Penalty 5088.355646 = -4581758.564758 nChanged 15 SP:Iteration 17Q (16132.150000 sec): 3 clusters Score: Raw -4586865.724754 + Penalty 5088.355646 = -4581777.369109 nChanged 9 SP:Iteration 18Q (16132.250000 sec): 3 clusters Score: Raw -4586876.028962 + Penalty 5088.355646 = -4581787.673317 nChanged 7 SP:Iteration 19Q (16132.340000 sec): 3 clusters Score: Raw -4586881.085399 + Penalty 5088.355646 = -4581792.729754 nChanged 3 SP:Iteration 20F (16132.470000 sec): 3 clusters Score: Raw -4586884.017582 + Penalty 5088.355646 = -4581795.661937 nChanged 2 SP:Iteration 21Q (16132.570000 sec): 3 clusters Score: Raw -4586886.329928 + Penalty 5088.355646 = -4581797.974282 nChanged 2 SP:Iteration 22Q (16132.660000 sec): 3 clusters Score: Raw -4586889.145123 + Penalty 5088.355646 = -4581800.789477 nChanged 3 SP:Iteration 23Q (16132.750000 sec): 3 clusters Score: Raw -4586893.747306 + Penalty 5088.355646 = -4581805.391660 nChanged 2 SP:Iteration 24Q (16132.850000 sec): 3 clusters Score: Raw -4586896.502884 + Penalty 5088.355646 = -4581808.147239 nChanged 2 SP:Iteration 25Q (16132.940000 sec): 3 clusters Score: Raw -4586897.922705 + Penalty 5088.355646 = -4581809.567059 nChanged 1 SP:Iteration 26Q (16133.040000 sec): 3 clusters Score: Raw -4586898.681380 + Penalty 5088.355646 = -4581810.325734 nChanged 0 SP:Iteration 27F (16133.170000 sec): 3 clusters Score: Raw -4586898.681380 + Penalty 5088.355646 = -4581810.325734 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 24 (538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16133.190000 sec): 2 clusters Score: Raw -85148.195072 + Penalty 1559.388923 = -83588.806150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16133.190000 sec): 3 clusters Score: Raw -85151.022184 + Penalty 3118.777846 = -82032.244338 nChanged 78 SP:Iteration 1F (16133.190000 sec): 3 clusters Score: Raw -85282.173586 + Penalty 3118.777846 = -82163.395740 nChanged 19 SP:Iteration 2Q (16133.200000 sec): 3 clusters Score: Raw -85328.923137 + Penalty 3118.777846 = -82210.145291 nChanged 8 SP:Iteration 3Q (16133.200000 sec): 3 clusters Score: Raw -85346.929587 + Penalty 3118.777846 = -82228.151741 nChanged 4 SP:Iteration 4Q (16133.200000 sec): 3 clusters Score: Raw -85353.577517 + Penalty 3118.777846 = -82234.799671 nChanged 2 SP:Iteration 5Q (16133.210000 sec): 3 clusters Score: Raw -85358.757662 + Penalty 3118.777846 = -82239.979816 nChanged 0 SP:Iteration 6F (16133.210000 sec): 3 clusters Score: Raw -85358.757662 + Penalty 3118.777846 = -82239.979816 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 25 (14987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16133.270000 sec): 2 clusters Score: Raw -2391914.545169 + Penalty 2384.504733 = -2389530.040436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16133.350000 sec): 3 clusters Score: Raw -2383487.662363 + Penalty 4769.009465 = -2378718.652898 nChanged 6451 SP:Iteration 1F (16133.410000 sec): 3 clusters Score: Raw -2386848.848570 + Penalty 4769.009465 = -2382079.839105 nChanged 839 SP:Iteration 2F (16133.470000 sec): 3 clusters Score: Raw -2387175.943934 + Penalty 4769.009465 = -2382406.934469 nChanged 719 SP:Iteration 3Q (16133.540000 sec): 3 clusters Score: Raw -2387449.097898 + Penalty 4769.009465 = -2382680.088433 nChanged 595 SP:Iteration 4Q (16133.600000 sec): 3 clusters Score: Raw -2387652.950577 + Penalty 4769.009465 = -2382883.941112 nChanged 535 SP:Iteration 5Q (16133.670000 sec): 3 clusters Score: Raw -2387845.234765 + Penalty 4769.009465 = -2383076.225300 nChanged 552 SP:Iteration 6Q (16133.740000 sec): 3 clusters Score: Raw -2388065.343292 + Penalty 4769.009465 = -2383296.333827 nChanged 549 SP:Iteration 7Q (16133.810000 sec): 3 clusters Score: Raw -2388309.602230 + Penalty 4769.009465 = -2383540.592765 nChanged 561 SP:Iteration 8Q (16133.880000 sec): 3 clusters Score: Raw -2388575.507485 + Penalty 4769.009465 = -2383806.498020 nChanged 602 SP:Iteration 9Q (16133.950000 sec): 3 clusters Score: Raw -2388887.470052 + Penalty 4769.009465 = -2384118.460587 nChanged 620 SP:Iteration 10Q (16134.010000 sec): 3 clusters Score: Raw -2389275.669969 + Penalty 4769.009465 = -2384506.660504 nChanged 665 SP:Iteration 11Q (16134.070000 sec): 3 clusters Score: Raw -2389751.840749 + Penalty 4769.009465 = -2384982.831284 nChanged 703 SP:Iteration 12Q (16134.140000 sec): 3 clusters Score: Raw -2390293.095406 + Penalty 4769.009465 = -2385524.085941 nChanged 638 SP:Iteration 13Q (16134.200000 sec): 3 clusters Score: Raw -2390825.250637 + Penalty 4769.009465 = -2386056.241172 nChanged 512 SP:Iteration 14Q (16134.260000 sec): 3 clusters Score: Raw -2391259.103304 + Penalty 4769.009465 = -2386490.093839 nChanged 347 SP:Iteration 15Q (16134.320000 sec): 3 clusters Score: Raw -2391550.074173 + Penalty 4769.009465 = -2386781.064708 nChanged 246 SP:Iteration 16Q (16134.370000 sec): 3 clusters Score: Raw -2391740.941969 + Penalty 4769.009465 = -2386971.932504 nChanged 166 SP:Iteration 17Q (16134.430000 sec): 3 clusters Score: Raw -2391875.175401 + Penalty 4769.009465 = -2387106.165936 nChanged 119 SP:Iteration 18Q (16134.480000 sec): 3 clusters Score: Raw -2391959.587954 + Penalty 4769.009465 = -2387190.578489 nChanged 78 SP:Iteration 19Q (16134.530000 sec): 3 clusters Score: Raw -2392017.644867 + Penalty 4769.009465 = -2387248.635402 nChanged 54 SP:Iteration 20F (16134.600000 sec): 3 clusters Score: Raw -2392059.258738 + Penalty 4769.009465 = -2387290.249273 nChanged 34 SP:Iteration 21Q (16134.650000 sec): 3 clusters Score: Raw -2392086.924198 + Penalty 4769.009465 = -2387317.914733 nChanged 27 SP:Iteration 22Q (16134.700000 sec): 3 clusters Score: Raw -2392111.324013 + Penalty 4769.009465 = -2387342.314548 nChanged 27 SP:Iteration 23Q (16134.750000 sec): 3 clusters Score: Raw -2392135.939821 + Penalty 4769.009465 = -2387366.930356 nChanged 25 SP:Iteration 24Q (16134.790000 sec): 3 clusters Score: Raw -2392159.327537 + Penalty 4769.009465 = -2387390.318072 nChanged 18 SP:Iteration 25Q (16134.840000 sec): 3 clusters Score: Raw -2392173.798510 + Penalty 4769.009465 = -2387404.789045 nChanged 12 SP:Iteration 26Q (16134.890000 sec): 3 clusters Score: Raw -2392183.708988 + Penalty 4769.009465 = -2387414.699523 nChanged 10 SP:Iteration 27Q (16134.940000 sec): 3 clusters Score: Raw -2392192.288732 + Penalty 4769.009465 = -2387423.279267 nChanged 4 SP:Iteration 28Q (16134.990000 sec): 3 clusters Score: Raw -2392195.644880 + Penalty 4769.009465 = -2387426.635415 nChanged 4 SP:Iteration 29Q (16135.030000 sec): 3 clusters Score: Raw -2392198.585000 + Penalty 4769.009465 = -2387429.575535 nChanged 3 SP:Iteration 30Q (16135.080000 sec): 3 clusters Score: Raw -2392200.594178 + Penalty 4769.009465 = -2387431.584713 nChanged 1 SP:Iteration 31Q (16135.130000 sec): 3 clusters Score: Raw -2392202.360207 + Penalty 4769.009465 = -2387433.350742 nChanged 3 SP:Iteration 32Q (16135.180000 sec): 3 clusters Score: Raw -2392204.201222 + Penalty 4769.009465 = -2387435.191757 nChanged 1 SP:Iteration 33Q (16135.230000 sec): 3 clusters Score: Raw -2392205.309614 + Penalty 4769.009465 = -2387436.300149 nChanged 1 SP:Iteration 34Q (16135.280000 sec): 3 clusters Score: Raw -2392206.770179 + Penalty 4769.009465 = -2387437.760714 nChanged 2 SP:Iteration 35Q (16135.330000 sec): 3 clusters Score: Raw -2392207.910411 + Penalty 4769.009465 = -2387438.900946 nChanged 1 SP:Iteration 36Q (16135.380000 sec): 3 clusters Score: Raw -2392208.653828 + Penalty 4769.009465 = -2387439.644363 nChanged 0 SP:Iteration 37F (16135.440000 sec): 3 clusters Score: Raw -2392208.653828 + Penalty 4769.009465 = -2387439.644363 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 26 (102782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16135.860000 sec): 2 clusters Score: Raw -16525527.399235 + Penalty 2862.010649 = -16522665.388586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16136.330000 sec): 3 clusters Score: Raw -16459528.225811 + Penalty 5724.021298 = -16453804.204514 nChanged 48518 SP:Iteration 1F (16136.800000 sec): 3 clusters Score: Raw -16487704.368085 + Penalty 5724.021298 = -16481980.346787 nChanged 3554 SP:Iteration 2Q (16137.280000 sec): 3 clusters Score: Raw -16488637.352213 + Penalty 5724.021298 = -16482913.330915 nChanged 3706 SP:Iteration 3Q (16137.760000 sec): 3 clusters Score: Raw -16489830.689739 + Penalty 5724.021298 = -16484106.668441 nChanged 4413 SP:Iteration 4Q (16138.240000 sec): 3 clusters Score: Raw -16491590.062576 + Penalty 5724.021298 = -16485866.041278 nChanged 5351 SP:Iteration 5F (16138.710000 sec): 3 clusters Score: Raw -16494256.746565 + Penalty 5724.021298 = -16488532.725267 nChanged 6559 SP:Iteration 6F (16139.180000 sec): 3 clusters Score: Raw -16498231.336649 + Penalty 5724.021298 = -16492507.315351 nChanged 7454 SP:Iteration 7F (16139.640000 sec): 3 clusters Score: Raw -16503327.751665 + Penalty 5724.021298 = -16497603.730367 nChanged 7312 SP:Iteration 8F (16140.110000 sec): 3 clusters Score: Raw -16508753.977028 + Penalty 5724.021298 = -16503029.955730 nChanged 6487 SP:Iteration 9F (16140.570000 sec): 3 clusters Score: Raw -16513964.611578 + Penalty 5724.021298 = -16508240.590280 nChanged 5281 SP:Iteration 10F (16141.030000 sec): 3 clusters Score: Raw -16518449.419623 + Penalty 5724.021298 = -16512725.398325 nChanged 3781 SP:Iteration 11Q (16141.480000 sec): 3 clusters Score: Raw -16521798.862776 + Penalty 5724.021298 = -16516074.841479 nChanged 2346 SP:Iteration 12Q (16141.910000 sec): 3 clusters Score: Raw -16523839.736534 + Penalty 5724.021298 = -16518115.715237 nChanged 1227 SP:Iteration 13Q (16142.300000 sec): 3 clusters Score: Raw -16524836.924535 + Penalty 5724.021298 = -16519112.903237 nChanged 718 SP:Iteration 14Q (16142.670000 sec): 3 clusters Score: Raw -16525375.776455 + Penalty 5724.021298 = -16519651.755158 nChanged 442 SP:Iteration 15Q (16143.030000 sec): 3 clusters Score: Raw -16525688.189221 + Penalty 5724.021298 = -16519964.167923 nChanged 316 SP:Iteration 16Q (16143.380000 sec): 3 clusters Score: Raw -16525904.374473 + Penalty 5724.021298 = -16520180.353175 nChanged 225 SP:Iteration 17Q (16143.720000 sec): 3 clusters Score: Raw -16526049.840209 + Penalty 5724.021298 = -16520325.818911 nChanged 159 SP:Iteration 18Q (16144.060000 sec): 3 clusters Score: Raw -16526153.654295 + Penalty 5724.021298 = -16520429.632997 nChanged 110 SP:Iteration 19Q (16144.390000 sec): 3 clusters Score: Raw -16526201.769441 + Penalty 5724.021298 = -16520477.748144 nChanged 82 SP:Iteration 20F (16144.850000 sec): 3 clusters Score: Raw -16526240.143180 + Penalty 5724.021298 = -16520516.121883 nChanged 70 SP:Iteration 21Q (16145.190000 sec): 3 clusters Score: Raw -16526270.567165 + Penalty 5724.021298 = -16520546.545867 nChanged 59 SP:Iteration 22Q (16145.520000 sec): 3 clusters Score: Raw -16526291.333018 + Penalty 5724.021298 = -16520567.311720 nChanged 38 SP:Iteration 23Q (16145.860000 sec): 3 clusters Score: Raw -16526306.496980 + Penalty 5724.021298 = -16520582.475683 nChanged 29 SP:Iteration 24Q (16146.190000 sec): 3 clusters Score: Raw -16526316.203230 + Penalty 5724.021298 = -16520592.181933 nChanged 24 SP:Iteration 25Q (16146.520000 sec): 3 clusters Score: Raw -16526324.505840 + Penalty 5724.021298 = -16520600.484542 nChanged 20 SP:Iteration 26Q (16146.860000 sec): 3 clusters Score: Raw -16526329.281266 + Penalty 5724.021298 = -16520605.259968 nChanged 13 SP:Iteration 27Q (16147.200000 sec): 3 clusters Score: Raw -16526332.519466 + Penalty 5724.021298 = -16520608.498168 nChanged 11 SP:Iteration 28Q (16147.530000 sec): 3 clusters Score: Raw -16526335.777094 + Penalty 5724.021298 = -16520611.755796 nChanged 11 SP:Iteration 29Q (16147.860000 sec): 3 clusters Score: Raw -16526338.414920 + Penalty 5724.021298 = -16520614.393622 nChanged 6 SP:Iteration 30Q (16148.190000 sec): 3 clusters Score: Raw -16526339.854853 + Penalty 5724.021298 = -16520615.833556 nChanged 0 SP:Iteration 31F (16148.650000 sec): 3 clusters Score: Raw -16526339.854853 + Penalty 5724.021298 = -16520615.833556 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 27 (9750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16148.740000 sec): 2 clusters Score: Raw -1504604.119728 + Penalty 2277.885596 = -1502326.234132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16148.780000 sec): 3 clusters Score: Raw -1499388.383004 + Penalty 4555.771192 = -1494832.611812 nChanged 4072 SP:Iteration 1F (16148.820000 sec): 3 clusters Score: Raw -1501624.513606 + Penalty 4555.771192 = -1497068.742415 nChanged 657 SP:Iteration 2F (16148.860000 sec): 3 clusters Score: Raw -1501995.207105 + Penalty 4555.771192 = -1497439.435913 nChanged 587 SP:Iteration 3F (16148.900000 sec): 3 clusters Score: Raw -1502377.134020 + Penalty 4555.771192 = -1497821.362829 nChanged 520 SP:Iteration 4F (16148.940000 sec): 3 clusters Score: Raw -1502720.657658 + Penalty 4555.771192 = -1498164.886466 nChanged 502 SP:Iteration 5F (16148.990000 sec): 3 clusters Score: Raw -1503054.226889 + Penalty 4555.771192 = -1498498.455697 nChanged 467 SP:Iteration 6Q (16149.030000 sec): 3 clusters Score: Raw -1503365.623880 + Penalty 4555.771192 = -1498809.852688 nChanged 436 SP:Iteration 7Q (16149.070000 sec): 3 clusters Score: Raw -1503642.345979 + Penalty 4555.771192 = -1499086.574787 nChanged 430 SP:Iteration 8Q (16149.110000 sec): 3 clusters Score: Raw -1503907.502266 + Penalty 4555.771192 = -1499351.731075 nChanged 396 SP:Iteration 9Q (16149.150000 sec): 3 clusters Score: Raw -1504178.190024 + Penalty 4555.771192 = -1499622.418832 nChanged 378 SP:Iteration 10Q (16149.190000 sec): 3 clusters Score: Raw -1504426.767598 + Penalty 4555.771192 = -1499870.996406 nChanged 320 SP:Iteration 11Q (16149.230000 sec): 3 clusters Score: Raw -1504655.645642 + Penalty 4555.771192 = -1500099.874450 nChanged 288 SP:Iteration 12Q (16149.270000 sec): 3 clusters Score: Raw -1504831.470942 + Penalty 4555.771192 = -1500275.699751 nChanged 227 SP:Iteration 13Q (16149.310000 sec): 3 clusters Score: Raw -1504970.987055 + Penalty 4555.771192 = -1500415.215864 nChanged 177 SP:Iteration 14Q (16149.350000 sec): 3 clusters Score: Raw -1505067.108699 + Penalty 4555.771192 = -1500511.337507 nChanged 164 SP:Iteration 15Q (16149.390000 sec): 3 clusters Score: Raw -1505173.820933 + Penalty 4555.771192 = -1500618.049741 nChanged 155 SP:Iteration 16Q (16149.430000 sec): 3 clusters Score: Raw -1505299.343103 + Penalty 4555.771192 = -1500743.571911 nChanged 157 SP:Iteration 17Q (16149.460000 sec): 3 clusters Score: Raw -1505405.240928 + Penalty 4555.771192 = -1500849.469736 nChanged 132 SP:Iteration 18Q (16149.500000 sec): 3 clusters Score: Raw -1505481.121263 + Penalty 4555.771192 = -1500925.350071 nChanged 115 SP:Iteration 19Q (16149.540000 sec): 3 clusters Score: Raw -1505549.001345 + Penalty 4555.771192 = -1500993.230153 nChanged 106 SP:Iteration 20F (16149.580000 sec): 3 clusters Score: Raw -1505600.824704 + Penalty 4555.771192 = -1501045.053513 nChanged 91 SP:Iteration 21Q (16149.620000 sec): 3 clusters Score: Raw -1505640.762921 + Penalty 4555.771192 = -1501084.991729 nChanged 91 SP:Iteration 22Q (16149.650000 sec): 3 clusters Score: Raw -1505682.953364 + Penalty 4555.771192 = -1501127.182172 nChanged 68 SP:Iteration 23Q (16149.690000 sec): 3 clusters Score: Raw -1505711.302371 + Penalty 4555.771192 = -1501155.531179 nChanged 59 SP:Iteration 24Q (16149.720000 sec): 3 clusters Score: Raw -1505733.755368 + Penalty 4555.771192 = -1501177.984176 nChanged 52 SP:Iteration 25Q (16149.760000 sec): 3 clusters Score: Raw -1505750.962689 + Penalty 4555.771192 = -1501195.191498 nChanged 42 SP:Iteration 26Q (16149.790000 sec): 3 clusters Score: Raw -1505764.312230 + Penalty 4555.771192 = -1501208.541038 nChanged 44 SP:Iteration 27Q (16149.830000 sec): 3 clusters Score: Raw -1505778.442538 + Penalty 4555.771192 = -1501222.671346 nChanged 35 SP:Iteration 28Q (16149.870000 sec): 3 clusters Score: Raw -1505788.887099 + Penalty 4555.771192 = -1501233.115907 nChanged 23 SP:Iteration 29Q (16149.900000 sec): 3 clusters Score: Raw -1505796.284759 + Penalty 4555.771192 = -1501240.513567 nChanged 21 SP:Iteration 30Q (16149.940000 sec): 3 clusters Score: Raw -1505801.029631 + Penalty 4555.771192 = -1501245.258439 nChanged 9 SP:Iteration 31Q (16149.970000 sec): 3 clusters Score: Raw -1505802.322743 + Penalty 4555.771192 = -1501246.551552 nChanged 4 SP:Iteration 32Q (16150.000000 sec): 3 clusters Score: Raw -1505802.994276 + Penalty 4555.771192 = -1501247.223085 nChanged 3 SP:Iteration 33Q (16150.040000 sec): 3 clusters Score: Raw -1505803.643625 + Penalty 4555.771192 = -1501247.872433 nChanged 2 SP:Iteration 34Q (16150.070000 sec): 3 clusters Score: Raw -1505803.873201 + Penalty 4555.771192 = -1501248.102009 nChanged 2 SP:Iteration 35Q (16150.110000 sec): 3 clusters Score: Raw -1505804.109344 + Penalty 4555.771192 = -1501248.338152 nChanged 1 SP:Iteration 36Q (16150.140000 sec): 3 clusters Score: Raw -1505804.197934 + Penalty 4555.771192 = -1501248.426742 nChanged 1 SP:Iteration 37Q (16150.180000 sec): 3 clusters Score: Raw -1505804.266818 + Penalty 4555.771192 = -1501248.495626 nChanged 0 SP:Iteration 38F (16150.220000 sec): 3 clusters Score: Raw -1505804.266818 + Penalty 4555.771192 = -1501248.495626 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 28 (15707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16150.280000 sec): 2 clusters Score: Raw -2521479.689983 + Penalty 2396.141714 = -2519083.548269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16150.350000 sec): 3 clusters Score: Raw -2512571.111704 + Penalty 4792.283429 = -2507778.828275 nChanged 6823 SP:Iteration 1F (16150.420000 sec): 3 clusters Score: Raw -2516437.971107 + Penalty 4792.283429 = -2511645.687678 nChanged 1182 SP:Iteration 2F (16150.480000 sec): 3 clusters Score: Raw -2517175.516659 + Penalty 4792.283429 = -2512383.233230 nChanged 1076 SP:Iteration 3F (16150.550000 sec): 3 clusters Score: Raw -2517863.113916 + Penalty 4792.283429 = -2513070.830487 nChanged 1031 SP:Iteration 4F (16150.620000 sec): 3 clusters Score: Raw -2518489.320794 + Penalty 4792.283429 = -2513697.037365 nChanged 885 SP:Iteration 5F (16150.690000 sec): 3 clusters Score: Raw -2518969.321640 + Penalty 4792.283429 = -2514177.038211 nChanged 738 SP:Iteration 6Q (16150.760000 sec): 3 clusters Score: Raw -2519322.819724 + Penalty 4792.283429 = -2514530.536295 nChanged 611 SP:Iteration 7Q (16150.830000 sec): 3 clusters Score: Raw -2519602.951920 + Penalty 4792.283429 = -2514810.668491 nChanged 500 SP:Iteration 8Q (16150.900000 sec): 3 clusters Score: Raw -2519808.034849 + Penalty 4792.283429 = -2515015.751420 nChanged 402 SP:Iteration 9Q (16150.970000 sec): 3 clusters Score: Raw -2519946.545357 + Penalty 4792.283429 = -2515154.261928 nChanged 340 SP:Iteration 10Q (16151.040000 sec): 3 clusters Score: Raw -2520049.851637 + Penalty 4792.283429 = -2515257.568208 nChanged 288 SP:Iteration 11Q (16151.100000 sec): 3 clusters Score: Raw -2520133.948948 + Penalty 4792.283429 = -2515341.665519 nChanged 247 SP:Iteration 12Q (16151.170000 sec): 3 clusters Score: Raw -2520208.044396 + Penalty 4792.283429 = -2515415.760967 nChanged 217 SP:Iteration 13Q (16151.240000 sec): 3 clusters Score: Raw -2520274.751044 + Penalty 4792.283429 = -2515482.467615 nChanged 216 SP:Iteration 14Q (16151.310000 sec): 3 clusters Score: Raw -2520339.236306 + Penalty 4792.283429 = -2515546.952877 nChanged 223 SP:Iteration 15Q (16151.380000 sec): 3 clusters Score: Raw -2520412.019325 + Penalty 4792.283429 = -2515619.735896 nChanged 240 SP:Iteration 16Q (16151.440000 sec): 3 clusters Score: Raw -2520491.088254 + Penalty 4792.283429 = -2515698.804825 nChanged 213 SP:Iteration 17Q (16151.510000 sec): 3 clusters Score: Raw -2520559.433024 + Penalty 4792.283429 = -2515767.149596 nChanged 238 SP:Iteration 18Q (16151.580000 sec): 3 clusters Score: Raw -2520644.550879 + Penalty 4792.283429 = -2515852.267450 nChanged 230 SP:Iteration 19Q (16151.650000 sec): 3 clusters Score: Raw -2520730.249752 + Penalty 4792.283429 = -2515937.966323 nChanged 223 SP:Iteration 20F (16151.720000 sec): 3 clusters Score: Raw -2520820.231554 + Penalty 4792.283429 = -2516027.948125 nChanged 215 SP:Iteration 21Q (16151.780000 sec): 3 clusters Score: Raw -2520912.052584 + Penalty 4792.283429 = -2516119.769156 nChanged 228 SP:Iteration 22Q (16151.850000 sec): 3 clusters Score: Raw -2521007.719669 + Penalty 4792.283429 = -2516215.436240 nChanged 203 SP:Iteration 23Q (16151.920000 sec): 3 clusters Score: Raw -2521097.593721 + Penalty 4792.283429 = -2516305.310293 nChanged 188 SP:Iteration 24Q (16151.990000 sec): 3 clusters Score: Raw -2521184.521326 + Penalty 4792.283429 = -2516392.237897 nChanged 194 SP:Iteration 25Q (16152.060000 sec): 3 clusters Score: Raw -2521275.556014 + Penalty 4792.283429 = -2516483.272585 nChanged 175 SP:Iteration 26Q (16152.130000 sec): 3 clusters Score: Raw -2521361.675800 + Penalty 4792.283429 = -2516569.392371 nChanged 175 SP:Iteration 27Q (16152.200000 sec): 3 clusters Score: Raw -2521460.620911 + Penalty 4792.283429 = -2516668.337482 nChanged 164 SP:Iteration 28Q (16152.260000 sec): 3 clusters Score: Raw -2521556.031816 + Penalty 4792.283429 = -2516763.748387 nChanged 147 SP:Iteration 29Q (16152.330000 sec): 3 clusters Score: Raw -2521644.364074 + Penalty 4792.283429 = -2516852.080645 nChanged 121 SP:Iteration 30Q (16152.390000 sec): 3 clusters Score: Raw -2521713.148945 + Penalty 4792.283429 = -2516920.865516 nChanged 100 SP:Iteration 31Q (16152.460000 sec): 3 clusters Score: Raw -2521770.210982 + Penalty 4792.283429 = -2516977.927553 nChanged 81 SP:Iteration 32Q (16152.520000 sec): 3 clusters Score: Raw -2521820.727561 + Penalty 4792.283429 = -2517028.444132 nChanged 62 SP:Iteration 33Q (16152.580000 sec): 3 clusters Score: Raw -2521862.887985 + Penalty 4792.283429 = -2517070.604557 nChanged 60 SP:Iteration 34Q (16152.640000 sec): 3 clusters Score: Raw -2521897.837398 + Penalty 4792.283429 = -2517105.553969 nChanged 38 SP:Iteration 35Q (16152.700000 sec): 3 clusters Score: Raw -2521919.482097 + Penalty 4792.283429 = -2517127.198668 nChanged 25 SP:Iteration 36Q (16152.760000 sec): 3 clusters Score: Raw -2521932.612920 + Penalty 4792.283429 = -2517140.329491 nChanged 24 SP:Iteration 37Q (16152.820000 sec): 3 clusters Score: Raw -2521949.103709 + Penalty 4792.283429 = -2517156.820280 nChanged 19 SP:Iteration 38Q (16152.880000 sec): 3 clusters Score: Raw -2521961.833166 + Penalty 4792.283429 = -2517169.549737 nChanged 13 SP:Iteration 39Q (16152.940000 sec): 3 clusters Score: Raw -2521969.584859 + Penalty 4792.283429 = -2517177.301430 nChanged 10 SP:Iteration 40F (16153.000000 sec): 3 clusters Score: Raw -2521975.810270 + Penalty 4792.283429 = -2517183.526841 nChanged 6 SP:Iteration 41Q (16153.060000 sec): 3 clusters Score: Raw -2521979.269304 + Penalty 4792.283429 = -2517186.985875 nChanged 5 SP:Iteration 42Q (16153.120000 sec): 3 clusters Score: Raw -2521982.916435 + Penalty 4792.283429 = -2517190.633006 nChanged 4 SP:Iteration 43Q (16153.180000 sec): 3 clusters Score: Raw -2521985.017956 + Penalty 4792.283429 = -2517192.734527 nChanged 6 SP:Iteration 44Q (16153.240000 sec): 3 clusters Score: Raw -2521988.850709 + Penalty 4792.283429 = -2517196.567280 nChanged 7 SP:Iteration 45Q (16153.290000 sec): 3 clusters Score: Raw -2521993.968875 + Penalty 4792.283429 = -2517201.685446 nChanged 9 SP:Iteration 46Q (16153.350000 sec): 3 clusters Score: Raw -2521998.966614 + Penalty 4792.283429 = -2517206.683185 nChanged 3 SP:Iteration 47Q (16153.410000 sec): 3 clusters Score: Raw -2522000.329764 + Penalty 4792.283429 = -2517208.046335 nChanged 4 SP:Iteration 48Q (16153.460000 sec): 3 clusters Score: Raw -2522002.231012 + Penalty 4792.283429 = -2517209.947583 nChanged 4 SP:Iteration 49Q (16153.520000 sec): 3 clusters Score: Raw -2522005.778080 + Penalty 4792.283429 = -2517213.494651 nChanged 5 SP:Iteration 50Q (16153.580000 sec): 3 clusters Score: Raw -2522009.563317 + Penalty 4792.283429 = -2517217.279888 nChanged 5 SP:Iteration 51Q (16153.640000 sec): 3 clusters Score: Raw -2522013.887606 + Penalty 4792.283429 = -2517221.604177 nChanged 7 SP:Iteration 52Q (16153.690000 sec): 3 clusters Score: Raw -2522018.074479 + Penalty 4792.283429 = -2517225.791050 nChanged 3 SP:Iteration 53Q (16153.750000 sec): 3 clusters Score: Raw -2522019.631524 + Penalty 4792.283429 = -2517227.348095 nChanged 1 SP:Iteration 54Q (16153.810000 sec): 3 clusters Score: Raw -2522020.138105 + Penalty 4792.283429 = -2517227.854676 nChanged 0 SP:Iteration 55F (16153.870000 sec): 3 clusters Score: Raw -2522020.138105 + Penalty 4792.283429 = -2517227.854676 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 29 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16153.890000 sec): 2 clusters Score: Raw -47494.325222 + Penalty 1432.088783 = -46062.236439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16153.890000 sec): 3 clusters Score: Raw -47594.264971 + Penalty 2864.177567 = -44730.087405 nChanged 55 SP:Iteration 1F (16153.890000 sec): 3 clusters Score: Raw -47757.112668 + Penalty 2864.177567 = -44892.935102 nChanged 20 SP:Iteration 2F (16153.890000 sec): 3 clusters Score: Raw -47841.913169 + Penalty 2864.177567 = -44977.735602 nChanged 13 SP:Iteration 3Q (16153.890000 sec): 3 clusters Score: Raw -47922.317002 + Penalty 2864.177567 = -45058.139436 nChanged 11 SP:Iteration 4Q (16153.890000 sec): 3 clusters Score: Raw -47968.749959 + Penalty 2864.177567 = -45104.572392 nChanged 5 SP:Iteration 5Q (16153.900000 sec): 3 clusters Score: Raw -48011.042663 + Penalty 2864.177567 = -45146.865097 nChanged 4 SP:Iteration 6Q (16153.900000 sec): 3 clusters Score: Raw -48027.274797 + Penalty 2864.177567 = -45163.097230 nChanged 1 SP:Iteration 7Q (16153.900000 sec): 3 clusters Score: Raw -48028.379837 + Penalty 2864.177567 = -45164.202271 nChanged 0 SP:Iteration 8F (16153.900000 sec): 3 clusters Score: Raw -48028.379837 + Penalty 2864.177567 = -45164.202271 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 30 (4298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16153.920000 sec): 2 clusters Score: Raw -688046.166270 + Penalty 2074.744459 = -685971.421811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16153.940000 sec): 3 clusters Score: Raw -685972.462118 + Penalty 4149.488918 = -681822.973200 nChanged 1635 SP:Iteration 1F (16153.960000 sec): 3 clusters Score: Raw -686906.679253 + Penalty 4149.488918 = -682757.190335 nChanged 339 SP:Iteration 2F (16153.980000 sec): 3 clusters Score: Raw -687121.449541 + Penalty 4149.488918 = -682971.960623 nChanged 251 SP:Iteration 3F (16153.990000 sec): 3 clusters Score: Raw -687274.154409 + Penalty 4149.488918 = -683124.665490 nChanged 156 SP:Iteration 4Q (16154.010000 sec): 3 clusters Score: Raw -687359.923292 + Penalty 4149.488918 = -683210.434374 nChanged 102 SP:Iteration 5Q (16154.030000 sec): 3 clusters Score: Raw -687416.919467 + Penalty 4149.488918 = -683267.430549 nChanged 90 SP:Iteration 6Q (16154.050000 sec): 3 clusters Score: Raw -687455.386663 + Penalty 4149.488918 = -683305.897745 nChanged 63 SP:Iteration 7Q (16154.070000 sec): 3 clusters Score: Raw -687486.689733 + Penalty 4149.488918 = -683337.200814 nChanged 60 SP:Iteration 8Q (16154.080000 sec): 3 clusters Score: Raw -687515.993308 + Penalty 4149.488918 = -683366.504390 nChanged 62 SP:Iteration 9Q (16154.100000 sec): 3 clusters Score: Raw -687541.811079 + Penalty 4149.488918 = -683392.322161 nChanged 45 SP:Iteration 10Q (16154.120000 sec): 3 clusters Score: Raw -687562.028339 + Penalty 4149.488918 = -683412.539421 nChanged 42 SP:Iteration 11Q (16154.140000 sec): 3 clusters Score: Raw -687579.792931 + Penalty 4149.488918 = -683430.304013 nChanged 33 SP:Iteration 12Q (16154.160000 sec): 3 clusters Score: Raw -687592.758807 + Penalty 4149.488918 = -683443.269889 nChanged 23 SP:Iteration 13Q (16154.180000 sec): 3 clusters Score: Raw -687600.944968 + Penalty 4149.488918 = -683451.456050 nChanged 25 SP:Iteration 14Q (16154.190000 sec): 3 clusters Score: Raw -687614.314462 + Penalty 4149.488918 = -683464.825544 nChanged 29 SP:Iteration 15Q (16154.210000 sec): 3 clusters Score: Raw -687629.992444 + Penalty 4149.488918 = -683480.503526 nChanged 33 SP:Iteration 16Q (16154.230000 sec): 3 clusters Score: Raw -687650.498900 + Penalty 4149.488918 = -683501.009982 nChanged 42 SP:Iteration 17Q (16154.250000 sec): 3 clusters Score: Raw -687672.113655 + Penalty 4149.488918 = -683522.624736 nChanged 44 SP:Iteration 18Q (16154.260000 sec): 3 clusters Score: Raw -687693.231591 + Penalty 4149.488918 = -683543.742673 nChanged 35 SP:Iteration 19Q (16154.280000 sec): 3 clusters Score: Raw -687709.369901 + Penalty 4149.488918 = -683559.880983 nChanged 31 SP:Iteration 20F (16154.300000 sec): 3 clusters Score: Raw -687721.756617 + Penalty 4149.488918 = -683572.267699 nChanged 26 SP:Iteration 21Q (16154.320000 sec): 3 clusters Score: Raw -687732.228032 + Penalty 4149.488918 = -683582.739113 nChanged 29 SP:Iteration 22Q (16154.340000 sec): 3 clusters Score: Raw -687744.949122 + Penalty 4149.488918 = -683595.460204 nChanged 17 SP:Iteration 23Q (16154.360000 sec): 3 clusters Score: Raw -687750.475202 + Penalty 4149.488918 = -683600.986284 nChanged 13 SP:Iteration 24Q (16154.370000 sec): 3 clusters Score: Raw -687755.059214 + Penalty 4149.488918 = -683605.570295 nChanged 13 SP:Iteration 25Q (16154.390000 sec): 3 clusters Score: Raw -687759.850986 + Penalty 4149.488918 = -683610.362067 nChanged 17 SP:Iteration 26Q (16154.410000 sec): 3 clusters Score: Raw -687767.622298 + Penalty 4149.488918 = -683618.133380 nChanged 14 SP:Iteration 27Q (16154.420000 sec): 3 clusters Score: Raw -687771.489567 + Penalty 4149.488918 = -683622.000648 nChanged 9 SP:Iteration 28Q (16154.440000 sec): 3 clusters Score: Raw -687775.124318 + Penalty 4149.488918 = -683625.635400 nChanged 9 SP:Iteration 29Q (16154.460000 sec): 3 clusters Score: Raw -687778.524354 + Penalty 4149.488918 = -683629.035436 nChanged 10 SP:Iteration 30Q (16154.480000 sec): 3 clusters Score: Raw -687783.901871 + Penalty 4149.488918 = -683634.412953 nChanged 14 SP:Iteration 31Q (16154.500000 sec): 3 clusters Score: Raw -687789.929894 + Penalty 4149.488918 = -683640.440976 nChanged 13 SP:Iteration 32Q (16154.510000 sec): 3 clusters Score: Raw -687796.392855 + Penalty 4149.488918 = -683646.903937 nChanged 19 SP:Iteration 33Q (16154.530000 sec): 3 clusters Score: Raw -687806.885514 + Penalty 4149.488918 = -683657.396596 nChanged 18 SP:Iteration 34Q (16154.550000 sec): 3 clusters Score: Raw -687813.022087 + Penalty 4149.488918 = -683663.533168 nChanged 11 SP:Iteration 35Q (16154.570000 sec): 3 clusters Score: Raw -687816.902336 + Penalty 4149.488918 = -683667.413417 nChanged 14 SP:Iteration 36Q (16154.580000 sec): 3 clusters Score: Raw -687824.213112 + Penalty 4149.488918 = -683674.724194 nChanged 17 SP:Iteration 37Q (16154.600000 sec): 3 clusters Score: Raw -687832.832174 + Penalty 4149.488918 = -683683.343256 nChanged 20 SP:Iteration 38Q (16154.620000 sec): 3 clusters Score: Raw -687843.724314 + Penalty 4149.488918 = -683694.235395 nChanged 24 SP:Iteration 39Q (16154.640000 sec): 3 clusters Score: Raw -687856.144356 + Penalty 4149.488918 = -683706.655437 nChanged 21 SP:Iteration 40F (16154.660000 sec): 3 clusters Score: Raw -687865.942847 + Penalty 4149.488918 = -683716.453928 nChanged 19 SP:Iteration 41Q (16154.670000 sec): 3 clusters Score: Raw -687875.385062 + Penalty 4149.488918 = -683725.896143 nChanged 15 SP:Iteration 42Q (16154.690000 sec): 3 clusters Score: Raw -687881.278349 + Penalty 4149.488918 = -683731.789431 nChanged 13 SP:Iteration 43Q (16154.710000 sec): 3 clusters Score: Raw -687885.991897 + Penalty 4149.488918 = -683736.502978 nChanged 17 SP:Iteration 44Q (16154.720000 sec): 3 clusters Score: Raw -687894.009741 + Penalty 4149.488918 = -683744.520823 nChanged 17 SP:Iteration 45Q (16154.740000 sec): 3 clusters Score: Raw -687903.832054 + Penalty 4149.488918 = -683754.343136 nChanged 25 SP:Iteration 46Q (16154.760000 sec): 3 clusters Score: Raw -687916.212208 + Penalty 4149.488918 = -683766.723290 nChanged 26 SP:Iteration 47Q (16154.780000 sec): 3 clusters Score: Raw -687927.109590 + Penalty 4149.488918 = -683777.620672 nChanged 17 SP:Iteration 48Q (16154.800000 sec): 3 clusters Score: Raw -687934.491444 + Penalty 4149.488918 = -683785.002526 nChanged 12 SP:Iteration 49Q (16154.810000 sec): 3 clusters Score: Raw -687940.859690 + Penalty 4149.488918 = -683791.370772 nChanged 17 SP:Iteration 50Q (16154.830000 sec): 3 clusters Score: Raw -687947.406600 + Penalty 4149.488918 = -683797.917682 nChanged 16 SP:Iteration 51Q (16154.850000 sec): 3 clusters Score: Raw -687955.311600 + Penalty 4149.488918 = -683805.822681 nChanged 19 SP:Iteration 52Q (16154.860000 sec): 3 clusters Score: Raw -687967.789641 + Penalty 4149.488918 = -683818.300722 nChanged 20 SP:Iteration 53Q (16154.880000 sec): 3 clusters Score: Raw -687978.143827 + Penalty 4149.488918 = -683828.654909 nChanged 19 SP:Iteration 54Q (16154.900000 sec): 3 clusters Score: Raw -687986.343633 + Penalty 4149.488918 = -683836.854715 nChanged 19 SP:Iteration 55Q (16154.920000 sec): 3 clusters Score: Raw -687993.958707 + Penalty 4149.488918 = -683844.469789 nChanged 19 SP:Iteration 56Q (16154.930000 sec): 3 clusters Score: Raw -688002.224570 + Penalty 4149.488918 = -683852.735651 nChanged 23 SP:Iteration 57Q (16154.950000 sec): 3 clusters Score: Raw -688015.695693 + Penalty 4149.488918 = -683866.206775 nChanged 29 SP:Iteration 58Q (16154.960000 sec): 3 clusters Score: Raw -688033.115530 + Penalty 4149.488918 = -683883.626612 nChanged 21 SP:Iteration 59Q (16154.980000 sec): 3 clusters Score: Raw -688043.942843 + Penalty 4149.488918 = -683894.453925 nChanged 14 SP:Iteration 60F (16155.000000 sec): 3 clusters Score: Raw -688051.270252 + Penalty 4149.488918 = -683901.781333 nChanged 14 SP:Iteration 61Q (16155.020000 sec): 3 clusters Score: Raw -688058.373476 + Penalty 4149.488918 = -683908.884558 nChanged 16 SP:Iteration 62Q (16155.040000 sec): 3 clusters Score: Raw -688067.354991 + Penalty 4149.488918 = -683917.866073 nChanged 17 SP:Iteration 63Q (16155.050000 sec): 3 clusters Score: Raw -688073.373364 + Penalty 4149.488918 = -683923.884446 nChanged 9 SP:Iteration 64Q (16155.070000 sec): 3 clusters Score: Raw -688079.428622 + Penalty 4149.488918 = -683929.939703 nChanged 12 SP:Iteration 65Q (16155.080000 sec): 3 clusters Score: Raw -688085.224688 + Penalty 4149.488918 = -683935.735770 nChanged 13 SP:Iteration 66Q (16155.100000 sec): 3 clusters Score: Raw -688092.827516 + Penalty 4149.488918 = -683943.338598 nChanged 13 SP:Iteration 67Q (16155.120000 sec): 3 clusters Score: Raw -688100.422047 + Penalty 4149.488918 = -683950.933129 nChanged 16 SP:Iteration 68Q (16155.140000 sec): 3 clusters Score: Raw -688110.583977 + Penalty 4149.488918 = -683961.095059 nChanged 23 SP:Iteration 69Q (16155.150000 sec): 3 clusters Score: Raw -688126.419340 + Penalty 4149.488918 = -683976.930422 nChanged 20 SP:Iteration 70Q (16155.170000 sec): 3 clusters Score: Raw -688136.362170 + Penalty 4149.488918 = -683986.873252 nChanged 21 SP:Iteration 71Q (16155.180000 sec): 3 clusters Score: Raw -688147.021156 + Penalty 4149.488918 = -683997.532237 nChanged 18 SP:Iteration 72Q (16155.200000 sec): 3 clusters Score: Raw -688156.684998 + Penalty 4149.488918 = -684007.196079 nChanged 16 SP:Iteration 73Q (16155.220000 sec): 3 clusters Score: Raw -688164.605878 + Penalty 4149.488918 = -684015.116960 nChanged 11 SP:Iteration 74Q (16155.230000 sec): 3 clusters Score: Raw -688170.964213 + Penalty 4149.488918 = -684021.475295 nChanged 13 SP:Iteration 75Q (16155.250000 sec): 3 clusters Score: Raw -688176.646736 + Penalty 4149.488918 = -684027.157818 nChanged 11 SP:Iteration 76Q (16155.260000 sec): 3 clusters Score: Raw -688182.213274 + Penalty 4149.488918 = -684032.724356 nChanged 14 SP:Iteration 77Q (16155.280000 sec): 3 clusters Score: Raw -688189.396798 + Penalty 4149.488918 = -684039.907880 nChanged 15 SP:Iteration 78Q (16155.300000 sec): 3 clusters Score: Raw -688197.420327 + Penalty 4149.488918 = -684047.931409 nChanged 9 SP:Iteration 79Q (16155.320000 sec): 3 clusters Score: Raw -688201.708997 + Penalty 4149.488918 = -684052.220079 nChanged 6 SP:Iteration 80F (16155.330000 sec): 3 clusters Score: Raw -688205.163592 + Penalty 4149.488918 = -684055.674674 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 31 (1840 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16155.340000 sec): 2 clusters Score: Raw -259343.216270 + Penalty 1864.345171 = -257478.871099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16155.350000 sec): 3 clusters Score: Raw -258823.388688 + Penalty 3728.690342 = -255094.698346 nChanged 630 SP:Iteration 1F (16155.360000 sec): 3 clusters Score: Raw -259551.177224 + Penalty 3728.690342 = -255822.486883 nChanged 175 SP:Iteration 2F (16155.370000 sec): 3 clusters Score: Raw -259827.103633 + Penalty 3728.690342 = -256098.413291 nChanged 117 SP:Iteration 3F (16155.380000 sec): 3 clusters Score: Raw -260034.913761 + Penalty 3728.690342 = -256306.223419 nChanged 77 SP:Iteration 4Q (16155.380000 sec): 3 clusters Score: Raw -260142.872610 + Penalty 3728.690342 = -256414.182268 nChanged 60 SP:Iteration 5Q (16155.390000 sec): 3 clusters Score: Raw -260213.874042 + Penalty 3728.690342 = -256485.183700 nChanged 37 SP:Iteration 6Q (16155.400000 sec): 3 clusters Score: Raw -260251.053364 + Penalty 3728.690342 = -256522.363022 nChanged 26 SP:Iteration 7Q (16155.400000 sec): 3 clusters Score: Raw -260276.026771 + Penalty 3728.690342 = -256547.336429 nChanged 18 SP:Iteration 8Q (16155.410000 sec): 3 clusters Score: Raw -260298.292675 + Penalty 3728.690342 = -256569.602333 nChanged 12 SP:Iteration 9Q (16155.420000 sec): 3 clusters Score: Raw -260313.184709 + Penalty 3728.690342 = -256584.494367 nChanged 14 SP:Iteration 10Q (16155.430000 sec): 3 clusters Score: Raw -260328.850367 + Penalty 3728.690342 = -256600.160025 nChanged 8 SP:Iteration 11Q (16155.430000 sec): 3 clusters Score: Raw -260338.756494 + Penalty 3728.690342 = -256610.066152 nChanged 5 SP:Iteration 12Q (16155.440000 sec): 3 clusters Score: Raw -260342.433056 + Penalty 3728.690342 = -256613.742714 nChanged 4 SP:Iteration 13Q (16155.450000 sec): 3 clusters Score: Raw -260345.958097 + Penalty 3728.690342 = -256617.267755 nChanged 2 SP:Iteration 14Q (16155.460000 sec): 3 clusters Score: Raw -260347.715628 + Penalty 3728.690342 = -256619.025287 nChanged 4 SP:Iteration 15Q (16155.460000 sec): 3 clusters Score: Raw -260351.806532 + Penalty 3728.690342 = -256623.116190 nChanged 3 SP:Iteration 16Q (16155.470000 sec): 3 clusters Score: Raw -260354.941241 + Penalty 3728.690342 = -256626.250899 nChanged 2 SP:Iteration 17Q (16155.480000 sec): 3 clusters Score: Raw -260355.724098 + Penalty 3728.690342 = -256627.033756 nChanged 1 SP:Iteration 18Q (16155.480000 sec): 3 clusters Score: Raw -260356.496441 + Penalty 3728.690342 = -256627.806099 nChanged 0 SP:Iteration 19F (16155.490000 sec): 3 clusters Score: Raw -260356.496441 + Penalty 3728.690342 = -256627.806099 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 32 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16155.500000 sec): 2 clusters Score: Raw -77914.222771 + Penalty 1555.673498 = -76358.549273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16155.500000 sec): 3 clusters Score: Raw -77911.356091 + Penalty 3111.346995 = -74800.009096 nChanged 107 SP:Iteration 1F (16155.500000 sec): 3 clusters Score: Raw -78152.815595 + Penalty 3111.346995 = -75041.468600 nChanged 33 SP:Iteration 2F (16155.500000 sec): 3 clusters Score: Raw -78242.827817 + Penalty 3111.346995 = -75131.480822 nChanged 15 SP:Iteration 3Q (16155.510000 sec): 3 clusters Score: Raw -78285.978719 + Penalty 3111.346995 = -75174.631724 nChanged 8 SP:Iteration 4Q (16155.510000 sec): 3 clusters Score: Raw -78319.765195 + Penalty 3111.346995 = -75208.418199 nChanged 9 SP:Iteration 5Q (16155.510000 sec): 3 clusters Score: Raw -78344.445309 + Penalty 3111.346995 = -75233.098314 nChanged 6 SP:Iteration 6Q (16155.510000 sec): 3 clusters Score: Raw -78363.823162 + Penalty 3111.346995 = -75252.476167 nChanged 4 SP:Iteration 7Q (16155.520000 sec): 3 clusters Score: Raw -78383.286485 + Penalty 3111.346995 = -75271.939490 nChanged 7 SP:Iteration 8Q (16155.520000 sec): 3 clusters Score: Raw -78445.415243 + Penalty 3111.346995 = -75334.068248 nChanged 10 SP:Iteration 9Q (16155.520000 sec): 3 clusters Score: Raw -78514.220863 + Penalty 3111.346995 = -75402.873868 nChanged 6 SP:Iteration 10Q (16155.520000 sec): 3 clusters Score: Raw -78535.993735 + Penalty 3111.346995 = -75424.646740 nChanged 2 SP:Iteration 11Q (16155.520000 sec): 3 clusters Score: Raw -78542.446498 + Penalty 3111.346995 = -75431.099502 nChanged 2 SP:Iteration 12Q (16155.520000 sec): 3 clusters Score: Raw -78545.960296 + Penalty 3111.346995 = -75434.613301 nChanged 1 SP:Iteration 13Q (16155.530000 sec): 3 clusters Score: Raw -78549.341169 + Penalty 3111.346995 = -75437.994174 nChanged 1 SP:Iteration 14Q (16155.530000 sec): 3 clusters Score: Raw -78553.092234 + Penalty 3111.346995 = -75441.745239 nChanged 1 SP:Iteration 15Q (16155.530000 sec): 3 clusters Score: Raw -78554.613838 + Penalty 3111.346995 = -75443.266843 nChanged 0 SP:Iteration 16F (16155.530000 sec): 3 clusters Score: Raw -78554.613838 + Penalty 3111.346995 = -75443.266843 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 33 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16155.540000 sec): 2 clusters Score: Raw -38037.572956 + Penalty 1376.170869 = -36661.402087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16155.540000 sec): 3 clusters Score: Raw -38194.749622 + Penalty 2752.341738 = -35442.407884 nChanged 23 SP:Iteration 1F (16155.540000 sec): 3 clusters Score: Raw -38273.127714 + Penalty 2752.341738 = -35520.785976 nChanged 7 SP:Iteration 2Q (16155.540000 sec): 3 clusters Score: Raw -38313.051802 + Penalty 2752.341738 = -35560.710064 nChanged 6 SP:Iteration 3Q (16155.540000 sec): 3 clusters Score: Raw -38331.564656 + Penalty 2752.341738 = -35579.222918 nChanged 0 SP:Iteration 4F (16155.540000 sec): 3 clusters Score: Raw -38331.564656 + Penalty 2752.341738 = -35579.222918 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 34 (3588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16155.560000 sec): 2 clusters Score: Raw -555486.414639 + Penalty 2029.966855 = -553456.447784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16155.580000 sec): 3 clusters Score: Raw -553893.524251 + Penalty 4059.933711 = -549833.590540 nChanged 1286 SP:Iteration 1F (16155.590000 sec): 3 clusters Score: Raw -554745.069432 + Penalty 4059.933711 = -550685.135722 nChanged 306 SP:Iteration 2F (16155.610000 sec): 3 clusters Score: Raw -555060.179625 + Penalty 4059.933711 = -551000.245914 nChanged 258 SP:Iteration 3F (16155.620000 sec): 3 clusters Score: Raw -555335.374189 + Penalty 4059.933711 = -551275.440479 nChanged 221 SP:Iteration 4F (16155.640000 sec): 3 clusters Score: Raw -555552.120351 + Penalty 4059.933711 = -551492.186641 nChanged 188 SP:Iteration 5F (16155.660000 sec): 3 clusters Score: Raw -555733.566222 + Penalty 4059.933711 = -551673.632512 nChanged 142 SP:Iteration 6Q (16155.670000 sec): 3 clusters Score: Raw -555858.443187 + Penalty 4059.933711 = -551798.509477 nChanged 106 SP:Iteration 7Q (16155.680000 sec): 3 clusters Score: Raw -555932.007483 + Penalty 4059.933711 = -551872.073772 nChanged 81 SP:Iteration 8Q (16155.700000 sec): 3 clusters Score: Raw -555977.078848 + Penalty 4059.933711 = -551917.145137 nChanged 51 SP:Iteration 9Q (16155.720000 sec): 3 clusters Score: Raw -556007.314270 + Penalty 4059.933711 = -551947.380559 nChanged 43 SP:Iteration 10Q (16155.730000 sec): 3 clusters Score: Raw -556028.653773 + Penalty 4059.933711 = -551968.720063 nChanged 29 SP:Iteration 11Q (16155.740000 sec): 3 clusters Score: Raw -556042.852972 + Penalty 4059.933711 = -551982.919261 nChanged 22 SP:Iteration 12Q (16155.760000 sec): 3 clusters Score: Raw -556054.241056 + Penalty 4059.933711 = -551994.307346 nChanged 26 SP:Iteration 13Q (16155.780000 sec): 3 clusters Score: Raw -556068.458519 + Penalty 4059.933711 = -552008.524808 nChanged 29 SP:Iteration 14Q (16155.790000 sec): 3 clusters Score: Raw -556083.995560 + Penalty 4059.933711 = -552024.061849 nChanged 20 SP:Iteration 15Q (16155.810000 sec): 3 clusters Score: Raw -556093.628218 + Penalty 4059.933711 = -552033.694507 nChanged 16 SP:Iteration 16Q (16155.830000 sec): 3 clusters Score: Raw -556103.691551 + Penalty 4059.933711 = -552043.757840 nChanged 11 SP:Iteration 17Q (16155.840000 sec): 3 clusters Score: Raw -556108.949465 + Penalty 4059.933711 = -552049.015754 nChanged 11 SP:Iteration 18Q (16155.850000 sec): 3 clusters Score: Raw -556116.027686 + Penalty 4059.933711 = -552056.093975 nChanged 13 SP:Iteration 19Q (16155.870000 sec): 3 clusters Score: Raw -556122.414557 + Penalty 4059.933711 = -552062.480846 nChanged 19 SP:Iteration 20F (16155.880000 sec): 3 clusters Score: Raw -556130.280857 + Penalty 4059.933711 = -552070.347146 nChanged 14 SP:Iteration 21Q (16155.900000 sec): 3 clusters Score: Raw -556135.908004 + Penalty 4059.933711 = -552075.974293 nChanged 5 SP:Iteration 22Q (16155.910000 sec): 3 clusters Score: Raw -556138.761539 + Penalty 4059.933711 = -552078.827829 nChanged 7 SP:Iteration 23Q (16155.930000 sec): 3 clusters Score: Raw -556142.011473 + Penalty 4059.933711 = -552082.077762 nChanged 4 SP:Iteration 24Q (16155.940000 sec): 3 clusters Score: Raw -556143.791183 + Penalty 4059.933711 = -552083.857472 nChanged 2 SP:Iteration 25Q (16155.960000 sec): 3 clusters Score: Raw -556144.510766 + Penalty 4059.933711 = -552084.577056 nChanged 2 SP:Iteration 26Q (16155.970000 sec): 3 clusters Score: Raw -556145.065030 + Penalty 4059.933711 = -552085.131320 nChanged 0 SP:Iteration 27F (16155.990000 sec): 3 clusters Score: Raw -556145.065030 + Penalty 4059.933711 = -552085.131320 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 35 (4018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16156.010000 sec): 2 clusters Score: Raw -628526.105119 + Penalty 2058.037807 = -626468.067312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16156.020000 sec): 3 clusters Score: Raw -626660.714541 + Penalty 4116.075615 = -622544.638927 nChanged 1472 SP:Iteration 1F (16156.040000 sec): 3 clusters Score: Raw -627526.444001 + Penalty 4116.075615 = -623410.368386 nChanged 310 SP:Iteration 2F (16156.060000 sec): 3 clusters Score: Raw -627734.414411 + Penalty 4116.075615 = -623618.338797 nChanged 219 SP:Iteration 3F (16156.070000 sec): 3 clusters Score: Raw -627959.014373 + Penalty 4116.075615 = -623842.938759 nChanged 184 SP:Iteration 4Q (16156.090000 sec): 3 clusters Score: Raw -628305.511579 + Penalty 4116.075615 = -624189.435965 nChanged 208 SP:Iteration 5F (16156.110000 sec): 3 clusters Score: Raw -628510.267578 + Penalty 4116.075615 = -624394.191964 nChanged 185 SP:Iteration 6Q (16156.130000 sec): 3 clusters Score: Raw -628643.480260 + Penalty 4116.075615 = -624527.404646 nChanged 174 SP:Iteration 7Q (16156.140000 sec): 3 clusters Score: Raw -628766.114383 + Penalty 4116.075615 = -624650.038769 nChanged 157 SP:Iteration 8Q (16156.160000 sec): 3 clusters Score: Raw -628883.858419 + Penalty 4116.075615 = -624767.782804 nChanged 158 SP:Iteration 9Q (16156.180000 sec): 3 clusters Score: Raw -629026.599764 + Penalty 4116.075615 = -624910.524149 nChanged 164 SP:Iteration 10Q (16156.190000 sec): 3 clusters Score: Raw -629197.003450 + Penalty 4116.075615 = -625080.927836 nChanged 172 SP:Iteration 11Q (16156.210000 sec): 3 clusters Score: Raw -629367.323837 + Penalty 4116.075615 = -625251.248222 nChanged 171 SP:Iteration 12Q (16156.230000 sec): 3 clusters Score: Raw -629568.572211 + Penalty 4116.075615 = -625452.496597 nChanged 159 SP:Iteration 13Q (16156.250000 sec): 3 clusters Score: Raw -629750.285633 + Penalty 4116.075615 = -625634.210019 nChanged 125 SP:Iteration 14Q (16156.260000 sec): 3 clusters Score: Raw -629867.348373 + Penalty 4116.075615 = -625751.272759 nChanged 74 SP:Iteration 15Q (16156.280000 sec): 3 clusters Score: Raw -629942.881914 + Penalty 4116.075615 = -625826.806300 nChanged 61 SP:Iteration 16Q (16156.290000 sec): 3 clusters Score: Raw -630003.071350 + Penalty 4116.075615 = -625886.995736 nChanged 48 SP:Iteration 17Q (16156.310000 sec): 3 clusters Score: Raw -630046.658418 + Penalty 4116.075615 = -625930.582804 nChanged 28 SP:Iteration 18Q (16156.330000 sec): 3 clusters Score: Raw -630078.253801 + Penalty 4116.075615 = -625962.178187 nChanged 32 SP:Iteration 19Q (16156.340000 sec): 3 clusters Score: Raw -630116.178717 + Penalty 4116.075615 = -626000.103103 nChanged 21 SP:Iteration 20F (16156.360000 sec): 3 clusters Score: Raw -630151.179431 + Penalty 4116.075615 = -626035.103817 nChanged 25 SP:Iteration 21Q (16156.370000 sec): 3 clusters Score: Raw -630193.147100 + Penalty 4116.075615 = -626077.071486 nChanged 20 SP:Iteration 22Q (16156.390000 sec): 3 clusters Score: Raw -630218.915739 + Penalty 4116.075615 = -626102.840125 nChanged 14 SP:Iteration 23Q (16156.400000 sec): 3 clusters Score: Raw -630238.171559 + Penalty 4116.075615 = -626122.095945 nChanged 12 SP:Iteration 24Q (16156.420000 sec): 3 clusters Score: Raw -630249.427492 + Penalty 4116.075615 = -626133.351878 nChanged 8 SP:Iteration 25Q (16156.430000 sec): 3 clusters Score: Raw -630259.015654 + Penalty 4116.075615 = -626142.940040 nChanged 10 SP:Iteration 26Q (16156.450000 sec): 3 clusters Score: Raw -630268.561934 + Penalty 4116.075615 = -626152.486320 nChanged 9 SP:Iteration 27Q (16156.460000 sec): 3 clusters Score: Raw -630278.434658 + Penalty 4116.075615 = -626162.359044 nChanged 6 SP:Iteration 28Q (16156.470000 sec): 3 clusters Score: Raw -630287.361343 + Penalty 4116.075615 = -626171.285728 nChanged 5 SP:Iteration 29Q (16156.490000 sec): 3 clusters Score: Raw -630298.914737 + Penalty 4116.075615 = -626182.839123 nChanged 6 SP:Iteration 30Q (16156.500000 sec): 3 clusters Score: Raw -630304.140354 + Penalty 4116.075615 = -626188.064740 nChanged 3 SP:Iteration 31Q (16156.510000 sec): 3 clusters Score: Raw -630306.129204 + Penalty 4116.075615 = -626190.053590 nChanged 2 SP:Iteration 32Q (16156.530000 sec): 3 clusters Score: Raw -630309.091879 + Penalty 4116.075615 = -626193.016264 nChanged 3 SP:Iteration 33Q (16156.540000 sec): 3 clusters Score: Raw -630311.620690 + Penalty 4116.075615 = -626195.545075 nChanged 1 SP:Iteration 34Q (16156.550000 sec): 3 clusters Score: Raw -630312.355624 + Penalty 4116.075615 = -626196.280010 nChanged 1 SP:Iteration 35Q (16156.570000 sec): 3 clusters Score: Raw -630312.831518 + Penalty 4116.075615 = -626196.755904 nChanged 0 SP:Iteration 36F (16156.580000 sec): 3 clusters Score: Raw -630312.831518 + Penalty 4116.075615 = -626196.755904 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 36 (38916 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16156.750000 sec): 2 clusters Score: Raw -6535676.647983 + Penalty 2621.151868 = -6533055.496116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16156.920000 sec): 3 clusters Score: Raw -6511834.598659 + Penalty 5242.303735 = -6506592.294924 nChanged 17722 SP:Iteration 1F (16157.100000 sec): 3 clusters Score: Raw -6521369.795830 + Penalty 5242.303735 = -6516127.492095 nChanged 1540 SP:Iteration 2Q (16157.280000 sec): 3 clusters Score: Raw -6521808.897816 + Penalty 5242.303735 = -6516566.594081 nChanged 1476 SP:Iteration 3Q (16157.450000 sec): 3 clusters Score: Raw -6522236.156615 + Penalty 5242.303735 = -6516993.852880 nChanged 1442 SP:Iteration 4Q (16157.630000 sec): 3 clusters Score: Raw -6522734.789494 + Penalty 5242.303735 = -6517492.485759 nChanged 1619 SP:Iteration 5Q (16157.810000 sec): 3 clusters Score: Raw -6523418.152866 + Penalty 5242.303735 = -6518175.849131 nChanged 2015 SP:Iteration 6F (16157.990000 sec): 3 clusters Score: Raw -6524503.501641 + Penalty 5242.303735 = -6519261.197906 nChanged 2558 SP:Iteration 7F (16158.170000 sec): 3 clusters Score: Raw -6526263.857520 + Penalty 5242.303735 = -6521021.553785 nChanged 3031 SP:Iteration 8F (16158.340000 sec): 3 clusters Score: Raw -6528733.996169 + Penalty 5242.303735 = -6523491.692434 nChanged 3066 SP:Iteration 9F (16158.510000 sec): 3 clusters Score: Raw -6531609.959071 + Penalty 5242.303735 = -6526367.655336 nChanged 2358 SP:Iteration 10F (16158.680000 sec): 3 clusters Score: Raw -6533938.481918 + Penalty 5242.303735 = -6528696.178183 nChanged 1235 SP:Iteration 11Q (16158.840000 sec): 3 clusters Score: Raw -6535187.545612 + Penalty 5242.303735 = -6529945.241877 nChanged 380 SP:Iteration 12Q (16158.970000 sec): 3 clusters Score: Raw -6535592.339048 + Penalty 5242.303735 = -6530350.035313 nChanged 146 SP:Iteration 13Q (16159.110000 sec): 3 clusters Score: Raw -6535791.453113 + Penalty 5242.303735 = -6530549.149378 nChanged 55 SP:Iteration 14Q (16159.230000 sec): 3 clusters Score: Raw -6535879.633382 + Penalty 5242.303735 = -6530637.329647 nChanged 27 SP:Iteration 15Q (16159.350000 sec): 3 clusters Score: Raw -6535926.956730 + Penalty 5242.303735 = -6530684.652995 nChanged 12 SP:Iteration 16Q (16159.470000 sec): 3 clusters Score: Raw -6535955.487950 + Penalty 5242.303735 = -6530713.184215 nChanged 5 SP:Iteration 17Q (16159.590000 sec): 3 clusters Score: Raw -6535965.936836 + Penalty 5242.303735 = -6530723.633101 nChanged 1 SP:Iteration 18Q (16159.710000 sec): 3 clusters Score: Raw -6535966.834614 + Penalty 5242.303735 = -6530724.530879 nChanged 0 SP:Iteration 19F (16159.880000 sec): 3 clusters Score: Raw -6535966.834614 + Penalty 5242.303735 = -6530724.530879 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 37 (4428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16159.920000 sec): 2 clusters Score: Raw -691289.200597 + Penalty 2082.134417 = -689207.066181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16159.940000 sec): 3 clusters Score: Raw -689215.860355 + Penalty 4164.268834 = -685051.591521 nChanged 1676 SP:Iteration 1F (16159.960000 sec): 3 clusters Score: Raw -690292.356432 + Penalty 4164.268834 = -686128.087598 nChanged 408 SP:Iteration 2F (16159.970000 sec): 3 clusters Score: Raw -690657.549376 + Penalty 4164.268834 = -686493.280542 nChanged 289 SP:Iteration 3F (16159.990000 sec): 3 clusters Score: Raw -690897.903206 + Penalty 4164.268834 = -686733.634372 nChanged 234 SP:Iteration 4F (16160.010000 sec): 3 clusters Score: Raw -691088.473897 + Penalty 4164.268834 = -686924.205063 nChanged 164 SP:Iteration 5Q (16160.030000 sec): 3 clusters Score: Raw -691198.356276 + Penalty 4164.268834 = -687034.087442 nChanged 135 SP:Iteration 6Q (16160.050000 sec): 3 clusters Score: Raw -691288.716485 + Penalty 4164.268834 = -687124.447651 nChanged 152 SP:Iteration 7Q (16160.070000 sec): 3 clusters Score: Raw -691398.392433 + Penalty 4164.268834 = -687234.123599 nChanged 154 SP:Iteration 8Q (16160.090000 sec): 3 clusters Score: Raw -691514.150230 + Penalty 4164.268834 = -687349.881396 nChanged 135 SP:Iteration 9Q (16160.110000 sec): 3 clusters Score: Raw -691614.172190 + Penalty 4164.268834 = -687449.903356 nChanged 125 SP:Iteration 10Q (16160.130000 sec): 3 clusters Score: Raw -691705.849905 + Penalty 4164.268834 = -687541.581071 nChanged 114 SP:Iteration 11Q (16160.150000 sec): 3 clusters Score: Raw -691783.800896 + Penalty 4164.268834 = -687619.532062 nChanged 99 SP:Iteration 12Q (16160.170000 sec): 3 clusters Score: Raw -691840.021017 + Penalty 4164.268834 = -687675.752184 nChanged 67 SP:Iteration 13Q (16160.190000 sec): 3 clusters Score: Raw -691873.810132 + Penalty 4164.268834 = -687709.541298 nChanged 61 SP:Iteration 14Q (16160.210000 sec): 3 clusters Score: Raw -691903.890522 + Penalty 4164.268834 = -687739.621689 nChanged 51 SP:Iteration 15Q (16160.230000 sec): 3 clusters Score: Raw -691928.958902 + Penalty 4164.268834 = -687764.690068 nChanged 47 SP:Iteration 16Q (16160.250000 sec): 3 clusters Score: Raw -691951.106509 + Penalty 4164.268834 = -687786.837675 nChanged 41 SP:Iteration 17Q (16160.260000 sec): 3 clusters Score: Raw -691970.391022 + Penalty 4164.268834 = -687806.122188 nChanged 36 SP:Iteration 18Q (16160.280000 sec): 3 clusters Score: Raw -691984.027910 + Penalty 4164.268834 = -687819.759076 nChanged 25 SP:Iteration 19Q (16160.300000 sec): 3 clusters Score: Raw -691993.136650 + Penalty 4164.268834 = -687828.867816 nChanged 21 SP:Iteration 20F (16160.320000 sec): 3 clusters Score: Raw -692001.841915 + Penalty 4164.268834 = -687837.573081 nChanged 24 SP:Iteration 21Q (16160.340000 sec): 3 clusters Score: Raw -692010.781492 + Penalty 4164.268834 = -687846.512659 nChanged 5 SP:Iteration 22Q (16160.350000 sec): 3 clusters Score: Raw -692011.941790 + Penalty 4164.268834 = -687847.672956 nChanged 4 SP:Iteration 23Q (16160.370000 sec): 3 clusters Score: Raw -692012.849574 + Penalty 4164.268834 = -687848.580740 nChanged 3 SP:Iteration 24Q (16160.390000 sec): 3 clusters Score: Raw -692013.470809 + Penalty 4164.268834 = -687849.201975 nChanged 0 SP:Iteration 25F (16160.410000 sec): 3 clusters Score: Raw -692013.470809 + Penalty 4164.268834 = -687849.201975 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 38 (3413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16160.430000 sec): 2 clusters Score: Raw -515007.423942 + Penalty 2017.566043 = -512989.857899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16160.440000 sec): 3 clusters Score: Raw -513503.406405 + Penalty 4035.132087 = -509468.274318 nChanged 1227 SP:Iteration 1F (16160.460000 sec): 3 clusters Score: Raw -514278.991995 + Penalty 4035.132087 = -510243.859908 nChanged 294 SP:Iteration 2F (16160.470000 sec): 3 clusters Score: Raw -514503.722928 + Penalty 4035.132087 = -510468.590841 nChanged 171 SP:Iteration 3F (16160.490000 sec): 3 clusters Score: Raw -514627.190988 + Penalty 4035.132087 = -510592.058901 nChanged 136 SP:Iteration 4Q (16160.500000 sec): 3 clusters Score: Raw -514712.486260 + Penalty 4035.132087 = -510677.354174 nChanged 91 SP:Iteration 5Q (16160.520000 sec): 3 clusters Score: Raw -514783.513857 + Penalty 4035.132087 = -510748.381770 nChanged 105 SP:Iteration 6Q (16160.530000 sec): 3 clusters Score: Raw -514859.954753 + Penalty 4035.132087 = -510824.822667 nChanged 89 SP:Iteration 7Q (16160.550000 sec): 3 clusters Score: Raw -514918.376511 + Penalty 4035.132087 = -510883.244424 nChanged 71 SP:Iteration 8Q (16160.560000 sec): 3 clusters Score: Raw -514962.071681 + Penalty 4035.132087 = -510926.939595 nChanged 56 SP:Iteration 9Q (16160.570000 sec): 3 clusters Score: Raw -514993.246537 + Penalty 4035.132087 = -510958.114450 nChanged 41 SP:Iteration 10Q (16160.590000 sec): 3 clusters Score: Raw -515017.966990 + Penalty 4035.132087 = -510982.834904 nChanged 39 SP:Iteration 11Q (16160.610000 sec): 3 clusters Score: Raw -515038.775523 + Penalty 4035.132087 = -511003.643437 nChanged 43 SP:Iteration 12Q (16160.620000 sec): 3 clusters Score: Raw -515060.484463 + Penalty 4035.132087 = -511025.352377 nChanged 46 SP:Iteration 13Q (16160.630000 sec): 3 clusters Score: Raw -515087.161989 + Penalty 4035.132087 = -511052.029902 nChanged 52 SP:Iteration 14Q (16160.650000 sec): 3 clusters Score: Raw -515123.064394 + Penalty 4035.132087 = -511087.932307 nChanged 64 SP:Iteration 15Q (16160.660000 sec): 3 clusters Score: Raw -515173.802516 + Penalty 4035.132087 = -511138.670429 nChanged 68 SP:Iteration 16Q (16160.680000 sec): 3 clusters Score: Raw -515223.173976 + Penalty 4035.132087 = -511188.041889 nChanged 60 SP:Iteration 17Q (16160.690000 sec): 3 clusters Score: Raw -515272.548385 + Penalty 4035.132087 = -511237.416298 nChanged 78 SP:Iteration 18Q (16160.710000 sec): 3 clusters Score: Raw -515333.017934 + Penalty 4035.132087 = -511297.885848 nChanged 62 SP:Iteration 19Q (16160.720000 sec): 3 clusters Score: Raw -515392.305127 + Penalty 4035.132087 = -511357.173040 nChanged 68 SP:Iteration 20F (16160.730000 sec): 3 clusters Score: Raw -515450.725035 + Penalty 4035.132087 = -511415.592949 nChanged 74 SP:Iteration 21Q (16160.750000 sec): 3 clusters Score: Raw -515516.710232 + Penalty 4035.132087 = -511481.578146 nChanged 70 SP:Iteration 22Q (16160.760000 sec): 3 clusters Score: Raw -515578.615079 + Penalty 4035.132087 = -511543.482993 nChanged 65 SP:Iteration 23Q (16160.780000 sec): 3 clusters Score: Raw -515628.747635 + Penalty 4035.132087 = -511593.615548 nChanged 55 SP:Iteration 24Q (16160.790000 sec): 3 clusters Score: Raw -515669.224581 + Penalty 4035.132087 = -511634.092495 nChanged 38 SP:Iteration 25Q (16160.810000 sec): 3 clusters Score: Raw -515694.579155 + Penalty 4035.132087 = -511659.447068 nChanged 42 SP:Iteration 26Q (16160.820000 sec): 3 clusters Score: Raw -515722.790181 + Penalty 4035.132087 = -511687.658095 nChanged 37 SP:Iteration 27Q (16160.830000 sec): 3 clusters Score: Raw -515749.178458 + Penalty 4035.132087 = -511714.046372 nChanged 35 SP:Iteration 28Q (16160.850000 sec): 3 clusters Score: Raw -515775.686095 + Penalty 4035.132087 = -511740.554008 nChanged 28 SP:Iteration 29Q (16160.860000 sec): 3 clusters Score: Raw -515795.073603 + Penalty 4035.132087 = -511759.941516 nChanged 37 SP:Iteration 30Q (16160.870000 sec): 3 clusters Score: Raw -515831.648222 + Penalty 4035.132087 = -511796.516135 nChanged 38 SP:Iteration 31Q (16160.890000 sec): 3 clusters Score: Raw -515876.958719 + Penalty 4035.132087 = -511841.826632 nChanged 43 SP:Iteration 32Q (16160.900000 sec): 3 clusters Score: Raw -515939.965629 + Penalty 4035.132087 = -511904.833543 nChanged 53 SP:Iteration 33Q (16160.910000 sec): 3 clusters Score: Raw -516086.118860 + Penalty 4035.132087 = -512050.986774 nChanged 58 SP:Iteration 34Q (16160.930000 sec): 3 clusters Score: Raw -516262.251029 + Penalty 4035.132087 = -512227.118943 nChanged 54 SP:Iteration 35Q (16160.940000 sec): 3 clusters Score: Raw -516351.929055 + Penalty 4035.132087 = -512316.796968 nChanged 37 SP:Iteration 36Q (16160.950000 sec): 3 clusters Score: Raw -516391.565965 + Penalty 4035.132087 = -512356.433878 nChanged 24 SP:Iteration 37Q (16160.960000 sec): 3 clusters Score: Raw -516405.443845 + Penalty 4035.132087 = -512370.311758 nChanged 8 SP:Iteration 38Q (16160.970000 sec): 3 clusters Score: Raw -516410.311188 + Penalty 4035.132087 = -512375.179101 nChanged 7 SP:Iteration 39Q (16160.990000 sec): 3 clusters Score: Raw -516413.087863 + Penalty 4035.132087 = -512377.955776 nChanged 3 SP:Iteration 40F (16161.000000 sec): 3 clusters Score: Raw -516413.987215 + Penalty 4035.132087 = -512378.855128 nChanged 2 SP:Iteration 41Q (16161.010000 sec): 3 clusters Score: Raw -516415.375380 + Penalty 4035.132087 = -512380.243293 nChanged 2 SP:Iteration 42Q (16161.030000 sec): 3 clusters Score: Raw -516416.188055 + Penalty 4035.132087 = -512381.055968 nChanged 0 SP:Iteration 43F (16161.040000 sec): 3 clusters Score: Raw -516416.188055 + Penalty 4035.132087 = -512381.055968 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 39 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16161.050000 sec): 2 clusters Score: Raw -61114.396099 + Penalty 1460.441734 = -59653.954365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16161.050000 sec): 3 clusters Score: Raw -61289.790716 + Penalty 2920.883467 = -58368.907249 nChanged 60 SP:Iteration 1F (16161.050000 sec): 3 clusters Score: Raw -61500.582048 + Penalty 2920.883467 = -58579.698580 nChanged 36 SP:Iteration 2F (16161.050000 sec): 3 clusters Score: Raw -61628.908496 + Penalty 2920.883467 = -58708.025028 nChanged 14 SP:Iteration 3Q (16161.050000 sec): 3 clusters Score: Raw -61670.998515 + Penalty 2920.883467 = -58750.115048 nChanged 12 SP:Iteration 4Q (16161.060000 sec): 3 clusters Score: Raw -61714.689718 + Penalty 2920.883467 = -58793.806250 nChanged 8 SP:Iteration 5Q (16161.060000 sec): 3 clusters Score: Raw -61739.267271 + Penalty 2920.883467 = -58818.383804 nChanged 2 SP:Iteration 6Q (16161.060000 sec): 3 clusters Score: Raw -61746.636351 + Penalty 2920.883467 = -58825.752884 nChanged 1 SP:Iteration 7Q (16161.060000 sec): 3 clusters Score: Raw -61748.485228 + Penalty 2920.883467 = -58827.601761 nChanged 0 SP:Iteration 8F (16161.060000 sec): 3 clusters Score: Raw -61748.485228 + Penalty 2920.883467 = -58827.601761 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 40 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16161.070000 sec): 2 clusters Score: Raw -21701.587450 + Penalty 1290.593658 = -20410.993792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16161.070000 sec): 3 clusters Score: Raw -22021.138402 + Penalty 2581.187317 = -19439.951085 nChanged 22 SP:Iteration 1F (16161.070000 sec): 3 clusters Score: Raw -22213.237808 + Penalty 2581.187317 = -19632.050491 nChanged 13 SP:Iteration 2F (16161.070000 sec): 3 clusters Score: Raw -22427.711213 + Penalty 2581.187317 = -19846.523896 nChanged 7 SP:Iteration 3Q (16161.070000 sec): 3 clusters Score: Raw -22507.257563 + Penalty 2581.187317 = -19926.070247 nChanged 2 SP:Iteration 4Q (16161.070000 sec): 3 clusters Score: Raw -22532.280864 + Penalty 2581.187317 = -19951.093548 nChanged 1 SP:Iteration 5Q (16161.070000 sec): 3 clusters Score: Raw -22558.002027 + Penalty 2581.187317 = -19976.814710 nChanged 0 SP:Iteration 6F (16161.070000 sec): 3 clusters Score: Raw -22558.002027 + Penalty 2581.187317 = -19976.814710 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 41 (8920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16161.110000 sec): 2 clusters Score: Raw -1439866.059522 + Penalty 2255.820704 = -1437610.238818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16161.150000 sec): 3 clusters Score: Raw -1435152.384023 + Penalty 4511.641408 = -1430640.742615 nChanged 3648 SP:Iteration 1F (16161.190000 sec): 3 clusters Score: Raw -1437200.261242 + Penalty 4511.641408 = -1432688.619834 nChanged 585 SP:Iteration 2F (16161.230000 sec): 3 clusters Score: Raw -1437505.592189 + Penalty 4511.641408 = -1432993.950781 nChanged 452 SP:Iteration 3F (16161.270000 sec): 3 clusters Score: Raw -1437730.533415 + Penalty 4511.641408 = -1433218.892007 nChanged 361 SP:Iteration 4Q (16161.310000 sec): 3 clusters Score: Raw -1437916.642628 + Penalty 4511.641408 = -1433405.001220 nChanged 311 SP:Iteration 5Q (16161.350000 sec): 3 clusters Score: Raw -1438083.363758 + Penalty 4511.641408 = -1433571.722350 nChanged 283 SP:Iteration 6Q (16161.380000 sec): 3 clusters Score: Raw -1438232.534129 + Penalty 4511.641408 = -1433720.892721 nChanged 260 SP:Iteration 7Q (16161.420000 sec): 3 clusters Score: Raw -1438373.804393 + Penalty 4511.641408 = -1433862.162985 nChanged 250 SP:Iteration 8Q (16161.460000 sec): 3 clusters Score: Raw -1438497.243586 + Penalty 4511.641408 = -1433985.602178 nChanged 240 SP:Iteration 9Q (16161.500000 sec): 3 clusters Score: Raw -1438613.607498 + Penalty 4511.641408 = -1434101.966091 nChanged 227 SP:Iteration 10Q (16161.530000 sec): 3 clusters Score: Raw -1438721.450857 + Penalty 4511.641408 = -1434209.809449 nChanged 198 SP:Iteration 11Q (16161.570000 sec): 3 clusters Score: Raw -1438807.542652 + Penalty 4511.641408 = -1434295.901244 nChanged 192 SP:Iteration 12Q (16161.610000 sec): 3 clusters Score: Raw -1438893.924128 + Penalty 4511.641408 = -1434382.282720 nChanged 171 SP:Iteration 13Q (16161.650000 sec): 3 clusters Score: Raw -1438979.195333 + Penalty 4511.641408 = -1434467.553925 nChanged 190 SP:Iteration 14Q (16161.680000 sec): 3 clusters Score: Raw -1439071.144807 + Penalty 4511.641408 = -1434559.503399 nChanged 190 SP:Iteration 15Q (16161.720000 sec): 3 clusters Score: Raw -1439164.689823 + Penalty 4511.641408 = -1434653.048415 nChanged 181 SP:Iteration 16Q (16161.760000 sec): 3 clusters Score: Raw -1439255.676787 + Penalty 4511.641408 = -1434744.035379 nChanged 156 SP:Iteration 17Q (16161.790000 sec): 3 clusters Score: Raw -1439331.298222 + Penalty 4511.641408 = -1434819.656815 nChanged 173 SP:Iteration 18Q (16161.830000 sec): 3 clusters Score: Raw -1439416.737657 + Penalty 4511.641408 = -1434905.096249 nChanged 149 SP:Iteration 19Q (16161.870000 sec): 3 clusters Score: Raw -1439502.594347 + Penalty 4511.641408 = -1434990.952939 nChanged 171 SP:Iteration 20F (16161.910000 sec): 3 clusters Score: Raw -1439588.471189 + Penalty 4511.641408 = -1435076.829781 nChanged 132 SP:Iteration 21Q (16161.940000 sec): 3 clusters Score: Raw -1439659.478430 + Penalty 4511.641408 = -1435147.837022 nChanged 103 SP:Iteration 22Q (16161.980000 sec): 3 clusters Score: Raw -1439712.023321 + Penalty 4511.641408 = -1435200.381913 nChanged 102 SP:Iteration 23Q (16162.010000 sec): 3 clusters Score: Raw -1439754.893985 + Penalty 4511.641408 = -1435243.252577 nChanged 90 SP:Iteration 24Q (16162.050000 sec): 3 clusters Score: Raw -1439797.249121 + Penalty 4511.641408 = -1435285.607713 nChanged 88 SP:Iteration 25Q (16162.080000 sec): 3 clusters Score: Raw -1439841.251196 + Penalty 4511.641408 = -1435329.609788 nChanged 71 SP:Iteration 26Q (16162.110000 sec): 3 clusters Score: Raw -1439875.348450 + Penalty 4511.641408 = -1435363.707042 nChanged 66 SP:Iteration 27Q (16162.150000 sec): 3 clusters Score: Raw -1439904.755091 + Penalty 4511.641408 = -1435393.113683 nChanged 60 SP:Iteration 28Q (16162.180000 sec): 3 clusters Score: Raw -1439931.083038 + Penalty 4511.641408 = -1435419.441630 nChanged 56 SP:Iteration 29Q (16162.210000 sec): 3 clusters Score: Raw -1439955.003444 + Penalty 4511.641408 = -1435443.362036 nChanged 49 SP:Iteration 30Q (16162.250000 sec): 3 clusters Score: Raw -1439972.618223 + Penalty 4511.641408 = -1435460.976815 nChanged 39 SP:Iteration 31Q (16162.280000 sec): 3 clusters Score: Raw -1439988.982789 + Penalty 4511.641408 = -1435477.341381 nChanged 40 SP:Iteration 32Q (16162.310000 sec): 3 clusters Score: Raw -1440006.047074 + Penalty 4511.641408 = -1435494.405666 nChanged 41 SP:Iteration 33Q (16162.350000 sec): 3 clusters Score: Raw -1440024.786911 + Penalty 4511.641408 = -1435513.145503 nChanged 44 SP:Iteration 34Q (16162.380000 sec): 3 clusters Score: Raw -1440044.941334 + Penalty 4511.641408 = -1435533.299926 nChanged 37 SP:Iteration 35Q (16162.410000 sec): 3 clusters Score: Raw -1440061.670303 + Penalty 4511.641408 = -1435550.028895 nChanged 37 SP:Iteration 36Q (16162.450000 sec): 3 clusters Score: Raw -1440077.507124 + Penalty 4511.641408 = -1435565.865716 nChanged 26 SP:Iteration 37Q (16162.480000 sec): 3 clusters Score: Raw -1440089.856665 + Penalty 4511.641408 = -1435578.215257 nChanged 23 SP:Iteration 38Q (16162.510000 sec): 3 clusters Score: Raw -1440098.009516 + Penalty 4511.641408 = -1435586.368108 nChanged 19 SP:Iteration 39Q (16162.550000 sec): 3 clusters Score: Raw -1440105.173235 + Penalty 4511.641408 = -1435593.531827 nChanged 18 SP:Iteration 40F (16162.580000 sec): 3 clusters Score: Raw -1440112.935939 + Penalty 4511.641408 = -1435601.294531 nChanged 17 SP:Iteration 41Q (16162.610000 sec): 3 clusters Score: Raw -1440120.137885 + Penalty 4511.641408 = -1435608.496477 nChanged 17 SP:Iteration 42Q (16162.650000 sec): 3 clusters Score: Raw -1440126.499565 + Penalty 4511.641408 = -1435614.858157 nChanged 14 SP:Iteration 43Q (16162.680000 sec): 3 clusters Score: Raw -1440130.502312 + Penalty 4511.641408 = -1435618.860904 nChanged 7 SP:Iteration 44Q (16162.710000 sec): 3 clusters Score: Raw -1440132.496872 + Penalty 4511.641408 = -1435620.855464 nChanged 7 SP:Iteration 45Q (16162.750000 sec): 3 clusters Score: Raw -1440135.643960 + Penalty 4511.641408 = -1435624.002552 nChanged 10 SP:Iteration 46Q (16162.780000 sec): 3 clusters Score: Raw -1440138.881984 + Penalty 4511.641408 = -1435627.240576 nChanged 10 SP:Iteration 47Q (16162.810000 sec): 3 clusters Score: Raw -1440142.777429 + Penalty 4511.641408 = -1435631.136021 nChanged 9 SP:Iteration 48Q (16162.840000 sec): 3 clusters Score: Raw -1440146.629624 + Penalty 4511.641408 = -1435634.988216 nChanged 6 SP:Iteration 49Q (16162.870000 sec): 3 clusters Score: Raw -1440148.169979 + Penalty 4511.641408 = -1435636.528571 nChanged 4 SP:Iteration 50Q (16162.910000 sec): 3 clusters Score: Raw -1440149.980950 + Penalty 4511.641408 = -1435638.339542 nChanged 7 SP:Iteration 51Q (16162.940000 sec): 3 clusters Score: Raw -1440152.253613 + Penalty 4511.641408 = -1435640.612205 nChanged 3 SP:Iteration 52Q (16162.970000 sec): 3 clusters Score: Raw -1440153.021604 + Penalty 4511.641408 = -1435641.380196 nChanged 1 SP:Iteration 53Q (16163.000000 sec): 3 clusters Score: Raw -1440153.179495 + Penalty 4511.641408 = -1435641.538087 nChanged 0 SP:Iteration 54F (16163.040000 sec): 3 clusters Score: Raw -1440153.179495 + Penalty 4511.641408 = -1435641.538087 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 42 (690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16163.050000 sec): 2 clusters Score: Raw -105882.437996 + Penalty 1621.099516 = -104261.338480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16163.050000 sec): 3 clusters Score: Raw -105782.136992 + Penalty 3242.199032 = -102539.937959 nChanged 146 SP:Iteration 1F (16163.050000 sec): 3 clusters Score: Raw -106031.423892 + Penalty 3242.199032 = -102789.224860 nChanged 53 SP:Iteration 2F (16163.060000 sec): 3 clusters Score: Raw -106123.052779 + Penalty 3242.199032 = -102880.853746 nChanged 17 SP:Iteration 3Q (16163.060000 sec): 3 clusters Score: Raw -106164.190815 + Penalty 3242.199032 = -102921.991782 nChanged 12 SP:Iteration 4Q (16163.060000 sec): 3 clusters Score: Raw -106182.265034 + Penalty 3242.199032 = -102940.066001 nChanged 7 SP:Iteration 5Q (16163.070000 sec): 3 clusters Score: Raw -106196.341207 + Penalty 3242.199032 = -102954.142174 nChanged 3 SP:Iteration 6Q (16163.070000 sec): 3 clusters Score: Raw -106204.276951 + Penalty 3242.199032 = -102962.077918 nChanged 3 SP:Iteration 7Q (16163.070000 sec): 3 clusters Score: Raw -106212.998901 + Penalty 3242.199032 = -102970.799869 nChanged 2 SP:Iteration 8Q (16163.070000 sec): 3 clusters Score: Raw -106216.731170 + Penalty 3242.199032 = -102974.532138 nChanged 1 SP:Iteration 9Q (16163.080000 sec): 3 clusters Score: Raw -106217.726420 + Penalty 3242.199032 = -102975.527388 nChanged 0 SP:Iteration 10F (16163.080000 sec): 3 clusters Score: Raw -106217.726420 + Penalty 3242.199032 = -102975.527388 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 43 (13343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16163.140000 sec): 2 clusters Score: Raw -2242409.958260 + Penalty 2355.689301 = -2240054.268959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16163.200000 sec): 3 clusters Score: Raw -2235016.397377 + Penalty 4711.378602 = -2230305.018775 nChanged 5628 SP:Iteration 1F (16163.250000 sec): 3 clusters Score: Raw -2237958.753467 + Penalty 4711.378602 = -2233247.374865 nChanged 816 SP:Iteration 2F (16163.310000 sec): 3 clusters Score: Raw -2238308.454578 + Penalty 4711.378602 = -2233597.075976 nChanged 631 SP:Iteration 3Q (16163.370000 sec): 3 clusters Score: Raw -2238563.030002 + Penalty 4711.378602 = -2233851.651400 nChanged 507 SP:Iteration 4Q (16163.430000 sec): 3 clusters Score: Raw -2238730.393878 + Penalty 4711.378602 = -2234019.015276 nChanged 400 SP:Iteration 5Q (16163.480000 sec): 3 clusters Score: Raw -2238861.908324 + Penalty 4711.378602 = -2234150.529722 nChanged 352 SP:Iteration 6Q (16163.540000 sec): 3 clusters Score: Raw -2238983.482281 + Penalty 4711.378602 = -2234272.103679 nChanged 377 SP:Iteration 7Q (16163.600000 sec): 3 clusters Score: Raw -2239125.778912 + Penalty 4711.378602 = -2234414.400310 nChanged 368 SP:Iteration 8Q (16163.650000 sec): 3 clusters Score: Raw -2239272.722684 + Penalty 4711.378602 = -2234561.344082 nChanged 384 SP:Iteration 9Q (16163.710000 sec): 3 clusters Score: Raw -2239438.378004 + Penalty 4711.378602 = -2234726.999401 nChanged 413 SP:Iteration 10Q (16163.770000 sec): 3 clusters Score: Raw -2239615.012349 + Penalty 4711.378602 = -2234903.633747 nChanged 434 SP:Iteration 11Q (16163.830000 sec): 3 clusters Score: Raw -2239819.562815 + Penalty 4711.378602 = -2235108.184213 nChanged 499 SP:Iteration 12Q (16163.890000 sec): 3 clusters Score: Raw -2240094.024870 + Penalty 4711.378602 = -2235382.646268 nChanged 570 SP:Iteration 13Q (16163.940000 sec): 3 clusters Score: Raw -2240459.506051 + Penalty 4711.378602 = -2235748.127449 nChanged 658 SP:Iteration 14Q (16164.000000 sec): 3 clusters Score: Raw -2240928.730612 + Penalty 4711.378602 = -2236217.352009 nChanged 652 SP:Iteration 15Q (16164.050000 sec): 3 clusters Score: Raw -2241418.128729 + Penalty 4711.378602 = -2236706.750126 nChanged 550 SP:Iteration 16Q (16164.110000 sec): 3 clusters Score: Raw -2241856.340919 + Penalty 4711.378602 = -2237144.962317 nChanged 447 SP:Iteration 17Q (16164.160000 sec): 3 clusters Score: Raw -2242257.228940 + Penalty 4711.378602 = -2237545.850338 nChanged 309 SP:Iteration 18Q (16164.210000 sec): 3 clusters Score: Raw -2242534.166877 + Penalty 4711.378602 = -2237822.788274 nChanged 207 SP:Iteration 19Q (16164.260000 sec): 3 clusters Score: Raw -2242719.231985 + Penalty 4711.378602 = -2238007.853383 nChanged 112 SP:Iteration 20F (16164.320000 sec): 3 clusters Score: Raw -2242816.680993 + Penalty 4711.378602 = -2238105.302391 nChanged 69 SP:Iteration 21Q (16164.370000 sec): 3 clusters Score: Raw -2242872.487824 + Penalty 4711.378602 = -2238161.109222 nChanged 25 SP:Iteration 22Q (16164.410000 sec): 3 clusters Score: Raw -2242896.234900 + Penalty 4711.378602 = -2238184.856297 nChanged 23 SP:Iteration 23Q (16164.460000 sec): 3 clusters Score: Raw -2242916.939714 + Penalty 4711.378602 = -2238205.561112 nChanged 14 SP:Iteration 24Q (16164.500000 sec): 3 clusters Score: Raw -2242929.011817 + Penalty 4711.378602 = -2238217.633215 nChanged 7 SP:Iteration 25Q (16164.550000 sec): 3 clusters Score: Raw -2242934.905380 + Penalty 4711.378602 = -2238223.526778 nChanged 4 SP:Iteration 26Q (16164.590000 sec): 3 clusters Score: Raw -2242938.382378 + Penalty 4711.378602 = -2238227.003776 nChanged 3 SP:Iteration 27Q (16164.630000 sec): 3 clusters Score: Raw -2242940.329522 + Penalty 4711.378602 = -2238228.950919 nChanged 0 SP:Iteration 28F (16164.690000 sec): 3 clusters Score: Raw -2242940.329522 + Penalty 4711.378602 = -2238228.950919 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 44 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16164.700000 sec): 2 clusters Score: Raw -16213.627015 + Penalty 1176.743168 = -15036.883847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16164.700000 sec): 3 clusters Score: Raw -16622.005638 + Penalty 2353.486336 = -14268.519302 nChanged 1 SP:Iteration 1Q (16164.700000 sec): 3 clusters Score: Raw -16629.459825 + Penalty 2353.486336 = -14275.973490 nChanged 1 SP:Iteration 2Q (16164.700000 sec): 3 clusters Score: Raw -16639.136716 + Penalty 2353.486336 = -14285.650380 nChanged 0 SP:Iteration 3F (16164.700000 sec): 3 clusters Score: Raw -16639.136716 + Penalty 2353.486336 = -14285.650380 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 45 (537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16164.710000 sec): 2 clusters Score: Raw -81002.518010 + Penalty 1558.927527 = -79443.590482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16164.710000 sec): 3 clusters Score: Raw -80994.560490 + Penalty 3117.855055 = -77876.705435 nChanged 97 SP:Iteration 1F (16164.710000 sec): 3 clusters Score: Raw -81170.531059 + Penalty 3117.855055 = -78052.676004 nChanged 27 SP:Iteration 2F (16164.710000 sec): 3 clusters Score: Raw -81225.344455 + Penalty 3117.855055 = -78107.489400 nChanged 10 SP:Iteration 3Q (16164.720000 sec): 3 clusters Score: Raw -81253.861632 + Penalty 3117.855055 = -78136.006577 nChanged 3 SP:Iteration 4Q (16164.720000 sec): 3 clusters Score: Raw -81261.593869 + Penalty 3117.855055 = -78143.738815 nChanged 1 SP:Iteration 5Q (16164.720000 sec): 3 clusters Score: Raw -81263.972548 + Penalty 3117.855055 = -78146.117493 nChanged 0 SP:Iteration 6F (16164.720000 sec): 3 clusters Score: Raw -81263.972548 + Penalty 3117.855055 = -78146.117493 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 46 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16164.730000 sec): 2 clusters Score: Raw -18614.267093 + Penalty 1203.303505 = -17410.963587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16164.730000 sec): 3 clusters Score: Raw -18820.232134 + Penalty 2406.607011 = -16413.625123 nChanged 2 SP:Iteration 1Q (16164.730000 sec): 3 clusters Score: Raw -18834.160051 + Penalty 2406.607011 = -16427.553040 nChanged 1 SP:Iteration 2Q (16164.730000 sec): 3 clusters Score: Raw -18843.318203 + Penalty 2406.607011 = -16436.711192 nChanged 0 SP:Iteration 3F (16164.730000 sec): 3 clusters Score: Raw -18843.318203 + Penalty 2406.607011 = -16436.711192 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 47 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16164.740000 sec): 2 clusters Score: Raw -39471.605175 + Penalty 1420.258241 = -38051.346934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16164.740000 sec): 3 clusters Score: Raw -39720.900842 + Penalty 2840.516483 = -36880.384359 nChanged 57 SP:Iteration 1F (16164.740000 sec): 3 clusters Score: Raw -39947.027465 + Penalty 2840.516483 = -37106.510982 nChanged 18 SP:Iteration 2F (16164.740000 sec): 3 clusters Score: Raw -40029.962275 + Penalty 2840.516483 = -37189.445792 nChanged 6 SP:Iteration 3Q (16164.740000 sec): 3 clusters Score: Raw -40054.112871 + Penalty 2840.516483 = -37213.596388 nChanged 3 SP:Iteration 4Q (16164.750000 sec): 3 clusters Score: Raw -40070.314889 + Penalty 2840.516483 = -37229.798406 nChanged 1 SP:Iteration 5Q (16164.750000 sec): 3 clusters Score: Raw -40071.080804 + Penalty 2840.516483 = -37230.564322 nChanged 0 SP:Iteration 6F (16164.750000 sec): 3 clusters Score: Raw -40071.080804 + Penalty 2840.516483 = -37230.564322 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 48 (1552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16164.760000 sec): 2 clusters Score: Raw -235441.043868 + Penalty 1822.130326 = -233618.913543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16164.760000 sec): 3 clusters Score: Raw -235018.125220 + Penalty 3644.260652 = -231373.864569 nChanged 473 SP:Iteration 1F (16164.770000 sec): 3 clusters Score: Raw -235490.291125 + Penalty 3644.260652 = -231846.030474 nChanged 140 SP:Iteration 2F (16164.780000 sec): 3 clusters Score: Raw -235732.648693 + Penalty 3644.260652 = -232088.388042 nChanged 93 SP:Iteration 3F (16164.790000 sec): 3 clusters Score: Raw -235921.310599 + Penalty 3644.260652 = -232277.049947 nChanged 78 SP:Iteration 4F (16164.790000 sec): 3 clusters Score: Raw -236041.511520 + Penalty 3644.260652 = -232397.250869 nChanged 65 SP:Iteration 5Q (16164.800000 sec): 3 clusters Score: Raw -236110.045419 + Penalty 3644.260652 = -232465.784767 nChanged 44 SP:Iteration 6Q (16164.800000 sec): 3 clusters Score: Raw -236162.005294 + Penalty 3644.260652 = -232517.744642 nChanged 34 SP:Iteration 7Q (16164.810000 sec): 3 clusters Score: Raw -236193.979400 + Penalty 3644.260652 = -232549.718749 nChanged 30 SP:Iteration 8Q (16164.820000 sec): 3 clusters Score: Raw -236228.247608 + Penalty 3644.260652 = -232583.986957 nChanged 21 SP:Iteration 9Q (16164.820000 sec): 3 clusters Score: Raw -236252.359843 + Penalty 3644.260652 = -232608.099191 nChanged 16 SP:Iteration 10Q (16164.830000 sec): 3 clusters Score: Raw -236271.307974 + Penalty 3644.260652 = -232627.047322 nChanged 12 SP:Iteration 11Q (16164.830000 sec): 3 clusters Score: Raw -236292.249045 + Penalty 3644.260652 = -232647.988394 nChanged 24 SP:Iteration 12Q (16164.840000 sec): 3 clusters Score: Raw -236318.914707 + Penalty 3644.260652 = -232674.654056 nChanged 20 SP:Iteration 13Q (16164.850000 sec): 3 clusters Score: Raw -236345.801298 + Penalty 3644.260652 = -232701.540647 nChanged 15 SP:Iteration 14Q (16164.850000 sec): 3 clusters Score: Raw -236363.285303 + Penalty 3644.260652 = -232719.024651 nChanged 13 SP:Iteration 15Q (16164.860000 sec): 3 clusters Score: Raw -236378.040580 + Penalty 3644.260652 = -232733.779929 nChanged 11 SP:Iteration 16Q (16164.870000 sec): 3 clusters Score: Raw -236392.544260 + Penalty 3644.260652 = -232748.283609 nChanged 11 SP:Iteration 17Q (16164.870000 sec): 3 clusters Score: Raw -236408.282222 + Penalty 3644.260652 = -232764.021570 nChanged 17 SP:Iteration 18Q (16164.880000 sec): 3 clusters Score: Raw -236425.728638 + Penalty 3644.260652 = -232781.467986 nChanged 8 SP:Iteration 19Q (16164.880000 sec): 3 clusters Score: Raw -236436.659598 + Penalty 3644.260652 = -232792.398947 nChanged 7 SP:Iteration 20F (16164.890000 sec): 3 clusters Score: Raw -236449.584127 + Penalty 3644.260652 = -232805.323475 nChanged 12 SP:Iteration 21Q (16164.900000 sec): 3 clusters Score: Raw -236470.473055 + Penalty 3644.260652 = -232826.212403 nChanged 13 SP:Iteration 22Q (16164.900000 sec): 3 clusters Score: Raw -236486.344185 + Penalty 3644.260652 = -232842.083534 nChanged 12 SP:Iteration 23Q (16164.910000 sec): 3 clusters Score: Raw -236503.418951 + Penalty 3644.260652 = -232859.158300 nChanged 7 SP:Iteration 24Q (16164.910000 sec): 3 clusters Score: Raw -236510.447598 + Penalty 3644.260652 = -232866.186946 nChanged 6 SP:Iteration 25Q (16164.920000 sec): 3 clusters Score: Raw -236517.178547 + Penalty 3644.260652 = -232872.917895 nChanged 5 SP:Iteration 26Q (16164.930000 sec): 3 clusters Score: Raw -236524.290629 + Penalty 3644.260652 = -232880.029977 nChanged 8 SP:Iteration 27Q (16164.930000 sec): 3 clusters Score: Raw -236532.168209 + Penalty 3644.260652 = -232887.907557 nChanged 3 SP:Iteration 28Q (16164.940000 sec): 3 clusters Score: Raw -236533.754906 + Penalty 3644.260652 = -232889.494254 nChanged 2 SP:Iteration 29Q (16164.940000 sec): 3 clusters Score: Raw -236535.400312 + Penalty 3644.260652 = -232891.139661 nChanged 3 SP:Iteration 30Q (16164.950000 sec): 3 clusters Score: Raw -236537.555206 + Penalty 3644.260652 = -232893.294555 nChanged 0 SP:Iteration 31F (16164.950000 sec): 3 clusters Score: Raw -236537.555206 + Penalty 3644.260652 = -232893.294555 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 49 (33802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16165.100000 sec): 2 clusters Score: Raw -5459846.149380 + Penalty 2586.212262 = -5457259.937117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16165.250000 sec): 3 clusters Score: Raw -5439282.454365 + Penalty 5172.424525 = -5434110.029840 nChanged 15352 SP:Iteration 1F (16165.400000 sec): 3 clusters Score: Raw -5447926.074385 + Penalty 5172.424525 = -5442753.649860 nChanged 1960 SP:Iteration 2F (16165.550000 sec): 3 clusters Score: Raw -5448957.361920 + Penalty 5172.424525 = -5443784.937395 nChanged 2285 SP:Iteration 3F (16165.710000 sec): 3 clusters Score: Raw -5450509.982395 + Penalty 5172.424525 = -5445337.557870 nChanged 2686 SP:Iteration 4F (16165.870000 sec): 3 clusters Score: Raw -5452714.798261 + Penalty 5172.424525 = -5447542.373737 nChanged 2881 SP:Iteration 5F (16166.020000 sec): 3 clusters Score: Raw -5455342.148703 + Penalty 5172.424525 = -5450169.724178 nChanged 2518 SP:Iteration 6F (16166.170000 sec): 3 clusters Score: Raw -5457552.574231 + Penalty 5172.424525 = -5452380.149706 nChanged 1763 SP:Iteration 7F (16166.330000 sec): 3 clusters Score: Raw -5458835.006197 + Penalty 5172.424525 = -5453662.581672 nChanged 1121 SP:Iteration 8Q (16166.490000 sec): 3 clusters Score: Raw -5459405.980996 + Penalty 5172.424525 = -5454233.556471 nChanged 632 SP:Iteration 9Q (16166.630000 sec): 3 clusters Score: Raw -5459621.403968 + Penalty 5172.424525 = -5454448.979443 nChanged 400 SP:Iteration 10Q (16166.770000 sec): 3 clusters Score: Raw -5459738.490680 + Penalty 5172.424525 = -5454566.066156 nChanged 277 SP:Iteration 11Q (16166.920000 sec): 3 clusters Score: Raw -5459806.771654 + Penalty 5172.424525 = -5454634.347129 nChanged 227 SP:Iteration 12Q (16167.060000 sec): 3 clusters Score: Raw -5459857.845540 + Penalty 5172.424525 = -5454685.421015 nChanged 179 SP:Iteration 13Q (16167.200000 sec): 3 clusters Score: Raw -5459890.251803 + Penalty 5172.424525 = -5454717.827278 nChanged 155 SP:Iteration 14Q (16167.340000 sec): 3 clusters Score: Raw -5459920.440478 + Penalty 5172.424525 = -5454748.015953 nChanged 134 SP:Iteration 15Q (16167.480000 sec): 3 clusters Score: Raw -5459942.409901 + Penalty 5172.424525 = -5454769.985376 nChanged 120 SP:Iteration 16Q (16167.620000 sec): 3 clusters Score: Raw -5459960.628141 + Penalty 5172.424525 = -5454788.203616 nChanged 110 SP:Iteration 17Q (16167.760000 sec): 3 clusters Score: Raw -5459976.696485 + Penalty 5172.424525 = -5454804.271960 nChanged 118 SP:Iteration 18Q (16167.900000 sec): 3 clusters Score: Raw -5459994.424328 + Penalty 5172.424525 = -5454821.999804 nChanged 110 SP:Iteration 19Q (16168.040000 sec): 3 clusters Score: Raw -5460008.969261 + Penalty 5172.424525 = -5454836.544737 nChanged 91 SP:Iteration 20F (16168.190000 sec): 3 clusters Score: Raw -5460021.292186 + Penalty 5172.424525 = -5454848.867662 nChanged 92 SP:Iteration 21Q (16168.330000 sec): 3 clusters Score: Raw -5460033.946937 + Penalty 5172.424525 = -5454861.522412 nChanged 76 SP:Iteration 22Q (16168.470000 sec): 3 clusters Score: Raw -5460043.349380 + Penalty 5172.424525 = -5454870.924856 nChanged 66 SP:Iteration 23Q (16168.600000 sec): 3 clusters Score: Raw -5460051.791881 + Penalty 5172.424525 = -5454879.367356 nChanged 51 SP:Iteration 24Q (16168.740000 sec): 3 clusters Score: Raw -5460057.412278 + Penalty 5172.424525 = -5454884.987753 nChanged 48 SP:Iteration 25Q (16168.880000 sec): 3 clusters Score: Raw -5460062.384509 + Penalty 5172.424525 = -5454889.959985 nChanged 44 SP:Iteration 26Q (16169.010000 sec): 3 clusters Score: Raw -5460066.250440 + Penalty 5172.424525 = -5454893.825915 nChanged 33 SP:Iteration 27Q (16169.150000 sec): 3 clusters Score: Raw -5460069.037042 + Penalty 5172.424525 = -5454896.612518 nChanged 35 SP:Iteration 28Q (16169.300000 sec): 3 clusters Score: Raw -5460071.854158 + Penalty 5172.424525 = -5454899.429633 nChanged 28 SP:Iteration 29Q (16169.430000 sec): 3 clusters Score: Raw -5460074.183742 + Penalty 5172.424525 = -5454901.759218 nChanged 29 SP:Iteration 30Q (16169.560000 sec): 3 clusters Score: Raw -5460077.286801 + Penalty 5172.424525 = -5454904.862277 nChanged 32 SP:Iteration 31Q (16169.700000 sec): 3 clusters Score: Raw -5460080.805358 + Penalty 5172.424525 = -5454908.380834 nChanged 40 SP:Iteration 32Q (16169.840000 sec): 3 clusters Score: Raw -5460084.973464 + Penalty 5172.424525 = -5454912.548939 nChanged 39 SP:Iteration 33Q (16169.970000 sec): 3 clusters Score: Raw -5460088.766096 + Penalty 5172.424525 = -5454916.341571 nChanged 42 SP:Iteration 34Q (16170.110000 sec): 3 clusters Score: Raw -5460092.673785 + Penalty 5172.424525 = -5454920.249260 nChanged 29 SP:Iteration 35Q (16170.240000 sec): 3 clusters Score: Raw -5460095.151067 + Penalty 5172.424525 = -5454922.726543 nChanged 30 SP:Iteration 36Q (16170.390000 sec): 3 clusters Score: Raw -5460097.961003 + Penalty 5172.424525 = -5454925.536478 nChanged 30 SP:Iteration 37Q (16170.520000 sec): 3 clusters Score: Raw -5460100.879489 + Penalty 5172.424525 = -5454928.454964 nChanged 42 SP:Iteration 38Q (16170.660000 sec): 3 clusters Score: Raw -5460105.000847 + Penalty 5172.424525 = -5454932.576322 nChanged 42 SP:Iteration 39Q (16170.790000 sec): 3 clusters Score: Raw -5460108.501436 + Penalty 5172.424525 = -5454936.076911 nChanged 40 SP:Iteration 40F (16170.940000 sec): 3 clusters Score: Raw -5460112.240658 + Penalty 5172.424525 = -5454939.816133 nChanged 42 SP:Iteration 41Q (16171.080000 sec): 3 clusters Score: Raw -5460117.314964 + Penalty 5172.424525 = -5454944.890439 nChanged 51 SP:Iteration 42Q (16171.210000 sec): 3 clusters Score: Raw -5460123.157635 + Penalty 5172.424525 = -5454950.733111 nChanged 47 SP:Iteration 43Q (16171.350000 sec): 3 clusters Score: Raw -5460128.434500 + Penalty 5172.424525 = -5454956.009975 nChanged 43 SP:Iteration 44Q (16171.480000 sec): 3 clusters Score: Raw -5460132.810225 + Penalty 5172.424525 = -5454960.385700 nChanged 52 SP:Iteration 45Q (16171.620000 sec): 3 clusters Score: Raw -5460138.556540 + Penalty 5172.424525 = -5454966.132015 nChanged 58 SP:Iteration 46Q (16171.750000 sec): 3 clusters Score: Raw -5460145.265101 + Penalty 5172.424525 = -5454972.840576 nChanged 53 SP:Iteration 47Q (16171.880000 sec): 3 clusters Score: Raw -5460150.743475 + Penalty 5172.424525 = -5454978.318950 nChanged 49 SP:Iteration 48Q (16172.020000 sec): 3 clusters Score: Raw -5460156.278634 + Penalty 5172.424525 = -5454983.854110 nChanged 49 SP:Iteration 49Q (16172.150000 sec): 3 clusters Score: Raw -5460162.175483 + Penalty 5172.424525 = -5454989.750958 nChanged 44 SP:Iteration 50Q (16172.290000 sec): 3 clusters Score: Raw -5460168.369332 + Penalty 5172.424525 = -5454995.944807 nChanged 47 SP:Iteration 51Q (16172.420000 sec): 3 clusters Score: Raw -5460173.802980 + Penalty 5172.424525 = -5455001.378455 nChanged 42 SP:Iteration 52Q (16172.550000 sec): 3 clusters Score: Raw -5460179.078096 + Penalty 5172.424525 = -5455006.653571 nChanged 43 SP:Iteration 53Q (16172.680000 sec): 3 clusters Score: Raw -5460183.935383 + Penalty 5172.424525 = -5455011.510859 nChanged 48 SP:Iteration 54Q (16172.820000 sec): 3 clusters Score: Raw -5460189.331859 + Penalty 5172.424525 = -5455016.907334 nChanged 61 SP:Iteration 55Q (16172.950000 sec): 3 clusters Score: Raw -5460196.652769 + Penalty 5172.424525 = -5455024.228244 nChanged 41 SP:Iteration 56Q (16173.080000 sec): 3 clusters Score: Raw -5460200.792573 + Penalty 5172.424525 = -5455028.368048 nChanged 43 SP:Iteration 57Q (16173.220000 sec): 3 clusters Score: Raw -5460205.711501 + Penalty 5172.424525 = -5455033.286977 nChanged 50 SP:Iteration 58Q (16173.350000 sec): 3 clusters Score: Raw -5460211.063799 + Penalty 5172.424525 = -5455038.639275 nChanged 43 SP:Iteration 59Q (16173.480000 sec): 3 clusters Score: Raw -5460216.438506 + Penalty 5172.424525 = -5455044.013982 nChanged 46 SP:Iteration 60F (16173.640000 sec): 3 clusters Score: Raw -5460222.674172 + Penalty 5172.424525 = -5455050.249647 nChanged 48 SP:Iteration 61Q (16173.780000 sec): 3 clusters Score: Raw -5460229.020710 + Penalty 5172.424525 = -5455056.596185 nChanged 49 SP:Iteration 62Q (16173.910000 sec): 3 clusters Score: Raw -5460235.175344 + Penalty 5172.424525 = -5455062.750820 nChanged 51 SP:Iteration 63Q (16174.040000 sec): 3 clusters Score: Raw -5460241.496823 + Penalty 5172.424525 = -5455069.072298 nChanged 41 SP:Iteration 64Q (16174.170000 sec): 3 clusters Score: Raw -5460246.348430 + Penalty 5172.424525 = -5455073.923905 nChanged 32 SP:Iteration 65Q (16174.310000 sec): 3 clusters Score: Raw -5460250.211888 + Penalty 5172.424525 = -5455077.787364 nChanged 32 SP:Iteration 66Q (16174.440000 sec): 3 clusters Score: Raw -5460253.724809 + Penalty 5172.424525 = -5455081.300284 nChanged 38 SP:Iteration 67Q (16174.570000 sec): 3 clusters Score: Raw -5460257.602650 + Penalty 5172.424525 = -5455085.178126 nChanged 33 SP:Iteration 68Q (16174.700000 sec): 3 clusters Score: Raw -5460261.108702 + Penalty 5172.424525 = -5455088.684177 nChanged 41 SP:Iteration 69Q (16174.830000 sec): 3 clusters Score: Raw -5460266.489521 + Penalty 5172.424525 = -5455094.064997 nChanged 52 SP:Iteration 70Q (16174.970000 sec): 3 clusters Score: Raw -5460273.028979 + Penalty 5172.424525 = -5455100.604454 nChanged 52 SP:Iteration 71Q (16175.090000 sec): 3 clusters Score: Raw -5460281.349065 + Penalty 5172.424525 = -5455108.924540 nChanged 55 SP:Iteration 72Q (16175.230000 sec): 3 clusters Score: Raw -5460290.478485 + Penalty 5172.424525 = -5455118.053961 nChanged 52 SP:Iteration 73Q (16175.360000 sec): 3 clusters Score: Raw -5460297.783580 + Penalty 5172.424525 = -5455125.359055 nChanged 46 SP:Iteration 74Q (16175.490000 sec): 3 clusters Score: Raw -5460303.119578 + Penalty 5172.424525 = -5455130.695053 nChanged 35 SP:Iteration 75Q (16175.620000 sec): 3 clusters Score: Raw -5460306.621736 + Penalty 5172.424525 = -5455134.197212 nChanged 31 SP:Iteration 76Q (16175.750000 sec): 3 clusters Score: Raw -5460309.953075 + Penalty 5172.424525 = -5455137.528551 nChanged 22 SP:Iteration 77Q (16175.890000 sec): 3 clusters Score: Raw -5460312.280035 + Penalty 5172.424525 = -5455139.855510 nChanged 24 SP:Iteration 78Q (16176.020000 sec): 3 clusters Score: Raw -5460315.065800 + Penalty 5172.424525 = -5455142.641275 nChanged 23 SP:Iteration 79Q (16176.150000 sec): 3 clusters Score: Raw -5460317.731082 + Penalty 5172.424525 = -5455145.306558 nChanged 21 SP:Iteration 80F (16176.300000 sec): 3 clusters Score: Raw -5460320.090175 + Penalty 5172.424525 = -5455147.665651 nChanged 19 SP:Iteration 81Q (16176.430000 sec): 3 clusters Score: Raw -5460321.579349 + Penalty 5172.424525 = -5455149.154824 nChanged 16 SP:Iteration 82Q (16176.550000 sec): 3 clusters Score: Raw -5460323.129208 + Penalty 5172.424525 = -5455150.704683 nChanged 17 SP:Iteration 83Q (16176.680000 sec): 3 clusters Score: Raw -5460325.080056 + Penalty 5172.424525 = -5455152.655532 nChanged 16 SP:Iteration 84Q (16176.810000 sec): 3 clusters Score: Raw -5460326.440905 + Penalty 5172.424525 = -5455154.016381 nChanged 18 SP:Iteration 85Q (16176.930000 sec): 3 clusters Score: Raw -5460328.169885 + Penalty 5172.424525 = -5455155.745360 nChanged 23 SP:Iteration 86Q (16177.060000 sec): 3 clusters Score: Raw -5460331.060437 + Penalty 5172.424525 = -5455158.635912 nChanged 21 SP:Iteration 87Q (16177.190000 sec): 3 clusters Score: Raw -5460334.174810 + Penalty 5172.424525 = -5455161.750286 nChanged 33 SP:Iteration 88Q (16177.310000 sec): 3 clusters Score: Raw -5460338.614916 + Penalty 5172.424525 = -5455166.190391 nChanged 30 SP:Iteration 89Q (16177.440000 sec): 3 clusters Score: Raw -5460342.648412 + Penalty 5172.424525 = -5455170.223888 nChanged 32 SP:Iteration 90Q (16177.570000 sec): 3 clusters Score: Raw -5460346.301787 + Penalty 5172.424525 = -5455173.877262 nChanged 28 SP:Iteration 91Q (16177.690000 sec): 3 clusters Score: Raw -5460348.932086 + Penalty 5172.424525 = -5455176.507561 nChanged 18 SP:Iteration 92Q (16177.820000 sec): 3 clusters Score: Raw -5460350.506961 + Penalty 5172.424525 = -5455178.082436 nChanged 17 SP:Iteration 93Q (16177.950000 sec): 3 clusters Score: Raw -5460351.795726 + Penalty 5172.424525 = -5455179.371202 nChanged 11 SP:Iteration 94Q (16178.070000 sec): 3 clusters Score: Raw -5460352.457041 + Penalty 5172.424525 = -5455180.032517 nChanged 10 SP:Iteration 95Q (16178.200000 sec): 3 clusters Score: Raw -5460353.325249 + Penalty 5172.424525 = -5455180.900724 nChanged 6 SP:Iteration 96Q (16178.320000 sec): 3 clusters Score: Raw -5460353.776620 + Penalty 5172.424525 = -5455181.352096 nChanged 6 SP:Iteration 97Q (16178.450000 sec): 3 clusters Score: Raw -5460354.392743 + Penalty 5172.424525 = -5455181.968219 nChanged 5 SP:Iteration 98Q (16178.570000 sec): 3 clusters Score: Raw -5460354.863095 + Penalty 5172.424525 = -5455182.438570 nChanged 6 SP:Iteration 99Q (16178.700000 sec): 3 clusters Score: Raw -5460355.193536 + Penalty 5172.424525 = -5455182.769011 nChanged 7 SP:Iteration 100F (16178.850000 sec): 3 clusters Score: Raw -5460355.680553 + Penalty 5172.424525 = -5455183.256029 nChanged 7 SP:Iteration 101Q (16178.980000 sec): 3 clusters Score: Raw -5460356.354995 + Penalty 5172.424525 = -5455183.930470 nChanged 4 SP:Iteration 102Q (16179.110000 sec): 3 clusters Score: Raw -5460356.755741 + Penalty 5172.424525 = -5455184.331217 nChanged 5 SP:Iteration 103Q (16179.230000 sec): 3 clusters Score: Raw -5460357.159868 + Penalty 5172.424525 = -5455184.735344 nChanged 4 SP:Iteration 104Q (16179.350000 sec): 3 clusters Score: Raw -5460357.438501 + Penalty 5172.424525 = -5455185.013976 nChanged 7 SP:Iteration 105Q (16179.480000 sec): 3 clusters Score: Raw -5460358.129072 + Penalty 5172.424525 = -5455185.704547 nChanged 8 SP:Iteration 106Q (16179.600000 sec): 3 clusters Score: Raw -5460358.872675 + Penalty 5172.424525 = -5455186.448150 nChanged 4 SP:Iteration 107Q (16179.730000 sec): 3 clusters Score: Raw -5460359.235177 + Penalty 5172.424525 = -5455186.810652 nChanged 6 SP:Iteration 108Q (16179.850000 sec): 3 clusters Score: Raw -5460359.644974 + Penalty 5172.424525 = -5455187.220449 nChanged 6 SP:Iteration 109Q (16179.980000 sec): 3 clusters Score: Raw -5460360.206949 + Penalty 5172.424525 = -5455187.782424 nChanged 8 SP:Iteration 110Q (16180.110000 sec): 3 clusters Score: Raw -5460360.732213 + Penalty 5172.424525 = -5455188.307688 nChanged 4 SP:Iteration 111Q (16180.230000 sec): 3 clusters Score: Raw -5460361.101488 + Penalty 5172.424525 = -5455188.676963 nChanged 5 SP:Iteration 112Q (16180.360000 sec): 3 clusters Score: Raw -5460361.450203 + Penalty 5172.424525 = -5455189.025678 nChanged 3 SP:Iteration 113Q (16180.480000 sec): 3 clusters Score: Raw -5460361.754242 + Penalty 5172.424525 = -5455189.329717 nChanged 3 SP:Iteration 114Q (16180.610000 sec): 3 clusters Score: Raw -5460362.052115 + Penalty 5172.424525 = -5455189.627590 nChanged 6 SP:Iteration 115Q (16180.730000 sec): 3 clusters Score: Raw -5460362.536574 + Penalty 5172.424525 = -5455190.112049 nChanged 4 SP:Iteration 116Q (16180.850000 sec): 3 clusters Score: Raw -5460362.923964 + Penalty 5172.424525 = -5455190.499439 nChanged 6 SP:Iteration 117Q (16180.980000 sec): 3 clusters Score: Raw -5460363.571748 + Penalty 5172.424525 = -5455191.147223 nChanged 10 SP:Iteration 118Q (16181.110000 sec): 3 clusters Score: Raw -5460364.610260 + Penalty 5172.424525 = -5455192.185735 nChanged 5 SP:Iteration 119Q (16181.230000 sec): 3 clusters Score: Raw -5460365.194855 + Penalty 5172.424525 = -5455192.770331 nChanged 9 SP:Iteration 120F (16181.380000 sec): 3 clusters Score: Raw -5460366.374725 + Penalty 5172.424525 = -5455193.950201 nChanged 9 SP:Iteration 121Q (16181.510000 sec): 3 clusters Score: Raw -5460367.186242 + Penalty 5172.424525 = -5455194.761717 nChanged 9 SP:Iteration 122Q (16181.630000 sec): 3 clusters Score: Raw -5460367.818062 + Penalty 5172.424525 = -5455195.393537 nChanged 6 SP:Iteration 123Q (16181.760000 sec): 3 clusters Score: Raw -5460368.438104 + Penalty 5172.424525 = -5455196.013580 nChanged 8 SP:Iteration 124Q (16181.890000 sec): 3 clusters Score: Raw -5460369.098396 + Penalty 5172.424525 = -5455196.673872 nChanged 10 SP:Iteration 125Q (16182.010000 sec): 3 clusters Score: Raw -5460369.831273 + Penalty 5172.424525 = -5455197.406748 nChanged 9 SP:Iteration 126Q (16182.140000 sec): 3 clusters Score: Raw -5460370.691766 + Penalty 5172.424525 = -5455198.267241 nChanged 10 SP:Iteration 127Q (16182.270000 sec): 3 clusters Score: Raw -5460371.655148 + Penalty 5172.424525 = -5455199.230623 nChanged 8 SP:Iteration 128Q (16182.390000 sec): 3 clusters Score: Raw -5460372.247998 + Penalty 5172.424525 = -5455199.823473 nChanged 6 SP:Iteration 129Q (16182.510000 sec): 3 clusters Score: Raw -5460372.708820 + Penalty 5172.424525 = -5455200.284295 nChanged 6 SP:Iteration 130Q (16182.630000 sec): 3 clusters Score: Raw -5460373.113886 + Penalty 5172.424525 = -5455200.689361 nChanged 6 SP:Iteration 131Q (16182.760000 sec): 3 clusters Score: Raw -5460373.563561 + Penalty 5172.424525 = -5455201.139036 nChanged 5 SP:Iteration 132Q (16182.880000 sec): 3 clusters Score: Raw -5460374.236807 + Penalty 5172.424525 = -5455201.812282 nChanged 6 SP:Iteration 133Q (16183.000000 sec): 3 clusters Score: Raw -5460374.951581 + Penalty 5172.424525 = -5455202.527056 nChanged 9 SP:Iteration 134Q (16183.130000 sec): 3 clusters Score: Raw -5460376.078384 + Penalty 5172.424525 = -5455203.653860 nChanged 15 SP:Iteration 135Q (16183.250000 sec): 3 clusters Score: Raw -5460378.133887 + Penalty 5172.424525 = -5455205.709362 nChanged 18 SP:Iteration 136Q (16183.370000 sec): 3 clusters Score: Raw -5460380.594269 + Penalty 5172.424525 = -5455208.169744 nChanged 22 SP:Iteration 137Q (16183.490000 sec): 3 clusters Score: Raw -5460383.155406 + Penalty 5172.424525 = -5455210.730881 nChanged 19 SP:Iteration 138Q (16183.610000 sec): 3 clusters Score: Raw -5460385.159669 + Penalty 5172.424525 = -5455212.735144 nChanged 22 SP:Iteration 139Q (16183.730000 sec): 3 clusters Score: Raw -5460388.098239 + Penalty 5172.424525 = -5455215.673714 nChanged 19 SP:Iteration 140F (16183.880000 sec): 3 clusters Score: Raw -5460390.491641 + Penalty 5172.424525 = -5455218.067117 nChanged 19 SP:Iteration 141Q (16184.000000 sec): 3 clusters Score: Raw -5460392.430587 + Penalty 5172.424525 = -5455220.006062 nChanged 17 SP:Iteration 142Q (16184.120000 sec): 3 clusters Score: Raw -5460394.440872 + Penalty 5172.424525 = -5455222.016347 nChanged 22 SP:Iteration 143Q (16184.250000 sec): 3 clusters Score: Raw -5460396.849488 + Penalty 5172.424525 = -5455224.424963 nChanged 18 SP:Iteration 144Q (16184.370000 sec): 3 clusters Score: Raw -5460398.273280 + Penalty 5172.424525 = -5455225.848755 nChanged 16 SP:Iteration 145Q (16184.490000 sec): 3 clusters Score: Raw -5460399.752289 + Penalty 5172.424525 = -5455227.327765 nChanged 16 SP:Iteration 146Q (16184.610000 sec): 3 clusters Score: Raw -5460401.158741 + Penalty 5172.424525 = -5455228.734217 nChanged 15 SP:Iteration 147Q (16184.730000 sec): 3 clusters Score: Raw -5460402.773422 + Penalty 5172.424525 = -5455230.348898 nChanged 16 SP:Iteration 148Q (16184.850000 sec): 3 clusters Score: Raw -5460404.536033 + Penalty 5172.424525 = -5455232.111508 nChanged 12 SP:Iteration 149Q (16184.970000 sec): 3 clusters Score: Raw -5460405.983484 + Penalty 5172.424525 = -5455233.558959 nChanged 14 SP:Iteration 150Q (16185.090000 sec): 3 clusters Score: Raw -5460407.822037 + Penalty 5172.424525 = -5455235.397513 nChanged 14 SP:Iteration 151Q (16185.210000 sec): 3 clusters Score: Raw -5460410.088535 + Penalty 5172.424525 = -5455237.664011 nChanged 16 SP:Iteration 152Q (16185.330000 sec): 3 clusters Score: Raw -5460411.833282 + Penalty 5172.424525 = -5455239.408757 nChanged 9 SP:Iteration 153Q (16185.450000 sec): 3 clusters Score: Raw -5460412.555736 + Penalty 5172.424525 = -5455240.131212 nChanged 7 SP:Iteration 154Q (16185.570000 sec): 3 clusters Score: Raw -5460413.091355 + Penalty 5172.424525 = -5455240.666831 nChanged 8 SP:Iteration 155Q (16185.700000 sec): 3 clusters Score: Raw -5460413.813684 + Penalty 5172.424525 = -5455241.389159 nChanged 4 SP:Iteration 156Q (16185.820000 sec): 3 clusters Score: Raw -5460414.060470 + Penalty 5172.424525 = -5455241.635945 nChanged 1 SP:Iteration 157Q (16185.950000 sec): 3 clusters Score: Raw -5460414.124526 + Penalty 5172.424525 = -5455241.700001 nChanged 1 SP:Iteration 158Q (16186.070000 sec): 3 clusters Score: Raw -5460414.149206 + Penalty 5172.424525 = -5455241.724682 nChanged 0 SP:Iteration 159F (16186.220000 sec): 3 clusters Score: Raw -5460414.149206 + Penalty 5172.424525 = -5455241.724682 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 50 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16186.240000 sec): 2 clusters Score: Raw -12619.374365 + Penalty 1187.297952 = -11432.076413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16186.240000 sec): 3 clusters Score: Raw -13171.882401 + Penalty 2374.595904 = -10797.286497 nChanged 12 SP:Iteration 1F (16186.240000 sec): 3 clusters Score: Raw -13394.290145 + Penalty 2374.595904 = -11019.694241 nChanged 3 SP:Iteration 2Q (16186.240000 sec): 3 clusters Score: Raw -13521.068478 + Penalty 2374.595904 = -11146.472574 nChanged 2 SP:Iteration 3Q (16186.240000 sec): 3 clusters Score: Raw -13545.068265 + Penalty 2374.595904 = -11170.472360 nChanged 1 SP:Iteration 4Q (16186.250000 sec): 3 clusters Score: Raw -13584.241347 + Penalty 2374.595904 = -11209.645443 nChanged 2 SP:Iteration 5Q (16186.250000 sec): 3 clusters Score: Raw -13606.986921 + Penalty 2374.595904 = -11232.391016 nChanged 0 SP:Iteration 6F (16186.250000 sec): 3 clusters Score: Raw -13606.986921 + Penalty 2374.595904 = -11232.391016 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 51 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16186.250000 sec): 2 clusters Score: Raw -84802.923703 + Penalty 1572.846112 = -83230.077591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16186.250000 sec): 3 clusters Score: Raw -84798.617005 + Penalty 3145.692224 = -81652.924781 nChanged 101 SP:Iteration 1F (16186.260000 sec): 3 clusters Score: Raw -84966.526357 + Penalty 3145.692224 = -81820.834133 nChanged 31 SP:Iteration 2F (16186.260000 sec): 3 clusters Score: Raw -85028.105918 + Penalty 3145.692224 = -81882.413694 nChanged 16 SP:Iteration 3Q (16186.260000 sec): 3 clusters Score: Raw -85070.681087 + Penalty 3145.692224 = -81924.988864 nChanged 15 SP:Iteration 4Q (16186.270000 sec): 3 clusters Score: Raw -85107.928089 + Penalty 3145.692224 = -81962.235865 nChanged 11 SP:Iteration 5Q (16186.270000 sec): 3 clusters Score: Raw -85139.595691 + Penalty 3145.692224 = -81993.903468 nChanged 10 SP:Iteration 6Q (16186.270000 sec): 3 clusters Score: Raw -85157.284667 + Penalty 3145.692224 = -82011.592443 nChanged 7 SP:Iteration 7Q (16186.270000 sec): 3 clusters Score: Raw -85174.723314 + Penalty 3145.692224 = -82029.031091 nChanged 5 SP:Iteration 8Q (16186.270000 sec): 3 clusters Score: Raw -85186.464075 + Penalty 3145.692224 = -82040.771851 nChanged 4 SP:Iteration 9Q (16186.270000 sec): 3 clusters Score: Raw -85194.087956 + Penalty 3145.692224 = -82048.395732 nChanged 2 SP:Iteration 10Q (16186.280000 sec): 3 clusters Score: Raw -85199.353067 + Penalty 3145.692224 = -82053.660843 nChanged 1 SP:Iteration 11Q (16186.280000 sec): 3 clusters Score: Raw -85202.104461 + Penalty 3145.692224 = -82056.412238 nChanged 1 SP:Iteration 12Q (16186.280000 sec): 3 clusters Score: Raw -85203.783101 + Penalty 3145.692224 = -82058.090878 nChanged 1 SP:Iteration 13Q (16186.290000 sec): 3 clusters Score: Raw -85204.793715 + Penalty 3145.692224 = -82059.101492 nChanged 1 SP:Iteration 14Q (16186.290000 sec): 3 clusters Score: Raw -85206.340130 + Penalty 3145.692224 = -82060.647906 nChanged 1 SP:Iteration 15Q (16186.290000 sec): 3 clusters Score: Raw -85207.382543 + Penalty 3145.692224 = -82061.690320 nChanged 0 SP:Iteration 16F (16186.290000 sec): 3 clusters Score: Raw -85207.382543 + Penalty 3145.692224 = -82061.690320 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 52 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16186.300000 sec): 2 clusters Score: Raw -32748.361017 + Penalty 1333.069045 = -31415.291972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16186.300000 sec): 3 clusters Score: Raw -32931.421515 + Penalty 2666.138090 = -30265.283425 nChanged 25 SP:Iteration 1F (16186.300000 sec): 3 clusters Score: Raw -33014.723828 + Penalty 2666.138090 = -30348.585738 nChanged 5 SP:Iteration 2Q (16186.300000 sec): 3 clusters Score: Raw -33038.969487 + Penalty 2666.138090 = -30372.831397 nChanged 2 SP:Iteration 3Q (16186.300000 sec): 3 clusters Score: Raw -33044.681305 + Penalty 2666.138090 = -30378.543215 nChanged 0 SP:Iteration 4F (16186.300000 sec): 3 clusters Score: Raw -33044.681305 + Penalty 2666.138090 = -30378.543215 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 53 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16186.310000 sec): 2 clusters Score: Raw -78843.633717 + Penalty 1549.993860 = -77293.639857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16186.310000 sec): 3 clusters Score: Raw -78860.769880 + Penalty 3099.987720 = -75760.782160 nChanged 89 SP:Iteration 1F (16186.310000 sec): 3 clusters Score: Raw -79040.340998 + Penalty 3099.987720 = -75940.353278 nChanged 20 SP:Iteration 2Q (16186.310000 sec): 3 clusters Score: Raw -79090.059896 + Penalty 3099.987720 = -75990.072176 nChanged 14 SP:Iteration 3Q (16186.320000 sec): 3 clusters Score: Raw -79127.284327 + Penalty 3099.987720 = -76027.296607 nChanged 8 SP:Iteration 4Q (16186.320000 sec): 3 clusters Score: Raw -79151.438493 + Penalty 3099.987720 = -76051.450772 nChanged 7 SP:Iteration 5Q (16186.320000 sec): 3 clusters Score: Raw -79173.138771 + Penalty 3099.987720 = -76073.151051 nChanged 0 SP:Iteration 6F (16186.320000 sec): 3 clusters Score: Raw -79173.138771 + Penalty 3099.987720 = -76073.151051 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 54 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16186.330000 sec): 2 clusters Score: Raw -15807.626141 + Penalty 1376.170869 = -14431.455272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16186.330000 sec): 3 clusters Score: Raw -16124.681775 + Penalty 2752.341738 = -13372.340037 nChanged 50 SP:Iteration 1F (16186.330000 sec): 3 clusters Score: Raw -16361.764704 + Penalty 2752.341738 = -13609.422966 nChanged 16 SP:Iteration 2F (16186.330000 sec): 3 clusters Score: Raw -16449.474174 + Penalty 2752.341738 = -13697.132435 nChanged 6 SP:Iteration 3Q (16186.330000 sec): 3 clusters Score: Raw -16490.892791 + Penalty 2752.341738 = -13738.551053 nChanged 5 SP:Iteration 4Q (16186.330000 sec): 3 clusters Score: Raw -16543.464833 + Penalty 2752.341738 = -13791.123095 nChanged 4 SP:Iteration 5Q (16186.330000 sec): 3 clusters Score: Raw -16569.413592 + Penalty 2752.341738 = -13817.071854 nChanged 7 SP:Iteration 6Q (16186.340000 sec): 3 clusters Score: Raw -16606.091584 + Penalty 2752.341738 = -13853.749846 nChanged 3 SP:Iteration 7Q (16186.340000 sec): 3 clusters Score: Raw -16665.970145 + Penalty 2752.341738 = -13913.628407 nChanged 6 SP:Iteration 8Q (16186.340000 sec): 3 clusters Score: Raw -16719.149855 + Penalty 2752.341738 = -13966.808117 nChanged 2 SP:Iteration 9Q (16186.340000 sec): 3 clusters Score: Raw -16747.765053 + Penalty 2752.341738 = -13995.423315 nChanged 0 SP:Iteration 10F (16186.340000 sec): 3 clusters Score: Raw -16747.765053 + Penalty 2752.341738 = -13995.423315 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 55 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16186.350000 sec): 2 clusters Score: Raw -40579.167008 + Penalty 1380.001061 = -39199.165947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16186.350000 sec): 3 clusters Score: Raw -40712.963636 + Penalty 2760.002122 = -37952.961514 nChanged 25 SP:Iteration 1F (16186.350000 sec): 3 clusters Score: Raw -40799.053497 + Penalty 2760.002122 = -38039.051375 nChanged 5 SP:Iteration 2Q (16186.350000 sec): 3 clusters Score: Raw -40817.534601 + Penalty 2760.002122 = -38057.532479 nChanged 1 SP:Iteration 3Q (16186.350000 sec): 3 clusters Score: Raw -40820.828085 + Penalty 2760.002122 = -38060.825963 nChanged 0 SP:Iteration 4F (16186.350000 sec): 3 clusters Score: Raw -40820.828085 + Penalty 2760.002122 = -38060.825963 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 56 (548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16186.360000 sec): 2 clusters Score: Raw -82393.720975 + Penalty 1563.956271 = -80829.764703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16186.360000 sec): 3 clusters Score: Raw -82393.455152 + Penalty 3127.912542 = -79265.542610 nChanged 116 SP:Iteration 1F (16186.360000 sec): 3 clusters Score: Raw -82619.015503 + Penalty 3127.912542 = -79491.102961 nChanged 33 SP:Iteration 2F (16186.370000 sec): 3 clusters Score: Raw -82697.748034 + Penalty 3127.912542 = -79569.835491 nChanged 14 SP:Iteration 3Q (16186.370000 sec): 3 clusters Score: Raw -82731.597218 + Penalty 3127.912542 = -79603.684676 nChanged 3 SP:Iteration 4Q (16186.370000 sec): 3 clusters Score: Raw -82742.399422 + Penalty 3127.912542 = -79614.486879 nChanged 4 SP:Iteration 5Q (16186.370000 sec): 3 clusters Score: Raw -82748.946980 + Penalty 3127.912542 = -79621.034438 nChanged 2 SP:Iteration 6Q (16186.370000 sec): 3 clusters Score: Raw -82755.167773 + Penalty 3127.912542 = -79627.255231 nChanged 0 SP:Iteration 7F (16186.380000 sec): 3 clusters Score: Raw -82755.167773 + Penalty 3127.912542 = -79627.255231 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 57 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16186.380000 sec): 2 clusters Score: Raw -47369.713188 + Penalty 1428.988743 = -45940.724445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16186.390000 sec): 3 clusters Score: Raw -47469.737476 + Penalty 2857.977486 = -44611.759990 nChanged 42 SP:Iteration 1F (16186.390000 sec): 3 clusters Score: Raw -47598.304877 + Penalty 2857.977486 = -44740.327391 nChanged 14 SP:Iteration 2Q (16186.390000 sec): 3 clusters Score: Raw -47631.482413 + Penalty 2857.977486 = -44773.504927 nChanged 2 SP:Iteration 3Q (16186.390000 sec): 3 clusters Score: Raw -47636.881838 + Penalty 2857.977486 = -44778.904352 nChanged 1 SP:Iteration 4Q (16186.390000 sec): 3 clusters Score: Raw -47644.994681 + Penalty 2857.977486 = -44787.017195 nChanged 3 SP:Iteration 5Q (16186.390000 sec): 3 clusters Score: Raw -47655.418838 + Penalty 2857.977486 = -44797.441352 nChanged 1 SP:Iteration 6Q (16186.390000 sec): 3 clusters Score: Raw -47659.939738 + Penalty 2857.977486 = -44801.962253 nChanged 1 SP:Iteration 7Q (16186.390000 sec): 3 clusters Score: Raw -47662.945449 + Penalty 2857.977486 = -44804.967963 nChanged 0 SP:Iteration 8F (16186.390000 sec): 3 clusters Score: Raw -47662.945449 + Penalty 2857.977486 = -44804.967963 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 58 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16186.400000 sec): 2 clusters Score: Raw -7266.393956 + Penalty 1240.978684 = -6025.415272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16186.400000 sec): 3 clusters Score: Raw -7646.948337 + Penalty 2481.957368 = -5164.990970 nChanged 20 SP:Iteration 1F (16186.400000 sec): 3 clusters Score: Raw -7758.546777 + Penalty 2481.957368 = -5276.589409 nChanged 6 SP:Iteration 2Q (16186.400000 sec): 3 clusters Score: Raw -7828.031835 + Penalty 2481.957368 = -5346.074467 nChanged 3 SP:Iteration 3Q (16186.400000 sec): 3 clusters Score: Raw -7839.724131 + Penalty 2481.957368 = -5357.766763 nChanged 1 SP:Iteration 4Q (16186.400000 sec): 3 clusters Score: Raw -7844.376089 + Penalty 2481.957368 = -5362.418721 nChanged 0 SP:Iteration 5F (16186.410000 sec): 3 clusters Score: Raw -7844.376089 + Penalty 2481.957368 = -5362.418721 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 59 (562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16186.410000 sec): 2 clusters Score: Raw -85698.723907 + Penalty 1570.212459 = -84128.511448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16186.410000 sec): 3 clusters Score: Raw -85680.355409 + Penalty 3140.424918 = -82539.930491 nChanged 114 SP:Iteration 1F (16186.410000 sec): 3 clusters Score: Raw -85900.996688 + Penalty 3140.424918 = -82760.571771 nChanged 27 SP:Iteration 2Q (16186.410000 sec): 3 clusters Score: Raw -85965.154424 + Penalty 3140.424918 = -82824.729507 nChanged 15 SP:Iteration 3Q (16186.420000 sec): 3 clusters Score: Raw -85998.055437 + Penalty 3140.424918 = -82857.630520 nChanged 10 SP:Iteration 4Q (16186.420000 sec): 3 clusters Score: Raw -86015.957160 + Penalty 3140.424918 = -82875.532243 nChanged 4 SP:Iteration 5Q (16186.420000 sec): 3 clusters Score: Raw -86021.667133 + Penalty 3140.424918 = -82881.242215 nChanged 3 SP:Iteration 6Q (16186.420000 sec): 3 clusters Score: Raw -86028.862082 + Penalty 3140.424918 = -82888.437164 nChanged 2 SP:Iteration 7Q (16186.430000 sec): 3 clusters Score: Raw -86033.152582 + Penalty 3140.424918 = -82892.727664 nChanged 4 SP:Iteration 8Q (16186.430000 sec): 3 clusters Score: Raw -86041.520807 + Penalty 3140.424918 = -82901.095890 nChanged 1 SP:Iteration 9Q (16186.430000 sec): 3 clusters Score: Raw -86043.138232 + Penalty 3140.424918 = -82902.713314 nChanged 1 SP:Iteration 10Q (16186.430000 sec): 3 clusters Score: Raw -86044.521705 + Penalty 3140.424918 = -82904.096788 nChanged 0 SP:Iteration 11F (16186.430000 sec): 3 clusters Score: Raw -86044.521705 + Penalty 3140.424918 = -82904.096788 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 60 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16186.440000 sec): 2 clusters Score: Raw -17559.566916 + Penalty 1209.048936 = -16350.517980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16186.440000 sec): 3 clusters Score: Raw -17931.952830 + Penalty 2418.097872 = -15513.854957 nChanged 6 SP:Iteration 1Q (16186.440000 sec): 3 clusters Score: Raw -17978.791694 + Penalty 2418.097872 = -15560.693821 nChanged 0 SP:Iteration 2F (16186.440000 sec): 3 clusters Score: Raw -17978.791694 + Penalty 2418.097872 = -15560.693821 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 61 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16186.450000 sec): 2 clusters Score: Raw -34266.399644 + Penalty 1378.093359 = -32888.306285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16186.450000 sec): 3 clusters Score: Raw -34623.859673 + Penalty 2756.186719 = -31867.672954 nChanged 40 SP:Iteration 1F (16186.450000 sec): 3 clusters Score: Raw -34770.412186 + Penalty 2756.186719 = -32014.225467 nChanged 14 SP:Iteration 2F (16186.450000 sec): 3 clusters Score: Raw -34814.772952 + Penalty 2756.186719 = -32058.586233 nChanged 6 SP:Iteration 3Q (16186.450000 sec): 3 clusters Score: Raw -34832.314225 + Penalty 2756.186719 = -32076.127507 nChanged 6 SP:Iteration 4Q (16186.450000 sec): 3 clusters Score: Raw -34851.664066 + Penalty 2756.186719 = -32095.477348 nChanged 4 SP:Iteration 5Q (16186.450000 sec): 3 clusters Score: Raw -34885.141870 + Penalty 2756.186719 = -32128.955151 nChanged 2 SP:Iteration 6Q (16186.450000 sec): 3 clusters Score: Raw -34888.638302 + Penalty 2756.186719 = -32132.451583 nChanged 2 SP:Iteration 7Q (16186.460000 sec): 3 clusters Score: Raw -34895.654296 + Penalty 2756.186719 = -32139.467578 nChanged 1 SP:Iteration 8Q (16186.460000 sec): 3 clusters Score: Raw -34898.861844 + Penalty 2756.186719 = -32142.675125 nChanged 0 SP:Iteration 9F (16186.460000 sec): 3 clusters Score: Raw -34898.861844 + Penalty 2756.186719 = -32142.675125 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 64 (274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16186.460000 sec): 2 clusters Score: Raw -17501.939298 + Penalty 1392.055770 = -16109.883528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16186.470000 sec): 3 clusters Score: Raw -17941.821302 + Penalty 2784.111541 = -15157.709761 nChanged 67 SP:Iteration 1F (16186.470000 sec): 3 clusters Score: Raw -18224.001226 + Penalty 2784.111541 = -15439.889685 nChanged 14 SP:Iteration 2F (16186.470000 sec): 3 clusters Score: Raw -18320.219393 + Penalty 2784.111541 = -15536.107853 nChanged 12 SP:Iteration 3Q (16186.470000 sec): 3 clusters Score: Raw -18403.988962 + Penalty 2784.111541 = -15619.877421 nChanged 8 SP:Iteration 4Q (16186.470000 sec): 3 clusters Score: Raw -18447.601366 + Penalty 2784.111541 = -15663.489826 nChanged 9 SP:Iteration 5Q (16186.470000 sec): 3 clusters Score: Raw -18488.665293 + Penalty 2784.111541 = -15704.553752 nChanged 6 SP:Iteration 6Q (16186.470000 sec): 3 clusters Score: Raw -18529.391731 + Penalty 2784.111541 = -15745.280190 nChanged 6 SP:Iteration 7Q (16186.470000 sec): 3 clusters Score: Raw -18552.691299 + Penalty 2784.111541 = -15768.579759 nChanged 6 SP:Iteration 8Q (16186.470000 sec): 3 clusters Score: Raw -18562.391755 + Penalty 2784.111541 = -15778.280214 nChanged 6 SP:Iteration 9Q (16186.470000 sec): 3 clusters Score: Raw -18569.152141 + Penalty 2784.111541 = -15785.040600 nChanged 0 SP:Iteration 10F (16186.470000 sec): 3 clusters Score: Raw -18569.152141 + Penalty 2784.111541 = -15785.040600 nChanged 0 Iteration 379Q (16207.110000 sec): 62 clusters Score: Raw -205037506.036620 + Penalty 213003.103128 = -204824502.933491 nChanged 22 Iteration 380F (16324.940000 sec): 62 clusters Score: Raw -205037534.777765 + Penalty 213003.103128 = -204824531.674637 nChanged 25 Iteration 381Q (16344.890000 sec): 62 clusters Score: Raw -205037640.087230 + Penalty 213003.103128 = -204824636.984102 nChanged 27 Iteration 382Q (16364.680000 sec): 62 clusters Score: Raw -205037813.747425 + Penalty 213003.103128 = -204824810.644297 nChanged 27 Iteration 383Q (16384.450000 sec): 62 clusters Score: Raw -205037850.111819 + Penalty 213003.103128 = -204824847.008690 nChanged 22 Iteration 384Q (16404.280000 sec): 62 clusters Score: Raw -205037852.394104 + Penalty 213003.103128 = -204824849.290976 nChanged 20 Iteration 385Q (16424.000000 sec): 62 clusters Score: Raw -205037852.703354 + Penalty 213003.103128 = -204824849.600225 nChanged 22 Iteration 386Q (16443.750000 sec): 62 clusters Score: Raw -205037853.122482 + Penalty 213003.103128 = -204824850.019354 nChanged 18 Iteration 387Q (16463.240000 sec): 62 clusters Score: Raw -205037853.443382 + Penalty 213003.103128 = -204824850.340254 nChanged 19 Iteration 388Q (16482.900000 sec): 62 clusters Score: Raw -205037853.996298 + Penalty 213003.103128 = -204824850.893170 nChanged 14 Iteration 389Q (16502.410000 sec): 62 clusters Score: Raw -205037854.406513 + Penalty 213003.103128 = -204824851.303385 nChanged 14 Iteration 390Q (16522.040000 sec): 62 clusters Score: Raw -205037854.621796 + Penalty 213003.103128 = -204824851.518667 nChanged 17 Iteration 391Q (16541.550000 sec): 62 clusters Score: Raw -205037855.082856 + Penalty 213003.103128 = -204824851.979727 nChanged 15 Iteration 392Q (16561.170000 sec): 62 clusters Score: Raw -205037855.413150 + Penalty 213003.103128 = -204824852.310022 nChanged 11 Iteration 393Q (16580.780000 sec): 62 clusters Score: Raw -205037855.510672 + Penalty 213003.103128 = -204824852.407543 nChanged 11 Iteration 394Q (16600.420000 sec): 62 clusters Score: Raw -205037855.597929 + Penalty 213003.103128 = -204824852.494800 nChanged 14 Iteration 395Q (16620.140000 sec): 62 clusters Score: Raw -205037855.747637 + Penalty 213003.103128 = -204824852.644509 nChanged 23 Iteration 396Q (16640.070000 sec): 62 clusters Score: Raw -205037855.994677 + Penalty 213003.103128 = -204824852.891549 nChanged 18 Iteration 397Q (16659.980000 sec): 62 clusters Score: Raw -205037856.203652 + Penalty 213003.103128 = -204824853.100523 nChanged 21 Iteration 398Q (16680.110000 sec): 62 clusters Score: Raw -205037856.486531 + Penalty 213003.103128 = -204824853.383403 nChanged 25 Iteration 399Q (16700.070000 sec): 62 clusters Score: Raw -205037856.786818 + Penalty 213003.103128 = -204824853.683690 nChanged 23 Iteration 400F (16817.040000 sec): 62 clusters Score: Raw -205037857.042292 + Penalty 213003.103128 = -204824853.939164 nChanged 19 Iteration 401Q (16836.850000 sec): 62 clusters Score: Raw -205037857.239212 + Penalty 213003.103128 = -204824854.136084 nChanged 22 Iteration 402Q (16856.560000 sec): 62 clusters Score: Raw -205037857.523454 + Penalty 213003.103128 = -204824854.420326 nChanged 30 Iteration 403Q (16876.220000 sec): 62 clusters Score: Raw -205037857.905215 + Penalty 213003.103128 = -204824854.802087 nChanged 32 Iteration 404Q (16895.850000 sec): 62 clusters Score: Raw -205037858.311978 + Penalty 213003.103128 = -204824855.208850 nChanged 34 Iteration 405Q (16915.480000 sec): 62 clusters Score: Raw -205037858.726388 + Penalty 213003.103128 = -204824855.623260 nChanged 52 Iteration 406Q (16935.110000 sec): 62 clusters Score: Raw -205037859.376540 + Penalty 213003.103128 = -204824856.273412 nChanged 59 Iteration 407Q (16954.760000 sec): 62 clusters Score: Raw -205037860.097316 + Penalty 213003.103128 = -204824856.994188 nChanged 53 Iteration 408Q (16974.460000 sec): 62 clusters Score: Raw -205037860.704974 + Penalty 213003.103128 = -204824857.601846 nChanged 54 Iteration 409Q (16994.320000 sec): 62 clusters Score: Raw -205037861.347867 + Penalty 213003.103128 = -204824858.244739 nChanged 54 Iteration 410Q (17014.000000 sec): 62 clusters Score: Raw -205037861.928194 + Penalty 213003.103128 = -204824858.825066 nChanged 48 Iteration 411Q (17033.560000 sec): 62 clusters Score: Raw -205037862.440598 + Penalty 213003.103128 = -204824859.337470 nChanged 51 Iteration 412Q (17053.260000 sec): 62 clusters Score: Raw -205037863.121232 + Penalty 213003.103128 = -204824860.018103 nChanged 49 Iteration 413Q (17072.810000 sec): 62 clusters Score: Raw -205037863.754029 + Penalty 213003.103128 = -204824860.650901 nChanged 58 Iteration 414Q (17092.520000 sec): 62 clusters Score: Raw -205037864.494196 + Penalty 213003.103128 = -204824861.391068 nChanged 61 Iteration 415Q (17112.130000 sec): 62 clusters Score: Raw -205037865.164665 + Penalty 213003.103128 = -204824862.061536 nChanged 49 Iteration 416Q (17131.890000 sec): 62 clusters Score: Raw -205037865.615262 + Penalty 213003.103128 = -204824862.512134 nChanged 47 Iteration 417Q (17151.560000 sec): 62 clusters Score: Raw -205037866.143400 + Penalty 213003.103128 = -204824863.040272 nChanged 47 Iteration 418Q (17171.290000 sec): 62 clusters Score: Raw -205037866.593812 + Penalty 213003.103128 = -204824863.490684 nChanged 46 Writing temp clu file Because OldScore, -204824863.040272, is greater than current (better) Score,-204824863.490684 Compute initial score before splitting: Score: Raw -205037866.593812 + Penalty 213003.103128 = -204824863.490684 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 1 (34118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17171.680000 sec): 2 clusters Score: Raw -5537876.950902 + Penalty 2588.519935 = -5535288.430967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17171.820000 sec): 3 clusters Score: Raw -5517247.101520 + Penalty 5177.039870 = -5512070.061650 nChanged 15554 SP:Iteration 1F (17171.970000 sec): 3 clusters Score: Raw -5525831.274753 + Penalty 5177.039870 = -5520654.234883 nChanged 1751 SP:Iteration 2F (17172.110000 sec): 3 clusters Score: Raw -5526493.538252 + Penalty 5177.039870 = -5521316.498382 nChanged 1756 SP:Iteration 3F (17172.260000 sec): 3 clusters Score: Raw -5527179.600961 + Penalty 5177.039870 = -5522002.561090 nChanged 1723 SP:Iteration 4F (17172.400000 sec): 3 clusters Score: Raw -5527895.503606 + Penalty 5177.039870 = -5522718.463736 nChanged 1711 SP:Iteration 5F (17172.540000 sec): 3 clusters Score: Raw -5528688.636323 + Penalty 5177.039870 = -5523511.596453 nChanged 1849 SP:Iteration 6F (17172.680000 sec): 3 clusters Score: Raw -5529630.695537 + Penalty 5177.039870 = -5524453.655667 nChanged 1906 SP:Iteration 7F (17172.840000 sec): 3 clusters Score: Raw -5530681.069817 + Penalty 5177.039870 = -5525504.029947 nChanged 1900 SP:Iteration 8F (17172.980000 sec): 3 clusters Score: Raw -5531823.412993 + Penalty 5177.039870 = -5526646.373123 nChanged 1833 SP:Iteration 9F (17173.120000 sec): 3 clusters Score: Raw -5533057.265397 + Penalty 5177.039870 = -5527880.225527 nChanged 1795 SP:Iteration 10F (17173.260000 sec): 3 clusters Score: Raw -5534315.987747 + Penalty 5177.039870 = -5529138.947877 nChanged 1534 SP:Iteration 11Q (17173.400000 sec): 3 clusters Score: Raw -5535395.042435 + Penalty 5177.039870 = -5530218.002565 nChanged 1221 SP:Iteration 12Q (17173.550000 sec): 3 clusters Score: Raw -5536243.655428 + Penalty 5177.039870 = -5531066.615558 nChanged 947 SP:Iteration 13Q (17173.690000 sec): 3 clusters Score: Raw -5536905.471195 + Penalty 5177.039870 = -5531728.431325 nChanged 676 SP:Iteration 14Q (17173.830000 sec): 3 clusters Score: Raw -5537383.120909 + Penalty 5177.039870 = -5532206.081039 nChanged 477 SP:Iteration 15Q (17173.970000 sec): 3 clusters Score: Raw -5537724.100760 + Penalty 5177.039870 = -5532547.060890 nChanged 326 SP:Iteration 16Q (17174.100000 sec): 3 clusters Score: Raw -5537956.483400 + Penalty 5177.039870 = -5532779.443530 nChanged 205 SP:Iteration 17Q (17174.230000 sec): 3 clusters Score: Raw -5538099.575903 + Penalty 5177.039870 = -5532922.536033 nChanged 116 SP:Iteration 18Q (17174.360000 sec): 3 clusters Score: Raw -5538180.331697 + Penalty 5177.039870 = -5533003.291827 nChanged 70 SP:Iteration 19Q (17174.480000 sec): 3 clusters Score: Raw -5538230.937245 + Penalty 5177.039870 = -5533053.897375 nChanged 54 SP:Iteration 20F (17174.620000 sec): 3 clusters Score: Raw -5538268.939668 + Penalty 5177.039870 = -5533091.899798 nChanged 42 SP:Iteration 21Q (17174.730000 sec): 3 clusters Score: Raw -5538301.212919 + Penalty 5177.039870 = -5533124.173049 nChanged 32 SP:Iteration 22Q (17174.850000 sec): 3 clusters Score: Raw -5538327.985429 + Penalty 5177.039870 = -5533150.945559 nChanged 22 SP:Iteration 23Q (17174.960000 sec): 3 clusters Score: Raw -5538347.171650 + Penalty 5177.039870 = -5533170.131780 nChanged 13 SP:Iteration 24Q (17175.070000 sec): 3 clusters Score: Raw -5538355.821837 + Penalty 5177.039870 = -5533178.781967 nChanged 10 SP:Iteration 25Q (17175.180000 sec): 3 clusters Score: Raw -5538363.199965 + Penalty 5177.039870 = -5533186.160095 nChanged 6 SP:Iteration 26Q (17175.290000 sec): 3 clusters Score: Raw -5538369.665334 + Penalty 5177.039870 = -5533192.625464 nChanged 3 SP:Iteration 27Q (17175.400000 sec): 3 clusters Score: Raw -5538371.452221 + Penalty 5177.039870 = -5533194.412351 nChanged 1 SP:Iteration 28Q (17175.510000 sec): 3 clusters Score: Raw -5538372.073404 + Penalty 5177.039870 = -5533195.033534 nChanged 0 SP:Iteration 29F (17175.650000 sec): 3 clusters Score: Raw -5538372.073404 + Penalty 5177.039870 = -5533195.033534 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 2 (14367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17175.710000 sec): 2 clusters Score: Raw -2340132.457639 + Penalty 2374.026919 = -2337758.430720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17175.770000 sec): 3 clusters Score: Raw -2332024.041132 + Penalty 4748.053838 = -2327275.987294 nChanged 6226 SP:Iteration 1F (17175.840000 sec): 3 clusters Score: Raw -2335397.316015 + Penalty 4748.053838 = -2330649.262177 nChanged 886 SP:Iteration 2F (17175.890000 sec): 3 clusters Score: Raw -2335798.160895 + Penalty 4748.053838 = -2331050.107058 nChanged 737 SP:Iteration 3F (17175.950000 sec): 3 clusters Score: Raw -2336136.403952 + Penalty 4748.053838 = -2331388.350114 nChanged 709 SP:Iteration 4Q (17176.010000 sec): 3 clusters Score: Raw -2336482.689287 + Penalty 4748.053838 = -2331734.635449 nChanged 667 SP:Iteration 5Q (17176.070000 sec): 3 clusters Score: Raw -2336846.583287 + Penalty 4748.053838 = -2332098.529449 nChanged 699 SP:Iteration 6Q (17176.130000 sec): 3 clusters Score: Raw -2337283.997678 + Penalty 4748.053838 = -2332535.943841 nChanged 714 SP:Iteration 7Q (17176.190000 sec): 3 clusters Score: Raw -2337748.710801 + Penalty 4748.053838 = -2333000.656964 nChanged 712 SP:Iteration 8Q (17176.250000 sec): 3 clusters Score: Raw -2338175.401229 + Penalty 4748.053838 = -2333427.347392 nChanged 658 SP:Iteration 9Q (17176.300000 sec): 3 clusters Score: Raw -2338557.682954 + Penalty 4748.053838 = -2333809.629116 nChanged 566 SP:Iteration 10Q (17176.360000 sec): 3 clusters Score: Raw -2338879.130216 + Penalty 4748.053838 = -2334131.076378 nChanged 514 SP:Iteration 11Q (17176.420000 sec): 3 clusters Score: Raw -2339137.524237 + Penalty 4748.053838 = -2334389.470399 nChanged 388 SP:Iteration 12Q (17176.480000 sec): 3 clusters Score: Raw -2339285.306916 + Penalty 4748.053838 = -2334537.253078 nChanged 267 SP:Iteration 13Q (17176.530000 sec): 3 clusters Score: Raw -2339379.224547 + Penalty 4748.053838 = -2334631.170709 nChanged 221 SP:Iteration 14Q (17176.590000 sec): 3 clusters Score: Raw -2339458.073111 + Penalty 4748.053838 = -2334710.019273 nChanged 207 SP:Iteration 15Q (17176.650000 sec): 3 clusters Score: Raw -2339539.899022 + Penalty 4748.053838 = -2334791.845185 nChanged 204 SP:Iteration 16Q (17176.700000 sec): 3 clusters Score: Raw -2339622.969057 + Penalty 4748.053838 = -2334874.915219 nChanged 184 SP:Iteration 17Q (17176.760000 sec): 3 clusters Score: Raw -2339693.099299 + Penalty 4748.053838 = -2334945.045462 nChanged 168 SP:Iteration 18Q (17176.810000 sec): 3 clusters Score: Raw -2339747.992501 + Penalty 4748.053838 = -2334999.938663 nChanged 145 SP:Iteration 19Q (17176.870000 sec): 3 clusters Score: Raw -2339800.071084 + Penalty 4748.053838 = -2335052.017246 nChanged 154 SP:Iteration 20F (17176.930000 sec): 3 clusters Score: Raw -2339856.364074 + Penalty 4748.053838 = -2335108.310236 nChanged 143 SP:Iteration 21Q (17176.980000 sec): 3 clusters Score: Raw -2339902.217463 + Penalty 4748.053838 = -2335154.163625 nChanged 138 SP:Iteration 22Q (17177.040000 sec): 3 clusters Score: Raw -2339949.611421 + Penalty 4748.053838 = -2335201.557583 nChanged 144 SP:Iteration 23Q (17177.090000 sec): 3 clusters Score: Raw -2340002.771532 + Penalty 4748.053838 = -2335254.717694 nChanged 152 SP:Iteration 24Q (17177.150000 sec): 3 clusters Score: Raw -2340060.510056 + Penalty 4748.053838 = -2335312.456219 nChanged 148 SP:Iteration 25Q (17177.200000 sec): 3 clusters Score: Raw -2340129.797294 + Penalty 4748.053838 = -2335381.743456 nChanged 169 SP:Iteration 26Q (17177.260000 sec): 3 clusters Score: Raw -2340211.735161 + Penalty 4748.053838 = -2335463.681323 nChanged 163 SP:Iteration 27Q (17177.310000 sec): 3 clusters Score: Raw -2340291.426995 + Penalty 4748.053838 = -2335543.373158 nChanged 171 SP:Iteration 28Q (17177.370000 sec): 3 clusters Score: Raw -2340389.893426 + Penalty 4748.053838 = -2335641.839589 nChanged 180 SP:Iteration 29Q (17177.420000 sec): 3 clusters Score: Raw -2340526.760426 + Penalty 4748.053838 = -2335778.706588 nChanged 175 SP:Iteration 30Q (17177.470000 sec): 3 clusters Score: Raw -2340718.836577 + Penalty 4748.053838 = -2335970.782739 nChanged 202 SP:Iteration 31Q (17177.520000 sec): 3 clusters Score: Raw -2340963.451129 + Penalty 4748.053838 = -2336215.397291 nChanged 178 SP:Iteration 32Q (17177.570000 sec): 3 clusters Score: Raw -2341110.651373 + Penalty 4748.053838 = -2336362.597535 nChanged 134 SP:Iteration 33Q (17177.620000 sec): 3 clusters Score: Raw -2341199.469082 + Penalty 4748.053838 = -2336451.415244 nChanged 81 SP:Iteration 34Q (17177.670000 sec): 3 clusters Score: Raw -2341238.728215 + Penalty 4748.053838 = -2336490.674377 nChanged 69 SP:Iteration 35Q (17177.720000 sec): 3 clusters Score: Raw -2341270.713337 + Penalty 4748.053838 = -2336522.659499 nChanged 42 SP:Iteration 36Q (17177.770000 sec): 3 clusters Score: Raw -2341284.214091 + Penalty 4748.053838 = -2336536.160253 nChanged 30 SP:Iteration 37Q (17177.820000 sec): 3 clusters Score: Raw -2341292.743968 + Penalty 4748.053838 = -2336544.690130 nChanged 18 SP:Iteration 38Q (17177.860000 sec): 3 clusters Score: Raw -2341297.105966 + Penalty 4748.053838 = -2336549.052129 nChanged 13 SP:Iteration 39Q (17177.910000 sec): 3 clusters Score: Raw -2341300.606821 + Penalty 4748.053838 = -2336552.552983 nChanged 7 SP:Iteration 40F (17177.960000 sec): 3 clusters Score: Raw -2341302.228654 + Penalty 4748.053838 = -2336554.174817 nChanged 5 SP:Iteration 41Q (17178.010000 sec): 3 clusters Score: Raw -2341303.280514 + Penalty 4748.053838 = -2336555.226677 nChanged 8 SP:Iteration 42Q (17178.060000 sec): 3 clusters Score: Raw -2341304.748788 + Penalty 4748.053838 = -2336556.694950 nChanged 4 SP:Iteration 43Q (17178.100000 sec): 3 clusters Score: Raw -2341305.367906 + Penalty 4748.053838 = -2336557.314068 nChanged 3 SP:Iteration 44Q (17178.150000 sec): 3 clusters Score: Raw -2341305.792160 + Penalty 4748.053838 = -2336557.738322 nChanged 3 SP:Iteration 45Q (17178.200000 sec): 3 clusters Score: Raw -2341306.094700 + Penalty 4748.053838 = -2336558.040862 nChanged 2 SP:Iteration 46Q (17178.240000 sec): 3 clusters Score: Raw -2341306.314305 + Penalty 4748.053838 = -2336558.260467 nChanged 1 SP:Iteration 47Q (17178.290000 sec): 3 clusters Score: Raw -2341306.426885 + Penalty 4748.053838 = -2336558.373047 nChanged 2 SP:Iteration 48Q (17178.340000 sec): 3 clusters Score: Raw -2341306.664281 + Penalty 4748.053838 = -2336558.610444 nChanged 2 SP:Iteration 49Q (17178.390000 sec): 3 clusters Score: Raw -2341306.996990 + Penalty 4748.053838 = -2336558.943152 nChanged 3 SP:Iteration 50Q (17178.430000 sec): 3 clusters Score: Raw -2341307.568076 + Penalty 4748.053838 = -2336559.514238 nChanged 3 SP:Iteration 51Q (17178.480000 sec): 3 clusters Score: Raw -2341308.158110 + Penalty 4748.053838 = -2336560.104272 nChanged 6 SP:Iteration 52Q (17178.530000 sec): 3 clusters Score: Raw -2341309.090539 + Penalty 4748.053838 = -2336561.036701 nChanged 1 SP:Iteration 53Q (17178.570000 sec): 3 clusters Score: Raw -2341309.239384 + Penalty 4748.053838 = -2336561.185546 nChanged 1 SP:Iteration 54Q (17178.620000 sec): 3 clusters Score: Raw -2341309.412691 + Penalty 4748.053838 = -2336561.358853 nChanged 2 SP:Iteration 55Q (17178.670000 sec): 3 clusters Score: Raw -2341309.685202 + Penalty 4748.053838 = -2336561.631364 nChanged 1 SP:Iteration 56Q (17178.710000 sec): 3 clusters Score: Raw -2341309.858557 + Penalty 4748.053838 = -2336561.804719 nChanged 0 SP:Iteration 57F (17178.770000 sec): 3 clusters Score: Raw -2341309.858557 + Penalty 4748.053838 = -2336561.804719 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 3 (1584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17178.780000 sec): 2 clusters Score: Raw -227540.440059 + Penalty 1827.191726 = -225713.248333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17178.790000 sec): 3 clusters Score: Raw -227082.488390 + Penalty 3654.383452 = -223428.104938 nChanged 488 SP:Iteration 1F (17178.800000 sec): 3 clusters Score: Raw -227516.669625 + Penalty 3654.383452 = -223862.286173 nChanged 107 SP:Iteration 2F (17178.800000 sec): 3 clusters Score: Raw -227632.604896 + Penalty 3654.383452 = -223978.221444 nChanged 61 SP:Iteration 3Q (17178.810000 sec): 3 clusters Score: Raw -227694.278778 + Penalty 3654.383452 = -224039.895326 nChanged 37 SP:Iteration 4Q (17178.820000 sec): 3 clusters Score: Raw -227731.563159 + Penalty 3654.383452 = -224077.179707 nChanged 35 SP:Iteration 5Q (17178.820000 sec): 3 clusters Score: Raw -227764.376405 + Penalty 3654.383452 = -224109.992953 nChanged 23 SP:Iteration 6Q (17178.830000 sec): 3 clusters Score: Raw -227781.335932 + Penalty 3654.383452 = -224126.952480 nChanged 17 SP:Iteration 7Q (17178.840000 sec): 3 clusters Score: Raw -227791.637497 + Penalty 3654.383452 = -224137.254046 nChanged 8 SP:Iteration 8Q (17178.840000 sec): 3 clusters Score: Raw -227799.661254 + Penalty 3654.383452 = -224145.277802 nChanged 10 SP:Iteration 9Q (17178.850000 sec): 3 clusters Score: Raw -227808.104718 + Penalty 3654.383452 = -224153.721266 nChanged 6 SP:Iteration 10Q (17178.860000 sec): 3 clusters Score: Raw -227812.108479 + Penalty 3654.383452 = -224157.725027 nChanged 8 SP:Iteration 11Q (17178.860000 sec): 3 clusters Score: Raw -227822.419923 + Penalty 3654.383452 = -224168.036472 nChanged 13 SP:Iteration 12Q (17178.870000 sec): 3 clusters Score: Raw -227838.749752 + Penalty 3654.383452 = -224184.366301 nChanged 17 SP:Iteration 13Q (17178.880000 sec): 3 clusters Score: Raw -227857.257008 + Penalty 3654.383452 = -224202.873556 nChanged 10 SP:Iteration 14Q (17178.890000 sec): 3 clusters Score: Raw -227865.564284 + Penalty 3654.383452 = -224211.180832 nChanged 9 SP:Iteration 15Q (17178.890000 sec): 3 clusters Score: Raw -227874.376709 + Penalty 3654.383452 = -224219.993257 nChanged 6 SP:Iteration 16Q (17178.900000 sec): 3 clusters Score: Raw -227880.867195 + Penalty 3654.383452 = -224226.483743 nChanged 4 SP:Iteration 17Q (17178.900000 sec): 3 clusters Score: Raw -227883.730764 + Penalty 3654.383452 = -224229.347313 nChanged 2 SP:Iteration 18Q (17178.910000 sec): 3 clusters Score: Raw -227885.246425 + Penalty 3654.383452 = -224230.862974 nChanged 3 SP:Iteration 19Q (17178.920000 sec): 3 clusters Score: Raw -227887.158016 + Penalty 3654.383452 = -224232.774564 nChanged 1 SP:Iteration 20F (17178.920000 sec): 3 clusters Score: Raw -227887.706381 + Penalty 3654.383452 = -224233.322929 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 4 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17178.930000 sec): 2 clusters Score: Raw -72896.426781 + Penalty 1537.726275 = -71358.700506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17178.930000 sec): 3 clusters Score: Raw -72933.228674 + Penalty 3075.452550 = -69857.776124 nChanged 101 SP:Iteration 1F (17178.940000 sec): 3 clusters Score: Raw -73171.092389 + Penalty 3075.452550 = -70095.639839 nChanged 25 SP:Iteration 2F (17178.940000 sec): 3 clusters Score: Raw -73272.476854 + Penalty 3075.452550 = -70197.024304 nChanged 18 SP:Iteration 3Q (17178.940000 sec): 3 clusters Score: Raw -73386.510749 + Penalty 3075.452550 = -70311.058198 nChanged 24 SP:Iteration 4Q (17178.940000 sec): 3 clusters Score: Raw -73481.814480 + Penalty 3075.452550 = -70406.361929 nChanged 12 SP:Iteration 5Q (17178.940000 sec): 3 clusters Score: Raw -73515.127186 + Penalty 3075.452550 = -70439.674636 nChanged 8 SP:Iteration 6Q (17178.940000 sec): 3 clusters Score: Raw -73537.769980 + Penalty 3075.452550 = -70462.317430 nChanged 6 SP:Iteration 7Q (17178.940000 sec): 3 clusters Score: Raw -73560.154127 + Penalty 3075.452550 = -70484.701576 nChanged 6 SP:Iteration 8Q (17178.950000 sec): 3 clusters Score: Raw -73573.193337 + Penalty 3075.452550 = -70497.740787 nChanged 1 SP:Iteration 9Q (17178.950000 sec): 3 clusters Score: Raw -73576.461028 + Penalty 3075.452550 = -70501.008478 nChanged 0 SP:Iteration 10F (17178.950000 sec): 3 clusters Score: Raw -73576.461028 + Penalty 3075.452550 = -70501.008478 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 6 (13168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17179.000000 sec): 2 clusters Score: Raw -2119625.265707 + Penalty 2352.415141 = -2117272.850566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17179.060000 sec): 3 clusters Score: Raw -2112239.512477 + Penalty 4704.830282 = -2107534.682195 nChanged 5621 SP:Iteration 1F (17179.110000 sec): 3 clusters Score: Raw -2115272.926487 + Penalty 4704.830282 = -2110568.096205 nChanged 836 SP:Iteration 2F (17179.160000 sec): 3 clusters Score: Raw -2115704.288196 + Penalty 4704.830282 = -2110999.457914 nChanged 755 SP:Iteration 3F (17179.220000 sec): 3 clusters Score: Raw -2116164.954813 + Penalty 4704.830282 = -2111460.124531 nChanged 739 SP:Iteration 4F (17179.270000 sec): 3 clusters Score: Raw -2116732.534854 + Penalty 4704.830282 = -2112027.704572 nChanged 773 SP:Iteration 5F (17179.320000 sec): 3 clusters Score: Raw -2117429.091285 + Penalty 4704.830282 = -2112724.261003 nChanged 893 SP:Iteration 6F (17179.380000 sec): 3 clusters Score: Raw -2118212.990822 + Penalty 4704.830282 = -2113508.160541 nChanged 875 SP:Iteration 7F (17179.430000 sec): 3 clusters Score: Raw -2118907.786198 + Penalty 4704.830282 = -2114202.955916 nChanged 820 SP:Iteration 8F (17179.480000 sec): 3 clusters Score: Raw -2119495.903439 + Penalty 4704.830282 = -2114791.073157 nChanged 614 SP:Iteration 9Q (17179.540000 sec): 3 clusters Score: Raw -2119870.748531 + Penalty 4704.830282 = -2115165.918249 nChanged 448 SP:Iteration 10Q (17179.590000 sec): 3 clusters Score: Raw -2120084.422790 + Penalty 4704.830282 = -2115379.592508 nChanged 341 SP:Iteration 11Q (17179.640000 sec): 3 clusters Score: Raw -2120230.750836 + Penalty 4704.830282 = -2115525.920554 nChanged 245 SP:Iteration 12Q (17179.690000 sec): 3 clusters Score: Raw -2120336.132531 + Penalty 4704.830282 = -2115631.302249 nChanged 195 SP:Iteration 13Q (17179.740000 sec): 3 clusters Score: Raw -2120419.662783 + Penalty 4704.830282 = -2115714.832501 nChanged 170 SP:Iteration 14Q (17179.800000 sec): 3 clusters Score: Raw -2120480.514757 + Penalty 4704.830282 = -2115775.684475 nChanged 141 SP:Iteration 15Q (17179.850000 sec): 3 clusters Score: Raw -2120521.166386 + Penalty 4704.830282 = -2115816.336104 nChanged 114 SP:Iteration 16Q (17179.900000 sec): 3 clusters Score: Raw -2120549.919292 + Penalty 4704.830282 = -2115845.089010 nChanged 86 SP:Iteration 17Q (17179.950000 sec): 3 clusters Score: Raw -2120571.850670 + Penalty 4704.830282 = -2115867.020388 nChanged 81 SP:Iteration 18Q (17180.000000 sec): 3 clusters Score: Raw -2120592.670002 + Penalty 4704.830282 = -2115887.839720 nChanged 76 SP:Iteration 19Q (17180.050000 sec): 3 clusters Score: Raw -2120612.893345 + Penalty 4704.830282 = -2115908.063063 nChanged 83 SP:Iteration 20F (17180.100000 sec): 3 clusters Score: Raw -2120633.625972 + Penalty 4704.830282 = -2115928.795691 nChanged 85 SP:Iteration 21Q (17180.160000 sec): 3 clusters Score: Raw -2120654.272497 + Penalty 4704.830282 = -2115949.442216 nChanged 79 SP:Iteration 22Q (17180.200000 sec): 3 clusters Score: Raw -2120674.964909 + Penalty 4704.830282 = -2115970.134627 nChanged 77 SP:Iteration 23Q (17180.260000 sec): 3 clusters Score: Raw -2120692.083153 + Penalty 4704.830282 = -2115987.252871 nChanged 51 SP:Iteration 24Q (17180.310000 sec): 3 clusters Score: Raw -2120702.334920 + Penalty 4704.830282 = -2115997.504638 nChanged 54 SP:Iteration 25Q (17180.360000 sec): 3 clusters Score: Raw -2120715.684751 + Penalty 4704.830282 = -2116010.854469 nChanged 62 SP:Iteration 26Q (17180.410000 sec): 3 clusters Score: Raw -2120730.688022 + Penalty 4704.830282 = -2116025.857740 nChanged 74 SP:Iteration 27Q (17180.460000 sec): 3 clusters Score: Raw -2120752.201795 + Penalty 4704.830282 = -2116047.371514 nChanged 73 SP:Iteration 28Q (17180.510000 sec): 3 clusters Score: Raw -2120770.463032 + Penalty 4704.830282 = -2116065.632750 nChanged 60 SP:Iteration 29Q (17180.560000 sec): 3 clusters Score: Raw -2120785.619188 + Penalty 4704.830282 = -2116080.788906 nChanged 56 SP:Iteration 30Q (17180.620000 sec): 3 clusters Score: Raw -2120800.159958 + Penalty 4704.830282 = -2116095.329676 nChanged 54 SP:Iteration 31Q (17180.660000 sec): 3 clusters Score: Raw -2120813.933142 + Penalty 4704.830282 = -2116109.102860 nChanged 49 SP:Iteration 32Q (17180.720000 sec): 3 clusters Score: Raw -2120824.640255 + Penalty 4704.830282 = -2116119.809974 nChanged 41 SP:Iteration 33Q (17180.760000 sec): 3 clusters Score: Raw -2120834.257159 + Penalty 4704.830282 = -2116129.426877 nChanged 43 SP:Iteration 34Q (17180.810000 sec): 3 clusters Score: Raw -2120844.904925 + Penalty 4704.830282 = -2116140.074643 nChanged 43 SP:Iteration 35Q (17180.860000 sec): 3 clusters Score: Raw -2120854.570248 + Penalty 4704.830282 = -2116149.739966 nChanged 41 SP:Iteration 36Q (17180.910000 sec): 3 clusters Score: Raw -2120864.809121 + Penalty 4704.830282 = -2116159.978839 nChanged 41 SP:Iteration 37Q (17180.960000 sec): 3 clusters Score: Raw -2120873.206784 + Penalty 4704.830282 = -2116168.376502 nChanged 38 SP:Iteration 38Q (17181.010000 sec): 3 clusters Score: Raw -2120881.944711 + Penalty 4704.830282 = -2116177.114429 nChanged 40 SP:Iteration 39Q (17181.060000 sec): 3 clusters Score: Raw -2120892.069915 + Penalty 4704.830282 = -2116187.239633 nChanged 34 SP:Iteration 40F (17181.110000 sec): 3 clusters Score: Raw -2120903.661334 + Penalty 4704.830282 = -2116198.831052 nChanged 45 SP:Iteration 41Q (17181.160000 sec): 3 clusters Score: Raw -2120921.709204 + Penalty 4704.830282 = -2116216.878922 nChanged 49 SP:Iteration 42Q (17181.210000 sec): 3 clusters Score: Raw -2120942.931130 + Penalty 4704.830282 = -2116238.100848 nChanged 49 SP:Iteration 43Q (17181.260000 sec): 3 clusters Score: Raw -2120959.719117 + Penalty 4704.830282 = -2116254.888836 nChanged 53 SP:Iteration 44Q (17181.310000 sec): 3 clusters Score: Raw -2120978.904798 + Penalty 4704.830282 = -2116274.074517 nChanged 46 SP:Iteration 45Q (17181.360000 sec): 3 clusters Score: Raw -2120993.771500 + Penalty 4704.830282 = -2116288.941218 nChanged 39 SP:Iteration 46Q (17181.400000 sec): 3 clusters Score: Raw -2121010.248497 + Penalty 4704.830282 = -2116305.418215 nChanged 53 SP:Iteration 47Q (17181.450000 sec): 3 clusters Score: Raw -2121037.219633 + Penalty 4704.830282 = -2116332.389351 nChanged 70 SP:Iteration 48Q (17181.500000 sec): 3 clusters Score: Raw -2121075.240844 + Penalty 4704.830282 = -2116370.410562 nChanged 78 SP:Iteration 49Q (17181.550000 sec): 3 clusters Score: Raw -2121123.924298 + Penalty 4704.830282 = -2116419.094016 nChanged 95 SP:Iteration 50Q (17181.600000 sec): 3 clusters Score: Raw -2121181.880576 + Penalty 4704.830282 = -2116477.050294 nChanged 92 SP:Iteration 51Q (17181.640000 sec): 3 clusters Score: Raw -2121248.090526 + Penalty 4704.830282 = -2116543.260244 nChanged 99 SP:Iteration 52Q (17181.690000 sec): 3 clusters Score: Raw -2121339.856604 + Penalty 4704.830282 = -2116635.026322 nChanged 103 SP:Iteration 53Q (17181.740000 sec): 3 clusters Score: Raw -2121435.355482 + Penalty 4704.830282 = -2116730.525201 nChanged 97 SP:Iteration 54Q (17181.780000 sec): 3 clusters Score: Raw -2121521.759626 + Penalty 4704.830282 = -2116816.929345 nChanged 97 SP:Iteration 55Q (17181.830000 sec): 3 clusters Score: Raw -2121597.929927 + Penalty 4704.830282 = -2116893.099645 nChanged 88 SP:Iteration 56Q (17181.870000 sec): 3 clusters Score: Raw -2121658.061355 + Penalty 4704.830282 = -2116953.231074 nChanged 73 SP:Iteration 57Q (17181.920000 sec): 3 clusters Score: Raw -2121702.976354 + Penalty 4704.830282 = -2116998.146072 nChanged 69 SP:Iteration 58Q (17181.970000 sec): 3 clusters Score: Raw -2121736.701545 + Penalty 4704.830282 = -2117031.871263 nChanged 58 SP:Iteration 59Q (17182.010000 sec): 3 clusters Score: Raw -2121761.422478 + Penalty 4704.830282 = -2117056.592196 nChanged 47 SP:Iteration 60F (17182.060000 sec): 3 clusters Score: Raw -2121779.985148 + Penalty 4704.830282 = -2117075.154866 nChanged 42 SP:Iteration 61Q (17182.110000 sec): 3 clusters Score: Raw -2121794.228297 + Penalty 4704.830282 = -2117089.398015 nChanged 27 SP:Iteration 62Q (17182.150000 sec): 3 clusters Score: Raw -2121803.650412 + Penalty 4704.830282 = -2117098.820130 nChanged 23 SP:Iteration 63Q (17182.200000 sec): 3 clusters Score: Raw -2121811.940529 + Penalty 4704.830282 = -2117107.110247 nChanged 14 SP:Iteration 64Q (17182.240000 sec): 3 clusters Score: Raw -2121815.731324 + Penalty 4704.830282 = -2117110.901042 nChanged 15 SP:Iteration 65Q (17182.280000 sec): 3 clusters Score: Raw -2121820.036804 + Penalty 4704.830282 = -2117115.206522 nChanged 12 SP:Iteration 66Q (17182.320000 sec): 3 clusters Score: Raw -2121823.243733 + Penalty 4704.830282 = -2117118.413451 nChanged 5 SP:Iteration 67Q (17182.370000 sec): 3 clusters Score: Raw -2121824.835258 + Penalty 4704.830282 = -2117120.004976 nChanged 10 SP:Iteration 68Q (17182.410000 sec): 3 clusters Score: Raw -2121827.154718 + Penalty 4704.830282 = -2117122.324436 nChanged 6 SP:Iteration 69Q (17182.460000 sec): 3 clusters Score: Raw -2121828.640720 + Penalty 4704.830282 = -2117123.810438 nChanged 6 SP:Iteration 70Q (17182.500000 sec): 3 clusters Score: Raw -2121829.779408 + Penalty 4704.830282 = -2117124.949126 nChanged 3 SP:Iteration 71Q (17182.540000 sec): 3 clusters Score: Raw -2121830.609947 + Penalty 4704.830282 = -2117125.779665 nChanged 3 SP:Iteration 72Q (17182.580000 sec): 3 clusters Score: Raw -2121831.137200 + Penalty 4704.830282 = -2117126.306919 nChanged 2 SP:Iteration 73Q (17182.630000 sec): 3 clusters Score: Raw -2121831.381049 + Penalty 4704.830282 = -2117126.550767 nChanged 1 SP:Iteration 74Q (17182.670000 sec): 3 clusters Score: Raw -2121831.534051 + Penalty 4704.830282 = -2117126.703770 nChanged 0 SP:Iteration 75F (17182.720000 sec): 3 clusters Score: Raw -2121831.534051 + Penalty 4704.830282 = -2117126.703770 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 7 (15748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17182.780000 sec): 2 clusters Score: Raw -2434028.257851 + Penalty 2396.788226 = -2431631.469626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17182.840000 sec): 3 clusters Score: Raw -2425092.284565 + Penalty 4793.576451 = -2420298.708114 nChanged 6781 SP:Iteration 1F (17182.910000 sec): 3 clusters Score: Raw -2429124.540084 + Penalty 4793.576451 = -2424330.963632 nChanged 1231 SP:Iteration 2F (17182.980000 sec): 3 clusters Score: Raw -2429953.818088 + Penalty 4793.576451 = -2425160.241636 nChanged 1166 SP:Iteration 3F (17183.040000 sec): 3 clusters Score: Raw -2430824.265607 + Penalty 4793.576451 = -2426030.689155 nChanged 1060 SP:Iteration 4F (17183.100000 sec): 3 clusters Score: Raw -2431599.580718 + Penalty 4793.576451 = -2426806.004267 nChanged 999 SP:Iteration 5F (17183.170000 sec): 3 clusters Score: Raw -2432295.115112 + Penalty 4793.576451 = -2427501.538661 nChanged 902 SP:Iteration 6F (17183.230000 sec): 3 clusters Score: Raw -2432934.181863 + Penalty 4793.576451 = -2428140.605412 nChanged 805 SP:Iteration 7F (17183.300000 sec): 3 clusters Score: Raw -2433502.023935 + Penalty 4793.576451 = -2428708.447483 nChanged 678 SP:Iteration 8Q (17183.360000 sec): 3 clusters Score: Raw -2434002.306033 + Penalty 4793.576451 = -2429208.729581 nChanged 579 SP:Iteration 9Q (17183.420000 sec): 3 clusters Score: Raw -2434387.677294 + Penalty 4793.576451 = -2429594.100843 nChanged 480 SP:Iteration 10Q (17183.490000 sec): 3 clusters Score: Raw -2434664.785917 + Penalty 4793.576451 = -2429871.209465 nChanged 400 SP:Iteration 11Q (17183.550000 sec): 3 clusters Score: Raw -2434878.019945 + Penalty 4793.576451 = -2430084.443494 nChanged 351 SP:Iteration 12Q (17183.620000 sec): 3 clusters Score: Raw -2435064.112970 + Penalty 4793.576451 = -2430270.536518 nChanged 306 SP:Iteration 13Q (17183.680000 sec): 3 clusters Score: Raw -2435225.456825 + Penalty 4793.576451 = -2430431.880373 nChanged 258 SP:Iteration 14Q (17183.740000 sec): 3 clusters Score: Raw -2435356.114999 + Penalty 4793.576451 = -2430562.538548 nChanged 216 SP:Iteration 15Q (17183.800000 sec): 3 clusters Score: Raw -2435454.399103 + Penalty 4793.576451 = -2430660.822652 nChanged 171 SP:Iteration 16Q (17183.850000 sec): 3 clusters Score: Raw -2435526.269041 + Penalty 4793.576451 = -2430732.692590 nChanged 124 SP:Iteration 17Q (17183.910000 sec): 3 clusters Score: Raw -2435571.876157 + Penalty 4793.576451 = -2430778.299706 nChanged 108 SP:Iteration 18Q (17183.970000 sec): 3 clusters Score: Raw -2435605.768371 + Penalty 4793.576451 = -2430812.191920 nChanged 66 SP:Iteration 19Q (17184.030000 sec): 3 clusters Score: Raw -2435627.778385 + Penalty 4793.576451 = -2430834.201934 nChanged 69 SP:Iteration 20F (17184.090000 sec): 3 clusters Score: Raw -2435651.202870 + Penalty 4793.576451 = -2430857.626419 nChanged 46 SP:Iteration 21Q (17184.150000 sec): 3 clusters Score: Raw -2435664.981745 + Penalty 4793.576451 = -2430871.405293 nChanged 35 SP:Iteration 22Q (17184.200000 sec): 3 clusters Score: Raw -2435675.501740 + Penalty 4793.576451 = -2430881.925289 nChanged 24 SP:Iteration 23Q (17184.260000 sec): 3 clusters Score: Raw -2435680.809165 + Penalty 4793.576451 = -2430887.232714 nChanged 16 SP:Iteration 24Q (17184.320000 sec): 3 clusters Score: Raw -2435684.602714 + Penalty 4793.576451 = -2430891.026262 nChanged 12 SP:Iteration 25Q (17184.380000 sec): 3 clusters Score: Raw -2435687.774576 + Penalty 4793.576451 = -2430894.198124 nChanged 11 SP:Iteration 26Q (17184.430000 sec): 3 clusters Score: Raw -2435690.640467 + Penalty 4793.576451 = -2430897.064016 nChanged 12 SP:Iteration 27Q (17184.490000 sec): 3 clusters Score: Raw -2435694.238068 + Penalty 4793.576451 = -2430900.661616 nChanged 11 SP:Iteration 28Q (17184.550000 sec): 3 clusters Score: Raw -2435697.263270 + Penalty 4793.576451 = -2430903.686818 nChanged 11 SP:Iteration 29Q (17184.600000 sec): 3 clusters Score: Raw -2435700.088377 + Penalty 4793.576451 = -2430906.511926 nChanged 7 SP:Iteration 30Q (17184.660000 sec): 3 clusters Score: Raw -2435701.118002 + Penalty 4793.576451 = -2430907.541550 nChanged 3 SP:Iteration 31Q (17184.720000 sec): 3 clusters Score: Raw -2435701.893951 + Penalty 4793.576451 = -2430908.317500 nChanged 4 SP:Iteration 32Q (17184.770000 sec): 3 clusters Score: Raw -2435702.788480 + Penalty 4793.576451 = -2430909.212028 nChanged 2 SP:Iteration 33Q (17184.830000 sec): 3 clusters Score: Raw -2435703.054755 + Penalty 4793.576451 = -2430909.478304 nChanged 0 SP:Iteration 34F (17184.890000 sec): 3 clusters Score: Raw -2435703.054755 + Penalty 4793.576451 = -2430909.478304 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 8 (3130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17184.910000 sec): 2 clusters Score: Raw -506096.618343 + Penalty 1996.099494 = -504100.518849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17184.920000 sec): 3 clusters Score: Raw -504738.197202 + Penalty 3992.198989 = -500745.998213 nChanged 1084 SP:Iteration 1F (17184.940000 sec): 3 clusters Score: Raw -505389.526678 + Penalty 3992.198989 = -501397.327690 nChanged 240 SP:Iteration 2F (17184.950000 sec): 3 clusters Score: Raw -505555.239418 + Penalty 3992.198989 = -501563.040429 nChanged 139 SP:Iteration 3Q (17184.960000 sec): 3 clusters Score: Raw -505637.988139 + Penalty 3992.198989 = -501645.789151 nChanged 92 SP:Iteration 4Q (17184.980000 sec): 3 clusters Score: Raw -505690.175038 + Penalty 3992.198989 = -501697.976050 nChanged 77 SP:Iteration 5Q (17184.990000 sec): 3 clusters Score: Raw -505729.545048 + Penalty 3992.198989 = -501737.346059 nChanged 49 SP:Iteration 6Q (17185.010000 sec): 3 clusters Score: Raw -505758.985584 + Penalty 3992.198989 = -501766.786596 nChanged 40 SP:Iteration 7Q (17185.020000 sec): 3 clusters Score: Raw -505781.271392 + Penalty 3992.198989 = -501789.072403 nChanged 36 SP:Iteration 8Q (17185.030000 sec): 3 clusters Score: Raw -505799.117905 + Penalty 3992.198989 = -501806.918916 nChanged 32 SP:Iteration 9Q (17185.050000 sec): 3 clusters Score: Raw -505813.577683 + Penalty 3992.198989 = -501821.378694 nChanged 26 SP:Iteration 10Q (17185.060000 sec): 3 clusters Score: Raw -505827.852674 + Penalty 3992.198989 = -501835.653686 nChanged 24 SP:Iteration 11Q (17185.070000 sec): 3 clusters Score: Raw -505838.861055 + Penalty 3992.198989 = -501846.662066 nChanged 20 SP:Iteration 12Q (17185.080000 sec): 3 clusters Score: Raw -505845.128378 + Penalty 3992.198989 = -501852.929389 nChanged 10 SP:Iteration 13Q (17185.100000 sec): 3 clusters Score: Raw -505848.395804 + Penalty 3992.198989 = -501856.196816 nChanged 7 SP:Iteration 14Q (17185.110000 sec): 3 clusters Score: Raw -505851.360204 + Penalty 3992.198989 = -501859.161215 nChanged 9 SP:Iteration 15Q (17185.120000 sec): 3 clusters Score: Raw -505854.572820 + Penalty 3992.198989 = -501862.373832 nChanged 8 SP:Iteration 16Q (17185.140000 sec): 3 clusters Score: Raw -505856.506754 + Penalty 3992.198989 = -501864.307765 nChanged 9 SP:Iteration 17Q (17185.150000 sec): 3 clusters Score: Raw -505859.647557 + Penalty 3992.198989 = -501867.448568 nChanged 8 SP:Iteration 18Q (17185.160000 sec): 3 clusters Score: Raw -505862.840846 + Penalty 3992.198989 = -501870.641857 nChanged 5 SP:Iteration 19Q (17185.170000 sec): 3 clusters Score: Raw -505864.209632 + Penalty 3992.198989 = -501872.010644 nChanged 2 SP:Iteration 20F (17185.190000 sec): 3 clusters Score: Raw -505864.809345 + Penalty 3992.198989 = -501872.610357 nChanged 4 SP:Iteration 21Q (17185.200000 sec): 3 clusters Score: Raw -505867.050602 + Penalty 3992.198989 = -501874.851613 nChanged 3 SP:Iteration 22Q (17185.210000 sec): 3 clusters Score: Raw -505869.458180 + Penalty 3992.198989 = -501877.259191 nChanged 4 SP:Iteration 23Q (17185.220000 sec): 3 clusters Score: Raw -505873.192459 + Penalty 3992.198989 = -501880.993470 nChanged 8 SP:Iteration 24Q (17185.240000 sec): 3 clusters Score: Raw -505877.347640 + Penalty 3992.198989 = -501885.148652 nChanged 5 SP:Iteration 25Q (17185.250000 sec): 3 clusters Score: Raw -505879.166744 + Penalty 3992.198989 = -501886.967755 nChanged 4 SP:Iteration 26Q (17185.260000 sec): 3 clusters Score: Raw -505881.412159 + Penalty 3992.198989 = -501889.213170 nChanged 5 SP:Iteration 27Q (17185.280000 sec): 3 clusters Score: Raw -505884.152886 + Penalty 3992.198989 = -501891.953897 nChanged 4 SP:Iteration 28Q (17185.290000 sec): 3 clusters Score: Raw -505885.328967 + Penalty 3992.198989 = -501893.129978 nChanged 5 SP:Iteration 29Q (17185.300000 sec): 3 clusters Score: Raw -505886.840892 + Penalty 3992.198989 = -501894.641903 nChanged 5 SP:Iteration 30Q (17185.320000 sec): 3 clusters Score: Raw -505887.725025 + Penalty 3992.198989 = -501895.526037 nChanged 2 SP:Iteration 31Q (17185.330000 sec): 3 clusters Score: Raw -505888.656289 + Penalty 3992.198989 = -501896.457300 nChanged 2 SP:Iteration 32Q (17185.340000 sec): 3 clusters Score: Raw -505889.353402 + Penalty 3992.198989 = -501897.154414 nChanged 0 SP:Iteration 33F (17185.350000 sec): 3 clusters Score: Raw -505889.353402 + Penalty 3992.198989 = -501897.154414 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 9 (1020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17185.360000 sec): 2 clusters Score: Raw -165630.769240 + Penalty 1718.034361 = -163912.734879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17185.360000 sec): 3 clusters Score: Raw -165400.101230 + Penalty 3436.068722 = -161964.032508 nChanged 253 SP:Iteration 1F (17185.370000 sec): 3 clusters Score: Raw -165666.368281 + Penalty 3436.068722 = -162230.299559 nChanged 55 SP:Iteration 2F (17185.370000 sec): 3 clusters Score: Raw -165732.921951 + Penalty 3436.068722 = -162296.853230 nChanged 18 SP:Iteration 3Q (17185.380000 sec): 3 clusters Score: Raw -165749.255342 + Penalty 3436.068722 = -162313.186620 nChanged 8 SP:Iteration 4Q (17185.380000 sec): 3 clusters Score: Raw -165758.276858 + Penalty 3436.068722 = -162322.208136 nChanged 9 SP:Iteration 5Q (17185.380000 sec): 3 clusters Score: Raw -165768.345018 + Penalty 3436.068722 = -162332.276297 nChanged 7 SP:Iteration 6Q (17185.390000 sec): 3 clusters Score: Raw -165773.853744 + Penalty 3436.068722 = -162337.785022 nChanged 5 SP:Iteration 7Q (17185.400000 sec): 3 clusters Score: Raw -165777.686091 + Penalty 3436.068722 = -162341.617369 nChanged 3 SP:Iteration 8Q (17185.400000 sec): 3 clusters Score: Raw -165781.515282 + Penalty 3436.068722 = -162345.446560 nChanged 7 SP:Iteration 9Q (17185.400000 sec): 3 clusters Score: Raw -165791.415720 + Penalty 3436.068722 = -162355.346999 nChanged 6 SP:Iteration 10Q (17185.410000 sec): 3 clusters Score: Raw -165797.005978 + Penalty 3436.068722 = -162360.937256 nChanged 5 SP:Iteration 11Q (17185.410000 sec): 3 clusters Score: Raw -165802.745109 + Penalty 3436.068722 = -162366.676387 nChanged 4 SP:Iteration 12Q (17185.420000 sec): 3 clusters Score: Raw -165809.064209 + Penalty 3436.068722 = -162372.995488 nChanged 1 SP:Iteration 13Q (17185.420000 sec): 3 clusters Score: Raw -165810.233092 + Penalty 3436.068722 = -162374.164370 nChanged 1 SP:Iteration 14Q (17185.420000 sec): 3 clusters Score: Raw -165811.377875 + Penalty 3436.068722 = -162375.309154 nChanged 2 SP:Iteration 15Q (17185.430000 sec): 3 clusters Score: Raw -165813.788392 + Penalty 3436.068722 = -162377.719670 nChanged 3 SP:Iteration 16Q (17185.430000 sec): 3 clusters Score: Raw -165814.916319 + Penalty 3436.068722 = -162378.847597 nChanged 0 SP:Iteration 17F (17185.440000 sec): 3 clusters Score: Raw -165814.916319 + Penalty 3436.068722 = -162378.847597 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 10 (5101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17185.460000 sec): 2 clusters Score: Raw -776855.388082 + Penalty 2117.223586 = -774738.164496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17185.480000 sec): 3 clusters Score: Raw -774412.864231 + Penalty 4234.447171 = -770178.417060 nChanged 1983 SP:Iteration 1F (17185.500000 sec): 3 clusters Score: Raw -775671.076639 + Penalty 4234.447171 = -771436.629467 nChanged 461 SP:Iteration 2F (17185.520000 sec): 3 clusters Score: Raw -776035.797618 + Penalty 4234.447171 = -771801.350447 nChanged 320 SP:Iteration 3F (17185.540000 sec): 3 clusters Score: Raw -776298.543464 + Penalty 4234.447171 = -772064.096292 nChanged 270 SP:Iteration 4F (17185.560000 sec): 3 clusters Score: Raw -776510.870841 + Penalty 4234.447171 = -772276.423670 nChanged 234 SP:Iteration 5Q (17185.580000 sec): 3 clusters Score: Raw -776707.170329 + Penalty 4234.447171 = -772472.723158 nChanged 218 SP:Iteration 6Q (17185.600000 sec): 3 clusters Score: Raw -776890.989614 + Penalty 4234.447171 = -772656.542442 nChanged 207 SP:Iteration 7Q (17185.620000 sec): 3 clusters Score: Raw -777045.638832 + Penalty 4234.447171 = -772811.191661 nChanged 190 SP:Iteration 8Q (17185.640000 sec): 3 clusters Score: Raw -777187.738377 + Penalty 4234.447171 = -772953.291205 nChanged 165 SP:Iteration 9Q (17185.660000 sec): 3 clusters Score: Raw -777298.836560 + Penalty 4234.447171 = -773064.389388 nChanged 132 SP:Iteration 10Q (17185.680000 sec): 3 clusters Score: Raw -777388.111552 + Penalty 4234.447171 = -773153.664381 nChanged 124 SP:Iteration 11Q (17185.700000 sec): 3 clusters Score: Raw -777462.176880 + Penalty 4234.447171 = -773227.729708 nChanged 95 SP:Iteration 12Q (17185.720000 sec): 3 clusters Score: Raw -777518.806365 + Penalty 4234.447171 = -773284.359193 nChanged 85 SP:Iteration 13Q (17185.740000 sec): 3 clusters Score: Raw -777563.341543 + Penalty 4234.447171 = -773328.894371 nChanged 80 SP:Iteration 14Q (17185.760000 sec): 3 clusters Score: Raw -777604.266628 + Penalty 4234.447171 = -773369.819457 nChanged 58 SP:Iteration 15Q (17185.780000 sec): 3 clusters Score: Raw -777630.604986 + Penalty 4234.447171 = -773396.157815 nChanged 45 SP:Iteration 16Q (17185.800000 sec): 3 clusters Score: Raw -777651.901297 + Penalty 4234.447171 = -773417.454125 nChanged 44 SP:Iteration 17Q (17185.820000 sec): 3 clusters Score: Raw -777676.280987 + Penalty 4234.447171 = -773441.833816 nChanged 39 SP:Iteration 18Q (17185.840000 sec): 3 clusters Score: Raw -777697.730421 + Penalty 4234.447171 = -773463.283249 nChanged 34 SP:Iteration 19Q (17185.860000 sec): 3 clusters Score: Raw -777711.159296 + Penalty 4234.447171 = -773476.712124 nChanged 20 SP:Iteration 20F (17185.880000 sec): 3 clusters Score: Raw -777717.354066 + Penalty 4234.447171 = -773482.906894 nChanged 15 SP:Iteration 21Q (17185.900000 sec): 3 clusters Score: Raw -777723.404447 + Penalty 4234.447171 = -773488.957275 nChanged 17 SP:Iteration 22Q (17185.920000 sec): 3 clusters Score: Raw -777728.966805 + Penalty 4234.447171 = -773494.519633 nChanged 13 SP:Iteration 23Q (17185.940000 sec): 3 clusters Score: Raw -777734.924360 + Penalty 4234.447171 = -773500.477189 nChanged 17 SP:Iteration 24Q (17185.960000 sec): 3 clusters Score: Raw -777738.727471 + Penalty 4234.447171 = -773504.280299 nChanged 6 SP:Iteration 25Q (17185.980000 sec): 3 clusters Score: Raw -777739.960941 + Penalty 4234.447171 = -773505.513769 nChanged 5 SP:Iteration 26Q (17186.000000 sec): 3 clusters Score: Raw -777741.328981 + Penalty 4234.447171 = -773506.881809 nChanged 4 SP:Iteration 27Q (17186.020000 sec): 3 clusters Score: Raw -777743.115099 + Penalty 4234.447171 = -773508.667927 nChanged 6 SP:Iteration 28Q (17186.040000 sec): 3 clusters Score: Raw -777744.336464 + Penalty 4234.447171 = -773509.889293 nChanged 4 SP:Iteration 29Q (17186.060000 sec): 3 clusters Score: Raw -777745.386790 + Penalty 4234.447171 = -773510.939618 nChanged 2 SP:Iteration 30Q (17186.080000 sec): 3 clusters Score: Raw -777745.998712 + Penalty 4234.447171 = -773511.551541 nChanged 1 SP:Iteration 31Q (17186.100000 sec): 3 clusters Score: Raw -777746.258681 + Penalty 4234.447171 = -773511.811509 nChanged 2 SP:Iteration 32Q (17186.120000 sec): 3 clusters Score: Raw -777746.475684 + Penalty 4234.447171 = -773512.028513 nChanged 0 SP:Iteration 33F (17186.140000 sec): 3 clusters Score: Raw -777746.475684 + Penalty 4234.447171 = -773512.028513 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 11 (848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17186.140000 sec): 2 clusters Score: Raw -133478.863663 + Penalty 1672.234398 = -131806.629266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17186.150000 sec): 3 clusters Score: Raw -133346.954090 + Penalty 3344.468795 = -130002.485295 nChanged 203 SP:Iteration 1F (17186.150000 sec): 3 clusters Score: Raw -133635.579099 + Penalty 3344.468795 = -130291.110304 nChanged 53 SP:Iteration 2F (17186.160000 sec): 3 clusters Score: Raw -133720.654539 + Penalty 3344.468795 = -130376.185744 nChanged 17 SP:Iteration 3Q (17186.160000 sec): 3 clusters Score: Raw -133745.333159 + Penalty 3344.468795 = -130400.864363 nChanged 14 SP:Iteration 4Q (17186.160000 sec): 3 clusters Score: Raw -133764.939135 + Penalty 3344.468795 = -130420.470340 nChanged 11 SP:Iteration 5Q (17186.170000 sec): 3 clusters Score: Raw -133781.754991 + Penalty 3344.468795 = -130437.286195 nChanged 13 SP:Iteration 6Q (17186.170000 sec): 3 clusters Score: Raw -133799.755124 + Penalty 3344.468795 = -130455.286329 nChanged 7 SP:Iteration 7Q (17186.170000 sec): 3 clusters Score: Raw -133810.693099 + Penalty 3344.468795 = -130466.224303 nChanged 6 SP:Iteration 8Q (17186.180000 sec): 3 clusters Score: Raw -133821.935277 + Penalty 3344.468795 = -130477.466482 nChanged 4 SP:Iteration 9Q (17186.180000 sec): 3 clusters Score: Raw -133831.329636 + Penalty 3344.468795 = -130486.860841 nChanged 0 SP:Iteration 10F (17186.180000 sec): 3 clusters Score: Raw -133831.329636 + Penalty 3344.468795 = -130486.860841 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 12 (626860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17188.440000 sec): 2 clusters Score: Raw -99759949.472187 + Penalty 3310.422670 = -99756639.049516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17191.140000 sec): 3 clusters Score: Raw -99338823.234995 + Penalty 6620.845341 = -99332202.389654 nChanged 306833 SP:Iteration 1F (17193.780000 sec): 3 clusters Score: Raw -99524263.392353 + Penalty 6620.845341 = -99517642.547012 nChanged 14445 SP:Iteration 2Q (17196.470000 sec): 3 clusters Score: Raw -99526963.778971 + Penalty 6620.845341 = -99520342.933631 nChanged 16587 SP:Iteration 3Q (17199.150000 sec): 3 clusters Score: Raw -99530832.073650 + Penalty 6620.845341 = -99524211.228309 nChanged 19829 SP:Iteration 4Q (17201.820000 sec): 3 clusters Score: Raw -99536532.002065 + Penalty 6620.845341 = -99529911.156724 nChanged 23459 SP:Iteration 5Q (17204.510000 sec): 3 clusters Score: Raw -99544544.359593 + Penalty 6620.845341 = -99537923.514253 nChanged 27441 SP:Iteration 6Q (17207.200000 sec): 3 clusters Score: Raw -99554832.192527 + Penalty 6620.845341 = -99548211.347187 nChanged 29901 SP:Iteration 7Q (17209.870000 sec): 3 clusters Score: Raw -99566792.829628 + Penalty 6620.845341 = -99560171.984287 nChanged 31025 SP:Iteration 8Q (17212.550000 sec): 3 clusters Score: Raw -99579671.283854 + Penalty 6620.845341 = -99573050.438513 nChanged 30538 SP:Iteration 9Q (17215.240000 sec): 3 clusters Score: Raw -99593079.506606 + Penalty 6620.845341 = -99586458.661265 nChanged 30025 SP:Iteration 10Q (17217.920000 sec): 3 clusters Score: Raw -99608472.571994 + Penalty 6620.845341 = -99601851.726653 nChanged 30771 SP:Iteration 11Q (17220.590000 sec): 3 clusters Score: Raw -99628122.083696 + Penalty 6620.845341 = -99621501.238356 nChanged 32669 SP:Iteration 12F (17223.230000 sec): 3 clusters Score: Raw -99652722.964994 + Penalty 6620.845341 = -99646102.119653 nChanged 32896 SP:Iteration 13F (17225.880000 sec): 3 clusters Score: Raw -99675859.870340 + Penalty 6620.845341 = -99669239.024999 nChanged 27374 SP:Iteration 14Q (17228.490000 sec): 3 clusters Score: Raw -99689622.525431 + Penalty 6620.845341 = -99683001.680091 nChanged 18783 SP:Iteration 15Q (17231.100000 sec): 3 clusters Score: Raw -99696296.356945 + Penalty 6620.845341 = -99689675.511604 nChanged 13093 SP:Iteration 16Q (17233.620000 sec): 3 clusters Score: Raw -99700282.734315 + Penalty 6620.845341 = -99693661.888974 nChanged 10321 SP:Iteration 17Q (17236.120000 sec): 3 clusters Score: Raw -99703190.676593 + Penalty 6620.845341 = -99696569.831253 nChanged 8877 SP:Iteration 18Q (17238.620000 sec): 3 clusters Score: Raw -99705519.032019 + Penalty 6620.845341 = -99698898.186678 nChanged 8058 SP:Iteration 19Q (17241.130000 sec): 3 clusters Score: Raw -99707527.734299 + Penalty 6620.845341 = -99700906.888959 nChanged 7296 SP:Iteration 20F (17243.770000 sec): 3 clusters Score: Raw -99709216.669872 + Penalty 6620.845341 = -99702595.824532 nChanged 6507 SP:Iteration 21Q (17246.300000 sec): 3 clusters Score: Raw -99710588.954658 + Penalty 6620.845341 = -99703968.109317 nChanged 5782 SP:Iteration 22Q (17248.800000 sec): 3 clusters Score: Raw -99711670.820849 + Penalty 6620.845341 = -99705049.975509 nChanged 5203 SP:Iteration 23Q (17251.300000 sec): 3 clusters Score: Raw -99712570.215470 + Penalty 6620.845341 = -99705949.370130 nChanged 4715 SP:Iteration 24Q (17253.810000 sec): 3 clusters Score: Raw -99713322.245767 + Penalty 6620.845341 = -99706701.400426 nChanged 4273 SP:Iteration 25Q (17256.320000 sec): 3 clusters Score: Raw -99713958.498932 + Penalty 6620.845341 = -99707337.653592 nChanged 3995 SP:Iteration 26Q (17258.800000 sec): 3 clusters Score: Raw -99714500.833476 + Penalty 6620.845341 = -99707879.988135 nChanged 3643 SP:Iteration 27Q (17261.270000 sec): 3 clusters Score: Raw -99714943.656949 + Penalty 6620.845341 = -99708322.811608 nChanged 3411 SP:Iteration 28Q (17263.750000 sec): 3 clusters Score: Raw -99715312.097751 + Penalty 6620.845341 = -99708691.252410 nChanged 3113 SP:Iteration 29Q (17266.230000 sec): 3 clusters Score: Raw -99715610.634614 + Penalty 6620.845341 = -99708989.789273 nChanged 2938 SP:Iteration 30Q (17268.720000 sec): 3 clusters Score: Raw -99715868.247140 + Penalty 6620.845341 = -99709247.401800 nChanged 2702 SP:Iteration 31Q (17271.240000 sec): 3 clusters Score: Raw -99716080.701959 + Penalty 6620.845341 = -99709459.856619 nChanged 2526 SP:Iteration 32Q (17273.710000 sec): 3 clusters Score: Raw -99716264.577315 + Penalty 6620.845341 = -99709643.731974 nChanged 2383 SP:Iteration 33Q (17276.170000 sec): 3 clusters Score: Raw -99716419.948980 + Penalty 6620.845341 = -99709799.103639 nChanged 2210 SP:Iteration 34Q (17278.650000 sec): 3 clusters Score: Raw -99716550.189323 + Penalty 6620.845341 = -99709929.343983 nChanged 2016 SP:Iteration 35Q (17281.120000 sec): 3 clusters Score: Raw -99716661.513923 + Penalty 6620.845341 = -99710040.668582 nChanged 1868 SP:Iteration 36Q (17283.590000 sec): 3 clusters Score: Raw -99716754.755481 + Penalty 6620.845341 = -99710133.910141 nChanged 1739 SP:Iteration 37Q (17286.060000 sec): 3 clusters Score: Raw -99716837.621006 + Penalty 6620.845341 = -99710216.775665 nChanged 1640 SP:Iteration 38Q (17288.540000 sec): 3 clusters Score: Raw -99716907.815565 + Penalty 6620.845341 = -99710286.970225 nChanged 1430 SP:Iteration 39Q (17290.990000 sec): 3 clusters Score: Raw -99716963.240326 + Penalty 6620.845341 = -99710342.394985 nChanged 1344 SP:Iteration 40F (17293.620000 sec): 3 clusters Score: Raw -99717011.691414 + Penalty 6620.845341 = -99710390.846073 nChanged 1224 SP:Iteration 41Q (17296.150000 sec): 3 clusters Score: Raw -99717051.970468 + Penalty 6620.845341 = -99710431.125128 nChanged 1112 SP:Iteration 42Q (17298.670000 sec): 3 clusters Score: Raw -99717085.601781 + Penalty 6620.845341 = -99710464.756440 nChanged 1057 SP:Iteration 43Q (17301.180000 sec): 3 clusters Score: Raw -99717115.364593 + Penalty 6620.845341 = -99710494.519252 nChanged 941 SP:Iteration 44Q (17303.690000 sec): 3 clusters Score: Raw -99717139.903533 + Penalty 6620.845341 = -99710519.058192 nChanged 875 SP:Iteration 45Q (17306.210000 sec): 3 clusters Score: Raw -99717161.945134 + Penalty 6620.845341 = -99710541.099794 nChanged 819 SP:Iteration 46Q (17308.720000 sec): 3 clusters Score: Raw -99717181.797797 + Penalty 6620.845341 = -99710560.952457 nChanged 777 SP:Iteration 47Q (17311.270000 sec): 3 clusters Score: Raw -99717198.787911 + Penalty 6620.845341 = -99710577.942570 nChanged 706 SP:Iteration 48Q (17313.790000 sec): 3 clusters Score: Raw -99717213.128823 + Penalty 6620.845341 = -99710592.283483 nChanged 640 SP:Iteration 49Q (17316.290000 sec): 3 clusters Score: Raw -99717224.972861 + Penalty 6620.845341 = -99710604.127521 nChanged 581 SP:Iteration 50Q (17318.810000 sec): 3 clusters Score: Raw -99717234.827813 + Penalty 6620.845341 = -99710613.982473 nChanged 553 SP:Iteration 51Q (17321.320000 sec): 3 clusters Score: Raw -99717243.987946 + Penalty 6620.845341 = -99710623.142606 nChanged 526 SP:Iteration 52Q (17323.830000 sec): 3 clusters Score: Raw -99717251.749340 + Penalty 6620.845341 = -99710630.904000 nChanged 419 SP:Iteration 53Q (17326.340000 sec): 3 clusters Score: Raw -99717257.390706 + Penalty 6620.845341 = -99710636.545365 nChanged 398 SP:Iteration 54Q (17328.850000 sec): 3 clusters Score: Raw -99717262.692309 + Penalty 6620.845341 = -99710641.846969 nChanged 396 SP:Iteration 55Q (17331.370000 sec): 3 clusters Score: Raw -99717267.983250 + Penalty 6620.845341 = -99710647.137910 nChanged 371 SP:Iteration 56Q (17333.880000 sec): 3 clusters Score: Raw -99717272.409538 + Penalty 6620.845341 = -99710651.564197 nChanged 310 SP:Iteration 57Q (17336.390000 sec): 3 clusters Score: Raw -99717275.590505 + Penalty 6620.845341 = -99710654.745165 nChanged 259 SP:Iteration 58Q (17338.900000 sec): 3 clusters Score: Raw -99717278.139786 + Penalty 6620.845341 = -99710657.294445 nChanged 230 SP:Iteration 59Q (17341.400000 sec): 3 clusters Score: Raw -99717280.004402 + Penalty 6620.845341 = -99710659.159061 nChanged 207 SP:Iteration 60F (17344.030000 sec): 3 clusters Score: Raw -99717281.612212 + Penalty 6620.845341 = -99710660.766872 nChanged 180 SP:Iteration 61Q (17346.550000 sec): 3 clusters Score: Raw -99717282.969061 + Penalty 6620.845341 = -99710662.123720 nChanged 164 SP:Iteration 62Q (17349.080000 sec): 3 clusters Score: Raw -99717284.124141 + Penalty 6620.845341 = -99710663.278801 nChanged 163 SP:Iteration 63Q (17351.640000 sec): 3 clusters Score: Raw -99717285.257452 + Penalty 6620.845341 = -99710664.412111 nChanged 166 SP:Iteration 64Q (17354.170000 sec): 3 clusters Score: Raw -99717286.379332 + Penalty 6620.845341 = -99710665.533991 nChanged 150 SP:Iteration 65Q (17356.690000 sec): 3 clusters Score: Raw -99717287.341811 + Penalty 6620.845341 = -99710666.496471 nChanged 130 SP:Iteration 66Q (17359.200000 sec): 3 clusters Score: Raw -99717288.080569 + Penalty 6620.845341 = -99710667.235228 nChanged 115 SP:Iteration 67Q (17361.730000 sec): 3 clusters Score: Raw -99717288.776840 + Penalty 6620.845341 = -99710667.931499 nChanged 97 SP:Iteration 68Q (17364.270000 sec): 3 clusters Score: Raw -99717289.306974 + Penalty 6620.845341 = -99710668.461634 nChanged 96 SP:Iteration 69Q (17366.790000 sec): 3 clusters Score: Raw -99717289.758828 + Penalty 6620.845341 = -99710668.913487 nChanged 70 SP:Iteration 70Q (17369.320000 sec): 3 clusters Score: Raw -99717290.059900 + Penalty 6620.845341 = -99710669.214559 nChanged 74 SP:Iteration 71Q (17371.840000 sec): 3 clusters Score: Raw -99717290.393371 + Penalty 6620.845341 = -99710669.548030 nChanged 69 SP:Iteration 72Q (17374.360000 sec): 3 clusters Score: Raw -99717290.680512 + Penalty 6620.845341 = -99710669.835172 nChanged 56 SP:Iteration 73Q (17376.880000 sec): 3 clusters Score: Raw -99717290.909731 + Penalty 6620.845341 = -99710670.064390 nChanged 57 SP:Iteration 74Q (17379.410000 sec): 3 clusters Score: Raw -99717291.136007 + Penalty 6620.845341 = -99710670.290666 nChanged 63 SP:Iteration 75Q (17381.930000 sec): 3 clusters Score: Raw -99717291.389959 + Penalty 6620.845341 = -99710670.544619 nChanged 65 SP:Iteration 76Q (17384.440000 sec): 3 clusters Score: Raw -99717291.614986 + Penalty 6620.845341 = -99710670.769645 nChanged 50 SP:Iteration 77Q (17386.950000 sec): 3 clusters Score: Raw -99717291.772858 + Penalty 6620.845341 = -99710670.927518 nChanged 44 SP:Iteration 78Q (17389.470000 sec): 3 clusters Score: Raw -99717291.912616 + Penalty 6620.845341 = -99710671.067275 nChanged 34 SP:Iteration 79Q (17392.040000 sec): 3 clusters Score: Raw -99717292.009570 + Penalty 6620.845341 = -99710671.164230 nChanged 31 SP:Iteration 80F (17394.670000 sec): 3 clusters Score: Raw -99717292.103985 + Penalty 6620.845341 = -99710671.258645 nChanged 30 SP:Iteration 81Q (17397.210000 sec): 3 clusters Score: Raw -99717292.211900 + Penalty 6620.845341 = -99710671.366559 nChanged 24 SP:Iteration 82Q (17399.730000 sec): 3 clusters Score: Raw -99717292.302684 + Penalty 6620.845341 = -99710671.457343 nChanged 24 SP:Iteration 83Q (17402.240000 sec): 3 clusters Score: Raw -99717292.379541 + Penalty 6620.845341 = -99710671.534200 nChanged 20 SP:Iteration 84Q (17404.770000 sec): 3 clusters Score: Raw -99717292.436592 + Penalty 6620.845341 = -99710671.591251 nChanged 17 SP:Iteration 85Q (17407.290000 sec): 3 clusters Score: Raw -99717292.483419 + Penalty 6620.845341 = -99710671.638078 nChanged 15 SP:Iteration 86Q (17409.810000 sec): 3 clusters Score: Raw -99717292.524202 + Penalty 6620.845341 = -99710671.678862 nChanged 17 SP:Iteration 87Q (17412.330000 sec): 3 clusters Score: Raw -99717292.573586 + Penalty 6620.845341 = -99710671.728246 nChanged 17 SP:Iteration 88Q (17414.850000 sec): 3 clusters Score: Raw -99717292.628629 + Penalty 6620.845341 = -99710671.783289 nChanged 16 SP:Iteration 89Q (17417.370000 sec): 3 clusters Score: Raw -99717292.666973 + Penalty 6620.845341 = -99710671.821633 nChanged 13 SP:Iteration 90Q (17419.890000 sec): 3 clusters Score: Raw -99717292.702426 + Penalty 6620.845341 = -99710671.857085 nChanged 15 SP:Iteration 91Q (17422.420000 sec): 3 clusters Score: Raw -99717292.735783 + Penalty 6620.845341 = -99710671.890443 nChanged 15 SP:Iteration 92Q (17424.920000 sec): 3 clusters Score: Raw -99717292.779974 + Penalty 6620.845341 = -99710671.934634 nChanged 18 SP:Iteration 93Q (17427.420000 sec): 3 clusters Score: Raw -99717292.839654 + Penalty 6620.845341 = -99710671.994314 nChanged 25 SP:Iteration 94Q (17429.940000 sec): 3 clusters Score: Raw -99717292.920211 + Penalty 6620.845341 = -99710672.074871 nChanged 20 SP:Iteration 95Q (17432.520000 sec): 3 clusters Score: Raw -99717292.983220 + Penalty 6620.845341 = -99710672.137879 nChanged 20 SP:Iteration 96Q (17435.040000 sec): 3 clusters Score: Raw -99717293.035164 + Penalty 6620.845341 = -99710672.189824 nChanged 14 SP:Iteration 97Q (17437.560000 sec): 3 clusters Score: Raw -99717293.072254 + Penalty 6620.845341 = -99710672.226914 nChanged 13 SP:Iteration 98Q (17440.090000 sec): 3 clusters Score: Raw -99717293.105866 + Penalty 6620.845341 = -99710672.260526 nChanged 12 SP:Iteration 99Q (17442.600000 sec): 3 clusters Score: Raw -99717293.134916 + Penalty 6620.845341 = -99710672.289576 nChanged 12 SP:Iteration 100F (17445.250000 sec): 3 clusters Score: Raw -99717293.166745 + Penalty 6620.845341 = -99710672.321405 nChanged 12 SP:Iteration 101Q (17447.770000 sec): 3 clusters Score: Raw -99717293.201183 + Penalty 6620.845341 = -99710672.355843 nChanged 14 SP:Iteration 102Q (17450.280000 sec): 3 clusters Score: Raw -99717293.232921 + Penalty 6620.845341 = -99710672.387581 nChanged 11 SP:Iteration 103Q (17452.800000 sec): 3 clusters Score: Raw -99717293.264366 + Penalty 6620.845341 = -99710672.419026 nChanged 13 SP:Iteration 104Q (17455.320000 sec): 3 clusters Score: Raw -99717293.294413 + Penalty 6620.845341 = -99710672.449073 nChanged 12 SP:Iteration 105Q (17457.850000 sec): 3 clusters Score: Raw -99717293.320037 + Penalty 6620.845341 = -99710672.474697 nChanged 12 SP:Iteration 106Q (17460.380000 sec): 3 clusters Score: Raw -99717293.345777 + Penalty 6620.845341 = -99710672.500437 nChanged 11 SP:Iteration 107Q (17462.910000 sec): 3 clusters Score: Raw -99717293.377458 + Penalty 6620.845341 = -99710672.532118 nChanged 8 SP:Iteration 108Q (17465.440000 sec): 3 clusters Score: Raw -99717293.398754 + Penalty 6620.845341 = -99710672.553414 nChanged 4 SP:Iteration 109Q (17467.980000 sec): 3 clusters Score: Raw -99717293.408216 + Penalty 6620.845341 = -99710672.562875 nChanged 6 SP:Iteration 110Q (17470.510000 sec): 3 clusters Score: Raw -99717293.421662 + Penalty 6620.845341 = -99710672.576322 nChanged 7 SP:Iteration 111Q (17473.110000 sec): 3 clusters Score: Raw -99717293.438461 + Penalty 6620.845341 = -99710672.593121 nChanged 6 SP:Iteration 112Q (17475.630000 sec): 3 clusters Score: Raw -99717293.455077 + Penalty 6620.845341 = -99710672.609737 nChanged 9 SP:Iteration 113Q (17478.170000 sec): 3 clusters Score: Raw -99717293.482309 + Penalty 6620.845341 = -99710672.636969 nChanged 8 SP:Iteration 114Q (17480.690000 sec): 3 clusters Score: Raw -99717293.502858 + Penalty 6620.845341 = -99710672.657518 nChanged 6 SP:Iteration 115Q (17483.210000 sec): 3 clusters Score: Raw -99717293.516611 + Penalty 6620.845341 = -99710672.671271 nChanged 4 SP:Iteration 116Q (17485.730000 sec): 3 clusters Score: Raw -99717293.521837 + Penalty 6620.845341 = -99710672.676496 nChanged 4 SP:Iteration 117Q (17488.270000 sec): 3 clusters Score: Raw -99717293.527460 + Penalty 6620.845341 = -99710672.682119 nChanged 1 SP:Iteration 118Q (17490.800000 sec): 3 clusters Score: Raw -99717293.529892 + Penalty 6620.845341 = -99710672.684552 nChanged 1 SP:Iteration 119Q (17493.330000 sec): 3 clusters Score: Raw -99717293.535293 + Penalty 6620.845341 = -99710672.689952 nChanged 5 SP:Iteration 120F (17495.960000 sec): 3 clusters Score: Raw -99717293.545208 + Penalty 6620.845341 = -99710672.699867 nChanged 5 SP:Iteration 121Q (17498.500000 sec): 3 clusters Score: Raw -99717293.556182 + Penalty 6620.845341 = -99710672.710842 nChanged 5 SP:Iteration 122Q (17501.030000 sec): 3 clusters Score: Raw -99717293.567409 + Penalty 6620.845341 = -99710672.722068 nChanged 3 SP:Iteration 123Q (17503.570000 sec): 3 clusters Score: Raw -99717293.573009 + Penalty 6620.845341 = -99710672.727668 nChanged 3 SP:Iteration 124Q (17506.100000 sec): 3 clusters Score: Raw -99717293.579914 + Penalty 6620.845341 = -99710672.734573 nChanged 2 SP:Iteration 125Q (17508.640000 sec): 3 clusters Score: Raw -99717293.584328 + Penalty 6620.845341 = -99710672.738988 nChanged 3 SP:Iteration 126Q (17511.170000 sec): 3 clusters Score: Raw -99717293.590954 + Penalty 6620.845341 = -99710672.745613 nChanged 4 SP:Iteration 127Q (17513.750000 sec): 3 clusters Score: Raw -99717293.600235 + Penalty 6620.845341 = -99710672.754895 nChanged 4 SP:Iteration 128Q (17516.280000 sec): 3 clusters Score: Raw -99717293.605747 + Penalty 6620.845341 = -99710672.760407 nChanged 1 SP:Iteration 129Q (17518.810000 sec): 3 clusters Score: Raw -99717293.606823 + Penalty 6620.845341 = -99710672.761483 nChanged 2 SP:Iteration 130Q (17521.350000 sec): 3 clusters Score: Raw -99717293.610649 + Penalty 6620.845341 = -99710672.765308 nChanged 3 SP:Iteration 131Q (17523.870000 sec): 3 clusters Score: Raw -99717293.616207 + Penalty 6620.845341 = -99710672.770866 nChanged 5 SP:Iteration 132Q (17526.410000 sec): 3 clusters Score: Raw -99717293.628130 + Penalty 6620.845341 = -99710672.782789 nChanged 7 SP:Iteration 133Q (17528.950000 sec): 3 clusters Score: Raw -99717293.644109 + Penalty 6620.845341 = -99710672.798768 nChanged 6 SP:Iteration 134Q (17531.490000 sec): 3 clusters Score: Raw -99717293.657595 + Penalty 6620.845341 = -99710672.812254 nChanged 4 SP:Iteration 135Q (17534.020000 sec): 3 clusters Score: Raw -99717293.669331 + Penalty 6620.845341 = -99710672.823990 nChanged 3 SP:Iteration 136Q (17536.540000 sec): 3 clusters Score: Raw -99717293.674808 + Penalty 6620.845341 = -99710672.829467 nChanged 2 SP:Iteration 137Q (17539.080000 sec): 3 clusters Score: Raw -99717293.677414 + Penalty 6620.845341 = -99710672.832073 nChanged 0 SP:Iteration 138F (17541.710000 sec): 3 clusters Score: Raw -99717293.677414 + Penalty 6620.845341 = -99710672.832073 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 13 (10404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17541.970000 sec): 2 clusters Score: Raw -1675548.109867 + Penalty 2293.986515 = -1673254.123352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17542.010000 sec): 3 clusters Score: Raw -1669929.269997 + Penalty 4587.973031 = -1665341.296966 nChanged 4284 SP:Iteration 1F (17542.050000 sec): 3 clusters Score: Raw -1672261.970539 + Penalty 4587.973031 = -1667673.997508 nChanged 716 SP:Iteration 2F (17542.090000 sec): 3 clusters Score: Raw -1672633.282206 + Penalty 4587.973031 = -1668045.309175 nChanged 586 SP:Iteration 3F (17542.130000 sec): 3 clusters Score: Raw -1672988.733962 + Penalty 4587.973031 = -1668400.760931 nChanged 571 SP:Iteration 4F (17542.180000 sec): 3 clusters Score: Raw -1673342.879413 + Penalty 4587.973031 = -1668754.906382 nChanged 540 SP:Iteration 5F (17542.220000 sec): 3 clusters Score: Raw -1673676.359583 + Penalty 4587.973031 = -1669088.386553 nChanged 507 SP:Iteration 6Q (17542.260000 sec): 3 clusters Score: Raw -1673993.847464 + Penalty 4587.973031 = -1669405.874433 nChanged 466 SP:Iteration 7Q (17542.310000 sec): 3 clusters Score: Raw -1674301.336959 + Penalty 4587.973031 = -1669713.363928 nChanged 415 SP:Iteration 8Q (17542.350000 sec): 3 clusters Score: Raw -1674590.303601 + Penalty 4587.973031 = -1670002.330570 nChanged 371 SP:Iteration 9Q (17542.390000 sec): 3 clusters Score: Raw -1674834.459830 + Penalty 4587.973031 = -1670246.486799 nChanged 344 SP:Iteration 10Q (17542.430000 sec): 3 clusters Score: Raw -1675055.887977 + Penalty 4587.973031 = -1670467.914946 nChanged 269 SP:Iteration 11Q (17542.470000 sec): 3 clusters Score: Raw -1675233.328182 + Penalty 4587.973031 = -1670645.355151 nChanged 204 SP:Iteration 12Q (17542.510000 sec): 3 clusters Score: Raw -1675369.771766 + Penalty 4587.973031 = -1670781.798735 nChanged 175 SP:Iteration 13Q (17542.550000 sec): 3 clusters Score: Raw -1675472.876480 + Penalty 4587.973031 = -1670884.903449 nChanged 155 SP:Iteration 14Q (17542.590000 sec): 3 clusters Score: Raw -1675564.997052 + Penalty 4587.973031 = -1670977.024022 nChanged 106 SP:Iteration 15Q (17542.630000 sec): 3 clusters Score: Raw -1675623.212623 + Penalty 4587.973031 = -1671035.239592 nChanged 91 SP:Iteration 16Q (17542.670000 sec): 3 clusters Score: Raw -1675666.556269 + Penalty 4587.973031 = -1671078.583238 nChanged 70 SP:Iteration 17Q (17542.710000 sec): 3 clusters Score: Raw -1675702.824114 + Penalty 4587.973031 = -1671114.851083 nChanged 64 SP:Iteration 18Q (17542.750000 sec): 3 clusters Score: Raw -1675736.821719 + Penalty 4587.973031 = -1671148.848688 nChanged 54 SP:Iteration 19Q (17542.780000 sec): 3 clusters Score: Raw -1675765.758831 + Penalty 4587.973031 = -1671177.785801 nChanged 45 SP:Iteration 20F (17542.830000 sec): 3 clusters Score: Raw -1675789.229404 + Penalty 4587.973031 = -1671201.256373 nChanged 47 SP:Iteration 21Q (17542.860000 sec): 3 clusters Score: Raw -1675814.488098 + Penalty 4587.973031 = -1671226.515068 nChanged 46 SP:Iteration 22Q (17542.900000 sec): 3 clusters Score: Raw -1675836.533679 + Penalty 4587.973031 = -1671248.560648 nChanged 38 SP:Iteration 23Q (17542.930000 sec): 3 clusters Score: Raw -1675857.062633 + Penalty 4587.973031 = -1671269.089602 nChanged 33 SP:Iteration 24Q (17542.970000 sec): 3 clusters Score: Raw -1675873.464765 + Penalty 4587.973031 = -1671285.491735 nChanged 16 SP:Iteration 25Q (17543.000000 sec): 3 clusters Score: Raw -1675880.322404 + Penalty 4587.973031 = -1671292.349373 nChanged 11 SP:Iteration 26Q (17543.040000 sec): 3 clusters Score: Raw -1675885.402473 + Penalty 4587.973031 = -1671297.429442 nChanged 10 SP:Iteration 27Q (17543.070000 sec): 3 clusters Score: Raw -1675890.340347 + Penalty 4587.973031 = -1671302.367316 nChanged 10 SP:Iteration 28Q (17543.110000 sec): 3 clusters Score: Raw -1675896.037539 + Penalty 4587.973031 = -1671308.064508 nChanged 7 SP:Iteration 29Q (17543.150000 sec): 3 clusters Score: Raw -1675899.487690 + Penalty 4587.973031 = -1671311.514659 nChanged 3 SP:Iteration 30Q (17543.180000 sec): 3 clusters Score: Raw -1675900.891364 + Penalty 4587.973031 = -1671312.918333 nChanged 6 SP:Iteration 31Q (17543.210000 sec): 3 clusters Score: Raw -1675903.791135 + Penalty 4587.973031 = -1671315.818104 nChanged 4 SP:Iteration 32Q (17543.250000 sec): 3 clusters Score: Raw -1675905.320358 + Penalty 4587.973031 = -1671317.347327 nChanged 2 SP:Iteration 33Q (17543.280000 sec): 3 clusters Score: Raw -1675905.930636 + Penalty 4587.973031 = -1671317.957606 nChanged 3 SP:Iteration 34Q (17543.320000 sec): 3 clusters Score: Raw -1675907.453479 + Penalty 4587.973031 = -1671319.480449 nChanged 3 SP:Iteration 35Q (17543.350000 sec): 3 clusters Score: Raw -1675909.058539 + Penalty 4587.973031 = -1671321.085508 nChanged 4 SP:Iteration 36Q (17543.390000 sec): 3 clusters Score: Raw -1675911.473556 + Penalty 4587.973031 = -1671323.500526 nChanged 5 SP:Iteration 37Q (17543.420000 sec): 3 clusters Score: Raw -1675913.680091 + Penalty 4587.973031 = -1671325.707060 nChanged 7 SP:Iteration 38Q (17543.460000 sec): 3 clusters Score: Raw -1675916.365425 + Penalty 4587.973031 = -1671328.392394 nChanged 3 SP:Iteration 39Q (17543.490000 sec): 3 clusters Score: Raw -1675917.491930 + Penalty 4587.973031 = -1671329.518899 nChanged 1 SP:Iteration 40F (17543.530000 sec): 3 clusters Score: Raw -1675918.327632 + Penalty 4587.973031 = -1671330.354601 nChanged 2 SP:Iteration 41Q (17543.570000 sec): 3 clusters Score: Raw -1675919.034059 + Penalty 4587.973031 = -1671331.061029 nChanged 0 SP:Iteration 42F (17543.610000 sec): 3 clusters Score: Raw -1675919.034059 + Penalty 4587.973031 = -1671331.061029 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 14 (56494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17543.820000 sec): 2 clusters Score: Raw -8646648.907777 + Penalty 2713.588650 = -8643935.319127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17544.060000 sec): 3 clusters Score: Raw -8611191.519692 + Penalty 5427.177300 = -8605764.342392 nChanged 26280 SP:Iteration 1F (17544.300000 sec): 3 clusters Score: Raw -8626188.072913 + Penalty 5427.177300 = -8620760.895614 nChanged 2577 SP:Iteration 2Q (17544.530000 sec): 3 clusters Score: Raw -8627138.742943 + Penalty 5427.177300 = -8621711.565644 nChanged 2744 SP:Iteration 3Q (17544.770000 sec): 3 clusters Score: Raw -8628372.805165 + Penalty 5427.177300 = -8622945.627866 nChanged 3053 SP:Iteration 4F (17545.010000 sec): 3 clusters Score: Raw -8630044.260961 + Penalty 5427.177300 = -8624617.083662 nChanged 3446 SP:Iteration 5F (17545.250000 sec): 3 clusters Score: Raw -8632221.122069 + Penalty 5427.177300 = -8626793.944769 nChanged 3735 SP:Iteration 6F (17545.480000 sec): 3 clusters Score: Raw -8634914.019396 + Penalty 5427.177300 = -8629486.842097 nChanged 3804 SP:Iteration 7F (17545.720000 sec): 3 clusters Score: Raw -8637959.887303 + Penalty 5427.177300 = -8632532.710004 nChanged 3412 SP:Iteration 8F (17545.950000 sec): 3 clusters Score: Raw -8640886.847353 + Penalty 5427.177300 = -8635459.670053 nChanged 2757 SP:Iteration 9Q (17546.190000 sec): 3 clusters Score: Raw -8642966.147019 + Penalty 5427.177300 = -8637538.969719 nChanged 1868 SP:Iteration 10Q (17546.410000 sec): 3 clusters Score: Raw -8643937.126172 + Penalty 5427.177300 = -8638509.948872 nChanged 1230 SP:Iteration 11Q (17546.640000 sec): 3 clusters Score: Raw -8644411.362162 + Penalty 5427.177300 = -8638984.184862 nChanged 856 SP:Iteration 12Q (17546.860000 sec): 3 clusters Score: Raw -8644695.001966 + Penalty 5427.177300 = -8639267.824667 nChanged 704 SP:Iteration 13Q (17547.080000 sec): 3 clusters Score: Raw -8644928.021431 + Penalty 5427.177300 = -8639500.844132 nChanged 636 SP:Iteration 14Q (17547.290000 sec): 3 clusters Score: Raw -8645127.549291 + Penalty 5427.177300 = -8639700.371991 nChanged 572 SP:Iteration 15Q (17547.510000 sec): 3 clusters Score: Raw -8645293.159367 + Penalty 5427.177300 = -8639865.982067 nChanged 534 SP:Iteration 16Q (17547.720000 sec): 3 clusters Score: Raw -8645423.111817 + Penalty 5427.177300 = -8639995.934517 nChanged 438 SP:Iteration 17Q (17547.930000 sec): 3 clusters Score: Raw -8645528.230338 + Penalty 5427.177300 = -8640101.053038 nChanged 421 SP:Iteration 18Q (17548.140000 sec): 3 clusters Score: Raw -8645632.361045 + Penalty 5427.177300 = -8640205.183746 nChanged 389 SP:Iteration 19Q (17548.350000 sec): 3 clusters Score: Raw -8645721.571711 + Penalty 5427.177300 = -8640294.394411 nChanged 373 SP:Iteration 20F (17548.580000 sec): 3 clusters Score: Raw -8645803.581046 + Penalty 5427.177300 = -8640376.403747 nChanged 336 SP:Iteration 21Q (17548.790000 sec): 3 clusters Score: Raw -8645877.033740 + Penalty 5427.177300 = -8640449.856440 nChanged 332 SP:Iteration 22Q (17549.000000 sec): 3 clusters Score: Raw -8645944.218379 + Penalty 5427.177300 = -8640517.041080 nChanged 296 SP:Iteration 23Q (17549.200000 sec): 3 clusters Score: Raw -8645999.770741 + Penalty 5427.177300 = -8640572.593441 nChanged 248 SP:Iteration 24Q (17549.410000 sec): 3 clusters Score: Raw -8646042.420894 + Penalty 5427.177300 = -8640615.243595 nChanged 246 SP:Iteration 25Q (17549.610000 sec): 3 clusters Score: Raw -8646085.223221 + Penalty 5427.177300 = -8640658.045922 nChanged 216 SP:Iteration 26Q (17549.810000 sec): 3 clusters Score: Raw -8646119.554942 + Penalty 5427.177300 = -8640692.377643 nChanged 240 SP:Iteration 27Q (17550.020000 sec): 3 clusters Score: Raw -8646160.966795 + Penalty 5427.177300 = -8640733.789495 nChanged 225 SP:Iteration 28Q (17550.220000 sec): 3 clusters Score: Raw -8646199.554006 + Penalty 5427.177300 = -8640772.376707 nChanged 230 SP:Iteration 29Q (17550.420000 sec): 3 clusters Score: Raw -8646237.517938 + Penalty 5427.177300 = -8640810.340639 nChanged 192 SP:Iteration 30Q (17550.620000 sec): 3 clusters Score: Raw -8646265.955357 + Penalty 5427.177300 = -8640838.778057 nChanged 192 SP:Iteration 31Q (17550.820000 sec): 3 clusters Score: Raw -8646293.315516 + Penalty 5427.177300 = -8640866.138217 nChanged 171 SP:Iteration 32Q (17551.020000 sec): 3 clusters Score: Raw -8646315.792182 + Penalty 5427.177300 = -8640888.614883 nChanged 155 SP:Iteration 33Q (17551.220000 sec): 3 clusters Score: Raw -8646338.730513 + Penalty 5427.177300 = -8640911.553213 nChanged 163 SP:Iteration 34Q (17551.420000 sec): 3 clusters Score: Raw -8646360.434800 + Penalty 5427.177300 = -8640933.257501 nChanged 143 SP:Iteration 35Q (17551.620000 sec): 3 clusters Score: Raw -8646378.291595 + Penalty 5427.177300 = -8640951.114296 nChanged 140 SP:Iteration 36Q (17551.820000 sec): 3 clusters Score: Raw -8646394.300568 + Penalty 5427.177300 = -8640967.123268 nChanged 125 SP:Iteration 37Q (17552.030000 sec): 3 clusters Score: Raw -8646407.029074 + Penalty 5427.177300 = -8640979.851774 nChanged 103 SP:Iteration 38Q (17552.230000 sec): 3 clusters Score: Raw -8646418.605781 + Penalty 5427.177300 = -8640991.428481 nChanged 102 SP:Iteration 39Q (17552.430000 sec): 3 clusters Score: Raw -8646428.618114 + Penalty 5427.177300 = -8641001.440814 nChanged 99 SP:Iteration 40F (17552.670000 sec): 3 clusters Score: Raw -8646438.013136 + Penalty 5427.177300 = -8641010.835837 nChanged 91 SP:Iteration 41Q (17552.870000 sec): 3 clusters Score: Raw -8646446.849621 + Penalty 5427.177300 = -8641019.672322 nChanged 88 SP:Iteration 42Q (17553.070000 sec): 3 clusters Score: Raw -8646455.785596 + Penalty 5427.177300 = -8641028.608296 nChanged 82 SP:Iteration 43Q (17553.270000 sec): 3 clusters Score: Raw -8646464.376718 + Penalty 5427.177300 = -8641037.199418 nChanged 93 SP:Iteration 44Q (17553.460000 sec): 3 clusters Score: Raw -8646474.691292 + Penalty 5427.177300 = -8641047.513992 nChanged 90 SP:Iteration 45Q (17553.660000 sec): 3 clusters Score: Raw -8646484.434719 + Penalty 5427.177300 = -8641057.257420 nChanged 97 SP:Iteration 46Q (17553.860000 sec): 3 clusters Score: Raw -8646495.317493 + Penalty 5427.177300 = -8641068.140194 nChanged 105 SP:Iteration 47Q (17554.060000 sec): 3 clusters Score: Raw -8646507.397251 + Penalty 5427.177300 = -8641080.219952 nChanged 102 SP:Iteration 48Q (17554.250000 sec): 3 clusters Score: Raw -8646518.671070 + Penalty 5427.177300 = -8641091.493771 nChanged 99 SP:Iteration 49Q (17554.450000 sec): 3 clusters Score: Raw -8646529.484202 + Penalty 5427.177300 = -8641102.306902 nChanged 77 SP:Iteration 50Q (17554.650000 sec): 3 clusters Score: Raw -8646538.049993 + Penalty 5427.177300 = -8641110.872693 nChanged 82 SP:Iteration 51Q (17554.840000 sec): 3 clusters Score: Raw -8646547.521915 + Penalty 5427.177300 = -8641120.344615 nChanged 97 SP:Iteration 52Q (17555.040000 sec): 3 clusters Score: Raw -8646558.401973 + Penalty 5427.177300 = -8641131.224674 nChanged 88 SP:Iteration 53Q (17555.230000 sec): 3 clusters Score: Raw -8646567.788087 + Penalty 5427.177300 = -8641140.610787 nChanged 93 SP:Iteration 54Q (17555.430000 sec): 3 clusters Score: Raw -8646577.527230 + Penalty 5427.177300 = -8641150.349931 nChanged 88 SP:Iteration 55Q (17555.620000 sec): 3 clusters Score: Raw -8646587.704548 + Penalty 5427.177300 = -8641160.527249 nChanged 89 SP:Iteration 56Q (17555.810000 sec): 3 clusters Score: Raw -8646597.389419 + Penalty 5427.177300 = -8641170.212119 nChanged 94 SP:Iteration 57Q (17556.000000 sec): 3 clusters Score: Raw -8646607.833249 + Penalty 5427.177300 = -8641180.655949 nChanged 83 SP:Iteration 58Q (17556.190000 sec): 3 clusters Score: Raw -8646617.083030 + Penalty 5427.177300 = -8641189.905730 nChanged 98 SP:Iteration 59Q (17556.390000 sec): 3 clusters Score: Raw -8646628.110905 + Penalty 5427.177300 = -8641200.933605 nChanged 87 SP:Iteration 60F (17556.620000 sec): 3 clusters Score: Raw -8646637.706306 + Penalty 5427.177300 = -8641210.529006 nChanged 76 SP:Iteration 61Q (17556.810000 sec): 3 clusters Score: Raw -8646646.271255 + Penalty 5427.177300 = -8641219.093955 nChanged 77 SP:Iteration 62Q (17557.000000 sec): 3 clusters Score: Raw -8646654.047903 + Penalty 5427.177300 = -8641226.870604 nChanged 55 SP:Iteration 63Q (17557.190000 sec): 3 clusters Score: Raw -8646659.601252 + Penalty 5427.177300 = -8641232.423953 nChanged 60 SP:Iteration 64Q (17557.390000 sec): 3 clusters Score: Raw -8646665.744540 + Penalty 5427.177300 = -8641238.567240 nChanged 56 SP:Iteration 65Q (17557.580000 sec): 3 clusters Score: Raw -8646671.831447 + Penalty 5427.177300 = -8641244.654147 nChanged 53 SP:Iteration 66Q (17557.770000 sec): 3 clusters Score: Raw -8646676.946516 + Penalty 5427.177300 = -8641249.769216 nChanged 56 SP:Iteration 67Q (17557.960000 sec): 3 clusters Score: Raw -8646682.516712 + Penalty 5427.177300 = -8641255.339413 nChanged 48 SP:Iteration 68Q (17558.150000 sec): 3 clusters Score: Raw -8646688.890276 + Penalty 5427.177300 = -8641261.712977 nChanged 68 SP:Iteration 69Q (17558.340000 sec): 3 clusters Score: Raw -8646697.305292 + Penalty 5427.177300 = -8641270.127993 nChanged 79 SP:Iteration 70Q (17558.530000 sec): 3 clusters Score: Raw -8646707.714180 + Penalty 5427.177300 = -8641280.536881 nChanged 67 SP:Iteration 71Q (17558.720000 sec): 3 clusters Score: Raw -8646715.809804 + Penalty 5427.177300 = -8641288.632504 nChanged 67 SP:Iteration 72Q (17558.910000 sec): 3 clusters Score: Raw -8646724.363892 + Penalty 5427.177300 = -8641297.186593 nChanged 68 SP:Iteration 73Q (17559.100000 sec): 3 clusters Score: Raw -8646732.231988 + Penalty 5427.177300 = -8641305.054688 nChanged 71 SP:Iteration 74Q (17559.290000 sec): 3 clusters Score: Raw -8646739.824610 + Penalty 5427.177300 = -8641312.647310 nChanged 59 SP:Iteration 75Q (17559.480000 sec): 3 clusters Score: Raw -8646745.756587 + Penalty 5427.177300 = -8641318.579287 nChanged 51 SP:Iteration 76Q (17559.670000 sec): 3 clusters Score: Raw -8646751.329663 + Penalty 5427.177300 = -8641324.152364 nChanged 58 SP:Iteration 77Q (17559.850000 sec): 3 clusters Score: Raw -8646758.475379 + Penalty 5427.177300 = -8641331.298080 nChanged 55 SP:Iteration 78Q (17560.050000 sec): 3 clusters Score: Raw -8646764.040785 + Penalty 5427.177300 = -8641336.863485 nChanged 50 SP:Iteration 79Q (17560.230000 sec): 3 clusters Score: Raw -8646770.473959 + Penalty 5427.177300 = -8641343.296660 nChanged 43 SP:Iteration 80F (17560.470000 sec): 3 clusters Score: Raw -8646775.403479 + Penalty 5427.177300 = -8641348.226180 nChanged 38 SP:Iteration 81Q (17560.650000 sec): 3 clusters Score: Raw -8646778.922406 + Penalty 5427.177300 = -8641351.745107 nChanged 29 SP:Iteration 82Q (17560.840000 sec): 3 clusters Score: Raw -8646781.680887 + Penalty 5427.177300 = -8641354.503587 nChanged 22 SP:Iteration 83Q (17561.030000 sec): 3 clusters Score: Raw -8646783.745729 + Penalty 5427.177300 = -8641356.568430 nChanged 26 SP:Iteration 84Q (17561.220000 sec): 3 clusters Score: Raw -8646786.308473 + Penalty 5427.177300 = -8641359.131173 nChanged 24 SP:Iteration 85Q (17561.410000 sec): 3 clusters Score: Raw -8646788.534725 + Penalty 5427.177300 = -8641361.357426 nChanged 23 SP:Iteration 86Q (17561.590000 sec): 3 clusters Score: Raw -8646790.264382 + Penalty 5427.177300 = -8641363.087083 nChanged 20 SP:Iteration 87Q (17561.780000 sec): 3 clusters Score: Raw -8646791.786301 + Penalty 5427.177300 = -8641364.609001 nChanged 17 SP:Iteration 88Q (17561.970000 sec): 3 clusters Score: Raw -8646792.990772 + Penalty 5427.177300 = -8641365.813472 nChanged 24 SP:Iteration 89Q (17562.150000 sec): 3 clusters Score: Raw -8646794.842156 + Penalty 5427.177300 = -8641367.664856 nChanged 18 SP:Iteration 90Q (17562.340000 sec): 3 clusters Score: Raw -8646796.011706 + Penalty 5427.177300 = -8641368.834407 nChanged 11 SP:Iteration 91Q (17562.530000 sec): 3 clusters Score: Raw -8646796.756352 + Penalty 5427.177300 = -8641369.579053 nChanged 15 SP:Iteration 92Q (17562.710000 sec): 3 clusters Score: Raw -8646797.872330 + Penalty 5427.177300 = -8641370.695031 nChanged 15 SP:Iteration 93Q (17562.900000 sec): 3 clusters Score: Raw -8646798.924371 + Penalty 5427.177300 = -8641371.747072 nChanged 10 SP:Iteration 94Q (17563.090000 sec): 3 clusters Score: Raw -8646799.612110 + Penalty 5427.177300 = -8641372.434810 nChanged 11 SP:Iteration 95Q (17563.280000 sec): 3 clusters Score: Raw -8646800.575539 + Penalty 5427.177300 = -8641373.398239 nChanged 12 SP:Iteration 96Q (17563.460000 sec): 3 clusters Score: Raw -8646801.769083 + Penalty 5427.177300 = -8641374.591784 nChanged 16 SP:Iteration 97Q (17563.650000 sec): 3 clusters Score: Raw -8646803.677754 + Penalty 5427.177300 = -8641376.500455 nChanged 18 SP:Iteration 98Q (17563.840000 sec): 3 clusters Score: Raw -8646805.599893 + Penalty 5427.177300 = -8641378.422593 nChanged 18 SP:Iteration 99Q (17564.020000 sec): 3 clusters Score: Raw -8646807.107322 + Penalty 5427.177300 = -8641379.930023 nChanged 16 SP:Iteration 100F (17564.260000 sec): 3 clusters Score: Raw -8646808.758815 + Penalty 5427.177300 = -8641381.581515 nChanged 24 SP:Iteration 101Q (17564.440000 sec): 3 clusters Score: Raw -8646811.088725 + Penalty 5427.177300 = -8641383.911425 nChanged 25 SP:Iteration 102Q (17564.630000 sec): 3 clusters Score: Raw -8646813.318762 + Penalty 5427.177300 = -8641386.141462 nChanged 20 SP:Iteration 103Q (17564.810000 sec): 3 clusters Score: Raw -8646815.223650 + Penalty 5427.177300 = -8641388.046350 nChanged 25 SP:Iteration 104Q (17565.000000 sec): 3 clusters Score: Raw -8646817.390367 + Penalty 5427.177300 = -8641390.213068 nChanged 22 SP:Iteration 105Q (17565.190000 sec): 3 clusters Score: Raw -8646819.156038 + Penalty 5427.177300 = -8641391.978739 nChanged 25 SP:Iteration 106Q (17565.370000 sec): 3 clusters Score: Raw -8646821.437881 + Penalty 5427.177300 = -8641394.260582 nChanged 35 SP:Iteration 107Q (17565.560000 sec): 3 clusters Score: Raw -8646824.857854 + Penalty 5427.177300 = -8641397.680554 nChanged 35 SP:Iteration 108Q (17565.750000 sec): 3 clusters Score: Raw -8646828.237307 + Penalty 5427.177300 = -8641401.060008 nChanged 33 SP:Iteration 109Q (17565.930000 sec): 3 clusters Score: Raw -8646832.327017 + Penalty 5427.177300 = -8641405.149717 nChanged 40 SP:Iteration 110Q (17566.120000 sec): 3 clusters Score: Raw -8646836.485044 + Penalty 5427.177300 = -8641409.307745 nChanged 25 SP:Iteration 111Q (17566.310000 sec): 3 clusters Score: Raw -8646839.177540 + Penalty 5427.177300 = -8641412.000240 nChanged 30 SP:Iteration 112Q (17566.490000 sec): 3 clusters Score: Raw -8646842.054306 + Penalty 5427.177300 = -8641414.877007 nChanged 28 SP:Iteration 113Q (17566.680000 sec): 3 clusters Score: Raw -8646844.881857 + Penalty 5427.177300 = -8641417.704557 nChanged 29 SP:Iteration 114Q (17566.870000 sec): 3 clusters Score: Raw -8646847.196304 + Penalty 5427.177300 = -8641420.019004 nChanged 27 SP:Iteration 115Q (17567.050000 sec): 3 clusters Score: Raw -8646849.977940 + Penalty 5427.177300 = -8641422.800641 nChanged 23 SP:Iteration 116Q (17567.240000 sec): 3 clusters Score: Raw -8646852.974200 + Penalty 5427.177300 = -8641425.796900 nChanged 31 SP:Iteration 117Q (17567.430000 sec): 3 clusters Score: Raw -8646857.161611 + Penalty 5427.177300 = -8641429.984312 nChanged 34 SP:Iteration 118Q (17567.620000 sec): 3 clusters Score: Raw -8646861.550872 + Penalty 5427.177300 = -8641434.373572 nChanged 36 SP:Iteration 119Q (17567.800000 sec): 3 clusters Score: Raw -8646866.390989 + Penalty 5427.177300 = -8641439.213689 nChanged 37 SP:Iteration 120F (17568.040000 sec): 3 clusters Score: Raw -8646870.908022 + Penalty 5427.177300 = -8641443.730723 nChanged 41 SP:Iteration 121Q (17568.220000 sec): 3 clusters Score: Raw -8646875.928539 + Penalty 5427.177300 = -8641448.751239 nChanged 28 SP:Iteration 122Q (17568.410000 sec): 3 clusters Score: Raw -8646879.338884 + Penalty 5427.177300 = -8641452.161584 nChanged 25 SP:Iteration 123Q (17568.590000 sec): 3 clusters Score: Raw -8646882.152834 + Penalty 5427.177300 = -8641454.975535 nChanged 28 SP:Iteration 124Q (17568.780000 sec): 3 clusters Score: Raw -8646885.058008 + Penalty 5427.177300 = -8641457.880709 nChanged 19 SP:Iteration 125Q (17568.970000 sec): 3 clusters Score: Raw -8646886.952241 + Penalty 5427.177300 = -8641459.774941 nChanged 15 SP:Iteration 126Q (17569.150000 sec): 3 clusters Score: Raw -8646888.553358 + Penalty 5427.177300 = -8641461.376059 nChanged 19 SP:Iteration 127Q (17569.340000 sec): 3 clusters Score: Raw -8646890.483912 + Penalty 5427.177300 = -8641463.306613 nChanged 23 SP:Iteration 128Q (17569.520000 sec): 3 clusters Score: Raw -8646893.347655 + Penalty 5427.177300 = -8641466.170356 nChanged 26 SP:Iteration 129Q (17569.710000 sec): 3 clusters Score: Raw -8646896.035121 + Penalty 5427.177300 = -8641468.857821 nChanged 25 SP:Iteration 130Q (17569.890000 sec): 3 clusters Score: Raw -8646898.741842 + Penalty 5427.177300 = -8641471.564542 nChanged 28 SP:Iteration 131Q (17570.070000 sec): 3 clusters Score: Raw -8646902.111244 + Penalty 5427.177300 = -8641474.933944 nChanged 28 SP:Iteration 132Q (17570.260000 sec): 3 clusters Score: Raw -8646905.853117 + Penalty 5427.177300 = -8641478.675818 nChanged 36 SP:Iteration 133Q (17570.440000 sec): 3 clusters Score: Raw -8646910.437818 + Penalty 5427.177300 = -8641483.260519 nChanged 32 SP:Iteration 134Q (17570.630000 sec): 3 clusters Score: Raw -8646915.098168 + Penalty 5427.177300 = -8641487.920869 nChanged 39 SP:Iteration 135Q (17570.810000 sec): 3 clusters Score: Raw -8646921.050807 + Penalty 5427.177300 = -8641493.873507 nChanged 41 SP:Iteration 136Q (17571.000000 sec): 3 clusters Score: Raw -8646927.490630 + Penalty 5427.177300 = -8641500.313331 nChanged 48 SP:Iteration 137Q (17571.180000 sec): 3 clusters Score: Raw -8646934.096934 + Penalty 5427.177300 = -8641506.919634 nChanged 41 SP:Iteration 138Q (17571.370000 sec): 3 clusters Score: Raw -8646939.874426 + Penalty 5427.177300 = -8641512.697127 nChanged 45 SP:Iteration 139Q (17571.550000 sec): 3 clusters Score: Raw -8646947.038697 + Penalty 5427.177300 = -8641519.861397 nChanged 49 SP:Iteration 140F (17571.780000 sec): 3 clusters Score: Raw -8646954.306196 + Penalty 5427.177300 = -8641527.128896 nChanged 38 SP:Iteration 141Q (17571.960000 sec): 3 clusters Score: Raw -8646958.676893 + Penalty 5427.177300 = -8641531.499593 nChanged 29 SP:Iteration 142Q (17572.150000 sec): 3 clusters Score: Raw -8646962.094554 + Penalty 5427.177300 = -8641534.917254 nChanged 32 SP:Iteration 143Q (17572.330000 sec): 3 clusters Score: Raw -8646965.917267 + Penalty 5427.177300 = -8641538.739967 nChanged 27 SP:Iteration 144Q (17572.510000 sec): 3 clusters Score: Raw -8646968.862743 + Penalty 5427.177300 = -8641541.685444 nChanged 18 SP:Iteration 145Q (17572.690000 sec): 3 clusters Score: Raw -8646971.256337 + Penalty 5427.177300 = -8641544.079037 nChanged 24 SP:Iteration 146Q (17572.880000 sec): 3 clusters Score: Raw -8646973.753748 + Penalty 5427.177300 = -8641546.576449 nChanged 17 SP:Iteration 147Q (17573.070000 sec): 3 clusters Score: Raw -8646976.199126 + Penalty 5427.177300 = -8641549.021826 nChanged 27 SP:Iteration 148Q (17573.250000 sec): 3 clusters Score: Raw -8646980.056442 + Penalty 5427.177300 = -8641552.879143 nChanged 23 SP:Iteration 149Q (17573.430000 sec): 3 clusters Score: Raw -8646983.290795 + Penalty 5427.177300 = -8641556.113496 nChanged 24 SP:Iteration 150Q (17573.610000 sec): 3 clusters Score: Raw -8646986.302269 + Penalty 5427.177300 = -8641559.124970 nChanged 30 SP:Iteration 151Q (17573.790000 sec): 3 clusters Score: Raw -8646990.196471 + Penalty 5427.177300 = -8641563.019171 nChanged 23 SP:Iteration 152Q (17573.980000 sec): 3 clusters Score: Raw -8646992.273124 + Penalty 5427.177300 = -8641565.095824 nChanged 10 SP:Iteration 153Q (17574.160000 sec): 3 clusters Score: Raw -8646993.247566 + Penalty 5427.177300 = -8641566.070267 nChanged 14 SP:Iteration 154Q (17574.340000 sec): 3 clusters Score: Raw -8646994.525728 + Penalty 5427.177300 = -8641567.348428 nChanged 13 SP:Iteration 155Q (17574.530000 sec): 3 clusters Score: Raw -8646995.769295 + Penalty 5427.177300 = -8641568.591996 nChanged 9 SP:Iteration 156Q (17574.710000 sec): 3 clusters Score: Raw -8646996.564425 + Penalty 5427.177300 = -8641569.387125 nChanged 7 SP:Iteration 157Q (17574.890000 sec): 3 clusters Score: Raw -8646997.274252 + Penalty 5427.177300 = -8641570.096952 nChanged 4 SP:Iteration 158Q (17575.070000 sec): 3 clusters Score: Raw -8646997.654966 + Penalty 5427.177300 = -8641570.477666 nChanged 6 SP:Iteration 159Q (17575.260000 sec): 3 clusters Score: Raw -8646998.186062 + Penalty 5427.177300 = -8641571.008762 nChanged 9 SP:Iteration 160F (17575.490000 sec): 3 clusters Score: Raw -8646999.054762 + Penalty 5427.177300 = -8641571.877463 nChanged 7 SP:Iteration 161Q (17575.670000 sec): 3 clusters Score: Raw -8646999.904599 + Penalty 5427.177300 = -8641572.727300 nChanged 13 SP:Iteration 162Q (17575.850000 sec): 3 clusters Score: Raw -8647001.117091 + Penalty 5427.177300 = -8641573.939792 nChanged 10 SP:Iteration 163Q (17576.040000 sec): 3 clusters Score: Raw -8647002.152665 + Penalty 5427.177300 = -8641574.975366 nChanged 10 SP:Iteration 164Q (17576.220000 sec): 3 clusters Score: Raw -8647003.189680 + Penalty 5427.177300 = -8641576.012381 nChanged 13 SP:Iteration 165Q (17576.400000 sec): 3 clusters Score: Raw -8647004.326651 + Penalty 5427.177300 = -8641577.149351 nChanged 7 SP:Iteration 166Q (17576.580000 sec): 3 clusters Score: Raw -8647005.054062 + Penalty 5427.177300 = -8641577.876762 nChanged 8 SP:Iteration 167Q (17576.760000 sec): 3 clusters Score: Raw -8647005.872597 + Penalty 5427.177300 = -8641578.695297 nChanged 13 SP:Iteration 168Q (17576.950000 sec): 3 clusters Score: Raw -8647007.394835 + Penalty 5427.177300 = -8641580.217535 nChanged 9 SP:Iteration 169Q (17577.130000 sec): 3 clusters Score: Raw -8647008.312267 + Penalty 5427.177300 = -8641581.134968 nChanged 11 SP:Iteration 170Q (17577.310000 sec): 3 clusters Score: Raw -8647009.529154 + Penalty 5427.177300 = -8641582.351854 nChanged 9 SP:Iteration 171Q (17577.500000 sec): 3 clusters Score: Raw -8647010.394726 + Penalty 5427.177300 = -8641583.217426 nChanged 5 SP:Iteration 172Q (17577.680000 sec): 3 clusters Score: Raw -8647010.812177 + Penalty 5427.177300 = -8641583.634878 nChanged 6 SP:Iteration 173Q (17577.860000 sec): 3 clusters Score: Raw -8647011.267043 + Penalty 5427.177300 = -8641584.089743 nChanged 2 SP:Iteration 174Q (17578.050000 sec): 3 clusters Score: Raw -8647011.568937 + Penalty 5427.177300 = -8641584.391638 nChanged 2 SP:Iteration 175Q (17578.230000 sec): 3 clusters Score: Raw -8647011.808119 + Penalty 5427.177300 = -8641584.630819 nChanged 5 SP:Iteration 176Q (17578.410000 sec): 3 clusters Score: Raw -8647012.295469 + Penalty 5427.177300 = -8641585.118169 nChanged 4 SP:Iteration 177Q (17578.590000 sec): 3 clusters Score: Raw -8647012.660720 + Penalty 5427.177300 = -8641585.483421 nChanged 6 SP:Iteration 178Q (17578.770000 sec): 3 clusters Score: Raw -8647013.117384 + Penalty 5427.177300 = -8641585.940085 nChanged 8 SP:Iteration 179Q (17578.950000 sec): 3 clusters Score: Raw -8647013.727500 + Penalty 5427.177300 = -8641586.550200 nChanged 5 SP:Iteration 180F (17579.190000 sec): 3 clusters Score: Raw -8647014.137271 + Penalty 5427.177300 = -8641586.959971 nChanged 3 SP:Iteration 181Q (17579.370000 sec): 3 clusters Score: Raw -8647014.432171 + Penalty 5427.177300 = -8641587.254871 nChanged 6 SP:Iteration 182Q (17579.550000 sec): 3 clusters Score: Raw -8647015.049011 + Penalty 5427.177300 = -8641587.871712 nChanged 7 SP:Iteration 183Q (17579.730000 sec): 3 clusters Score: Raw -8647015.680516 + Penalty 5427.177300 = -8641588.503216 nChanged 7 SP:Iteration 184Q (17579.910000 sec): 3 clusters Score: Raw -8647016.295021 + Penalty 5427.177300 = -8641589.117721 nChanged 8 SP:Iteration 185Q (17580.100000 sec): 3 clusters Score: Raw -8647017.241277 + Penalty 5427.177300 = -8641590.063977 nChanged 9 SP:Iteration 186Q (17580.280000 sec): 3 clusters Score: Raw -8647018.069520 + Penalty 5427.177300 = -8641590.892221 nChanged 7 SP:Iteration 187Q (17580.460000 sec): 3 clusters Score: Raw -8647018.852535 + Penalty 5427.177300 = -8641591.675235 nChanged 7 SP:Iteration 188Q (17580.650000 sec): 3 clusters Score: Raw -8647019.810236 + Penalty 5427.177300 = -8641592.632937 nChanged 12 SP:Iteration 189Q (17580.830000 sec): 3 clusters Score: Raw -8647021.265555 + Penalty 5427.177300 = -8641594.088255 nChanged 11 SP:Iteration 190Q (17581.010000 sec): 3 clusters Score: Raw -8647022.346639 + Penalty 5427.177300 = -8641595.169340 nChanged 10 SP:Iteration 191Q (17581.190000 sec): 3 clusters Score: Raw -8647023.314663 + Penalty 5427.177300 = -8641596.137364 nChanged 12 SP:Iteration 192Q (17581.370000 sec): 3 clusters Score: Raw -8647024.228096 + Penalty 5427.177300 = -8641597.050796 nChanged 12 SP:Iteration 193Q (17581.560000 sec): 3 clusters Score: Raw -8647025.352704 + Penalty 5427.177300 = -8641598.175404 nChanged 13 SP:Iteration 194Q (17581.740000 sec): 3 clusters Score: Raw -8647026.790150 + Penalty 5427.177300 = -8641599.612850 nChanged 14 SP:Iteration 195Q (17581.920000 sec): 3 clusters Score: Raw -8647028.194180 + Penalty 5427.177300 = -8641601.016880 nChanged 16 SP:Iteration 196Q (17582.100000 sec): 3 clusters Score: Raw -8647029.570359 + Penalty 5427.177300 = -8641602.393059 nChanged 14 SP:Iteration 197Q (17582.280000 sec): 3 clusters Score: Raw -8647031.178200 + Penalty 5427.177300 = -8641604.000900 nChanged 20 SP:Iteration 198Q (17582.460000 sec): 3 clusters Score: Raw -8647033.658186 + Penalty 5427.177300 = -8641606.480886 nChanged 21 SP:Iteration 199Q (17582.640000 sec): 3 clusters Score: Raw -8647036.133882 + Penalty 5427.177300 = -8641608.956583 nChanged 26 SP:Iteration 200F (17582.870000 sec): 3 clusters Score: Raw -8647039.455004 + Penalty 5427.177300 = -8641612.277705 nChanged 22 SP:Iteration 201Q (17583.060000 sec): 3 clusters Score: Raw -8647041.721218 + Penalty 5427.177300 = -8641614.543918 nChanged 22 SP:Iteration 202Q (17583.240000 sec): 3 clusters Score: Raw -8647044.957360 + Penalty 5427.177300 = -8641617.780060 nChanged 20 SP:Iteration 203Q (17583.420000 sec): 3 clusters Score: Raw -8647047.769534 + Penalty 5427.177300 = -8641620.592235 nChanged 18 SP:Iteration 204Q (17583.600000 sec): 3 clusters Score: Raw -8647050.429210 + Penalty 5427.177300 = -8641623.251910 nChanged 18 SP:Iteration 205Q (17583.780000 sec): 3 clusters Score: Raw -8647052.671983 + Penalty 5427.177300 = -8641625.494684 nChanged 13 SP:Iteration 206Q (17583.960000 sec): 3 clusters Score: Raw -8647054.513634 + Penalty 5427.177300 = -8641627.336335 nChanged 19 SP:Iteration 207Q (17584.140000 sec): 3 clusters Score: Raw -8647057.274916 + Penalty 5427.177300 = -8641630.097617 nChanged 14 SP:Iteration 208Q (17584.320000 sec): 3 clusters Score: Raw -8647058.842350 + Penalty 5427.177300 = -8641631.665050 nChanged 17 SP:Iteration 209Q (17584.500000 sec): 3 clusters Score: Raw -8647061.897005 + Penalty 5427.177300 = -8641634.719706 nChanged 23 SP:Iteration 210Q (17584.680000 sec): 3 clusters Score: Raw -8647065.015328 + Penalty 5427.177300 = -8641637.838028 nChanged 19 SP:Iteration 211Q (17584.860000 sec): 3 clusters Score: Raw -8647066.995848 + Penalty 5427.177300 = -8641639.818549 nChanged 13 SP:Iteration 212Q (17585.040000 sec): 3 clusters Score: Raw -8647068.317003 + Penalty 5427.177300 = -8641641.139703 nChanged 10 SP:Iteration 213Q (17585.230000 sec): 3 clusters Score: Raw -8647069.375472 + Penalty 5427.177300 = -8641642.198172 nChanged 7 SP:Iteration 214Q (17585.410000 sec): 3 clusters Score: Raw -8647070.175157 + Penalty 5427.177300 = -8641642.997858 nChanged 7 SP:Iteration 215Q (17585.590000 sec): 3 clusters Score: Raw -8647071.806053 + Penalty 5427.177300 = -8641644.628753 nChanged 20 SP:Iteration 216Q (17585.770000 sec): 3 clusters Score: Raw -8647074.294006 + Penalty 5427.177300 = -8641647.116707 nChanged 16 SP:Iteration 217Q (17585.950000 sec): 3 clusters Score: Raw -8647076.524505 + Penalty 5427.177300 = -8641649.347205 nChanged 16 SP:Iteration 218Q (17586.130000 sec): 3 clusters Score: Raw -8647078.346080 + Penalty 5427.177300 = -8641651.168780 nChanged 10 SP:Iteration 219Q (17586.310000 sec): 3 clusters Score: Raw -8647079.996830 + Penalty 5427.177300 = -8641652.819531 nChanged 14 SP:Iteration 220F (17586.550000 sec): 3 clusters Score: Raw -8647081.790007 + Penalty 5427.177300 = -8641654.612707 nChanged 9 SP:Iteration 221Q (17586.730000 sec): 3 clusters Score: Raw -8647082.832316 + Penalty 5427.177300 = -8641655.655016 nChanged 11 SP:Iteration 222Q (17586.910000 sec): 3 clusters Score: Raw -8647084.306824 + Penalty 5427.177300 = -8641657.129525 nChanged 10 SP:Iteration 223Q (17587.090000 sec): 3 clusters Score: Raw -8647085.270229 + Penalty 5427.177300 = -8641658.092930 nChanged 8 SP:Iteration 224Q (17587.270000 sec): 3 clusters Score: Raw -8647086.416638 + Penalty 5427.177300 = -8641659.239339 nChanged 12 SP:Iteration 225Q (17587.460000 sec): 3 clusters Score: Raw -8647087.978467 + Penalty 5427.177300 = -8641660.801168 nChanged 16 SP:Iteration 226Q (17587.640000 sec): 3 clusters Score: Raw -8647089.558736 + Penalty 5427.177300 = -8641662.381437 nChanged 14 SP:Iteration 227Q (17587.820000 sec): 3 clusters Score: Raw -8647091.730546 + Penalty 5427.177300 = -8641664.553247 nChanged 19 SP:Iteration 228Q (17588.000000 sec): 3 clusters Score: Raw -8647094.246738 + Penalty 5427.177300 = -8641667.069439 nChanged 14 SP:Iteration 229Q (17588.180000 sec): 3 clusters Score: Raw -8647096.552389 + Penalty 5427.177300 = -8641669.375090 nChanged 15 SP:Iteration 230Q (17588.360000 sec): 3 clusters Score: Raw -8647098.534770 + Penalty 5427.177300 = -8641671.357471 nChanged 11 SP:Iteration 231Q (17588.540000 sec): 3 clusters Score: Raw -8647099.994035 + Penalty 5427.177300 = -8641672.816735 nChanged 8 SP:Iteration 232Q (17588.720000 sec): 3 clusters Score: Raw -8647100.979787 + Penalty 5427.177300 = -8641673.802487 nChanged 9 SP:Iteration 233Q (17588.900000 sec): 3 clusters Score: Raw -8647102.182474 + Penalty 5427.177300 = -8641675.005174 nChanged 10 SP:Iteration 234Q (17589.080000 sec): 3 clusters Score: Raw -8647103.297743 + Penalty 5427.177300 = -8641676.120444 nChanged 12 SP:Iteration 235Q (17589.260000 sec): 3 clusters Score: Raw -8647104.891691 + Penalty 5427.177300 = -8641677.714391 nChanged 8 SP:Iteration 236Q (17589.440000 sec): 3 clusters Score: Raw -8647106.284222 + Penalty 5427.177300 = -8641679.106922 nChanged 12 SP:Iteration 237Q (17589.620000 sec): 3 clusters Score: Raw -8647107.792071 + Penalty 5427.177300 = -8641680.614771 nChanged 8 SP:Iteration 238Q (17589.800000 sec): 3 clusters Score: Raw -8647108.916763 + Penalty 5427.177300 = -8641681.739463 nChanged 8 SP:Iteration 239Q (17589.980000 sec): 3 clusters Score: Raw -8647109.965767 + Penalty 5427.177300 = -8641682.788467 nChanged 11 SP:Iteration 240F (17590.210000 sec): 3 clusters Score: Raw -8647111.691981 + Penalty 5427.177300 = -8641684.514682 nChanged 7 SP:Iteration 241Q (17590.390000 sec): 3 clusters Score: Raw -8647112.612334 + Penalty 5427.177300 = -8641685.435035 nChanged 11 SP:Iteration 242Q (17590.570000 sec): 3 clusters Score: Raw -8647114.010452 + Penalty 5427.177300 = -8641686.833153 nChanged 6 SP:Iteration 243Q (17590.750000 sec): 3 clusters Score: Raw -8647115.235898 + Penalty 5427.177300 = -8641688.058598 nChanged 10 SP:Iteration 244Q (17590.930000 sec): 3 clusters Score: Raw -8647116.432493 + Penalty 5427.177300 = -8641689.255193 nChanged 10 SP:Iteration 245Q (17591.110000 sec): 3 clusters Score: Raw -8647117.802633 + Penalty 5427.177300 = -8641690.625334 nChanged 8 SP:Iteration 246Q (17591.300000 sec): 3 clusters Score: Raw -8647118.544299 + Penalty 5427.177300 = -8641691.367000 nChanged 4 SP:Iteration 247Q (17591.480000 sec): 3 clusters Score: Raw -8647119.057507 + Penalty 5427.177300 = -8641691.880208 nChanged 7 SP:Iteration 248Q (17591.660000 sec): 3 clusters Score: Raw -8647120.205416 + Penalty 5427.177300 = -8641693.028117 nChanged 8 SP:Iteration 249Q (17591.840000 sec): 3 clusters Score: Raw -8647121.223391 + Penalty 5427.177300 = -8641694.046092 nChanged 8 SP:Iteration 250Q (17592.020000 sec): 3 clusters Score: Raw -8647122.304198 + Penalty 5427.177300 = -8641695.126898 nChanged 5 SP:Iteration 251Q (17592.210000 sec): 3 clusters Score: Raw -8647123.355496 + Penalty 5427.177300 = -8641696.178196 nChanged 6 SP:Iteration 252Q (17592.400000 sec): 3 clusters Score: Raw -8647123.897095 + Penalty 5427.177300 = -8641696.719795 nChanged 4 SP:Iteration 253Q (17592.580000 sec): 3 clusters Score: Raw -8647124.339145 + Penalty 5427.177300 = -8641697.161845 nChanged 3 SP:Iteration 254Q (17592.760000 sec): 3 clusters Score: Raw -8647124.595170 + Penalty 5427.177300 = -8641697.417871 nChanged 2 SP:Iteration 255Q (17592.940000 sec): 3 clusters Score: Raw -8647124.799055 + Penalty 5427.177300 = -8641697.621756 nChanged 2 SP:Iteration 256Q (17593.120000 sec): 3 clusters Score: Raw -8647124.994153 + Penalty 5427.177300 = -8641697.816853 nChanged 0 SP:Iteration 257F (17593.360000 sec): 3 clusters Score: Raw -8647124.994153 + Penalty 5427.177300 = -8641697.816853 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 15 (23768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17593.460000 sec): 2 clusters Score: Raw -3613661.033729 + Penalty 2498.871663 = -3611162.162066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17593.560000 sec): 3 clusters Score: Raw -3599610.729431 + Penalty 4997.743327 = -3594612.986104 nChanged 10554 SP:Iteration 1F (17593.650000 sec): 3 clusters Score: Raw -3605502.290807 + Penalty 4997.743327 = -3600504.547480 nChanged 1365 SP:Iteration 2F (17593.750000 sec): 3 clusters Score: Raw -3606204.343551 + Penalty 4997.743327 = -3601206.600224 nChanged 1448 SP:Iteration 3F (17593.850000 sec): 3 clusters Score: Raw -3607166.991389 + Penalty 4997.743327 = -3602169.248062 nChanged 1633 SP:Iteration 4F (17593.950000 sec): 3 clusters Score: Raw -3608512.512070 + Penalty 4997.743327 = -3603514.768743 nChanged 1821 SP:Iteration 5F (17594.050000 sec): 3 clusters Score: Raw -3610211.103192 + Penalty 4997.743327 = -3605213.359865 nChanged 1774 SP:Iteration 6F (17594.150000 sec): 3 clusters Score: Raw -3611745.645048 + Penalty 4997.743327 = -3606747.901721 nChanged 1520 SP:Iteration 7F (17594.250000 sec): 3 clusters Score: Raw -3612720.753160 + Penalty 4997.743327 = -3607723.009833 nChanged 1065 SP:Iteration 8Q (17594.340000 sec): 3 clusters Score: Raw -3613197.201164 + Penalty 4997.743327 = -3608199.457837 nChanged 685 SP:Iteration 9Q (17594.440000 sec): 3 clusters Score: Raw -3613413.191887 + Penalty 4997.743327 = -3608415.448560 nChanged 433 SP:Iteration 10Q (17594.540000 sec): 3 clusters Score: Raw -3613511.260230 + Penalty 4997.743327 = -3608513.516903 nChanged 285 SP:Iteration 11Q (17594.630000 sec): 3 clusters Score: Raw -3613555.382317 + Penalty 4997.743327 = -3608557.638990 nChanged 157 SP:Iteration 12Q (17594.730000 sec): 3 clusters Score: Raw -3613572.440513 + Penalty 4997.743327 = -3608574.697186 nChanged 115 SP:Iteration 13Q (17594.820000 sec): 3 clusters Score: Raw -3613584.302284 + Penalty 4997.743327 = -3608586.558957 nChanged 80 SP:Iteration 14Q (17594.920000 sec): 3 clusters Score: Raw -3613591.477963 + Penalty 4997.743327 = -3608593.734637 nChanged 62 SP:Iteration 15Q (17595.010000 sec): 3 clusters Score: Raw -3613596.397120 + Penalty 4997.743327 = -3608598.653793 nChanged 50 SP:Iteration 16Q (17595.110000 sec): 3 clusters Score: Raw -3613600.181170 + Penalty 4997.743327 = -3608602.437843 nChanged 43 SP:Iteration 17Q (17595.200000 sec): 3 clusters Score: Raw -3613603.236987 + Penalty 4997.743327 = -3608605.493660 nChanged 36 SP:Iteration 18Q (17595.300000 sec): 3 clusters Score: Raw -3613605.690716 + Penalty 4997.743327 = -3608607.947389 nChanged 19 SP:Iteration 19Q (17595.400000 sec): 3 clusters Score: Raw -3613606.856521 + Penalty 4997.743327 = -3608609.113194 nChanged 10 SP:Iteration 20F (17595.490000 sec): 3 clusters Score: Raw -3613607.645811 + Penalty 4997.743327 = -3608609.902484 nChanged 15 SP:Iteration 21Q (17595.590000 sec): 3 clusters Score: Raw -3613608.796759 + Penalty 4997.743327 = -3608611.053432 nChanged 17 SP:Iteration 22Q (17595.680000 sec): 3 clusters Score: Raw -3613609.951645 + Penalty 4997.743327 = -3608612.208318 nChanged 14 SP:Iteration 23Q (17595.780000 sec): 3 clusters Score: Raw -3613610.709445 + Penalty 4997.743327 = -3608612.966118 nChanged 13 SP:Iteration 24Q (17595.880000 sec): 3 clusters Score: Raw -3613611.525542 + Penalty 4997.743327 = -3608613.782215 nChanged 16 SP:Iteration 25Q (17595.970000 sec): 3 clusters Score: Raw -3613612.713799 + Penalty 4997.743327 = -3608614.970472 nChanged 16 SP:Iteration 26Q (17596.070000 sec): 3 clusters Score: Raw -3613613.861077 + Penalty 4997.743327 = -3608616.117750 nChanged 17 SP:Iteration 27Q (17596.160000 sec): 3 clusters Score: Raw -3613614.879749 + Penalty 4997.743327 = -3608617.136422 nChanged 17 SP:Iteration 28Q (17596.260000 sec): 3 clusters Score: Raw -3613615.798651 + Penalty 4997.743327 = -3608618.055324 nChanged 8 SP:Iteration 29Q (17596.350000 sec): 3 clusters Score: Raw -3613616.253572 + Penalty 4997.743327 = -3608618.510245 nChanged 9 SP:Iteration 30Q (17596.450000 sec): 3 clusters Score: Raw -3613616.767254 + Penalty 4997.743327 = -3608619.023927 nChanged 10 SP:Iteration 31Q (17596.540000 sec): 3 clusters Score: Raw -3613617.316804 + Penalty 4997.743327 = -3608619.573477 nChanged 5 SP:Iteration 32Q (17596.640000 sec): 3 clusters Score: Raw -3613617.634488 + Penalty 4997.743327 = -3608619.891161 nChanged 9 SP:Iteration 33Q (17596.740000 sec): 3 clusters Score: Raw -3613618.121993 + Penalty 4997.743327 = -3608620.378666 nChanged 8 SP:Iteration 34Q (17596.830000 sec): 3 clusters Score: Raw -3613618.512633 + Penalty 4997.743327 = -3608620.769306 nChanged 5 SP:Iteration 35Q (17596.920000 sec): 3 clusters Score: Raw -3613618.688132 + Penalty 4997.743327 = -3608620.944805 nChanged 2 SP:Iteration 36Q (17597.020000 sec): 3 clusters Score: Raw -3613618.862854 + Penalty 4997.743327 = -3608621.119527 nChanged 5 SP:Iteration 37Q (17597.120000 sec): 3 clusters Score: Raw -3613619.093625 + Penalty 4997.743327 = -3608621.350298 nChanged 2 SP:Iteration 38Q (17597.210000 sec): 3 clusters Score: Raw -3613619.181134 + Penalty 4997.743327 = -3608621.437807 nChanged 4 SP:Iteration 39Q (17597.310000 sec): 3 clusters Score: Raw -3613619.366348 + Penalty 4997.743327 = -3608621.623021 nChanged 5 SP:Iteration 40F (17597.410000 sec): 3 clusters Score: Raw -3613619.647833 + Penalty 4997.743327 = -3608621.904506 nChanged 2 SP:Iteration 41Q (17597.500000 sec): 3 clusters Score: Raw -3613619.743781 + Penalty 4997.743327 = -3608622.000454 nChanged 0 SP:Iteration 42F (17597.600000 sec): 3 clusters Score: Raw -3613619.743781 + Penalty 4997.743327 = -3608622.000454 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 16 (153192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17598.150000 sec): 2 clusters Score: Raw -24749526.253011 + Penalty 2960.982934 = -24746565.270077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17598.800000 sec): 3 clusters Score: Raw -24650070.056377 + Penalty 5921.965869 = -24644148.090508 nChanged 73031 SP:Iteration 1F (17599.450000 sec): 3 clusters Score: Raw -24692714.235974 + Penalty 5921.965869 = -24686792.270105 nChanged 4504 SP:Iteration 2Q (17600.100000 sec): 3 clusters Score: Raw -24693647.722573 + Penalty 5921.965869 = -24687725.756704 nChanged 4374 SP:Iteration 3Q (17600.760000 sec): 3 clusters Score: Raw -24694605.450127 + Penalty 5921.965869 = -24688683.484259 nChanged 4470 SP:Iteration 4Q (17601.420000 sec): 3 clusters Score: Raw -24695676.926482 + Penalty 5921.965869 = -24689754.960613 nChanged 4734 SP:Iteration 5Q (17602.070000 sec): 3 clusters Score: Raw -24696999.917524 + Penalty 5921.965869 = -24691077.951656 nChanged 5339 SP:Iteration 6Q (17602.720000 sec): 3 clusters Score: Raw -24698826.001016 + Penalty 5921.965869 = -24692904.035148 nChanged 6213 SP:Iteration 7Q (17603.380000 sec): 3 clusters Score: Raw -24701502.500171 + Penalty 5921.965869 = -24695580.534303 nChanged 7640 SP:Iteration 8Q (17604.030000 sec): 3 clusters Score: Raw -24705554.305985 + Penalty 5921.965869 = -24699632.340116 nChanged 9082 SP:Iteration 9F (17604.670000 sec): 3 clusters Score: Raw -24711485.324900 + Penalty 5921.965869 = -24705563.359032 nChanged 10057 SP:Iteration 10F (17605.320000 sec): 3 clusters Score: Raw -24719062.549706 + Penalty 5921.965869 = -24713140.583838 nChanged 10159 SP:Iteration 11F (17605.960000 sec): 3 clusters Score: Raw -24727384.225700 + Penalty 5921.965869 = -24721462.259832 nChanged 8928 SP:Iteration 12F (17606.600000 sec): 3 clusters Score: Raw -24735068.643212 + Penalty 5921.965869 = -24729146.677343 nChanged 6873 SP:Iteration 13Q (17607.180000 sec): 3 clusters Score: Raw -24740994.410167 + Penalty 5921.965869 = -24735072.444298 nChanged 4608 SP:Iteration 14Q (17607.720000 sec): 3 clusters Score: Raw -24744894.483587 + Penalty 5921.965869 = -24738972.517718 nChanged 2887 SP:Iteration 15Q (17608.230000 sec): 3 clusters Score: Raw -24747312.642817 + Penalty 5921.965869 = -24741390.676948 nChanged 1606 SP:Iteration 16Q (17608.710000 sec): 3 clusters Score: Raw -24748619.140362 + Penalty 5921.965869 = -24742697.174494 nChanged 734 SP:Iteration 17Q (17609.170000 sec): 3 clusters Score: Raw -24749181.527266 + Penalty 5921.965869 = -24743259.561398 nChanged 373 SP:Iteration 18Q (17609.630000 sec): 3 clusters Score: Raw -24749459.125039 + Penalty 5921.965869 = -24743537.159171 nChanged 183 SP:Iteration 19Q (17610.080000 sec): 3 clusters Score: Raw -24749596.978312 + Penalty 5921.965869 = -24743675.012444 nChanged 116 SP:Iteration 20F (17610.720000 sec): 3 clusters Score: Raw -24749692.930544 + Penalty 5921.965869 = -24743770.964676 nChanged 69 SP:Iteration 21Q (17611.160000 sec): 3 clusters Score: Raw -24749750.281743 + Penalty 5921.965869 = -24743828.315874 nChanged 47 SP:Iteration 22Q (17611.610000 sec): 3 clusters Score: Raw -24749786.094454 + Penalty 5921.965869 = -24743864.128585 nChanged 27 SP:Iteration 23Q (17612.060000 sec): 3 clusters Score: Raw -24749806.915059 + Penalty 5921.965869 = -24743884.949190 nChanged 22 SP:Iteration 24Q (17612.500000 sec): 3 clusters Score: Raw -24749828.071726 + Penalty 5921.965869 = -24743906.105857 nChanged 18 SP:Iteration 25Q (17612.940000 sec): 3 clusters Score: Raw -24749841.678474 + Penalty 5921.965869 = -24743919.712605 nChanged 7 SP:Iteration 26Q (17613.390000 sec): 3 clusters Score: Raw -24749848.639432 + Penalty 5921.965869 = -24743926.673563 nChanged 6 SP:Iteration 27Q (17613.830000 sec): 3 clusters Score: Raw -24749855.023952 + Penalty 5921.965869 = -24743933.058083 nChanged 10 SP:Iteration 28Q (17614.270000 sec): 3 clusters Score: Raw -24749862.902579 + Penalty 5921.965869 = -24743940.936710 nChanged 4 SP:Iteration 29Q (17614.710000 sec): 3 clusters Score: Raw -24749865.662005 + Penalty 5921.965869 = -24743943.696137 nChanged 2 SP:Iteration 30Q (17615.160000 sec): 3 clusters Score: Raw -24749867.711553 + Penalty 5921.965869 = -24743945.745685 nChanged 0 SP:Iteration 31F (17615.790000 sec): 3 clusters Score: Raw -24749867.711553 + Penalty 5921.965869 = -24743945.745685 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 17 (3354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17615.860000 sec): 2 clusters Score: Raw -512675.621612 + Penalty 2013.241418 = -510662.380194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17615.870000 sec): 3 clusters Score: Raw -511225.138532 + Penalty 4026.482835 = -507198.655696 nChanged 1171 SP:Iteration 1F (17615.890000 sec): 3 clusters Score: Raw -512076.900733 + Penalty 4026.482835 = -508050.417898 nChanged 312 SP:Iteration 2F (17615.900000 sec): 3 clusters Score: Raw -512377.878205 + Penalty 4026.482835 = -508351.395369 nChanged 233 SP:Iteration 3F (17615.920000 sec): 3 clusters Score: Raw -512649.239551 + Penalty 4026.482835 = -508622.756716 nChanged 202 SP:Iteration 4F (17615.930000 sec): 3 clusters Score: Raw -512888.869246 + Penalty 4026.482835 = -508862.386410 nChanged 163 SP:Iteration 5Q (17615.950000 sec): 3 clusters Score: Raw -513088.856769 + Penalty 4026.482835 = -509062.373933 nChanged 161 SP:Iteration 6Q (17615.960000 sec): 3 clusters Score: Raw -513278.115276 + Penalty 4026.482835 = -509251.632440 nChanged 153 SP:Iteration 7Q (17615.970000 sec): 3 clusters Score: Raw -513456.729695 + Penalty 4026.482835 = -509430.246860 nChanged 123 SP:Iteration 8Q (17615.980000 sec): 3 clusters Score: Raw -513597.913937 + Penalty 4026.482835 = -509571.431102 nChanged 109 SP:Iteration 9Q (17616.000000 sec): 3 clusters Score: Raw -513718.972655 + Penalty 4026.482835 = -509692.489819 nChanged 100 SP:Iteration 10Q (17616.010000 sec): 3 clusters Score: Raw -513848.115902 + Penalty 4026.482835 = -509821.633067 nChanged 107 SP:Iteration 11Q (17616.020000 sec): 3 clusters Score: Raw -513987.548014 + Penalty 4026.482835 = -509961.065179 nChanged 99 SP:Iteration 12Q (17616.030000 sec): 3 clusters Score: Raw -514104.759281 + Penalty 4026.482835 = -510078.276446 nChanged 69 SP:Iteration 13Q (17616.050000 sec): 3 clusters Score: Raw -514170.921424 + Penalty 4026.482835 = -510144.438588 nChanged 48 SP:Iteration 14Q (17616.060000 sec): 3 clusters Score: Raw -514204.159286 + Penalty 4026.482835 = -510177.676451 nChanged 26 SP:Iteration 15Q (17616.070000 sec): 3 clusters Score: Raw -514221.091589 + Penalty 4026.482835 = -510194.608754 nChanged 12 SP:Iteration 16Q (17616.080000 sec): 3 clusters Score: Raw -514227.328685 + Penalty 4026.482835 = -510200.845849 nChanged 6 SP:Iteration 17Q (17616.090000 sec): 3 clusters Score: Raw -514230.217955 + Penalty 4026.482835 = -510203.735120 nChanged 3 SP:Iteration 18Q (17616.110000 sec): 3 clusters Score: Raw -514231.467908 + Penalty 4026.482835 = -510204.985072 nChanged 3 SP:Iteration 19Q (17616.120000 sec): 3 clusters Score: Raw -514233.162218 + Penalty 4026.482835 = -510206.679383 nChanged 5 SP:Iteration 20F (17616.130000 sec): 3 clusters Score: Raw -514235.969045 + Penalty 4026.482835 = -510209.486209 nChanged 2 SP:Iteration 21Q (17616.140000 sec): 3 clusters Score: Raw -514237.286632 + Penalty 4026.482835 = -510210.803797 nChanged 2 SP:Iteration 22Q (17616.150000 sec): 3 clusters Score: Raw -514238.729436 + Penalty 4026.482835 = -510212.246601 nChanged 0 SP:Iteration 23F (17616.170000 sec): 3 clusters Score: Raw -514238.729436 + Penalty 4026.482835 = -510212.246601 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 18 (39907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17616.320000 sec): 2 clusters Score: Raw -6466070.765997 + Penalty 2627.388142 = -6463443.377855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17616.490000 sec): 3 clusters Score: Raw -6441732.987508 + Penalty 5254.776285 = -6436478.211223 nChanged 18240 SP:Iteration 1F (17616.650000 sec): 3 clusters Score: Raw -6451685.182255 + Penalty 5254.776285 = -6446430.405970 nChanged 1683 SP:Iteration 2Q (17616.820000 sec): 3 clusters Score: Raw -6452205.922532 + Penalty 5254.776285 = -6446951.146247 nChanged 1576 SP:Iteration 3Q (17616.990000 sec): 3 clusters Score: Raw -6452686.485063 + Penalty 5254.776285 = -6447431.708778 nChanged 1481 SP:Iteration 4Q (17617.160000 sec): 3 clusters Score: Raw -6453157.315270 + Penalty 5254.776285 = -6447902.538985 nChanged 1429 SP:Iteration 5Q (17617.320000 sec): 3 clusters Score: Raw -6453589.387803 + Penalty 5254.776285 = -6448334.611518 nChanged 1433 SP:Iteration 6Q (17617.490000 sec): 3 clusters Score: Raw -6454008.693140 + Penalty 5254.776285 = -6448753.916855 nChanged 1408 SP:Iteration 7Q (17617.660000 sec): 3 clusters Score: Raw -6454466.651128 + Penalty 5254.776285 = -6449211.874843 nChanged 1424 SP:Iteration 8Q (17617.830000 sec): 3 clusters Score: Raw -6454972.604184 + Penalty 5254.776285 = -6449717.827899 nChanged 1534 SP:Iteration 9Q (17617.990000 sec): 3 clusters Score: Raw -6455597.594252 + Penalty 5254.776285 = -6450342.817967 nChanged 1716 SP:Iteration 10Q (17618.160000 sec): 3 clusters Score: Raw -6456445.473446 + Penalty 5254.776285 = -6451190.697161 nChanged 1940 SP:Iteration 11Q (17618.330000 sec): 3 clusters Score: Raw -6457577.092798 + Penalty 5254.776285 = -6452322.316513 nChanged 2061 SP:Iteration 12F (17618.490000 sec): 3 clusters Score: Raw -6458903.674522 + Penalty 5254.776285 = -6453648.898237 nChanged 2075 SP:Iteration 13F (17618.660000 sec): 3 clusters Score: Raw -6460372.385377 + Penalty 5254.776285 = -6455117.609092 nChanged 1861 SP:Iteration 14Q (17618.820000 sec): 3 clusters Score: Raw -6461753.734333 + Penalty 5254.776285 = -6456498.958048 nChanged 1559 SP:Iteration 15Q (17618.990000 sec): 3 clusters Score: Raw -6462859.012540 + Penalty 5254.776285 = -6457604.236255 nChanged 1203 SP:Iteration 16Q (17619.150000 sec): 3 clusters Score: Raw -6463664.242887 + Penalty 5254.776285 = -6458409.466602 nChanged 991 SP:Iteration 17Q (17619.290000 sec): 3 clusters Score: Raw -6464241.819614 + Penalty 5254.776285 = -6458987.043329 nChanged 750 SP:Iteration 18Q (17619.440000 sec): 3 clusters Score: Raw -6464665.311529 + Penalty 5254.776285 = -6459410.535244 nChanged 653 SP:Iteration 19Q (17619.580000 sec): 3 clusters Score: Raw -6464988.000519 + Penalty 5254.776285 = -6459733.224235 nChanged 501 SP:Iteration 20F (17619.750000 sec): 3 clusters Score: Raw -6465221.166185 + Penalty 5254.776285 = -6459966.389900 nChanged 432 SP:Iteration 21Q (17619.880000 sec): 3 clusters Score: Raw -6465418.106695 + Penalty 5254.776285 = -6460163.330410 nChanged 410 SP:Iteration 22Q (17620.020000 sec): 3 clusters Score: Raw -6465607.007798 + Penalty 5254.776285 = -6460352.231513 nChanged 344 SP:Iteration 23Q (17620.150000 sec): 3 clusters Score: Raw -6465762.629641 + Penalty 5254.776285 = -6460507.853356 nChanged 273 SP:Iteration 24Q (17620.280000 sec): 3 clusters Score: Raw -6465884.578307 + Penalty 5254.776285 = -6460629.802022 nChanged 230 SP:Iteration 25Q (17620.410000 sec): 3 clusters Score: Raw -6465981.644309 + Penalty 5254.776285 = -6460726.868024 nChanged 191 SP:Iteration 26Q (17620.540000 sec): 3 clusters Score: Raw -6466064.340459 + Penalty 5254.776285 = -6460809.564174 nChanged 167 SP:Iteration 27Q (17620.670000 sec): 3 clusters Score: Raw -6466142.386065 + Penalty 5254.776285 = -6460887.609780 nChanged 132 SP:Iteration 28Q (17620.790000 sec): 3 clusters Score: Raw -6466195.699239 + Penalty 5254.776285 = -6460940.922955 nChanged 100 SP:Iteration 29Q (17620.910000 sec): 3 clusters Score: Raw -6466234.844818 + Penalty 5254.776285 = -6460980.068533 nChanged 84 SP:Iteration 30Q (17621.040000 sec): 3 clusters Score: Raw -6466267.268736 + Penalty 5254.776285 = -6461012.492451 nChanged 72 SP:Iteration 31Q (17621.160000 sec): 3 clusters Score: Raw -6466291.114803 + Penalty 5254.776285 = -6461036.338518 nChanged 67 SP:Iteration 32Q (17621.290000 sec): 3 clusters Score: Raw -6466313.275552 + Penalty 5254.776285 = -6461058.499267 nChanged 56 SP:Iteration 33Q (17621.410000 sec): 3 clusters Score: Raw -6466332.708189 + Penalty 5254.776285 = -6461077.931904 nChanged 49 SP:Iteration 34Q (17621.530000 sec): 3 clusters Score: Raw -6466350.518614 + Penalty 5254.776285 = -6461095.742329 nChanged 49 SP:Iteration 35Q (17621.650000 sec): 3 clusters Score: Raw -6466367.560268 + Penalty 5254.776285 = -6461112.783983 nChanged 41 SP:Iteration 36Q (17621.770000 sec): 3 clusters Score: Raw -6466383.330833 + Penalty 5254.776285 = -6461128.554548 nChanged 45 SP:Iteration 37Q (17621.900000 sec): 3 clusters Score: Raw -6466399.427719 + Penalty 5254.776285 = -6461144.651435 nChanged 42 SP:Iteration 38Q (17622.020000 sec): 3 clusters Score: Raw -6466415.806182 + Penalty 5254.776285 = -6461161.029897 nChanged 33 SP:Iteration 39Q (17622.140000 sec): 3 clusters Score: Raw -6466428.645690 + Penalty 5254.776285 = -6461173.869405 nChanged 28 SP:Iteration 40F (17622.310000 sec): 3 clusters Score: Raw -6466436.638097 + Penalty 5254.776285 = -6461181.861812 nChanged 22 SP:Iteration 41Q (17622.430000 sec): 3 clusters Score: Raw -6466442.187542 + Penalty 5254.776285 = -6461187.411257 nChanged 17 SP:Iteration 42Q (17622.550000 sec): 3 clusters Score: Raw -6466446.846626 + Penalty 5254.776285 = -6461192.070341 nChanged 12 SP:Iteration 43Q (17622.670000 sec): 3 clusters Score: Raw -6466450.769570 + Penalty 5254.776285 = -6461195.993285 nChanged 9 SP:Iteration 44Q (17622.790000 sec): 3 clusters Score: Raw -6466454.267129 + Penalty 5254.776285 = -6461199.490844 nChanged 9 SP:Iteration 45Q (17622.910000 sec): 3 clusters Score: Raw -6466457.067752 + Penalty 5254.776285 = -6461202.291467 nChanged 10 SP:Iteration 46Q (17623.030000 sec): 3 clusters Score: Raw -6466460.217858 + Penalty 5254.776285 = -6461205.441573 nChanged 10 SP:Iteration 47Q (17623.150000 sec): 3 clusters Score: Raw -6466463.380719 + Penalty 5254.776285 = -6461208.604434 nChanged 13 SP:Iteration 48Q (17623.270000 sec): 3 clusters Score: Raw -6466467.110559 + Penalty 5254.776285 = -6461212.334274 nChanged 5 SP:Iteration 49Q (17623.390000 sec): 3 clusters Score: Raw -6466468.294453 + Penalty 5254.776285 = -6461213.518168 nChanged 2 SP:Iteration 50Q (17623.510000 sec): 3 clusters Score: Raw -6466468.778500 + Penalty 5254.776285 = -6461214.002215 nChanged 5 SP:Iteration 51Q (17623.630000 sec): 3 clusters Score: Raw -6466470.046381 + Penalty 5254.776285 = -6461215.270096 nChanged 5 SP:Iteration 52Q (17623.750000 sec): 3 clusters Score: Raw -6466471.124690 + Penalty 5254.776285 = -6461216.348405 nChanged 2 SP:Iteration 53Q (17623.870000 sec): 3 clusters Score: Raw -6466471.438461 + Penalty 5254.776285 = -6461216.662176 nChanged 3 SP:Iteration 54Q (17623.990000 sec): 3 clusters Score: Raw -6466472.133177 + Penalty 5254.776285 = -6461217.356892 nChanged 5 SP:Iteration 55Q (17624.110000 sec): 3 clusters Score: Raw -6466473.451366 + Penalty 5254.776285 = -6461218.675081 nChanged 2 SP:Iteration 56Q (17624.230000 sec): 3 clusters Score: Raw -6466474.028049 + Penalty 5254.776285 = -6461219.251764 nChanged 2 SP:Iteration 57Q (17624.350000 sec): 3 clusters Score: Raw -6466474.415527 + Penalty 5254.776285 = -6461219.639242 nChanged 3 SP:Iteration 58Q (17624.470000 sec): 3 clusters Score: Raw -6466475.172544 + Penalty 5254.776285 = -6461220.396260 nChanged 5 SP:Iteration 59Q (17624.590000 sec): 3 clusters Score: Raw -6466476.428547 + Penalty 5254.776285 = -6461221.652262 nChanged 5 SP:Iteration 60F (17624.760000 sec): 3 clusters Score: Raw -6466477.114135 + Penalty 5254.776285 = -6461222.337850 nChanged 3 SP:Iteration 61Q (17624.880000 sec): 3 clusters Score: Raw -6466477.786817 + Penalty 5254.776285 = -6461223.010532 nChanged 2 SP:Iteration 62Q (17625.000000 sec): 3 clusters Score: Raw -6466477.939617 + Penalty 5254.776285 = -6461223.163332 nChanged 1 SP:Iteration 63Q (17625.120000 sec): 3 clusters Score: Raw -6466478.374059 + Penalty 5254.776285 = -6461223.597774 nChanged 1 SP:Iteration 64Q (17625.240000 sec): 3 clusters Score: Raw -6466478.452621 + Penalty 5254.776285 = -6461223.676336 nChanged 0 SP:Iteration 65F (17625.400000 sec): 3 clusters Score: Raw -6466478.452621 + Penalty 5254.776285 = -6461223.676336 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 19 (487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17625.420000 sec): 2 clusters Score: Raw -75419.684463 + Penalty 1534.689503 = -73884.994960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17625.420000 sec): 3 clusters Score: Raw -75449.983756 + Penalty 3069.379005 = -72380.604751 nChanged 98 SP:Iteration 1F (17625.430000 sec): 3 clusters Score: Raw -75685.446132 + Penalty 3069.379005 = -72616.067127 nChanged 27 SP:Iteration 2F (17625.430000 sec): 3 clusters Score: Raw -75766.556242 + Penalty 3069.379005 = -72697.177237 nChanged 18 SP:Iteration 3Q (17625.430000 sec): 3 clusters Score: Raw -75871.745621 + Penalty 3069.379005 = -72802.366616 nChanged 9 SP:Iteration 4Q (17625.430000 sec): 3 clusters Score: Raw -75900.308935 + Penalty 3069.379005 = -72830.929930 nChanged 7 SP:Iteration 5Q (17625.430000 sec): 3 clusters Score: Raw -75930.080405 + Penalty 3069.379005 = -72860.701400 nChanged 3 SP:Iteration 6Q (17625.430000 sec): 3 clusters Score: Raw -75941.564684 + Penalty 3069.379005 = -72872.185679 nChanged 4 SP:Iteration 7Q (17625.430000 sec): 3 clusters Score: Raw -75954.436138 + Penalty 3069.379005 = -72885.057133 nChanged 3 SP:Iteration 8Q (17625.440000 sec): 3 clusters Score: Raw -75962.927559 + Penalty 3069.379005 = -72893.548554 nChanged 2 SP:Iteration 9Q (17625.440000 sec): 3 clusters Score: Raw -75974.683141 + Penalty 3069.379005 = -72905.304136 nChanged 2 SP:Iteration 10Q (17625.440000 sec): 3 clusters Score: Raw -75980.572125 + Penalty 3069.379005 = -72911.193120 nChanged 1 SP:Iteration 11Q (17625.440000 sec): 3 clusters Score: Raw -75982.153118 + Penalty 3069.379005 = -72912.774113 nChanged 1 SP:Iteration 12Q (17625.450000 sec): 3 clusters Score: Raw -75985.333779 + Penalty 3069.379005 = -72915.954774 nChanged 0 SP:Iteration 13F (17625.450000 sec): 3 clusters Score: Raw -75985.333779 + Penalty 3069.379005 = -72915.954774 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 20 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17625.450000 sec): 2 clusters Score: Raw -29238.850571 + Penalty 1348.643669 = -27890.206903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17625.450000 sec): 3 clusters Score: Raw -29586.384709 + Penalty 2697.287337 = -26889.097372 nChanged 30 SP:Iteration 1F (17625.450000 sec): 3 clusters Score: Raw -29714.392747 + Penalty 2697.287337 = -27017.105409 nChanged 13 SP:Iteration 2F (17625.450000 sec): 3 clusters Score: Raw -29786.898213 + Penalty 2697.287337 = -27089.610876 nChanged 8 SP:Iteration 3Q (17625.450000 sec): 3 clusters Score: Raw -29853.022346 + Penalty 2697.287337 = -27155.735008 nChanged 10 SP:Iteration 4Q (17625.450000 sec): 3 clusters Score: Raw -29904.799236 + Penalty 2697.287337 = -27207.511899 nChanged 9 SP:Iteration 5Q (17625.460000 sec): 3 clusters Score: Raw -29991.656825 + Penalty 2697.287337 = -27294.369488 nChanged 5 SP:Iteration 6Q (17625.460000 sec): 3 clusters Score: Raw -30073.727287 + Penalty 2697.287337 = -27376.439950 nChanged 5 SP:Iteration 7Q (17625.460000 sec): 3 clusters Score: Raw -30146.083326 + Penalty 2697.287337 = -27448.795989 nChanged 5 SP:Iteration 8Q (17625.460000 sec): 3 clusters Score: Raw -30259.655956 + Penalty 2697.287337 = -27562.368619 nChanged 2 SP:Iteration 9Q (17625.460000 sec): 3 clusters Score: Raw -30287.716274 + Penalty 2697.287337 = -27590.428937 nChanged 2 SP:Iteration 10Q (17625.460000 sec): 3 clusters Score: Raw -30363.881592 + Penalty 2697.287337 = -27666.594255 nChanged 0 SP:Iteration 11F (17625.460000 sec): 3 clusters Score: Raw -30363.881592 + Penalty 2697.287337 = -27666.594255 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 21 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17625.470000 sec): 2 clusters Score: Raw -21379.709701 + Penalty 1335.354776 = -20044.354925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17625.470000 sec): 3 clusters Score: Raw -21724.518215 + Penalty 2670.709551 = -19053.808664 nChanged 38 SP:Iteration 1F (17625.470000 sec): 3 clusters Score: Raw -21976.952758 + Penalty 2670.709551 = -19306.243207 nChanged 14 SP:Iteration 2F (17625.470000 sec): 3 clusters Score: Raw -22017.666399 + Penalty 2670.709551 = -19346.956848 nChanged 3 SP:Iteration 3Q (17625.470000 sec): 3 clusters Score: Raw -22024.370510 + Penalty 2670.709551 = -19353.660959 nChanged 1 SP:Iteration 4Q (17625.470000 sec): 3 clusters Score: Raw -22044.013723 + Penalty 2670.709551 = -19373.304172 nChanged 2 SP:Iteration 5Q (17625.470000 sec): 3 clusters Score: Raw -22050.190911 + Penalty 2670.709551 = -19379.481360 nChanged 0 SP:Iteration 6F (17625.470000 sec): 3 clusters Score: Raw -22050.190911 + Penalty 2670.709551 = -19379.481360 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 22 (841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17625.470000 sec): 2 clusters Score: Raw -137290.615802 + Penalty 1670.178732 = -135620.437070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17625.480000 sec): 3 clusters Score: Raw -137132.710650 + Penalty 3340.357463 = -133792.353186 nChanged 209 SP:Iteration 1F (17625.480000 sec): 3 clusters Score: Raw -137395.339283 + Penalty 3340.357463 = -134054.981820 nChanged 44 SP:Iteration 2F (17625.490000 sec): 3 clusters Score: Raw -137466.986226 + Penalty 3340.357463 = -134126.628763 nChanged 18 SP:Iteration 3Q (17625.490000 sec): 3 clusters Score: Raw -137493.257747 + Penalty 3340.357463 = -134152.900284 nChanged 11 SP:Iteration 4Q (17625.490000 sec): 3 clusters Score: Raw -137509.487683 + Penalty 3340.357463 = -134169.130219 nChanged 6 SP:Iteration 5Q (17625.490000 sec): 3 clusters Score: Raw -137515.927025 + Penalty 3340.357463 = -134175.569562 nChanged 0 SP:Iteration 6F (17625.500000 sec): 3 clusters Score: Raw -137515.927025 + Penalty 3340.357463 = -134175.569562 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 23 (28532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17625.610000 sec): 2 clusters Score: Raw -4586507.853844 + Penalty 2544.177823 = -4583963.676021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17625.730000 sec): 3 clusters Score: Raw -4569404.668966 + Penalty 5088.355646 = -4564316.313321 nChanged 12829 SP:Iteration 1F (17625.850000 sec): 3 clusters Score: Raw -4576227.508412 + Penalty 5088.355646 = -4571139.152766 nChanged 1331 SP:Iteration 2Q (17625.960000 sec): 3 clusters Score: Raw -4576679.301584 + Penalty 5088.355646 = -4571590.945939 nChanged 1252 SP:Iteration 3Q (17626.080000 sec): 3 clusters Score: Raw -4577160.876448 + Penalty 5088.355646 = -4572072.520802 nChanged 1341 SP:Iteration 4Q (17626.200000 sec): 3 clusters Score: Raw -4577773.458417 + Penalty 5088.355646 = -4572685.102771 nChanged 1550 SP:Iteration 5F (17626.320000 sec): 3 clusters Score: Raw -4578634.249711 + Penalty 5088.355646 = -4573545.894066 nChanged 1872 SP:Iteration 6F (17626.430000 sec): 3 clusters Score: Raw -4579920.049887 + Penalty 5088.355646 = -4574831.694241 nChanged 2165 SP:Iteration 7F (17626.550000 sec): 3 clusters Score: Raw -4581694.306598 + Penalty 5088.355646 = -4576605.950952 nChanged 2117 SP:Iteration 8F (17626.670000 sec): 3 clusters Score: Raw -4583660.312626 + Penalty 5088.355646 = -4578571.956981 nChanged 1611 SP:Iteration 9F (17626.780000 sec): 3 clusters Score: Raw -4585251.234800 + Penalty 5088.355646 = -4580162.879155 nChanged 884 SP:Iteration 10Q (17626.890000 sec): 3 clusters Score: Raw -4586127.108041 + Penalty 5088.355646 = -4581038.752395 nChanged 367 SP:Iteration 11Q (17627.000000 sec): 3 clusters Score: Raw -4586530.009430 + Penalty 5088.355646 = -4581441.653785 nChanged 122 SP:Iteration 12Q (17627.090000 sec): 3 clusters Score: Raw -4586662.437001 + Penalty 5088.355646 = -4581574.081355 nChanged 50 SP:Iteration 13Q (17627.180000 sec): 3 clusters Score: Raw -4586729.980626 + Penalty 5088.355646 = -4581641.624980 nChanged 30 SP:Iteration 14Q (17627.270000 sec): 3 clusters Score: Raw -4586774.933922 + Penalty 5088.355646 = -4581686.578276 nChanged 16 SP:Iteration 15Q (17627.350000 sec): 3 clusters Score: Raw -4586798.745788 + Penalty 5088.355646 = -4581710.390142 nChanged 8 SP:Iteration 16Q (17627.440000 sec): 3 clusters Score: Raw -4586810.475369 + Penalty 5088.355646 = -4581722.119723 nChanged 3 SP:Iteration 17Q (17627.530000 sec): 3 clusters Score: Raw -4586814.024246 + Penalty 5088.355646 = -4581725.668601 nChanged 1 SP:Iteration 18Q (17627.610000 sec): 3 clusters Score: Raw -4586815.082742 + Penalty 5088.355646 = -4581726.727097 nChanged 2 SP:Iteration 19Q (17627.690000 sec): 3 clusters Score: Raw -4586818.729714 + Penalty 5088.355646 = -4581730.374069 nChanged 1 SP:Iteration 20F (17627.810000 sec): 3 clusters Score: Raw -4586819.700808 + Penalty 5088.355646 = -4581731.345163 nChanged 1 SP:Iteration 21Q (17627.900000 sec): 3 clusters Score: Raw -4586821.832892 + Penalty 5088.355646 = -4581733.477247 nChanged 1 SP:Iteration 22Q (17627.980000 sec): 3 clusters Score: Raw -4586823.079094 + Penalty 5088.355646 = -4581734.723448 nChanged 2 SP:Iteration 23Q (17628.070000 sec): 3 clusters Score: Raw -4586825.712496 + Penalty 5088.355646 = -4581737.356850 nChanged 2 SP:Iteration 24Q (17628.150000 sec): 3 clusters Score: Raw -4586828.618246 + Penalty 5088.355646 = -4581740.262601 nChanged 2 SP:Iteration 25Q (17628.240000 sec): 3 clusters Score: Raw -4586831.306649 + Penalty 5088.355646 = -4581742.951003 nChanged 2 SP:Iteration 26Q (17628.320000 sec): 3 clusters Score: Raw -4586834.733358 + Penalty 5088.355646 = -4581746.377713 nChanged 2 SP:Iteration 27Q (17628.410000 sec): 3 clusters Score: Raw -4586837.468908 + Penalty 5088.355646 = -4581749.113263 nChanged 0 SP:Iteration 28F (17628.530000 sec): 3 clusters Score: Raw -4586837.468908 + Penalty 5088.355646 = -4581749.113263 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 24 (538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17628.540000 sec): 2 clusters Score: Raw -85148.195072 + Penalty 1559.388923 = -83588.806150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17628.540000 sec): 3 clusters Score: Raw -85148.279615 + Penalty 3118.777846 = -82029.501769 nChanged 101 SP:Iteration 1F (17628.540000 sec): 3 clusters Score: Raw -85330.073045 + Penalty 3118.777846 = -82211.295199 nChanged 13 SP:Iteration 2Q (17628.550000 sec): 3 clusters Score: Raw -85358.255971 + Penalty 3118.777846 = -82239.478126 nChanged 6 SP:Iteration 3Q (17628.550000 sec): 3 clusters Score: Raw -85366.387566 + Penalty 3118.777846 = -82247.609721 nChanged 4 SP:Iteration 4Q (17628.550000 sec): 3 clusters Score: Raw -85377.225594 + Penalty 3118.777846 = -82258.447748 nChanged 3 SP:Iteration 5Q (17628.550000 sec): 3 clusters Score: Raw -85382.302328 + Penalty 3118.777846 = -82263.524482 nChanged 2 SP:Iteration 6Q (17628.550000 sec): 3 clusters Score: Raw -85385.941406 + Penalty 3118.777846 = -82267.163560 nChanged 0 SP:Iteration 7F (17628.560000 sec): 3 clusters Score: Raw -85385.941406 + Penalty 3118.777846 = -82267.163560 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 25 (14989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17628.610000 sec): 2 clusters Score: Raw -2392210.813524 + Penalty 2384.537826 = -2389826.275698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17628.670000 sec): 3 clusters Score: Raw -2383773.880149 + Penalty 4769.075651 = -2379004.804498 nChanged 6421 SP:Iteration 1F (17628.740000 sec): 3 clusters Score: Raw -2387320.937339 + Penalty 4769.075651 = -2382551.861688 nChanged 922 SP:Iteration 2F (17628.800000 sec): 3 clusters Score: Raw -2387742.941078 + Penalty 4769.075651 = -2382973.865426 nChanged 783 SP:Iteration 3F (17628.860000 sec): 3 clusters Score: Raw -2388178.784501 + Penalty 4769.075651 = -2383409.708850 nChanged 827 SP:Iteration 4F (17628.920000 sec): 3 clusters Score: Raw -2388691.232845 + Penalty 4769.075651 = -2383922.157194 nChanged 865 SP:Iteration 5F (17628.990000 sec): 3 clusters Score: Raw -2389235.959156 + Penalty 4769.075651 = -2384466.883504 nChanged 841 SP:Iteration 6F (17629.050000 sec): 3 clusters Score: Raw -2389774.626358 + Penalty 4769.075651 = -2385005.550707 nChanged 784 SP:Iteration 7F (17629.110000 sec): 3 clusters Score: Raw -2390308.908749 + Penalty 4769.075651 = -2385539.833098 nChanged 696 SP:Iteration 8Q (17629.170000 sec): 3 clusters Score: Raw -2390776.436506 + Penalty 4769.075651 = -2386007.360855 nChanged 550 SP:Iteration 9Q (17629.230000 sec): 3 clusters Score: Raw -2391140.229100 + Penalty 4769.075651 = -2386371.153448 nChanged 397 SP:Iteration 10Q (17629.290000 sec): 3 clusters Score: Raw -2391382.910241 + Penalty 4769.075651 = -2386613.834590 nChanged 320 SP:Iteration 11Q (17629.350000 sec): 3 clusters Score: Raw -2391563.358830 + Penalty 4769.075651 = -2386794.283179 nChanged 267 SP:Iteration 12Q (17629.410000 sec): 3 clusters Score: Raw -2391721.989705 + Penalty 4769.075651 = -2386952.914053 nChanged 222 SP:Iteration 13Q (17629.470000 sec): 3 clusters Score: Raw -2391894.271941 + Penalty 4769.075651 = -2387125.196290 nChanged 192 SP:Iteration 14Q (17629.530000 sec): 3 clusters Score: Raw -2392081.129044 + Penalty 4769.075651 = -2387312.053393 nChanged 182 SP:Iteration 15Q (17629.590000 sec): 3 clusters Score: Raw -2392297.089734 + Penalty 4769.075651 = -2387528.014082 nChanged 142 SP:Iteration 16Q (17629.640000 sec): 3 clusters Score: Raw -2392484.128196 + Penalty 4769.075651 = -2387715.052544 nChanged 109 SP:Iteration 17Q (17629.690000 sec): 3 clusters Score: Raw -2392580.268307 + Penalty 4769.075651 = -2387811.192656 nChanged 86 SP:Iteration 18Q (17629.740000 sec): 3 clusters Score: Raw -2392643.283269 + Penalty 4769.075651 = -2387874.207617 nChanged 65 SP:Iteration 19Q (17629.790000 sec): 3 clusters Score: Raw -2392680.913657 + Penalty 4769.075651 = -2387911.838006 nChanged 40 SP:Iteration 20F (17629.850000 sec): 3 clusters Score: Raw -2392701.853342 + Penalty 4769.075651 = -2387932.777691 nChanged 38 SP:Iteration 21Q (17629.900000 sec): 3 clusters Score: Raw -2392718.918681 + Penalty 4769.075651 = -2387949.843030 nChanged 34 SP:Iteration 22Q (17629.940000 sec): 3 clusters Score: Raw -2392732.422445 + Penalty 4769.075651 = -2387963.346794 nChanged 17 SP:Iteration 23Q (17629.990000 sec): 3 clusters Score: Raw -2392741.342532 + Penalty 4769.075651 = -2387972.266881 nChanged 14 SP:Iteration 24Q (17630.040000 sec): 3 clusters Score: Raw -2392746.264791 + Penalty 4769.075651 = -2387977.189140 nChanged 13 SP:Iteration 25Q (17630.080000 sec): 3 clusters Score: Raw -2392750.731359 + Penalty 4769.075651 = -2387981.655707 nChanged 11 SP:Iteration 26Q (17630.130000 sec): 3 clusters Score: Raw -2392753.581437 + Penalty 4769.075651 = -2387984.505786 nChanged 10 SP:Iteration 27Q (17630.180000 sec): 3 clusters Score: Raw -2392756.739085 + Penalty 4769.075651 = -2387987.663433 nChanged 11 SP:Iteration 28Q (17630.220000 sec): 3 clusters Score: Raw -2392760.849751 + Penalty 4769.075651 = -2387991.774099 nChanged 7 SP:Iteration 29Q (17630.270000 sec): 3 clusters Score: Raw -2392762.813771 + Penalty 4769.075651 = -2387993.738120 nChanged 6 SP:Iteration 30Q (17630.320000 sec): 3 clusters Score: Raw -2392764.899828 + Penalty 4769.075651 = -2387995.824176 nChanged 2 SP:Iteration 31Q (17630.370000 sec): 3 clusters Score: Raw -2392765.418089 + Penalty 4769.075651 = -2387996.342438 nChanged 2 SP:Iteration 32Q (17630.410000 sec): 3 clusters Score: Raw -2392765.575990 + Penalty 4769.075651 = -2387996.500339 nChanged 1 SP:Iteration 33Q (17630.460000 sec): 3 clusters Score: Raw -2392765.825455 + Penalty 4769.075651 = -2387996.749804 nChanged 1 SP:Iteration 34Q (17630.500000 sec): 3 clusters Score: Raw -2392766.032808 + Penalty 4769.075651 = -2387996.957156 nChanged 0 SP:Iteration 35F (17630.570000 sec): 3 clusters Score: Raw -2392766.032808 + Penalty 4769.075651 = -2387996.957156 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 26 (102757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17630.950000 sec): 2 clusters Score: Raw -16521524.603760 + Penalty 2861.950320 = -16518662.653441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17631.380000 sec): 3 clusters Score: Raw -16455343.592169 + Penalty 5723.900639 = -16449619.691529 nChanged 48766 SP:Iteration 1F (17631.810000 sec): 3 clusters Score: Raw -16483081.915731 + Penalty 5723.900639 = -16477358.015092 nChanged 3428 SP:Iteration 2Q (17632.250000 sec): 3 clusters Score: Raw -16483961.919380 + Penalty 5723.900639 = -16478238.018741 nChanged 3757 SP:Iteration 3Q (17632.690000 sec): 3 clusters Score: Raw -16485168.339992 + Penalty 5723.900639 = -16479444.439353 nChanged 4714 SP:Iteration 4Q (17633.130000 sec): 3 clusters Score: Raw -16487221.023373 + Penalty 5723.900639 = -16481497.122734 nChanged 6145 SP:Iteration 5F (17633.560000 sec): 3 clusters Score: Raw -16490802.914436 + Penalty 5723.900639 = -16485079.013796 nChanged 7561 SP:Iteration 6F (17633.990000 sec): 3 clusters Score: Raw -16496154.085602 + Penalty 5723.900639 = -16490430.184963 nChanged 8037 SP:Iteration 7F (17634.420000 sec): 3 clusters Score: Raw -16502226.388165 + Penalty 5723.900639 = -16496502.487526 nChanged 7200 SP:Iteration 8F (17634.850000 sec): 3 clusters Score: Raw -16507713.431062 + Penalty 5723.900639 = -16501989.530422 nChanged 5648 SP:Iteration 9F (17635.280000 sec): 3 clusters Score: Raw -16512075.336352 + Penalty 5723.900639 = -16506351.435713 nChanged 4133 SP:Iteration 10Q (17635.710000 sec): 3 clusters Score: Raw -16515252.969910 + Penalty 5723.900639 = -16509529.069271 nChanged 2997 SP:Iteration 11Q (17636.120000 sec): 3 clusters Score: Raw -16517536.459503 + Penalty 5723.900639 = -16511812.558864 nChanged 2124 SP:Iteration 12Q (17636.510000 sec): 3 clusters Score: Raw -16519053.400713 + Penalty 5723.900639 = -16513329.500073 nChanged 1483 SP:Iteration 13Q (17636.880000 sec): 3 clusters Score: Raw -16519951.469089 + Penalty 5723.900639 = -16514227.568450 nChanged 1055 SP:Iteration 14Q (17637.240000 sec): 3 clusters Score: Raw -16520503.123424 + Penalty 5723.900639 = -16514779.222785 nChanged 788 SP:Iteration 15Q (17637.590000 sec): 3 clusters Score: Raw -16520861.750663 + Penalty 5723.900639 = -16515137.850024 nChanged 618 SP:Iteration 16Q (17637.930000 sec): 3 clusters Score: Raw -16521133.117216 + Penalty 5723.900639 = -16515409.216577 nChanged 538 SP:Iteration 17Q (17638.270000 sec): 3 clusters Score: Raw -16521351.361162 + Penalty 5723.900639 = -16515627.460523 nChanged 423 SP:Iteration 18Q (17638.590000 sec): 3 clusters Score: Raw -16521502.770646 + Penalty 5723.900639 = -16515778.870007 nChanged 348 SP:Iteration 19Q (17638.930000 sec): 3 clusters Score: Raw -16521626.089397 + Penalty 5723.900639 = -16515902.188758 nChanged 290 SP:Iteration 20F (17639.360000 sec): 3 clusters Score: Raw -16521722.444613 + Penalty 5723.900639 = -16515998.543974 nChanged 249 SP:Iteration 21Q (17639.680000 sec): 3 clusters Score: Raw -16521797.764672 + Penalty 5723.900639 = -16516073.864033 nChanged 212 SP:Iteration 22Q (17640.000000 sec): 3 clusters Score: Raw -16521860.775877 + Penalty 5723.900639 = -16516136.875238 nChanged 166 SP:Iteration 23Q (17640.320000 sec): 3 clusters Score: Raw -16521907.779186 + Penalty 5723.900639 = -16516183.878547 nChanged 152 SP:Iteration 24Q (17640.640000 sec): 3 clusters Score: Raw -16521950.510322 + Penalty 5723.900639 = -16516226.609682 nChanged 134 SP:Iteration 25Q (17640.960000 sec): 3 clusters Score: Raw -16521984.802323 + Penalty 5723.900639 = -16516260.901683 nChanged 105 SP:Iteration 26Q (17641.280000 sec): 3 clusters Score: Raw -16522009.170581 + Penalty 5723.900639 = -16516285.269942 nChanged 100 SP:Iteration 27Q (17641.590000 sec): 3 clusters Score: Raw -16522033.510962 + Penalty 5723.900639 = -16516309.610323 nChanged 87 SP:Iteration 28Q (17641.910000 sec): 3 clusters Score: Raw -16522051.487808 + Penalty 5723.900639 = -16516327.587169 nChanged 75 SP:Iteration 29Q (17642.220000 sec): 3 clusters Score: Raw -16522066.726222 + Penalty 5723.900639 = -16516342.825583 nChanged 63 SP:Iteration 30Q (17642.530000 sec): 3 clusters Score: Raw -16522080.529125 + Penalty 5723.900639 = -16516356.628485 nChanged 59 SP:Iteration 31Q (17642.840000 sec): 3 clusters Score: Raw -16522092.051111 + Penalty 5723.900639 = -16516368.150472 nChanged 56 SP:Iteration 32Q (17643.160000 sec): 3 clusters Score: Raw -16522104.812978 + Penalty 5723.900639 = -16516380.912339 nChanged 62 SP:Iteration 33Q (17643.470000 sec): 3 clusters Score: Raw -16522120.172663 + Penalty 5723.900639 = -16516396.272024 nChanged 63 SP:Iteration 34Q (17643.780000 sec): 3 clusters Score: Raw -16522137.268010 + Penalty 5723.900639 = -16516413.367371 nChanged 68 SP:Iteration 35Q (17644.090000 sec): 3 clusters Score: Raw -16522154.883569 + Penalty 5723.900639 = -16516430.982929 nChanged 68 SP:Iteration 36Q (17644.400000 sec): 3 clusters Score: Raw -16522173.040353 + Penalty 5723.900639 = -16516449.139714 nChanged 61 SP:Iteration 37Q (17644.710000 sec): 3 clusters Score: Raw -16522186.135937 + Penalty 5723.900639 = -16516462.235298 nChanged 38 SP:Iteration 38Q (17645.030000 sec): 3 clusters Score: Raw -16522192.931886 + Penalty 5723.900639 = -16516469.031246 nChanged 33 SP:Iteration 39Q (17645.350000 sec): 3 clusters Score: Raw -16522199.652879 + Penalty 5723.900639 = -16516475.752240 nChanged 37 SP:Iteration 40F (17645.800000 sec): 3 clusters Score: Raw -16522208.233198 + Penalty 5723.900639 = -16516484.332559 nChanged 37 SP:Iteration 41Q (17646.120000 sec): 3 clusters Score: Raw -16522215.258797 + Penalty 5723.900639 = -16516491.358158 nChanged 25 SP:Iteration 42Q (17646.440000 sec): 3 clusters Score: Raw -16522220.015885 + Penalty 5723.900639 = -16516496.115246 nChanged 26 SP:Iteration 43Q (17646.760000 sec): 3 clusters Score: Raw -16522224.789256 + Penalty 5723.900639 = -16516500.888617 nChanged 19 SP:Iteration 44Q (17647.080000 sec): 3 clusters Score: Raw -16522228.374162 + Penalty 5723.900639 = -16516504.473523 nChanged 21 SP:Iteration 45Q (17647.400000 sec): 3 clusters Score: Raw -16522233.255960 + Penalty 5723.900639 = -16516509.355321 nChanged 26 SP:Iteration 46Q (17647.720000 sec): 3 clusters Score: Raw -16522240.311550 + Penalty 5723.900639 = -16516516.410911 nChanged 23 SP:Iteration 47Q (17648.040000 sec): 3 clusters Score: Raw -16522245.158179 + Penalty 5723.900639 = -16516521.257539 nChanged 21 SP:Iteration 48Q (17648.360000 sec): 3 clusters Score: Raw -16522249.725205 + Penalty 5723.900639 = -16516525.824566 nChanged 20 SP:Iteration 49Q (17648.680000 sec): 3 clusters Score: Raw -16522254.213940 + Penalty 5723.900639 = -16516530.313300 nChanged 15 SP:Iteration 50Q (17649.000000 sec): 3 clusters Score: Raw -16522257.666851 + Penalty 5723.900639 = -16516533.766211 nChanged 17 SP:Iteration 51Q (17649.320000 sec): 3 clusters Score: Raw -16522261.709828 + Penalty 5723.900639 = -16516537.809189 nChanged 22 SP:Iteration 52Q (17649.640000 sec): 3 clusters Score: Raw -16522265.569403 + Penalty 5723.900639 = -16516541.668763 nChanged 20 SP:Iteration 53Q (17649.960000 sec): 3 clusters Score: Raw -16522270.258440 + Penalty 5723.900639 = -16516546.357801 nChanged 20 SP:Iteration 54Q (17650.280000 sec): 3 clusters Score: Raw -16522274.201636 + Penalty 5723.900639 = -16516550.300997 nChanged 15 SP:Iteration 55Q (17650.610000 sec): 3 clusters Score: Raw -16522277.238456 + Penalty 5723.900639 = -16516553.337817 nChanged 16 SP:Iteration 56Q (17650.930000 sec): 3 clusters Score: Raw -16522280.404727 + Penalty 5723.900639 = -16516556.504088 nChanged 13 SP:Iteration 57Q (17651.250000 sec): 3 clusters Score: Raw -16522282.589206 + Penalty 5723.900639 = -16516558.688567 nChanged 14 SP:Iteration 58Q (17651.570000 sec): 3 clusters Score: Raw -16522285.306605 + Penalty 5723.900639 = -16516561.405965 nChanged 11 SP:Iteration 59Q (17651.890000 sec): 3 clusters Score: Raw -16522287.145378 + Penalty 5723.900639 = -16516563.244738 nChanged 6 SP:Iteration 60F (17652.330000 sec): 3 clusters Score: Raw -16522287.844957 + Penalty 5723.900639 = -16516563.944317 nChanged 3 SP:Iteration 61Q (17652.650000 sec): 3 clusters Score: Raw -16522288.237565 + Penalty 5723.900639 = -16516564.336925 nChanged 2 SP:Iteration 62Q (17652.970000 sec): 3 clusters Score: Raw -16522288.753160 + Penalty 5723.900639 = -16516564.852520 nChanged 2 SP:Iteration 63Q (17653.290000 sec): 3 clusters Score: Raw -16522288.883146 + Penalty 5723.900639 = -16516564.982506 nChanged 0 SP:Iteration 64F (17653.730000 sec): 3 clusters Score: Raw -16522288.883146 + Penalty 5723.900639 = -16516564.982506 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 27 (9751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17653.800000 sec): 2 clusters Score: Raw -1504762.285637 + Penalty 2277.911030 = -1502484.374607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17653.840000 sec): 3 clusters Score: Raw -1499561.315640 + Penalty 4555.822061 = -1495005.493579 nChanged 4056 SP:Iteration 1F (17653.890000 sec): 3 clusters Score: Raw -1501759.721180 + Penalty 4555.822061 = -1497203.899119 nChanged 686 SP:Iteration 2F (17653.930000 sec): 3 clusters Score: Raw -1502116.113470 + Penalty 4555.822061 = -1497560.291409 nChanged 516 SP:Iteration 3F (17653.970000 sec): 3 clusters Score: Raw -1502406.541634 + Penalty 4555.822061 = -1497850.719573 nChanged 501 SP:Iteration 4F (17654.010000 sec): 3 clusters Score: Raw -1502722.111413 + Penalty 4555.822061 = -1498166.289352 nChanged 493 SP:Iteration 5F (17654.050000 sec): 3 clusters Score: Raw -1503034.545627 + Penalty 4555.822061 = -1498478.723566 nChanged 477 SP:Iteration 6Q (17654.090000 sec): 3 clusters Score: Raw -1503361.028594 + Penalty 4555.822061 = -1498805.206533 nChanged 503 SP:Iteration 7F (17654.130000 sec): 3 clusters Score: Raw -1503804.133344 + Penalty 4555.822061 = -1499248.311283 nChanged 536 SP:Iteration 8F (17654.170000 sec): 3 clusters Score: Raw -1504331.630743 + Penalty 4555.822061 = -1499775.808682 nChanged 509 SP:Iteration 9F (17654.210000 sec): 3 clusters Score: Raw -1504877.542000 + Penalty 4555.822061 = -1500321.719939 nChanged 459 SP:Iteration 10Q (17654.250000 sec): 3 clusters Score: Raw -1505419.375121 + Penalty 4555.822061 = -1500863.553060 nChanged 385 SP:Iteration 11Q (17654.290000 sec): 3 clusters Score: Raw -1505750.980973 + Penalty 4555.822061 = -1501195.158913 nChanged 293 SP:Iteration 12Q (17654.330000 sec): 3 clusters Score: Raw -1505944.654684 + Penalty 4555.822061 = -1501388.832623 nChanged 211 SP:Iteration 13Q (17654.360000 sec): 3 clusters Score: Raw -1506065.991179 + Penalty 4555.822061 = -1501510.169118 nChanged 165 SP:Iteration 14Q (17654.400000 sec): 3 clusters Score: Raw -1506145.147916 + Penalty 4555.822061 = -1501589.325855 nChanged 99 SP:Iteration 15Q (17654.430000 sec): 3 clusters Score: Raw -1506193.157602 + Penalty 4555.822061 = -1501637.335541 nChanged 83 SP:Iteration 16Q (17654.470000 sec): 3 clusters Score: Raw -1506223.770395 + Penalty 4555.822061 = -1501667.948334 nChanged 63 SP:Iteration 17Q (17654.510000 sec): 3 clusters Score: Raw -1506245.690353 + Penalty 4555.822061 = -1501689.868292 nChanged 44 SP:Iteration 18Q (17654.540000 sec): 3 clusters Score: Raw -1506262.389673 + Penalty 4555.822061 = -1501706.567612 nChanged 44 SP:Iteration 19Q (17654.570000 sec): 3 clusters Score: Raw -1506280.032835 + Penalty 4555.822061 = -1501724.210774 nChanged 38 SP:Iteration 20F (17654.620000 sec): 3 clusters Score: Raw -1506293.882776 + Penalty 4555.822061 = -1501738.060716 nChanged 35 SP:Iteration 21Q (17654.650000 sec): 3 clusters Score: Raw -1506306.447508 + Penalty 4555.822061 = -1501750.625447 nChanged 35 SP:Iteration 22Q (17654.690000 sec): 3 clusters Score: Raw -1506320.151982 + Penalty 4555.822061 = -1501764.329921 nChanged 42 SP:Iteration 23Q (17654.720000 sec): 3 clusters Score: Raw -1506336.451007 + Penalty 4555.822061 = -1501780.628946 nChanged 50 SP:Iteration 24Q (17654.750000 sec): 3 clusters Score: Raw -1506357.777819 + Penalty 4555.822061 = -1501801.955758 nChanged 49 SP:Iteration 25Q (17654.790000 sec): 3 clusters Score: Raw -1506377.934777 + Penalty 4555.822061 = -1501822.112716 nChanged 46 SP:Iteration 26Q (17654.820000 sec): 3 clusters Score: Raw -1506392.145668 + Penalty 4555.822061 = -1501836.323607 nChanged 26 SP:Iteration 27Q (17654.860000 sec): 3 clusters Score: Raw -1506399.464574 + Penalty 4555.822061 = -1501843.642513 nChanged 20 SP:Iteration 28Q (17654.890000 sec): 3 clusters Score: Raw -1506403.608218 + Penalty 4555.822061 = -1501847.786157 nChanged 10 SP:Iteration 29Q (17654.930000 sec): 3 clusters Score: Raw -1506405.730674 + Penalty 4555.822061 = -1501849.908613 nChanged 10 SP:Iteration 30Q (17654.960000 sec): 3 clusters Score: Raw -1506407.418154 + Penalty 4555.822061 = -1501851.596093 nChanged 8 SP:Iteration 31Q (17654.990000 sec): 3 clusters Score: Raw -1506408.931187 + Penalty 4555.822061 = -1501853.109126 nChanged 6 SP:Iteration 32Q (17655.030000 sec): 3 clusters Score: Raw -1506410.246002 + Penalty 4555.822061 = -1501854.423941 nChanged 5 SP:Iteration 33Q (17655.060000 sec): 3 clusters Score: Raw -1506411.671549 + Penalty 4555.822061 = -1501855.849488 nChanged 12 SP:Iteration 34Q (17655.100000 sec): 3 clusters Score: Raw -1506414.600893 + Penalty 4555.822061 = -1501858.778832 nChanged 10 SP:Iteration 35Q (17655.130000 sec): 3 clusters Score: Raw -1506416.978856 + Penalty 4555.822061 = -1501861.156796 nChanged 6 SP:Iteration 36Q (17655.170000 sec): 3 clusters Score: Raw -1506418.498024 + Penalty 4555.822061 = -1501862.675963 nChanged 4 SP:Iteration 37Q (17655.200000 sec): 3 clusters Score: Raw -1506419.554097 + Penalty 4555.822061 = -1501863.732036 nChanged 5 SP:Iteration 38Q (17655.230000 sec): 3 clusters Score: Raw -1506420.385781 + Penalty 4555.822061 = -1501864.563720 nChanged 7 SP:Iteration 39Q (17655.270000 sec): 3 clusters Score: Raw -1506422.964071 + Penalty 4555.822061 = -1501867.142010 nChanged 13 SP:Iteration 40F (17655.310000 sec): 3 clusters Score: Raw -1506427.528378 + Penalty 4555.822061 = -1501871.706317 nChanged 14 SP:Iteration 41Q (17655.340000 sec): 3 clusters Score: Raw -1506431.438750 + Penalty 4555.822061 = -1501875.616689 nChanged 12 SP:Iteration 42Q (17655.380000 sec): 3 clusters Score: Raw -1506434.090082 + Penalty 4555.822061 = -1501878.268021 nChanged 11 SP:Iteration 43Q (17655.410000 sec): 3 clusters Score: Raw -1506436.932178 + Penalty 4555.822061 = -1501881.110117 nChanged 6 SP:Iteration 44Q (17655.450000 sec): 3 clusters Score: Raw -1506439.212336 + Penalty 4555.822061 = -1501883.390275 nChanged 10 SP:Iteration 45Q (17655.480000 sec): 3 clusters Score: Raw -1506442.517387 + Penalty 4555.822061 = -1501886.695326 nChanged 12 SP:Iteration 46Q (17655.510000 sec): 3 clusters Score: Raw -1506445.908725 + Penalty 4555.822061 = -1501890.086664 nChanged 13 SP:Iteration 47Q (17655.550000 sec): 3 clusters Score: Raw -1506449.856624 + Penalty 4555.822061 = -1501894.034563 nChanged 16 SP:Iteration 48Q (17655.580000 sec): 3 clusters Score: Raw -1506454.871161 + Penalty 4555.822061 = -1501899.049100 nChanged 18 SP:Iteration 49Q (17655.610000 sec): 3 clusters Score: Raw -1506461.141741 + Penalty 4555.822061 = -1501905.319680 nChanged 20 SP:Iteration 50Q (17655.650000 sec): 3 clusters Score: Raw -1506467.667234 + Penalty 4555.822061 = -1501911.845173 nChanged 18 SP:Iteration 51Q (17655.680000 sec): 3 clusters Score: Raw -1506474.618672 + Penalty 4555.822061 = -1501918.796611 nChanged 26 SP:Iteration 52Q (17655.720000 sec): 3 clusters Score: Raw -1506485.430364 + Penalty 4555.822061 = -1501929.608303 nChanged 31 SP:Iteration 53Q (17655.750000 sec): 3 clusters Score: Raw -1506497.133451 + Penalty 4555.822061 = -1501941.311391 nChanged 30 SP:Iteration 54Q (17655.780000 sec): 3 clusters Score: Raw -1506508.661837 + Penalty 4555.822061 = -1501952.839776 nChanged 21 SP:Iteration 55Q (17655.820000 sec): 3 clusters Score: Raw -1506518.325937 + Penalty 4555.822061 = -1501962.503876 nChanged 19 SP:Iteration 56Q (17655.850000 sec): 3 clusters Score: Raw -1506526.104430 + Penalty 4555.822061 = -1501970.282369 nChanged 19 SP:Iteration 57Q (17655.880000 sec): 3 clusters Score: Raw -1506532.736118 + Penalty 4555.822061 = -1501976.914057 nChanged 17 SP:Iteration 58Q (17655.920000 sec): 3 clusters Score: Raw -1506539.044005 + Penalty 4555.822061 = -1501983.221944 nChanged 21 SP:Iteration 59Q (17655.950000 sec): 3 clusters Score: Raw -1506545.468236 + Penalty 4555.822061 = -1501989.646176 nChanged 17 SP:Iteration 60F (17655.990000 sec): 3 clusters Score: Raw -1506550.847307 + Penalty 4555.822061 = -1501995.025246 nChanged 16 SP:Iteration 61Q (17656.030000 sec): 3 clusters Score: Raw -1506555.451903 + Penalty 4555.822061 = -1501999.629842 nChanged 17 SP:Iteration 62Q (17656.060000 sec): 3 clusters Score: Raw -1506560.034033 + Penalty 4555.822061 = -1502004.211973 nChanged 22 SP:Iteration 63Q (17656.090000 sec): 3 clusters Score: Raw -1506568.760160 + Penalty 4555.822061 = -1502012.938099 nChanged 19 SP:Iteration 64Q (17656.120000 sec): 3 clusters Score: Raw -1506575.254879 + Penalty 4555.822061 = -1502019.432818 nChanged 15 SP:Iteration 65Q (17656.160000 sec): 3 clusters Score: Raw -1506579.856790 + Penalty 4555.822061 = -1502024.034729 nChanged 14 SP:Iteration 66Q (17656.190000 sec): 3 clusters Score: Raw -1506584.333054 + Penalty 4555.822061 = -1502028.510993 nChanged 20 SP:Iteration 67Q (17656.220000 sec): 3 clusters Score: Raw -1506591.630542 + Penalty 4555.822061 = -1502035.808481 nChanged 23 SP:Iteration 68Q (17656.250000 sec): 3 clusters Score: Raw -1506599.278115 + Penalty 4555.822061 = -1502043.456054 nChanged 24 SP:Iteration 69Q (17656.290000 sec): 3 clusters Score: Raw -1506607.707566 + Penalty 4555.822061 = -1502051.885505 nChanged 16 SP:Iteration 70Q (17656.320000 sec): 3 clusters Score: Raw -1506611.721691 + Penalty 4555.822061 = -1502055.899630 nChanged 5 SP:Iteration 71Q (17656.350000 sec): 3 clusters Score: Raw -1506612.828344 + Penalty 4555.822061 = -1502057.006283 nChanged 2 SP:Iteration 72Q (17656.390000 sec): 3 clusters Score: Raw -1506613.325690 + Penalty 4555.822061 = -1502057.503629 nChanged 2 SP:Iteration 73Q (17656.420000 sec): 3 clusters Score: Raw -1506613.641785 + Penalty 4555.822061 = -1502057.819724 nChanged 4 SP:Iteration 74Q (17656.450000 sec): 3 clusters Score: Raw -1506614.855350 + Penalty 4555.822061 = -1502059.033289 nChanged 4 SP:Iteration 75Q (17656.490000 sec): 3 clusters Score: Raw -1506616.273182 + Penalty 4555.822061 = -1502060.451121 nChanged 6 SP:Iteration 76Q (17656.520000 sec): 3 clusters Score: Raw -1506617.786697 + Penalty 4555.822061 = -1502061.964636 nChanged 4 SP:Iteration 77Q (17656.550000 sec): 3 clusters Score: Raw -1506618.431537 + Penalty 4555.822061 = -1502062.609476 nChanged 2 SP:Iteration 78Q (17656.590000 sec): 3 clusters Score: Raw -1506618.876514 + Penalty 4555.822061 = -1502063.054453 nChanged 5 SP:Iteration 79Q (17656.620000 sec): 3 clusters Score: Raw -1506619.914228 + Penalty 4555.822061 = -1502064.092167 nChanged 5 SP:Iteration 80F (17656.660000 sec): 3 clusters Score: Raw -1506620.696170 + Penalty 4555.822061 = -1502064.874109 nChanged 3 SP:Iteration 81Q (17656.690000 sec): 3 clusters Score: Raw -1506621.515840 + Penalty 4555.822061 = -1502065.693779 nChanged 3 SP:Iteration 82Q (17656.720000 sec): 3 clusters Score: Raw -1506622.170376 + Penalty 4555.822061 = -1502066.348315 nChanged 2 SP:Iteration 83Q (17656.750000 sec): 3 clusters Score: Raw -1506622.450736 + Penalty 4555.822061 = -1502066.628675 nChanged 0 SP:Iteration 84F (17656.790000 sec): 3 clusters Score: Raw -1506622.450736 + Penalty 4555.822061 = -1502066.628675 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 28 (15707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17656.860000 sec): 2 clusters Score: Raw -2521479.689983 + Penalty 2396.141714 = -2519083.548269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17656.930000 sec): 3 clusters Score: Raw -2512593.288936 + Penalty 4792.283429 = -2507801.005507 nChanged 6793 SP:Iteration 1F (17656.990000 sec): 3 clusters Score: Raw -2516198.935567 + Penalty 4792.283429 = -2511406.652138 nChanged 1037 SP:Iteration 2F (17657.060000 sec): 3 clusters Score: Raw -2516706.622673 + Penalty 4792.283429 = -2511914.339244 nChanged 894 SP:Iteration 3F (17657.130000 sec): 3 clusters Score: Raw -2517166.847032 + Penalty 4792.283429 = -2512374.563604 nChanged 850 SP:Iteration 4F (17657.200000 sec): 3 clusters Score: Raw -2517631.655250 + Penalty 4792.283429 = -2512839.371821 nChanged 838 SP:Iteration 5F (17657.260000 sec): 3 clusters Score: Raw -2518130.349514 + Penalty 4792.283429 = -2513338.066085 nChanged 871 SP:Iteration 6F (17657.330000 sec): 3 clusters Score: Raw -2518735.930816 + Penalty 4792.283429 = -2513943.647387 nChanged 886 SP:Iteration 7F (17657.400000 sec): 3 clusters Score: Raw -2519297.011315 + Penalty 4792.283429 = -2514504.727886 nChanged 795 SP:Iteration 8F (17657.470000 sec): 3 clusters Score: Raw -2519744.351962 + Penalty 4792.283429 = -2514952.068533 nChanged 642 SP:Iteration 9Q (17657.530000 sec): 3 clusters Score: Raw -2520058.234820 + Penalty 4792.283429 = -2515265.951391 nChanged 508 SP:Iteration 10Q (17657.600000 sec): 3 clusters Score: Raw -2520238.152773 + Penalty 4792.283429 = -2515445.869344 nChanged 380 SP:Iteration 11Q (17657.670000 sec): 3 clusters Score: Raw -2520347.800490 + Penalty 4792.283429 = -2515555.517061 nChanged 258 SP:Iteration 12Q (17657.730000 sec): 3 clusters Score: Raw -2520410.021880 + Penalty 4792.283429 = -2515617.738451 nChanged 188 SP:Iteration 13Q (17657.800000 sec): 3 clusters Score: Raw -2520449.589246 + Penalty 4792.283429 = -2515657.305817 nChanged 148 SP:Iteration 14Q (17657.870000 sec): 3 clusters Score: Raw -2520477.520498 + Penalty 4792.283429 = -2515685.237069 nChanged 108 SP:Iteration 15Q (17657.930000 sec): 3 clusters Score: Raw -2520494.599158 + Penalty 4792.283429 = -2515702.315729 nChanged 69 SP:Iteration 16Q (17657.990000 sec): 3 clusters Score: Raw -2520504.051503 + Penalty 4792.283429 = -2515711.768074 nChanged 51 SP:Iteration 17Q (17658.060000 sec): 3 clusters Score: Raw -2520509.863700 + Penalty 4792.283429 = -2515717.580271 nChanged 34 SP:Iteration 18Q (17658.130000 sec): 3 clusters Score: Raw -2520513.788238 + Penalty 4792.283429 = -2515721.504810 nChanged 30 SP:Iteration 19Q (17658.190000 sec): 3 clusters Score: Raw -2520517.312152 + Penalty 4792.283429 = -2515725.028723 nChanged 27 SP:Iteration 20F (17658.260000 sec): 3 clusters Score: Raw -2520520.738813 + Penalty 4792.283429 = -2515728.455384 nChanged 27 SP:Iteration 21Q (17658.330000 sec): 3 clusters Score: Raw -2520524.214214 + Penalty 4792.283429 = -2515731.930785 nChanged 19 SP:Iteration 22Q (17658.390000 sec): 3 clusters Score: Raw -2520526.053562 + Penalty 4792.283429 = -2515733.770134 nChanged 15 SP:Iteration 23Q (17658.460000 sec): 3 clusters Score: Raw -2520527.379111 + Penalty 4792.283429 = -2515735.095682 nChanged 13 SP:Iteration 24Q (17658.520000 sec): 3 clusters Score: Raw -2520528.630761 + Penalty 4792.283429 = -2515736.347332 nChanged 16 SP:Iteration 25Q (17658.590000 sec): 3 clusters Score: Raw -2520530.434773 + Penalty 4792.283429 = -2515738.151344 nChanged 15 SP:Iteration 26Q (17658.650000 sec): 3 clusters Score: Raw -2520531.791844 + Penalty 4792.283429 = -2515739.508415 nChanged 13 SP:Iteration 27Q (17658.720000 sec): 3 clusters Score: Raw -2520532.945024 + Penalty 4792.283429 = -2515740.661595 nChanged 15 SP:Iteration 28Q (17658.790000 sec): 3 clusters Score: Raw -2520533.942141 + Penalty 4792.283429 = -2515741.658712 nChanged 9 SP:Iteration 29Q (17658.850000 sec): 3 clusters Score: Raw -2520534.831476 + Penalty 4792.283429 = -2515742.548047 nChanged 9 SP:Iteration 30Q (17658.920000 sec): 3 clusters Score: Raw -2520535.633654 + Penalty 4792.283429 = -2515743.350225 nChanged 9 SP:Iteration 31Q (17658.990000 sec): 3 clusters Score: Raw -2520536.228049 + Penalty 4792.283429 = -2515743.944620 nChanged 4 SP:Iteration 32Q (17659.050000 sec): 3 clusters Score: Raw -2520536.551010 + Penalty 4792.283429 = -2515744.267581 nChanged 5 SP:Iteration 33Q (17659.110000 sec): 3 clusters Score: Raw -2520536.915886 + Penalty 4792.283429 = -2515744.632457 nChanged 4 SP:Iteration 34Q (17659.180000 sec): 3 clusters Score: Raw -2520537.095899 + Penalty 4792.283429 = -2515744.812470 nChanged 5 SP:Iteration 35Q (17659.240000 sec): 3 clusters Score: Raw -2520537.584462 + Penalty 4792.283429 = -2515745.301033 nChanged 7 SP:Iteration 36Q (17659.310000 sec): 3 clusters Score: Raw -2520538.180119 + Penalty 4792.283429 = -2515745.896690 nChanged 7 SP:Iteration 37Q (17659.370000 sec): 3 clusters Score: Raw -2520538.740625 + Penalty 4792.283429 = -2515746.457196 nChanged 4 SP:Iteration 38Q (17659.430000 sec): 3 clusters Score: Raw -2520538.987664 + Penalty 4792.283429 = -2515746.704235 nChanged 3 SP:Iteration 39Q (17659.490000 sec): 3 clusters Score: Raw -2520539.210090 + Penalty 4792.283429 = -2515746.926661 nChanged 2 SP:Iteration 40F (17659.560000 sec): 3 clusters Score: Raw -2520539.290737 + Penalty 4792.283429 = -2515747.007308 nChanged 1 SP:Iteration 41Q (17659.630000 sec): 3 clusters Score: Raw -2520539.323438 + Penalty 4792.283429 = -2515747.040009 nChanged 0 SP:Iteration 42F (17659.690000 sec): 3 clusters Score: Raw -2520539.323438 + Penalty 4792.283429 = -2515747.040009 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 29 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17659.700000 sec): 2 clusters Score: Raw -47969.561030 + Penalty 1435.150551 = -46534.410480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17659.700000 sec): 3 clusters Score: Raw -48101.213779 + Penalty 2870.301101 = -45230.912678 nChanged 43 SP:Iteration 1F (17659.700000 sec): 3 clusters Score: Raw -48237.215694 + Penalty 2870.301101 = -45366.914593 nChanged 10 SP:Iteration 2Q (17659.700000 sec): 3 clusters Score: Raw -48291.240569 + Penalty 2870.301101 = -45420.939468 nChanged 10 SP:Iteration 3Q (17659.700000 sec): 3 clusters Score: Raw -48336.012920 + Penalty 2870.301101 = -45465.711819 nChanged 8 SP:Iteration 4Q (17659.710000 sec): 3 clusters Score: Raw -48360.521009 + Penalty 2870.301101 = -45490.219907 nChanged 4 SP:Iteration 5Q (17659.710000 sec): 3 clusters Score: Raw -48375.484382 + Penalty 2870.301101 = -45505.183281 nChanged 3 SP:Iteration 6Q (17659.710000 sec): 3 clusters Score: Raw -48390.650128 + Penalty 2870.301101 = -45520.349027 nChanged 2 SP:Iteration 7Q (17659.710000 sec): 3 clusters Score: Raw -48410.096735 + Penalty 2870.301101 = -45539.795633 nChanged 4 SP:Iteration 8Q (17659.710000 sec): 3 clusters Score: Raw -48435.825263 + Penalty 2870.301101 = -45565.524162 nChanged 7 SP:Iteration 9Q (17659.710000 sec): 3 clusters Score: Raw -48464.060807 + Penalty 2870.301101 = -45593.759706 nChanged 6 SP:Iteration 10Q (17659.710000 sec): 3 clusters Score: Raw -48493.931809 + Penalty 2870.301101 = -45623.630708 nChanged 5 SP:Iteration 11Q (17659.710000 sec): 3 clusters Score: Raw -48509.874468 + Penalty 2870.301101 = -45639.573367 nChanged 2 SP:Iteration 12Q (17659.710000 sec): 3 clusters Score: Raw -48512.707054 + Penalty 2870.301101 = -45642.405953 nChanged 0 SP:Iteration 13F (17659.710000 sec): 3 clusters Score: Raw -48512.707054 + Penalty 2870.301101 = -45642.405953 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 30 (4298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17659.730000 sec): 2 clusters Score: Raw -688046.166270 + Penalty 2074.744459 = -685971.421811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17659.750000 sec): 3 clusters Score: Raw -686017.620505 + Penalty 4149.488918 = -681868.131587 nChanged 1632 SP:Iteration 1F (17659.770000 sec): 3 clusters Score: Raw -686978.597558 + Penalty 4149.488918 = -682829.108640 nChanged 364 SP:Iteration 2F (17659.790000 sec): 3 clusters Score: Raw -687214.862566 + Penalty 4149.488918 = -683065.373648 nChanged 241 SP:Iteration 3F (17659.810000 sec): 3 clusters Score: Raw -687372.268104 + Penalty 4149.488918 = -683222.779186 nChanged 198 SP:Iteration 4Q (17659.820000 sec): 3 clusters Score: Raw -687503.969761 + Penalty 4149.488918 = -683354.480842 nChanged 165 SP:Iteration 5Q (17659.840000 sec): 3 clusters Score: Raw -687620.710576 + Penalty 4149.488918 = -683471.221658 nChanged 150 SP:Iteration 6Q (17659.860000 sec): 3 clusters Score: Raw -687720.894262 + Penalty 4149.488918 = -683571.405344 nChanged 131 SP:Iteration 7Q (17659.880000 sec): 3 clusters Score: Raw -687809.285976 + Penalty 4149.488918 = -683659.797057 nChanged 124 SP:Iteration 8Q (17659.890000 sec): 3 clusters Score: Raw -687902.345986 + Penalty 4149.488918 = -683752.857068 nChanged 112 SP:Iteration 9Q (17659.910000 sec): 3 clusters Score: Raw -687977.906208 + Penalty 4149.488918 = -683828.417290 nChanged 96 SP:Iteration 10Q (17659.930000 sec): 3 clusters Score: Raw -688042.940481 + Penalty 4149.488918 = -683893.451562 nChanged 92 SP:Iteration 11Q (17659.950000 sec): 3 clusters Score: Raw -688098.425624 + Penalty 4149.488918 = -683948.936705 nChanged 72 SP:Iteration 12Q (17659.960000 sec): 3 clusters Score: Raw -688145.133793 + Penalty 4149.488918 = -683995.644875 nChanged 59 SP:Iteration 13Q (17659.980000 sec): 3 clusters Score: Raw -688184.361665 + Penalty 4149.488918 = -684034.872747 nChanged 54 SP:Iteration 14Q (17660.000000 sec): 3 clusters Score: Raw -688222.344981 + Penalty 4149.488918 = -684072.856063 nChanged 48 SP:Iteration 15Q (17660.010000 sec): 3 clusters Score: Raw -688253.093623 + Penalty 4149.488918 = -684103.604704 nChanged 35 SP:Iteration 16Q (17660.030000 sec): 3 clusters Score: Raw -688275.643929 + Penalty 4149.488918 = -684126.155011 nChanged 29 SP:Iteration 17Q (17660.050000 sec): 3 clusters Score: Raw -688297.689207 + Penalty 4149.488918 = -684148.200289 nChanged 25 SP:Iteration 18Q (17660.070000 sec): 3 clusters Score: Raw -688317.350391 + Penalty 4149.488918 = -684167.861473 nChanged 20 SP:Iteration 19Q (17660.080000 sec): 3 clusters Score: Raw -688331.874304 + Penalty 4149.488918 = -684182.385385 nChanged 20 SP:Iteration 20F (17660.100000 sec): 3 clusters Score: Raw -688344.484073 + Penalty 4149.488918 = -684194.995155 nChanged 21 SP:Iteration 21Q (17660.120000 sec): 3 clusters Score: Raw -688360.998834 + Penalty 4149.488918 = -684211.509915 nChanged 30 SP:Iteration 22Q (17660.130000 sec): 3 clusters Score: Raw -688380.628354 + Penalty 4149.488918 = -684231.139436 nChanged 18 SP:Iteration 23Q (17660.150000 sec): 3 clusters Score: Raw -688391.518938 + Penalty 4149.488918 = -684242.030020 nChanged 13 SP:Iteration 24Q (17660.170000 sec): 3 clusters Score: Raw -688399.906795 + Penalty 4149.488918 = -684250.417877 nChanged 14 SP:Iteration 25Q (17660.190000 sec): 3 clusters Score: Raw -688408.866394 + Penalty 4149.488918 = -684259.377476 nChanged 11 SP:Iteration 26Q (17660.200000 sec): 3 clusters Score: Raw -688414.012601 + Penalty 4149.488918 = -684264.523682 nChanged 8 SP:Iteration 27Q (17660.220000 sec): 3 clusters Score: Raw -688417.731971 + Penalty 4149.488918 = -684268.243053 nChanged 3 SP:Iteration 28Q (17660.230000 sec): 3 clusters Score: Raw -688419.947133 + Penalty 4149.488918 = -684270.458215 nChanged 9 SP:Iteration 29Q (17660.250000 sec): 3 clusters Score: Raw -688426.083770 + Penalty 4149.488918 = -684276.594852 nChanged 4 SP:Iteration 30Q (17660.270000 sec): 3 clusters Score: Raw -688427.923712 + Penalty 4149.488918 = -684278.434793 nChanged 2 SP:Iteration 31Q (17660.290000 sec): 3 clusters Score: Raw -688429.353871 + Penalty 4149.488918 = -684279.864953 nChanged 5 SP:Iteration 32Q (17660.300000 sec): 3 clusters Score: Raw -688431.528353 + Penalty 4149.488918 = -684282.039435 nChanged 0 SP:Iteration 33F (17660.320000 sec): 3 clusters Score: Raw -688431.528353 + Penalty 4149.488918 = -684282.039435 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 31 (1838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17660.330000 sec): 2 clusters Score: Raw -259083.205542 + Penalty 1864.075459 = -257219.130083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17660.340000 sec): 3 clusters Score: Raw -258480.308863 + Penalty 3728.150918 = -254752.157944 nChanged 585 SP:Iteration 1F (17660.350000 sec): 3 clusters Score: Raw -259054.728026 + Penalty 3728.150918 = -255326.577108 nChanged 177 SP:Iteration 2F (17660.350000 sec): 3 clusters Score: Raw -259318.455112 + Penalty 3728.150918 = -255590.304193 nChanged 119 SP:Iteration 3F (17660.360000 sec): 3 clusters Score: Raw -259488.701429 + Penalty 3728.150918 = -255760.550510 nChanged 87 SP:Iteration 4Q (17660.370000 sec): 3 clusters Score: Raw -259591.095205 + Penalty 3728.150918 = -255862.944287 nChanged 66 SP:Iteration 5Q (17660.370000 sec): 3 clusters Score: Raw -259672.928327 + Penalty 3728.150918 = -255944.777409 nChanged 49 SP:Iteration 6Q (17660.380000 sec): 3 clusters Score: Raw -259747.622356 + Penalty 3728.150918 = -256019.471438 nChanged 47 SP:Iteration 7Q (17660.390000 sec): 3 clusters Score: Raw -259824.366322 + Penalty 3728.150918 = -256096.215403 nChanged 42 SP:Iteration 8Q (17660.390000 sec): 3 clusters Score: Raw -259882.018027 + Penalty 3728.150918 = -256153.867109 nChanged 35 SP:Iteration 9Q (17660.400000 sec): 3 clusters Score: Raw -259933.947134 + Penalty 3728.150918 = -256205.796216 nChanged 31 SP:Iteration 10Q (17660.410000 sec): 3 clusters Score: Raw -259972.731743 + Penalty 3728.150918 = -256244.580824 nChanged 26 SP:Iteration 11Q (17660.420000 sec): 3 clusters Score: Raw -259998.925513 + Penalty 3728.150918 = -256270.774594 nChanged 21 SP:Iteration 12Q (17660.420000 sec): 3 clusters Score: Raw -260018.945160 + Penalty 3728.150918 = -256290.794241 nChanged 13 SP:Iteration 13Q (17660.430000 sec): 3 clusters Score: Raw -260029.537635 + Penalty 3728.150918 = -256301.386717 nChanged 10 SP:Iteration 14Q (17660.440000 sec): 3 clusters Score: Raw -260035.633978 + Penalty 3728.150918 = -256307.483059 nChanged 4 SP:Iteration 15Q (17660.440000 sec): 3 clusters Score: Raw -260039.249644 + Penalty 3728.150918 = -256311.098726 nChanged 3 SP:Iteration 16Q (17660.450000 sec): 3 clusters Score: Raw -260043.852045 + Penalty 3728.150918 = -256315.701127 nChanged 5 SP:Iteration 17Q (17660.460000 sec): 3 clusters Score: Raw -260051.424828 + Penalty 3728.150918 = -256323.273909 nChanged 5 SP:Iteration 18Q (17660.470000 sec): 3 clusters Score: Raw -260056.577881 + Penalty 3728.150918 = -256328.426963 nChanged 6 SP:Iteration 19Q (17660.470000 sec): 3 clusters Score: Raw -260060.996509 + Penalty 3728.150918 = -256332.845591 nChanged 3 SP:Iteration 20F (17660.480000 sec): 3 clusters Score: Raw -260064.852849 + Penalty 3728.150918 = -256336.701930 nChanged 6 SP:Iteration 21Q (17660.490000 sec): 3 clusters Score: Raw -260069.584117 + Penalty 3728.150918 = -256341.433198 nChanged 2 SP:Iteration 22Q (17660.490000 sec): 3 clusters Score: Raw -260070.798760 + Penalty 3728.150918 = -256342.647842 nChanged 1 SP:Iteration 23Q (17660.500000 sec): 3 clusters Score: Raw -260071.931393 + Penalty 3728.150918 = -256343.780475 nChanged 1 SP:Iteration 24Q (17660.510000 sec): 3 clusters Score: Raw -260073.170077 + Penalty 3728.150918 = -256345.019159 nChanged 0 SP:Iteration 25F (17660.510000 sec): 3 clusters Score: Raw -260073.170077 + Penalty 3728.150918 = -256345.019159 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 32 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17660.520000 sec): 2 clusters Score: Raw -77914.222771 + Penalty 1555.673498 = -76358.549273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17660.520000 sec): 3 clusters Score: Raw -77923.130293 + Penalty 3111.346995 = -74811.783298 nChanged 86 SP:Iteration 1F (17660.520000 sec): 3 clusters Score: Raw -78090.897689 + Penalty 3111.346995 = -74979.550694 nChanged 28 SP:Iteration 2F (17660.530000 sec): 3 clusters Score: Raw -78146.716682 + Penalty 3111.346995 = -75035.369687 nChanged 15 SP:Iteration 3Q (17660.530000 sec): 3 clusters Score: Raw -78182.703325 + Penalty 3111.346995 = -75071.356330 nChanged 11 SP:Iteration 4Q (17660.530000 sec): 3 clusters Score: Raw -78211.087347 + Penalty 3111.346995 = -75099.740352 nChanged 8 SP:Iteration 5Q (17660.530000 sec): 3 clusters Score: Raw -78226.649095 + Penalty 3111.346995 = -75115.302099 nChanged 6 SP:Iteration 6Q (17660.530000 sec): 3 clusters Score: Raw -78236.431453 + Penalty 3111.346995 = -75125.084458 nChanged 4 SP:Iteration 7Q (17660.530000 sec): 3 clusters Score: Raw -78242.478939 + Penalty 3111.346995 = -75131.131944 nChanged 1 SP:Iteration 8Q (17660.540000 sec): 3 clusters Score: Raw -78244.195115 + Penalty 3111.346995 = -75132.848120 nChanged 0 SP:Iteration 9F (17660.540000 sec): 3 clusters Score: Raw -78244.195115 + Penalty 3111.346995 = -75132.848120 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 33 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17660.550000 sec): 2 clusters Score: Raw -38037.572956 + Penalty 1376.170869 = -36661.402087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17660.550000 sec): 3 clusters Score: Raw -38268.378237 + Penalty 2752.341738 = -35516.036499 nChanged 28 SP:Iteration 1F (17660.550000 sec): 3 clusters Score: Raw -38390.793732 + Penalty 2752.341738 = -35638.451994 nChanged 10 SP:Iteration 2Q (17660.550000 sec): 3 clusters Score: Raw -38438.042638 + Penalty 2752.341738 = -35685.700900 nChanged 4 SP:Iteration 3Q (17660.550000 sec): 3 clusters Score: Raw -38448.631018 + Penalty 2752.341738 = -35696.289280 nChanged 1 SP:Iteration 4Q (17660.550000 sec): 3 clusters Score: Raw -38453.977570 + Penalty 2752.341738 = -35701.635832 nChanged 0 SP:Iteration 5F (17660.550000 sec): 3 clusters Score: Raw -38453.977570 + Penalty 2752.341738 = -35701.635832 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 34 (3585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17660.570000 sec): 2 clusters Score: Raw -555031.490967 + Penalty 2029.759411 = -553001.731556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17660.580000 sec): 3 clusters Score: Raw -553427.003979 + Penalty 4059.518822 = -549367.485157 nChanged 1291 SP:Iteration 1F (17660.600000 sec): 3 clusters Score: Raw -554218.063912 + Penalty 4059.518822 = -550158.545090 nChanged 314 SP:Iteration 2F (17660.610000 sec): 3 clusters Score: Raw -554497.004577 + Penalty 4059.518822 = -550437.485755 nChanged 248 SP:Iteration 3F (17660.630000 sec): 3 clusters Score: Raw -554744.847119 + Penalty 4059.518822 = -550685.328298 nChanged 180 SP:Iteration 4F (17660.640000 sec): 3 clusters Score: Raw -554923.455008 + Penalty 4059.518822 = -550863.936187 nChanged 181 SP:Iteration 5F (17660.660000 sec): 3 clusters Score: Raw -555102.480669 + Penalty 4059.518822 = -551042.961848 nChanged 161 SP:Iteration 6Q (17660.670000 sec): 3 clusters Score: Raw -555230.579785 + Penalty 4059.518822 = -551171.060963 nChanged 130 SP:Iteration 7Q (17660.690000 sec): 3 clusters Score: Raw -555319.268720 + Penalty 4059.518822 = -551259.749899 nChanged 101 SP:Iteration 8Q (17660.700000 sec): 3 clusters Score: Raw -555393.821876 + Penalty 4059.518822 = -551334.303054 nChanged 89 SP:Iteration 9Q (17660.710000 sec): 3 clusters Score: Raw -555445.636800 + Penalty 4059.518822 = -551386.117979 nChanged 45 SP:Iteration 10Q (17660.730000 sec): 3 clusters Score: Raw -555474.059161 + Penalty 4059.518822 = -551414.540340 nChanged 57 SP:Iteration 11Q (17660.740000 sec): 3 clusters Score: Raw -555511.039810 + Penalty 4059.518822 = -551451.520989 nChanged 42 SP:Iteration 12Q (17660.760000 sec): 3 clusters Score: Raw -555538.382861 + Penalty 4059.518822 = -551478.864040 nChanged 43 SP:Iteration 13Q (17660.770000 sec): 3 clusters Score: Raw -555566.889570 + Penalty 4059.518822 = -551507.370749 nChanged 45 SP:Iteration 14Q (17660.790000 sec): 3 clusters Score: Raw -555593.710300 + Penalty 4059.518822 = -551534.191479 nChanged 36 SP:Iteration 15Q (17660.800000 sec): 3 clusters Score: Raw -555611.032588 + Penalty 4059.518822 = -551551.513767 nChanged 23 SP:Iteration 16Q (17660.810000 sec): 3 clusters Score: Raw -555621.256715 + Penalty 4059.518822 = -551561.737893 nChanged 18 SP:Iteration 17Q (17660.830000 sec): 3 clusters Score: Raw -555628.156716 + Penalty 4059.518822 = -551568.637894 nChanged 17 SP:Iteration 18Q (17660.840000 sec): 3 clusters Score: Raw -555634.735717 + Penalty 4059.518822 = -551575.216896 nChanged 18 SP:Iteration 19Q (17660.850000 sec): 3 clusters Score: Raw -555642.040687 + Penalty 4059.518822 = -551582.521865 nChanged 13 SP:Iteration 20F (17660.870000 sec): 3 clusters Score: Raw -555647.320711 + Penalty 4059.518822 = -551587.801890 nChanged 10 SP:Iteration 21Q (17660.890000 sec): 3 clusters Score: Raw -555651.354619 + Penalty 4059.518822 = -551591.835798 nChanged 13 SP:Iteration 22Q (17660.900000 sec): 3 clusters Score: Raw -555656.908098 + Penalty 4059.518822 = -551597.389277 nChanged 10 SP:Iteration 23Q (17660.910000 sec): 3 clusters Score: Raw -555660.966974 + Penalty 4059.518822 = -551601.448152 nChanged 5 SP:Iteration 24Q (17660.930000 sec): 3 clusters Score: Raw -555662.408856 + Penalty 4059.518822 = -551602.890035 nChanged 3 SP:Iteration 25Q (17660.940000 sec): 3 clusters Score: Raw -555663.142891 + Penalty 4059.518822 = -551603.624069 nChanged 5 SP:Iteration 26Q (17660.950000 sec): 3 clusters Score: Raw -555664.992005 + Penalty 4059.518822 = -551605.473183 nChanged 3 SP:Iteration 27Q (17660.970000 sec): 3 clusters Score: Raw -555666.220225 + Penalty 4059.518822 = -551606.701404 nChanged 7 SP:Iteration 28Q (17660.980000 sec): 3 clusters Score: Raw -555669.377270 + Penalty 4059.518822 = -551609.858449 nChanged 4 SP:Iteration 29Q (17661.000000 sec): 3 clusters Score: Raw -555670.796412 + Penalty 4059.518822 = -551611.277590 nChanged 1 SP:Iteration 30Q (17661.010000 sec): 3 clusters Score: Raw -555671.387707 + Penalty 4059.518822 = -551611.868886 nChanged 1 SP:Iteration 31Q (17661.030000 sec): 3 clusters Score: Raw -555672.220174 + Penalty 4059.518822 = -551612.701353 nChanged 2 SP:Iteration 32Q (17661.040000 sec): 3 clusters Score: Raw -555672.910446 + Penalty 4059.518822 = -551613.391625 nChanged 1 SP:Iteration 33Q (17661.050000 sec): 3 clusters Score: Raw -555673.152253 + Penalty 4059.518822 = -551613.633431 nChanged 1 SP:Iteration 34Q (17661.070000 sec): 3 clusters Score: Raw -555673.335299 + Penalty 4059.518822 = -551613.816478 nChanged 0 SP:Iteration 35F (17661.080000 sec): 3 clusters Score: Raw -555673.335299 + Penalty 4059.518822 = -551613.816478 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 35 (4018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17661.100000 sec): 2 clusters Score: Raw -628526.105119 + Penalty 2058.037807 = -626468.067312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17661.110000 sec): 3 clusters Score: Raw -626693.495662 + Penalty 4116.075615 = -622577.420048 nChanged 1477 SP:Iteration 1F (17661.130000 sec): 3 clusters Score: Raw -627610.553267 + Penalty 4116.075615 = -623494.477653 nChanged 333 SP:Iteration 2F (17661.150000 sec): 3 clusters Score: Raw -628116.173002 + Penalty 4116.075615 = -624000.097388 nChanged 295 SP:Iteration 3F (17661.170000 sec): 3 clusters Score: Raw -628382.963612 + Penalty 4116.075615 = -624266.887998 nChanged 268 SP:Iteration 4F (17661.180000 sec): 3 clusters Score: Raw -628611.147932 + Penalty 4116.075615 = -624495.072317 nChanged 262 SP:Iteration 5F (17661.200000 sec): 3 clusters Score: Raw -628876.646669 + Penalty 4116.075615 = -624760.571055 nChanged 263 SP:Iteration 6F (17661.210000 sec): 3 clusters Score: Raw -629138.225546 + Penalty 4116.075615 = -625022.149931 nChanged 222 SP:Iteration 7F (17661.230000 sec): 3 clusters Score: Raw -629363.161287 + Penalty 4116.075615 = -625247.085672 nChanged 176 SP:Iteration 8Q (17661.250000 sec): 3 clusters Score: Raw -629542.496996 + Penalty 4116.075615 = -625426.421382 nChanged 148 SP:Iteration 9Q (17661.260000 sec): 3 clusters Score: Raw -629683.753258 + Penalty 4116.075615 = -625567.677643 nChanged 97 SP:Iteration 10Q (17661.280000 sec): 3 clusters Score: Raw -629783.421969 + Penalty 4116.075615 = -625667.346354 nChanged 82 SP:Iteration 11Q (17661.290000 sec): 3 clusters Score: Raw -629867.323313 + Penalty 4116.075615 = -625751.247699 nChanged 74 SP:Iteration 12Q (17661.310000 sec): 3 clusters Score: Raw -629933.847066 + Penalty 4116.075615 = -625817.771451 nChanged 59 SP:Iteration 13Q (17661.330000 sec): 3 clusters Score: Raw -629992.048111 + Penalty 4116.075615 = -625875.972497 nChanged 46 SP:Iteration 14Q (17661.340000 sec): 3 clusters Score: Raw -630035.956601 + Penalty 4116.075615 = -625919.880986 nChanged 25 SP:Iteration 15Q (17661.360000 sec): 3 clusters Score: Raw -630057.589065 + Penalty 4116.075615 = -625941.513451 nChanged 19 SP:Iteration 16Q (17661.370000 sec): 3 clusters Score: Raw -630070.875514 + Penalty 4116.075615 = -625954.799900 nChanged 11 SP:Iteration 17Q (17661.390000 sec): 3 clusters Score: Raw -630081.847341 + Penalty 4116.075615 = -625965.771726 nChanged 16 SP:Iteration 18Q (17661.400000 sec): 3 clusters Score: Raw -630094.843699 + Penalty 4116.075615 = -625978.768085 nChanged 11 SP:Iteration 19Q (17661.420000 sec): 3 clusters Score: Raw -630106.277947 + Penalty 4116.075615 = -625990.202332 nChanged 16 SP:Iteration 20F (17661.430000 sec): 3 clusters Score: Raw -630125.369097 + Penalty 4116.075615 = -626009.293483 nChanged 18 SP:Iteration 21Q (17661.450000 sec): 3 clusters Score: Raw -630142.831280 + Penalty 4116.075615 = -626026.755666 nChanged 9 SP:Iteration 22Q (17661.460000 sec): 3 clusters Score: Raw -630151.811019 + Penalty 4116.075615 = -626035.735405 nChanged 8 SP:Iteration 23Q (17661.480000 sec): 3 clusters Score: Raw -630162.206344 + Penalty 4116.075615 = -626046.130730 nChanged 10 SP:Iteration 24Q (17661.490000 sec): 3 clusters Score: Raw -630170.017278 + Penalty 4116.075615 = -626053.941663 nChanged 10 SP:Iteration 25Q (17661.510000 sec): 3 clusters Score: Raw -630178.343118 + Penalty 4116.075615 = -626062.267504 nChanged 9 SP:Iteration 26Q (17661.520000 sec): 3 clusters Score: Raw -630191.381758 + Penalty 4116.075615 = -626075.306144 nChanged 12 SP:Iteration 27Q (17661.540000 sec): 3 clusters Score: Raw -630205.964670 + Penalty 4116.075615 = -626089.889055 nChanged 10 SP:Iteration 28Q (17661.550000 sec): 3 clusters Score: Raw -630216.466610 + Penalty 4116.075615 = -626100.390995 nChanged 10 SP:Iteration 29Q (17661.570000 sec): 3 clusters Score: Raw -630227.804936 + Penalty 4116.075615 = -626111.729321 nChanged 15 SP:Iteration 30Q (17661.580000 sec): 3 clusters Score: Raw -630247.334252 + Penalty 4116.075615 = -626131.258637 nChanged 6 SP:Iteration 31Q (17661.590000 sec): 3 clusters Score: Raw -630252.593586 + Penalty 4116.075615 = -626136.517972 nChanged 7 SP:Iteration 32Q (17661.610000 sec): 3 clusters Score: Raw -630259.638872 + Penalty 4116.075615 = -626143.563258 nChanged 7 SP:Iteration 33Q (17661.620000 sec): 3 clusters Score: Raw -630269.625393 + Penalty 4116.075615 = -626153.549778 nChanged 7 SP:Iteration 34Q (17661.630000 sec): 3 clusters Score: Raw -630277.758779 + Penalty 4116.075615 = -626161.683164 nChanged 5 SP:Iteration 35Q (17661.650000 sec): 3 clusters Score: Raw -630285.776430 + Penalty 4116.075615 = -626169.700816 nChanged 4 SP:Iteration 36Q (17661.660000 sec): 3 clusters Score: Raw -630288.974211 + Penalty 4116.075615 = -626172.898596 nChanged 4 SP:Iteration 37Q (17661.670000 sec): 3 clusters Score: Raw -630293.031492 + Penalty 4116.075615 = -626176.955878 nChanged 2 SP:Iteration 38Q (17661.690000 sec): 3 clusters Score: Raw -630294.263088 + Penalty 4116.075615 = -626178.187474 nChanged 0 SP:Iteration 39F (17661.700000 sec): 3 clusters Score: Raw -630294.263088 + Penalty 4116.075615 = -626178.187474 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 36 (38287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17661.850000 sec): 2 clusters Score: Raw -6431412.016877 + Penalty 2617.110692 = -6428794.906185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17662.010000 sec): 3 clusters Score: Raw -6407957.566754 + Penalty 5234.221383 = -6402723.345371 nChanged 17431 SP:Iteration 1F (17662.160000 sec): 3 clusters Score: Raw -6417493.697748 + Penalty 5234.221383 = -6412259.476365 nChanged 1434 SP:Iteration 2Q (17662.330000 sec): 3 clusters Score: Raw -6417847.307857 + Penalty 5234.221383 = -6412613.086474 nChanged 1227 SP:Iteration 3Q (17662.490000 sec): 3 clusters Score: Raw -6418133.583023 + Penalty 5234.221383 = -6412899.361639 nChanged 1096 SP:Iteration 4Q (17662.650000 sec): 3 clusters Score: Raw -6418382.210009 + Penalty 5234.221383 = -6413147.988626 nChanged 1017 SP:Iteration 5Q (17662.810000 sec): 3 clusters Score: Raw -6418610.225085 + Penalty 5234.221383 = -6413376.003701 nChanged 985 SP:Iteration 6Q (17662.970000 sec): 3 clusters Score: Raw -6418829.263646 + Penalty 5234.221383 = -6413595.042263 nChanged 977 SP:Iteration 7Q (17663.130000 sec): 3 clusters Score: Raw -6419068.200768 + Penalty 5234.221383 = -6413833.979385 nChanged 1002 SP:Iteration 8Q (17663.290000 sec): 3 clusters Score: Raw -6419342.642556 + Penalty 5234.221383 = -6414108.421173 nChanged 1161 SP:Iteration 9Q (17663.450000 sec): 3 clusters Score: Raw -6419756.196575 + Penalty 5234.221383 = -6414521.975192 nChanged 1584 SP:Iteration 10Q (17663.610000 sec): 3 clusters Score: Raw -6420495.120571 + Penalty 5234.221383 = -6415260.899188 nChanged 2080 SP:Iteration 11F (17663.770000 sec): 3 clusters Score: Raw -6421700.443831 + Penalty 5234.221383 = -6416466.222448 nChanged 2549 SP:Iteration 12F (17663.930000 sec): 3 clusters Score: Raw -6423570.479008 + Penalty 5234.221383 = -6418336.257625 nChanged 2912 SP:Iteration 13F (17664.090000 sec): 3 clusters Score: Raw -6426113.621656 + Penalty 5234.221383 = -6420879.400273 nChanged 2675 SP:Iteration 14F (17664.240000 sec): 3 clusters Score: Raw -6428627.875804 + Penalty 5234.221383 = -6423393.654421 nChanged 1755 SP:Iteration 15Q (17664.390000 sec): 3 clusters Score: Raw -6430277.894172 + Penalty 5234.221383 = -6425043.672788 nChanged 832 SP:Iteration 16Q (17664.520000 sec): 3 clusters Score: Raw -6431084.315901 + Penalty 5234.221383 = -6425850.094517 nChanged 311 SP:Iteration 17Q (17664.640000 sec): 3 clusters Score: Raw -6431425.868010 + Penalty 5234.221383 = -6426191.646627 nChanged 100 SP:Iteration 18Q (17664.750000 sec): 3 clusters Score: Raw -6431531.451294 + Penalty 5234.221383 = -6426297.229910 nChanged 48 SP:Iteration 19Q (17664.860000 sec): 3 clusters Score: Raw -6431583.696709 + Penalty 5234.221383 = -6426349.475326 nChanged 29 SP:Iteration 20F (17665.010000 sec): 3 clusters Score: Raw -6431620.554902 + Penalty 5234.221383 = -6426386.333518 nChanged 18 SP:Iteration 21Q (17665.130000 sec): 3 clusters Score: Raw -6431645.819222 + Penalty 5234.221383 = -6426411.597838 nChanged 15 SP:Iteration 22Q (17665.230000 sec): 3 clusters Score: Raw -6431665.436784 + Penalty 5234.221383 = -6426431.215401 nChanged 10 SP:Iteration 23Q (17665.350000 sec): 3 clusters Score: Raw -6431684.423419 + Penalty 5234.221383 = -6426450.202035 nChanged 8 SP:Iteration 24Q (17665.450000 sec): 3 clusters Score: Raw -6431697.619451 + Penalty 5234.221383 = -6426463.398068 nChanged 5 SP:Iteration 25Q (17665.570000 sec): 3 clusters Score: Raw -6431705.750390 + Penalty 5234.221383 = -6426471.529006 nChanged 5 SP:Iteration 26Q (17665.670000 sec): 3 clusters Score: Raw -6431713.314663 + Penalty 5234.221383 = -6426479.093279 nChanged 5 SP:Iteration 27Q (17665.780000 sec): 3 clusters Score: Raw -6431720.240081 + Penalty 5234.221383 = -6426486.018698 nChanged 1 SP:Iteration 28Q (17665.890000 sec): 3 clusters Score: Raw -6431721.034407 + Penalty 5234.221383 = -6426486.813024 nChanged 0 SP:Iteration 29F (17666.050000 sec): 3 clusters Score: Raw -6431721.034407 + Penalty 5234.221383 = -6426486.813024 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 37 (4428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17666.080000 sec): 2 clusters Score: Raw -691289.200597 + Penalty 2082.134417 = -689207.066181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17666.100000 sec): 3 clusters Score: Raw -689197.332920 + Penalty 4164.268834 = -685033.064087 nChanged 1685 SP:Iteration 1F (17666.110000 sec): 3 clusters Score: Raw -690359.362078 + Penalty 4164.268834 = -686195.093244 nChanged 401 SP:Iteration 2F (17666.130000 sec): 3 clusters Score: Raw -690776.018827 + Penalty 4164.268834 = -686611.749994 nChanged 329 SP:Iteration 3F (17666.150000 sec): 3 clusters Score: Raw -691189.669966 + Penalty 4164.268834 = -687025.401133 nChanged 339 SP:Iteration 4F (17666.170000 sec): 3 clusters Score: Raw -691577.769109 + Penalty 4164.268834 = -687413.500276 nChanged 304 SP:Iteration 5F (17666.190000 sec): 3 clusters Score: Raw -691905.416388 + Penalty 4164.268834 = -687741.147554 nChanged 264 SP:Iteration 6F (17666.210000 sec): 3 clusters Score: Raw -692165.398537 + Penalty 4164.268834 = -688001.129703 nChanged 169 SP:Iteration 7Q (17666.220000 sec): 3 clusters Score: Raw -692286.743520 + Penalty 4164.268834 = -688122.474687 nChanged 105 SP:Iteration 8Q (17666.240000 sec): 3 clusters Score: Raw -692340.309613 + Penalty 4164.268834 = -688176.040779 nChanged 62 SP:Iteration 9Q (17666.250000 sec): 3 clusters Score: Raw -692371.718172 + Penalty 4164.268834 = -688207.449339 nChanged 48 SP:Iteration 10Q (17666.270000 sec): 3 clusters Score: Raw -692400.824545 + Penalty 4164.268834 = -688236.555711 nChanged 52 SP:Iteration 11Q (17666.290000 sec): 3 clusters Score: Raw -692438.848375 + Penalty 4164.268834 = -688274.579542 nChanged 60 SP:Iteration 12Q (17666.310000 sec): 3 clusters Score: Raw -692484.729438 + Penalty 4164.268834 = -688320.460604 nChanged 61 SP:Iteration 13Q (17666.320000 sec): 3 clusters Score: Raw -692521.348330 + Penalty 4164.268834 = -688357.079496 nChanged 43 SP:Iteration 14Q (17666.340000 sec): 3 clusters Score: Raw -692544.707226 + Penalty 4164.268834 = -688380.438392 nChanged 32 SP:Iteration 15Q (17666.360000 sec): 3 clusters Score: Raw -692562.177777 + Penalty 4164.268834 = -688397.908943 nChanged 28 SP:Iteration 16Q (17666.370000 sec): 3 clusters Score: Raw -692576.227239 + Penalty 4164.268834 = -688411.958405 nChanged 22 SP:Iteration 17Q (17666.390000 sec): 3 clusters Score: Raw -692589.253281 + Penalty 4164.268834 = -688424.984448 nChanged 30 SP:Iteration 18Q (17666.410000 sec): 3 clusters Score: Raw -692600.047050 + Penalty 4164.268834 = -688435.778216 nChanged 14 SP:Iteration 19Q (17666.430000 sec): 3 clusters Score: Raw -692605.642994 + Penalty 4164.268834 = -688441.374160 nChanged 6 SP:Iteration 20F (17666.440000 sec): 3 clusters Score: Raw -692608.220308 + Penalty 4164.268834 = -688443.951474 nChanged 7 SP:Iteration 21Q (17666.460000 sec): 3 clusters Score: Raw -692611.348772 + Penalty 4164.268834 = -688447.079938 nChanged 9 SP:Iteration 22Q (17666.480000 sec): 3 clusters Score: Raw -692614.156304 + Penalty 4164.268834 = -688449.887471 nChanged 1 SP:Iteration 23Q (17666.490000 sec): 3 clusters Score: Raw -692614.330169 + Penalty 4164.268834 = -688450.061335 nChanged 0 SP:Iteration 24F (17666.510000 sec): 3 clusters Score: Raw -692614.330169 + Penalty 4164.268834 = -688450.061335 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 38 (3413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17666.530000 sec): 2 clusters Score: Raw -515015.975527 + Penalty 2017.566043 = -512998.409483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17666.540000 sec): 3 clusters Score: Raw -513475.223769 + Penalty 4035.132087 = -509440.091683 nChanged 1239 SP:Iteration 1F (17666.550000 sec): 3 clusters Score: Raw -514293.020002 + Penalty 4035.132087 = -510257.887915 nChanged 284 SP:Iteration 2F (17666.570000 sec): 3 clusters Score: Raw -514519.243688 + Penalty 4035.132087 = -510484.111601 nChanged 184 SP:Iteration 3F (17666.580000 sec): 3 clusters Score: Raw -514661.611816 + Penalty 4035.132087 = -510626.479729 nChanged 147 SP:Iteration 4Q (17666.600000 sec): 3 clusters Score: Raw -514768.545958 + Penalty 4035.132087 = -510733.413871 nChanged 106 SP:Iteration 5Q (17666.610000 sec): 3 clusters Score: Raw -514853.074803 + Penalty 4035.132087 = -510817.942716 nChanged 110 SP:Iteration 6Q (17666.630000 sec): 3 clusters Score: Raw -514951.514633 + Penalty 4035.132087 = -510916.382547 nChanged 110 SP:Iteration 7Q (17666.640000 sec): 3 clusters Score: Raw -515043.525913 + Penalty 4035.132087 = -511008.393827 nChanged 99 SP:Iteration 8Q (17666.650000 sec): 3 clusters Score: Raw -515116.879227 + Penalty 4035.132087 = -511081.747141 nChanged 86 SP:Iteration 9Q (17666.670000 sec): 3 clusters Score: Raw -515203.473957 + Penalty 4035.132087 = -511168.341870 nChanged 105 SP:Iteration 10Q (17666.680000 sec): 3 clusters Score: Raw -515334.501517 + Penalty 4035.132087 = -511299.369430 nChanged 111 SP:Iteration 11Q (17666.700000 sec): 3 clusters Score: Raw -515482.143278 + Penalty 4035.132087 = -511447.011192 nChanged 116 SP:Iteration 12Q (17666.710000 sec): 3 clusters Score: Raw -515630.979865 + Penalty 4035.132087 = -511595.847779 nChanged 124 SP:Iteration 13Q (17666.720000 sec): 3 clusters Score: Raw -515799.084103 + Penalty 4035.132087 = -511763.952016 nChanged 118 SP:Iteration 14Q (17666.740000 sec): 3 clusters Score: Raw -515951.685897 + Penalty 4035.132087 = -511916.553811 nChanged 127 SP:Iteration 15Q (17666.750000 sec): 3 clusters Score: Raw -516114.284156 + Penalty 4035.132087 = -512079.152070 nChanged 135 SP:Iteration 16Q (17666.760000 sec): 3 clusters Score: Raw -516294.684908 + Penalty 4035.132087 = -512259.552821 nChanged 133 SP:Iteration 17Q (17666.770000 sec): 3 clusters Score: Raw -516446.660077 + Penalty 4035.132087 = -512411.527991 nChanged 92 SP:Iteration 18Q (17666.790000 sec): 3 clusters Score: Raw -516526.907159 + Penalty 4035.132087 = -512491.775072 nChanged 44 SP:Iteration 19Q (17666.800000 sec): 3 clusters Score: Raw -516564.966368 + Penalty 4035.132087 = -512529.834281 nChanged 22 SP:Iteration 20F (17666.810000 sec): 3 clusters Score: Raw -516578.382141 + Penalty 4035.132087 = -512543.250054 nChanged 17 SP:Iteration 21Q (17666.830000 sec): 3 clusters Score: Raw -516587.251711 + Penalty 4035.132087 = -512552.119624 nChanged 15 SP:Iteration 22Q (17666.840000 sec): 3 clusters Score: Raw -516596.698169 + Penalty 4035.132087 = -512561.566083 nChanged 9 SP:Iteration 23Q (17666.850000 sec): 3 clusters Score: Raw -516601.406946 + Penalty 4035.132087 = -512566.274860 nChanged 7 SP:Iteration 24Q (17666.870000 sec): 3 clusters Score: Raw -516604.170091 + Penalty 4035.132087 = -512569.038004 nChanged 5 SP:Iteration 25Q (17666.880000 sec): 3 clusters Score: Raw -516605.468139 + Penalty 4035.132087 = -512570.336053 nChanged 1 SP:Iteration 26Q (17666.890000 sec): 3 clusters Score: Raw -516605.944348 + Penalty 4035.132087 = -512570.812261 nChanged 0 SP:Iteration 27F (17666.910000 sec): 3 clusters Score: Raw -516605.944348 + Penalty 4035.132087 = -512570.812261 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 39 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17666.910000 sec): 2 clusters Score: Raw -61114.396099 + Penalty 1460.441734 = -59653.954365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17666.910000 sec): 3 clusters Score: Raw -61270.393917 + Penalty 2920.883467 = -58349.510450 nChanged 51 SP:Iteration 1F (17666.910000 sec): 3 clusters Score: Raw -61403.703779 + Penalty 2920.883467 = -58482.820312 nChanged 19 SP:Iteration 2F (17666.910000 sec): 3 clusters Score: Raw -61454.054749 + Penalty 2920.883467 = -58533.171282 nChanged 13 SP:Iteration 3Q (17666.910000 sec): 3 clusters Score: Raw -61495.827068 + Penalty 2920.883467 = -58574.943601 nChanged 13 SP:Iteration 4Q (17666.920000 sec): 3 clusters Score: Raw -61565.073786 + Penalty 2920.883467 = -58644.190319 nChanged 7 SP:Iteration 5Q (17666.920000 sec): 3 clusters Score: Raw -61584.989719 + Penalty 2920.883467 = -58664.106252 nChanged 0 SP:Iteration 6F (17666.920000 sec): 3 clusters Score: Raw -61584.989719 + Penalty 2920.883467 = -58664.106252 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 40 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17666.930000 sec): 2 clusters Score: Raw -21685.992690 + Penalty 1290.593658 = -20395.399032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17666.930000 sec): 3 clusters Score: Raw -22021.895979 + Penalty 2581.187317 = -19440.708662 nChanged 26 SP:Iteration 1F (17666.930000 sec): 3 clusters Score: Raw -22158.859686 + Penalty 2581.187317 = -19577.672369 nChanged 11 SP:Iteration 2F (17666.930000 sec): 3 clusters Score: Raw -22283.249386 + Penalty 2581.187317 = -19702.062069 nChanged 6 SP:Iteration 3Q (17666.930000 sec): 3 clusters Score: Raw -22378.698760 + Penalty 2581.187317 = -19797.511443 nChanged 3 SP:Iteration 4Q (17666.930000 sec): 3 clusters Score: Raw -22400.164729 + Penalty 2581.187317 = -19818.977412 nChanged 1 SP:Iteration 5Q (17666.930000 sec): 3 clusters Score: Raw -22427.392197 + Penalty 2581.187317 = -19846.204881 nChanged 0 SP:Iteration 6F (17666.930000 sec): 3 clusters Score: Raw -22427.392197 + Penalty 2581.187317 = -19846.204881 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 41 (8923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17666.970000 sec): 2 clusters Score: Raw -1440335.335681 + Penalty 2255.904098 = -1438079.431583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17667.000000 sec): 3 clusters Score: Raw -1435596.908262 + Penalty 4511.808196 = -1431085.100066 nChanged 3687 SP:Iteration 1F (17667.040000 sec): 3 clusters Score: Raw -1437555.429350 + Penalty 4511.808196 = -1433043.621154 nChanged 633 SP:Iteration 2F (17667.080000 sec): 3 clusters Score: Raw -1437907.221483 + Penalty 4511.808196 = -1433395.413287 nChanged 533 SP:Iteration 3F (17667.110000 sec): 3 clusters Score: Raw -1438236.896661 + Penalty 4511.808196 = -1433725.088465 nChanged 535 SP:Iteration 4F (17667.150000 sec): 3 clusters Score: Raw -1438623.574924 + Penalty 4511.808196 = -1434111.766728 nChanged 552 SP:Iteration 5F (17667.190000 sec): 3 clusters Score: Raw -1438999.049197 + Penalty 4511.808196 = -1434487.241001 nChanged 470 SP:Iteration 6F (17667.220000 sec): 3 clusters Score: Raw -1439275.451216 + Penalty 4511.808196 = -1434763.643020 nChanged 406 SP:Iteration 7Q (17667.260000 sec): 3 clusters Score: Raw -1439510.521982 + Penalty 4511.808196 = -1434998.713786 nChanged 347 SP:Iteration 8Q (17667.290000 sec): 3 clusters Score: Raw -1439694.873719 + Penalty 4511.808196 = -1435183.065523 nChanged 265 SP:Iteration 9Q (17667.330000 sec): 3 clusters Score: Raw -1439809.154580 + Penalty 4511.808196 = -1435297.346384 nChanged 226 SP:Iteration 10Q (17667.370000 sec): 3 clusters Score: Raw -1439889.173863 + Penalty 4511.808196 = -1435377.365667 nChanged 146 SP:Iteration 11Q (17667.400000 sec): 3 clusters Score: Raw -1439935.287301 + Penalty 4511.808196 = -1435423.479105 nChanged 122 SP:Iteration 12Q (17667.440000 sec): 3 clusters Score: Raw -1439966.905544 + Penalty 4511.808196 = -1435455.097348 nChanged 82 SP:Iteration 13Q (17667.470000 sec): 3 clusters Score: Raw -1439987.083903 + Penalty 4511.808196 = -1435475.275707 nChanged 67 SP:Iteration 14Q (17667.510000 sec): 3 clusters Score: Raw -1440002.821424 + Penalty 4511.808196 = -1435491.013228 nChanged 57 SP:Iteration 15Q (17667.550000 sec): 3 clusters Score: Raw -1440017.642444 + Penalty 4511.808196 = -1435505.834248 nChanged 61 SP:Iteration 16Q (17667.580000 sec): 3 clusters Score: Raw -1440031.693224 + Penalty 4511.808196 = -1435519.885028 nChanged 51 SP:Iteration 17Q (17667.620000 sec): 3 clusters Score: Raw -1440042.566196 + Penalty 4511.808196 = -1435530.758001 nChanged 51 SP:Iteration 18Q (17667.650000 sec): 3 clusters Score: Raw -1440052.222430 + Penalty 4511.808196 = -1435540.414234 nChanged 37 SP:Iteration 19Q (17667.690000 sec): 3 clusters Score: Raw -1440060.077948 + Penalty 4511.808196 = -1435548.269752 nChanged 35 SP:Iteration 20F (17667.730000 sec): 3 clusters Score: Raw -1440067.123136 + Penalty 4511.808196 = -1435555.314940 nChanged 25 SP:Iteration 21Q (17667.760000 sec): 3 clusters Score: Raw -1440072.156287 + Penalty 4511.808196 = -1435560.348091 nChanged 25 SP:Iteration 22Q (17667.790000 sec): 3 clusters Score: Raw -1440076.901748 + Penalty 4511.808196 = -1435565.093552 nChanged 22 SP:Iteration 23Q (17667.830000 sec): 3 clusters Score: Raw -1440080.826841 + Penalty 4511.808196 = -1435569.018645 nChanged 13 SP:Iteration 24Q (17667.870000 sec): 3 clusters Score: Raw -1440083.281403 + Penalty 4511.808196 = -1435571.473207 nChanged 15 SP:Iteration 25Q (17667.910000 sec): 3 clusters Score: Raw -1440085.984582 + Penalty 4511.808196 = -1435574.176386 nChanged 12 SP:Iteration 26Q (17667.940000 sec): 3 clusters Score: Raw -1440087.806041 + Penalty 4511.808196 = -1435575.997845 nChanged 14 SP:Iteration 27Q (17667.980000 sec): 3 clusters Score: Raw -1440089.686084 + Penalty 4511.808196 = -1435577.877888 nChanged 7 SP:Iteration 28Q (17668.010000 sec): 3 clusters Score: Raw -1440090.851563 + Penalty 4511.808196 = -1435579.043367 nChanged 10 SP:Iteration 29Q (17668.050000 sec): 3 clusters Score: Raw -1440092.645010 + Penalty 4511.808196 = -1435580.836814 nChanged 10 SP:Iteration 30Q (17668.080000 sec): 3 clusters Score: Raw -1440094.784694 + Penalty 4511.808196 = -1435582.976498 nChanged 11 SP:Iteration 31Q (17668.120000 sec): 3 clusters Score: Raw -1440096.830313 + Penalty 4511.808196 = -1435585.022117 nChanged 13 SP:Iteration 32Q (17668.150000 sec): 3 clusters Score: Raw -1440099.258776 + Penalty 4511.808196 = -1435587.450580 nChanged 16 SP:Iteration 33Q (17668.190000 sec): 3 clusters Score: Raw -1440101.900822 + Penalty 4511.808196 = -1435590.092626 nChanged 16 SP:Iteration 34Q (17668.230000 sec): 3 clusters Score: Raw -1440104.209737 + Penalty 4511.808196 = -1435592.401541 nChanged 10 SP:Iteration 35Q (17668.260000 sec): 3 clusters Score: Raw -1440105.333977 + Penalty 4511.808196 = -1435593.525781 nChanged 6 SP:Iteration 36Q (17668.300000 sec): 3 clusters Score: Raw -1440106.129924 + Penalty 4511.808196 = -1435594.321728 nChanged 3 SP:Iteration 37Q (17668.330000 sec): 3 clusters Score: Raw -1440106.608130 + Penalty 4511.808196 = -1435594.799934 nChanged 2 SP:Iteration 38Q (17668.370000 sec): 3 clusters Score: Raw -1440106.849416 + Penalty 4511.808196 = -1435595.041220 nChanged 0 SP:Iteration 39F (17668.410000 sec): 3 clusters Score: Raw -1440106.849416 + Penalty 4511.808196 = -1435595.041220 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 42 (690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17668.410000 sec): 2 clusters Score: Raw -105882.437996 + Penalty 1621.099516 = -104261.338480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17668.420000 sec): 3 clusters Score: Raw -105776.040443 + Penalty 3242.199032 = -102533.841411 nChanged 145 SP:Iteration 1F (17668.420000 sec): 3 clusters Score: Raw -105987.962890 + Penalty 3242.199032 = -102745.763858 nChanged 37 SP:Iteration 2F (17668.420000 sec): 3 clusters Score: Raw -106055.187970 + Penalty 3242.199032 = -102812.988937 nChanged 17 SP:Iteration 3Q (17668.430000 sec): 3 clusters Score: Raw -106084.333990 + Penalty 3242.199032 = -102842.134958 nChanged 5 SP:Iteration 4Q (17668.430000 sec): 3 clusters Score: Raw -106093.948324 + Penalty 3242.199032 = -102851.749292 nChanged 6 SP:Iteration 5Q (17668.430000 sec): 3 clusters Score: Raw -106102.994148 + Penalty 3242.199032 = -102860.795116 nChanged 6 SP:Iteration 6Q (17668.430000 sec): 3 clusters Score: Raw -106116.907377 + Penalty 3242.199032 = -102874.708344 nChanged 4 SP:Iteration 7Q (17668.440000 sec): 3 clusters Score: Raw -106121.447280 + Penalty 3242.199032 = -102879.248247 nChanged 0 SP:Iteration 8F (17668.440000 sec): 3 clusters Score: Raw -106121.447280 + Penalty 3242.199032 = -102879.248247 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 43 (13341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17668.490000 sec): 2 clusters Score: Raw -2242068.109632 + Penalty 2355.652125 = -2239712.457507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17668.550000 sec): 3 clusters Score: Raw -2234655.235778 + Penalty 4711.304250 = -2229943.931528 nChanged 5639 SP:Iteration 1F (17668.600000 sec): 3 clusters Score: Raw -2237658.987547 + Penalty 4711.304250 = -2232947.683297 nChanged 812 SP:Iteration 2F (17668.660000 sec): 3 clusters Score: Raw -2238000.959041 + Penalty 4711.304250 = -2233289.654790 nChanged 606 SP:Iteration 3Q (17668.710000 sec): 3 clusters Score: Raw -2238228.010473 + Penalty 4711.304250 = -2233516.706222 nChanged 506 SP:Iteration 4Q (17668.770000 sec): 3 clusters Score: Raw -2238401.450800 + Penalty 4711.304250 = -2233690.146550 nChanged 440 SP:Iteration 5Q (17668.820000 sec): 3 clusters Score: Raw -2238550.333887 + Penalty 4711.304250 = -2233839.029637 nChanged 379 SP:Iteration 6Q (17668.880000 sec): 3 clusters Score: Raw -2238678.410505 + Penalty 4711.304250 = -2233967.106254 nChanged 355 SP:Iteration 7Q (17668.930000 sec): 3 clusters Score: Raw -2238808.301223 + Penalty 4711.304250 = -2234096.996972 nChanged 316 SP:Iteration 8Q (17668.990000 sec): 3 clusters Score: Raw -2238920.484764 + Penalty 4711.304250 = -2234209.180513 nChanged 319 SP:Iteration 9Q (17669.040000 sec): 3 clusters Score: Raw -2239041.300013 + Penalty 4711.304250 = -2234329.995762 nChanged 327 SP:Iteration 10Q (17669.100000 sec): 3 clusters Score: Raw -2239187.889418 + Penalty 4711.304250 = -2234476.585167 nChanged 337 SP:Iteration 11Q (17669.150000 sec): 3 clusters Score: Raw -2239331.693157 + Penalty 4711.304250 = -2234620.388907 nChanged 373 SP:Iteration 12Q (17669.210000 sec): 3 clusters Score: Raw -2239523.645394 + Penalty 4711.304250 = -2234812.341143 nChanged 407 SP:Iteration 13Q (17669.260000 sec): 3 clusters Score: Raw -2239739.153542 + Penalty 4711.304250 = -2235027.849292 nChanged 416 SP:Iteration 14Q (17669.310000 sec): 3 clusters Score: Raw -2239974.189506 + Penalty 4711.304250 = -2235262.885255 nChanged 401 SP:Iteration 15Q (17669.370000 sec): 3 clusters Score: Raw -2240174.189098 + Penalty 4711.304250 = -2235462.884847 nChanged 359 SP:Iteration 16Q (17669.420000 sec): 3 clusters Score: Raw -2240362.252732 + Penalty 4711.304250 = -2235650.948482 nChanged 348 SP:Iteration 17Q (17669.470000 sec): 3 clusters Score: Raw -2240553.275317 + Penalty 4711.304250 = -2235841.971066 nChanged 368 SP:Iteration 18Q (17669.530000 sec): 3 clusters Score: Raw -2240734.789331 + Penalty 4711.304250 = -2236023.485080 nChanged 315 SP:Iteration 19Q (17669.580000 sec): 3 clusters Score: Raw -2240895.459897 + Penalty 4711.304250 = -2236184.155646 nChanged 298 SP:Iteration 20F (17669.630000 sec): 3 clusters Score: Raw -2241043.587011 + Penalty 4711.304250 = -2236332.282760 nChanged 277 SP:Iteration 21Q (17669.680000 sec): 3 clusters Score: Raw -2241191.048258 + Penalty 4711.304250 = -2236479.744007 nChanged 284 SP:Iteration 22Q (17669.730000 sec): 3 clusters Score: Raw -2241349.637369 + Penalty 4711.304250 = -2236638.333118 nChanged 282 SP:Iteration 23Q (17669.780000 sec): 3 clusters Score: Raw -2241503.381899 + Penalty 4711.304250 = -2236792.077649 nChanged 243 SP:Iteration 24Q (17669.830000 sec): 3 clusters Score: Raw -2241643.845964 + Penalty 4711.304250 = -2236932.541714 nChanged 215 SP:Iteration 25Q (17669.880000 sec): 3 clusters Score: Raw -2241760.414048 + Penalty 4711.304250 = -2237049.109797 nChanged 164 SP:Iteration 26Q (17669.930000 sec): 3 clusters Score: Raw -2241859.934422 + Penalty 4711.304250 = -2237148.630172 nChanged 163 SP:Iteration 27Q (17669.970000 sec): 3 clusters Score: Raw -2241958.293760 + Penalty 4711.304250 = -2237246.989510 nChanged 140 SP:Iteration 28Q (17670.020000 sec): 3 clusters Score: Raw -2242040.927282 + Penalty 4711.304250 = -2237329.623031 nChanged 113 SP:Iteration 29Q (17670.060000 sec): 3 clusters Score: Raw -2242099.147800 + Penalty 4711.304250 = -2237387.843550 nChanged 90 SP:Iteration 30Q (17670.110000 sec): 3 clusters Score: Raw -2242147.164211 + Penalty 4711.304250 = -2237435.859960 nChanged 75 SP:Iteration 31Q (17670.150000 sec): 3 clusters Score: Raw -2242192.245840 + Penalty 4711.304250 = -2237480.941589 nChanged 72 SP:Iteration 32Q (17670.200000 sec): 3 clusters Score: Raw -2242232.760866 + Penalty 4711.304250 = -2237521.456616 nChanged 66 SP:Iteration 33Q (17670.240000 sec): 3 clusters Score: Raw -2242270.310597 + Penalty 4711.304250 = -2237559.006347 nChanged 61 SP:Iteration 34Q (17670.290000 sec): 3 clusters Score: Raw -2242305.719171 + Penalty 4711.304250 = -2237594.414920 nChanged 46 SP:Iteration 35Q (17670.330000 sec): 3 clusters Score: Raw -2242332.711052 + Penalty 4711.304250 = -2237621.406801 nChanged 39 SP:Iteration 36Q (17670.370000 sec): 3 clusters Score: Raw -2242354.346239 + Penalty 4711.304250 = -2237643.041989 nChanged 32 SP:Iteration 37Q (17670.410000 sec): 3 clusters Score: Raw -2242375.882165 + Penalty 4711.304250 = -2237664.577914 nChanged 34 SP:Iteration 38Q (17670.460000 sec): 3 clusters Score: Raw -2242398.028890 + Penalty 4711.304250 = -2237686.724640 nChanged 35 SP:Iteration 39Q (17670.500000 sec): 3 clusters Score: Raw -2242418.289411 + Penalty 4711.304250 = -2237706.985161 nChanged 26 SP:Iteration 40F (17670.550000 sec): 3 clusters Score: Raw -2242433.176110 + Penalty 4711.304250 = -2237721.871860 nChanged 19 SP:Iteration 41Q (17670.590000 sec): 3 clusters Score: Raw -2242445.198893 + Penalty 4711.304250 = -2237733.894642 nChanged 17 SP:Iteration 42Q (17670.630000 sec): 3 clusters Score: Raw -2242454.231501 + Penalty 4711.304250 = -2237742.927251 nChanged 10 SP:Iteration 43Q (17670.680000 sec): 3 clusters Score: Raw -2242459.397784 + Penalty 4711.304250 = -2237748.093533 nChanged 9 SP:Iteration 44Q (17670.720000 sec): 3 clusters Score: Raw -2242462.967984 + Penalty 4711.304250 = -2237751.663734 nChanged 10 SP:Iteration 45Q (17670.760000 sec): 3 clusters Score: Raw -2242467.610429 + Penalty 4711.304250 = -2237756.306179 nChanged 6 SP:Iteration 46Q (17670.810000 sec): 3 clusters Score: Raw -2242470.792874 + Penalty 4711.304250 = -2237759.488624 nChanged 5 SP:Iteration 47Q (17670.850000 sec): 3 clusters Score: Raw -2242473.612836 + Penalty 4711.304250 = -2237762.308585 nChanged 2 SP:Iteration 48Q (17670.890000 sec): 3 clusters Score: Raw -2242474.306857 + Penalty 4711.304250 = -2237763.002606 nChanged 2 SP:Iteration 49Q (17670.930000 sec): 3 clusters Score: Raw -2242475.230191 + Penalty 4711.304250 = -2237763.925940 nChanged 2 SP:Iteration 50Q (17670.970000 sec): 3 clusters Score: Raw -2242476.237895 + Penalty 4711.304250 = -2237764.933644 nChanged 3 SP:Iteration 51Q (17671.010000 sec): 3 clusters Score: Raw -2242478.051548 + Penalty 4711.304250 = -2237766.747298 nChanged 2 SP:Iteration 52Q (17671.060000 sec): 3 clusters Score: Raw -2242479.029647 + Penalty 4711.304250 = -2237767.725397 nChanged 3 SP:Iteration 53Q (17671.100000 sec): 3 clusters Score: Raw -2242480.269525 + Penalty 4711.304250 = -2237768.965275 nChanged 2 SP:Iteration 54Q (17671.140000 sec): 3 clusters Score: Raw -2242481.215430 + Penalty 4711.304250 = -2237769.911180 nChanged 3 SP:Iteration 55Q (17671.180000 sec): 3 clusters Score: Raw -2242482.497902 + Penalty 4711.304250 = -2237771.193652 nChanged 2 SP:Iteration 56Q (17671.220000 sec): 3 clusters Score: Raw -2242483.587491 + Penalty 4711.304250 = -2237772.283241 nChanged 1 SP:Iteration 57Q (17671.270000 sec): 3 clusters Score: Raw -2242483.974512 + Penalty 4711.304250 = -2237772.670262 nChanged 0 SP:Iteration 58F (17671.320000 sec): 3 clusters Score: Raw -2242483.974512 + Penalty 4711.304250 = -2237772.670262 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 44 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17671.330000 sec): 2 clusters Score: Raw -16213.627015 + Penalty 1176.743168 = -15036.883847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17671.330000 sec): 3 clusters Score: Raw -16582.976323 + Penalty 2353.486336 = -14229.489988 nChanged 1 SP:Iteration 1Q (17671.330000 sec): 3 clusters Score: Raw -16592.940272 + Penalty 2353.486336 = -14239.453936 nChanged 0 SP:Iteration 2F (17671.330000 sec): 3 clusters Score: Raw -16592.940272 + Penalty 2353.486336 = -14239.453936 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 45 (537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17671.330000 sec): 2 clusters Score: Raw -81002.518010 + Penalty 1558.927527 = -79443.590482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17671.330000 sec): 3 clusters Score: Raw -80999.932838 + Penalty 3117.855055 = -77882.077783 nChanged 104 SP:Iteration 1F (17671.340000 sec): 3 clusters Score: Raw -81227.032438 + Penalty 3117.855055 = -78109.177383 nChanged 28 SP:Iteration 2F (17671.340000 sec): 3 clusters Score: Raw -81293.944630 + Penalty 3117.855055 = -78176.089575 nChanged 15 SP:Iteration 3Q (17671.340000 sec): 3 clusters Score: Raw -81327.297963 + Penalty 3117.855055 = -78209.442909 nChanged 6 SP:Iteration 4Q (17671.350000 sec): 3 clusters Score: Raw -81339.081305 + Penalty 3117.855055 = -78221.226250 nChanged 3 SP:Iteration 5Q (17671.350000 sec): 3 clusters Score: Raw -81343.931072 + Penalty 3117.855055 = -78226.076018 nChanged 1 SP:Iteration 6Q (17671.350000 sec): 3 clusters Score: Raw -81346.375205 + Penalty 3117.855055 = -78228.520150 nChanged 1 SP:Iteration 7Q (17671.350000 sec): 3 clusters Score: Raw -81347.822157 + Penalty 3117.855055 = -78229.967102 nChanged 0 SP:Iteration 8F (17671.350000 sec): 3 clusters Score: Raw -81347.822157 + Penalty 3117.855055 = -78229.967102 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 46 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17671.360000 sec): 2 clusters Score: Raw -18614.267093 + Penalty 1203.303505 = -17410.963587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17671.360000 sec): 3 clusters Score: Raw -18875.053813 + Penalty 2406.607011 = -16468.446802 nChanged 4 SP:Iteration 1Q (17671.360000 sec): 3 clusters Score: Raw -18916.210593 + Penalty 2406.607011 = -16509.603582 nChanged 1 SP:Iteration 2Q (17671.360000 sec): 3 clusters Score: Raw -18922.408592 + Penalty 2406.607011 = -16515.801581 nChanged 0 SP:Iteration 3F (17671.360000 sec): 3 clusters Score: Raw -18922.408592 + Penalty 2406.607011 = -16515.801581 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 47 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17671.360000 sec): 2 clusters Score: Raw -39476.754000 + Penalty 1420.258241 = -38056.495759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17671.370000 sec): 3 clusters Score: Raw -39703.240119 + Penalty 2840.516483 = -36862.723636 nChanged 51 SP:Iteration 1F (17671.370000 sec): 3 clusters Score: Raw -39828.418464 + Penalty 2840.516483 = -36987.901982 nChanged 12 SP:Iteration 2Q (17671.370000 sec): 3 clusters Score: Raw -39884.339060 + Penalty 2840.516483 = -37043.822577 nChanged 6 SP:Iteration 3Q (17671.370000 sec): 3 clusters Score: Raw -39898.478408 + Penalty 2840.516483 = -37057.961925 nChanged 1 SP:Iteration 4Q (17671.370000 sec): 3 clusters Score: Raw -39906.537086 + Penalty 2840.516483 = -37066.020603 nChanged 0 SP:Iteration 5F (17671.370000 sec): 3 clusters Score: Raw -39906.537086 + Penalty 2840.516483 = -37066.020603 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 48 (1547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17671.380000 sec): 2 clusters Score: Raw -234722.125974 + Penalty 1821.330067 = -232900.795907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17671.390000 sec): 3 clusters Score: Raw -234294.348837 + Penalty 3642.660134 = -230651.688703 nChanged 463 SP:Iteration 1F (17671.390000 sec): 3 clusters Score: Raw -234802.169015 + Penalty 3642.660134 = -231159.508881 nChanged 140 SP:Iteration 2F (17671.400000 sec): 3 clusters Score: Raw -235052.121822 + Penalty 3642.660134 = -231409.461688 nChanged 101 SP:Iteration 3F (17671.410000 sec): 3 clusters Score: Raw -235207.391329 + Penalty 3642.660134 = -231564.731195 nChanged 72 SP:Iteration 4Q (17671.410000 sec): 3 clusters Score: Raw -235303.770461 + Penalty 3642.660134 = -231661.110327 nChanged 54 SP:Iteration 5Q (17671.420000 sec): 3 clusters Score: Raw -235375.016180 + Penalty 3642.660134 = -231732.356046 nChanged 50 SP:Iteration 6Q (17671.430000 sec): 3 clusters Score: Raw -235469.732357 + Penalty 3642.660134 = -231827.072223 nChanged 39 SP:Iteration 7Q (17671.430000 sec): 3 clusters Score: Raw -235519.246345 + Penalty 3642.660134 = -231876.586211 nChanged 29 SP:Iteration 8Q (17671.440000 sec): 3 clusters Score: Raw -235554.775255 + Penalty 3642.660134 = -231912.115122 nChanged 19 SP:Iteration 9Q (17671.450000 sec): 3 clusters Score: Raw -235577.251288 + Penalty 3642.660134 = -231934.591154 nChanged 15 SP:Iteration 10Q (17671.450000 sec): 3 clusters Score: Raw -235598.364479 + Penalty 3642.660134 = -231955.704345 nChanged 16 SP:Iteration 11Q (17671.460000 sec): 3 clusters Score: Raw -235617.183988 + Penalty 3642.660134 = -231974.523855 nChanged 5 SP:Iteration 12Q (17671.460000 sec): 3 clusters Score: Raw -235623.122325 + Penalty 3642.660134 = -231980.462191 nChanged 8 SP:Iteration 13Q (17671.470000 sec): 3 clusters Score: Raw -235630.807075 + Penalty 3642.660134 = -231988.146941 nChanged 4 SP:Iteration 14Q (17671.470000 sec): 3 clusters Score: Raw -235633.969309 + Penalty 3642.660134 = -231991.309175 nChanged 2 SP:Iteration 15Q (17671.480000 sec): 3 clusters Score: Raw -235636.115102 + Penalty 3642.660134 = -231993.454968 nChanged 2 SP:Iteration 16Q (17671.490000 sec): 3 clusters Score: Raw -235638.276028 + Penalty 3642.660134 = -231995.615894 nChanged 2 SP:Iteration 17Q (17671.490000 sec): 3 clusters Score: Raw -235640.722916 + Penalty 3642.660134 = -231998.062782 nChanged 2 SP:Iteration 18Q (17671.500000 sec): 3 clusters Score: Raw -235646.274549 + Penalty 3642.660134 = -232003.614415 nChanged 4 SP:Iteration 19Q (17671.510000 sec): 3 clusters Score: Raw -235650.417414 + Penalty 3642.660134 = -232007.757280 nChanged 1 SP:Iteration 20F (17671.510000 sec): 3 clusters Score: Raw -235650.627684 + Penalty 3642.660134 = -232007.967550 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 49 (33878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17671.640000 sec): 2 clusters Score: Raw -5471875.613998 + Penalty 2586.769237 = -5469288.844762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17671.780000 sec): 3 clusters Score: Raw -5451371.906689 + Penalty 5173.538473 = -5446198.368216 nChanged 15421 SP:Iteration 1F (17671.930000 sec): 3 clusters Score: Raw -5459931.560567 + Penalty 5173.538473 = -5454758.022094 nChanged 1537 SP:Iteration 2Q (17672.070000 sec): 3 clusters Score: Raw -5460418.126172 + Penalty 5173.538473 = -5455244.587699 nChanged 1406 SP:Iteration 3Q (17672.210000 sec): 3 clusters Score: Raw -5460891.501144 + Penalty 5173.538473 = -5455717.962671 nChanged 1510 SP:Iteration 4Q (17672.350000 sec): 3 clusters Score: Raw -5461513.386380 + Penalty 5173.538473 = -5456339.847907 nChanged 1702 SP:Iteration 5F (17672.490000 sec): 3 clusters Score: Raw -5462425.888138 + Penalty 5173.538473 = -5457252.349665 nChanged 1969 SP:Iteration 6F (17672.630000 sec): 3 clusters Score: Raw -5463733.170667 + Penalty 5173.538473 = -5458559.632194 nChanged 2293 SP:Iteration 7F (17672.770000 sec): 3 clusters Score: Raw -5465539.937015 + Penalty 5173.538473 = -5460366.398542 nChanged 2450 SP:Iteration 8F (17672.910000 sec): 3 clusters Score: Raw -5467463.209287 + Penalty 5173.538473 = -5462289.670814 nChanged 2151 SP:Iteration 9F (17673.050000 sec): 3 clusters Score: Raw -5469049.198060 + Penalty 5173.538473 = -5463875.659587 nChanged 1645 SP:Iteration 10Q (17673.190000 sec): 3 clusters Score: Raw -5470213.658555 + Penalty 5173.538473 = -5465040.120082 nChanged 1216 SP:Iteration 11Q (17673.330000 sec): 3 clusters Score: Raw -5470957.110491 + Penalty 5173.538473 = -5465783.572018 nChanged 849 SP:Iteration 12Q (17673.470000 sec): 3 clusters Score: Raw -5471409.931482 + Penalty 5173.538473 = -5466236.393009 nChanged 634 SP:Iteration 13Q (17673.600000 sec): 3 clusters Score: Raw -5471675.288167 + Penalty 5173.538473 = -5466501.749694 nChanged 421 SP:Iteration 14Q (17673.730000 sec): 3 clusters Score: Raw -5471802.726186 + Penalty 5173.538473 = -5466629.187713 nChanged 288 SP:Iteration 15Q (17673.860000 sec): 3 clusters Score: Raw -5471886.445155 + Penalty 5173.538473 = -5466712.906682 nChanged 239 SP:Iteration 16Q (17673.990000 sec): 3 clusters Score: Raw -5471951.517112 + Penalty 5173.538473 = -5466777.978639 nChanged 227 SP:Iteration 17Q (17674.110000 sec): 3 clusters Score: Raw -5472005.280163 + Penalty 5173.538473 = -5466831.741689 nChanged 184 SP:Iteration 18Q (17674.240000 sec): 3 clusters Score: Raw -5472045.990748 + Penalty 5173.538473 = -5466872.452275 nChanged 169 SP:Iteration 19Q (17674.360000 sec): 3 clusters Score: Raw -5472079.591667 + Penalty 5173.538473 = -5466906.053194 nChanged 150 SP:Iteration 20F (17674.500000 sec): 3 clusters Score: Raw -5472108.453036 + Penalty 5173.538473 = -5466934.914563 nChanged 123 SP:Iteration 21Q (17674.630000 sec): 3 clusters Score: Raw -5472129.378044 + Penalty 5173.538473 = -5466955.839571 nChanged 116 SP:Iteration 22Q (17674.750000 sec): 3 clusters Score: Raw -5472150.090963 + Penalty 5173.538473 = -5466976.552490 nChanged 112 SP:Iteration 23Q (17674.870000 sec): 3 clusters Score: Raw -5472169.394710 + Penalty 5173.538473 = -5466995.856237 nChanged 96 SP:Iteration 24Q (17675.000000 sec): 3 clusters Score: Raw -5472185.155234 + Penalty 5173.538473 = -5467011.616761 nChanged 85 SP:Iteration 25Q (17675.120000 sec): 3 clusters Score: Raw -5472197.060326 + Penalty 5173.538473 = -5467023.521853 nChanged 86 SP:Iteration 26Q (17675.240000 sec): 3 clusters Score: Raw -5472209.208208 + Penalty 5173.538473 = -5467035.669735 nChanged 94 SP:Iteration 27Q (17675.370000 sec): 3 clusters Score: Raw -5472222.525143 + Penalty 5173.538473 = -5467048.986669 nChanged 94 SP:Iteration 28Q (17675.490000 sec): 3 clusters Score: Raw -5472235.170246 + Penalty 5173.538473 = -5467061.631773 nChanged 72 SP:Iteration 29Q (17675.610000 sec): 3 clusters Score: Raw -5472244.947239 + Penalty 5173.538473 = -5467071.408766 nChanged 63 SP:Iteration 30Q (17675.730000 sec): 3 clusters Score: Raw -5472253.241266 + Penalty 5173.538473 = -5467079.702793 nChanged 61 SP:Iteration 31Q (17675.850000 sec): 3 clusters Score: Raw -5472262.478617 + Penalty 5173.538473 = -5467088.940144 nChanged 80 SP:Iteration 32Q (17675.970000 sec): 3 clusters Score: Raw -5472274.545835 + Penalty 5173.538473 = -5467101.007362 nChanged 70 SP:Iteration 33Q (17676.090000 sec): 3 clusters Score: Raw -5472283.906971 + Penalty 5173.538473 = -5467110.368498 nChanged 60 SP:Iteration 34Q (17676.210000 sec): 3 clusters Score: Raw -5472291.812553 + Penalty 5173.538473 = -5467118.274080 nChanged 57 SP:Iteration 35Q (17676.330000 sec): 3 clusters Score: Raw -5472299.390610 + Penalty 5173.538473 = -5467125.852137 nChanged 52 SP:Iteration 36Q (17676.450000 sec): 3 clusters Score: Raw -5472306.108278 + Penalty 5173.538473 = -5467132.569805 nChanged 50 SP:Iteration 37Q (17676.570000 sec): 3 clusters Score: Raw -5472313.587379 + Penalty 5173.538473 = -5467140.048906 nChanged 63 SP:Iteration 38Q (17676.690000 sec): 3 clusters Score: Raw -5472322.210986 + Penalty 5173.538473 = -5467148.672513 nChanged 45 SP:Iteration 39Q (17676.810000 sec): 3 clusters Score: Raw -5472327.445751 + Penalty 5173.538473 = -5467153.907278 nChanged 36 SP:Iteration 40F (17676.950000 sec): 3 clusters Score: Raw -5472331.579402 + Penalty 5173.538473 = -5467158.040929 nChanged 36 SP:Iteration 41Q (17677.070000 sec): 3 clusters Score: Raw -5472336.275117 + Penalty 5173.538473 = -5467162.736644 nChanged 36 SP:Iteration 42Q (17677.180000 sec): 3 clusters Score: Raw -5472340.475773 + Penalty 5173.538473 = -5467166.937300 nChanged 30 SP:Iteration 43Q (17677.300000 sec): 3 clusters Score: Raw -5472344.097274 + Penalty 5173.538473 = -5467170.558801 nChanged 26 SP:Iteration 44Q (17677.420000 sec): 3 clusters Score: Raw -5472346.978752 + Penalty 5173.538473 = -5467173.440278 nChanged 16 SP:Iteration 45Q (17677.540000 sec): 3 clusters Score: Raw -5472348.767990 + Penalty 5173.538473 = -5467175.229517 nChanged 19 SP:Iteration 46Q (17677.660000 sec): 3 clusters Score: Raw -5472350.598131 + Penalty 5173.538473 = -5467177.059658 nChanged 21 SP:Iteration 47Q (17677.780000 sec): 3 clusters Score: Raw -5472352.645585 + Penalty 5173.538473 = -5467179.107112 nChanged 22 SP:Iteration 48Q (17677.890000 sec): 3 clusters Score: Raw -5472354.729688 + Penalty 5173.538473 = -5467181.191215 nChanged 21 SP:Iteration 49Q (17678.010000 sec): 3 clusters Score: Raw -5472356.865857 + Penalty 5173.538473 = -5467183.327384 nChanged 23 SP:Iteration 50Q (17678.130000 sec): 3 clusters Score: Raw -5472359.956015 + Penalty 5173.538473 = -5467186.417542 nChanged 27 SP:Iteration 51Q (17678.250000 sec): 3 clusters Score: Raw -5472363.095566 + Penalty 5173.538473 = -5467189.557092 nChanged 25 SP:Iteration 52Q (17678.360000 sec): 3 clusters Score: Raw -5472366.091460 + Penalty 5173.538473 = -5467192.552987 nChanged 22 SP:Iteration 53Q (17678.480000 sec): 3 clusters Score: Raw -5472368.346411 + Penalty 5173.538473 = -5467194.807938 nChanged 18 SP:Iteration 54Q (17678.600000 sec): 3 clusters Score: Raw -5472370.433109 + Penalty 5173.538473 = -5467196.894636 nChanged 20 SP:Iteration 55Q (17678.720000 sec): 3 clusters Score: Raw -5472372.179082 + Penalty 5173.538473 = -5467198.640609 nChanged 21 SP:Iteration 56Q (17678.840000 sec): 3 clusters Score: Raw -5472374.123281 + Penalty 5173.538473 = -5467200.584807 nChanged 18 SP:Iteration 57Q (17678.950000 sec): 3 clusters Score: Raw -5472375.552078 + Penalty 5173.538473 = -5467202.013605 nChanged 15 SP:Iteration 58Q (17679.070000 sec): 3 clusters Score: Raw -5472376.711256 + Penalty 5173.538473 = -5467203.172783 nChanged 15 SP:Iteration 59Q (17679.190000 sec): 3 clusters Score: Raw -5472378.179911 + Penalty 5173.538473 = -5467204.641438 nChanged 9 SP:Iteration 60F (17679.340000 sec): 3 clusters Score: Raw -5472379.042782 + Penalty 5173.538473 = -5467205.504309 nChanged 7 SP:Iteration 61Q (17679.460000 sec): 3 clusters Score: Raw -5472380.107080 + Penalty 5173.538473 = -5467206.568607 nChanged 7 SP:Iteration 62Q (17679.580000 sec): 3 clusters Score: Raw -5472380.757469 + Penalty 5173.538473 = -5467207.218996 nChanged 9 SP:Iteration 63Q (17679.700000 sec): 3 clusters Score: Raw -5472381.887613 + Penalty 5173.538473 = -5467208.349139 nChanged 14 SP:Iteration 64Q (17679.820000 sec): 3 clusters Score: Raw -5472383.293551 + Penalty 5173.538473 = -5467209.755078 nChanged 16 SP:Iteration 65Q (17679.940000 sec): 3 clusters Score: Raw -5472385.097086 + Penalty 5173.538473 = -5467211.558613 nChanged 11 SP:Iteration 66Q (17680.060000 sec): 3 clusters Score: Raw -5472386.421249 + Penalty 5173.538473 = -5467212.882776 nChanged 11 SP:Iteration 67Q (17680.180000 sec): 3 clusters Score: Raw -5472387.773493 + Penalty 5173.538473 = -5467214.235020 nChanged 14 SP:Iteration 68Q (17680.310000 sec): 3 clusters Score: Raw -5472389.090967 + Penalty 5173.538473 = -5467215.552494 nChanged 11 SP:Iteration 69Q (17680.430000 sec): 3 clusters Score: Raw -5472389.954959 + Penalty 5173.538473 = -5467216.416486 nChanged 6 SP:Iteration 70Q (17680.550000 sec): 3 clusters Score: Raw -5472390.423883 + Penalty 5173.538473 = -5467216.885410 nChanged 5 SP:Iteration 71Q (17680.670000 sec): 3 clusters Score: Raw -5472390.849409 + Penalty 5173.538473 = -5467217.310936 nChanged 10 SP:Iteration 72Q (17680.790000 sec): 3 clusters Score: Raw -5472391.729673 + Penalty 5173.538473 = -5467218.191200 nChanged 12 SP:Iteration 73Q (17680.910000 sec): 3 clusters Score: Raw -5472392.738972 + Penalty 5173.538473 = -5467219.200499 nChanged 12 SP:Iteration 74Q (17681.030000 sec): 3 clusters Score: Raw -5472393.981068 + Penalty 5173.538473 = -5467220.442595 nChanged 14 SP:Iteration 75Q (17681.150000 sec): 3 clusters Score: Raw -5472395.408994 + Penalty 5173.538473 = -5467221.870521 nChanged 15 SP:Iteration 76Q (17681.270000 sec): 3 clusters Score: Raw -5472396.821597 + Penalty 5173.538473 = -5467223.283124 nChanged 14 SP:Iteration 77Q (17681.400000 sec): 3 clusters Score: Raw -5472397.919075 + Penalty 5173.538473 = -5467224.380602 nChanged 8 SP:Iteration 78Q (17681.520000 sec): 3 clusters Score: Raw -5472398.588658 + Penalty 5173.538473 = -5467225.050185 nChanged 11 SP:Iteration 79Q (17681.640000 sec): 3 clusters Score: Raw -5472399.735182 + Penalty 5173.538473 = -5467226.196709 nChanged 10 SP:Iteration 80F (17681.780000 sec): 3 clusters Score: Raw -5472400.973763 + Penalty 5173.538473 = -5467227.435290 nChanged 10 SP:Iteration 81Q (17681.900000 sec): 3 clusters Score: Raw -5472401.874379 + Penalty 5173.538473 = -5467228.335906 nChanged 6 SP:Iteration 82Q (17682.020000 sec): 3 clusters Score: Raw -5472402.303756 + Penalty 5173.538473 = -5467228.765283 nChanged 4 SP:Iteration 83Q (17682.140000 sec): 3 clusters Score: Raw -5472402.677683 + Penalty 5173.538473 = -5467229.139210 nChanged 7 SP:Iteration 84Q (17682.260000 sec): 3 clusters Score: Raw -5472403.298030 + Penalty 5173.538473 = -5467229.759557 nChanged 11 SP:Iteration 85Q (17682.380000 sec): 3 clusters Score: Raw -5472404.336070 + Penalty 5173.538473 = -5467230.797597 nChanged 5 SP:Iteration 86Q (17682.500000 sec): 3 clusters Score: Raw -5472404.960872 + Penalty 5173.538473 = -5467231.422399 nChanged 10 SP:Iteration 87Q (17682.630000 sec): 3 clusters Score: Raw -5472405.789477 + Penalty 5173.538473 = -5467232.251004 nChanged 3 SP:Iteration 88Q (17682.750000 sec): 3 clusters Score: Raw -5472406.026621 + Penalty 5173.538473 = -5467232.488148 nChanged 2 SP:Iteration 89Q (17682.870000 sec): 3 clusters Score: Raw -5472406.144823 + Penalty 5173.538473 = -5467232.606350 nChanged 0 SP:Iteration 90F (17683.010000 sec): 3 clusters Score: Raw -5472406.144823 + Penalty 5173.538473 = -5467232.606350 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 50 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17683.020000 sec): 2 clusters Score: Raw -12619.374365 + Penalty 1187.297952 = -11432.076413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17683.030000 sec): 3 clusters Score: Raw -13186.379528 + Penalty 2374.595904 = -10811.783624 nChanged 7 SP:Iteration 1F (17683.030000 sec): 3 clusters Score: Raw -13245.211330 + Penalty 2374.595904 = -10870.615425 nChanged 4 SP:Iteration 2Q (17683.030000 sec): 3 clusters Score: Raw -13310.307869 + Penalty 2374.595904 = -10935.711965 nChanged 1 SP:Iteration 3Q (17683.030000 sec): 3 clusters Score: Raw -13326.359739 + Penalty 2374.595904 = -10951.763834 nChanged 0 SP:Iteration 4F (17683.030000 sec): 3 clusters Score: Raw -13326.359739 + Penalty 2374.595904 = -10951.763834 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 51 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17683.030000 sec): 2 clusters Score: Raw -84802.923703 + Penalty 1572.846112 = -83230.077591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17683.040000 sec): 3 clusters Score: Raw -84815.778610 + Penalty 3145.692224 = -81670.086386 nChanged 121 SP:Iteration 1F (17683.040000 sec): 3 clusters Score: Raw -85030.825141 + Penalty 3145.692224 = -81885.132917 nChanged 20 SP:Iteration 2Q (17683.040000 sec): 3 clusters Score: Raw -85077.006536 + Penalty 3145.692224 = -81931.314312 nChanged 9 SP:Iteration 3Q (17683.040000 sec): 3 clusters Score: Raw -85119.150975 + Penalty 3145.692224 = -81973.458751 nChanged 8 SP:Iteration 4Q (17683.050000 sec): 3 clusters Score: Raw -85134.028047 + Penalty 3145.692224 = -81988.335823 nChanged 2 SP:Iteration 5Q (17683.050000 sec): 3 clusters Score: Raw -85137.610185 + Penalty 3145.692224 = -81991.917961 nChanged 2 SP:Iteration 6Q (17683.050000 sec): 3 clusters Score: Raw -85140.125726 + Penalty 3145.692224 = -81994.433502 nChanged 1 SP:Iteration 7Q (17683.050000 sec): 3 clusters Score: Raw -85140.823251 + Penalty 3145.692224 = -81995.131027 nChanged 0 SP:Iteration 8F (17683.060000 sec): 3 clusters Score: Raw -85140.823251 + Penalty 3145.692224 = -81995.131027 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 52 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17683.060000 sec): 2 clusters Score: Raw -32748.361017 + Penalty 1333.069045 = -31415.291972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17683.060000 sec): 3 clusters Score: Raw -32927.455437 + Penalty 2666.138090 = -30261.317346 nChanged 21 SP:Iteration 1F (17683.060000 sec): 3 clusters Score: Raw -33010.313843 + Penalty 2666.138090 = -30344.175753 nChanged 3 SP:Iteration 2Q (17683.060000 sec): 3 clusters Score: Raw -33022.213886 + Penalty 2666.138090 = -30356.075796 nChanged 2 SP:Iteration 3Q (17683.060000 sec): 3 clusters Score: Raw -33038.046294 + Penalty 2666.138090 = -30371.908204 nChanged 0 SP:Iteration 4F (17683.060000 sec): 3 clusters Score: Raw -33038.046294 + Penalty 2666.138090 = -30371.908204 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 53 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17683.070000 sec): 2 clusters Score: Raw -78843.633717 + Penalty 1549.993860 = -77293.639857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17683.070000 sec): 3 clusters Score: Raw -78885.692110 + Penalty 3099.987720 = -75785.704390 nChanged 88 SP:Iteration 1F (17683.080000 sec): 3 clusters Score: Raw -79049.706789 + Penalty 3099.987720 = -75949.719069 nChanged 23 SP:Iteration 2Q (17683.080000 sec): 3 clusters Score: Raw -79102.991527 + Penalty 3099.987720 = -76003.003807 nChanged 10 SP:Iteration 3Q (17683.080000 sec): 3 clusters Score: Raw -79130.386921 + Penalty 3099.987720 = -76030.399201 nChanged 6 SP:Iteration 4Q (17683.080000 sec): 3 clusters Score: Raw -79154.543358 + Penalty 3099.987720 = -76054.555638 nChanged 4 SP:Iteration 5Q (17683.080000 sec): 3 clusters Score: Raw -79167.965069 + Penalty 3099.987720 = -76067.977349 nChanged 2 SP:Iteration 6Q (17683.080000 sec): 3 clusters Score: Raw -79173.812710 + Penalty 3099.987720 = -76073.824990 nChanged 2 SP:Iteration 7Q (17683.090000 sec): 3 clusters Score: Raw -79179.959064 + Penalty 3099.987720 = -76079.971344 nChanged 2 SP:Iteration 8Q (17683.090000 sec): 3 clusters Score: Raw -79183.161556 + Penalty 3099.987720 = -76083.173836 nChanged 0 SP:Iteration 9F (17683.090000 sec): 3 clusters Score: Raw -79183.161556 + Penalty 3099.987720 = -76083.173836 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 54 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17683.100000 sec): 2 clusters Score: Raw -15807.626141 + Penalty 1376.170869 = -14431.455272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17683.100000 sec): 3 clusters Score: Raw -16112.203138 + Penalty 2752.341738 = -13359.861400 nChanged 54 SP:Iteration 1F (17683.100000 sec): 3 clusters Score: Raw -16564.860409 + Penalty 2752.341738 = -13812.518671 nChanged 21 SP:Iteration 2F (17683.100000 sec): 3 clusters Score: Raw -16728.009545 + Penalty 2752.341738 = -13975.667806 nChanged 4 SP:Iteration 3Q (17683.100000 sec): 3 clusters Score: Raw -16752.487846 + Penalty 2752.341738 = -14000.146108 nChanged 4 SP:Iteration 4Q (17683.100000 sec): 3 clusters Score: Raw -16771.496883 + Penalty 2752.341738 = -14019.155145 nChanged 2 SP:Iteration 5Q (17683.100000 sec): 3 clusters Score: Raw -16780.098783 + Penalty 2752.341738 = -14027.757045 nChanged 3 SP:Iteration 6Q (17683.100000 sec): 3 clusters Score: Raw -16827.083974 + Penalty 2752.341738 = -14074.742236 nChanged 4 SP:Iteration 7Q (17683.100000 sec): 3 clusters Score: Raw -16862.097812 + Penalty 2752.341738 = -14109.756074 nChanged 3 SP:Iteration 8Q (17683.100000 sec): 3 clusters Score: Raw -16907.886478 + Penalty 2752.341738 = -14155.544740 nChanged 4 SP:Iteration 9Q (17683.100000 sec): 3 clusters Score: Raw -16948.128295 + Penalty 2752.341738 = -14195.786557 nChanged 1 SP:Iteration 10Q (17683.110000 sec): 3 clusters Score: Raw -16992.049297 + Penalty 2752.341738 = -14239.707559 nChanged 1 SP:Iteration 11Q (17683.110000 sec): 3 clusters Score: Raw -16995.171077 + Penalty 2752.341738 = -14242.829339 nChanged 0 SP:Iteration 12F (17683.110000 sec): 3 clusters Score: Raw -16995.171077 + Penalty 2752.341738 = -14242.829339 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 55 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17683.110000 sec): 2 clusters Score: Raw -40579.167008 + Penalty 1380.001061 = -39199.165947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17683.120000 sec): 3 clusters Score: Raw -40707.258268 + Penalty 2760.002122 = -37947.256146 nChanged 27 SP:Iteration 1F (17683.120000 sec): 3 clusters Score: Raw -40804.110112 + Penalty 2760.002122 = -38044.107990 nChanged 3 SP:Iteration 2Q (17683.120000 sec): 3 clusters Score: Raw -40822.319692 + Penalty 2760.002122 = -38062.317570 nChanged 2 SP:Iteration 3Q (17683.120000 sec): 3 clusters Score: Raw -40834.584538 + Penalty 2760.002122 = -38074.582416 nChanged 1 SP:Iteration 4Q (17683.120000 sec): 3 clusters Score: Raw -40838.649258 + Penalty 2760.002122 = -38078.647136 nChanged 0 SP:Iteration 5F (17683.120000 sec): 3 clusters Score: Raw -40838.649258 + Penalty 2760.002122 = -38078.647136 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 56 (548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17683.120000 sec): 2 clusters Score: Raw -82393.720975 + Penalty 1563.956271 = -80829.764703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17683.130000 sec): 3 clusters Score: Raw -82419.139654 + Penalty 3127.912542 = -79291.227111 nChanged 114 SP:Iteration 1F (17683.130000 sec): 3 clusters Score: Raw -82626.656499 + Penalty 3127.912542 = -79498.743957 nChanged 20 SP:Iteration 2Q (17683.130000 sec): 3 clusters Score: Raw -82666.818073 + Penalty 3127.912542 = -79538.905531 nChanged 7 SP:Iteration 3Q (17683.140000 sec): 3 clusters Score: Raw -82685.948138 + Penalty 3127.912542 = -79558.035595 nChanged 7 SP:Iteration 4Q (17683.140000 sec): 3 clusters Score: Raw -82703.423767 + Penalty 3127.912542 = -79575.511225 nChanged 7 SP:Iteration 5Q (17683.140000 sec): 3 clusters Score: Raw -82719.560968 + Penalty 3127.912542 = -79591.648426 nChanged 3 SP:Iteration 6Q (17683.140000 sec): 3 clusters Score: Raw -82727.353134 + Penalty 3127.912542 = -79599.440592 nChanged 4 SP:Iteration 7Q (17683.140000 sec): 3 clusters Score: Raw -82744.084760 + Penalty 3127.912542 = -79616.172218 nChanged 3 SP:Iteration 8Q (17683.140000 sec): 3 clusters Score: Raw -82749.398087 + Penalty 3127.912542 = -79621.485545 nChanged 0 SP:Iteration 9F (17683.150000 sec): 3 clusters Score: Raw -82749.398087 + Penalty 3127.912542 = -79621.485545 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 57 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17683.150000 sec): 2 clusters Score: Raw -47369.713188 + Penalty 1428.988743 = -45940.724445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17683.150000 sec): 3 clusters Score: Raw -47481.367760 + Penalty 2857.977486 = -44623.390274 nChanged 31 SP:Iteration 1F (17683.160000 sec): 3 clusters Score: Raw -47566.081407 + Penalty 2857.977486 = -44708.103921 nChanged 11 SP:Iteration 2Q (17683.160000 sec): 3 clusters Score: Raw -47597.284490 + Penalty 2857.977486 = -44739.307004 nChanged 2 SP:Iteration 3Q (17683.160000 sec): 3 clusters Score: Raw -47604.732297 + Penalty 2857.977486 = -44746.754811 nChanged 1 SP:Iteration 4Q (17683.160000 sec): 3 clusters Score: Raw -47607.030477 + Penalty 2857.977486 = -44749.052991 nChanged 0 SP:Iteration 5F (17683.160000 sec): 3 clusters Score: Raw -47607.030477 + Penalty 2857.977486 = -44749.052991 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 58 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17683.160000 sec): 2 clusters Score: Raw -7286.693670 + Penalty 1242.637553 = -6044.056117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17683.160000 sec): 3 clusters Score: Raw -7658.289932 + Penalty 2485.275106 = -5173.014826 nChanged 24 SP:Iteration 1F (17683.160000 sec): 3 clusters Score: Raw -7787.439985 + Penalty 2485.275106 = -5302.164879 nChanged 4 SP:Iteration 2Q (17683.170000 sec): 3 clusters Score: Raw -7819.273496 + Penalty 2485.275106 = -5333.998390 nChanged 2 SP:Iteration 3Q (17683.170000 sec): 3 clusters Score: Raw -7850.965990 + Penalty 2485.275106 = -5365.690884 nChanged 1 SP:Iteration 4Q (17683.170000 sec): 3 clusters Score: Raw -7855.323861 + Penalty 2485.275106 = -5370.048755 nChanged 0 SP:Iteration 5F (17683.170000 sec): 3 clusters Score: Raw -7855.323861 + Penalty 2485.275106 = -5370.048755 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 59 (562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17683.170000 sec): 2 clusters Score: Raw -85698.723907 + Penalty 1570.212459 = -84128.511448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17683.180000 sec): 3 clusters Score: Raw -85658.721889 + Penalty 3140.424918 = -82518.296971 nChanged 107 SP:Iteration 1F (17683.180000 sec): 3 clusters Score: Raw -85833.571219 + Penalty 3140.424918 = -82693.146302 nChanged 24 SP:Iteration 2Q (17683.180000 sec): 3 clusters Score: Raw -85881.219546 + Penalty 3140.424918 = -82740.794629 nChanged 11 SP:Iteration 3Q (17683.180000 sec): 3 clusters Score: Raw -85908.377585 + Penalty 3140.424918 = -82767.952667 nChanged 7 SP:Iteration 4Q (17683.180000 sec): 3 clusters Score: Raw -85921.969761 + Penalty 3140.424918 = -82781.544843 nChanged 4 SP:Iteration 5Q (17683.190000 sec): 3 clusters Score: Raw -85929.625744 + Penalty 3140.424918 = -82789.200826 nChanged 5 SP:Iteration 6Q (17683.190000 sec): 3 clusters Score: Raw -85939.813069 + Penalty 3140.424918 = -82799.388152 nChanged 3 SP:Iteration 7Q (17683.190000 sec): 3 clusters Score: Raw -85945.893354 + Penalty 3140.424918 = -82805.468436 nChanged 2 SP:Iteration 8Q (17683.200000 sec): 3 clusters Score: Raw -85948.789654 + Penalty 3140.424918 = -82808.364736 nChanged 1 SP:Iteration 9Q (17683.200000 sec): 3 clusters Score: Raw -85949.337467 + Penalty 3140.424918 = -82808.912549 nChanged 1 SP:Iteration 10Q (17683.210000 sec): 3 clusters Score: Raw -85950.399427 + Penalty 3140.424918 = -82809.974509 nChanged 2 SP:Iteration 11Q (17683.210000 sec): 3 clusters Score: Raw -85956.163435 + Penalty 3140.424918 = -82815.738517 nChanged 2 SP:Iteration 12Q (17683.210000 sec): 3 clusters Score: Raw -85964.819140 + Penalty 3140.424918 = -82824.394222 nChanged 1 SP:Iteration 13Q (17683.210000 sec): 3 clusters Score: Raw -85967.810378 + Penalty 3140.424918 = -82827.385460 nChanged 2 SP:Iteration 14Q (17683.210000 sec): 3 clusters Score: Raw -85973.694494 + Penalty 3140.424918 = -82833.269576 nChanged 2 SP:Iteration 15Q (17683.220000 sec): 3 clusters Score: Raw -85979.508001 + Penalty 3140.424918 = -82839.083083 nChanged 2 SP:Iteration 16Q (17683.220000 sec): 3 clusters Score: Raw -85986.814079 + Penalty 3140.424918 = -82846.389162 nChanged 1 SP:Iteration 17Q (17683.220000 sec): 3 clusters Score: Raw -85988.083016 + Penalty 3140.424918 = -82847.658099 nChanged 0 SP:Iteration 18F (17683.220000 sec): 3 clusters Score: Raw -85988.083016 + Penalty 3140.424918 = -82847.658099 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 60 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17683.230000 sec): 2 clusters Score: Raw -17559.566916 + Penalty 1209.048936 = -16350.517980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17683.230000 sec): 3 clusters Score: Raw -17845.692743 + Penalty 2418.097872 = -15427.594870 nChanged 7 SP:Iteration 1F (17683.230000 sec): 3 clusters Score: Raw -17901.443216 + Penalty 2418.097872 = -15483.345344 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 61 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17683.230000 sec): 2 clusters Score: Raw -34634.724236 + Penalty 1378.093359 = -33256.630877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17683.230000 sec): 3 clusters Score: Raw -34904.938771 + Penalty 2756.186719 = -32148.752053 nChanged 39 SP:Iteration 1F (17683.230000 sec): 3 clusters Score: Raw -35027.665474 + Penalty 2756.186719 = -32271.478755 nChanged 7 SP:Iteration 2Q (17683.240000 sec): 3 clusters Score: Raw -35052.993687 + Penalty 2756.186719 = -32296.806969 nChanged 4 SP:Iteration 3Q (17683.240000 sec): 3 clusters Score: Raw -35062.121175 + Penalty 2756.186719 = -32305.934456 nChanged 0 SP:Iteration 4F (17683.240000 sec): 3 clusters Score: Raw -35062.121175 + Penalty 2756.186719 = -32305.934456 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 64 (274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17683.240000 sec): 2 clusters Score: Raw -17501.939298 + Penalty 1392.055770 = -16109.883528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17683.250000 sec): 3 clusters Score: Raw -18030.105538 + Penalty 2784.111541 = -15245.993997 nChanged 66 SP:Iteration 1F (17683.250000 sec): 3 clusters Score: Raw -18433.643799 + Penalty 2784.111541 = -15649.532258 nChanged 24 SP:Iteration 2F (17683.250000 sec): 3 clusters Score: Raw -18624.721236 + Penalty 2784.111541 = -15840.609695 nChanged 14 SP:Iteration 3F (17683.250000 sec): 3 clusters Score: Raw -18755.029258 + Penalty 2784.111541 = -15970.917717 nChanged 6 SP:Iteration 4Q (17683.250000 sec): 3 clusters Score: Raw -18776.312978 + Penalty 2784.111541 = -15992.201437 nChanged 2 SP:Iteration 5Q (17683.250000 sec): 3 clusters Score: Raw -18780.757120 + Penalty 2784.111541 = -15996.645579 nChanged 0 SP:Iteration 6F (17683.250000 sec): 3 clusters Score: Raw -18780.757120 + Penalty 2784.111541 = -15996.645579 nChanged 0 Iteration 419Q (17707.510000 sec): 62 clusters Score: Raw -205037867.040474 + Penalty 213003.103128 = -204824863.937346 nChanged 46 Iteration 420F (17823.000000 sec): 62 clusters Score: Raw -205037867.406233 + Penalty 213003.103128 = -204824864.303105 nChanged 34 Iteration 421Q (17842.360000 sec): 62 clusters Score: Raw -205037867.761784 + Penalty 213003.103128 = -204824864.658656 nChanged 42 Iteration 422Q (17861.710000 sec): 62 clusters Score: Raw -205037868.125367 + Penalty 213003.103128 = -204824865.022239 nChanged 38 Iteration 423Q (17881.130000 sec): 62 clusters Score: Raw -205037868.425134 + Penalty 213003.103128 = -204824865.322005 nChanged 30 Iteration 424Q (17900.610000 sec): 62 clusters Score: Raw -205037868.741441 + Penalty 213003.103128 = -204824865.638313 nChanged 34 Iteration 425Q (17920.100000 sec): 62 clusters Score: Raw -205037869.162608 + Penalty 213003.103128 = -204824866.059480 nChanged 36 Iteration 426Q (17939.590000 sec): 62 clusters Score: Raw -205037869.558897 + Penalty 213003.103128 = -204824866.455769 nChanged 35 Iteration 427Q (17959.100000 sec): 62 clusters Score: Raw -205037869.901515 + Penalty 213003.103128 = -204824866.798387 nChanged 25 Iteration 428Q (17978.620000 sec): 62 clusters Score: Raw -205037870.165882 + Penalty 213003.103128 = -204824867.062754 nChanged 21 Iteration 429Q (17998.130000 sec): 62 clusters Score: Raw -205037870.409312 + Penalty 213003.103128 = -204824867.306184 nChanged 27 Iteration 430Q (18017.610000 sec): 62 clusters Score: Raw -205037870.718079 + Penalty 213003.103128 = -204824867.614950 nChanged 18 Iteration 431Q (18037.130000 sec): 62 clusters Score: Raw -205037870.859417 + Penalty 213003.103128 = -204824867.756289 nChanged 9 Iteration 432Q (18056.620000 sec): 62 clusters Score: Raw -205037870.938107 + Penalty 213003.103128 = -204824867.834979 nChanged 13 Iteration 433Q (18076.180000 sec): 62 clusters Score: Raw -205037871.051141 + Penalty 213003.103128 = -204824867.948012 nChanged 9 Iteration 434Q (18095.720000 sec): 62 clusters Score: Raw -205037871.136348 + Penalty 213003.103128 = -204824868.033219 nChanged 9 Iteration 435Q (18115.170000 sec): 62 clusters Score: Raw -205037871.188375 + Penalty 213003.103128 = -204824868.085246 nChanged 13 Iteration 436Q (18134.630000 sec): 62 clusters Score: Raw -205037871.291322 + Penalty 213003.103128 = -204824868.188194 nChanged 13 Iteration 437Q (18154.060000 sec): 62 clusters Score: Raw -205037871.402316 + Penalty 213003.103128 = -204824868.299187 nChanged 13 Iteration 438Q (18173.560000 sec): 62 clusters Score: Raw -205037871.551013 + Penalty 213003.103128 = -204824868.447885 nChanged 14 Iteration 439Q (18192.990000 sec): 62 clusters Score: Raw -205037871.726766 + Penalty 213003.103128 = -204824868.623638 nChanged 12 Iteration 440F (18307.550000 sec): 62 clusters Score: Raw -205037871.909357 + Penalty 213003.103128 = -204824868.806229 nChanged 18 Iteration 441Q (18327.080000 sec): 62 clusters Score: Raw -205037872.204665 + Penalty 213003.103128 = -204824869.101536 nChanged 23 Iteration 442Q (18346.610000 sec): 62 clusters Score: Raw -205037872.459630 + Penalty 213003.103128 = -204824869.356502 nChanged 24 Iteration 443Q (18366.160000 sec): 62 clusters Score: Raw -205037872.737137 + Penalty 213003.103128 = -204824869.634009 nChanged 21 Iteration 444Q (18385.690000 sec): 62 clusters Score: Raw -205037873.004673 + Penalty 213003.103128 = -204824869.901545 nChanged 32 Iteration 445Q (18405.220000 sec): 62 clusters Score: Raw -205037873.378426 + Penalty 213003.103128 = -204824870.275298 nChanged 39 Iteration 446Q (18424.770000 sec): 62 clusters Score: Raw -205037873.771923 + Penalty 213003.103128 = -204824870.668795 nChanged 33 Iteration 447Q (18444.300000 sec): 62 clusters Score: Raw -205037874.184026 + Penalty 213003.103128 = -204824871.080897 nChanged 32 Iteration 448Q (18463.810000 sec): 62 clusters Score: Raw -205037874.558855 + Penalty 213003.103128 = -204824871.455726 nChanged 34 Iteration 449Q (18483.340000 sec): 62 clusters Score: Raw -205037874.892624 + Penalty 213003.103128 = -204824871.789496 nChanged 27 Iteration 450Q (18502.920000 sec): 62 clusters Score: Raw -205037875.157698 + Penalty 213003.103128 = -204824872.054570 nChanged 25 Iteration 451Q (18522.470000 sec): 62 clusters Score: Raw -205037875.433324 + Penalty 213003.103128 = -204824872.330196 nChanged 18 Iteration 452Q (18542.060000 sec): 62 clusters Score: Raw -205037875.601599 + Penalty 213003.103128 = -204824872.498471 nChanged 29 Iteration 453Q (18561.700000 sec): 62 clusters Score: Raw -205037875.844362 + Penalty 213003.103128 = -204824872.741234 nChanged 27 Iteration 454Q (18581.290000 sec): 62 clusters Score: Raw -205037875.990215 + Penalty 213003.103128 = -204824872.887087 nChanged 15 Iteration 455Q (18600.910000 sec): 62 clusters Score: Raw -205037876.078736 + Penalty 213003.103128 = -204824872.975608 nChanged 12 Iteration 456Q (18620.460000 sec): 62 clusters Score: Raw -205037876.141049 + Penalty 213003.103128 = -204824873.037920 nChanged 12 Iteration 457Q (18640.070000 sec): 62 clusters Score: Raw -205037876.226034 + Penalty 213003.103128 = -204824873.122906 nChanged 17 Iteration 458Q (18659.620000 sec): 62 clusters Score: Raw -205037876.338869 + Penalty 213003.103128 = -204824873.235741 nChanged 14 Writing temp clu file Because OldScore, -204824873.122906, is greater than current (better) Score,-204824873.235741 Compute initial score before splitting: Score: Raw -205037876.338869 + Penalty 213003.103128 = -204824873.235741 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 1 (34117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18659.990000 sec): 2 clusters Score: Raw -5537716.647254 + Penalty 2588.512666 = -5535128.134588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18660.130000 sec): 3 clusters Score: Raw -5517249.046406 + Penalty 5177.025332 = -5512072.021074 nChanged 15416 SP:Iteration 1F (18660.280000 sec): 3 clusters Score: Raw -5525493.611977 + Penalty 5177.025332 = -5520316.586645 nChanged 1565 SP:Iteration 2Q (18660.420000 sec): 3 clusters Score: Raw -5525973.452579 + Penalty 5177.025332 = -5520796.427247 nChanged 1382 SP:Iteration 3Q (18660.560000 sec): 3 clusters Score: Raw -5526365.393275 + Penalty 5177.025332 = -5521188.367943 nChanged 1285 SP:Iteration 4Q (18660.700000 sec): 3 clusters Score: Raw -5526761.201865 + Penalty 5177.025332 = -5521584.176533 nChanged 1264 SP:Iteration 5Q (18660.840000 sec): 3 clusters Score: Raw -5527188.494680 + Penalty 5177.025332 = -5522011.469348 nChanged 1253 SP:Iteration 6Q (18660.980000 sec): 3 clusters Score: Raw -5527626.202764 + Penalty 5177.025332 = -5522449.177431 nChanged 1199 SP:Iteration 7Q (18661.130000 sec): 3 clusters Score: Raw -5528039.694195 + Penalty 5177.025332 = -5522862.668863 nChanged 1222 SP:Iteration 8Q (18661.270000 sec): 3 clusters Score: Raw -5528482.683549 + Penalty 5177.025332 = -5523305.658217 nChanged 1248 SP:Iteration 9Q (18661.410000 sec): 3 clusters Score: Raw -5528960.650656 + Penalty 5177.025332 = -5523783.625324 nChanged 1296 SP:Iteration 10Q (18661.550000 sec): 3 clusters Score: Raw -5529500.077125 + Penalty 5177.025332 = -5524323.051793 nChanged 1431 SP:Iteration 11Q (18661.690000 sec): 3 clusters Score: Raw -5530183.052535 + Penalty 5177.025332 = -5525006.027203 nChanged 1514 SP:Iteration 12Q (18661.830000 sec): 3 clusters Score: Raw -5531015.622278 + Penalty 5177.025332 = -5525838.596946 nChanged 1652 SP:Iteration 13Q (18661.970000 sec): 3 clusters Score: Raw -5532026.555658 + Penalty 5177.025332 = -5526849.530326 nChanged 1652 SP:Iteration 14Q (18662.110000 sec): 3 clusters Score: Raw -5533106.085748 + Penalty 5177.025332 = -5527929.060415 nChanged 1483 SP:Iteration 15Q (18662.250000 sec): 3 clusters Score: Raw -5534130.840497 + Penalty 5177.025332 = -5528953.815165 nChanged 1245 SP:Iteration 16Q (18662.380000 sec): 3 clusters Score: Raw -5535024.809244 + Penalty 5177.025332 = -5529847.783912 nChanged 1015 SP:Iteration 17Q (18662.510000 sec): 3 clusters Score: Raw -5535732.347739 + Penalty 5177.025332 = -5530555.322407 nChanged 794 SP:Iteration 18Q (18662.630000 sec): 3 clusters Score: Raw -5536294.979993 + Penalty 5177.025332 = -5531117.954661 nChanged 625 SP:Iteration 19Q (18662.750000 sec): 3 clusters Score: Raw -5536711.383690 + Penalty 5177.025332 = -5531534.358358 nChanged 517 SP:Iteration 20F (18662.890000 sec): 3 clusters Score: Raw -5537053.689144 + Penalty 5177.025332 = -5531876.663812 nChanged 408 SP:Iteration 21Q (18663.000000 sec): 3 clusters Score: Raw -5537338.337333 + Penalty 5177.025332 = -5532161.312001 nChanged 357 SP:Iteration 22Q (18663.110000 sec): 3 clusters Score: Raw -5537588.396235 + Penalty 5177.025332 = -5532411.370903 nChanged 288 SP:Iteration 23Q (18663.220000 sec): 3 clusters Score: Raw -5537793.697745 + Penalty 5177.025332 = -5532616.672413 nChanged 218 SP:Iteration 24Q (18663.330000 sec): 3 clusters Score: Raw -5537931.537263 + Penalty 5177.025332 = -5532754.511931 nChanged 184 SP:Iteration 25Q (18663.430000 sec): 3 clusters Score: Raw -5538026.339814 + Penalty 5177.025332 = -5532849.314482 nChanged 153 SP:Iteration 26Q (18663.540000 sec): 3 clusters Score: Raw -5538096.904368 + Penalty 5177.025332 = -5532919.879036 nChanged 124 SP:Iteration 27Q (18663.640000 sec): 3 clusters Score: Raw -5538151.605458 + Penalty 5177.025332 = -5532974.580126 nChanged 112 SP:Iteration 28Q (18663.750000 sec): 3 clusters Score: Raw -5538207.885584 + Penalty 5177.025332 = -5533030.860251 nChanged 101 SP:Iteration 29Q (18663.850000 sec): 3 clusters Score: Raw -5538245.705766 + Penalty 5177.025332 = -5533068.680434 nChanged 68 SP:Iteration 30Q (18663.950000 sec): 3 clusters Score: Raw -5538273.770288 + Penalty 5177.025332 = -5533096.744956 nChanged 57 SP:Iteration 31Q (18664.050000 sec): 3 clusters Score: Raw -5538297.335807 + Penalty 5177.025332 = -5533120.310475 nChanged 67 SP:Iteration 32Q (18664.160000 sec): 3 clusters Score: Raw -5538321.751979 + Penalty 5177.025332 = -5533144.726647 nChanged 59 SP:Iteration 33Q (18664.260000 sec): 3 clusters Score: Raw -5538342.274047 + Penalty 5177.025332 = -5533165.248715 nChanged 56 SP:Iteration 34Q (18664.360000 sec): 3 clusters Score: Raw -5538360.684102 + Penalty 5177.025332 = -5533183.658770 nChanged 45 SP:Iteration 35Q (18664.470000 sec): 3 clusters Score: Raw -5538375.924003 + Penalty 5177.025332 = -5533198.898671 nChanged 39 SP:Iteration 36Q (18664.570000 sec): 3 clusters Score: Raw -5538387.996860 + Penalty 5177.025332 = -5533210.971528 nChanged 36 SP:Iteration 37Q (18664.670000 sec): 3 clusters Score: Raw -5538400.822645 + Penalty 5177.025332 = -5533223.797313 nChanged 28 SP:Iteration 38Q (18664.770000 sec): 3 clusters Score: Raw -5538408.822829 + Penalty 5177.025332 = -5533231.797497 nChanged 24 SP:Iteration 39Q (18664.870000 sec): 3 clusters Score: Raw -5538416.383750 + Penalty 5177.025332 = -5533239.358418 nChanged 16 SP:Iteration 40F (18665.010000 sec): 3 clusters Score: Raw -5538419.901675 + Penalty 5177.025332 = -5533242.876343 nChanged 13 SP:Iteration 41Q (18665.110000 sec): 3 clusters Score: Raw -5538424.251850 + Penalty 5177.025332 = -5533247.226518 nChanged 18 SP:Iteration 42Q (18665.210000 sec): 3 clusters Score: Raw -5538429.214505 + Penalty 5177.025332 = -5533252.189173 nChanged 16 SP:Iteration 43Q (18665.310000 sec): 3 clusters Score: Raw -5538434.485288 + Penalty 5177.025332 = -5533257.459956 nChanged 13 SP:Iteration 44Q (18665.410000 sec): 3 clusters Score: Raw -5538438.080859 + Penalty 5177.025332 = -5533261.055527 nChanged 11 SP:Iteration 45Q (18665.520000 sec): 3 clusters Score: Raw -5538441.106728 + Penalty 5177.025332 = -5533264.081396 nChanged 11 SP:Iteration 46Q (18665.620000 sec): 3 clusters Score: Raw -5538443.320812 + Penalty 5177.025332 = -5533266.295480 nChanged 3 SP:Iteration 47Q (18665.720000 sec): 3 clusters Score: Raw -5538444.261769 + Penalty 5177.025332 = -5533267.236437 nChanged 3 SP:Iteration 48Q (18665.820000 sec): 3 clusters Score: Raw -5538445.160950 + Penalty 5177.025332 = -5533268.135618 nChanged 4 SP:Iteration 49Q (18665.920000 sec): 3 clusters Score: Raw -5538446.158818 + Penalty 5177.025332 = -5533269.133485 nChanged 3 SP:Iteration 50Q (18666.020000 sec): 3 clusters Score: Raw -5538446.845998 + Penalty 5177.025332 = -5533269.820666 nChanged 3 SP:Iteration 51Q (18666.120000 sec): 3 clusters Score: Raw -5538447.473338 + Penalty 5177.025332 = -5533270.448006 nChanged 1 SP:Iteration 52Q (18666.230000 sec): 3 clusters Score: Raw -5538447.886798 + Penalty 5177.025332 = -5533270.861466 nChanged 3 SP:Iteration 53Q (18666.330000 sec): 3 clusters Score: Raw -5538448.382794 + Penalty 5177.025332 = -5533271.357462 nChanged 4 SP:Iteration 54Q (18666.430000 sec): 3 clusters Score: Raw -5538449.592419 + Penalty 5177.025332 = -5533272.567087 nChanged 3 SP:Iteration 55Q (18666.530000 sec): 3 clusters Score: Raw -5538450.092782 + Penalty 5177.025332 = -5533273.067450 nChanged 0 SP:Iteration 56F (18666.670000 sec): 3 clusters Score: Raw -5538450.092782 + Penalty 5177.025332 = -5533273.067450 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 2 (14367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18666.740000 sec): 2 clusters Score: Raw -2340132.457639 + Penalty 2374.026919 = -2337758.430720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18666.800000 sec): 3 clusters Score: Raw -2332091.108856 + Penalty 4748.053838 = -2327343.055018 nChanged 6142 SP:Iteration 1F (18666.850000 sec): 3 clusters Score: Raw -2335305.885465 + Penalty 4748.053838 = -2330557.831628 nChanged 884 SP:Iteration 2F (18666.910000 sec): 3 clusters Score: Raw -2335694.576105 + Penalty 4748.053838 = -2330946.522267 nChanged 760 SP:Iteration 3F (18666.970000 sec): 3 clusters Score: Raw -2336044.457095 + Penalty 4748.053838 = -2331296.403257 nChanged 691 SP:Iteration 4Q (18667.030000 sec): 3 clusters Score: Raw -2336391.719260 + Penalty 4748.053838 = -2331643.665422 nChanged 688 SP:Iteration 5Q (18667.080000 sec): 3 clusters Score: Raw -2336783.380253 + Penalty 4748.053838 = -2332035.326415 nChanged 664 SP:Iteration 6Q (18667.140000 sec): 3 clusters Score: Raw -2337140.318969 + Penalty 4748.053838 = -2332392.265131 nChanged 594 SP:Iteration 7Q (18667.200000 sec): 3 clusters Score: Raw -2337459.522823 + Penalty 4748.053838 = -2332711.468985 nChanged 590 SP:Iteration 8Q (18667.250000 sec): 3 clusters Score: Raw -2337786.775669 + Penalty 4748.053838 = -2333038.721831 nChanged 565 SP:Iteration 9Q (18667.310000 sec): 3 clusters Score: Raw -2338086.440672 + Penalty 4748.053838 = -2333338.386834 nChanged 558 SP:Iteration 10Q (18667.370000 sec): 3 clusters Score: Raw -2338401.291437 + Penalty 4748.053838 = -2333653.237599 nChanged 553 SP:Iteration 11Q (18667.430000 sec): 3 clusters Score: Raw -2338685.762303 + Penalty 4748.053838 = -2333937.708466 nChanged 483 SP:Iteration 12Q (18667.480000 sec): 3 clusters Score: Raw -2338924.033207 + Penalty 4748.053838 = -2334175.979369 nChanged 440 SP:Iteration 13Q (18667.540000 sec): 3 clusters Score: Raw -2339143.285818 + Penalty 4748.053838 = -2334395.231980 nChanged 424 SP:Iteration 14Q (18667.590000 sec): 3 clusters Score: Raw -2339347.445927 + Penalty 4748.053838 = -2334599.392089 nChanged 364 SP:Iteration 15Q (18667.650000 sec): 3 clusters Score: Raw -2339500.321777 + Penalty 4748.053838 = -2334752.267939 nChanged 285 SP:Iteration 16Q (18667.700000 sec): 3 clusters Score: Raw -2339607.486521 + Penalty 4748.053838 = -2334859.432684 nChanged 235 SP:Iteration 17Q (18667.760000 sec): 3 clusters Score: Raw -2339695.746571 + Penalty 4748.053838 = -2334947.692733 nChanged 235 SP:Iteration 18Q (18667.810000 sec): 3 clusters Score: Raw -2339776.699453 + Penalty 4748.053838 = -2335028.645615 nChanged 202 SP:Iteration 19Q (18667.870000 sec): 3 clusters Score: Raw -2339852.466506 + Penalty 4748.053838 = -2335104.412668 nChanged 192 SP:Iteration 20F (18667.920000 sec): 3 clusters Score: Raw -2339929.033127 + Penalty 4748.053838 = -2335180.979289 nChanged 193 SP:Iteration 21Q (18667.970000 sec): 3 clusters Score: Raw -2340002.095083 + Penalty 4748.053838 = -2335254.041246 nChanged 184 SP:Iteration 22Q (18668.030000 sec): 3 clusters Score: Raw -2340067.026755 + Penalty 4748.053838 = -2335318.972917 nChanged 160 SP:Iteration 23Q (18668.080000 sec): 3 clusters Score: Raw -2340121.998968 + Penalty 4748.053838 = -2335373.945131 nChanged 162 SP:Iteration 24Q (18668.130000 sec): 3 clusters Score: Raw -2340177.154067 + Penalty 4748.053838 = -2335429.100229 nChanged 131 SP:Iteration 25Q (18668.180000 sec): 3 clusters Score: Raw -2340222.196544 + Penalty 4748.053838 = -2335474.142706 nChanged 141 SP:Iteration 26Q (18668.230000 sec): 3 clusters Score: Raw -2340275.066350 + Penalty 4748.053838 = -2335527.012512 nChanged 134 SP:Iteration 27Q (18668.290000 sec): 3 clusters Score: Raw -2340329.776249 + Penalty 4748.053838 = -2335581.722412 nChanged 158 SP:Iteration 28Q (18668.340000 sec): 3 clusters Score: Raw -2340404.368230 + Penalty 4748.053838 = -2335656.314393 nChanged 168 SP:Iteration 29Q (18668.390000 sec): 3 clusters Score: Raw -2340502.692557 + Penalty 4748.053838 = -2335754.638719 nChanged 175 SP:Iteration 30Q (18668.440000 sec): 3 clusters Score: Raw -2340646.678691 + Penalty 4748.053838 = -2335898.624853 nChanged 190 SP:Iteration 31Q (18668.490000 sec): 3 clusters Score: Raw -2340843.964807 + Penalty 4748.053838 = -2336095.910969 nChanged 187 SP:Iteration 32Q (18668.530000 sec): 3 clusters Score: Raw -2341054.532677 + Penalty 4748.053838 = -2336306.478839 nChanged 155 SP:Iteration 33Q (18668.580000 sec): 3 clusters Score: Raw -2341185.385408 + Penalty 4748.053838 = -2336437.331571 nChanged 105 SP:Iteration 34Q (18668.630000 sec): 3 clusters Score: Raw -2341243.102185 + Penalty 4748.053838 = -2336495.048347 nChanged 63 SP:Iteration 35Q (18668.670000 sec): 3 clusters Score: Raw -2341265.419748 + Penalty 4748.053838 = -2336517.365911 nChanged 41 SP:Iteration 36Q (18668.720000 sec): 3 clusters Score: Raw -2341277.631548 + Penalty 4748.053838 = -2336529.577711 nChanged 46 SP:Iteration 37Q (18668.770000 sec): 3 clusters Score: Raw -2341290.625742 + Penalty 4748.053838 = -2336542.571904 nChanged 26 SP:Iteration 38Q (18668.810000 sec): 3 clusters Score: Raw -2341296.783381 + Penalty 4748.053838 = -2336548.729543 nChanged 14 SP:Iteration 39Q (18668.860000 sec): 3 clusters Score: Raw -2341299.747491 + Penalty 4748.053838 = -2336551.693654 nChanged 11 SP:Iteration 40F (18668.920000 sec): 3 clusters Score: Raw -2341302.695873 + Penalty 4748.053838 = -2336554.642035 nChanged 11 SP:Iteration 41Q (18668.970000 sec): 3 clusters Score: Raw -2341305.265177 + Penalty 4748.053838 = -2336557.211339 nChanged 9 SP:Iteration 42Q (18669.010000 sec): 3 clusters Score: Raw -2341306.713055 + Penalty 4748.053838 = -2336558.659217 nChanged 9 SP:Iteration 43Q (18669.050000 sec): 3 clusters Score: Raw -2341308.480537 + Penalty 4748.053838 = -2336560.426700 nChanged 8 SP:Iteration 44Q (18669.100000 sec): 3 clusters Score: Raw -2341309.636291 + Penalty 4748.053838 = -2336561.582453 nChanged 4 SP:Iteration 45Q (18669.150000 sec): 3 clusters Score: Raw -2341309.991993 + Penalty 4748.053838 = -2336561.938155 nChanged 2 SP:Iteration 46Q (18669.190000 sec): 3 clusters Score: Raw -2341310.299224 + Penalty 4748.053838 = -2336562.245386 nChanged 4 SP:Iteration 47Q (18669.240000 sec): 3 clusters Score: Raw -2341311.158342 + Penalty 4748.053838 = -2336563.104505 nChanged 2 SP:Iteration 48Q (18669.290000 sec): 3 clusters Score: Raw -2341311.781714 + Penalty 4748.053838 = -2336563.727876 nChanged 5 SP:Iteration 49Q (18669.330000 sec): 3 clusters Score: Raw -2341312.830193 + Penalty 4748.053838 = -2336564.776355 nChanged 8 SP:Iteration 50Q (18669.380000 sec): 3 clusters Score: Raw -2341314.284563 + Penalty 4748.053838 = -2336566.230725 nChanged 7 SP:Iteration 51Q (18669.420000 sec): 3 clusters Score: Raw -2341315.717068 + Penalty 4748.053838 = -2336567.663230 nChanged 2 SP:Iteration 52Q (18669.470000 sec): 3 clusters Score: Raw -2341315.996060 + Penalty 4748.053838 = -2336567.942222 nChanged 1 SP:Iteration 53Q (18669.510000 sec): 3 clusters Score: Raw -2341316.301432 + Penalty 4748.053838 = -2336568.247594 nChanged 1 SP:Iteration 54Q (18669.560000 sec): 3 clusters Score: Raw -2341316.565227 + Penalty 4748.053838 = -2336568.511389 nChanged 2 SP:Iteration 55Q (18669.600000 sec): 3 clusters Score: Raw -2341316.788827 + Penalty 4748.053838 = -2336568.734989 nChanged 0 SP:Iteration 56F (18669.660000 sec): 3 clusters Score: Raw -2341316.788827 + Penalty 4748.053838 = -2336568.734989 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 3 (1585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18669.680000 sec): 2 clusters Score: Raw -227692.084189 + Penalty 1827.348242 = -225864.735947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18669.680000 sec): 3 clusters Score: Raw -227214.331146 + Penalty 3654.696484 = -223559.634661 nChanged 445 SP:Iteration 1F (18669.690000 sec): 3 clusters Score: Raw -227617.612746 + Penalty 3654.696484 = -223962.916261 nChanged 124 SP:Iteration 2F (18669.700000 sec): 3 clusters Score: Raw -227764.402008 + Penalty 3654.696484 = -224109.705524 nChanged 73 SP:Iteration 3Q (18669.700000 sec): 3 clusters Score: Raw -227862.818009 + Penalty 3654.696484 = -224208.121525 nChanged 55 SP:Iteration 4Q (18669.710000 sec): 3 clusters Score: Raw -227926.637333 + Penalty 3654.696484 = -224271.940849 nChanged 49 SP:Iteration 5Q (18669.720000 sec): 3 clusters Score: Raw -227984.590793 + Penalty 3654.696484 = -224329.894309 nChanged 35 SP:Iteration 6Q (18669.720000 sec): 3 clusters Score: Raw -228018.035260 + Penalty 3654.696484 = -224363.338776 nChanged 18 SP:Iteration 7Q (18669.730000 sec): 3 clusters Score: Raw -228038.024970 + Penalty 3654.696484 = -224383.328485 nChanged 20 SP:Iteration 8Q (18669.740000 sec): 3 clusters Score: Raw -228061.765779 + Penalty 3654.696484 = -224407.069294 nChanged 13 SP:Iteration 9Q (18669.740000 sec): 3 clusters Score: Raw -228070.924835 + Penalty 3654.696484 = -224416.228350 nChanged 12 SP:Iteration 10Q (18669.750000 sec): 3 clusters Score: Raw -228082.860664 + Penalty 3654.696484 = -224428.164179 nChanged 6 SP:Iteration 11Q (18669.750000 sec): 3 clusters Score: Raw -228088.730540 + Penalty 3654.696484 = -224434.034056 nChanged 9 SP:Iteration 12Q (18669.760000 sec): 3 clusters Score: Raw -228102.693775 + Penalty 3654.696484 = -224447.997291 nChanged 10 SP:Iteration 13Q (18669.760000 sec): 3 clusters Score: Raw -228112.980100 + Penalty 3654.696484 = -224458.283615 nChanged 9 SP:Iteration 14Q (18669.770000 sec): 3 clusters Score: Raw -228119.914534 + Penalty 3654.696484 = -224465.218049 nChanged 10 SP:Iteration 15Q (18669.780000 sec): 3 clusters Score: Raw -228129.205247 + Penalty 3654.696484 = -224474.508762 nChanged 11 SP:Iteration 16Q (18669.780000 sec): 3 clusters Score: Raw -228136.677527 + Penalty 3654.696484 = -224481.981042 nChanged 5 SP:Iteration 17Q (18669.790000 sec): 3 clusters Score: Raw -228140.926917 + Penalty 3654.696484 = -224486.230432 nChanged 4 SP:Iteration 18Q (18669.800000 sec): 3 clusters Score: Raw -228148.351535 + Penalty 3654.696484 = -224493.655051 nChanged 7 SP:Iteration 19Q (18669.800000 sec): 3 clusters Score: Raw -228158.926285 + Penalty 3654.696484 = -224504.229800 nChanged 8 SP:Iteration 20F (18669.810000 sec): 3 clusters Score: Raw -228167.610790 + Penalty 3654.696484 = -224512.914306 nChanged 4 SP:Iteration 21Q (18669.810000 sec): 3 clusters Score: Raw -228171.039998 + Penalty 3654.696484 = -224516.343513 nChanged 4 SP:Iteration 22Q (18669.820000 sec): 3 clusters Score: Raw -228174.446697 + Penalty 3654.696484 = -224519.750213 nChanged 5 SP:Iteration 23Q (18669.820000 sec): 3 clusters Score: Raw -228177.185099 + Penalty 3654.696484 = -224522.488615 nChanged 3 SP:Iteration 24Q (18669.830000 sec): 3 clusters Score: Raw -228178.985191 + Penalty 3654.696484 = -224524.288707 nChanged 0 SP:Iteration 25F (18669.840000 sec): 3 clusters Score: Raw -228178.985191 + Penalty 3654.696484 = -224524.288707 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 4 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18669.840000 sec): 2 clusters Score: Raw -72896.426781 + Penalty 1537.726275 = -71358.700506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18669.840000 sec): 3 clusters Score: Raw -72878.356478 + Penalty 3075.452550 = -69802.903927 nChanged 107 SP:Iteration 1F (18669.850000 sec): 3 clusters Score: Raw -73101.523236 + Penalty 3075.452550 = -70026.070685 nChanged 22 SP:Iteration 2Q (18669.850000 sec): 3 clusters Score: Raw -73160.661176 + Penalty 3075.452550 = -70085.208626 nChanged 16 SP:Iteration 3Q (18669.850000 sec): 3 clusters Score: Raw -73214.680122 + Penalty 3075.452550 = -70139.227572 nChanged 9 SP:Iteration 4Q (18669.850000 sec): 3 clusters Score: Raw -73240.668283 + Penalty 3075.452550 = -70165.215732 nChanged 3 SP:Iteration 5Q (18669.860000 sec): 3 clusters Score: Raw -73247.086424 + Penalty 3075.452550 = -70171.633873 nChanged 2 SP:Iteration 6Q (18669.860000 sec): 3 clusters Score: Raw -73251.473304 + Penalty 3075.452550 = -70176.020754 nChanged 1 SP:Iteration 7Q (18669.860000 sec): 3 clusters Score: Raw -73255.751989 + Penalty 3075.452550 = -70180.299439 nChanged 0 SP:Iteration 8F (18669.860000 sec): 3 clusters Score: Raw -73255.751989 + Penalty 3075.452550 = -70180.299439 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 6 (13168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18669.920000 sec): 2 clusters Score: Raw -2119625.265707 + Penalty 2352.415141 = -2117272.850566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18669.970000 sec): 3 clusters Score: Raw -2112375.544695 + Penalty 4704.830282 = -2107670.714413 nChanged 5647 SP:Iteration 1F (18670.020000 sec): 3 clusters Score: Raw -2115433.934531 + Penalty 4704.830282 = -2110729.104249 nChanged 876 SP:Iteration 2F (18670.070000 sec): 3 clusters Score: Raw -2115954.806187 + Penalty 4704.830282 = -2111249.975905 nChanged 833 SP:Iteration 3F (18670.120000 sec): 3 clusters Score: Raw -2116614.614231 + Penalty 4704.830282 = -2111909.783949 nChanged 953 SP:Iteration 4F (18670.180000 sec): 3 clusters Score: Raw -2117475.579307 + Penalty 4704.830282 = -2112770.749025 nChanged 1031 SP:Iteration 5F (18670.230000 sec): 3 clusters Score: Raw -2118409.025545 + Penalty 4704.830282 = -2113704.195263 nChanged 998 SP:Iteration 6F (18670.280000 sec): 3 clusters Score: Raw -2119291.268071 + Penalty 4704.830282 = -2114586.437790 nChanged 810 SP:Iteration 7F (18670.340000 sec): 3 clusters Score: Raw -2119938.136246 + Penalty 4704.830282 = -2115233.305965 nChanged 585 SP:Iteration 8Q (18670.380000 sec): 3 clusters Score: Raw -2120354.793628 + Penalty 4704.830282 = -2115649.963346 nChanged 420 SP:Iteration 9Q (18670.440000 sec): 3 clusters Score: Raw -2120658.736686 + Penalty 4704.830282 = -2115953.906404 nChanged 288 SP:Iteration 10Q (18670.480000 sec): 3 clusters Score: Raw -2120889.115576 + Penalty 4704.830282 = -2116184.285294 nChanged 231 SP:Iteration 11Q (18670.540000 sec): 3 clusters Score: Raw -2121032.731016 + Penalty 4704.830282 = -2116327.900735 nChanged 166 SP:Iteration 12Q (18670.580000 sec): 3 clusters Score: Raw -2121132.766149 + Penalty 4704.830282 = -2116427.935867 nChanged 150 SP:Iteration 13Q (18670.630000 sec): 3 clusters Score: Raw -2121245.906975 + Penalty 4704.830282 = -2116541.076693 nChanged 124 SP:Iteration 14Q (18670.680000 sec): 3 clusters Score: Raw -2121358.689405 + Penalty 4704.830282 = -2116653.859123 nChanged 130 SP:Iteration 15Q (18670.720000 sec): 3 clusters Score: Raw -2121465.691508 + Penalty 4704.830282 = -2116760.861226 nChanged 127 SP:Iteration 16Q (18670.770000 sec): 3 clusters Score: Raw -2121562.800885 + Penalty 4704.830282 = -2116857.970603 nChanged 103 SP:Iteration 17Q (18670.810000 sec): 3 clusters Score: Raw -2121623.213139 + Penalty 4704.830282 = -2116918.382857 nChanged 83 SP:Iteration 18Q (18670.860000 sec): 3 clusters Score: Raw -2121669.568704 + Penalty 4704.830282 = -2116964.738423 nChanged 76 SP:Iteration 19Q (18670.900000 sec): 3 clusters Score: Raw -2121710.064552 + Penalty 4704.830282 = -2117005.234270 nChanged 55 SP:Iteration 20F (18670.950000 sec): 3 clusters Score: Raw -2121738.555807 + Penalty 4704.830282 = -2117033.725525 nChanged 59 SP:Iteration 21Q (18670.990000 sec): 3 clusters Score: Raw -2121763.314718 + Penalty 4704.830282 = -2117058.484436 nChanged 41 SP:Iteration 22Q (18671.040000 sec): 3 clusters Score: Raw -2121779.816480 + Penalty 4704.830282 = -2117074.986198 nChanged 32 SP:Iteration 23Q (18671.080000 sec): 3 clusters Score: Raw -2121788.150021 + Penalty 4704.830282 = -2117083.319739 nChanged 21 SP:Iteration 24Q (18671.120000 sec): 3 clusters Score: Raw -2121793.340324 + Penalty 4704.830282 = -2117088.510042 nChanged 19 SP:Iteration 25Q (18671.160000 sec): 3 clusters Score: Raw -2121800.618336 + Penalty 4704.830282 = -2117095.788054 nChanged 29 SP:Iteration 26Q (18671.200000 sec): 3 clusters Score: Raw -2121810.540106 + Penalty 4704.830282 = -2117105.709825 nChanged 23 SP:Iteration 27Q (18671.250000 sec): 3 clusters Score: Raw -2121817.795577 + Penalty 4704.830282 = -2117112.965296 nChanged 13 SP:Iteration 28Q (18671.290000 sec): 3 clusters Score: Raw -2121821.073728 + Penalty 4704.830282 = -2117116.243446 nChanged 9 SP:Iteration 29Q (18671.330000 sec): 3 clusters Score: Raw -2121823.568438 + Penalty 4704.830282 = -2117118.738156 nChanged 8 SP:Iteration 30Q (18671.370000 sec): 3 clusters Score: Raw -2121825.312139 + Penalty 4704.830282 = -2117120.481857 nChanged 9 SP:Iteration 31Q (18671.420000 sec): 3 clusters Score: Raw -2121827.282999 + Penalty 4704.830282 = -2117122.452717 nChanged 7 SP:Iteration 32Q (18671.460000 sec): 3 clusters Score: Raw -2121828.908548 + Penalty 4704.830282 = -2117124.078266 nChanged 7 SP:Iteration 33Q (18671.500000 sec): 3 clusters Score: Raw -2121830.366803 + Penalty 4704.830282 = -2117125.536522 nChanged 3 SP:Iteration 34Q (18671.540000 sec): 3 clusters Score: Raw -2121831.002276 + Penalty 4704.830282 = -2117126.171994 nChanged 4 SP:Iteration 35Q (18671.580000 sec): 3 clusters Score: Raw -2121831.814923 + Penalty 4704.830282 = -2117126.984641 nChanged 3 SP:Iteration 36Q (18671.620000 sec): 3 clusters Score: Raw -2121832.212572 + Penalty 4704.830282 = -2117127.382291 nChanged 3 SP:Iteration 37Q (18671.660000 sec): 3 clusters Score: Raw -2121832.647502 + Penalty 4704.830282 = -2117127.817220 nChanged 1 SP:Iteration 38Q (18671.700000 sec): 3 clusters Score: Raw -2121832.946280 + Penalty 4704.830282 = -2117128.115998 nChanged 1 SP:Iteration 39Q (18671.750000 sec): 3 clusters Score: Raw -2121833.136263 + Penalty 4704.830282 = -2117128.305981 nChanged 1 SP:Iteration 40F (18671.800000 sec): 3 clusters Score: Raw -2121833.269748 + Penalty 4704.830282 = -2117128.439467 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 7 (15748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18671.860000 sec): 2 clusters Score: Raw -2434028.257851 + Penalty 2396.788226 = -2431631.469626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18671.920000 sec): 3 clusters Score: Raw -2425196.088172 + Penalty 4793.576451 = -2420402.511721 nChanged 6764 SP:Iteration 1F (18671.980000 sec): 3 clusters Score: Raw -2429045.169715 + Penalty 4793.576451 = -2424251.593264 nChanged 1038 SP:Iteration 2F (18672.050000 sec): 3 clusters Score: Raw -2429548.402739 + Penalty 4793.576451 = -2424754.826287 nChanged 909 SP:Iteration 3F (18672.110000 sec): 3 clusters Score: Raw -2430018.263879 + Penalty 4793.576451 = -2425224.687427 nChanged 798 SP:Iteration 4F (18672.170000 sec): 3 clusters Score: Raw -2430413.236643 + Penalty 4793.576451 = -2425619.660192 nChanged 772 SP:Iteration 5Q (18672.240000 sec): 3 clusters Score: Raw -2430835.923132 + Penalty 4793.576451 = -2426042.346681 nChanged 760 SP:Iteration 6Q (18672.300000 sec): 3 clusters Score: Raw -2431296.660740 + Penalty 4793.576451 = -2426503.084289 nChanged 762 SP:Iteration 7Q (18672.360000 sec): 3 clusters Score: Raw -2431780.454194 + Penalty 4793.576451 = -2426986.877742 nChanged 687 SP:Iteration 8Q (18672.420000 sec): 3 clusters Score: Raw -2432174.487678 + Penalty 4793.576451 = -2427380.911227 nChanged 577 SP:Iteration 9Q (18672.490000 sec): 3 clusters Score: Raw -2432516.676289 + Penalty 4793.576451 = -2427723.099838 nChanged 562 SP:Iteration 10Q (18672.550000 sec): 3 clusters Score: Raw -2432842.760951 + Penalty 4793.576451 = -2428049.184500 nChanged 502 SP:Iteration 11Q (18672.610000 sec): 3 clusters Score: Raw -2433110.029022 + Penalty 4793.576451 = -2428316.452571 nChanged 395 SP:Iteration 12Q (18672.670000 sec): 3 clusters Score: Raw -2433310.545141 + Penalty 4793.576451 = -2428516.968690 nChanged 330 SP:Iteration 13Q (18672.730000 sec): 3 clusters Score: Raw -2433458.710121 + Penalty 4793.576451 = -2428665.133669 nChanged 280 SP:Iteration 14Q (18672.790000 sec): 3 clusters Score: Raw -2433577.345950 + Penalty 4793.576451 = -2428783.769499 nChanged 273 SP:Iteration 15Q (18672.850000 sec): 3 clusters Score: Raw -2433689.992045 + Penalty 4793.576451 = -2428896.415594 nChanged 223 SP:Iteration 16Q (18672.900000 sec): 3 clusters Score: Raw -2433777.941109 + Penalty 4793.576451 = -2428984.364658 nChanged 223 SP:Iteration 17Q (18672.960000 sec): 3 clusters Score: Raw -2433870.527371 + Penalty 4793.576451 = -2429076.950919 nChanged 205 SP:Iteration 18Q (18673.020000 sec): 3 clusters Score: Raw -2433966.325062 + Penalty 4793.576451 = -2429172.748610 nChanged 206 SP:Iteration 19Q (18673.080000 sec): 3 clusters Score: Raw -2434050.466643 + Penalty 4793.576451 = -2429256.890192 nChanged 179 SP:Iteration 20F (18673.140000 sec): 3 clusters Score: Raw -2434124.980248 + Penalty 4793.576451 = -2429331.403796 nChanged 178 SP:Iteration 21Q (18673.200000 sec): 3 clusters Score: Raw -2434194.257586 + Penalty 4793.576451 = -2429400.681134 nChanged 142 SP:Iteration 22Q (18673.250000 sec): 3 clusters Score: Raw -2434240.902472 + Penalty 4793.576451 = -2429447.326021 nChanged 119 SP:Iteration 23Q (18673.310000 sec): 3 clusters Score: Raw -2434287.663499 + Penalty 4793.576451 = -2429494.087048 nChanged 130 SP:Iteration 24Q (18673.360000 sec): 3 clusters Score: Raw -2434336.017924 + Penalty 4793.576451 = -2429542.441473 nChanged 128 SP:Iteration 25Q (18673.420000 sec): 3 clusters Score: Raw -2434380.106348 + Penalty 4793.576451 = -2429586.529896 nChanged 113 SP:Iteration 26Q (18673.480000 sec): 3 clusters Score: Raw -2434427.337162 + Penalty 4793.576451 = -2429633.760710 nChanged 127 SP:Iteration 27Q (18673.530000 sec): 3 clusters Score: Raw -2434478.389825 + Penalty 4793.576451 = -2429684.813374 nChanged 116 SP:Iteration 28Q (18673.580000 sec): 3 clusters Score: Raw -2434527.489313 + Penalty 4793.576451 = -2429733.912862 nChanged 98 SP:Iteration 29Q (18673.640000 sec): 3 clusters Score: Raw -2434560.574365 + Penalty 4793.576451 = -2429766.997913 nChanged 63 SP:Iteration 30Q (18673.690000 sec): 3 clusters Score: Raw -2434576.121065 + Penalty 4793.576451 = -2429782.544614 nChanged 50 SP:Iteration 31Q (18673.750000 sec): 3 clusters Score: Raw -2434590.548683 + Penalty 4793.576451 = -2429796.972232 nChanged 59 SP:Iteration 32Q (18673.800000 sec): 3 clusters Score: Raw -2434606.805429 + Penalty 4793.576451 = -2429813.228978 nChanged 42 SP:Iteration 33Q (18673.850000 sec): 3 clusters Score: Raw -2434622.295801 + Penalty 4793.576451 = -2429828.719350 nChanged 50 SP:Iteration 34Q (18673.910000 sec): 3 clusters Score: Raw -2434638.050196 + Penalty 4793.576451 = -2429844.473744 nChanged 38 SP:Iteration 35Q (18673.960000 sec): 3 clusters Score: Raw -2434652.987602 + Penalty 4793.576451 = -2429859.411150 nChanged 43 SP:Iteration 36Q (18674.010000 sec): 3 clusters Score: Raw -2434669.298974 + Penalty 4793.576451 = -2429875.722523 nChanged 40 SP:Iteration 37Q (18674.070000 sec): 3 clusters Score: Raw -2434679.629833 + Penalty 4793.576451 = -2429886.053381 nChanged 28 SP:Iteration 38Q (18674.120000 sec): 3 clusters Score: Raw -2434686.365001 + Penalty 4793.576451 = -2429892.788549 nChanged 26 SP:Iteration 39Q (18674.170000 sec): 3 clusters Score: Raw -2434693.089313 + Penalty 4793.576451 = -2429899.512862 nChanged 29 SP:Iteration 40F (18674.230000 sec): 3 clusters Score: Raw -2434703.164939 + Penalty 4793.576451 = -2429909.588488 nChanged 20 SP:Iteration 41Q (18674.290000 sec): 3 clusters Score: Raw -2434708.229218 + Penalty 4793.576451 = -2429914.652767 nChanged 17 SP:Iteration 42Q (18674.340000 sec): 3 clusters Score: Raw -2434712.058723 + Penalty 4793.576451 = -2429918.482272 nChanged 14 SP:Iteration 43Q (18674.390000 sec): 3 clusters Score: Raw -2434714.954701 + Penalty 4793.576451 = -2429921.378249 nChanged 14 SP:Iteration 44Q (18674.440000 sec): 3 clusters Score: Raw -2434718.105505 + Penalty 4793.576451 = -2429924.529054 nChanged 13 SP:Iteration 45Q (18674.500000 sec): 3 clusters Score: Raw -2434722.821739 + Penalty 4793.576451 = -2429929.245287 nChanged 23 SP:Iteration 46Q (18674.550000 sec): 3 clusters Score: Raw -2434729.163972 + Penalty 4793.576451 = -2429935.587521 nChanged 18 SP:Iteration 47Q (18674.600000 sec): 3 clusters Score: Raw -2434733.968399 + Penalty 4793.576451 = -2429940.391948 nChanged 15 SP:Iteration 48Q (18674.660000 sec): 3 clusters Score: Raw -2434737.929579 + Penalty 4793.576451 = -2429944.353127 nChanged 15 SP:Iteration 49Q (18674.710000 sec): 3 clusters Score: Raw -2434741.979501 + Penalty 4793.576451 = -2429948.403050 nChanged 13 SP:Iteration 50Q (18674.760000 sec): 3 clusters Score: Raw -2434744.672478 + Penalty 4793.576451 = -2429951.096027 nChanged 9 SP:Iteration 51Q (18674.810000 sec): 3 clusters Score: Raw -2434747.382574 + Penalty 4793.576451 = -2429953.806123 nChanged 8 SP:Iteration 52Q (18674.860000 sec): 3 clusters Score: Raw -2434749.032273 + Penalty 4793.576451 = -2429955.455821 nChanged 12 SP:Iteration 53Q (18674.920000 sec): 3 clusters Score: Raw -2434751.666526 + Penalty 4793.576451 = -2429958.090075 nChanged 11 SP:Iteration 54Q (18674.970000 sec): 3 clusters Score: Raw -2434753.529560 + Penalty 4793.576451 = -2429959.953108 nChanged 9 SP:Iteration 55Q (18675.020000 sec): 3 clusters Score: Raw -2434755.241838 + Penalty 4793.576451 = -2429961.665386 nChanged 8 SP:Iteration 56Q (18675.070000 sec): 3 clusters Score: Raw -2434756.514670 + Penalty 4793.576451 = -2429962.938219 nChanged 7 SP:Iteration 57Q (18675.120000 sec): 3 clusters Score: Raw -2434758.089226 + Penalty 4793.576451 = -2429964.512774 nChanged 14 SP:Iteration 58Q (18675.180000 sec): 3 clusters Score: Raw -2434761.090428 + Penalty 4793.576451 = -2429967.513976 nChanged 9 SP:Iteration 59Q (18675.230000 sec): 3 clusters Score: Raw -2434763.396111 + Penalty 4793.576451 = -2429969.819659 nChanged 10 SP:Iteration 60F (18675.290000 sec): 3 clusters Score: Raw -2434765.844348 + Penalty 4793.576451 = -2429972.267897 nChanged 6 SP:Iteration 61Q (18675.340000 sec): 3 clusters Score: Raw -2434766.802997 + Penalty 4793.576451 = -2429973.226546 nChanged 2 SP:Iteration 62Q (18675.390000 sec): 3 clusters Score: Raw -2434767.041552 + Penalty 4793.576451 = -2429973.465101 nChanged 1 SP:Iteration 63Q (18675.440000 sec): 3 clusters Score: Raw -2434767.191730 + Penalty 4793.576451 = -2429973.615278 nChanged 3 SP:Iteration 64Q (18675.500000 sec): 3 clusters Score: Raw -2434767.573105 + Penalty 4793.576451 = -2429973.996653 nChanged 2 SP:Iteration 65Q (18675.550000 sec): 3 clusters Score: Raw -2434767.844533 + Penalty 4793.576451 = -2429974.268082 nChanged 1 SP:Iteration 66Q (18675.600000 sec): 3 clusters Score: Raw -2434767.950940 + Penalty 4793.576451 = -2429974.374488 nChanged 0 SP:Iteration 67F (18675.660000 sec): 3 clusters Score: Raw -2434767.950940 + Penalty 4793.576451 = -2429974.374488 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 8 (3130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18675.690000 sec): 2 clusters Score: Raw -506096.618343 + Penalty 1996.099494 = -504100.518849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18675.700000 sec): 3 clusters Score: Raw -504761.481187 + Penalty 3992.198989 = -500769.282198 nChanged 1043 SP:Iteration 1F (18675.710000 sec): 3 clusters Score: Raw -505471.235136 + Penalty 3992.198989 = -501479.036147 nChanged 222 SP:Iteration 2F (18675.720000 sec): 3 clusters Score: Raw -505617.813323 + Penalty 3992.198989 = -501625.614334 nChanged 126 SP:Iteration 3Q (18675.740000 sec): 3 clusters Score: Raw -505705.168128 + Penalty 3992.198989 = -501712.969139 nChanged 81 SP:Iteration 4Q (18675.750000 sec): 3 clusters Score: Raw -505761.333834 + Penalty 3992.198989 = -501769.134845 nChanged 74 SP:Iteration 5Q (18675.760000 sec): 3 clusters Score: Raw -505795.821595 + Penalty 3992.198989 = -501803.622606 nChanged 42 SP:Iteration 6Q (18675.770000 sec): 3 clusters Score: Raw -505818.566744 + Penalty 3992.198989 = -501826.367756 nChanged 42 SP:Iteration 7Q (18675.780000 sec): 3 clusters Score: Raw -505839.692297 + Penalty 3992.198989 = -501847.493308 nChanged 29 SP:Iteration 8Q (18675.800000 sec): 3 clusters Score: Raw -505852.239976 + Penalty 3992.198989 = -501860.040988 nChanged 19 SP:Iteration 9Q (18675.810000 sec): 3 clusters Score: Raw -505861.846764 + Penalty 3992.198989 = -501869.647775 nChanged 17 SP:Iteration 10Q (18675.820000 sec): 3 clusters Score: Raw -505867.558378 + Penalty 3992.198989 = -501875.359389 nChanged 10 SP:Iteration 11Q (18675.840000 sec): 3 clusters Score: Raw -505870.683211 + Penalty 3992.198989 = -501878.484222 nChanged 5 SP:Iteration 12Q (18675.850000 sec): 3 clusters Score: Raw -505872.650090 + Penalty 3992.198989 = -501880.451102 nChanged 7 SP:Iteration 13Q (18675.860000 sec): 3 clusters Score: Raw -505876.498258 + Penalty 3992.198989 = -501884.299270 nChanged 15 SP:Iteration 14Q (18675.870000 sec): 3 clusters Score: Raw -505882.701783 + Penalty 3992.198989 = -501890.502795 nChanged 13 SP:Iteration 15Q (18675.880000 sec): 3 clusters Score: Raw -505888.952831 + Penalty 3992.198989 = -501896.753843 nChanged 18 SP:Iteration 16Q (18675.900000 sec): 3 clusters Score: Raw -505896.096377 + Penalty 3992.198989 = -501903.897388 nChanged 21 SP:Iteration 17Q (18675.910000 sec): 3 clusters Score: Raw -505905.278321 + Penalty 3992.198989 = -501913.079332 nChanged 20 SP:Iteration 18Q (18675.920000 sec): 3 clusters Score: Raw -505914.794250 + Penalty 3992.198989 = -501922.595261 nChanged 15 SP:Iteration 19Q (18675.930000 sec): 3 clusters Score: Raw -505921.659035 + Penalty 3992.198989 = -501929.460046 nChanged 14 SP:Iteration 20F (18675.950000 sec): 3 clusters Score: Raw -505925.615627 + Penalty 3992.198989 = -501933.416638 nChanged 6 SP:Iteration 21Q (18675.960000 sec): 3 clusters Score: Raw -505928.801330 + Penalty 3992.198989 = -501936.602342 nChanged 9 SP:Iteration 22Q (18675.970000 sec): 3 clusters Score: Raw -505933.309544 + Penalty 3992.198989 = -501941.110555 nChanged 9 SP:Iteration 23Q (18675.980000 sec): 3 clusters Score: Raw -505937.489253 + Penalty 3992.198989 = -501945.290264 nChanged 14 SP:Iteration 24Q (18676.000000 sec): 3 clusters Score: Raw -505942.403605 + Penalty 3992.198989 = -501950.204616 nChanged 8 SP:Iteration 25Q (18676.010000 sec): 3 clusters Score: Raw -505945.471190 + Penalty 3992.198989 = -501953.272201 nChanged 7 SP:Iteration 26Q (18676.020000 sec): 3 clusters Score: Raw -505947.172401 + Penalty 3992.198989 = -501954.973412 nChanged 3 SP:Iteration 27Q (18676.030000 sec): 3 clusters Score: Raw -505947.880967 + Penalty 3992.198989 = -501955.681979 nChanged 1 SP:Iteration 28Q (18676.040000 sec): 3 clusters Score: Raw -505948.324211 + Penalty 3992.198989 = -501956.125223 nChanged 1 SP:Iteration 29Q (18676.060000 sec): 3 clusters Score: Raw -505948.500453 + Penalty 3992.198989 = -501956.301465 nChanged 0 SP:Iteration 30F (18676.070000 sec): 3 clusters Score: Raw -505948.500453 + Penalty 3992.198989 = -501956.301465 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 9 (1020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18676.080000 sec): 2 clusters Score: Raw -165630.769240 + Penalty 1718.034361 = -163912.734879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18676.080000 sec): 3 clusters Score: Raw -165370.421153 + Penalty 3436.068722 = -161934.352431 nChanged 249 SP:Iteration 1F (18676.090000 sec): 3 clusters Score: Raw -165645.679356 + Penalty 3436.068722 = -162209.610635 nChanged 69 SP:Iteration 2F (18676.090000 sec): 3 clusters Score: Raw -165743.840654 + Penalty 3436.068722 = -162307.771933 nChanged 28 SP:Iteration 3Q (18676.100000 sec): 3 clusters Score: Raw -165781.247411 + Penalty 3436.068722 = -162345.178690 nChanged 10 SP:Iteration 4Q (18676.100000 sec): 3 clusters Score: Raw -165791.830102 + Penalty 3436.068722 = -162355.761380 nChanged 8 SP:Iteration 5Q (18676.100000 sec): 3 clusters Score: Raw -165802.746037 + Penalty 3436.068722 = -162366.677315 nChanged 4 SP:Iteration 6Q (18676.110000 sec): 3 clusters Score: Raw -165807.607191 + Penalty 3436.068722 = -162371.538470 nChanged 5 SP:Iteration 7Q (18676.110000 sec): 3 clusters Score: Raw -165812.965012 + Penalty 3436.068722 = -162376.896290 nChanged 4 SP:Iteration 8Q (18676.120000 sec): 3 clusters Score: Raw -165816.700510 + Penalty 3436.068722 = -162380.631788 nChanged 5 SP:Iteration 9Q (18676.120000 sec): 3 clusters Score: Raw -165822.529307 + Penalty 3436.068722 = -162386.460586 nChanged 2 SP:Iteration 10Q (18676.120000 sec): 3 clusters Score: Raw -165825.075720 + Penalty 3436.068722 = -162389.006998 nChanged 1 SP:Iteration 11Q (18676.130000 sec): 3 clusters Score: Raw -165826.452961 + Penalty 3436.068722 = -162390.384239 nChanged 1 SP:Iteration 12Q (18676.130000 sec): 3 clusters Score: Raw -165827.401667 + Penalty 3436.068722 = -162391.332945 nChanged 1 SP:Iteration 13Q (18676.140000 sec): 3 clusters Score: Raw -165827.909871 + Penalty 3436.068722 = -162391.841150 nChanged 0 SP:Iteration 14F (18676.140000 sec): 3 clusters Score: Raw -165827.909871 + Penalty 3436.068722 = -162391.841150 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 10 (5101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18676.160000 sec): 2 clusters Score: Raw -776855.388082 + Penalty 2117.223586 = -774738.164496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18676.180000 sec): 3 clusters Score: Raw -774497.318198 + Penalty 4234.447171 = -770262.871027 nChanged 1907 SP:Iteration 1F (18676.200000 sec): 3 clusters Score: Raw -775664.819052 + Penalty 4234.447171 = -771430.371881 nChanged 390 SP:Iteration 2F (18676.220000 sec): 3 clusters Score: Raw -775963.025153 + Penalty 4234.447171 = -771728.577981 nChanged 314 SP:Iteration 3F (18676.240000 sec): 3 clusters Score: Raw -776232.459673 + Penalty 4234.447171 = -771998.012501 nChanged 297 SP:Iteration 4F (18676.270000 sec): 3 clusters Score: Raw -776515.246780 + Penalty 4234.447171 = -772280.799609 nChanged 271 SP:Iteration 5F (18676.290000 sec): 3 clusters Score: Raw -776800.282339 + Penalty 4234.447171 = -772565.835168 nChanged 271 SP:Iteration 6F (18676.310000 sec): 3 clusters Score: Raw -777069.458964 + Penalty 4234.447171 = -772835.011793 nChanged 252 SP:Iteration 7Q (18676.330000 sec): 3 clusters Score: Raw -777284.916237 + Penalty 4234.447171 = -773050.469066 nChanged 232 SP:Iteration 8Q (18676.350000 sec): 3 clusters Score: Raw -777455.704056 + Penalty 4234.447171 = -773221.256885 nChanged 176 SP:Iteration 9Q (18676.360000 sec): 3 clusters Score: Raw -777572.624935 + Penalty 4234.447171 = -773338.177763 nChanged 144 SP:Iteration 10Q (18676.380000 sec): 3 clusters Score: Raw -777655.064176 + Penalty 4234.447171 = -773420.617005 nChanged 101 SP:Iteration 11Q (18676.400000 sec): 3 clusters Score: Raw -777706.833625 + Penalty 4234.447171 = -773472.386454 nChanged 74 SP:Iteration 12Q (18676.420000 sec): 3 clusters Score: Raw -777737.644483 + Penalty 4234.447171 = -773503.197311 nChanged 57 SP:Iteration 13Q (18676.440000 sec): 3 clusters Score: Raw -777762.462347 + Penalty 4234.447171 = -773528.015176 nChanged 49 SP:Iteration 14Q (18676.460000 sec): 3 clusters Score: Raw -777782.324557 + Penalty 4234.447171 = -773547.877385 nChanged 43 SP:Iteration 15Q (18676.480000 sec): 3 clusters Score: Raw -777799.924115 + Penalty 4234.447171 = -773565.476944 nChanged 33 SP:Iteration 16Q (18676.500000 sec): 3 clusters Score: Raw -777812.656888 + Penalty 4234.447171 = -773578.209716 nChanged 31 SP:Iteration 17Q (18676.520000 sec): 3 clusters Score: Raw -777824.015960 + Penalty 4234.447171 = -773589.568788 nChanged 29 SP:Iteration 18Q (18676.540000 sec): 3 clusters Score: Raw -777834.910411 + Penalty 4234.447171 = -773600.463240 nChanged 34 SP:Iteration 19Q (18676.560000 sec): 3 clusters Score: Raw -777848.686302 + Penalty 4234.447171 = -773614.239130 nChanged 31 SP:Iteration 20F (18676.580000 sec): 3 clusters Score: Raw -777861.198122 + Penalty 4234.447171 = -773626.750951 nChanged 32 SP:Iteration 21Q (18676.590000 sec): 3 clusters Score: Raw -777872.106288 + Penalty 4234.447171 = -773637.659117 nChanged 20 SP:Iteration 22Q (18676.610000 sec): 3 clusters Score: Raw -777878.600761 + Penalty 4234.447171 = -773644.153590 nChanged 14 SP:Iteration 23Q (18676.630000 sec): 3 clusters Score: Raw -777883.657671 + Penalty 4234.447171 = -773649.210499 nChanged 15 SP:Iteration 24Q (18676.650000 sec): 3 clusters Score: Raw -777889.077358 + Penalty 4234.447171 = -773654.630187 nChanged 14 SP:Iteration 25Q (18676.670000 sec): 3 clusters Score: Raw -777893.892182 + Penalty 4234.447171 = -773659.445010 nChanged 19 SP:Iteration 26Q (18676.680000 sec): 3 clusters Score: Raw -777900.739727 + Penalty 4234.447171 = -773666.292556 nChanged 14 SP:Iteration 27Q (18676.700000 sec): 3 clusters Score: Raw -777904.838911 + Penalty 4234.447171 = -773670.391740 nChanged 12 SP:Iteration 28Q (18676.720000 sec): 3 clusters Score: Raw -777908.486214 + Penalty 4234.447171 = -773674.039043 nChanged 11 SP:Iteration 29Q (18676.740000 sec): 3 clusters Score: Raw -777911.942904 + Penalty 4234.447171 = -773677.495733 nChanged 6 SP:Iteration 30Q (18676.760000 sec): 3 clusters Score: Raw -777913.048188 + Penalty 4234.447171 = -773678.601016 nChanged 6 SP:Iteration 31Q (18676.780000 sec): 3 clusters Score: Raw -777914.558592 + Penalty 4234.447171 = -773680.111421 nChanged 7 SP:Iteration 32Q (18676.800000 sec): 3 clusters Score: Raw -777916.808092 + Penalty 4234.447171 = -773682.360921 nChanged 7 SP:Iteration 33Q (18676.820000 sec): 3 clusters Score: Raw -777919.250220 + Penalty 4234.447171 = -773684.803049 nChanged 4 SP:Iteration 34Q (18676.840000 sec): 3 clusters Score: Raw -777920.387947 + Penalty 4234.447171 = -773685.940775 nChanged 2 SP:Iteration 35Q (18676.850000 sec): 3 clusters Score: Raw -777920.790622 + Penalty 4234.447171 = -773686.343451 nChanged 2 SP:Iteration 36Q (18676.870000 sec): 3 clusters Score: Raw -777921.257683 + Penalty 4234.447171 = -773686.810511 nChanged 3 SP:Iteration 37Q (18676.890000 sec): 3 clusters Score: Raw -777922.188018 + Penalty 4234.447171 = -773687.740847 nChanged 3 SP:Iteration 38Q (18676.910000 sec): 3 clusters Score: Raw -777922.846296 + Penalty 4234.447171 = -773688.399124 nChanged 3 SP:Iteration 39Q (18676.930000 sec): 3 clusters Score: Raw -777923.752161 + Penalty 4234.447171 = -773689.304990 nChanged 2 SP:Iteration 40F (18676.950000 sec): 3 clusters Score: Raw -777924.398392 + Penalty 4234.447171 = -773689.951220 nChanged 2 SP:Iteration 41Q (18676.960000 sec): 3 clusters Score: Raw -777924.931513 + Penalty 4234.447171 = -773690.484341 nChanged 3 SP:Iteration 42Q (18676.980000 sec): 3 clusters Score: Raw -777925.729412 + Penalty 4234.447171 = -773691.282240 nChanged 4 SP:Iteration 43Q (18677.000000 sec): 3 clusters Score: Raw -777927.302275 + Penalty 4234.447171 = -773692.855103 nChanged 4 SP:Iteration 44Q (18677.020000 sec): 3 clusters Score: Raw -777928.657403 + Penalty 4234.447171 = -773694.210232 nChanged 4 SP:Iteration 45Q (18677.040000 sec): 3 clusters Score: Raw -777929.799316 + Penalty 4234.447171 = -773695.352144 nChanged 2 SP:Iteration 46Q (18677.060000 sec): 3 clusters Score: Raw -777930.077698 + Penalty 4234.447171 = -773695.630526 nChanged 1 SP:Iteration 47Q (18677.080000 sec): 3 clusters Score: Raw -777930.227317 + Penalty 4234.447171 = -773695.780145 nChanged 1 SP:Iteration 48Q (18677.100000 sec): 3 clusters Score: Raw -777930.343010 + Penalty 4234.447171 = -773695.895839 nChanged 0 SP:Iteration 49F (18677.120000 sec): 3 clusters Score: Raw -777930.343010 + Penalty 4234.447171 = -773695.895839 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 11 (848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18677.120000 sec): 2 clusters Score: Raw -133478.863663 + Penalty 1672.234398 = -131806.629266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18677.130000 sec): 3 clusters Score: Raw -133362.355225 + Penalty 3344.468795 = -130017.886429 nChanged 194 SP:Iteration 1F (18677.130000 sec): 3 clusters Score: Raw -133584.980920 + Penalty 3344.468795 = -130240.512124 nChanged 39 SP:Iteration 2Q (18677.140000 sec): 3 clusters Score: Raw -133640.593363 + Penalty 3344.468795 = -130296.124568 nChanged 27 SP:Iteration 3Q (18677.140000 sec): 3 clusters Score: Raw -133681.323871 + Penalty 3344.468795 = -130336.855076 nChanged 16 SP:Iteration 4Q (18677.140000 sec): 3 clusters Score: Raw -133703.232256 + Penalty 3344.468795 = -130358.763461 nChanged 13 SP:Iteration 5Q (18677.150000 sec): 3 clusters Score: Raw -133719.231886 + Penalty 3344.468795 = -130374.763091 nChanged 9 SP:Iteration 6Q (18677.150000 sec): 3 clusters Score: Raw -133734.320018 + Penalty 3344.468795 = -130389.851222 nChanged 8 SP:Iteration 7Q (18677.150000 sec): 3 clusters Score: Raw -133749.509317 + Penalty 3344.468795 = -130405.040522 nChanged 5 SP:Iteration 8Q (18677.160000 sec): 3 clusters Score: Raw -133757.057027 + Penalty 3344.468795 = -130412.588231 nChanged 3 SP:Iteration 9Q (18677.160000 sec): 3 clusters Score: Raw -133760.082701 + Penalty 3344.468795 = -130415.613906 nChanged 2 SP:Iteration 10Q (18677.160000 sec): 3 clusters Score: Raw -133761.837687 + Penalty 3344.468795 = -130417.368892 nChanged 3 SP:Iteration 11Q (18677.170000 sec): 3 clusters Score: Raw -133766.428439 + Penalty 3344.468795 = -130421.959644 nChanged 5 SP:Iteration 12Q (18677.170000 sec): 3 clusters Score: Raw -133771.121139 + Penalty 3344.468795 = -130426.652343 nChanged 1 SP:Iteration 13Q (18677.170000 sec): 3 clusters Score: Raw -133772.635137 + Penalty 3344.468795 = -130428.166341 nChanged 2 SP:Iteration 14Q (18677.180000 sec): 3 clusters Score: Raw -133773.422681 + Penalty 3344.468795 = -130428.953886 nChanged 0 SP:Iteration 15F (18677.180000 sec): 3 clusters Score: Raw -133773.422681 + Penalty 3344.468795 = -130428.953886 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 12 (626862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18679.640000 sec): 2 clusters Score: Raw -99764202.039611 + Penalty 3310.423462 = -99760891.616150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18682.340000 sec): 3 clusters Score: Raw -99343098.545051 + Penalty 6620.846923 = -99336477.698128 nChanged 306782 SP:Iteration 1F (18685.040000 sec): 3 clusters Score: Raw -99527059.183258 + Penalty 6620.846923 = -99520438.336335 nChanged 13024 SP:Iteration 2Q (18687.800000 sec): 3 clusters Score: Raw -99529100.892938 + Penalty 6620.846923 = -99522480.046015 nChanged 14921 SP:Iteration 3Q (18690.560000 sec): 3 clusters Score: Raw -99532017.666542 + Penalty 6620.846923 = -99525396.819619 nChanged 18659 SP:Iteration 4Q (18693.310000 sec): 3 clusters Score: Raw -99536952.799242 + Penalty 6620.846923 = -99530331.952319 nChanged 24565 SP:Iteration 5Q (18696.060000 sec): 3 clusters Score: Raw -99545826.885070 + Penalty 6620.846923 = -99539206.038147 nChanged 33089 SP:Iteration 6F (18698.740000 sec): 3 clusters Score: Raw -99562382.671458 + Penalty 6620.846923 = -99555761.824535 nChanged 42756 SP:Iteration 7F (18701.440000 sec): 3 clusters Score: Raw -99590316.106588 + Penalty 6620.846923 = -99583695.259665 nChanged 49807 SP:Iteration 8F (18704.110000 sec): 3 clusters Score: Raw -99629681.911814 + Penalty 6620.846923 = -99623061.064891 nChanged 48154 SP:Iteration 9F (18706.770000 sec): 3 clusters Score: Raw -99671285.121666 + Penalty 6620.846923 = -99664664.274743 nChanged 37559 SP:Iteration 10F (18709.430000 sec): 3 clusters Score: Raw -99704925.293620 + Penalty 6620.846923 = -99698304.446697 nChanged 25249 SP:Iteration 11Q (18712.000000 sec): 3 clusters Score: Raw -99727647.375423 + Penalty 6620.846923 = -99721026.528500 nChanged 15861 SP:Iteration 12Q (18714.370000 sec): 3 clusters Score: Raw -99742162.702819 + Penalty 6620.846923 = -99735541.855896 nChanged 9549 SP:Iteration 13Q (18716.540000 sec): 3 clusters Score: Raw -99751202.768470 + Penalty 6620.846923 = -99744581.921547 nChanged 5810 SP:Iteration 14Q (18718.580000 sec): 3 clusters Score: Raw -99756519.359225 + Penalty 6620.846923 = -99749898.512302 nChanged 3668 SP:Iteration 15Q (18720.570000 sec): 3 clusters Score: Raw -99759379.925348 + Penalty 6620.846923 = -99752759.078425 nChanged 2530 SP:Iteration 16Q (18722.510000 sec): 3 clusters Score: Raw -99761078.142977 + Penalty 6620.846923 = -99754457.296054 nChanged 1856 SP:Iteration 17Q (18724.450000 sec): 3 clusters Score: Raw -99762190.976034 + Penalty 6620.846923 = -99755570.129111 nChanged 1420 SP:Iteration 18Q (18726.370000 sec): 3 clusters Score: Raw -99762925.347989 + Penalty 6620.846923 = -99756304.501066 nChanged 1065 SP:Iteration 19Q (18728.300000 sec): 3 clusters Score: Raw -99763409.713241 + Penalty 6620.846923 = -99756788.866318 nChanged 886 SP:Iteration 20F (18730.950000 sec): 3 clusters Score: Raw -99763790.153134 + Penalty 6620.846923 = -99757169.306211 nChanged 783 SP:Iteration 21Q (18732.850000 sec): 3 clusters Score: Raw -99764116.147184 + Penalty 6620.846923 = -99757495.300261 nChanged 619 SP:Iteration 22Q (18734.760000 sec): 3 clusters Score: Raw -99764354.266952 + Penalty 6620.846923 = -99757733.420029 nChanged 503 SP:Iteration 23Q (18736.650000 sec): 3 clusters Score: Raw -99764553.241076 + Penalty 6620.846923 = -99757932.394153 nChanged 455 SP:Iteration 24Q (18738.550000 sec): 3 clusters Score: Raw -99764719.884401 + Penalty 6620.846923 = -99758099.037478 nChanged 388 SP:Iteration 25Q (18740.450000 sec): 3 clusters Score: Raw -99764860.557226 + Penalty 6620.846923 = -99758239.710303 nChanged 309 SP:Iteration 26Q (18742.340000 sec): 3 clusters Score: Raw -99764953.312691 + Penalty 6620.846923 = -99758332.465768 nChanged 255 SP:Iteration 27Q (18744.230000 sec): 3 clusters Score: Raw -99765024.123466 + Penalty 6620.846923 = -99758403.276543 nChanged 213 SP:Iteration 28Q (18746.120000 sec): 3 clusters Score: Raw -99765080.344256 + Penalty 6620.846923 = -99758459.497333 nChanged 198 SP:Iteration 29Q (18748.020000 sec): 3 clusters Score: Raw -99765131.751613 + Penalty 6620.846923 = -99758510.904690 nChanged 163 SP:Iteration 30Q (18749.900000 sec): 3 clusters Score: Raw -99765172.685155 + Penalty 6620.846923 = -99758551.838232 nChanged 141 SP:Iteration 31Q (18751.790000 sec): 3 clusters Score: Raw -99765204.703889 + Penalty 6620.846923 = -99758583.856966 nChanged 133 SP:Iteration 32Q (18753.680000 sec): 3 clusters Score: Raw -99765237.003399 + Penalty 6620.846923 = -99758616.156476 nChanged 124 SP:Iteration 33Q (18755.560000 sec): 3 clusters Score: Raw -99765265.030863 + Penalty 6620.846923 = -99758644.183940 nChanged 107 SP:Iteration 34Q (18757.450000 sec): 3 clusters Score: Raw -99765285.731253 + Penalty 6620.846923 = -99758664.884330 nChanged 83 SP:Iteration 35Q (18759.330000 sec): 3 clusters Score: Raw -99765301.537992 + Penalty 6620.846923 = -99758680.691069 nChanged 73 SP:Iteration 36Q (18761.210000 sec): 3 clusters Score: Raw -99765315.126897 + Penalty 6620.846923 = -99758694.279974 nChanged 68 SP:Iteration 37Q (18763.100000 sec): 3 clusters Score: Raw -99765328.434567 + Penalty 6620.846923 = -99758707.587644 nChanged 61 SP:Iteration 38Q (18764.980000 sec): 3 clusters Score: Raw -99765341.262623 + Penalty 6620.846923 = -99758720.415700 nChanged 70 SP:Iteration 39Q (18766.860000 sec): 3 clusters Score: Raw -99765355.889945 + Penalty 6620.846923 = -99758735.043022 nChanged 76 SP:Iteration 40F (18769.510000 sec): 3 clusters Score: Raw -99765371.260824 + Penalty 6620.846923 = -99758750.413901 nChanged 67 SP:Iteration 41Q (18771.390000 sec): 3 clusters Score: Raw -99765385.268842 + Penalty 6620.846923 = -99758764.421919 nChanged 74 SP:Iteration 42Q (18773.270000 sec): 3 clusters Score: Raw -99765400.866503 + Penalty 6620.846923 = -99758780.019580 nChanged 62 SP:Iteration 43Q (18775.150000 sec): 3 clusters Score: Raw -99765414.057657 + Penalty 6620.846923 = -99758793.210734 nChanged 58 SP:Iteration 44Q (18777.030000 sec): 3 clusters Score: Raw -99765425.582448 + Penalty 6620.846923 = -99758804.735525 nChanged 37 SP:Iteration 45Q (18778.910000 sec): 3 clusters Score: Raw -99765430.489476 + Penalty 6620.846923 = -99758809.642552 nChanged 27 SP:Iteration 46Q (18780.790000 sec): 3 clusters Score: Raw -99765433.408438 + Penalty 6620.846923 = -99758812.561515 nChanged 20 SP:Iteration 47Q (18782.670000 sec): 3 clusters Score: Raw -99765435.870653 + Penalty 6620.846923 = -99758815.023730 nChanged 16 SP:Iteration 48Q (18784.550000 sec): 3 clusters Score: Raw -99765437.951154 + Penalty 6620.846923 = -99758817.104231 nChanged 14 SP:Iteration 49Q (18786.430000 sec): 3 clusters Score: Raw -99765439.641604 + Penalty 6620.846923 = -99758818.794681 nChanged 11 SP:Iteration 50Q (18788.320000 sec): 3 clusters Score: Raw -99765440.828068 + Penalty 6620.846923 = -99758819.981145 nChanged 8 SP:Iteration 51Q (18790.200000 sec): 3 clusters Score: Raw -99765441.508364 + Penalty 6620.846923 = -99758820.661441 nChanged 6 SP:Iteration 52Q (18792.080000 sec): 3 clusters Score: Raw -99765442.113862 + Penalty 6620.846923 = -99758821.266938 nChanged 6 SP:Iteration 53Q (18793.960000 sec): 3 clusters Score: Raw -99765442.807677 + Penalty 6620.846923 = -99758821.960753 nChanged 7 SP:Iteration 54Q (18795.850000 sec): 3 clusters Score: Raw -99765443.692313 + Penalty 6620.846923 = -99758822.845390 nChanged 8 SP:Iteration 55Q (18797.730000 sec): 3 clusters Score: Raw -99765444.507447 + Penalty 6620.846923 = -99758823.660524 nChanged 8 SP:Iteration 56Q (18799.610000 sec): 3 clusters Score: Raw -99765445.240987 + Penalty 6620.846923 = -99758824.394064 nChanged 8 SP:Iteration 57Q (18801.490000 sec): 3 clusters Score: Raw -99765445.959089 + Penalty 6620.846923 = -99758825.112166 nChanged 3 SP:Iteration 58Q (18803.380000 sec): 3 clusters Score: Raw -99765446.482931 + Penalty 6620.846923 = -99758825.636008 nChanged 6 SP:Iteration 59Q (18805.250000 sec): 3 clusters Score: Raw -99765447.156680 + Penalty 6620.846923 = -99758826.309757 nChanged 6 SP:Iteration 60F (18807.900000 sec): 3 clusters Score: Raw -99765447.732061 + Penalty 6620.846923 = -99758826.885138 nChanged 1 SP:Iteration 61Q (18809.780000 sec): 3 clusters Score: Raw -99765447.791127 + Penalty 6620.846923 = -99758826.944204 nChanged 0 SP:Iteration 62F (18812.430000 sec): 3 clusters Score: Raw -99765447.791127 + Penalty 6620.846923 = -99758826.944204 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 13 (10402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18812.790000 sec): 2 clusters Score: Raw -1675228.169652 + Penalty 2293.938837 = -1672934.230815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18812.830000 sec): 3 clusters Score: Raw -1669527.211287 + Penalty 4587.877674 = -1664939.333614 nChanged 4351 SP:Iteration 1F (18812.870000 sec): 3 clusters Score: Raw -1671871.404416 + Penalty 4587.877674 = -1667283.526742 nChanged 707 SP:Iteration 2F (18812.910000 sec): 3 clusters Score: Raw -1672192.405173 + Penalty 4587.877674 = -1667604.527500 nChanged 517 SP:Iteration 3Q (18812.950000 sec): 3 clusters Score: Raw -1672434.745114 + Penalty 4587.877674 = -1667846.867441 nChanged 430 SP:Iteration 4Q (18812.990000 sec): 3 clusters Score: Raw -1672625.433138 + Penalty 4587.877674 = -1668037.555464 nChanged 383 SP:Iteration 5Q (18813.030000 sec): 3 clusters Score: Raw -1672809.877286 + Penalty 4587.877674 = -1668221.999613 nChanged 387 SP:Iteration 6Q (18813.070000 sec): 3 clusters Score: Raw -1673013.755282 + Penalty 4587.877674 = -1668425.877609 nChanged 388 SP:Iteration 7Q (18813.110000 sec): 3 clusters Score: Raw -1673241.689868 + Penalty 4587.877674 = -1668653.812194 nChanged 398 SP:Iteration 8Q (18813.160000 sec): 3 clusters Score: Raw -1673495.608211 + Penalty 4587.877674 = -1668907.730538 nChanged 404 SP:Iteration 9Q (18813.200000 sec): 3 clusters Score: Raw -1673758.473513 + Penalty 4587.877674 = -1669170.595839 nChanged 381 SP:Iteration 10Q (18813.240000 sec): 3 clusters Score: Raw -1674020.019360 + Penalty 4587.877674 = -1669432.141687 nChanged 363 SP:Iteration 11Q (18813.280000 sec): 3 clusters Score: Raw -1674270.482286 + Penalty 4587.877674 = -1669682.604613 nChanged 319 SP:Iteration 12Q (18813.310000 sec): 3 clusters Score: Raw -1674484.488151 + Penalty 4587.877674 = -1669896.610477 nChanged 281 SP:Iteration 13Q (18813.350000 sec): 3 clusters Score: Raw -1674670.614972 + Penalty 4587.877674 = -1670082.737299 nChanged 256 SP:Iteration 14Q (18813.390000 sec): 3 clusters Score: Raw -1674830.145614 + Penalty 4587.877674 = -1670242.267940 nChanged 204 SP:Iteration 15Q (18813.430000 sec): 3 clusters Score: Raw -1674956.178133 + Penalty 4587.877674 = -1670368.300460 nChanged 157 SP:Iteration 16Q (18813.460000 sec): 3 clusters Score: Raw -1675052.173529 + Penalty 4587.877674 = -1670464.295855 nChanged 136 SP:Iteration 17Q (18813.500000 sec): 3 clusters Score: Raw -1675132.726934 + Penalty 4587.877674 = -1670544.849261 nChanged 117 SP:Iteration 18Q (18813.530000 sec): 3 clusters Score: Raw -1675213.920830 + Penalty 4587.877674 = -1670626.043157 nChanged 102 SP:Iteration 19Q (18813.570000 sec): 3 clusters Score: Raw -1675271.979724 + Penalty 4587.877674 = -1670684.102050 nChanged 74 SP:Iteration 20F (18813.610000 sec): 3 clusters Score: Raw -1675311.900254 + Penalty 4587.877674 = -1670724.022580 nChanged 56 SP:Iteration 21Q (18813.650000 sec): 3 clusters Score: Raw -1675345.798687 + Penalty 4587.877674 = -1670757.921013 nChanged 45 SP:Iteration 22Q (18813.680000 sec): 3 clusters Score: Raw -1675371.121653 + Penalty 4587.877674 = -1670783.243979 nChanged 36 SP:Iteration 23Q (18813.710000 sec): 3 clusters Score: Raw -1675389.686047 + Penalty 4587.877674 = -1670801.808373 nChanged 23 SP:Iteration 24Q (18813.750000 sec): 3 clusters Score: Raw -1675403.763938 + Penalty 4587.877674 = -1670815.886264 nChanged 21 SP:Iteration 25Q (18813.780000 sec): 3 clusters Score: Raw -1675415.602640 + Penalty 4587.877674 = -1670827.724967 nChanged 22 SP:Iteration 26Q (18813.810000 sec): 3 clusters Score: Raw -1675427.750082 + Penalty 4587.877674 = -1670839.872408 nChanged 21 SP:Iteration 27Q (18813.840000 sec): 3 clusters Score: Raw -1675439.214138 + Penalty 4587.877674 = -1670851.336464 nChanged 18 SP:Iteration 28Q (18813.870000 sec): 3 clusters Score: Raw -1675448.648761 + Penalty 4587.877674 = -1670860.771088 nChanged 17 SP:Iteration 29Q (18813.910000 sec): 3 clusters Score: Raw -1675458.429564 + Penalty 4587.877674 = -1670870.551890 nChanged 14 SP:Iteration 30Q (18813.940000 sec): 3 clusters Score: Raw -1675466.991738 + Penalty 4587.877674 = -1670879.114065 nChanged 15 SP:Iteration 31Q (18813.970000 sec): 3 clusters Score: Raw -1675476.618409 + Penalty 4587.877674 = -1670888.740735 nChanged 13 SP:Iteration 32Q (18814.000000 sec): 3 clusters Score: Raw -1675487.342243 + Penalty 4587.877674 = -1670899.464570 nChanged 15 SP:Iteration 33Q (18814.030000 sec): 3 clusters Score: Raw -1675499.052935 + Penalty 4587.877674 = -1670911.175261 nChanged 22 SP:Iteration 34Q (18814.070000 sec): 3 clusters Score: Raw -1675512.518479 + Penalty 4587.877674 = -1670924.640806 nChanged 17 SP:Iteration 35Q (18814.100000 sec): 3 clusters Score: Raw -1675525.946725 + Penalty 4587.877674 = -1670938.069051 nChanged 19 SP:Iteration 36Q (18814.130000 sec): 3 clusters Score: Raw -1675538.601150 + Penalty 4587.877674 = -1670950.723476 nChanged 16 SP:Iteration 37Q (18814.170000 sec): 3 clusters Score: Raw -1675549.558144 + Penalty 4587.877674 = -1670961.680470 nChanged 9 SP:Iteration 38Q (18814.190000 sec): 3 clusters Score: Raw -1675555.898841 + Penalty 4587.877674 = -1670968.021167 nChanged 14 SP:Iteration 39Q (18814.230000 sec): 3 clusters Score: Raw -1675565.253690 + Penalty 4587.877674 = -1670977.376016 nChanged 9 SP:Iteration 40F (18814.270000 sec): 3 clusters Score: Raw -1675571.841595 + Penalty 4587.877674 = -1670983.963922 nChanged 4 SP:Iteration 41Q (18814.300000 sec): 3 clusters Score: Raw -1675573.209996 + Penalty 4587.877674 = -1670985.332323 nChanged 1 SP:Iteration 42Q (18814.330000 sec): 3 clusters Score: Raw -1675573.481135 + Penalty 4587.877674 = -1670985.603461 nChanged 0 SP:Iteration 43F (18814.370000 sec): 3 clusters Score: Raw -1675573.481135 + Penalty 4587.877674 = -1670985.603461 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 14 (56807 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18814.600000 sec): 2 clusters Score: Raw -8694953.677868 + Penalty 2714.958879 = -8692238.718988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18814.830000 sec): 3 clusters Score: Raw -8659523.612330 + Penalty 5429.917759 = -8654093.694571 nChanged 26327 SP:Iteration 1F (18815.070000 sec): 3 clusters Score: Raw -8674462.519295 + Penalty 5429.917759 = -8669032.601536 nChanged 2329 SP:Iteration 2Q (18815.310000 sec): 3 clusters Score: Raw -8675188.627583 + Penalty 5429.917759 = -8669758.709824 nChanged 2409 SP:Iteration 3Q (18815.540000 sec): 3 clusters Score: Raw -8676036.603154 + Penalty 5429.917759 = -8670606.685395 nChanged 2590 SP:Iteration 4Q (18815.780000 sec): 3 clusters Score: Raw -8677080.844996 + Penalty 5429.917759 = -8671650.927237 nChanged 2909 SP:Iteration 5F (18816.020000 sec): 3 clusters Score: Raw -8678550.007364 + Penalty 5429.917759 = -8673120.089605 nChanged 3391 SP:Iteration 6F (18816.250000 sec): 3 clusters Score: Raw -8680725.420096 + Penalty 5429.917759 = -8675295.502337 nChanged 3835 SP:Iteration 7F (18816.480000 sec): 3 clusters Score: Raw -8683667.483511 + Penalty 5429.917759 = -8678237.565752 nChanged 3887 SP:Iteration 8F (18816.720000 sec): 3 clusters Score: Raw -8687091.447377 + Penalty 5429.917759 = -8681661.529618 nChanged 3276 SP:Iteration 9F (18816.950000 sec): 3 clusters Score: Raw -8690123.641477 + Penalty 5429.917759 = -8684693.723718 nChanged 2285 SP:Iteration 10Q (18817.170000 sec): 3 clusters Score: Raw -8692178.166254 + Penalty 5429.917759 = -8686748.248495 nChanged 1460 SP:Iteration 11Q (18817.380000 sec): 3 clusters Score: Raw -8693323.788523 + Penalty 5429.917759 = -8687893.870764 nChanged 980 SP:Iteration 12Q (18817.570000 sec): 3 clusters Score: Raw -8693947.800907 + Penalty 5429.917759 = -8688517.883148 nChanged 639 SP:Iteration 13Q (18817.770000 sec): 3 clusters Score: Raw -8694266.023592 + Penalty 5429.917759 = -8688836.105833 nChanged 430 SP:Iteration 14Q (18817.950000 sec): 3 clusters Score: Raw -8694454.546740 + Penalty 5429.917759 = -8689024.628981 nChanged 341 SP:Iteration 15Q (18818.140000 sec): 3 clusters Score: Raw -8694599.941181 + Penalty 5429.917759 = -8689170.023422 nChanged 284 SP:Iteration 16Q (18818.320000 sec): 3 clusters Score: Raw -8694717.056132 + Penalty 5429.917759 = -8689287.138373 nChanged 225 SP:Iteration 17Q (18818.500000 sec): 3 clusters Score: Raw -8694808.053353 + Penalty 5429.917759 = -8689378.135594 nChanged 214 SP:Iteration 18Q (18818.670000 sec): 3 clusters Score: Raw -8694893.363587 + Penalty 5429.917759 = -8689463.445828 nChanged 183 SP:Iteration 19Q (18818.850000 sec): 3 clusters Score: Raw -8694964.891363 + Penalty 5429.917759 = -8689534.973604 nChanged 143 SP:Iteration 20F (18819.080000 sec): 3 clusters Score: Raw -8695009.355902 + Penalty 5429.917759 = -8689579.438143 nChanged 119 SP:Iteration 21Q (18819.260000 sec): 3 clusters Score: Raw -8695048.273655 + Penalty 5429.917759 = -8689618.355896 nChanged 115 SP:Iteration 22Q (18819.430000 sec): 3 clusters Score: Raw -8695084.230303 + Penalty 5429.917759 = -8689654.312544 nChanged 79 SP:Iteration 23Q (18819.610000 sec): 3 clusters Score: Raw -8695109.203918 + Penalty 5429.917759 = -8689679.286159 nChanged 80 SP:Iteration 24Q (18819.790000 sec): 3 clusters Score: Raw -8695133.072179 + Penalty 5429.917759 = -8689703.154420 nChanged 75 SP:Iteration 25Q (18819.960000 sec): 3 clusters Score: Raw -8695157.059441 + Penalty 5429.917759 = -8689727.141682 nChanged 78 SP:Iteration 26Q (18820.140000 sec): 3 clusters Score: Raw -8695183.955046 + Penalty 5429.917759 = -8689754.037287 nChanged 59 SP:Iteration 27Q (18820.310000 sec): 3 clusters Score: Raw -8695203.227552 + Penalty 5429.917759 = -8689773.309793 nChanged 67 SP:Iteration 28Q (18820.480000 sec): 3 clusters Score: Raw -8695226.219942 + Penalty 5429.917759 = -8689796.302183 nChanged 65 SP:Iteration 29Q (18820.650000 sec): 3 clusters Score: Raw -8695251.282260 + Penalty 5429.917759 = -8689821.364501 nChanged 74 SP:Iteration 30Q (18820.830000 sec): 3 clusters Score: Raw -8695275.915425 + Penalty 5429.917759 = -8689845.997666 nChanged 68 SP:Iteration 31Q (18820.990000 sec): 3 clusters Score: Raw -8695300.027959 + Penalty 5429.917759 = -8689870.110200 nChanged 71 SP:Iteration 32Q (18821.170000 sec): 3 clusters Score: Raw -8695325.534954 + Penalty 5429.917759 = -8689895.617195 nChanged 68 SP:Iteration 33Q (18821.340000 sec): 3 clusters Score: Raw -8695345.521305 + Penalty 5429.917759 = -8689915.603546 nChanged 52 SP:Iteration 34Q (18821.510000 sec): 3 clusters Score: Raw -8695362.388240 + Penalty 5429.917759 = -8689932.470481 nChanged 41 SP:Iteration 35Q (18821.680000 sec): 3 clusters Score: Raw -8695380.888625 + Penalty 5429.917759 = -8689950.970866 nChanged 48 SP:Iteration 36Q (18821.850000 sec): 3 clusters Score: Raw -8695404.755958 + Penalty 5429.917759 = -8689974.838199 nChanged 57 SP:Iteration 37Q (18822.020000 sec): 3 clusters Score: Raw -8695436.173695 + Penalty 5429.917759 = -8690006.255936 nChanged 59 SP:Iteration 38Q (18822.190000 sec): 3 clusters Score: Raw -8695465.730184 + Penalty 5429.917759 = -8690035.812426 nChanged 51 SP:Iteration 39Q (18822.360000 sec): 3 clusters Score: Raw -8695487.166179 + Penalty 5429.917759 = -8690057.248420 nChanged 49 SP:Iteration 40F (18822.590000 sec): 3 clusters Score: Raw -8695511.514625 + Penalty 5429.917759 = -8690081.596866 nChanged 54 SP:Iteration 41Q (18822.760000 sec): 3 clusters Score: Raw -8695540.129482 + Penalty 5429.917759 = -8690110.211723 nChanged 56 SP:Iteration 42Q (18822.930000 sec): 3 clusters Score: Raw -8695575.386792 + Penalty 5429.917759 = -8690145.469033 nChanged 68 SP:Iteration 43Q (18823.100000 sec): 3 clusters Score: Raw -8695606.113612 + Penalty 5429.917759 = -8690176.195853 nChanged 58 SP:Iteration 44Q (18823.270000 sec): 3 clusters Score: Raw -8695630.063606 + Penalty 5429.917759 = -8690200.145847 nChanged 44 SP:Iteration 45Q (18823.440000 sec): 3 clusters Score: Raw -8695647.745510 + Penalty 5429.917759 = -8690217.827751 nChanged 47 SP:Iteration 46Q (18823.610000 sec): 3 clusters Score: Raw -8695667.518900 + Penalty 5429.917759 = -8690237.601141 nChanged 60 SP:Iteration 47Q (18823.770000 sec): 3 clusters Score: Raw -8695693.539007 + Penalty 5429.917759 = -8690263.621248 nChanged 55 SP:Iteration 48Q (18823.940000 sec): 3 clusters Score: Raw -8695713.356794 + Penalty 5429.917759 = -8690283.439035 nChanged 49 SP:Iteration 49Q (18824.110000 sec): 3 clusters Score: Raw -8695733.945793 + Penalty 5429.917759 = -8690304.028034 nChanged 56 SP:Iteration 50Q (18824.280000 sec): 3 clusters Score: Raw -8695753.300551 + Penalty 5429.917759 = -8690323.382792 nChanged 42 SP:Iteration 51Q (18824.450000 sec): 3 clusters Score: Raw -8695768.785371 + Penalty 5429.917759 = -8690338.867612 nChanged 49 SP:Iteration 52Q (18824.620000 sec): 3 clusters Score: Raw -8695786.573551 + Penalty 5429.917759 = -8690356.655792 nChanged 49 SP:Iteration 53Q (18824.780000 sec): 3 clusters Score: Raw -8695804.770375 + Penalty 5429.917759 = -8690374.852616 nChanged 38 SP:Iteration 54Q (18824.950000 sec): 3 clusters Score: Raw -8695817.733870 + Penalty 5429.917759 = -8690387.816111 nChanged 39 SP:Iteration 55Q (18825.120000 sec): 3 clusters Score: Raw -8695830.568887 + Penalty 5429.917759 = -8690400.651128 nChanged 30 SP:Iteration 56Q (18825.290000 sec): 3 clusters Score: Raw -8695841.494578 + Penalty 5429.917759 = -8690411.576819 nChanged 24 SP:Iteration 57Q (18825.470000 sec): 3 clusters Score: Raw -8695849.168532 + Penalty 5429.917759 = -8690419.250773 nChanged 24 SP:Iteration 58Q (18825.630000 sec): 3 clusters Score: Raw -8695856.312749 + Penalty 5429.917759 = -8690426.394990 nChanged 25 SP:Iteration 59Q (18825.800000 sec): 3 clusters Score: Raw -8695862.996943 + Penalty 5429.917759 = -8690433.079184 nChanged 22 SP:Iteration 60F (18826.030000 sec): 3 clusters Score: Raw -8695869.094106 + Penalty 5429.917759 = -8690439.176347 nChanged 20 SP:Iteration 61Q (18826.200000 sec): 3 clusters Score: Raw -8695875.909655 + Penalty 5429.917759 = -8690445.991896 nChanged 18 SP:Iteration 62Q (18826.370000 sec): 3 clusters Score: Raw -8695881.997189 + Penalty 5429.917759 = -8690452.079430 nChanged 19 SP:Iteration 63Q (18826.530000 sec): 3 clusters Score: Raw -8695890.566901 + Penalty 5429.917759 = -8690460.649142 nChanged 31 SP:Iteration 64Q (18826.700000 sec): 3 clusters Score: Raw -8695900.333325 + Penalty 5429.917759 = -8690470.415566 nChanged 28 SP:Iteration 65Q (18826.870000 sec): 3 clusters Score: Raw -8695907.423007 + Penalty 5429.917759 = -8690477.505248 nChanged 16 SP:Iteration 66Q (18827.040000 sec): 3 clusters Score: Raw -8695911.169983 + Penalty 5429.917759 = -8690481.252224 nChanged 13 SP:Iteration 67Q (18827.210000 sec): 3 clusters Score: Raw -8695914.567608 + Penalty 5429.917759 = -8690484.649849 nChanged 14 SP:Iteration 68Q (18827.370000 sec): 3 clusters Score: Raw -8695918.595545 + Penalty 5429.917759 = -8690488.677786 nChanged 14 SP:Iteration 69Q (18827.550000 sec): 3 clusters Score: Raw -8695922.668717 + Penalty 5429.917759 = -8690492.750958 nChanged 17 SP:Iteration 70Q (18827.710000 sec): 3 clusters Score: Raw -8695926.692215 + Penalty 5429.917759 = -8690496.774456 nChanged 14 SP:Iteration 71Q (18827.880000 sec): 3 clusters Score: Raw -8695931.379385 + Penalty 5429.917759 = -8690501.461626 nChanged 16 SP:Iteration 72Q (18828.050000 sec): 3 clusters Score: Raw -8695935.018285 + Penalty 5429.917759 = -8690505.100526 nChanged 7 SP:Iteration 73Q (18828.220000 sec): 3 clusters Score: Raw -8695936.873038 + Penalty 5429.917759 = -8690506.955279 nChanged 10 SP:Iteration 74Q (18828.390000 sec): 3 clusters Score: Raw -8695939.144793 + Penalty 5429.917759 = -8690509.227034 nChanged 11 SP:Iteration 75Q (18828.550000 sec): 3 clusters Score: Raw -8695942.821038 + Penalty 5429.917759 = -8690512.903279 nChanged 15 SP:Iteration 76Q (18828.720000 sec): 3 clusters Score: Raw -8695946.036197 + Penalty 5429.917759 = -8690516.118438 nChanged 3 SP:Iteration 77Q (18828.890000 sec): 3 clusters Score: Raw -8695946.661897 + Penalty 5429.917759 = -8690516.744139 nChanged 3 SP:Iteration 78Q (18829.050000 sec): 3 clusters Score: Raw -8695947.828725 + Penalty 5429.917759 = -8690517.910966 nChanged 3 SP:Iteration 79Q (18829.230000 sec): 3 clusters Score: Raw -8695948.673348 + Penalty 5429.917759 = -8690518.755590 nChanged 5 SP:Iteration 80F (18829.460000 sec): 3 clusters Score: Raw -8695949.470489 + Penalty 5429.917759 = -8690519.552730 nChanged 1 SP:Iteration 81Q (18829.630000 sec): 3 clusters Score: Raw -8695949.745350 + Penalty 5429.917759 = -8690519.827591 nChanged 2 SP:Iteration 82Q (18829.800000 sec): 3 clusters Score: Raw -8695950.424735 + Penalty 5429.917759 = -8690520.506976 nChanged 1 SP:Iteration 83Q (18829.960000 sec): 3 clusters Score: Raw -8695950.571825 + Penalty 5429.917759 = -8690520.654066 nChanged 1 SP:Iteration 84Q (18830.130000 sec): 3 clusters Score: Raw -8695950.738187 + Penalty 5429.917759 = -8690520.820428 nChanged 1 SP:Iteration 85Q (18830.300000 sec): 3 clusters Score: Raw -8695950.975699 + Penalty 5429.917759 = -8690521.057941 nChanged 1 SP:Iteration 86Q (18830.470000 sec): 3 clusters Score: Raw -8695951.131411 + Penalty 5429.917759 = -8690521.213652 nChanged 1 SP:Iteration 87Q (18830.640000 sec): 3 clusters Score: Raw -8695951.231478 + Penalty 5429.917759 = -8690521.313719 nChanged 0 SP:Iteration 88F (18830.870000 sec): 3 clusters Score: Raw -8695951.231478 + Penalty 5429.917759 = -8690521.313719 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 15 (23772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18830.980000 sec): 2 clusters Score: Raw -3614290.305116 + Penalty 2498.913397 = -3611791.391719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18831.080000 sec): 3 clusters Score: Raw -3600300.504619 + Penalty 4997.826793 = -3595302.677825 nChanged 10615 SP:Iteration 1F (18831.170000 sec): 3 clusters Score: Raw -3606122.291619 + Penalty 4997.826793 = -3601124.464825 nChanged 1351 SP:Iteration 2F (18831.270000 sec): 3 clusters Score: Raw -3606714.850974 + Penalty 4997.826793 = -3601717.024180 nChanged 1297 SP:Iteration 3F (18831.360000 sec): 3 clusters Score: Raw -3607346.572113 + Penalty 4997.826793 = -3602348.745320 nChanged 1318 SP:Iteration 4F (18831.460000 sec): 3 clusters Score: Raw -3608109.944546 + Penalty 4997.826793 = -3603112.117753 nChanged 1420 SP:Iteration 5F (18831.560000 sec): 3 clusters Score: Raw -3609092.630128 + Penalty 4997.826793 = -3604094.803334 nChanged 1508 SP:Iteration 6F (18831.650000 sec): 3 clusters Score: Raw -3610154.974486 + Penalty 4997.826793 = -3605157.147693 nChanged 1438 SP:Iteration 7F (18831.750000 sec): 3 clusters Score: Raw -3611154.623756 + Penalty 4997.826793 = -3606156.796962 nChanged 1326 SP:Iteration 8F (18831.840000 sec): 3 clusters Score: Raw -3611982.407600 + Penalty 4997.826793 = -3606984.580806 nChanged 1140 SP:Iteration 9Q (18831.940000 sec): 3 clusters Score: Raw -3612664.123188 + Penalty 4997.826793 = -3607666.296394 nChanged 969 SP:Iteration 10Q (18832.040000 sec): 3 clusters Score: Raw -3613189.620480 + Penalty 4997.826793 = -3608191.793687 nChanged 789 SP:Iteration 11Q (18832.130000 sec): 3 clusters Score: Raw -3613575.163083 + Penalty 4997.826793 = -3608577.336290 nChanged 629 SP:Iteration 12Q (18832.230000 sec): 3 clusters Score: Raw -3613843.018462 + Penalty 4997.826793 = -3608845.191668 nChanged 506 SP:Iteration 13Q (18832.320000 sec): 3 clusters Score: Raw -3614030.494853 + Penalty 4997.826793 = -3609032.668060 nChanged 419 SP:Iteration 14Q (18832.420000 sec): 3 clusters Score: Raw -3614143.299943 + Penalty 4997.826793 = -3609145.473150 nChanged 292 SP:Iteration 15Q (18832.510000 sec): 3 clusters Score: Raw -3614207.484917 + Penalty 4997.826793 = -3609209.658124 nChanged 239 SP:Iteration 16Q (18832.600000 sec): 3 clusters Score: Raw -3614252.036310 + Penalty 4997.826793 = -3609254.209516 nChanged 184 SP:Iteration 17Q (18832.700000 sec): 3 clusters Score: Raw -3614283.975785 + Penalty 4997.826793 = -3609286.148992 nChanged 165 SP:Iteration 18Q (18832.790000 sec): 3 clusters Score: Raw -3614309.780791 + Penalty 4997.826793 = -3609311.953998 nChanged 138 SP:Iteration 19Q (18832.880000 sec): 3 clusters Score: Raw -3614327.755008 + Penalty 4997.826793 = -3609329.928215 nChanged 90 SP:Iteration 20F (18832.980000 sec): 3 clusters Score: Raw -3614337.495016 + Penalty 4997.826793 = -3609339.668223 nChanged 75 SP:Iteration 21Q (18833.080000 sec): 3 clusters Score: Raw -3614345.093564 + Penalty 4997.826793 = -3609347.266771 nChanged 58 SP:Iteration 22Q (18833.170000 sec): 3 clusters Score: Raw -3614350.861094 + Penalty 4997.826793 = -3609353.034301 nChanged 50 SP:Iteration 23Q (18833.260000 sec): 3 clusters Score: Raw -3614355.474031 + Penalty 4997.826793 = -3609357.647238 nChanged 46 SP:Iteration 24Q (18833.360000 sec): 3 clusters Score: Raw -3614359.901001 + Penalty 4997.826793 = -3609362.074207 nChanged 44 SP:Iteration 25Q (18833.450000 sec): 3 clusters Score: Raw -3614363.725957 + Penalty 4997.826793 = -3609365.899163 nChanged 41 SP:Iteration 26Q (18833.540000 sec): 3 clusters Score: Raw -3614367.781569 + Penalty 4997.826793 = -3609369.954775 nChanged 42 SP:Iteration 27Q (18833.640000 sec): 3 clusters Score: Raw -3614371.904026 + Penalty 4997.826793 = -3609374.077233 nChanged 47 SP:Iteration 28Q (18833.730000 sec): 3 clusters Score: Raw -3614375.758229 + Penalty 4997.826793 = -3609377.931436 nChanged 41 SP:Iteration 29Q (18833.830000 sec): 3 clusters Score: Raw -3614379.393661 + Penalty 4997.826793 = -3609381.566867 nChanged 40 SP:Iteration 30Q (18833.920000 sec): 3 clusters Score: Raw -3614382.764005 + Penalty 4997.826793 = -3609384.937211 nChanged 36 SP:Iteration 31Q (18834.020000 sec): 3 clusters Score: Raw -3614385.902428 + Penalty 4997.826793 = -3609388.075634 nChanged 39 SP:Iteration 32Q (18834.110000 sec): 3 clusters Score: Raw -3614389.159471 + Penalty 4997.826793 = -3609391.332678 nChanged 44 SP:Iteration 33Q (18834.200000 sec): 3 clusters Score: Raw -3614392.705296 + Penalty 4997.826793 = -3609394.878503 nChanged 35 SP:Iteration 34Q (18834.300000 sec): 3 clusters Score: Raw -3614395.715131 + Penalty 4997.826793 = -3609397.888337 nChanged 33 SP:Iteration 35Q (18834.390000 sec): 3 clusters Score: Raw -3614398.492294 + Penalty 4997.826793 = -3609400.665501 nChanged 32 SP:Iteration 36Q (18834.480000 sec): 3 clusters Score: Raw -3614401.349140 + Penalty 4997.826793 = -3609403.522346 nChanged 34 SP:Iteration 37Q (18834.580000 sec): 3 clusters Score: Raw -3614403.860733 + Penalty 4997.826793 = -3609406.033940 nChanged 30 SP:Iteration 38Q (18834.670000 sec): 3 clusters Score: Raw -3614406.239846 + Penalty 4997.826793 = -3609408.413053 nChanged 25 SP:Iteration 39Q (18834.760000 sec): 3 clusters Score: Raw -3614408.066779 + Penalty 4997.826793 = -3609410.239986 nChanged 18 SP:Iteration 40F (18834.860000 sec): 3 clusters Score: Raw -3614409.428579 + Penalty 4997.826793 = -3609411.601785 nChanged 17 SP:Iteration 41Q (18834.950000 sec): 3 clusters Score: Raw -3614410.827264 + Penalty 4997.826793 = -3609413.000471 nChanged 23 SP:Iteration 42Q (18835.050000 sec): 3 clusters Score: Raw -3614412.512807 + Penalty 4997.826793 = -3609414.686013 nChanged 25 SP:Iteration 43Q (18835.140000 sec): 3 clusters Score: Raw -3614414.162517 + Penalty 4997.826793 = -3609416.335724 nChanged 15 SP:Iteration 44Q (18835.240000 sec): 3 clusters Score: Raw -3614415.595653 + Penalty 4997.826793 = -3609417.768860 nChanged 15 SP:Iteration 45Q (18835.330000 sec): 3 clusters Score: Raw -3614416.822843 + Penalty 4997.826793 = -3609418.996049 nChanged 27 SP:Iteration 46Q (18835.420000 sec): 3 clusters Score: Raw -3614418.883434 + Penalty 4997.826793 = -3609421.056640 nChanged 26 SP:Iteration 47Q (18835.510000 sec): 3 clusters Score: Raw -3614420.817065 + Penalty 4997.826793 = -3609422.990271 nChanged 27 SP:Iteration 48Q (18835.610000 sec): 3 clusters Score: Raw -3614422.927423 + Penalty 4997.826793 = -3609425.100630 nChanged 22 SP:Iteration 49Q (18835.700000 sec): 3 clusters Score: Raw -3614424.221212 + Penalty 4997.826793 = -3609426.394419 nChanged 18 SP:Iteration 50Q (18835.800000 sec): 3 clusters Score: Raw -3614425.516961 + Penalty 4997.826793 = -3609427.690168 nChanged 16 SP:Iteration 51Q (18835.890000 sec): 3 clusters Score: Raw -3614426.689659 + Penalty 4997.826793 = -3609428.862865 nChanged 15 SP:Iteration 52Q (18835.980000 sec): 3 clusters Score: Raw -3614427.611215 + Penalty 4997.826793 = -3609429.784422 nChanged 13 SP:Iteration 53Q (18836.080000 sec): 3 clusters Score: Raw -3614428.652513 + Penalty 4997.826793 = -3609430.825719 nChanged 19 SP:Iteration 54Q (18836.170000 sec): 3 clusters Score: Raw -3614430.085194 + Penalty 4997.826793 = -3609432.258400 nChanged 15 SP:Iteration 55Q (18836.260000 sec): 3 clusters Score: Raw -3614431.463626 + Penalty 4997.826793 = -3609433.636833 nChanged 23 SP:Iteration 56Q (18836.360000 sec): 3 clusters Score: Raw -3614433.236691 + Penalty 4997.826793 = -3609435.409898 nChanged 28 SP:Iteration 57Q (18836.450000 sec): 3 clusters Score: Raw -3614435.940332 + Penalty 4997.826793 = -3609438.113539 nChanged 34 SP:Iteration 58Q (18836.540000 sec): 3 clusters Score: Raw -3614438.944343 + Penalty 4997.826793 = -3609441.117550 nChanged 31 SP:Iteration 59Q (18836.630000 sec): 3 clusters Score: Raw -3614441.979976 + Penalty 4997.826793 = -3609444.153183 nChanged 43 SP:Iteration 60F (18836.730000 sec): 3 clusters Score: Raw -3614447.229226 + Penalty 4997.826793 = -3609449.402433 nChanged 49 SP:Iteration 61Q (18836.820000 sec): 3 clusters Score: Raw -3614452.534649 + Penalty 4997.826793 = -3609454.707856 nChanged 49 SP:Iteration 62Q (18836.910000 sec): 3 clusters Score: Raw -3614457.494606 + Penalty 4997.826793 = -3609459.667813 nChanged 51 SP:Iteration 63Q (18837.000000 sec): 3 clusters Score: Raw -3614462.947582 + Penalty 4997.826793 = -3609465.120788 nChanged 47 SP:Iteration 64Q (18837.100000 sec): 3 clusters Score: Raw -3614467.741961 + Penalty 4997.826793 = -3609469.915168 nChanged 48 SP:Iteration 65Q (18837.190000 sec): 3 clusters Score: Raw -3614472.694187 + Penalty 4997.826793 = -3609474.867394 nChanged 45 SP:Iteration 66Q (18837.280000 sec): 3 clusters Score: Raw -3614477.124159 + Penalty 4997.826793 = -3609479.297365 nChanged 44 SP:Iteration 67Q (18837.380000 sec): 3 clusters Score: Raw -3614482.720415 + Penalty 4997.826793 = -3609484.893622 nChanged 50 SP:Iteration 68Q (18837.470000 sec): 3 clusters Score: Raw -3614489.654657 + Penalty 4997.826793 = -3609491.827863 nChanged 52 SP:Iteration 69Q (18837.560000 sec): 3 clusters Score: Raw -3614495.784113 + Penalty 4997.826793 = -3609497.957319 nChanged 51 SP:Iteration 70Q (18837.660000 sec): 3 clusters Score: Raw -3614501.906261 + Penalty 4997.826793 = -3609504.079468 nChanged 52 SP:Iteration 71Q (18837.750000 sec): 3 clusters Score: Raw -3614507.592667 + Penalty 4997.826793 = -3609509.765874 nChanged 55 SP:Iteration 72Q (18837.840000 sec): 3 clusters Score: Raw -3614514.232111 + Penalty 4997.826793 = -3609516.405317 nChanged 65 SP:Iteration 73Q (18837.930000 sec): 3 clusters Score: Raw -3614523.204345 + Penalty 4997.826793 = -3609525.377552 nChanged 75 SP:Iteration 74Q (18838.020000 sec): 3 clusters Score: Raw -3614532.917544 + Penalty 4997.826793 = -3609535.090751 nChanged 69 SP:Iteration 75Q (18838.120000 sec): 3 clusters Score: Raw -3614542.537981 + Penalty 4997.826793 = -3609544.711187 nChanged 66 SP:Iteration 76Q (18838.210000 sec): 3 clusters Score: Raw -3614551.789271 + Penalty 4997.826793 = -3609553.962477 nChanged 79 SP:Iteration 77Q (18838.300000 sec): 3 clusters Score: Raw -3614564.495214 + Penalty 4997.826793 = -3609566.668420 nChanged 76 SP:Iteration 78Q (18838.400000 sec): 3 clusters Score: Raw -3614577.461757 + Penalty 4997.826793 = -3609579.634963 nChanged 78 SP:Iteration 79Q (18838.490000 sec): 3 clusters Score: Raw -3614591.195868 + Penalty 4997.826793 = -3609593.369075 nChanged 97 SP:Iteration 80F (18838.580000 sec): 3 clusters Score: Raw -3614607.281515 + Penalty 4997.826793 = -3609609.454721 nChanged 109 SP:Iteration 81Q (18838.680000 sec): 3 clusters Score: Raw -3614626.885784 + Penalty 4997.826793 = -3609629.058991 nChanged 110 SP:Iteration 82Q (18838.770000 sec): 3 clusters Score: Raw -3614645.291799 + Penalty 4997.826793 = -3609647.465006 nChanged 112 SP:Iteration 83Q (18838.860000 sec): 3 clusters Score: Raw -3614663.577885 + Penalty 4997.826793 = -3609665.751092 nChanged 85 SP:Iteration 84Q (18838.950000 sec): 3 clusters Score: Raw -3614678.586746 + Penalty 4997.826793 = -3609680.759953 nChanged 91 SP:Iteration 85Q (18839.040000 sec): 3 clusters Score: Raw -3614691.925669 + Penalty 4997.826793 = -3609694.098875 nChanged 93 SP:Iteration 86Q (18839.130000 sec): 3 clusters Score: Raw -3614707.125033 + Penalty 4997.826793 = -3609709.298240 nChanged 86 SP:Iteration 87Q (18839.220000 sec): 3 clusters Score: Raw -3614720.768238 + Penalty 4997.826793 = -3609722.941445 nChanged 75 SP:Iteration 88Q (18839.310000 sec): 3 clusters Score: Raw -3614734.097218 + Penalty 4997.826793 = -3609736.270425 nChanged 76 SP:Iteration 89Q (18839.400000 sec): 3 clusters Score: Raw -3614747.438419 + Penalty 4997.826793 = -3609749.611625 nChanged 78 SP:Iteration 90Q (18839.490000 sec): 3 clusters Score: Raw -3614762.693445 + Penalty 4997.826793 = -3609764.866651 nChanged 87 SP:Iteration 91Q (18839.580000 sec): 3 clusters Score: Raw -3614782.871475 + Penalty 4997.826793 = -3609785.044681 nChanged 96 SP:Iteration 92Q (18839.680000 sec): 3 clusters Score: Raw -3614804.083296 + Penalty 4997.826793 = -3609806.256502 nChanged 98 SP:Iteration 93Q (18839.760000 sec): 3 clusters Score: Raw -3614825.463848 + Penalty 4997.826793 = -3609827.637054 nChanged 104 SP:Iteration 94Q (18839.850000 sec): 3 clusters Score: Raw -3614848.287988 + Penalty 4997.826793 = -3609850.461195 nChanged 115 SP:Iteration 95Q (18839.940000 sec): 3 clusters Score: Raw -3614877.977018 + Penalty 4997.826793 = -3609880.150225 nChanged 115 SP:Iteration 96Q (18840.030000 sec): 3 clusters Score: Raw -3614906.214832 + Penalty 4997.826793 = -3609908.388038 nChanged 138 SP:Iteration 97Q (18840.120000 sec): 3 clusters Score: Raw -3614934.943651 + Penalty 4997.826793 = -3609937.116858 nChanged 126 SP:Iteration 98Q (18840.210000 sec): 3 clusters Score: Raw -3614965.006241 + Penalty 4997.826793 = -3609967.179448 nChanged 106 SP:Iteration 99Q (18840.300000 sec): 3 clusters Score: Raw -3614997.422497 + Penalty 4997.826793 = -3609999.595703 nChanged 114 SP:Iteration 100F (18840.400000 sec): 3 clusters Score: Raw -3615034.600210 + Penalty 4997.826793 = -3610036.773417 nChanged 124 SP:Iteration 101Q (18840.480000 sec): 3 clusters Score: Raw -3615074.781680 + Penalty 4997.826793 = -3610076.954886 nChanged 134 SP:Iteration 102Q (18840.570000 sec): 3 clusters Score: Raw -3615119.806769 + Penalty 4997.826793 = -3610121.979976 nChanged 142 SP:Iteration 103Q (18840.650000 sec): 3 clusters Score: Raw -3615166.872992 + Penalty 4997.826793 = -3610169.046199 nChanged 134 SP:Iteration 104Q (18840.740000 sec): 3 clusters Score: Raw -3615211.197435 + Penalty 4997.826793 = -3610213.370642 nChanged 126 SP:Iteration 105Q (18840.820000 sec): 3 clusters Score: Raw -3615255.079742 + Penalty 4997.826793 = -3610257.252949 nChanged 130 SP:Iteration 106Q (18840.910000 sec): 3 clusters Score: Raw -3615300.145789 + Penalty 4997.826793 = -3610302.318996 nChanged 116 SP:Iteration 107Q (18840.990000 sec): 3 clusters Score: Raw -3615339.950042 + Penalty 4997.826793 = -3610342.123248 nChanged 96 SP:Iteration 108Q (18841.080000 sec): 3 clusters Score: Raw -3615371.120574 + Penalty 4997.826793 = -3610373.293781 nChanged 110 SP:Iteration 109Q (18841.160000 sec): 3 clusters Score: Raw -3615404.851033 + Penalty 4997.826793 = -3610407.024240 nChanged 104 SP:Iteration 110Q (18841.240000 sec): 3 clusters Score: Raw -3615439.647789 + Penalty 4997.826793 = -3610441.820996 nChanged 115 SP:Iteration 111Q (18841.320000 sec): 3 clusters Score: Raw -3615487.131365 + Penalty 4997.826793 = -3610489.304572 nChanged 116 SP:Iteration 112Q (18841.400000 sec): 3 clusters Score: Raw -3615532.177652 + Penalty 4997.826793 = -3610534.350858 nChanged 115 SP:Iteration 113Q (18841.480000 sec): 3 clusters Score: Raw -3615584.462253 + Penalty 4997.826793 = -3610586.635460 nChanged 106 SP:Iteration 114Q (18841.560000 sec): 3 clusters Score: Raw -3615624.363955 + Penalty 4997.826793 = -3610626.537162 nChanged 93 SP:Iteration 115Q (18841.640000 sec): 3 clusters Score: Raw -3615659.089817 + Penalty 4997.826793 = -3610661.263024 nChanged 87 SP:Iteration 116Q (18841.720000 sec): 3 clusters Score: Raw -3615692.766626 + Penalty 4997.826793 = -3610694.939833 nChanged 84 SP:Iteration 117Q (18841.800000 sec): 3 clusters Score: Raw -3615726.803015 + Penalty 4997.826793 = -3610728.976222 nChanged 76 SP:Iteration 118Q (18841.880000 sec): 3 clusters Score: Raw -3615755.198710 + Penalty 4997.826793 = -3610757.371917 nChanged 68 SP:Iteration 119Q (18841.960000 sec): 3 clusters Score: Raw -3615780.581751 + Penalty 4997.826793 = -3610782.754958 nChanged 77 SP:Iteration 120F (18842.060000 sec): 3 clusters Score: Raw -3615807.380797 + Penalty 4997.826793 = -3610809.554004 nChanged 59 SP:Iteration 121Q (18842.140000 sec): 3 clusters Score: Raw -3615826.925861 + Penalty 4997.826793 = -3610829.099068 nChanged 45 SP:Iteration 122Q (18842.210000 sec): 3 clusters Score: Raw -3615840.397503 + Penalty 4997.826793 = -3610842.570710 nChanged 43 SP:Iteration 123Q (18842.290000 sec): 3 clusters Score: Raw -3615852.673932 + Penalty 4997.826793 = -3610854.847139 nChanged 43 SP:Iteration 124Q (18842.360000 sec): 3 clusters Score: Raw -3615863.721887 + Penalty 4997.826793 = -3610865.895094 nChanged 32 SP:Iteration 125Q (18842.440000 sec): 3 clusters Score: Raw -3615870.853134 + Penalty 4997.826793 = -3610873.026341 nChanged 29 SP:Iteration 126Q (18842.520000 sec): 3 clusters Score: Raw -3615878.015470 + Penalty 4997.826793 = -3610880.188677 nChanged 23 SP:Iteration 127Q (18842.590000 sec): 3 clusters Score: Raw -3615883.932329 + Penalty 4997.826793 = -3610886.105535 nChanged 20 SP:Iteration 128Q (18842.670000 sec): 3 clusters Score: Raw -3615889.309071 + Penalty 4997.826793 = -3610891.482278 nChanged 25 SP:Iteration 129Q (18842.740000 sec): 3 clusters Score: Raw -3615896.348957 + Penalty 4997.826793 = -3610898.522164 nChanged 30 SP:Iteration 130Q (18842.820000 sec): 3 clusters Score: Raw -3615908.413776 + Penalty 4997.826793 = -3610910.586982 nChanged 26 SP:Iteration 131Q (18842.900000 sec): 3 clusters Score: Raw -3615923.796595 + Penalty 4997.826793 = -3610925.969802 nChanged 33 SP:Iteration 132Q (18842.980000 sec): 3 clusters Score: Raw -3615943.531494 + Penalty 4997.826793 = -3610945.704700 nChanged 47 SP:Iteration 133Q (18843.050000 sec): 3 clusters Score: Raw -3615969.183634 + Penalty 4997.826793 = -3610971.356840 nChanged 57 SP:Iteration 134Q (18843.120000 sec): 3 clusters Score: Raw -3616026.781828 + Penalty 4997.826793 = -3611028.955034 nChanged 72 SP:Iteration 135Q (18843.200000 sec): 3 clusters Score: Raw -3616102.683156 + Penalty 4997.826793 = -3611104.856363 nChanged 82 SP:Iteration 136Q (18843.270000 sec): 3 clusters Score: Raw -3616188.425481 + Penalty 4997.826793 = -3611190.598688 nChanged 80 SP:Iteration 137Q (18843.350000 sec): 3 clusters Score: Raw -3616252.023090 + Penalty 4997.826793 = -3611254.196296 nChanged 84 SP:Iteration 138Q (18843.420000 sec): 3 clusters Score: Raw -3616286.844005 + Penalty 4997.826793 = -3611289.017212 nChanged 63 SP:Iteration 139Q (18843.490000 sec): 3 clusters Score: Raw -3616306.228279 + Penalty 4997.826793 = -3611308.401486 nChanged 45 SP:Iteration 140F (18843.590000 sec): 3 clusters Score: Raw -3616316.578319 + Penalty 4997.826793 = -3611318.751526 nChanged 20 SP:Iteration 141Q (18843.660000 sec): 3 clusters Score: Raw -3616320.857929 + Penalty 4997.826793 = -3611323.031136 nChanged 14 SP:Iteration 142Q (18843.740000 sec): 3 clusters Score: Raw -3616323.720036 + Penalty 4997.826793 = -3611325.893243 nChanged 5 SP:Iteration 143Q (18843.810000 sec): 3 clusters Score: Raw -3616324.786266 + Penalty 4997.826793 = -3611326.959472 nChanged 5 SP:Iteration 144Q (18843.880000 sec): 3 clusters Score: Raw -3616325.492401 + Penalty 4997.826793 = -3611327.665607 nChanged 1 SP:Iteration 145Q (18843.960000 sec): 3 clusters Score: Raw -3616325.647416 + Penalty 4997.826793 = -3611327.820622 nChanged 0 SP:Iteration 146F (18844.050000 sec): 3 clusters Score: Raw -3616325.647416 + Penalty 4997.826793 = -3611327.820622 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 16 (153157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18844.660000 sec): 2 clusters Score: Raw -24743864.914234 + Penalty 2960.926267 = -24740903.987967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18845.320000 sec): 3 clusters Score: Raw -24644252.124759 + Penalty 5921.852534 = -24638330.272225 nChanged 73150 SP:Iteration 1F (18845.980000 sec): 3 clusters Score: Raw -24687019.473537 + Penalty 5921.852534 = -24681097.621003 nChanged 4403 SP:Iteration 2Q (18846.660000 sec): 3 clusters Score: Raw -24687949.486649 + Penalty 5921.852534 = -24682027.634115 nChanged 4438 SP:Iteration 3Q (18847.340000 sec): 3 clusters Score: Raw -24688896.203561 + Penalty 5921.852534 = -24682974.351028 nChanged 4391 SP:Iteration 4Q (18848.020000 sec): 3 clusters Score: Raw -24689857.504118 + Penalty 5921.852534 = -24683935.651585 nChanged 4398 SP:Iteration 5Q (18848.700000 sec): 3 clusters Score: Raw -24690906.484359 + Penalty 5921.852534 = -24684984.631825 nChanged 4705 SP:Iteration 6Q (18849.380000 sec): 3 clusters Score: Raw -24692098.446289 + Penalty 5921.852534 = -24686176.593755 nChanged 5009 SP:Iteration 7Q (18850.060000 sec): 3 clusters Score: Raw -24693558.403667 + Penalty 5921.852534 = -24687636.551133 nChanged 5423 SP:Iteration 8Q (18850.730000 sec): 3 clusters Score: Raw -24695453.770183 + Penalty 5921.852534 = -24689531.917649 nChanged 6104 SP:Iteration 9Q (18851.410000 sec): 3 clusters Score: Raw -24698149.478873 + Penalty 5921.852534 = -24692227.626339 nChanged 7131 SP:Iteration 10Q (18852.080000 sec): 3 clusters Score: Raw -24702142.497648 + Penalty 5921.852534 = -24696220.645115 nChanged 8289 SP:Iteration 11F (18852.740000 sec): 3 clusters Score: Raw -24707557.160036 + Penalty 5921.852534 = -24701635.307502 nChanged 8612 SP:Iteration 12F (18853.390000 sec): 3 clusters Score: Raw -24713412.129842 + Penalty 5921.852534 = -24707490.277308 nChanged 7954 SP:Iteration 13F (18854.050000 sec): 3 clusters Score: Raw -24718047.266562 + Penalty 5921.852534 = -24712125.414029 nChanged 6262 SP:Iteration 14Q (18854.680000 sec): 3 clusters Score: Raw -24720819.842833 + Penalty 5921.852534 = -24714897.990299 nChanged 4514 SP:Iteration 15Q (18855.310000 sec): 3 clusters Score: Raw -24722399.723064 + Penalty 5921.852534 = -24716477.870530 nChanged 3415 SP:Iteration 16Q (18855.920000 sec): 3 clusters Score: Raw -24723570.035861 + Penalty 5921.852534 = -24717648.183327 nChanged 3116 SP:Iteration 17Q (18856.530000 sec): 3 clusters Score: Raw -24724678.301131 + Penalty 5921.852534 = -24718756.448597 nChanged 3107 SP:Iteration 18Q (18857.140000 sec): 3 clusters Score: Raw -24725848.133529 + Penalty 5921.852534 = -24719926.280995 nChanged 3142 SP:Iteration 19Q (18857.750000 sec): 3 clusters Score: Raw -24727096.761034 + Penalty 5921.852534 = -24721174.908500 nChanged 3213 SP:Iteration 20F (18858.400000 sec): 3 clusters Score: Raw -24728455.051423 + Penalty 5921.852534 = -24722533.198889 nChanged 3214 SP:Iteration 21Q (18858.980000 sec): 3 clusters Score: Raw -24729930.197106 + Penalty 5921.852534 = -24724008.344572 nChanged 3285 SP:Iteration 22Q (18859.550000 sec): 3 clusters Score: Raw -24731546.875873 + Penalty 5921.852534 = -24725625.023339 nChanged 3114 SP:Iteration 23Q (18860.110000 sec): 3 clusters Score: Raw -24733181.212740 + Penalty 5921.852534 = -24727259.360206 nChanged 3037 SP:Iteration 24Q (18860.660000 sec): 3 clusters Score: Raw -24734890.388847 + Penalty 5921.852534 = -24728968.536313 nChanged 2917 SP:Iteration 25Q (18861.190000 sec): 3 clusters Score: Raw -24736621.215240 + Penalty 5921.852534 = -24730699.362706 nChanged 2664 SP:Iteration 26Q (18861.720000 sec): 3 clusters Score: Raw -24738305.444504 + Penalty 5921.852534 = -24732383.591971 nChanged 2298 SP:Iteration 27Q (18862.240000 sec): 3 clusters Score: Raw -24739783.588293 + Penalty 5921.852534 = -24733861.735759 nChanged 1905 SP:Iteration 28Q (18862.750000 sec): 3 clusters Score: Raw -24741038.964673 + Penalty 5921.852534 = -24735117.112139 nChanged 1550 SP:Iteration 29Q (18863.250000 sec): 3 clusters Score: Raw -24742101.274026 + Penalty 5921.852534 = -24736179.421492 nChanged 1127 SP:Iteration 30Q (18863.740000 sec): 3 clusters Score: Raw -24742860.809551 + Penalty 5921.852534 = -24736938.957017 nChanged 771 SP:Iteration 31Q (18864.230000 sec): 3 clusters Score: Raw -24743376.753040 + Penalty 5921.852534 = -24737454.900506 nChanged 507 SP:Iteration 32Q (18864.710000 sec): 3 clusters Score: Raw -24743717.851361 + Penalty 5921.852534 = -24737795.998828 nChanged 341 SP:Iteration 33Q (18865.180000 sec): 3 clusters Score: Raw -24743944.489330 + Penalty 5921.852534 = -24738022.636796 nChanged 240 SP:Iteration 34Q (18865.650000 sec): 3 clusters Score: Raw -24744103.413755 + Penalty 5921.852534 = -24738181.561221 nChanged 167 SP:Iteration 35Q (18866.120000 sec): 3 clusters Score: Raw -24744210.457971 + Penalty 5921.852534 = -24738288.605437 nChanged 127 SP:Iteration 36Q (18866.590000 sec): 3 clusters Score: Raw -24744290.167851 + Penalty 5921.852534 = -24738368.315317 nChanged 89 SP:Iteration 37Q (18867.060000 sec): 3 clusters Score: Raw -24744343.505047 + Penalty 5921.852534 = -24738421.652513 nChanged 74 SP:Iteration 38Q (18867.520000 sec): 3 clusters Score: Raw -24744383.653861 + Penalty 5921.852534 = -24738461.801327 nChanged 47 SP:Iteration 39Q (18867.990000 sec): 3 clusters Score: Raw -24744404.476052 + Penalty 5921.852534 = -24738482.623518 nChanged 36 SP:Iteration 40F (18868.630000 sec): 3 clusters Score: Raw -24744421.174182 + Penalty 5921.852534 = -24738499.321648 nChanged 25 SP:Iteration 41Q (18869.100000 sec): 3 clusters Score: Raw -24744431.381953 + Penalty 5921.852534 = -24738509.529420 nChanged 21 SP:Iteration 42Q (18869.560000 sec): 3 clusters Score: Raw -24744439.831664 + Penalty 5921.852534 = -24738517.979130 nChanged 14 SP:Iteration 43Q (18870.020000 sec): 3 clusters Score: Raw -24744445.572212 + Penalty 5921.852534 = -24738523.719678 nChanged 8 SP:Iteration 44Q (18870.490000 sec): 3 clusters Score: Raw -24744449.415754 + Penalty 5921.852534 = -24738527.563220 nChanged 8 SP:Iteration 45Q (18870.960000 sec): 3 clusters Score: Raw -24744452.483758 + Penalty 5921.852534 = -24738530.631224 nChanged 8 SP:Iteration 46Q (18871.420000 sec): 3 clusters Score: Raw -24744455.096590 + Penalty 5921.852534 = -24738533.244056 nChanged 8 SP:Iteration 47Q (18871.880000 sec): 3 clusters Score: Raw -24744458.179110 + Penalty 5921.852534 = -24738536.326576 nChanged 4 SP:Iteration 48Q (18872.340000 sec): 3 clusters Score: Raw -24744460.130007 + Penalty 5921.852534 = -24738538.277473 nChanged 5 SP:Iteration 49Q (18872.800000 sec): 3 clusters Score: Raw -24744461.873584 + Penalty 5921.852534 = -24738540.021050 nChanged 3 SP:Iteration 50Q (18873.270000 sec): 3 clusters Score: Raw -24744462.666278 + Penalty 5921.852534 = -24738540.813745 nChanged 4 SP:Iteration 51Q (18873.740000 sec): 3 clusters Score: Raw -24744463.782364 + Penalty 5921.852534 = -24738541.929830 nChanged 3 SP:Iteration 52Q (18874.210000 sec): 3 clusters Score: Raw -24744464.413971 + Penalty 5921.852534 = -24738542.561438 nChanged 3 SP:Iteration 53Q (18874.670000 sec): 3 clusters Score: Raw -24744465.668646 + Penalty 5921.852534 = -24738543.816112 nChanged 5 SP:Iteration 54Q (18875.140000 sec): 3 clusters Score: Raw -24744467.526716 + Penalty 5921.852534 = -24738545.674182 nChanged 4 SP:Iteration 55Q (18875.600000 sec): 3 clusters Score: Raw -24744469.149628 + Penalty 5921.852534 = -24738547.297095 nChanged 7 SP:Iteration 56Q (18876.060000 sec): 3 clusters Score: Raw -24744473.149257 + Penalty 5921.852534 = -24738551.296723 nChanged 8 SP:Iteration 57Q (18876.530000 sec): 3 clusters Score: Raw -24744477.557463 + Penalty 5921.852534 = -24738555.704929 nChanged 6 SP:Iteration 58Q (18877.000000 sec): 3 clusters Score: Raw -24744480.086823 + Penalty 5921.852534 = -24738558.234289 nChanged 6 SP:Iteration 59Q (18877.460000 sec): 3 clusters Score: Raw -24744482.601430 + Penalty 5921.852534 = -24738560.748897 nChanged 8 SP:Iteration 60F (18878.100000 sec): 3 clusters Score: Raw -24744487.788308 + Penalty 5921.852534 = -24738565.935774 nChanged 11 SP:Iteration 61Q (18878.570000 sec): 3 clusters Score: Raw -24744494.208144 + Penalty 5921.852534 = -24738572.355611 nChanged 11 SP:Iteration 62Q (18879.030000 sec): 3 clusters Score: Raw -24744499.406027 + Penalty 5921.852534 = -24738577.553493 nChanged 11 SP:Iteration 63Q (18879.490000 sec): 3 clusters Score: Raw -24744507.294473 + Penalty 5921.852534 = -24738585.441939 nChanged 12 SP:Iteration 64Q (18879.960000 sec): 3 clusters Score: Raw -24744513.494868 + Penalty 5921.852534 = -24738591.642335 nChanged 7 SP:Iteration 65Q (18880.420000 sec): 3 clusters Score: Raw -24744516.103221 + Penalty 5921.852534 = -24738594.250688 nChanged 6 SP:Iteration 66Q (18880.880000 sec): 3 clusters Score: Raw -24744519.323944 + Penalty 5921.852534 = -24738597.471410 nChanged 9 SP:Iteration 67Q (18881.340000 sec): 3 clusters Score: Raw -24744523.922057 + Penalty 5921.852534 = -24738602.069523 nChanged 10 SP:Iteration 68Q (18881.810000 sec): 3 clusters Score: Raw -24744528.593466 + Penalty 5921.852534 = -24738606.740932 nChanged 6 SP:Iteration 69Q (18882.280000 sec): 3 clusters Score: Raw -24744531.211173 + Penalty 5921.852534 = -24738609.358639 nChanged 5 SP:Iteration 70Q (18882.730000 sec): 3 clusters Score: Raw -24744533.140850 + Penalty 5921.852534 = -24738611.288317 nChanged 6 SP:Iteration 71Q (18883.200000 sec): 3 clusters Score: Raw -24744535.471603 + Penalty 5921.852534 = -24738613.619069 nChanged 3 SP:Iteration 72Q (18883.660000 sec): 3 clusters Score: Raw -24744536.849664 + Penalty 5921.852534 = -24738614.997130 nChanged 1 SP:Iteration 73Q (18884.130000 sec): 3 clusters Score: Raw -24744536.944148 + Penalty 5921.852534 = -24738615.091614 nChanged 0 SP:Iteration 74F (18884.770000 sec): 3 clusters Score: Raw -24744536.944148 + Penalty 5921.852534 = -24738615.091614 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 17 (3353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18884.870000 sec): 2 clusters Score: Raw -512524.710596 + Penalty 2013.167465 = -510511.543131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18884.880000 sec): 3 clusters Score: Raw -511045.376008 + Penalty 4026.334930 = -507019.041078 nChanged 1200 SP:Iteration 1F (18884.890000 sec): 3 clusters Score: Raw -511946.414018 + Penalty 4026.334930 = -507920.079087 nChanged 349 SP:Iteration 2F (18884.910000 sec): 3 clusters Score: Raw -512394.929437 + Penalty 4026.334930 = -508368.594507 nChanged 275 SP:Iteration 3F (18884.920000 sec): 3 clusters Score: Raw -512886.158962 + Penalty 4026.334930 = -508859.824031 nChanged 283 SP:Iteration 4F (18884.930000 sec): 3 clusters Score: Raw -513387.647179 + Penalty 4026.334930 = -509361.312248 nChanged 234 SP:Iteration 5F (18884.950000 sec): 3 clusters Score: Raw -513737.846602 + Penalty 4026.334930 = -509711.511672 nChanged 147 SP:Iteration 6Q (18884.960000 sec): 3 clusters Score: Raw -513890.886175 + Penalty 4026.334930 = -509864.551245 nChanged 78 SP:Iteration 7Q (18884.970000 sec): 3 clusters Score: Raw -513942.367537 + Penalty 4026.334930 = -509916.032607 nChanged 35 SP:Iteration 8Q (18884.980000 sec): 3 clusters Score: Raw -513965.542843 + Penalty 4026.334930 = -509939.207912 nChanged 25 SP:Iteration 9Q (18884.990000 sec): 3 clusters Score: Raw -513980.587760 + Penalty 4026.334930 = -509954.252830 nChanged 19 SP:Iteration 10Q (18885.010000 sec): 3 clusters Score: Raw -513989.535024 + Penalty 4026.334930 = -509963.200094 nChanged 11 SP:Iteration 11Q (18885.020000 sec): 3 clusters Score: Raw -513993.669647 + Penalty 4026.334930 = -509967.334717 nChanged 4 SP:Iteration 12Q (18885.030000 sec): 3 clusters Score: Raw -513995.506270 + Penalty 4026.334930 = -509969.171340 nChanged 1 SP:Iteration 13Q (18885.040000 sec): 3 clusters Score: Raw -513996.071758 + Penalty 4026.334930 = -509969.736828 nChanged 2 SP:Iteration 14Q (18885.050000 sec): 3 clusters Score: Raw -513997.133859 + Penalty 4026.334930 = -509970.798929 nChanged 1 SP:Iteration 15Q (18885.070000 sec): 3 clusters Score: Raw -513997.831468 + Penalty 4026.334930 = -509971.496538 nChanged 1 SP:Iteration 16Q (18885.070000 sec): 3 clusters Score: Raw -513998.481631 + Penalty 4026.334930 = -509972.146701 nChanged 2 SP:Iteration 17Q (18885.090000 sec): 3 clusters Score: Raw -513999.388645 + Penalty 4026.334930 = -509973.053715 nChanged 0 SP:Iteration 18F (18885.100000 sec): 3 clusters Score: Raw -513999.388645 + Penalty 4026.334930 = -509973.053715 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 18 (39907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18885.270000 sec): 2 clusters Score: Raw -6466070.765997 + Penalty 2627.388142 = -6463443.377855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18885.430000 sec): 3 clusters Score: Raw -6441735.959525 + Penalty 5254.776285 = -6436481.183240 nChanged 18132 SP:Iteration 1F (18885.590000 sec): 3 clusters Score: Raw -6451942.464423 + Penalty 5254.776285 = -6446687.688138 nChanged 1878 SP:Iteration 2Q (18885.760000 sec): 3 clusters Score: Raw -6452609.658885 + Penalty 5254.776285 = -6447354.882600 nChanged 1818 SP:Iteration 3Q (18885.920000 sec): 3 clusters Score: Raw -6453284.014103 + Penalty 5254.776285 = -6448029.237818 nChanged 1810 SP:Iteration 4Q (18886.090000 sec): 3 clusters Score: Raw -6453964.889151 + Penalty 5254.776285 = -6448710.112866 nChanged 1850 SP:Iteration 5Q (18886.250000 sec): 3 clusters Score: Raw -6454713.152931 + Penalty 5254.776285 = -6449458.376646 nChanged 1886 SP:Iteration 6Q (18886.420000 sec): 3 clusters Score: Raw -6455539.279918 + Penalty 5254.776285 = -6450284.503633 nChanged 1926 SP:Iteration 7Q (18886.580000 sec): 3 clusters Score: Raw -6456474.344976 + Penalty 5254.776285 = -6451219.568691 nChanged 2020 SP:Iteration 8F (18886.750000 sec): 3 clusters Score: Raw -6457597.741639 + Penalty 5254.776285 = -6452342.965354 nChanged 2053 SP:Iteration 9F (18886.910000 sec): 3 clusters Score: Raw -6458936.231696 + Penalty 5254.776285 = -6453681.455411 nChanged 1982 SP:Iteration 10Q (18887.070000 sec): 3 clusters Score: Raw -6460398.325888 + Penalty 5254.776285 = -6455143.549603 nChanged 1693 SP:Iteration 11Q (18887.230000 sec): 3 clusters Score: Raw -6461597.569894 + Penalty 5254.776285 = -6456342.793609 nChanged 1392 SP:Iteration 12Q (18887.390000 sec): 3 clusters Score: Raw -6462469.136232 + Penalty 5254.776285 = -6457214.359947 nChanged 1052 SP:Iteration 13Q (18887.550000 sec): 3 clusters Score: Raw -6463050.888880 + Penalty 5254.776285 = -6457796.112596 nChanged 844 SP:Iteration 14Q (18887.710000 sec): 3 clusters Score: Raw -6463493.395605 + Penalty 5254.776285 = -6458238.619320 nChanged 717 SP:Iteration 15Q (18887.850000 sec): 3 clusters Score: Raw -6463842.399485 + Penalty 5254.776285 = -6458587.623200 nChanged 658 SP:Iteration 16Q (18888.000000 sec): 3 clusters Score: Raw -6464153.816408 + Penalty 5254.776285 = -6458899.040123 nChanged 592 SP:Iteration 17Q (18888.150000 sec): 3 clusters Score: Raw -6464422.629228 + Penalty 5254.776285 = -6459167.852943 nChanged 564 SP:Iteration 18Q (18888.290000 sec): 3 clusters Score: Raw -6464688.769670 + Penalty 5254.776285 = -6459433.993385 nChanged 508 SP:Iteration 19Q (18888.430000 sec): 3 clusters Score: Raw -6464919.938849 + Penalty 5254.776285 = -6459665.162564 nChanged 469 SP:Iteration 20F (18888.590000 sec): 3 clusters Score: Raw -6465133.690456 + Penalty 5254.776285 = -6459878.914172 nChanged 409 SP:Iteration 21Q (18888.730000 sec): 3 clusters Score: Raw -6465323.575528 + Penalty 5254.776285 = -6460068.799243 nChanged 387 SP:Iteration 22Q (18888.860000 sec): 3 clusters Score: Raw -6465502.043520 + Penalty 5254.776285 = -6460247.267236 nChanged 346 SP:Iteration 23Q (18888.990000 sec): 3 clusters Score: Raw -6465654.875224 + Penalty 5254.776285 = -6460400.098939 nChanged 291 SP:Iteration 24Q (18889.120000 sec): 3 clusters Score: Raw -6465770.978263 + Penalty 5254.776285 = -6460516.201978 nChanged 253 SP:Iteration 25Q (18889.250000 sec): 3 clusters Score: Raw -6465874.890584 + Penalty 5254.776285 = -6460620.114299 nChanged 215 SP:Iteration 26Q (18889.370000 sec): 3 clusters Score: Raw -6465963.477057 + Penalty 5254.776285 = -6460708.700772 nChanged 190 SP:Iteration 27Q (18889.500000 sec): 3 clusters Score: Raw -6466047.113815 + Penalty 5254.776285 = -6460792.337530 nChanged 151 SP:Iteration 28Q (18889.630000 sec): 3 clusters Score: Raw -6466111.573044 + Penalty 5254.776285 = -6460856.796759 nChanged 140 SP:Iteration 29Q (18889.750000 sec): 3 clusters Score: Raw -6466170.701470 + Penalty 5254.776285 = -6460915.925185 nChanged 132 SP:Iteration 30Q (18889.870000 sec): 3 clusters Score: Raw -6466223.611246 + Penalty 5254.776285 = -6460968.834961 nChanged 105 SP:Iteration 31Q (18890.000000 sec): 3 clusters Score: Raw -6466261.007427 + Penalty 5254.776285 = -6461006.231142 nChanged 85 SP:Iteration 32Q (18890.120000 sec): 3 clusters Score: Raw -6466291.175652 + Penalty 5254.776285 = -6461036.399368 nChanged 71 SP:Iteration 33Q (18890.240000 sec): 3 clusters Score: Raw -6466314.435426 + Penalty 5254.776285 = -6461059.659141 nChanged 51 SP:Iteration 34Q (18890.360000 sec): 3 clusters Score: Raw -6466329.056013 + Penalty 5254.776285 = -6461074.279729 nChanged 48 SP:Iteration 35Q (18890.480000 sec): 3 clusters Score: Raw -6466344.644244 + Penalty 5254.776285 = -6461089.867959 nChanged 39 SP:Iteration 36Q (18890.600000 sec): 3 clusters Score: Raw -6466356.566565 + Penalty 5254.776285 = -6461101.790280 nChanged 26 SP:Iteration 37Q (18890.720000 sec): 3 clusters Score: Raw -6466363.137817 + Penalty 5254.776285 = -6461108.361532 nChanged 20 SP:Iteration 38Q (18890.840000 sec): 3 clusters Score: Raw -6466366.936350 + Penalty 5254.776285 = -6461112.160065 nChanged 20 SP:Iteration 39Q (18890.970000 sec): 3 clusters Score: Raw -6466371.973751 + Penalty 5254.776285 = -6461117.197467 nChanged 19 SP:Iteration 40F (18891.130000 sec): 3 clusters Score: Raw -6466377.973070 + Penalty 5254.776285 = -6461123.196785 nChanged 17 SP:Iteration 41Q (18891.250000 sec): 3 clusters Score: Raw -6466382.970326 + Penalty 5254.776285 = -6461128.194042 nChanged 18 SP:Iteration 42Q (18891.370000 sec): 3 clusters Score: Raw -6466389.375948 + Penalty 5254.776285 = -6461134.599663 nChanged 27 SP:Iteration 43Q (18891.490000 sec): 3 clusters Score: Raw -6466399.631741 + Penalty 5254.776285 = -6461144.855456 nChanged 23 SP:Iteration 44Q (18891.610000 sec): 3 clusters Score: Raw -6466406.434734 + Penalty 5254.776285 = -6461151.658449 nChanged 19 SP:Iteration 45Q (18891.730000 sec): 3 clusters Score: Raw -6466411.278960 + Penalty 5254.776285 = -6461156.502675 nChanged 11 SP:Iteration 46Q (18891.850000 sec): 3 clusters Score: Raw -6466414.272512 + Penalty 5254.776285 = -6461159.496227 nChanged 15 SP:Iteration 47Q (18891.970000 sec): 3 clusters Score: Raw -6466418.651257 + Penalty 5254.776285 = -6461163.874972 nChanged 17 SP:Iteration 48Q (18892.090000 sec): 3 clusters Score: Raw -6466423.294677 + Penalty 5254.776285 = -6461168.518393 nChanged 11 SP:Iteration 49Q (18892.210000 sec): 3 clusters Score: Raw -6466426.087357 + Penalty 5254.776285 = -6461171.311072 nChanged 7 SP:Iteration 50Q (18892.330000 sec): 3 clusters Score: Raw -6466428.159235 + Penalty 5254.776285 = -6461173.382950 nChanged 4 SP:Iteration 51Q (18892.450000 sec): 3 clusters Score: Raw -6466430.167396 + Penalty 5254.776285 = -6461175.391111 nChanged 5 SP:Iteration 52Q (18892.560000 sec): 3 clusters Score: Raw -6466433.644011 + Penalty 5254.776285 = -6461178.867726 nChanged 11 SP:Iteration 53Q (18892.680000 sec): 3 clusters Score: Raw -6466437.961592 + Penalty 5254.776285 = -6461183.185307 nChanged 7 SP:Iteration 54Q (18892.800000 sec): 3 clusters Score: Raw -6466440.066411 + Penalty 5254.776285 = -6461185.290126 nChanged 8 SP:Iteration 55Q (18892.920000 sec): 3 clusters Score: Raw -6466442.604870 + Penalty 5254.776285 = -6461187.828585 nChanged 3 SP:Iteration 56Q (18893.040000 sec): 3 clusters Score: Raw -6466443.617344 + Penalty 5254.776285 = -6461188.841059 nChanged 5 SP:Iteration 57Q (18893.150000 sec): 3 clusters Score: Raw -6466445.102588 + Penalty 5254.776285 = -6461190.326303 nChanged 5 SP:Iteration 58Q (18893.270000 sec): 3 clusters Score: Raw -6466446.335783 + Penalty 5254.776285 = -6461191.559498 nChanged 4 SP:Iteration 59Q (18893.390000 sec): 3 clusters Score: Raw -6466447.261187 + Penalty 5254.776285 = -6461192.484902 nChanged 0 SP:Iteration 60F (18893.550000 sec): 3 clusters Score: Raw -6466447.261187 + Penalty 5254.776285 = -6461192.484902 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 19 (487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18893.580000 sec): 2 clusters Score: Raw -75419.684463 + Penalty 1534.689503 = -73884.994960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18893.580000 sec): 3 clusters Score: Raw -75434.697505 + Penalty 3069.379005 = -72365.318500 nChanged 94 SP:Iteration 1F (18893.580000 sec): 3 clusters Score: Raw -75650.120876 + Penalty 3069.379005 = -72580.741871 nChanged 37 SP:Iteration 2F (18893.580000 sec): 3 clusters Score: Raw -75771.433710 + Penalty 3069.379005 = -72702.054705 nChanged 19 SP:Iteration 3Q (18893.590000 sec): 3 clusters Score: Raw -75835.134346 + Penalty 3069.379005 = -72765.755341 nChanged 10 SP:Iteration 4Q (18893.590000 sec): 3 clusters Score: Raw -75863.103521 + Penalty 3069.379005 = -72793.724516 nChanged 1 SP:Iteration 5Q (18893.590000 sec): 3 clusters Score: Raw -75867.373290 + Penalty 3069.379005 = -72797.994285 nChanged 1 SP:Iteration 6Q (18893.590000 sec): 3 clusters Score: Raw -75868.505615 + Penalty 3069.379005 = -72799.126610 nChanged 1 SP:Iteration 7Q (18893.600000 sec): 3 clusters Score: Raw -75869.157333 + Penalty 3069.379005 = -72799.778328 nChanged 1 SP:Iteration 8Q (18893.600000 sec): 3 clusters Score: Raw -75872.482680 + Penalty 3069.379005 = -72803.103675 nChanged 1 SP:Iteration 9Q (18893.600000 sec): 3 clusters Score: Raw -75873.357103 + Penalty 3069.379005 = -72803.978098 nChanged 0 SP:Iteration 10F (18893.600000 sec): 3 clusters Score: Raw -75873.357103 + Penalty 3069.379005 = -72803.978098 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 20 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18893.600000 sec): 2 clusters Score: Raw -29238.850571 + Penalty 1348.643669 = -27890.206903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18893.610000 sec): 3 clusters Score: Raw -29610.524668 + Penalty 2697.287337 = -26913.237331 nChanged 43 SP:Iteration 1F (18893.610000 sec): 3 clusters Score: Raw -29895.512049 + Penalty 2697.287337 = -27198.224711 nChanged 20 SP:Iteration 2F (18893.610000 sec): 3 clusters Score: Raw -30062.622953 + Penalty 2697.287337 = -27365.335616 nChanged 11 SP:Iteration 3Q (18893.610000 sec): 3 clusters Score: Raw -30159.354775 + Penalty 2697.287337 = -27462.067438 nChanged 8 SP:Iteration 4Q (18893.610000 sec): 3 clusters Score: Raw -30280.210868 + Penalty 2697.287337 = -27582.923531 nChanged 2 SP:Iteration 5Q (18893.610000 sec): 3 clusters Score: Raw -30336.228315 + Penalty 2697.287337 = -27638.940978 nChanged 1 SP:Iteration 6Q (18893.610000 sec): 3 clusters Score: Raw -30365.958470 + Penalty 2697.287337 = -27668.671133 nChanged 1 SP:Iteration 7Q (18893.610000 sec): 3 clusters Score: Raw -30406.958272 + Penalty 2697.287337 = -27709.670934 nChanged 0 SP:Iteration 8F (18893.610000 sec): 3 clusters Score: Raw -30406.958272 + Penalty 2697.287337 = -27709.670934 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 21 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18893.620000 sec): 2 clusters Score: Raw -21379.709701 + Penalty 1335.354776 = -20044.354925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18893.620000 sec): 3 clusters Score: Raw -21715.116614 + Penalty 2670.709551 = -19044.407063 nChanged 28 SP:Iteration 1F (18893.620000 sec): 3 clusters Score: Raw -21921.891413 + Penalty 2670.709551 = -19251.181862 nChanged 19 SP:Iteration 2F (18893.620000 sec): 3 clusters Score: Raw -22183.431212 + Penalty 2670.709551 = -19512.721661 nChanged 7 SP:Iteration 3Q (18893.620000 sec): 3 clusters Score: Raw -22342.611643 + Penalty 2670.709551 = -19671.902092 nChanged 10 SP:Iteration 4Q (18893.620000 sec): 3 clusters Score: Raw -22663.511584 + Penalty 2670.709551 = -19992.802033 nChanged 13 SP:Iteration 5F (18893.620000 sec): 3 clusters Score: Raw -22731.977621 + Penalty 2670.709551 = -20061.268070 nChanged 6 SP:Iteration 6Q (18893.620000 sec): 3 clusters Score: Raw -22834.037855 + Penalty 2670.709551 = -20163.328304 nChanged 2 SP:Iteration 7Q (18893.630000 sec): 3 clusters Score: Raw -22864.932556 + Penalty 2670.709551 = -20194.223005 nChanged 1 SP:Iteration 8Q (18893.630000 sec): 3 clusters Score: Raw -22894.334391 + Penalty 2670.709551 = -20223.624840 nChanged 0 SP:Iteration 9F (18893.630000 sec): 3 clusters Score: Raw -22894.334391 + Penalty 2670.709551 = -20223.624840 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 5. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 22 (841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18893.640000 sec): 2 clusters Score: Raw -137290.615802 + Penalty 1670.178732 = -135620.437070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18893.640000 sec): 3 clusters Score: Raw -137140.404283 + Penalty 3340.357463 = -133800.046820 nChanged 167 SP:Iteration 1F (18893.650000 sec): 3 clusters Score: Raw -137366.391125 + Penalty 3340.357463 = -134026.033661 nChanged 48 SP:Iteration 2F (18893.650000 sec): 3 clusters Score: Raw -137440.081593 + Penalty 3340.357463 = -134099.724130 nChanged 21 SP:Iteration 3Q (18893.660000 sec): 3 clusters Score: Raw -137468.193381 + Penalty 3340.357463 = -134127.835918 nChanged 9 SP:Iteration 4Q (18893.660000 sec): 3 clusters Score: Raw -137479.247979 + Penalty 3340.357463 = -134138.890516 nChanged 5 SP:Iteration 5Q (18893.660000 sec): 3 clusters Score: Raw -137490.488879 + Penalty 3340.357463 = -134150.131415 nChanged 9 SP:Iteration 6Q (18893.660000 sec): 3 clusters Score: Raw -137502.009201 + Penalty 3340.357463 = -134161.651738 nChanged 3 SP:Iteration 7Q (18893.670000 sec): 3 clusters Score: Raw -137508.030683 + Penalty 3340.357463 = -134167.673220 nChanged 5 SP:Iteration 8Q (18893.670000 sec): 3 clusters Score: Raw -137513.210326 + Penalty 3340.357463 = -134172.852862 nChanged 1 SP:Iteration 9Q (18893.680000 sec): 3 clusters Score: Raw -137515.405943 + Penalty 3340.357463 = -134175.048479 nChanged 2 SP:Iteration 10Q (18893.680000 sec): 3 clusters Score: Raw -137519.218767 + Penalty 3340.357463 = -134178.861304 nChanged 4 SP:Iteration 11Q (18893.680000 sec): 3 clusters Score: Raw -137523.074837 + Penalty 3340.357463 = -134182.717374 nChanged 1 SP:Iteration 12Q (18893.680000 sec): 3 clusters Score: Raw -137524.066935 + Penalty 3340.357463 = -134183.709472 nChanged 0 SP:Iteration 13F (18893.690000 sec): 3 clusters Score: Raw -137524.066935 + Penalty 3340.357463 = -134183.709472 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 23 (28532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18893.810000 sec): 2 clusters Score: Raw -4586507.853844 + Penalty 2544.177823 = -4583963.676021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18893.920000 sec): 3 clusters Score: Raw -4569406.899024 + Penalty 5088.355646 = -4564318.543379 nChanged 12879 SP:Iteration 1F (18894.040000 sec): 3 clusters Score: Raw -4576663.891601 + Penalty 5088.355646 = -4571575.535955 nChanged 1566 SP:Iteration 2F (18894.160000 sec): 3 clusters Score: Raw -4577280.786024 + Penalty 5088.355646 = -4572192.430379 nChanged 1434 SP:Iteration 3F (18894.280000 sec): 3 clusters Score: Raw -4577859.964578 + Penalty 5088.355646 = -4572771.608932 nChanged 1428 SP:Iteration 4F (18894.390000 sec): 3 clusters Score: Raw -4578494.772766 + Penalty 5088.355646 = -4573406.417121 nChanged 1472 SP:Iteration 5F (18894.500000 sec): 3 clusters Score: Raw -4579224.651196 + Penalty 5088.355646 = -4574136.295550 nChanged 1499 SP:Iteration 6F (18894.620000 sec): 3 clusters Score: Raw -4580003.288585 + Penalty 5088.355646 = -4574914.932940 nChanged 1477 SP:Iteration 7F (18894.740000 sec): 3 clusters Score: Raw -4580864.212641 + Penalty 5088.355646 = -4575775.856996 nChanged 1526 SP:Iteration 8F (18894.850000 sec): 3 clusters Score: Raw -4581817.477441 + Penalty 5088.355646 = -4576729.121796 nChanged 1438 SP:Iteration 9F (18894.960000 sec): 3 clusters Score: Raw -4582809.522934 + Penalty 5088.355646 = -4577721.167289 nChanged 1365 SP:Iteration 10Q (18895.080000 sec): 3 clusters Score: Raw -4583836.333410 + Penalty 5088.355646 = -4578747.977765 nChanged 1180 SP:Iteration 11Q (18895.200000 sec): 3 clusters Score: Raw -4584782.638169 + Penalty 5088.355646 = -4579694.282524 nChanged 893 SP:Iteration 12Q (18895.310000 sec): 3 clusters Score: Raw -4585509.153450 + Penalty 5088.355646 = -4580420.797804 nChanged 621 SP:Iteration 13Q (18895.420000 sec): 3 clusters Score: Raw -4586018.669463 + Penalty 5088.355646 = -4580930.313817 nChanged 376 SP:Iteration 14Q (18895.520000 sec): 3 clusters Score: Raw -4586350.803159 + Penalty 5088.355646 = -4581262.447514 nChanged 197 SP:Iteration 15Q (18895.610000 sec): 3 clusters Score: Raw -4586537.710222 + Penalty 5088.355646 = -4581449.354577 nChanged 108 SP:Iteration 16Q (18895.700000 sec): 3 clusters Score: Raw -4586650.335205 + Penalty 5088.355646 = -4581561.979559 nChanged 65 SP:Iteration 17Q (18895.790000 sec): 3 clusters Score: Raw -4586716.175388 + Penalty 5088.355646 = -4581627.819743 nChanged 46 SP:Iteration 18Q (18895.880000 sec): 3 clusters Score: Raw -4586755.116230 + Penalty 5088.355646 = -4581666.760585 nChanged 36 SP:Iteration 19Q (18895.960000 sec): 3 clusters Score: Raw -4586786.642979 + Penalty 5088.355646 = -4581698.287333 nChanged 17 SP:Iteration 20F (18896.080000 sec): 3 clusters Score: Raw -4586806.033077 + Penalty 5088.355646 = -4581717.677432 nChanged 14 SP:Iteration 21Q (18896.160000 sec): 3 clusters Score: Raw -4586818.338060 + Penalty 5088.355646 = -4581729.982414 nChanged 13 SP:Iteration 22Q (18896.250000 sec): 3 clusters Score: Raw -4586835.623717 + Penalty 5088.355646 = -4581747.268072 nChanged 8 SP:Iteration 23Q (18896.330000 sec): 3 clusters Score: Raw -4586842.850001 + Penalty 5088.355646 = -4581754.494355 nChanged 5 SP:Iteration 24Q (18896.420000 sec): 3 clusters Score: Raw -4586847.613453 + Penalty 5088.355646 = -4581759.257808 nChanged 6 SP:Iteration 25Q (18896.500000 sec): 3 clusters Score: Raw -4586855.895691 + Penalty 5088.355646 = -4581767.540045 nChanged 6 SP:Iteration 26Q (18896.580000 sec): 3 clusters Score: Raw -4586861.765128 + Penalty 5088.355646 = -4581773.409483 nChanged 3 SP:Iteration 27Q (18896.670000 sec): 3 clusters Score: Raw -4586865.450095 + Penalty 5088.355646 = -4581777.094449 nChanged 6 SP:Iteration 28Q (18896.760000 sec): 3 clusters Score: Raw -4586870.811627 + Penalty 5088.355646 = -4581782.455982 nChanged 6 SP:Iteration 29Q (18896.840000 sec): 3 clusters Score: Raw -4586878.344727 + Penalty 5088.355646 = -4581789.989082 nChanged 2 SP:Iteration 30Q (18896.920000 sec): 3 clusters Score: Raw -4586880.015085 + Penalty 5088.355646 = -4581791.659439 nChanged 4 SP:Iteration 31Q (18897.010000 sec): 3 clusters Score: Raw -4586882.728049 + Penalty 5088.355646 = -4581794.372404 nChanged 3 SP:Iteration 32Q (18897.090000 sec): 3 clusters Score: Raw -4586886.632851 + Penalty 5088.355646 = -4581798.277205 nChanged 4 SP:Iteration 33Q (18897.180000 sec): 3 clusters Score: Raw -4586890.948490 + Penalty 5088.355646 = -4581802.592844 nChanged 3 SP:Iteration 34Q (18897.260000 sec): 3 clusters Score: Raw -4586895.934068 + Penalty 5088.355646 = -4581807.578422 nChanged 3 SP:Iteration 35Q (18897.340000 sec): 3 clusters Score: Raw -4586899.180435 + Penalty 5088.355646 = -4581810.824789 nChanged 3 SP:Iteration 36Q (18897.420000 sec): 3 clusters Score: Raw -4586902.245452 + Penalty 5088.355646 = -4581813.889807 nChanged 1 SP:Iteration 37Q (18897.510000 sec): 3 clusters Score: Raw -4586903.751805 + Penalty 5088.355646 = -4581815.396159 nChanged 2 SP:Iteration 38Q (18897.590000 sec): 3 clusters Score: Raw -4586906.100559 + Penalty 5088.355646 = -4581817.744914 nChanged 1 SP:Iteration 39Q (18897.670000 sec): 3 clusters Score: Raw -4586906.955174 + Penalty 5088.355646 = -4581818.599528 nChanged 0 SP:Iteration 40F (18897.790000 sec): 3 clusters Score: Raw -4586906.955174 + Penalty 5088.355646 = -4581818.599528 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 24 (538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18897.810000 sec): 2 clusters Score: Raw -85148.195072 + Penalty 1559.388923 = -83588.806150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18897.810000 sec): 3 clusters Score: Raw -85155.737561 + Penalty 3118.777846 = -82036.959716 nChanged 107 SP:Iteration 1F (18897.810000 sec): 3 clusters Score: Raw -85350.906813 + Penalty 3118.777846 = -82232.128967 nChanged 21 SP:Iteration 2Q (18897.820000 sec): 3 clusters Score: Raw -85392.044170 + Penalty 3118.777846 = -82273.266324 nChanged 7 SP:Iteration 3Q (18897.820000 sec): 3 clusters Score: Raw -85406.625479 + Penalty 3118.777846 = -82287.847634 nChanged 4 SP:Iteration 4Q (18897.820000 sec): 3 clusters Score: Raw -85417.145312 + Penalty 3118.777846 = -82298.367466 nChanged 3 SP:Iteration 5Q (18897.820000 sec): 3 clusters Score: Raw -85423.588383 + Penalty 3118.777846 = -82304.810537 nChanged 1 SP:Iteration 6Q (18897.820000 sec): 3 clusters Score: Raw -85425.725874 + Penalty 3118.777846 = -82306.948028 nChanged 0 SP:Iteration 7F (18897.830000 sec): 3 clusters Score: Raw -85425.725874 + Penalty 3118.777846 = -82306.948028 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 25 (14989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18897.890000 sec): 2 clusters Score: Raw -2392210.813524 + Penalty 2384.537826 = -2389826.275698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18897.950000 sec): 3 clusters Score: Raw -2383739.472826 + Penalty 4769.075651 = -2378970.397174 nChanged 6383 SP:Iteration 1F (18898.010000 sec): 3 clusters Score: Raw -2387177.128805 + Penalty 4769.075651 = -2382408.053154 nChanged 959 SP:Iteration 2F (18898.070000 sec): 3 clusters Score: Raw -2387610.511132 + Penalty 4769.075651 = -2382841.435481 nChanged 831 SP:Iteration 3F (18898.130000 sec): 3 clusters Score: Raw -2388019.782984 + Penalty 4769.075651 = -2383250.707333 nChanged 746 SP:Iteration 4Q (18898.190000 sec): 3 clusters Score: Raw -2388439.878236 + Penalty 4769.075651 = -2383670.802585 nChanged 790 SP:Iteration 5F (18898.250000 sec): 3 clusters Score: Raw -2388900.872029 + Penalty 4769.075651 = -2384131.796378 nChanged 835 SP:Iteration 6F (18898.310000 sec): 3 clusters Score: Raw -2389379.596655 + Penalty 4769.075651 = -2384610.521004 nChanged 781 SP:Iteration 7F (18898.370000 sec): 3 clusters Score: Raw -2389813.298918 + Penalty 4769.075651 = -2385044.223267 nChanged 688 SP:Iteration 8Q (18898.430000 sec): 3 clusters Score: Raw -2390176.008175 + Penalty 4769.075651 = -2385406.932524 nChanged 622 SP:Iteration 9Q (18898.480000 sec): 3 clusters Score: Raw -2390485.839463 + Penalty 4769.075651 = -2385716.763812 nChanged 519 SP:Iteration 10Q (18898.540000 sec): 3 clusters Score: Raw -2390773.346343 + Penalty 4769.075651 = -2386004.270691 nChanged 427 SP:Iteration 11Q (18898.600000 sec): 3 clusters Score: Raw -2391000.485901 + Penalty 4769.075651 = -2386231.410250 nChanged 342 SP:Iteration 12Q (18898.660000 sec): 3 clusters Score: Raw -2391185.010666 + Penalty 4769.075651 = -2386415.935014 nChanged 254 SP:Iteration 13Q (18898.720000 sec): 3 clusters Score: Raw -2391315.832820 + Penalty 4769.075651 = -2386546.757168 nChanged 188 SP:Iteration 14Q (18898.780000 sec): 3 clusters Score: Raw -2391398.853554 + Penalty 4769.075651 = -2386629.777903 nChanged 156 SP:Iteration 15Q (18898.840000 sec): 3 clusters Score: Raw -2391449.922197 + Penalty 4769.075651 = -2386680.846545 nChanged 118 SP:Iteration 16Q (18898.910000 sec): 3 clusters Score: Raw -2391478.974839 + Penalty 4769.075651 = -2386709.899188 nChanged 103 SP:Iteration 17Q (18898.970000 sec): 3 clusters Score: Raw -2391509.021858 + Penalty 4769.075651 = -2386739.946207 nChanged 112 SP:Iteration 18Q (18899.020000 sec): 3 clusters Score: Raw -2391543.300016 + Penalty 4769.075651 = -2386774.224365 nChanged 91 SP:Iteration 19Q (18899.080000 sec): 3 clusters Score: Raw -2391574.551408 + Penalty 4769.075651 = -2386805.475756 nChanged 103 SP:Iteration 20F (18899.140000 sec): 3 clusters Score: Raw -2391614.443494 + Penalty 4769.075651 = -2386845.367842 nChanged 120 SP:Iteration 21Q (18899.200000 sec): 3 clusters Score: Raw -2391674.634464 + Penalty 4769.075651 = -2386905.558813 nChanged 132 SP:Iteration 22Q (18899.260000 sec): 3 clusters Score: Raw -2391757.720214 + Penalty 4769.075651 = -2386988.644563 nChanged 154 SP:Iteration 23Q (18899.320000 sec): 3 clusters Score: Raw -2391874.222318 + Penalty 4769.075651 = -2387105.146666 nChanged 176 SP:Iteration 24Q (18899.370000 sec): 3 clusters Score: Raw -2392042.914856 + Penalty 4769.075651 = -2387273.839204 nChanged 190 SP:Iteration 25Q (18899.430000 sec): 3 clusters Score: Raw -2392263.100661 + Penalty 4769.075651 = -2387494.025009 nChanged 162 SP:Iteration 26Q (18899.480000 sec): 3 clusters Score: Raw -2392451.080959 + Penalty 4769.075651 = -2387682.005308 nChanged 139 SP:Iteration 27Q (18899.530000 sec): 3 clusters Score: Raw -2392561.690661 + Penalty 4769.075651 = -2387792.615009 nChanged 110 SP:Iteration 28Q (18899.580000 sec): 3 clusters Score: Raw -2392617.064263 + Penalty 4769.075651 = -2387847.988612 nChanged 70 SP:Iteration 29Q (18899.630000 sec): 3 clusters Score: Raw -2392647.842668 + Penalty 4769.075651 = -2387878.767017 nChanged 50 SP:Iteration 30Q (18899.680000 sec): 3 clusters Score: Raw -2392668.028020 + Penalty 4769.075651 = -2387898.952368 nChanged 40 SP:Iteration 31Q (18899.720000 sec): 3 clusters Score: Raw -2392682.047493 + Penalty 4769.075651 = -2387912.971841 nChanged 33 SP:Iteration 32Q (18899.770000 sec): 3 clusters Score: Raw -2392692.414076 + Penalty 4769.075651 = -2387923.338425 nChanged 20 SP:Iteration 33Q (18899.820000 sec): 3 clusters Score: Raw -2392698.354305 + Penalty 4769.075651 = -2387929.278654 nChanged 19 SP:Iteration 34Q (18899.860000 sec): 3 clusters Score: Raw -2392703.410498 + Penalty 4769.075651 = -2387934.334846 nChanged 17 SP:Iteration 35Q (18899.910000 sec): 3 clusters Score: Raw -2392709.281543 + Penalty 4769.075651 = -2387940.205891 nChanged 18 SP:Iteration 36Q (18899.960000 sec): 3 clusters Score: Raw -2392714.552180 + Penalty 4769.075651 = -2387945.476529 nChanged 10 SP:Iteration 37Q (18900.000000 sec): 3 clusters Score: Raw -2392717.201244 + Penalty 4769.075651 = -2387948.125593 nChanged 8 SP:Iteration 38Q (18900.050000 sec): 3 clusters Score: Raw -2392719.165553 + Penalty 4769.075651 = -2387950.089901 nChanged 6 SP:Iteration 39Q (18900.100000 sec): 3 clusters Score: Raw -2392720.629139 + Penalty 4769.075651 = -2387951.553488 nChanged 6 SP:Iteration 40F (18900.160000 sec): 3 clusters Score: Raw -2392721.770407 + Penalty 4769.075651 = -2387952.694755 nChanged 2 SP:Iteration 41Q (18900.200000 sec): 3 clusters Score: Raw -2392722.161219 + Penalty 4769.075651 = -2387953.085568 nChanged 1 SP:Iteration 42Q (18900.250000 sec): 3 clusters Score: Raw -2392722.332992 + Penalty 4769.075651 = -2387953.257341 nChanged 2 SP:Iteration 43Q (18900.300000 sec): 3 clusters Score: Raw -2392722.866426 + Penalty 4769.075651 = -2387953.790774 nChanged 3 SP:Iteration 44Q (18900.340000 sec): 3 clusters Score: Raw -2392723.590120 + Penalty 4769.075651 = -2387954.514469 nChanged 4 SP:Iteration 45Q (18900.390000 sec): 3 clusters Score: Raw -2392724.681853 + Penalty 4769.075651 = -2387955.606202 nChanged 3 SP:Iteration 46Q (18900.440000 sec): 3 clusters Score: Raw -2392725.096574 + Penalty 4769.075651 = -2387956.020923 nChanged 2 SP:Iteration 47Q (18900.480000 sec): 3 clusters Score: Raw -2392726.034575 + Penalty 4769.075651 = -2387956.958924 nChanged 5 SP:Iteration 48Q (18900.530000 sec): 3 clusters Score: Raw -2392727.154867 + Penalty 4769.075651 = -2387958.079216 nChanged 1 SP:Iteration 49Q (18900.570000 sec): 3 clusters Score: Raw -2392727.257221 + Penalty 4769.075651 = -2387958.181569 nChanged 0 SP:Iteration 50F (18900.630000 sec): 3 clusters Score: Raw -2392727.257221 + Penalty 4769.075651 = -2387958.181569 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 26 (102753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18901.040000 sec): 2 clusters Score: Raw -16520862.516016 + Penalty 2861.940666 = -16518000.575350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18901.480000 sec): 3 clusters Score: Raw -16454951.412392 + Penalty 5723.881331 = -16449227.531061 nChanged 48585 SP:Iteration 1F (18901.920000 sec): 3 clusters Score: Raw -16482821.121076 + Penalty 5723.881331 = -16477097.239745 nChanged 3873 SP:Iteration 2Q (18902.370000 sec): 3 clusters Score: Raw -16484058.062156 + Penalty 5723.881331 = -16478334.180825 nChanged 4528 SP:Iteration 3Q (18902.830000 sec): 3 clusters Score: Raw -16485919.077422 + Penalty 5723.881331 = -16480195.196091 nChanged 5597 SP:Iteration 4F (18903.260000 sec): 3 clusters Score: Raw -16488874.408081 + Penalty 5723.881331 = -16483150.526750 nChanged 7010 SP:Iteration 5F (18903.700000 sec): 3 clusters Score: Raw -16493332.823063 + Penalty 5723.881331 = -16487608.941731 nChanged 7656 SP:Iteration 6F (18904.140000 sec): 3 clusters Score: Raw -16498596.551271 + Penalty 5723.881331 = -16492872.669939 nChanged 7379 SP:Iteration 7F (18904.580000 sec): 3 clusters Score: Raw -16504134.398444 + Penalty 5723.881331 = -16498410.517113 nChanged 6376 SP:Iteration 8F (18905.010000 sec): 3 clusters Score: Raw -16509163.914022 + Penalty 5723.881331 = -16503440.032691 nChanged 4655 SP:Iteration 9Q (18905.450000 sec): 3 clusters Score: Raw -16513137.807505 + Penalty 5723.881331 = -16507413.926174 nChanged 3302 SP:Iteration 10Q (18905.890000 sec): 3 clusters Score: Raw -16515749.343290 + Penalty 5723.881331 = -16510025.461958 nChanged 2375 SP:Iteration 11Q (18906.310000 sec): 3 clusters Score: Raw -16517080.115908 + Penalty 5723.881331 = -16511356.234577 nChanged 1538 SP:Iteration 12Q (18906.710000 sec): 3 clusters Score: Raw -16517681.774477 + Penalty 5723.881331 = -16511957.893146 nChanged 1070 SP:Iteration 13Q (18907.100000 sec): 3 clusters Score: Raw -16518033.624721 + Penalty 5723.881331 = -16512309.743390 nChanged 934 SP:Iteration 14Q (18907.490000 sec): 3 clusters Score: Raw -16518326.349574 + Penalty 5723.881331 = -16512602.468243 nChanged 872 SP:Iteration 15Q (18907.870000 sec): 3 clusters Score: Raw -16518588.580517 + Penalty 5723.881331 = -16512864.699186 nChanged 839 SP:Iteration 16Q (18908.250000 sec): 3 clusters Score: Raw -16518833.090790 + Penalty 5723.881331 = -16513109.209459 nChanged 787 SP:Iteration 17Q (18908.620000 sec): 3 clusters Score: Raw -16519056.143496 + Penalty 5723.881331 = -16513332.262165 nChanged 787 SP:Iteration 18Q (18909.000000 sec): 3 clusters Score: Raw -16519287.770550 + Penalty 5723.881331 = -16513563.889218 nChanged 802 SP:Iteration 19Q (18909.360000 sec): 3 clusters Score: Raw -16519516.924325 + Penalty 5723.881331 = -16513793.042994 nChanged 719 SP:Iteration 20F (18909.800000 sec): 3 clusters Score: Raw -16519702.760363 + Penalty 5723.881331 = -16513978.879032 nChanged 639 SP:Iteration 21Q (18910.160000 sec): 3 clusters Score: Raw -16519869.617026 + Penalty 5723.881331 = -16514145.735695 nChanged 627 SP:Iteration 22Q (18910.520000 sec): 3 clusters Score: Raw -16520025.420811 + Penalty 5723.881331 = -16514301.539480 nChanged 550 SP:Iteration 23Q (18910.880000 sec): 3 clusters Score: Raw -16520156.577380 + Penalty 5723.881331 = -16514432.696049 nChanged 496 SP:Iteration 24Q (18911.230000 sec): 3 clusters Score: Raw -16520272.918179 + Penalty 5723.881331 = -16514549.036848 nChanged 465 SP:Iteration 25Q (18911.580000 sec): 3 clusters Score: Raw -16520384.917536 + Penalty 5723.881331 = -16514661.036205 nChanged 436 SP:Iteration 26Q (18911.940000 sec): 3 clusters Score: Raw -16520475.778907 + Penalty 5723.881331 = -16514751.897576 nChanged 363 SP:Iteration 27Q (18912.280000 sec): 3 clusters Score: Raw -16520548.529592 + Penalty 5723.881331 = -16514824.648261 nChanged 354 SP:Iteration 28Q (18912.620000 sec): 3 clusters Score: Raw -16520627.609478 + Penalty 5723.881331 = -16514903.728147 nChanged 375 SP:Iteration 29Q (18912.970000 sec): 3 clusters Score: Raw -16520715.678847 + Penalty 5723.881331 = -16514991.797515 nChanged 335 SP:Iteration 30Q (18913.310000 sec): 3 clusters Score: Raw -16520787.612770 + Penalty 5723.881331 = -16515063.731439 nChanged 301 SP:Iteration 31Q (18913.660000 sec): 3 clusters Score: Raw -16520846.107109 + Penalty 5723.881331 = -16515122.225778 nChanged 267 SP:Iteration 32Q (18914.000000 sec): 3 clusters Score: Raw -16520900.398055 + Penalty 5723.881331 = -16515176.516724 nChanged 262 SP:Iteration 33Q (18914.340000 sec): 3 clusters Score: Raw -16520955.583195 + Penalty 5723.881331 = -16515231.701864 nChanged 258 SP:Iteration 34Q (18914.680000 sec): 3 clusters Score: Raw -16521007.192239 + Penalty 5723.881331 = -16515283.310908 nChanged 237 SP:Iteration 35Q (18915.020000 sec): 3 clusters Score: Raw -16521054.801624 + Penalty 5723.881331 = -16515330.920293 nChanged 198 SP:Iteration 36Q (18915.360000 sec): 3 clusters Score: Raw -16521095.590781 + Penalty 5723.881331 = -16515371.709450 nChanged 186 SP:Iteration 37Q (18915.680000 sec): 3 clusters Score: Raw -16521133.500231 + Penalty 5723.881331 = -16515409.618900 nChanged 169 SP:Iteration 38Q (18916.020000 sec): 3 clusters Score: Raw -16521169.144645 + Penalty 5723.881331 = -16515445.263314 nChanged 150 SP:Iteration 39Q (18916.350000 sec): 3 clusters Score: Raw -16521197.416164 + Penalty 5723.881331 = -16515473.534832 nChanged 125 SP:Iteration 40F (18916.780000 sec): 3 clusters Score: Raw -16521217.381803 + Penalty 5723.881331 = -16515493.500472 nChanged 118 SP:Iteration 41Q (18917.120000 sec): 3 clusters Score: Raw -16521238.315587 + Penalty 5723.881331 = -16515514.434256 nChanged 129 SP:Iteration 42Q (18917.450000 sec): 3 clusters Score: Raw -16521259.231786 + Penalty 5723.881331 = -16515535.350455 nChanged 105 SP:Iteration 43Q (18917.780000 sec): 3 clusters Score: Raw -16521277.168512 + Penalty 5723.881331 = -16515553.287181 nChanged 108 SP:Iteration 44Q (18918.120000 sec): 3 clusters Score: Raw -16521297.716159 + Penalty 5723.881331 = -16515573.834828 nChanged 108 SP:Iteration 45Q (18918.450000 sec): 3 clusters Score: Raw -16521317.638044 + Penalty 5723.881331 = -16515593.756713 nChanged 108 SP:Iteration 46Q (18918.780000 sec): 3 clusters Score: Raw -16521340.683174 + Penalty 5723.881331 = -16515616.801843 nChanged 95 SP:Iteration 47Q (18919.110000 sec): 3 clusters Score: Raw -16521360.140082 + Penalty 5723.881331 = -16515636.258751 nChanged 100 SP:Iteration 48Q (18919.440000 sec): 3 clusters Score: Raw -16521378.021238 + Penalty 5723.881331 = -16515654.139906 nChanged 99 SP:Iteration 49Q (18919.770000 sec): 3 clusters Score: Raw -16521395.733134 + Penalty 5723.881331 = -16515671.851803 nChanged 72 SP:Iteration 50Q (18920.100000 sec): 3 clusters Score: Raw -16521409.086667 + Penalty 5723.881331 = -16515685.205336 nChanged 61 SP:Iteration 51Q (18920.420000 sec): 3 clusters Score: Raw -16521421.388571 + Penalty 5723.881331 = -16515697.507240 nChanged 51 SP:Iteration 52Q (18920.750000 sec): 3 clusters Score: Raw -16521430.482914 + Penalty 5723.881331 = -16515706.601582 nChanged 38 SP:Iteration 53Q (18921.080000 sec): 3 clusters Score: Raw -16521435.882524 + Penalty 5723.881331 = -16515712.001193 nChanged 35 SP:Iteration 54Q (18921.410000 sec): 3 clusters Score: Raw -16521440.095359 + Penalty 5723.881331 = -16515716.214028 nChanged 29 SP:Iteration 55Q (18921.740000 sec): 3 clusters Score: Raw -16521443.350292 + Penalty 5723.881331 = -16515719.468961 nChanged 25 SP:Iteration 56Q (18922.060000 sec): 3 clusters Score: Raw -16521446.295890 + Penalty 5723.881331 = -16515722.414559 nChanged 19 SP:Iteration 57Q (18922.390000 sec): 3 clusters Score: Raw -16521448.303652 + Penalty 5723.881331 = -16515724.422321 nChanged 24 SP:Iteration 58Q (18922.720000 sec): 3 clusters Score: Raw -16521451.490167 + Penalty 5723.881331 = -16515727.608836 nChanged 26 SP:Iteration 59Q (18923.040000 sec): 3 clusters Score: Raw -16521454.444483 + Penalty 5723.881331 = -16515730.563152 nChanged 14 SP:Iteration 60F (18923.480000 sec): 3 clusters Score: Raw -16521456.682881 + Penalty 5723.881331 = -16515732.801550 nChanged 20 SP:Iteration 61Q (18923.800000 sec): 3 clusters Score: Raw -16521459.853791 + Penalty 5723.881331 = -16515735.972460 nChanged 27 SP:Iteration 62Q (18924.130000 sec): 3 clusters Score: Raw -16521464.447613 + Penalty 5723.881331 = -16515740.566282 nChanged 28 SP:Iteration 63Q (18924.450000 sec): 3 clusters Score: Raw -16521469.263199 + Penalty 5723.881331 = -16515745.381868 nChanged 28 SP:Iteration 64Q (18924.780000 sec): 3 clusters Score: Raw -16521473.382514 + Penalty 5723.881331 = -16515749.501183 nChanged 25 SP:Iteration 65Q (18925.100000 sec): 3 clusters Score: Raw -16521477.097659 + Penalty 5723.881331 = -16515753.216327 nChanged 36 SP:Iteration 66Q (18925.440000 sec): 3 clusters Score: Raw -16521482.559601 + Penalty 5723.881331 = -16515758.678269 nChanged 32 SP:Iteration 67Q (18925.760000 sec): 3 clusters Score: Raw -16521487.853070 + Penalty 5723.881331 = -16515763.971739 nChanged 33 SP:Iteration 68Q (18926.090000 sec): 3 clusters Score: Raw -16521493.136420 + Penalty 5723.881331 = -16515769.255089 nChanged 28 SP:Iteration 69Q (18926.420000 sec): 3 clusters Score: Raw -16521498.112629 + Penalty 5723.881331 = -16515774.231298 nChanged 32 SP:Iteration 70Q (18926.740000 sec): 3 clusters Score: Raw -16521502.877877 + Penalty 5723.881331 = -16515778.996546 nChanged 31 SP:Iteration 71Q (18927.060000 sec): 3 clusters Score: Raw -16521506.835278 + Penalty 5723.881331 = -16515782.953947 nChanged 29 SP:Iteration 72Q (18927.390000 sec): 3 clusters Score: Raw -16521510.806236 + Penalty 5723.881331 = -16515786.924905 nChanged 29 SP:Iteration 73Q (18927.710000 sec): 3 clusters Score: Raw -16521514.718304 + Penalty 5723.881331 = -16515790.836973 nChanged 19 SP:Iteration 74Q (18928.040000 sec): 3 clusters Score: Raw -16521517.654181 + Penalty 5723.881331 = -16515793.772850 nChanged 21 SP:Iteration 75Q (18928.360000 sec): 3 clusters Score: Raw -16521520.515531 + Penalty 5723.881331 = -16515796.634200 nChanged 18 SP:Iteration 76Q (18928.680000 sec): 3 clusters Score: Raw -16521522.932660 + Penalty 5723.881331 = -16515799.051329 nChanged 18 SP:Iteration 77Q (18929.010000 sec): 3 clusters Score: Raw -16521525.391843 + Penalty 5723.881331 = -16515801.510512 nChanged 14 SP:Iteration 78Q (18929.340000 sec): 3 clusters Score: Raw -16521527.369479 + Penalty 5723.881331 = -16515803.488147 nChanged 12 SP:Iteration 79Q (18929.660000 sec): 3 clusters Score: Raw -16521529.150936 + Penalty 5723.881331 = -16515805.269605 nChanged 13 SP:Iteration 80F (18930.090000 sec): 3 clusters Score: Raw -16521530.694059 + Penalty 5723.881331 = -16515806.812728 nChanged 12 SP:Iteration 81Q (18930.420000 sec): 3 clusters Score: Raw -16521531.751574 + Penalty 5723.881331 = -16515807.870243 nChanged 8 SP:Iteration 82Q (18930.740000 sec): 3 clusters Score: Raw -16521532.401093 + Penalty 5723.881331 = -16515808.519762 nChanged 1 SP:Iteration 83Q (18931.060000 sec): 3 clusters Score: Raw -16521532.480031 + Penalty 5723.881331 = -16515808.598700 nChanged 2 SP:Iteration 84Q (18931.380000 sec): 3 clusters Score: Raw -16521532.650584 + Penalty 5723.881331 = -16515808.769252 nChanged 1 SP:Iteration 85Q (18931.700000 sec): 3 clusters Score: Raw -16521532.723323 + Penalty 5723.881331 = -16515808.841992 nChanged 2 SP:Iteration 86Q (18932.030000 sec): 3 clusters Score: Raw -16521533.060259 + Penalty 5723.881331 = -16515809.178928 nChanged 5 SP:Iteration 87Q (18932.350000 sec): 3 clusters Score: Raw -16521533.513343 + Penalty 5723.881331 = -16515809.632011 nChanged 5 SP:Iteration 88Q (18932.670000 sec): 3 clusters Score: Raw -16521533.898893 + Penalty 5723.881331 = -16515810.017562 nChanged 2 SP:Iteration 89Q (18933.000000 sec): 3 clusters Score: Raw -16521534.036010 + Penalty 5723.881331 = -16515810.154679 nChanged 1 SP:Iteration 90Q (18933.320000 sec): 3 clusters Score: Raw -16521534.108000 + Penalty 5723.881331 = -16515810.226669 nChanged 0 SP:Iteration 91F (18933.760000 sec): 3 clusters Score: Raw -16521534.108000 + Penalty 5723.881331 = -16515810.226669 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 27 (9755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18933.850000 sec): 2 clusters Score: Raw -1505408.411000 + Penalty 2278.012743 = -1503130.398257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18933.890000 sec): 3 clusters Score: Raw -1500182.064578 + Penalty 4556.025486 = -1495626.039093 nChanged 4048 SP:Iteration 1F (18933.920000 sec): 3 clusters Score: Raw -1502438.671517 + Penalty 4556.025486 = -1497882.646031 nChanged 689 SP:Iteration 2F (18933.960000 sec): 3 clusters Score: Raw -1502782.423224 + Penalty 4556.025486 = -1498226.397738 nChanged 520 SP:Iteration 3F (18934.000000 sec): 3 clusters Score: Raw -1503025.406097 + Penalty 4556.025486 = -1498469.380611 nChanged 420 SP:Iteration 4Q (18934.040000 sec): 3 clusters Score: Raw -1503205.865122 + Penalty 4556.025486 = -1498649.839637 nChanged 359 SP:Iteration 5Q (18934.080000 sec): 3 clusters Score: Raw -1503358.134684 + Penalty 4556.025486 = -1498802.109199 nChanged 357 SP:Iteration 6Q (18934.120000 sec): 3 clusters Score: Raw -1503523.579284 + Penalty 4556.025486 = -1498967.553799 nChanged 319 SP:Iteration 7Q (18934.160000 sec): 3 clusters Score: Raw -1503716.768598 + Penalty 4556.025486 = -1499160.743112 nChanged 332 SP:Iteration 8Q (18934.190000 sec): 3 clusters Score: Raw -1503929.589382 + Penalty 4556.025486 = -1499373.563897 nChanged 301 SP:Iteration 9Q (18934.230000 sec): 3 clusters Score: Raw -1504140.432688 + Penalty 4556.025486 = -1499584.407202 nChanged 295 SP:Iteration 10Q (18934.270000 sec): 3 clusters Score: Raw -1504382.148242 + Penalty 4556.025486 = -1499826.122756 nChanged 303 SP:Iteration 11Q (18934.310000 sec): 3 clusters Score: Raw -1504581.984570 + Penalty 4556.025486 = -1500025.959084 nChanged 269 SP:Iteration 12Q (18934.340000 sec): 3 clusters Score: Raw -1504727.750392 + Penalty 4556.025486 = -1500171.724906 nChanged 236 SP:Iteration 13Q (18934.380000 sec): 3 clusters Score: Raw -1504833.888845 + Penalty 4556.025486 = -1500277.863359 nChanged 194 SP:Iteration 14Q (18934.420000 sec): 3 clusters Score: Raw -1504907.659444 + Penalty 4556.025486 = -1500351.633958 nChanged 147 SP:Iteration 15Q (18934.460000 sec): 3 clusters Score: Raw -1504954.196614 + Penalty 4556.025486 = -1500398.171129 nChanged 124 SP:Iteration 16Q (18934.490000 sec): 3 clusters Score: Raw -1505001.356233 + Penalty 4556.025486 = -1500445.330748 nChanged 122 SP:Iteration 17Q (18934.530000 sec): 3 clusters Score: Raw -1505044.487228 + Penalty 4556.025486 = -1500488.461742 nChanged 124 SP:Iteration 18Q (18934.560000 sec): 3 clusters Score: Raw -1505084.808499 + Penalty 4556.025486 = -1500528.783014 nChanged 116 SP:Iteration 19Q (18934.600000 sec): 3 clusters Score: Raw -1505130.997627 + Penalty 4556.025486 = -1500574.972141 nChanged 130 SP:Iteration 20F (18934.640000 sec): 3 clusters Score: Raw -1505184.603537 + Penalty 4556.025486 = -1500628.578051 nChanged 118 SP:Iteration 21Q (18934.670000 sec): 3 clusters Score: Raw -1505232.651758 + Penalty 4556.025486 = -1500676.626273 nChanged 136 SP:Iteration 22Q (18934.710000 sec): 3 clusters Score: Raw -1505292.734656 + Penalty 4556.025486 = -1500736.709170 nChanged 152 SP:Iteration 23Q (18934.740000 sec): 3 clusters Score: Raw -1505362.682582 + Penalty 4556.025486 = -1500806.657097 nChanged 175 SP:Iteration 24Q (18934.780000 sec): 3 clusters Score: Raw -1505460.449125 + Penalty 4556.025486 = -1500904.423639 nChanged 188 SP:Iteration 25Q (18934.820000 sec): 3 clusters Score: Raw -1505581.632347 + Penalty 4556.025486 = -1501025.606861 nChanged 234 SP:Iteration 26Q (18934.860000 sec): 3 clusters Score: Raw -1505732.996954 + Penalty 4556.025486 = -1501176.971469 nChanged 234 SP:Iteration 27Q (18934.890000 sec): 3 clusters Score: Raw -1505894.418202 + Penalty 4556.025486 = -1501338.392716 nChanged 227 SP:Iteration 28Q (18934.920000 sec): 3 clusters Score: Raw -1506055.155707 + Penalty 4556.025486 = -1501499.130221 nChanged 234 SP:Iteration 29Q (18934.960000 sec): 3 clusters Score: Raw -1506199.161980 + Penalty 4556.025486 = -1501643.136495 nChanged 193 SP:Iteration 30Q (18935.000000 sec): 3 clusters Score: Raw -1506316.262181 + Penalty 4556.025486 = -1501760.236695 nChanged 179 SP:Iteration 31Q (18935.030000 sec): 3 clusters Score: Raw -1506426.104389 + Penalty 4556.025486 = -1501870.078904 nChanged 180 SP:Iteration 32Q (18935.060000 sec): 3 clusters Score: Raw -1506529.740084 + Penalty 4556.025486 = -1501973.714598 nChanged 153 SP:Iteration 33Q (18935.100000 sec): 3 clusters Score: Raw -1506605.445109 + Penalty 4556.025486 = -1502049.419624 nChanged 115 SP:Iteration 34Q (18935.130000 sec): 3 clusters Score: Raw -1506657.020935 + Penalty 4556.025486 = -1502100.995449 nChanged 114 SP:Iteration 35Q (18935.160000 sec): 3 clusters Score: Raw -1506703.588639 + Penalty 4556.025486 = -1502147.563153 nChanged 96 SP:Iteration 36Q (18935.200000 sec): 3 clusters Score: Raw -1506749.087007 + Penalty 4556.025486 = -1502193.061521 nChanged 99 SP:Iteration 37Q (18935.230000 sec): 3 clusters Score: Raw -1506790.398825 + Penalty 4556.025486 = -1502234.373340 nChanged 77 SP:Iteration 38Q (18935.260000 sec): 3 clusters Score: Raw -1506818.284969 + Penalty 4556.025486 = -1502262.259483 nChanged 65 SP:Iteration 39Q (18935.300000 sec): 3 clusters Score: Raw -1506839.346738 + Penalty 4556.025486 = -1502283.321252 nChanged 71 SP:Iteration 40F (18935.330000 sec): 3 clusters Score: Raw -1506868.058544 + Penalty 4556.025486 = -1502312.033059 nChanged 68 SP:Iteration 41Q (18935.360000 sec): 3 clusters Score: Raw -1506906.180872 + Penalty 4556.025486 = -1502350.155387 nChanged 96 SP:Iteration 42Q (18935.400000 sec): 3 clusters Score: Raw -1506964.659861 + Penalty 4556.025486 = -1502408.634375 nChanged 114 SP:Iteration 43Q (18935.430000 sec): 3 clusters Score: Raw -1507042.815605 + Penalty 4556.025486 = -1502486.790120 nChanged 123 SP:Iteration 44Q (18935.460000 sec): 3 clusters Score: Raw -1507127.924548 + Penalty 4556.025486 = -1502571.899062 nChanged 118 SP:Iteration 45Q (18935.500000 sec): 3 clusters Score: Raw -1507221.780097 + Penalty 4556.025486 = -1502665.754612 nChanged 114 SP:Iteration 46Q (18935.530000 sec): 3 clusters Score: Raw -1507312.712609 + Penalty 4556.025486 = -1502756.687123 nChanged 92 SP:Iteration 47Q (18935.560000 sec): 3 clusters Score: Raw -1507374.180442 + Penalty 4556.025486 = -1502818.154956 nChanged 75 SP:Iteration 48Q (18935.600000 sec): 3 clusters Score: Raw -1507412.446561 + Penalty 4556.025486 = -1502856.421075 nChanged 52 SP:Iteration 49Q (18935.620000 sec): 3 clusters Score: Raw -1507429.130332 + Penalty 4556.025486 = -1502873.104847 nChanged 34 SP:Iteration 50Q (18935.660000 sec): 3 clusters Score: Raw -1507439.122516 + Penalty 4556.025486 = -1502883.097031 nChanged 25 SP:Iteration 51Q (18935.690000 sec): 3 clusters Score: Raw -1507444.761086 + Penalty 4556.025486 = -1502888.735600 nChanged 20 SP:Iteration 52Q (18935.720000 sec): 3 clusters Score: Raw -1507448.942668 + Penalty 4556.025486 = -1502892.917183 nChanged 14 SP:Iteration 53Q (18935.750000 sec): 3 clusters Score: Raw -1507452.184975 + Penalty 4556.025486 = -1502896.159489 nChanged 14 SP:Iteration 54Q (18935.780000 sec): 3 clusters Score: Raw -1507455.013826 + Penalty 4556.025486 = -1502898.988341 nChanged 13 SP:Iteration 55Q (18935.820000 sec): 3 clusters Score: Raw -1507457.879948 + Penalty 4556.025486 = -1502901.854462 nChanged 13 SP:Iteration 56Q (18935.850000 sec): 3 clusters Score: Raw -1507460.483272 + Penalty 4556.025486 = -1502904.457786 nChanged 10 SP:Iteration 57Q (18935.880000 sec): 3 clusters Score: Raw -1507461.833231 + Penalty 4556.025486 = -1502905.807745 nChanged 4 SP:Iteration 58Q (18935.910000 sec): 3 clusters Score: Raw -1507462.231645 + Penalty 4556.025486 = -1502906.206159 nChanged 4 SP:Iteration 59Q (18935.940000 sec): 3 clusters Score: Raw -1507462.968070 + Penalty 4556.025486 = -1502906.942585 nChanged 2 SP:Iteration 60F (18935.980000 sec): 3 clusters Score: Raw -1507463.363068 + Penalty 4556.025486 = -1502907.337583 nChanged 2 SP:Iteration 61Q (18936.010000 sec): 3 clusters Score: Raw -1507463.527099 + Penalty 4556.025486 = -1502907.501614 nChanged 0 SP:Iteration 62F (18936.050000 sec): 3 clusters Score: Raw -1507463.527099 + Penalty 4556.025486 = -1502907.501614 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 28 (15707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18936.110000 sec): 2 clusters Score: Raw -2521479.689983 + Penalty 2396.141714 = -2519083.548269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18936.170000 sec): 3 clusters Score: Raw -2512595.439696 + Penalty 4792.283429 = -2507803.156267 nChanged 6803 SP:Iteration 1F (18936.240000 sec): 3 clusters Score: Raw -2516200.024872 + Penalty 4792.283429 = -2511407.741443 nChanged 947 SP:Iteration 2F (18936.300000 sec): 3 clusters Score: Raw -2516656.271098 + Penalty 4792.283429 = -2511863.987669 nChanged 846 SP:Iteration 3F (18936.360000 sec): 3 clusters Score: Raw -2517096.244523 + Penalty 4792.283429 = -2512303.961094 nChanged 795 SP:Iteration 4F (18936.420000 sec): 3 clusters Score: Raw -2517492.657555 + Penalty 4792.283429 = -2512700.374126 nChanged 732 SP:Iteration 5Q (18936.490000 sec): 3 clusters Score: Raw -2517830.930711 + Penalty 4792.283429 = -2513038.647282 nChanged 682 SP:Iteration 6Q (18936.550000 sec): 3 clusters Score: Raw -2518154.070422 + Penalty 4792.283429 = -2513361.786993 nChanged 635 SP:Iteration 7Q (18936.620000 sec): 3 clusters Score: Raw -2518447.524940 + Penalty 4792.283429 = -2513655.241511 nChanged 583 SP:Iteration 8Q (18936.680000 sec): 3 clusters Score: Raw -2518707.413713 + Penalty 4792.283429 = -2513915.130284 nChanged 511 SP:Iteration 9Q (18936.740000 sec): 3 clusters Score: Raw -2518919.265796 + Penalty 4792.283429 = -2514126.982367 nChanged 451 SP:Iteration 10Q (18936.800000 sec): 3 clusters Score: Raw -2519061.553552 + Penalty 4792.283429 = -2514269.270123 nChanged 377 SP:Iteration 11Q (18936.870000 sec): 3 clusters Score: Raw -2519185.171481 + Penalty 4792.283429 = -2514392.888052 nChanged 348 SP:Iteration 12Q (18936.930000 sec): 3 clusters Score: Raw -2519306.283638 + Penalty 4792.283429 = -2514514.000209 nChanged 330 SP:Iteration 13Q (18936.990000 sec): 3 clusters Score: Raw -2519433.043958 + Penalty 4792.283429 = -2514640.760529 nChanged 330 SP:Iteration 14Q (18937.060000 sec): 3 clusters Score: Raw -2519554.599887 + Penalty 4792.283429 = -2514762.316458 nChanged 348 SP:Iteration 15Q (18937.120000 sec): 3 clusters Score: Raw -2519683.380314 + Penalty 4792.283429 = -2514891.096885 nChanged 346 SP:Iteration 16Q (18937.180000 sec): 3 clusters Score: Raw -2519825.500335 + Penalty 4792.283429 = -2515033.216906 nChanged 370 SP:Iteration 17Q (18937.240000 sec): 3 clusters Score: Raw -2519978.620426 + Penalty 4792.283429 = -2515186.336997 nChanged 392 SP:Iteration 18Q (18937.300000 sec): 3 clusters Score: Raw -2520129.748378 + Penalty 4792.283429 = -2515337.464949 nChanged 350 SP:Iteration 19Q (18937.360000 sec): 3 clusters Score: Raw -2520277.008887 + Penalty 4792.283429 = -2515484.725458 nChanged 354 SP:Iteration 20F (18937.420000 sec): 3 clusters Score: Raw -2520412.346162 + Penalty 4792.283429 = -2515620.062733 nChanged 347 SP:Iteration 21Q (18937.480000 sec): 3 clusters Score: Raw -2520545.046907 + Penalty 4792.283429 = -2515752.763478 nChanged 333 SP:Iteration 22Q (18937.540000 sec): 3 clusters Score: Raw -2520678.567787 + Penalty 4792.283429 = -2515886.284358 nChanged 327 SP:Iteration 23Q (18937.600000 sec): 3 clusters Score: Raw -2520816.344365 + Penalty 4792.283429 = -2516024.060936 nChanged 341 SP:Iteration 24Q (18937.660000 sec): 3 clusters Score: Raw -2520969.534065 + Penalty 4792.283429 = -2516177.250636 nChanged 362 SP:Iteration 25Q (18937.720000 sec): 3 clusters Score: Raw -2521141.483771 + Penalty 4792.283429 = -2516349.200342 nChanged 326 SP:Iteration 26Q (18937.770000 sec): 3 clusters Score: Raw -2521296.796027 + Penalty 4792.283429 = -2516504.512598 nChanged 294 SP:Iteration 27Q (18937.830000 sec): 3 clusters Score: Raw -2521452.647840 + Penalty 4792.283429 = -2516660.364411 nChanged 272 SP:Iteration 28Q (18937.880000 sec): 3 clusters Score: Raw -2521599.385554 + Penalty 4792.283429 = -2516807.102125 nChanged 227 SP:Iteration 29Q (18937.940000 sec): 3 clusters Score: Raw -2521727.277871 + Penalty 4792.283429 = -2516934.994442 nChanged 188 SP:Iteration 30Q (18937.990000 sec): 3 clusters Score: Raw -2521851.306762 + Penalty 4792.283429 = -2517059.023333 nChanged 182 SP:Iteration 31Q (18938.040000 sec): 3 clusters Score: Raw -2521972.252410 + Penalty 4792.283429 = -2517179.968981 nChanged 140 SP:Iteration 32Q (18938.100000 sec): 3 clusters Score: Raw -2522062.518592 + Penalty 4792.283429 = -2517270.235163 nChanged 119 SP:Iteration 33Q (18938.150000 sec): 3 clusters Score: Raw -2522137.110208 + Penalty 4792.283429 = -2517344.826779 nChanged 99 SP:Iteration 34Q (18938.200000 sec): 3 clusters Score: Raw -2522209.786310 + Penalty 4792.283429 = -2517417.502881 nChanged 81 SP:Iteration 35Q (18938.250000 sec): 3 clusters Score: Raw -2522271.653794 + Penalty 4792.283429 = -2517479.370365 nChanged 66 SP:Iteration 36Q (18938.300000 sec): 3 clusters Score: Raw -2522318.446346 + Penalty 4792.283429 = -2517526.162917 nChanged 53 SP:Iteration 37Q (18938.340000 sec): 3 clusters Score: Raw -2522359.330100 + Penalty 4792.283429 = -2517567.046672 nChanged 36 SP:Iteration 38Q (18938.390000 sec): 3 clusters Score: Raw -2522389.093781 + Penalty 4792.283429 = -2517596.810352 nChanged 29 SP:Iteration 39Q (18938.440000 sec): 3 clusters Score: Raw -2522409.355521 + Penalty 4792.283429 = -2517617.072092 nChanged 20 SP:Iteration 40F (18938.500000 sec): 3 clusters Score: Raw -2522424.385202 + Penalty 4792.283429 = -2517632.101773 nChanged 25 SP:Iteration 41Q (18938.550000 sec): 3 clusters Score: Raw -2522444.183287 + Penalty 4792.283429 = -2517651.899858 nChanged 18 SP:Iteration 42Q (18938.600000 sec): 3 clusters Score: Raw -2522456.090105 + Penalty 4792.283429 = -2517663.806676 nChanged 11 SP:Iteration 43Q (18938.650000 sec): 3 clusters Score: Raw -2522460.352943 + Penalty 4792.283429 = -2517668.069514 nChanged 6 SP:Iteration 44Q (18938.690000 sec): 3 clusters Score: Raw -2522464.008781 + Penalty 4792.283429 = -2517671.725352 nChanged 6 SP:Iteration 45Q (18938.740000 sec): 3 clusters Score: Raw -2522468.593176 + Penalty 4792.283429 = -2517676.309747 nChanged 6 SP:Iteration 46Q (18938.790000 sec): 3 clusters Score: Raw -2522472.048071 + Penalty 4792.283429 = -2517679.764642 nChanged 1 SP:Iteration 47Q (18938.840000 sec): 3 clusters Score: Raw -2522472.950836 + Penalty 4792.283429 = -2517680.667407 nChanged 1 SP:Iteration 48Q (18938.880000 sec): 3 clusters Score: Raw -2522473.732956 + Penalty 4792.283429 = -2517681.449527 nChanged 1 SP:Iteration 49Q (18938.930000 sec): 3 clusters Score: Raw -2522474.559848 + Penalty 4792.283429 = -2517682.276419 nChanged 0 SP:Iteration 50F (18938.990000 sec): 3 clusters Score: Raw -2522474.559848 + Penalty 4792.283429 = -2517682.276419 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 29 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18939.000000 sec): 2 clusters Score: Raw -47969.561030 + Penalty 1435.150551 = -46534.410480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18939.000000 sec): 3 clusters Score: Raw -48167.522009 + Penalty 2870.301101 = -45297.220908 nChanged 53 SP:Iteration 1F (18939.000000 sec): 3 clusters Score: Raw -48348.635328 + Penalty 2870.301101 = -45478.334226 nChanged 16 SP:Iteration 2Q (18939.010000 sec): 3 clusters Score: Raw -48460.772171 + Penalty 2870.301101 = -45590.471070 nChanged 8 SP:Iteration 3Q (18939.010000 sec): 3 clusters Score: Raw -48507.407924 + Penalty 2870.301101 = -45637.106823 nChanged 9 SP:Iteration 4Q (18939.010000 sec): 3 clusters Score: Raw -48564.538207 + Penalty 2870.301101 = -45694.237105 nChanged 10 SP:Iteration 5Q (18939.010000 sec): 3 clusters Score: Raw -48618.461802 + Penalty 2870.301101 = -45748.160701 nChanged 6 SP:Iteration 6Q (18939.010000 sec): 3 clusters Score: Raw -48641.677945 + Penalty 2870.301101 = -45771.376843 nChanged 2 SP:Iteration 7Q (18939.010000 sec): 3 clusters Score: Raw -48649.711560 + Penalty 2870.301101 = -45779.410459 nChanged 1 SP:Iteration 8Q (18939.010000 sec): 3 clusters Score: Raw -48663.599847 + Penalty 2870.301101 = -45793.298746 nChanged 1 SP:Iteration 9Q (18939.020000 sec): 3 clusters Score: Raw -48677.242278 + Penalty 2870.301101 = -45806.941177 nChanged 1 SP:Iteration 10Q (18939.020000 sec): 3 clusters Score: Raw -48689.848827 + Penalty 2870.301101 = -45819.547726 nChanged 1 SP:Iteration 11Q (18939.020000 sec): 3 clusters Score: Raw -48692.640396 + Penalty 2870.301101 = -45822.339295 nChanged 2 SP:Iteration 12Q (18939.020000 sec): 3 clusters Score: Raw -48695.320860 + Penalty 2870.301101 = -45825.019758 nChanged 0 SP:Iteration 13F (18939.020000 sec): 3 clusters Score: Raw -48695.320860 + Penalty 2870.301101 = -45825.019758 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 30 (4298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18939.040000 sec): 2 clusters Score: Raw -688046.166270 + Penalty 2074.744459 = -685971.421811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18939.060000 sec): 3 clusters Score: Raw -686026.906132 + Penalty 4149.488918 = -681877.417213 nChanged 1573 SP:Iteration 1F (18939.080000 sec): 3 clusters Score: Raw -686921.554183 + Penalty 4149.488918 = -682772.065264 nChanged 324 SP:Iteration 2F (18939.090000 sec): 3 clusters Score: Raw -687157.562737 + Penalty 4149.488918 = -683008.073818 nChanged 227 SP:Iteration 3F (18939.110000 sec): 3 clusters Score: Raw -687304.643254 + Penalty 4149.488918 = -683155.154336 nChanged 179 SP:Iteration 4Q (18939.120000 sec): 3 clusters Score: Raw -687410.901676 + Penalty 4149.488918 = -683261.412758 nChanged 119 SP:Iteration 5Q (18939.140000 sec): 3 clusters Score: Raw -687475.610701 + Penalty 4149.488918 = -683326.121782 nChanged 100 SP:Iteration 6Q (18939.160000 sec): 3 clusters Score: Raw -687537.001218 + Penalty 4149.488918 = -683387.512300 nChanged 98 SP:Iteration 7Q (18939.180000 sec): 3 clusters Score: Raw -687585.970036 + Penalty 4149.488918 = -683436.481118 nChanged 70 SP:Iteration 8Q (18939.190000 sec): 3 clusters Score: Raw -687622.690400 + Penalty 4149.488918 = -683473.201482 nChanged 70 SP:Iteration 9Q (18939.210000 sec): 3 clusters Score: Raw -687660.998578 + Penalty 4149.488918 = -683511.509660 nChanged 74 SP:Iteration 10Q (18939.230000 sec): 3 clusters Score: Raw -687697.836879 + Penalty 4149.488918 = -683548.347961 nChanged 52 SP:Iteration 11Q (18939.240000 sec): 3 clusters Score: Raw -687722.589594 + Penalty 4149.488918 = -683573.100675 nChanged 59 SP:Iteration 12Q (18939.260000 sec): 3 clusters Score: Raw -687749.095507 + Penalty 4149.488918 = -683599.606589 nChanged 52 SP:Iteration 13Q (18939.280000 sec): 3 clusters Score: Raw -687768.801600 + Penalty 4149.488918 = -683619.312682 nChanged 43 SP:Iteration 14Q (18939.290000 sec): 3 clusters Score: Raw -687789.481832 + Penalty 4149.488918 = -683639.992914 nChanged 61 SP:Iteration 15Q (18939.310000 sec): 3 clusters Score: Raw -687820.432657 + Penalty 4149.488918 = -683670.943739 nChanged 55 SP:Iteration 16Q (18939.330000 sec): 3 clusters Score: Raw -687847.782276 + Penalty 4149.488918 = -683698.293357 nChanged 44 SP:Iteration 17Q (18939.340000 sec): 3 clusters Score: Raw -687872.292288 + Penalty 4149.488918 = -683722.803370 nChanged 44 SP:Iteration 18Q (18939.360000 sec): 3 clusters Score: Raw -687889.989094 + Penalty 4149.488918 = -683740.500176 nChanged 45 SP:Iteration 19Q (18939.380000 sec): 3 clusters Score: Raw -687909.102257 + Penalty 4149.488918 = -683759.613338 nChanged 42 SP:Iteration 20F (18939.390000 sec): 3 clusters Score: Raw -687927.719681 + Penalty 4149.488918 = -683778.230762 nChanged 41 SP:Iteration 21Q (18939.410000 sec): 3 clusters Score: Raw -687948.176854 + Penalty 4149.488918 = -683798.687936 nChanged 32 SP:Iteration 22Q (18939.420000 sec): 3 clusters Score: Raw -687964.541234 + Penalty 4149.488918 = -683815.052316 nChanged 39 SP:Iteration 23Q (18939.440000 sec): 3 clusters Score: Raw -687988.966039 + Penalty 4149.488918 = -683839.477121 nChanged 36 SP:Iteration 24Q (18939.460000 sec): 3 clusters Score: Raw -688014.346363 + Penalty 4149.488918 = -683864.857444 nChanged 33 SP:Iteration 25Q (18939.470000 sec): 3 clusters Score: Raw -688035.043960 + Penalty 4149.488918 = -683885.555042 nChanged 36 SP:Iteration 26Q (18939.490000 sec): 3 clusters Score: Raw -688058.699898 + Penalty 4149.488918 = -683909.210979 nChanged 29 SP:Iteration 27Q (18939.500000 sec): 3 clusters Score: Raw -688076.896197 + Penalty 4149.488918 = -683927.407278 nChanged 31 SP:Iteration 28Q (18939.520000 sec): 3 clusters Score: Raw -688098.633441 + Penalty 4149.488918 = -683949.144523 nChanged 30 SP:Iteration 29Q (18939.540000 sec): 3 clusters Score: Raw -688121.360888 + Penalty 4149.488918 = -683971.871970 nChanged 33 SP:Iteration 30Q (18939.550000 sec): 3 clusters Score: Raw -688152.615199 + Penalty 4149.488918 = -684003.126281 nChanged 36 SP:Iteration 31Q (18939.570000 sec): 3 clusters Score: Raw -688176.419045 + Penalty 4149.488918 = -684026.930127 nChanged 30 SP:Iteration 32Q (18939.580000 sec): 3 clusters Score: Raw -688199.870904 + Penalty 4149.488918 = -684050.381985 nChanged 27 SP:Iteration 33Q (18939.600000 sec): 3 clusters Score: Raw -688217.469824 + Penalty 4149.488918 = -684067.980905 nChanged 16 SP:Iteration 34Q (18939.610000 sec): 3 clusters Score: Raw -688228.008265 + Penalty 4149.488918 = -684078.519347 nChanged 12 SP:Iteration 35Q (18939.630000 sec): 3 clusters Score: Raw -688235.306076 + Penalty 4149.488918 = -684085.817157 nChanged 13 SP:Iteration 36Q (18939.640000 sec): 3 clusters Score: Raw -688243.109783 + Penalty 4149.488918 = -684093.620865 nChanged 7 SP:Iteration 37Q (18939.660000 sec): 3 clusters Score: Raw -688245.423608 + Penalty 4149.488918 = -684095.934690 nChanged 3 SP:Iteration 38Q (18939.670000 sec): 3 clusters Score: Raw -688247.052787 + Penalty 4149.488918 = -684097.563868 nChanged 1 SP:Iteration 39Q (18939.690000 sec): 3 clusters Score: Raw -688247.403324 + Penalty 4149.488918 = -684097.914406 nChanged 2 SP:Iteration 40F (18939.700000 sec): 3 clusters Score: Raw -688248.362463 + Penalty 4149.488918 = -684098.873545 nChanged 2 SP:Iteration 41Q (18939.720000 sec): 3 clusters Score: Raw -688249.419509 + Penalty 4149.488918 = -684099.930591 nChanged 1 SP:Iteration 42Q (18939.730000 sec): 3 clusters Score: Raw -688250.330631 + Penalty 4149.488918 = -684100.841713 nChanged 2 SP:Iteration 43Q (18939.750000 sec): 3 clusters Score: Raw -688251.064849 + Penalty 4149.488918 = -684101.575930 nChanged 0 SP:Iteration 44F (18939.760000 sec): 3 clusters Score: Raw -688251.064849 + Penalty 4149.488918 = -684101.575930 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 31 (1838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18939.780000 sec): 2 clusters Score: Raw -259083.205542 + Penalty 1864.075459 = -257219.130083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18939.780000 sec): 3 clusters Score: Raw -258457.400424 + Penalty 3728.150918 = -254729.249506 nChanged 599 SP:Iteration 1F (18939.790000 sec): 3 clusters Score: Raw -259022.584256 + Penalty 3728.150918 = -255294.433337 nChanged 159 SP:Iteration 2F (18939.800000 sec): 3 clusters Score: Raw -259242.974702 + Penalty 3728.150918 = -255514.823784 nChanged 117 SP:Iteration 3F (18939.810000 sec): 3 clusters Score: Raw -259398.872904 + Penalty 3728.150918 = -255670.721986 nChanged 84 SP:Iteration 4Q (18939.820000 sec): 3 clusters Score: Raw -259500.036153 + Penalty 3728.150918 = -255771.885235 nChanged 58 SP:Iteration 5Q (18939.820000 sec): 3 clusters Score: Raw -259568.302246 + Penalty 3728.150918 = -255840.151328 nChanged 43 SP:Iteration 6Q (18939.830000 sec): 3 clusters Score: Raw -259617.047711 + Penalty 3728.150918 = -255888.896792 nChanged 32 SP:Iteration 7Q (18939.840000 sec): 3 clusters Score: Raw -259651.882260 + Penalty 3728.150918 = -255923.731342 nChanged 32 SP:Iteration 8Q (18939.840000 sec): 3 clusters Score: Raw -259692.682554 + Penalty 3728.150918 = -255964.531636 nChanged 35 SP:Iteration 9Q (18939.850000 sec): 3 clusters Score: Raw -259738.937712 + Penalty 3728.150918 = -256010.786794 nChanged 34 SP:Iteration 10Q (18939.860000 sec): 3 clusters Score: Raw -259780.924485 + Penalty 3728.150918 = -256052.773567 nChanged 32 SP:Iteration 11Q (18939.860000 sec): 3 clusters Score: Raw -259812.311860 + Penalty 3728.150918 = -256084.160941 nChanged 21 SP:Iteration 12Q (18939.870000 sec): 3 clusters Score: Raw -259831.775802 + Penalty 3728.150918 = -256103.624884 nChanged 17 SP:Iteration 13Q (18939.880000 sec): 3 clusters Score: Raw -259845.175756 + Penalty 3728.150918 = -256117.024838 nChanged 11 SP:Iteration 14Q (18939.880000 sec): 3 clusters Score: Raw -259852.124727 + Penalty 3728.150918 = -256123.973808 nChanged 2 SP:Iteration 15Q (18939.890000 sec): 3 clusters Score: Raw -259855.299898 + Penalty 3728.150918 = -256127.148980 nChanged 5 SP:Iteration 16Q (18939.900000 sec): 3 clusters Score: Raw -259865.877798 + Penalty 3728.150918 = -256137.726880 nChanged 8 SP:Iteration 17Q (18939.900000 sec): 3 clusters Score: Raw -259875.507747 + Penalty 3728.150918 = -256147.356829 nChanged 9 SP:Iteration 18Q (18939.910000 sec): 3 clusters Score: Raw -259886.180175 + Penalty 3728.150918 = -256158.029256 nChanged 14 SP:Iteration 19Q (18939.920000 sec): 3 clusters Score: Raw -259900.736274 + Penalty 3728.150918 = -256172.585356 nChanged 12 SP:Iteration 20F (18939.930000 sec): 3 clusters Score: Raw -259917.116026 + Penalty 3728.150918 = -256188.965108 nChanged 18 SP:Iteration 21Q (18939.930000 sec): 3 clusters Score: Raw -259942.629499 + Penalty 3728.150918 = -256214.478581 nChanged 25 SP:Iteration 22Q (18939.940000 sec): 3 clusters Score: Raw -259987.651193 + Penalty 3728.150918 = -256259.500275 nChanged 33 SP:Iteration 23Q (18939.950000 sec): 3 clusters Score: Raw -260049.774392 + Penalty 3728.150918 = -256321.623474 nChanged 30 SP:Iteration 24Q (18939.950000 sec): 3 clusters Score: Raw -260094.171995 + Penalty 3728.150918 = -256366.021077 nChanged 27 SP:Iteration 25Q (18939.960000 sec): 3 clusters Score: Raw -260129.540238 + Penalty 3728.150918 = -256401.389320 nChanged 20 SP:Iteration 26Q (18939.960000 sec): 3 clusters Score: Raw -260162.481389 + Penalty 3728.150918 = -256434.330470 nChanged 22 SP:Iteration 27Q (18939.970000 sec): 3 clusters Score: Raw -260186.473374 + Penalty 3728.150918 = -256458.322456 nChanged 12 SP:Iteration 28Q (18939.980000 sec): 3 clusters Score: Raw -260200.584972 + Penalty 3728.150918 = -256472.434053 nChanged 12 SP:Iteration 29Q (18939.980000 sec): 3 clusters Score: Raw -260215.227794 + Penalty 3728.150918 = -256487.076876 nChanged 11 SP:Iteration 30Q (18939.990000 sec): 3 clusters Score: Raw -260225.951654 + Penalty 3728.150918 = -256497.800736 nChanged 8 SP:Iteration 31Q (18940.000000 sec): 3 clusters Score: Raw -260232.042006 + Penalty 3728.150918 = -256503.891088 nChanged 4 SP:Iteration 32Q (18940.000000 sec): 3 clusters Score: Raw -260236.098688 + Penalty 3728.150918 = -256507.947770 nChanged 3 SP:Iteration 33Q (18940.010000 sec): 3 clusters Score: Raw -260238.970267 + Penalty 3728.150918 = -256510.819349 nChanged 2 SP:Iteration 34Q (18940.020000 sec): 3 clusters Score: Raw -260240.522735 + Penalty 3728.150918 = -256512.371817 nChanged 2 SP:Iteration 35Q (18940.020000 sec): 3 clusters Score: Raw -260242.042992 + Penalty 3728.150918 = -256513.892074 nChanged 2 SP:Iteration 36Q (18940.030000 sec): 3 clusters Score: Raw -260244.823161 + Penalty 3728.150918 = -256516.672242 nChanged 3 SP:Iteration 37Q (18940.040000 sec): 3 clusters Score: Raw -260247.453056 + Penalty 3728.150918 = -256519.302138 nChanged 5 SP:Iteration 38Q (18940.040000 sec): 3 clusters Score: Raw -260251.485592 + Penalty 3728.150918 = -256523.334674 nChanged 2 SP:Iteration 39Q (18940.050000 sec): 3 clusters Score: Raw -260253.108273 + Penalty 3728.150918 = -256524.957355 nChanged 2 SP:Iteration 40F (18940.060000 sec): 3 clusters Score: Raw -260255.830830 + Penalty 3728.150918 = -256527.679911 nChanged 4 SP:Iteration 41Q (18940.060000 sec): 3 clusters Score: Raw -260259.396199 + Penalty 3728.150918 = -256531.245281 nChanged 3 SP:Iteration 42Q (18940.070000 sec): 3 clusters Score: Raw -260262.104375 + Penalty 3728.150918 = -256533.953457 nChanged 1 SP:Iteration 43Q (18940.070000 sec): 3 clusters Score: Raw -260262.899697 + Penalty 3728.150918 = -256534.748779 nChanged 1 SP:Iteration 44Q (18940.080000 sec): 3 clusters Score: Raw -260264.010898 + Penalty 3728.150918 = -256535.859979 nChanged 1 SP:Iteration 45Q (18940.090000 sec): 3 clusters Score: Raw -260264.763757 + Penalty 3728.150918 = -256536.612839 nChanged 3 SP:Iteration 46Q (18940.090000 sec): 3 clusters Score: Raw -260267.091730 + Penalty 3728.150918 = -256538.940812 nChanged 3 SP:Iteration 47Q (18940.100000 sec): 3 clusters Score: Raw -260270.271722 + Penalty 3728.150918 = -256542.120804 nChanged 2 SP:Iteration 48Q (18940.100000 sec): 3 clusters Score: Raw -260271.417531 + Penalty 3728.150918 = -256543.266613 nChanged 2 SP:Iteration 49Q (18940.110000 sec): 3 clusters Score: Raw -260272.779064 + Penalty 3728.150918 = -256544.628145 nChanged 1 SP:Iteration 50Q (18940.120000 sec): 3 clusters Score: Raw -260273.650036 + Penalty 3728.150918 = -256545.499117 nChanged 1 SP:Iteration 51Q (18940.120000 sec): 3 clusters Score: Raw -260274.348678 + Penalty 3728.150918 = -256546.197760 nChanged 3 SP:Iteration 52Q (18940.130000 sec): 3 clusters Score: Raw -260276.582266 + Penalty 3728.150918 = -256548.431348 nChanged 2 SP:Iteration 53Q (18940.140000 sec): 3 clusters Score: Raw -260278.272294 + Penalty 3728.150918 = -256550.121375 nChanged 4 SP:Iteration 54Q (18940.140000 sec): 3 clusters Score: Raw -260280.712448 + Penalty 3728.150918 = -256552.561530 nChanged 1 SP:Iteration 55Q (18940.150000 sec): 3 clusters Score: Raw -260281.656025 + Penalty 3728.150918 = -256553.505107 nChanged 1 SP:Iteration 56Q (18940.160000 sec): 3 clusters Score: Raw -260282.945689 + Penalty 3728.150918 = -256554.794770 nChanged 0 SP:Iteration 57F (18940.160000 sec): 3 clusters Score: Raw -260282.945689 + Penalty 3728.150918 = -256554.794770 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 32 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18940.170000 sec): 2 clusters Score: Raw -77914.222771 + Penalty 1555.673498 = -76358.549273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18940.170000 sec): 3 clusters Score: Raw -77919.981449 + Penalty 3111.346995 = -74808.634453 nChanged 89 SP:Iteration 1F (18940.180000 sec): 3 clusters Score: Raw -78087.518667 + Penalty 3111.346995 = -74976.171672 nChanged 22 SP:Iteration 2Q (18940.180000 sec): 3 clusters Score: Raw -78136.973226 + Penalty 3111.346995 = -75025.626231 nChanged 11 SP:Iteration 3Q (18940.180000 sec): 3 clusters Score: Raw -78161.043347 + Penalty 3111.346995 = -75049.696352 nChanged 7 SP:Iteration 4Q (18940.180000 sec): 3 clusters Score: Raw -78175.492806 + Penalty 3111.346995 = -75064.145810 nChanged 4 SP:Iteration 5Q (18940.180000 sec): 3 clusters Score: Raw -78183.946256 + Penalty 3111.346995 = -75072.599261 nChanged 3 SP:Iteration 6Q (18940.180000 sec): 3 clusters Score: Raw -78190.925101 + Penalty 3111.346995 = -75079.578106 nChanged 2 SP:Iteration 7Q (18940.190000 sec): 3 clusters Score: Raw -78196.931926 + Penalty 3111.346995 = -75085.584930 nChanged 1 SP:Iteration 8Q (18940.190000 sec): 3 clusters Score: Raw -78197.912085 + Penalty 3111.346995 = -75086.565090 nChanged 0 SP:Iteration 9F (18940.190000 sec): 3 clusters Score: Raw -78197.912085 + Penalty 3111.346995 = -75086.565090 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 33 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18940.200000 sec): 2 clusters Score: Raw -38037.572956 + Penalty 1376.170869 = -36661.402087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18940.200000 sec): 3 clusters Score: Raw -38270.432602 + Penalty 2752.341738 = -35518.090864 nChanged 29 SP:Iteration 1F (18940.200000 sec): 3 clusters Score: Raw -38365.005057 + Penalty 2752.341738 = -35612.663319 nChanged 6 SP:Iteration 2Q (18940.200000 sec): 3 clusters Score: Raw -38411.312801 + Penalty 2752.341738 = -35658.971063 nChanged 4 SP:Iteration 3Q (18940.200000 sec): 3 clusters Score: Raw -38420.884324 + Penalty 2752.341738 = -35668.542585 nChanged 1 SP:Iteration 4Q (18940.200000 sec): 3 clusters Score: Raw -38422.692186 + Penalty 2752.341738 = -35670.350448 nChanged 0 SP:Iteration 5F (18940.200000 sec): 3 clusters Score: Raw -38422.692186 + Penalty 2752.341738 = -35670.350448 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 34 (3585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18940.220000 sec): 2 clusters Score: Raw -555031.490967 + Penalty 2029.759411 = -553001.731556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18940.240000 sec): 3 clusters Score: Raw -553427.702675 + Penalty 4059.518822 = -549368.183853 nChanged 1311 SP:Iteration 1F (18940.250000 sec): 3 clusters Score: Raw -554234.893694 + Penalty 4059.518822 = -550175.374872 nChanged 249 SP:Iteration 2F (18940.260000 sec): 3 clusters Score: Raw -554404.657149 + Penalty 4059.518822 = -550345.138328 nChanged 169 SP:Iteration 3Q (18940.280000 sec): 3 clusters Score: Raw -554513.577823 + Penalty 4059.518822 = -550454.059001 nChanged 124 SP:Iteration 4Q (18940.290000 sec): 3 clusters Score: Raw -554600.092254 + Penalty 4059.518822 = -550540.573432 nChanged 115 SP:Iteration 5Q (18940.310000 sec): 3 clusters Score: Raw -554689.710476 + Penalty 4059.518822 = -550630.191654 nChanged 113 SP:Iteration 6Q (18940.320000 sec): 3 clusters Score: Raw -554784.516631 + Penalty 4059.518822 = -550724.997809 nChanged 109 SP:Iteration 7Q (18940.340000 sec): 3 clusters Score: Raw -554862.572172 + Penalty 4059.518822 = -550803.053350 nChanged 90 SP:Iteration 8Q (18940.350000 sec): 3 clusters Score: Raw -554926.428812 + Penalty 4059.518822 = -550866.909991 nChanged 82 SP:Iteration 9Q (18940.360000 sec): 3 clusters Score: Raw -554986.753074 + Penalty 4059.518822 = -550927.234253 nChanged 82 SP:Iteration 10Q (18940.380000 sec): 3 clusters Score: Raw -555043.174610 + Penalty 4059.518822 = -550983.655788 nChanged 88 SP:Iteration 11Q (18940.390000 sec): 3 clusters Score: Raw -555104.485773 + Penalty 4059.518822 = -551044.966951 nChanged 72 SP:Iteration 12Q (18940.410000 sec): 3 clusters Score: Raw -555147.639079 + Penalty 4059.518822 = -551088.120258 nChanged 69 SP:Iteration 13Q (18940.420000 sec): 3 clusters Score: Raw -555186.323416 + Penalty 4059.518822 = -551126.804595 nChanged 48 SP:Iteration 14Q (18940.440000 sec): 3 clusters Score: Raw -555215.076214 + Penalty 4059.518822 = -551155.557392 nChanged 39 SP:Iteration 15Q (18940.450000 sec): 3 clusters Score: Raw -555234.239566 + Penalty 4059.518822 = -551174.720745 nChanged 37 SP:Iteration 16Q (18940.460000 sec): 3 clusters Score: Raw -555252.365515 + Penalty 4059.518822 = -551192.846694 nChanged 17 SP:Iteration 17Q (18940.480000 sec): 3 clusters Score: Raw -555259.663687 + Penalty 4059.518822 = -551200.144866 nChanged 13 SP:Iteration 18Q (18940.490000 sec): 3 clusters Score: Raw -555265.879504 + Penalty 4059.518822 = -551206.360683 nChanged 10 SP:Iteration 19Q (18940.510000 sec): 3 clusters Score: Raw -555271.030843 + Penalty 4059.518822 = -551211.512021 nChanged 14 SP:Iteration 20F (18940.520000 sec): 3 clusters Score: Raw -555277.807060 + Penalty 4059.518822 = -551218.288238 nChanged 13 SP:Iteration 21Q (18940.540000 sec): 3 clusters Score: Raw -555285.133014 + Penalty 4059.518822 = -551225.614192 nChanged 15 SP:Iteration 22Q (18940.550000 sec): 3 clusters Score: Raw -555292.315805 + Penalty 4059.518822 = -551232.796983 nChanged 11 SP:Iteration 23Q (18940.560000 sec): 3 clusters Score: Raw -555297.146259 + Penalty 4059.518822 = -551237.627437 nChanged 10 SP:Iteration 24Q (18940.580000 sec): 3 clusters Score: Raw -555302.688322 + Penalty 4059.518822 = -551243.169500 nChanged 13 SP:Iteration 25Q (18940.590000 sec): 3 clusters Score: Raw -555308.533964 + Penalty 4059.518822 = -551249.015142 nChanged 13 SP:Iteration 26Q (18940.600000 sec): 3 clusters Score: Raw -555315.624932 + Penalty 4059.518822 = -551256.106111 nChanged 15 SP:Iteration 27Q (18940.620000 sec): 3 clusters Score: Raw -555321.420304 + Penalty 4059.518822 = -551261.901483 nChanged 12 SP:Iteration 28Q (18940.630000 sec): 3 clusters Score: Raw -555328.034635 + Penalty 4059.518822 = -551268.515813 nChanged 7 SP:Iteration 29Q (18940.640000 sec): 3 clusters Score: Raw -555330.397256 + Penalty 4059.518822 = -551270.878434 nChanged 6 SP:Iteration 30Q (18940.660000 sec): 3 clusters Score: Raw -555331.727092 + Penalty 4059.518822 = -551272.208271 nChanged 3 SP:Iteration 31Q (18940.670000 sec): 3 clusters Score: Raw -555332.550666 + Penalty 4059.518822 = -551273.031845 nChanged 1 SP:Iteration 32Q (18940.680000 sec): 3 clusters Score: Raw -555333.059005 + Penalty 4059.518822 = -551273.540184 nChanged 1 SP:Iteration 33Q (18940.700000 sec): 3 clusters Score: Raw -555333.480404 + Penalty 4059.518822 = -551273.961583 nChanged 0 SP:Iteration 34F (18940.710000 sec): 3 clusters Score: Raw -555333.480404 + Penalty 4059.518822 = -551273.961583 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 35 (4018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18940.730000 sec): 2 clusters Score: Raw -628526.105119 + Penalty 2058.037807 = -626468.067312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18940.750000 sec): 3 clusters Score: Raw -626673.625560 + Penalty 4116.075615 = -622557.549945 nChanged 1468 SP:Iteration 1F (18940.760000 sec): 3 clusters Score: Raw -627542.448221 + Penalty 4116.075615 = -623426.372606 nChanged 318 SP:Iteration 2F (18940.780000 sec): 3 clusters Score: Raw -627789.813183 + Penalty 4116.075615 = -623673.737568 nChanged 241 SP:Iteration 3F (18940.800000 sec): 3 clusters Score: Raw -627981.739853 + Penalty 4116.075615 = -623865.664238 nChanged 200 SP:Iteration 4Q (18940.820000 sec): 3 clusters Score: Raw -628241.691117 + Penalty 4116.075615 = -624125.615502 nChanged 176 SP:Iteration 5Q (18940.830000 sec): 3 clusters Score: Raw -628515.166541 + Penalty 4116.075615 = -624399.090927 nChanged 174 SP:Iteration 6Q (18940.840000 sec): 3 clusters Score: Raw -628677.003553 + Penalty 4116.075615 = -624560.927939 nChanged 172 SP:Iteration 7Q (18940.860000 sec): 3 clusters Score: Raw -628789.665729 + Penalty 4116.075615 = -624673.590114 nChanged 151 SP:Iteration 8Q (18940.880000 sec): 3 clusters Score: Raw -628903.087067 + Penalty 4116.075615 = -624787.011453 nChanged 153 SP:Iteration 9Q (18940.890000 sec): 3 clusters Score: Raw -629007.149713 + Penalty 4116.075615 = -624891.074098 nChanged 120 SP:Iteration 10Q (18940.910000 sec): 3 clusters Score: Raw -629093.499469 + Penalty 4116.075615 = -624977.423855 nChanged 99 SP:Iteration 11Q (18940.920000 sec): 3 clusters Score: Raw -629153.443098 + Penalty 4116.075615 = -625037.367483 nChanged 68 SP:Iteration 12Q (18940.940000 sec): 3 clusters Score: Raw -629197.975131 + Penalty 4116.075615 = -625081.899516 nChanged 56 SP:Iteration 13Q (18940.950000 sec): 3 clusters Score: Raw -629232.053888 + Penalty 4116.075615 = -625115.978273 nChanged 53 SP:Iteration 14Q (18940.970000 sec): 3 clusters Score: Raw -629260.203782 + Penalty 4116.075615 = -625144.128168 nChanged 55 SP:Iteration 15Q (18940.980000 sec): 3 clusters Score: Raw -629287.157540 + Penalty 4116.075615 = -625171.081925 nChanged 44 SP:Iteration 16Q (18941.000000 sec): 3 clusters Score: Raw -629316.248955 + Penalty 4116.075615 = -625200.173340 nChanged 45 SP:Iteration 17Q (18941.010000 sec): 3 clusters Score: Raw -629342.856260 + Penalty 4116.075615 = -625226.780646 nChanged 59 SP:Iteration 18Q (18941.030000 sec): 3 clusters Score: Raw -629376.323662 + Penalty 4116.075615 = -625260.248047 nChanged 47 SP:Iteration 19Q (18941.040000 sec): 3 clusters Score: Raw -629402.058840 + Penalty 4116.075615 = -625285.983225 nChanged 55 SP:Iteration 20F (18941.060000 sec): 3 clusters Score: Raw -629438.484380 + Penalty 4116.075615 = -625322.408766 nChanged 50 SP:Iteration 21Q (18941.070000 sec): 3 clusters Score: Raw -629467.899507 + Penalty 4116.075615 = -625351.823893 nChanged 45 SP:Iteration 22Q (18941.090000 sec): 3 clusters Score: Raw -629499.648522 + Penalty 4116.075615 = -625383.572908 nChanged 46 SP:Iteration 23Q (18941.100000 sec): 3 clusters Score: Raw -629528.536587 + Penalty 4116.075615 = -625412.460972 nChanged 43 SP:Iteration 24Q (18941.120000 sec): 3 clusters Score: Raw -629559.767487 + Penalty 4116.075615 = -625443.691873 nChanged 42 SP:Iteration 25Q (18941.130000 sec): 3 clusters Score: Raw -629582.223288 + Penalty 4116.075615 = -625466.147674 nChanged 34 SP:Iteration 26Q (18941.140000 sec): 3 clusters Score: Raw -629604.670225 + Penalty 4116.075615 = -625488.594611 nChanged 29 SP:Iteration 27Q (18941.160000 sec): 3 clusters Score: Raw -629621.766755 + Penalty 4116.075615 = -625505.691140 nChanged 27 SP:Iteration 28Q (18941.170000 sec): 3 clusters Score: Raw -629639.316839 + Penalty 4116.075615 = -625523.241225 nChanged 19 SP:Iteration 29Q (18941.190000 sec): 3 clusters Score: Raw -629652.676141 + Penalty 4116.075615 = -625536.600527 nChanged 18 SP:Iteration 30Q (18941.200000 sec): 3 clusters Score: Raw -629665.862359 + Penalty 4116.075615 = -625549.786745 nChanged 16 SP:Iteration 31Q (18941.220000 sec): 3 clusters Score: Raw -629679.245045 + Penalty 4116.075615 = -625563.169431 nChanged 16 SP:Iteration 32Q (18941.230000 sec): 3 clusters Score: Raw -629692.747792 + Penalty 4116.075615 = -625576.672178 nChanged 22 SP:Iteration 33Q (18941.240000 sec): 3 clusters Score: Raw -629715.008028 + Penalty 4116.075615 = -625598.932414 nChanged 12 SP:Iteration 34Q (18941.260000 sec): 3 clusters Score: Raw -629726.729458 + Penalty 4116.075615 = -625610.653844 nChanged 11 SP:Iteration 35Q (18941.270000 sec): 3 clusters Score: Raw -629733.931356 + Penalty 4116.075615 = -625617.855741 nChanged 9 SP:Iteration 36Q (18941.280000 sec): 3 clusters Score: Raw -629741.691433 + Penalty 4116.075615 = -625625.615818 nChanged 11 SP:Iteration 37Q (18941.300000 sec): 3 clusters Score: Raw -629750.100183 + Penalty 4116.075615 = -625634.024568 nChanged 14 SP:Iteration 38Q (18941.310000 sec): 3 clusters Score: Raw -629760.561810 + Penalty 4116.075615 = -625644.486195 nChanged 13 SP:Iteration 39Q (18941.320000 sec): 3 clusters Score: Raw -629775.435003 + Penalty 4116.075615 = -625659.359389 nChanged 10 SP:Iteration 40F (18941.340000 sec): 3 clusters Score: Raw -629786.092723 + Penalty 4116.075615 = -625670.017108 nChanged 16 SP:Iteration 41Q (18941.360000 sec): 3 clusters Score: Raw -629800.160817 + Penalty 4116.075615 = -625684.085203 nChanged 12 SP:Iteration 42Q (18941.370000 sec): 3 clusters Score: Raw -629810.846809 + Penalty 4116.075615 = -625694.771195 nChanged 15 SP:Iteration 43Q (18941.380000 sec): 3 clusters Score: Raw -629821.408431 + Penalty 4116.075615 = -625705.332817 nChanged 12 SP:Iteration 44Q (18941.390000 sec): 3 clusters Score: Raw -629828.894709 + Penalty 4116.075615 = -625712.819095 nChanged 8 SP:Iteration 45Q (18941.410000 sec): 3 clusters Score: Raw -629833.753768 + Penalty 4116.075615 = -625717.678154 nChanged 7 SP:Iteration 46Q (18941.420000 sec): 3 clusters Score: Raw -629839.880855 + Penalty 4116.075615 = -625723.805240 nChanged 5 SP:Iteration 47Q (18941.430000 sec): 3 clusters Score: Raw -629844.063379 + Penalty 4116.075615 = -625727.987765 nChanged 2 SP:Iteration 48Q (18941.440000 sec): 3 clusters Score: Raw -629845.446404 + Penalty 4116.075615 = -625729.370789 nChanged 4 SP:Iteration 49Q (18941.460000 sec): 3 clusters Score: Raw -629849.386325 + Penalty 4116.075615 = -625733.310710 nChanged 7 SP:Iteration 50Q (18941.470000 sec): 3 clusters Score: Raw -629855.252149 + Penalty 4116.075615 = -625739.176534 nChanged 7 SP:Iteration 51Q (18941.480000 sec): 3 clusters Score: Raw -629859.503940 + Penalty 4116.075615 = -625743.428325 nChanged 3 SP:Iteration 52Q (18941.500000 sec): 3 clusters Score: Raw -629861.587262 + Penalty 4116.075615 = -625745.511648 nChanged 2 SP:Iteration 53Q (18941.510000 sec): 3 clusters Score: Raw -629862.399214 + Penalty 4116.075615 = -625746.323600 nChanged 1 SP:Iteration 54Q (18941.520000 sec): 3 clusters Score: Raw -629862.772096 + Penalty 4116.075615 = -625746.696482 nChanged 1 SP:Iteration 55Q (18941.540000 sec): 3 clusters Score: Raw -629863.046233 + Penalty 4116.075615 = -625746.970619 nChanged 1 SP:Iteration 56Q (18941.550000 sec): 3 clusters Score: Raw -629863.225697 + Penalty 4116.075615 = -625747.150082 nChanged 0 SP:Iteration 57F (18941.570000 sec): 3 clusters Score: Raw -629863.225697 + Penalty 4116.075615 = -625747.150082 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 36 (37929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18941.720000 sec): 2 clusters Score: Raw -6372003.253190 + Penalty 2614.780875 = -6369388.472315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18941.880000 sec): 3 clusters Score: Raw -6348879.342042 + Penalty 5229.561750 = -6343649.780292 nChanged 17251 SP:Iteration 1F (18942.040000 sec): 3 clusters Score: Raw -6358351.211704 + Penalty 5229.561750 = -6353121.649954 nChanged 1519 SP:Iteration 2Q (18942.190000 sec): 3 clusters Score: Raw -6358777.825394 + Penalty 5229.561750 = -6353548.263644 nChanged 1412 SP:Iteration 3Q (18942.350000 sec): 3 clusters Score: Raw -6359196.115751 + Penalty 5229.561750 = -6353966.554002 nChanged 1393 SP:Iteration 4Q (18942.510000 sec): 3 clusters Score: Raw -6359684.404798 + Penalty 5229.561750 = -6354454.843048 nChanged 1619 SP:Iteration 5Q (18942.660000 sec): 3 clusters Score: Raw -6360397.989769 + Penalty 5229.561750 = -6355168.428020 nChanged 2012 SP:Iteration 6F (18942.820000 sec): 3 clusters Score: Raw -6361530.801094 + Penalty 5229.561750 = -6356301.239344 nChanged 2595 SP:Iteration 7F (18942.970000 sec): 3 clusters Score: Raw -6363369.823899 + Penalty 5229.561750 = -6358140.262149 nChanged 2994 SP:Iteration 8F (18943.120000 sec): 3 clusters Score: Raw -6365960.257581 + Penalty 5229.561750 = -6360730.695831 nChanged 2877 SP:Iteration 9F (18943.280000 sec): 3 clusters Score: Raw -6368742.829241 + Penalty 5229.561750 = -6363513.267491 nChanged 1997 SP:Iteration 10F (18943.430000 sec): 3 clusters Score: Raw -6370754.356778 + Penalty 5229.561750 = -6365524.795028 nChanged 907 SP:Iteration 11Q (18943.560000 sec): 3 clusters Score: Raw -6371681.238261 + Penalty 5229.561750 = -6366451.676511 nChanged 303 SP:Iteration 12Q (18943.680000 sec): 3 clusters Score: Raw -6372013.571293 + Penalty 5229.561750 = -6366784.009543 nChanged 100 SP:Iteration 13Q (18943.800000 sec): 3 clusters Score: Raw -6372157.718779 + Penalty 5229.561750 = -6366928.157029 nChanged 36 SP:Iteration 14Q (18943.900000 sec): 3 clusters Score: Raw -6372206.123926 + Penalty 5229.561750 = -6366976.562176 nChanged 22 SP:Iteration 15Q (18944.010000 sec): 3 clusters Score: Raw -6372241.405286 + Penalty 5229.561750 = -6367011.843536 nChanged 16 SP:Iteration 16Q (18944.120000 sec): 3 clusters Score: Raw -6372266.732491 + Penalty 5229.561750 = -6367037.170741 nChanged 7 SP:Iteration 17Q (18944.220000 sec): 3 clusters Score: Raw -6372284.601167 + Penalty 5229.561750 = -6367055.039417 nChanged 8 SP:Iteration 18Q (18944.330000 sec): 3 clusters Score: Raw -6372298.365195 + Penalty 5229.561750 = -6367068.803445 nChanged 4 SP:Iteration 19Q (18944.440000 sec): 3 clusters Score: Raw -6372305.684088 + Penalty 5229.561750 = -6367076.122339 nChanged 2 SP:Iteration 20F (18944.590000 sec): 3 clusters Score: Raw -6372309.737142 + Penalty 5229.561750 = -6367080.175392 nChanged 2 SP:Iteration 21Q (18944.700000 sec): 3 clusters Score: Raw -6372314.077103 + Penalty 5229.561750 = -6367084.515353 nChanged 2 SP:Iteration 22Q (18944.800000 sec): 3 clusters Score: Raw -6372318.025490 + Penalty 5229.561750 = -6367088.463741 nChanged 2 SP:Iteration 23Q (18944.910000 sec): 3 clusters Score: Raw -6372321.403603 + Penalty 5229.561750 = -6367091.841853 nChanged 1 SP:Iteration 24Q (18945.020000 sec): 3 clusters Score: Raw -6372323.179384 + Penalty 5229.561750 = -6367093.617634 nChanged 0 SP:Iteration 25F (18945.170000 sec): 3 clusters Score: Raw -6372323.179384 + Penalty 5229.561750 = -6367093.617634 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 37 (4427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18945.210000 sec): 2 clusters Score: Raw -691122.272141 + Penalty 2082.078403 = -689040.193738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18945.230000 sec): 3 clusters Score: Raw -689009.898434 + Penalty 4164.156807 = -684845.741628 nChanged 1694 SP:Iteration 1F (18945.240000 sec): 3 clusters Score: Raw -690026.573048 + Penalty 4164.156807 = -685862.416242 nChanged 413 SP:Iteration 2F (18945.260000 sec): 3 clusters Score: Raw -690391.117501 + Penalty 4164.156807 = -686226.960695 nChanged 333 SP:Iteration 3F (18945.280000 sec): 3 clusters Score: Raw -690709.446682 + Penalty 4164.156807 = -686545.289876 nChanged 278 SP:Iteration 4F (18945.300000 sec): 3 clusters Score: Raw -691004.511587 + Penalty 4164.156807 = -686840.354781 nChanged 248 SP:Iteration 5F (18945.320000 sec): 3 clusters Score: Raw -691339.052088 + Penalty 4164.156807 = -687174.895281 nChanged 201 SP:Iteration 6Q (18945.330000 sec): 3 clusters Score: Raw -691720.109046 + Penalty 4164.156807 = -687555.952239 nChanged 200 SP:Iteration 7Q (18945.350000 sec): 3 clusters Score: Raw -691935.127398 + Penalty 4164.156807 = -687770.970592 nChanged 156 SP:Iteration 8Q (18945.360000 sec): 3 clusters Score: Raw -692056.815401 + Penalty 4164.156807 = -687892.658594 nChanged 94 SP:Iteration 9Q (18945.380000 sec): 3 clusters Score: Raw -692123.936656 + Penalty 4164.156807 = -687959.779849 nChanged 74 SP:Iteration 10Q (18945.400000 sec): 3 clusters Score: Raw -692168.893369 + Penalty 4164.156807 = -688004.736562 nChanged 66 SP:Iteration 11Q (18945.420000 sec): 3 clusters Score: Raw -692200.456597 + Penalty 4164.156807 = -688036.299791 nChanged 43 SP:Iteration 12Q (18945.430000 sec): 3 clusters Score: Raw -692222.715129 + Penalty 4164.156807 = -688058.558322 nChanged 32 SP:Iteration 13Q (18945.450000 sec): 3 clusters Score: Raw -692237.641930 + Penalty 4164.156807 = -688073.485124 nChanged 18 SP:Iteration 14Q (18945.460000 sec): 3 clusters Score: Raw -692244.412880 + Penalty 4164.156807 = -688080.256073 nChanged 12 SP:Iteration 15Q (18945.480000 sec): 3 clusters Score: Raw -692248.091247 + Penalty 4164.156807 = -688083.934440 nChanged 11 SP:Iteration 16Q (18945.500000 sec): 3 clusters Score: Raw -692252.292222 + Penalty 4164.156807 = -688088.135416 nChanged 7 SP:Iteration 17Q (18945.520000 sec): 3 clusters Score: Raw -692254.565143 + Penalty 4164.156807 = -688090.408336 nChanged 5 SP:Iteration 18Q (18945.530000 sec): 3 clusters Score: Raw -692255.542502 + Penalty 4164.156807 = -688091.385695 nChanged 5 SP:Iteration 19Q (18945.550000 sec): 3 clusters Score: Raw -692257.015018 + Penalty 4164.156807 = -688092.858212 nChanged 1 SP:Iteration 20F (18945.570000 sec): 3 clusters Score: Raw -692258.036108 + Penalty 4164.156807 = -688093.879302 nChanged 4 SP:Iteration 21Q (18945.580000 sec): 3 clusters Score: Raw -692259.678721 + Penalty 4164.156807 = -688095.521914 nChanged 1 SP:Iteration 22Q (18945.600000 sec): 3 clusters Score: Raw -692259.873543 + Penalty 4164.156807 = -688095.716737 nChanged 0 SP:Iteration 23F (18945.620000 sec): 3 clusters Score: Raw -692259.873543 + Penalty 4164.156807 = -688095.716737 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 38 (3413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18945.640000 sec): 2 clusters Score: Raw -515015.975527 + Penalty 2017.566043 = -512998.409483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18945.650000 sec): 3 clusters Score: Raw -513520.528290 + Penalty 4035.132087 = -509485.396203 nChanged 1226 SP:Iteration 1F (18945.660000 sec): 3 clusters Score: Raw -514312.287703 + Penalty 4035.132087 = -510277.155616 nChanged 285 SP:Iteration 2F (18945.680000 sec): 3 clusters Score: Raw -514545.504338 + Penalty 4035.132087 = -510510.372251 nChanged 199 SP:Iteration 3F (18945.690000 sec): 3 clusters Score: Raw -514721.477213 + Penalty 4035.132087 = -510686.345127 nChanged 165 SP:Iteration 4Q (18945.700000 sec): 3 clusters Score: Raw -514886.357201 + Penalty 4035.132087 = -510851.225114 nChanged 156 SP:Iteration 5Q (18945.720000 sec): 3 clusters Score: Raw -515082.959968 + Penalty 4035.132087 = -511047.827881 nChanged 162 SP:Iteration 6Q (18945.730000 sec): 3 clusters Score: Raw -515331.633499 + Penalty 4035.132087 = -511296.501413 nChanged 190 SP:Iteration 7F (18945.740000 sec): 3 clusters Score: Raw -515610.725117 + Penalty 4035.132087 = -511575.593031 nChanged 194 SP:Iteration 8F (18945.760000 sec): 3 clusters Score: Raw -515882.116926 + Penalty 4035.132087 = -511846.984839 nChanged 159 SP:Iteration 9Q (18945.770000 sec): 3 clusters Score: Raw -516082.902050 + Penalty 4035.132087 = -512047.769963 nChanged 139 SP:Iteration 10Q (18945.780000 sec): 3 clusters Score: Raw -516249.796875 + Penalty 4035.132087 = -512214.664788 nChanged 105 SP:Iteration 11Q (18945.800000 sec): 3 clusters Score: Raw -516355.900639 + Penalty 4035.132087 = -512320.768552 nChanged 75 SP:Iteration 12Q (18945.810000 sec): 3 clusters Score: Raw -516415.696166 + Penalty 4035.132087 = -512380.564079 nChanged 53 SP:Iteration 13Q (18945.820000 sec): 3 clusters Score: Raw -516454.181923 + Penalty 4035.132087 = -512419.049837 nChanged 25 SP:Iteration 14Q (18945.830000 sec): 3 clusters Score: Raw -516472.309844 + Penalty 4035.132087 = -512437.177757 nChanged 24 SP:Iteration 15Q (18945.840000 sec): 3 clusters Score: Raw -516486.299323 + Penalty 4035.132087 = -512451.167236 nChanged 16 SP:Iteration 16Q (18945.860000 sec): 3 clusters Score: Raw -516493.571887 + Penalty 4035.132087 = -512458.439801 nChanged 10 SP:Iteration 17Q (18945.870000 sec): 3 clusters Score: Raw -516499.820389 + Penalty 4035.132087 = -512464.688303 nChanged 11 SP:Iteration 18Q (18945.880000 sec): 3 clusters Score: Raw -516507.655401 + Penalty 4035.132087 = -512472.523315 nChanged 10 SP:Iteration 19Q (18945.890000 sec): 3 clusters Score: Raw -516513.640823 + Penalty 4035.132087 = -512478.508736 nChanged 6 SP:Iteration 20F (18945.900000 sec): 3 clusters Score: Raw -516517.015867 + Penalty 4035.132087 = -512481.883780 nChanged 7 SP:Iteration 21Q (18945.920000 sec): 3 clusters Score: Raw -516521.342378 + Penalty 4035.132087 = -512486.210291 nChanged 10 SP:Iteration 22Q (18945.930000 sec): 3 clusters Score: Raw -516526.462837 + Penalty 4035.132087 = -512491.330751 nChanged 4 SP:Iteration 23Q (18945.940000 sec): 3 clusters Score: Raw -516528.978085 + Penalty 4035.132087 = -512493.845998 nChanged 2 SP:Iteration 24Q (18945.950000 sec): 3 clusters Score: Raw -516529.398760 + Penalty 4035.132087 = -512494.266674 nChanged 0 SP:Iteration 25F (18945.970000 sec): 3 clusters Score: Raw -516529.398760 + Penalty 4035.132087 = -512494.266674 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 39 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18945.970000 sec): 2 clusters Score: Raw -61114.396099 + Penalty 1460.441734 = -59653.954365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18945.980000 sec): 3 clusters Score: Raw -61309.620509 + Penalty 2920.883467 = -58388.737042 nChanged 61 SP:Iteration 1F (18945.980000 sec): 3 clusters Score: Raw -61492.610583 + Penalty 2920.883467 = -58571.727116 nChanged 35 SP:Iteration 2F (18945.980000 sec): 3 clusters Score: Raw -61613.557230 + Penalty 2920.883467 = -58692.673762 nChanged 11 SP:Iteration 3Q (18945.980000 sec): 3 clusters Score: Raw -61649.112432 + Penalty 2920.883467 = -58728.228965 nChanged 4 SP:Iteration 4Q (18945.980000 sec): 3 clusters Score: Raw -61665.351850 + Penalty 2920.883467 = -58744.468383 nChanged 6 SP:Iteration 5Q (18945.980000 sec): 3 clusters Score: Raw -61677.452842 + Penalty 2920.883467 = -58756.569375 nChanged 3 SP:Iteration 6Q (18945.980000 sec): 3 clusters Score: Raw -61683.728598 + Penalty 2920.883467 = -58762.845130 nChanged 0 SP:Iteration 7F (18945.980000 sec): 3 clusters Score: Raw -61683.728598 + Penalty 2920.883467 = -58762.845130 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 40 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18945.990000 sec): 2 clusters Score: Raw -21685.992690 + Penalty 1290.593658 = -20395.399032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18945.990000 sec): 3 clusters Score: Raw -22156.810507 + Penalty 2581.187317 = -19575.623191 nChanged 27 SP:Iteration 1F (18945.990000 sec): 3 clusters Score: Raw -22364.761917 + Penalty 2581.187317 = -19783.574600 nChanged 6 SP:Iteration 2Q (18945.990000 sec): 3 clusters Score: Raw -22413.273630 + Penalty 2581.187317 = -19832.086314 nChanged 5 SP:Iteration 3Q (18945.990000 sec): 3 clusters Score: Raw -22455.290739 + Penalty 2581.187317 = -19874.103422 nChanged 0 SP:Iteration 4F (18946.000000 sec): 3 clusters Score: Raw -22455.290739 + Penalty 2581.187317 = -19874.103422 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 41 (8923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18946.040000 sec): 2 clusters Score: Raw -1440335.335681 + Penalty 2255.904098 = -1438079.431583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18946.070000 sec): 3 clusters Score: Raw -1435473.217049 + Penalty 4511.808196 = -1430961.408853 nChanged 3727 SP:Iteration 1F (18946.110000 sec): 3 clusters Score: Raw -1437518.188581 + Penalty 4511.808196 = -1433006.380385 nChanged 674 SP:Iteration 2F (18946.140000 sec): 3 clusters Score: Raw -1437921.062323 + Penalty 4511.808196 = -1433409.254127 nChanged 590 SP:Iteration 3F (18946.180000 sec): 3 clusters Score: Raw -1438302.811441 + Penalty 4511.808196 = -1433791.003245 nChanged 556 SP:Iteration 4F (18946.210000 sec): 3 clusters Score: Raw -1438693.896087 + Penalty 4511.808196 = -1434182.087891 nChanged 531 SP:Iteration 5F (18946.240000 sec): 3 clusters Score: Raw -1439054.100876 + Penalty 4511.808196 = -1434542.292680 nChanged 486 SP:Iteration 6F (18946.280000 sec): 3 clusters Score: Raw -1439350.796299 + Penalty 4511.808196 = -1434838.988103 nChanged 377 SP:Iteration 7Q (18946.320000 sec): 3 clusters Score: Raw -1439578.933810 + Penalty 4511.808196 = -1435067.125614 nChanged 333 SP:Iteration 8Q (18946.350000 sec): 3 clusters Score: Raw -1439778.154525 + Penalty 4511.808196 = -1435266.346329 nChanged 278 SP:Iteration 9Q (18946.380000 sec): 3 clusters Score: Raw -1439899.013052 + Penalty 4511.808196 = -1435387.204857 nChanged 206 SP:Iteration 10Q (18946.420000 sec): 3 clusters Score: Raw -1439976.669441 + Penalty 4511.808196 = -1435464.861245 nChanged 161 SP:Iteration 11Q (18946.460000 sec): 3 clusters Score: Raw -1440033.985281 + Penalty 4511.808196 = -1435522.177085 nChanged 128 SP:Iteration 12Q (18946.490000 sec): 3 clusters Score: Raw -1440072.005160 + Penalty 4511.808196 = -1435560.196964 nChanged 87 SP:Iteration 13Q (18946.520000 sec): 3 clusters Score: Raw -1440099.588231 + Penalty 4511.808196 = -1435587.780035 nChanged 75 SP:Iteration 14Q (18946.560000 sec): 3 clusters Score: Raw -1440120.821891 + Penalty 4511.808196 = -1435609.013695 nChanged 70 SP:Iteration 15Q (18946.600000 sec): 3 clusters Score: Raw -1440141.805783 + Penalty 4511.808196 = -1435629.997587 nChanged 61 SP:Iteration 16Q (18946.630000 sec): 3 clusters Score: Raw -1440160.752985 + Penalty 4511.808196 = -1435648.944789 nChanged 52 SP:Iteration 17Q (18946.660000 sec): 3 clusters Score: Raw -1440178.630402 + Penalty 4511.808196 = -1435666.822206 nChanged 58 SP:Iteration 18Q (18946.700000 sec): 3 clusters Score: Raw -1440198.704121 + Penalty 4511.808196 = -1435686.895925 nChanged 61 SP:Iteration 19Q (18946.730000 sec): 3 clusters Score: Raw -1440217.040517 + Penalty 4511.808196 = -1435705.232321 nChanged 60 SP:Iteration 20F (18946.770000 sec): 3 clusters Score: Raw -1440239.190235 + Penalty 4511.808196 = -1435727.382039 nChanged 59 SP:Iteration 21Q (18946.800000 sec): 3 clusters Score: Raw -1440260.462996 + Penalty 4511.808196 = -1435748.654800 nChanged 64 SP:Iteration 22Q (18946.840000 sec): 3 clusters Score: Raw -1440282.628201 + Penalty 4511.808196 = -1435770.820005 nChanged 47 SP:Iteration 23Q (18946.870000 sec): 3 clusters Score: Raw -1440296.832154 + Penalty 4511.808196 = -1435785.023958 nChanged 35 SP:Iteration 24Q (18946.910000 sec): 3 clusters Score: Raw -1440307.694490 + Penalty 4511.808196 = -1435795.886294 nChanged 36 SP:Iteration 25Q (18946.940000 sec): 3 clusters Score: Raw -1440322.368794 + Penalty 4511.808196 = -1435810.560598 nChanged 44 SP:Iteration 26Q (18946.980000 sec): 3 clusters Score: Raw -1440339.313261 + Penalty 4511.808196 = -1435827.505065 nChanged 58 SP:Iteration 27Q (18947.010000 sec): 3 clusters Score: Raw -1440359.233540 + Penalty 4511.808196 = -1435847.425344 nChanged 46 SP:Iteration 28Q (18947.040000 sec): 3 clusters Score: Raw -1440376.711029 + Penalty 4511.808196 = -1435864.902833 nChanged 42 SP:Iteration 29Q (18947.080000 sec): 3 clusters Score: Raw -1440393.631317 + Penalty 4511.808196 = -1435881.823121 nChanged 51 SP:Iteration 30Q (18947.110000 sec): 3 clusters Score: Raw -1440412.434264 + Penalty 4511.808196 = -1435900.626068 nChanged 48 SP:Iteration 31Q (18947.140000 sec): 3 clusters Score: Raw -1440433.053718 + Penalty 4511.808196 = -1435921.245522 nChanged 58 SP:Iteration 32Q (18947.180000 sec): 3 clusters Score: Raw -1440461.467370 + Penalty 4511.808196 = -1435949.659174 nChanged 57 SP:Iteration 33Q (18947.210000 sec): 3 clusters Score: Raw -1440491.215681 + Penalty 4511.808196 = -1435979.407485 nChanged 53 SP:Iteration 34Q (18947.240000 sec): 3 clusters Score: Raw -1440517.040739 + Penalty 4511.808196 = -1436005.232543 nChanged 48 SP:Iteration 35Q (18947.280000 sec): 3 clusters Score: Raw -1440538.547040 + Penalty 4511.808196 = -1436026.738844 nChanged 43 SP:Iteration 36Q (18947.310000 sec): 3 clusters Score: Raw -1440557.035771 + Penalty 4511.808196 = -1436045.227575 nChanged 32 SP:Iteration 37Q (18947.340000 sec): 3 clusters Score: Raw -1440569.379466 + Penalty 4511.808196 = -1436057.571270 nChanged 28 SP:Iteration 38Q (18947.370000 sec): 3 clusters Score: Raw -1440580.514511 + Penalty 4511.808196 = -1436068.706315 nChanged 21 SP:Iteration 39Q (18947.400000 sec): 3 clusters Score: Raw -1440591.219297 + Penalty 4511.808196 = -1436079.411101 nChanged 30 SP:Iteration 40F (18947.440000 sec): 3 clusters Score: Raw -1440604.255586 + Penalty 4511.808196 = -1436092.447390 nChanged 37 SP:Iteration 41Q (18947.470000 sec): 3 clusters Score: Raw -1440621.528593 + Penalty 4511.808196 = -1436109.720397 nChanged 37 SP:Iteration 42Q (18947.500000 sec): 3 clusters Score: Raw -1440637.504082 + Penalty 4511.808196 = -1436125.695886 nChanged 31 SP:Iteration 43Q (18947.540000 sec): 3 clusters Score: Raw -1440652.212326 + Penalty 4511.808196 = -1436140.404130 nChanged 32 SP:Iteration 44Q (18947.570000 sec): 3 clusters Score: Raw -1440667.686362 + Penalty 4511.808196 = -1436155.878166 nChanged 23 SP:Iteration 45Q (18947.600000 sec): 3 clusters Score: Raw -1440676.749684 + Penalty 4511.808196 = -1436164.941488 nChanged 18 SP:Iteration 46Q (18947.630000 sec): 3 clusters Score: Raw -1440682.585983 + Penalty 4511.808196 = -1436170.777787 nChanged 14 SP:Iteration 47Q (18947.660000 sec): 3 clusters Score: Raw -1440688.122665 + Penalty 4511.808196 = -1436176.314469 nChanged 8 SP:Iteration 48Q (18947.690000 sec): 3 clusters Score: Raw -1440690.826043 + Penalty 4511.808196 = -1436179.017847 nChanged 3 SP:Iteration 49Q (18947.720000 sec): 3 clusters Score: Raw -1440692.167187 + Penalty 4511.808196 = -1436180.358991 nChanged 4 SP:Iteration 50Q (18947.750000 sec): 3 clusters Score: Raw -1440693.759067 + Penalty 4511.808196 = -1436181.950871 nChanged 5 SP:Iteration 51Q (18947.780000 sec): 3 clusters Score: Raw -1440695.501876 + Penalty 4511.808196 = -1436183.693680 nChanged 6 SP:Iteration 52Q (18947.820000 sec): 3 clusters Score: Raw -1440697.414660 + Penalty 4511.808196 = -1436185.606464 nChanged 7 SP:Iteration 53Q (18947.850000 sec): 3 clusters Score: Raw -1440700.497329 + Penalty 4511.808196 = -1436188.689133 nChanged 9 SP:Iteration 54Q (18947.880000 sec): 3 clusters Score: Raw -1440704.589959 + Penalty 4511.808196 = -1436192.781763 nChanged 12 SP:Iteration 55Q (18947.910000 sec): 3 clusters Score: Raw -1440708.001776 + Penalty 4511.808196 = -1436196.193580 nChanged 8 SP:Iteration 56Q (18947.940000 sec): 3 clusters Score: Raw -1440711.695863 + Penalty 4511.808196 = -1436199.887667 nChanged 12 SP:Iteration 57Q (18947.970000 sec): 3 clusters Score: Raw -1440716.538972 + Penalty 4511.808196 = -1436204.730776 nChanged 12 SP:Iteration 58Q (18948.000000 sec): 3 clusters Score: Raw -1440721.371719 + Penalty 4511.808196 = -1436209.563523 nChanged 9 SP:Iteration 59Q (18948.040000 sec): 3 clusters Score: Raw -1440725.505096 + Penalty 4511.808196 = -1436213.696900 nChanged 14 SP:Iteration 60F (18948.070000 sec): 3 clusters Score: Raw -1440731.628317 + Penalty 4511.808196 = -1436219.820121 nChanged 14 SP:Iteration 61Q (18948.100000 sec): 3 clusters Score: Raw -1440739.715357 + Penalty 4511.808196 = -1436227.907161 nChanged 13 SP:Iteration 62Q (18948.130000 sec): 3 clusters Score: Raw -1440746.486241 + Penalty 4511.808196 = -1436234.678045 nChanged 12 SP:Iteration 63Q (18948.160000 sec): 3 clusters Score: Raw -1440752.643496 + Penalty 4511.808196 = -1436240.835300 nChanged 9 SP:Iteration 64Q (18948.190000 sec): 3 clusters Score: Raw -1440755.540325 + Penalty 4511.808196 = -1436243.732129 nChanged 13 SP:Iteration 65Q (18948.220000 sec): 3 clusters Score: Raw -1440761.067394 + Penalty 4511.808196 = -1436249.259198 nChanged 22 SP:Iteration 66Q (18948.250000 sec): 3 clusters Score: Raw -1440769.496502 + Penalty 4511.808196 = -1436257.688306 nChanged 14 SP:Iteration 67Q (18948.280000 sec): 3 clusters Score: Raw -1440775.032073 + Penalty 4511.808196 = -1436263.223877 nChanged 16 SP:Iteration 68Q (18948.320000 sec): 3 clusters Score: Raw -1440782.442508 + Penalty 4511.808196 = -1436270.634312 nChanged 18 SP:Iteration 69Q (18948.340000 sec): 3 clusters Score: Raw -1440789.951553 + Penalty 4511.808196 = -1436278.143357 nChanged 15 SP:Iteration 70Q (18948.370000 sec): 3 clusters Score: Raw -1440796.691114 + Penalty 4511.808196 = -1436284.882918 nChanged 13 SP:Iteration 71Q (18948.400000 sec): 3 clusters Score: Raw -1440802.927341 + Penalty 4511.808196 = -1436291.119145 nChanged 13 SP:Iteration 72Q (18948.430000 sec): 3 clusters Score: Raw -1440808.981131 + Penalty 4511.808196 = -1436297.172935 nChanged 14 SP:Iteration 73Q (18948.460000 sec): 3 clusters Score: Raw -1440815.482649 + Penalty 4511.808196 = -1436303.674453 nChanged 10 SP:Iteration 74Q (18948.500000 sec): 3 clusters Score: Raw -1440821.373383 + Penalty 4511.808196 = -1436309.565187 nChanged 10 SP:Iteration 75Q (18948.520000 sec): 3 clusters Score: Raw -1440826.262127 + Penalty 4511.808196 = -1436314.453931 nChanged 11 SP:Iteration 76Q (18948.550000 sec): 3 clusters Score: Raw -1440830.846869 + Penalty 4511.808196 = -1436319.038673 nChanged 10 SP:Iteration 77Q (18948.580000 sec): 3 clusters Score: Raw -1440838.333554 + Penalty 4511.808196 = -1436326.525358 nChanged 8 SP:Iteration 78Q (18948.610000 sec): 3 clusters Score: Raw -1440843.159506 + Penalty 4511.808196 = -1436331.351310 nChanged 11 SP:Iteration 79Q (18948.640000 sec): 3 clusters Score: Raw -1440848.858531 + Penalty 4511.808196 = -1436337.050335 nChanged 7 SP:Iteration 80F (18948.680000 sec): 3 clusters Score: Raw -1440852.164614 + Penalty 4511.808196 = -1436340.356418 nChanged 4 SP:Iteration 81Q (18948.700000 sec): 3 clusters Score: Raw -1440854.333725 + Penalty 4511.808196 = -1436342.525529 nChanged 4 SP:Iteration 82Q (18948.730000 sec): 3 clusters Score: Raw -1440855.873459 + Penalty 4511.808196 = -1436344.065263 nChanged 5 SP:Iteration 83Q (18948.760000 sec): 3 clusters Score: Raw -1440858.325779 + Penalty 4511.808196 = -1436346.517583 nChanged 2 SP:Iteration 84Q (18948.790000 sec): 3 clusters Score: Raw -1440858.954437 + Penalty 4511.808196 = -1436347.146241 nChanged 0 SP:Iteration 85F (18948.830000 sec): 3 clusters Score: Raw -1440858.954437 + Penalty 4511.808196 = -1436347.146241 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 42 (690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18948.840000 sec): 2 clusters Score: Raw -105882.437996 + Penalty 1621.099516 = -104261.338480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18948.840000 sec): 3 clusters Score: Raw -105800.702846 + Penalty 3242.199032 = -102558.503814 nChanged 140 SP:Iteration 1F (18948.840000 sec): 3 clusters Score: Raw -106024.873000 + Penalty 3242.199032 = -102782.673967 nChanged 39 SP:Iteration 2F (18948.850000 sec): 3 clusters Score: Raw -106131.084519 + Penalty 3242.199032 = -102888.885486 nChanged 28 SP:Iteration 3Q (18948.850000 sec): 3 clusters Score: Raw -106192.838673 + Penalty 3242.199032 = -102950.639641 nChanged 16 SP:Iteration 4Q (18948.850000 sec): 3 clusters Score: Raw -106210.820263 + Penalty 3242.199032 = -102968.621230 nChanged 4 SP:Iteration 5Q (18948.860000 sec): 3 clusters Score: Raw -106218.341546 + Penalty 3242.199032 = -102976.142513 nChanged 4 SP:Iteration 6Q (18948.860000 sec): 3 clusters Score: Raw -106221.939175 + Penalty 3242.199032 = -102979.740143 nChanged 4 SP:Iteration 7Q (18948.860000 sec): 3 clusters Score: Raw -106227.760495 + Penalty 3242.199032 = -102985.561463 nChanged 3 SP:Iteration 8Q (18948.860000 sec): 3 clusters Score: Raw -106235.059878 + Penalty 3242.199032 = -102992.860845 nChanged 3 SP:Iteration 9Q (18948.870000 sec): 3 clusters Score: Raw -106241.044460 + Penalty 3242.199032 = -102998.845427 nChanged 2 SP:Iteration 10Q (18948.870000 sec): 3 clusters Score: Raw -106243.577277 + Penalty 3242.199032 = -103001.378244 nChanged 1 SP:Iteration 11Q (18948.870000 sec): 3 clusters Score: Raw -106245.551256 + Penalty 3242.199032 = -103003.352223 nChanged 1 SP:Iteration 12Q (18948.870000 sec): 3 clusters Score: Raw -106246.796445 + Penalty 3242.199032 = -103004.597413 nChanged 1 SP:Iteration 13Q (18948.880000 sec): 3 clusters Score: Raw -106248.199946 + Penalty 3242.199032 = -103006.000914 nChanged 0 SP:Iteration 14F (18948.880000 sec): 3 clusters Score: Raw -106248.199946 + Penalty 3242.199032 = -103006.000914 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 43 (13342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18948.940000 sec): 2 clusters Score: Raw -2242236.017061 + Penalty 2355.670714 = -2239880.346347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18948.990000 sec): 3 clusters Score: Raw -2234855.509613 + Penalty 4711.341428 = -2230144.168186 nChanged 5619 SP:Iteration 1F (18949.040000 sec): 3 clusters Score: Raw -2237805.924086 + Penalty 4711.341428 = -2233094.582658 nChanged 839 SP:Iteration 2F (18949.100000 sec): 3 clusters Score: Raw -2238200.092525 + Penalty 4711.341428 = -2233488.751097 nChanged 726 SP:Iteration 3F (18949.150000 sec): 3 clusters Score: Raw -2238563.142826 + Penalty 4711.341428 = -2233851.801398 nChanged 644 SP:Iteration 4Q (18949.200000 sec): 3 clusters Score: Raw -2238888.969993 + Penalty 4711.341428 = -2234177.628565 nChanged 583 SP:Iteration 5Q (18949.250000 sec): 3 clusters Score: Raw -2239198.595762 + Penalty 4711.341428 = -2234487.254334 nChanged 544 SP:Iteration 6Q (18949.300000 sec): 3 clusters Score: Raw -2239468.094218 + Penalty 4711.341428 = -2234756.752790 nChanged 506 SP:Iteration 7Q (18949.360000 sec): 3 clusters Score: Raw -2239723.822863 + Penalty 4711.341428 = -2235012.481435 nChanged 478 SP:Iteration 8Q (18949.410000 sec): 3 clusters Score: Raw -2239961.313163 + Penalty 4711.341428 = -2235249.971735 nChanged 444 SP:Iteration 9Q (18949.460000 sec): 3 clusters Score: Raw -2240154.250202 + Penalty 4711.341428 = -2235442.908774 nChanged 408 SP:Iteration 10Q (18949.510000 sec): 3 clusters Score: Raw -2240335.282948 + Penalty 4711.341428 = -2235623.941520 nChanged 371 SP:Iteration 11Q (18949.570000 sec): 3 clusters Score: Raw -2240509.965053 + Penalty 4711.341428 = -2235798.623626 nChanged 357 SP:Iteration 12Q (18949.620000 sec): 3 clusters Score: Raw -2240672.147312 + Penalty 4711.341428 = -2235960.805884 nChanged 330 SP:Iteration 13Q (18949.670000 sec): 3 clusters Score: Raw -2240808.495682 + Penalty 4711.341428 = -2236097.154255 nChanged 280 SP:Iteration 14Q (18949.720000 sec): 3 clusters Score: Raw -2240915.224262 + Penalty 4711.341428 = -2236203.882834 nChanged 248 SP:Iteration 15Q (18949.770000 sec): 3 clusters Score: Raw -2240998.066684 + Penalty 4711.341428 = -2236286.725256 nChanged 220 SP:Iteration 16Q (18949.820000 sec): 3 clusters Score: Raw -2241065.513851 + Penalty 4711.341428 = -2236354.172423 nChanged 167 SP:Iteration 17Q (18949.870000 sec): 3 clusters Score: Raw -2241112.700446 + Penalty 4711.341428 = -2236401.359018 nChanged 149 SP:Iteration 18Q (18949.920000 sec): 3 clusters Score: Raw -2241155.676581 + Penalty 4711.341428 = -2236444.335153 nChanged 143 SP:Iteration 19Q (18949.970000 sec): 3 clusters Score: Raw -2241189.993715 + Penalty 4711.341428 = -2236478.652287 nChanged 125 SP:Iteration 20F (18950.020000 sec): 3 clusters Score: Raw -2241222.901761 + Penalty 4711.341428 = -2236511.560333 nChanged 120 SP:Iteration 21Q (18950.070000 sec): 3 clusters Score: Raw -2241255.052259 + Penalty 4711.341428 = -2236543.710832 nChanged 135 SP:Iteration 22Q (18950.120000 sec): 3 clusters Score: Raw -2241290.409313 + Penalty 4711.341428 = -2236579.067886 nChanged 131 SP:Iteration 23Q (18950.170000 sec): 3 clusters Score: Raw -2241328.068906 + Penalty 4711.341428 = -2236616.727478 nChanged 134 SP:Iteration 24Q (18950.220000 sec): 3 clusters Score: Raw -2241370.571160 + Penalty 4711.341428 = -2236659.229732 nChanged 140 SP:Iteration 25Q (18950.260000 sec): 3 clusters Score: Raw -2241411.323199 + Penalty 4711.341428 = -2236699.981771 nChanged 137 SP:Iteration 26Q (18950.310000 sec): 3 clusters Score: Raw -2241448.050986 + Penalty 4711.341428 = -2236736.709558 nChanged 121 SP:Iteration 27Q (18950.360000 sec): 3 clusters Score: Raw -2241481.221799 + Penalty 4711.341428 = -2236769.880372 nChanged 105 SP:Iteration 28Q (18950.400000 sec): 3 clusters Score: Raw -2241514.256398 + Penalty 4711.341428 = -2236802.914970 nChanged 131 SP:Iteration 29Q (18950.450000 sec): 3 clusters Score: Raw -2241558.738231 + Penalty 4711.341428 = -2236847.396803 nChanged 151 SP:Iteration 30Q (18950.500000 sec): 3 clusters Score: Raw -2241615.400745 + Penalty 4711.341428 = -2236904.059317 nChanged 156 SP:Iteration 31Q (18950.540000 sec): 3 clusters Score: Raw -2241675.722882 + Penalty 4711.341428 = -2236964.381454 nChanged 167 SP:Iteration 32Q (18950.590000 sec): 3 clusters Score: Raw -2241742.535002 + Penalty 4711.341428 = -2237031.193575 nChanged 161 SP:Iteration 33Q (18950.640000 sec): 3 clusters Score: Raw -2241811.136955 + Penalty 4711.341428 = -2237099.795527 nChanged 172 SP:Iteration 34Q (18950.680000 sec): 3 clusters Score: Raw -2241894.155958 + Penalty 4711.341428 = -2237182.814531 nChanged 185 SP:Iteration 35Q (18950.730000 sec): 3 clusters Score: Raw -2241992.467750 + Penalty 4711.341428 = -2237281.126323 nChanged 186 SP:Iteration 36Q (18950.780000 sec): 3 clusters Score: Raw -2242088.449311 + Penalty 4711.341428 = -2237377.107883 nChanged 165 SP:Iteration 37Q (18950.820000 sec): 3 clusters Score: Raw -2242182.993670 + Penalty 4711.341428 = -2237471.652243 nChanged 166 SP:Iteration 38Q (18950.870000 sec): 3 clusters Score: Raw -2242284.096098 + Penalty 4711.341428 = -2237572.754670 nChanged 145 SP:Iteration 39Q (18950.910000 sec): 3 clusters Score: Raw -2242373.119784 + Penalty 4711.341428 = -2237661.778357 nChanged 130 SP:Iteration 40F (18950.960000 sec): 3 clusters Score: Raw -2242459.244067 + Penalty 4711.341428 = -2237747.902639 nChanged 129 SP:Iteration 41Q (18951.000000 sec): 3 clusters Score: Raw -2242554.919490 + Penalty 4711.341428 = -2237843.578062 nChanged 118 SP:Iteration 42Q (18951.040000 sec): 3 clusters Score: Raw -2242636.252243 + Penalty 4711.341428 = -2237924.910816 nChanged 77 SP:Iteration 43Q (18951.090000 sec): 3 clusters Score: Raw -2242683.251830 + Penalty 4711.341428 = -2237971.910403 nChanged 65 SP:Iteration 44Q (18951.130000 sec): 3 clusters Score: Raw -2242724.989408 + Penalty 4711.341428 = -2238013.647981 nChanged 51 SP:Iteration 45Q (18951.170000 sec): 3 clusters Score: Raw -2242764.182154 + Penalty 4711.341428 = -2238052.840726 nChanged 45 SP:Iteration 46Q (18951.210000 sec): 3 clusters Score: Raw -2242798.357496 + Penalty 4711.341428 = -2238087.016069 nChanged 39 SP:Iteration 47Q (18951.250000 sec): 3 clusters Score: Raw -2242825.152109 + Penalty 4711.341428 = -2238113.810681 nChanged 26 SP:Iteration 48Q (18951.290000 sec): 3 clusters Score: Raw -2242839.692278 + Penalty 4711.341428 = -2238128.350850 nChanged 16 SP:Iteration 49Q (18951.330000 sec): 3 clusters Score: Raw -2242849.135128 + Penalty 4711.341428 = -2238137.793700 nChanged 14 SP:Iteration 50Q (18951.360000 sec): 3 clusters Score: Raw -2242857.118735 + Penalty 4711.341428 = -2238145.777307 nChanged 9 SP:Iteration 51Q (18951.400000 sec): 3 clusters Score: Raw -2242863.375860 + Penalty 4711.341428 = -2238152.034432 nChanged 5 SP:Iteration 52Q (18951.440000 sec): 3 clusters Score: Raw -2242866.467339 + Penalty 4711.341428 = -2238155.125911 nChanged 2 SP:Iteration 53Q (18951.480000 sec): 3 clusters Score: Raw -2242867.570617 + Penalty 4711.341428 = -2238156.229190 nChanged 2 SP:Iteration 54Q (18951.520000 sec): 3 clusters Score: Raw -2242868.165382 + Penalty 4711.341428 = -2238156.823955 nChanged 1 SP:Iteration 55Q (18951.560000 sec): 3 clusters Score: Raw -2242868.910716 + Penalty 4711.341428 = -2238157.569288 nChanged 4 SP:Iteration 56Q (18951.600000 sec): 3 clusters Score: Raw -2242869.990301 + Penalty 4711.341428 = -2238158.648874 nChanged 3 SP:Iteration 57Q (18951.640000 sec): 3 clusters Score: Raw -2242871.788392 + Penalty 4711.341428 = -2238160.446964 nChanged 2 SP:Iteration 58Q (18951.680000 sec): 3 clusters Score: Raw -2242873.391973 + Penalty 4711.341428 = -2238162.050545 nChanged 5 SP:Iteration 59Q (18951.720000 sec): 3 clusters Score: Raw -2242876.659715 + Penalty 4711.341428 = -2238165.318287 nChanged 7 SP:Iteration 60F (18951.780000 sec): 3 clusters Score: Raw -2242879.841293 + Penalty 4711.341428 = -2238168.499865 nChanged 4 SP:Iteration 61Q (18951.820000 sec): 3 clusters Score: Raw -2242882.099594 + Penalty 4711.341428 = -2238170.758166 nChanged 0 SP:Iteration 62F (18951.870000 sec): 3 clusters Score: Raw -2242882.099594 + Penalty 4711.341428 = -2238170.758166 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 44 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18951.880000 sec): 2 clusters Score: Raw -16213.627015 + Penalty 1176.743168 = -15036.883847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18951.880000 sec): 3 clusters Score: Raw -16602.738791 + Penalty 2353.486336 = -14249.252455 nChanged 2 SP:Iteration 1Q (18951.880000 sec): 3 clusters Score: Raw -16617.977138 + Penalty 2353.486336 = -14264.490802 nChanged 0 SP:Iteration 2F (18951.880000 sec): 3 clusters Score: Raw -16617.977138 + Penalty 2353.486336 = -14264.490802 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 45 (537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18951.890000 sec): 2 clusters Score: Raw -81002.518010 + Penalty 1558.927527 = -79443.590482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18951.890000 sec): 3 clusters Score: Raw -81019.079744 + Penalty 3117.855055 = -77901.224689 nChanged 91 SP:Iteration 1F (18951.890000 sec): 3 clusters Score: Raw -81197.491695 + Penalty 3117.855055 = -78079.636640 nChanged 21 SP:Iteration 2Q (18951.900000 sec): 3 clusters Score: Raw -81249.812729 + Penalty 3117.855055 = -78131.957674 nChanged 14 SP:Iteration 3Q (18951.900000 sec): 3 clusters Score: Raw -81276.585002 + Penalty 3117.855055 = -78158.729947 nChanged 5 SP:Iteration 4Q (18951.900000 sec): 3 clusters Score: Raw -81287.502839 + Penalty 3117.855055 = -78169.647784 nChanged 3 SP:Iteration 5Q (18951.900000 sec): 3 clusters Score: Raw -81291.575209 + Penalty 3117.855055 = -78173.720154 nChanged 3 SP:Iteration 6Q (18951.900000 sec): 3 clusters Score: Raw -81299.269455 + Penalty 3117.855055 = -78181.414401 nChanged 1 SP:Iteration 7Q (18951.900000 sec): 3 clusters Score: Raw -81302.064130 + Penalty 3117.855055 = -78184.209075 nChanged 1 SP:Iteration 8Q (18951.910000 sec): 3 clusters Score: Raw -81303.191170 + Penalty 3117.855055 = -78185.336115 nChanged 0 SP:Iteration 9F (18951.910000 sec): 3 clusters Score: Raw -81303.191170 + Penalty 3117.855055 = -78185.336115 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 46 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18951.920000 sec): 2 clusters Score: Raw -18614.267093 + Penalty 1203.303505 = -17410.963587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18951.920000 sec): 3 clusters Score: Raw -18831.279033 + Penalty 2406.607011 = -16424.672022 nChanged 6 SP:Iteration 1Q (18951.920000 sec): 3 clusters Score: Raw -18874.290273 + Penalty 2406.607011 = -16467.683262 nChanged 0 SP:Iteration 2F (18951.920000 sec): 3 clusters Score: Raw -18874.290273 + Penalty 2406.607011 = -16467.683262 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 47 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18951.920000 sec): 2 clusters Score: Raw -39476.754000 + Penalty 1420.258241 = -38056.495759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18951.920000 sec): 3 clusters Score: Raw -39689.095694 + Penalty 2840.516483 = -36848.579211 nChanged 48 SP:Iteration 1F (18951.920000 sec): 3 clusters Score: Raw -39825.235841 + Penalty 2840.516483 = -36984.719358 nChanged 12 SP:Iteration 2Q (18951.920000 sec): 3 clusters Score: Raw -39875.419599 + Penalty 2840.516483 = -37034.903117 nChanged 5 SP:Iteration 3Q (18951.930000 sec): 3 clusters Score: Raw -39903.062175 + Penalty 2840.516483 = -37062.545692 nChanged 3 SP:Iteration 4Q (18951.930000 sec): 3 clusters Score: Raw -39982.224604 + Penalty 2840.516483 = -37141.708121 nChanged 5 SP:Iteration 5Q (18951.930000 sec): 3 clusters Score: Raw -40004.559011 + Penalty 2840.516483 = -37164.042528 nChanged 0 SP:Iteration 6F (18951.930000 sec): 3 clusters Score: Raw -40004.559011 + Penalty 2840.516483 = -37164.042528 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 48 (1547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18951.940000 sec): 2 clusters Score: Raw -234722.125974 + Penalty 1821.330067 = -232900.795907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18951.950000 sec): 3 clusters Score: Raw -234239.415081 + Penalty 3642.660134 = -230596.754947 nChanged 452 SP:Iteration 1F (18951.950000 sec): 3 clusters Score: Raw -234695.495184 + Penalty 3642.660134 = -231052.835050 nChanged 134 SP:Iteration 2F (18951.960000 sec): 3 clusters Score: Raw -234944.358818 + Penalty 3642.660134 = -231301.698684 nChanged 102 SP:Iteration 3F (18951.960000 sec): 3 clusters Score: Raw -235108.619822 + Penalty 3642.660134 = -231465.959688 nChanged 66 SP:Iteration 4Q (18951.970000 sec): 3 clusters Score: Raw -235200.711299 + Penalty 3642.660134 = -231558.051166 nChanged 47 SP:Iteration 5Q (18951.980000 sec): 3 clusters Score: Raw -235260.078041 + Penalty 3642.660134 = -231617.417907 nChanged 38 SP:Iteration 6Q (18951.980000 sec): 3 clusters Score: Raw -235287.844005 + Penalty 3642.660134 = -231645.183871 nChanged 29 SP:Iteration 7Q (18951.990000 sec): 3 clusters Score: Raw -235317.440497 + Penalty 3642.660134 = -231674.780363 nChanged 18 SP:Iteration 8Q (18952.000000 sec): 3 clusters Score: Raw -235339.140016 + Penalty 3642.660134 = -231696.479882 nChanged 21 SP:Iteration 9Q (18952.000000 sec): 3 clusters Score: Raw -235361.633704 + Penalty 3642.660134 = -231718.973570 nChanged 15 SP:Iteration 10Q (18952.010000 sec): 3 clusters Score: Raw -235382.590399 + Penalty 3642.660134 = -231739.930265 nChanged 21 SP:Iteration 11Q (18952.010000 sec): 3 clusters Score: Raw -235408.031061 + Penalty 3642.660134 = -231765.370927 nChanged 13 SP:Iteration 12Q (18952.020000 sec): 3 clusters Score: Raw -235423.984842 + Penalty 3642.660134 = -231781.324708 nChanged 10 SP:Iteration 13Q (18952.020000 sec): 3 clusters Score: Raw -235436.983830 + Penalty 3642.660134 = -231794.323697 nChanged 12 SP:Iteration 14Q (18952.030000 sec): 3 clusters Score: Raw -235449.781350 + Penalty 3642.660134 = -231807.121216 nChanged 11 SP:Iteration 15Q (18952.040000 sec): 3 clusters Score: Raw -235460.980071 + Penalty 3642.660134 = -231818.319938 nChanged 7 SP:Iteration 16Q (18952.040000 sec): 3 clusters Score: Raw -235471.411297 + Penalty 3642.660134 = -231828.751163 nChanged 9 SP:Iteration 17Q (18952.050000 sec): 3 clusters Score: Raw -235478.463195 + Penalty 3642.660134 = -231835.803062 nChanged 7 SP:Iteration 18Q (18952.050000 sec): 3 clusters Score: Raw -235483.699637 + Penalty 3642.660134 = -231841.039503 nChanged 2 SP:Iteration 19Q (18952.060000 sec): 3 clusters Score: Raw -235485.658941 + Penalty 3642.660134 = -231842.998807 nChanged 3 SP:Iteration 20F (18952.060000 sec): 3 clusters Score: Raw -235486.920521 + Penalty 3642.660134 = -231844.260387 nChanged 1 SP:Iteration 21Q (18952.070000 sec): 3 clusters Score: Raw -235488.375806 + Penalty 3642.660134 = -231845.715673 nChanged 3 SP:Iteration 22Q (18952.080000 sec): 3 clusters Score: Raw -235495.361465 + Penalty 3642.660134 = -231852.701332 nChanged 6 SP:Iteration 23Q (18952.080000 sec): 3 clusters Score: Raw -235500.522821 + Penalty 3642.660134 = -231857.862687 nChanged 8 SP:Iteration 24Q (18952.090000 sec): 3 clusters Score: Raw -235512.393954 + Penalty 3642.660134 = -231869.733820 nChanged 5 SP:Iteration 25Q (18952.090000 sec): 3 clusters Score: Raw -235517.362908 + Penalty 3642.660134 = -231874.702774 nChanged 7 SP:Iteration 26Q (18952.100000 sec): 3 clusters Score: Raw -235522.460499 + Penalty 3642.660134 = -231879.800365 nChanged 4 SP:Iteration 27Q (18952.100000 sec): 3 clusters Score: Raw -235528.983492 + Penalty 3642.660134 = -231886.323358 nChanged 7 SP:Iteration 28Q (18952.110000 sec): 3 clusters Score: Raw -235537.870369 + Penalty 3642.660134 = -231895.210235 nChanged 5 SP:Iteration 29Q (18952.120000 sec): 3 clusters Score: Raw -235545.832616 + Penalty 3642.660134 = -231903.172482 nChanged 7 SP:Iteration 30Q (18952.120000 sec): 3 clusters Score: Raw -235554.262020 + Penalty 3642.660134 = -231911.601887 nChanged 8 SP:Iteration 31Q (18952.130000 sec): 3 clusters Score: Raw -235561.377029 + Penalty 3642.660134 = -231918.716896 nChanged 4 SP:Iteration 32Q (18952.130000 sec): 3 clusters Score: Raw -235564.803469 + Penalty 3642.660134 = -231922.143335 nChanged 6 SP:Iteration 33Q (18952.140000 sec): 3 clusters Score: Raw -235570.825857 + Penalty 3642.660134 = -231928.165723 nChanged 7 SP:Iteration 34Q (18952.140000 sec): 3 clusters Score: Raw -235577.297871 + Penalty 3642.660134 = -231934.637737 nChanged 5 SP:Iteration 35Q (18952.150000 sec): 3 clusters Score: Raw -235580.485035 + Penalty 3642.660134 = -231937.824901 nChanged 1 SP:Iteration 36Q (18952.160000 sec): 3 clusters Score: Raw -235581.306724 + Penalty 3642.660134 = -231938.646590 nChanged 0 SP:Iteration 37F (18952.160000 sec): 3 clusters Score: Raw -235581.306724 + Penalty 3642.660134 = -231938.646590 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 49 (33955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18952.300000 sec): 2 clusters Score: Raw -5484199.332969 + Penalty 2587.332267 = -5481612.000703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18952.440000 sec): 3 clusters Score: Raw -5463618.516252 + Penalty 5174.664533 = -5458443.851719 nChanged 15353 SP:Iteration 1F (18952.580000 sec): 3 clusters Score: Raw -5472091.515890 + Penalty 5174.664533 = -5466916.851357 nChanged 1593 SP:Iteration 2Q (18952.720000 sec): 3 clusters Score: Raw -5472635.673952 + Penalty 5174.664533 = -5467461.009419 nChanged 1560 SP:Iteration 3Q (18952.860000 sec): 3 clusters Score: Raw -5473258.125545 + Penalty 5174.664533 = -5468083.461012 nChanged 1742 SP:Iteration 4F (18953.000000 sec): 3 clusters Score: Raw -5474150.646961 + Penalty 5174.664533 = -5468975.982428 nChanged 2130 SP:Iteration 5F (18953.140000 sec): 3 clusters Score: Raw -5475601.634804 + Penalty 5174.664533 = -5470426.970271 nChanged 2603 SP:Iteration 6F (18953.280000 sec): 3 clusters Score: Raw -5477775.813759 + Penalty 5174.664533 = -5472601.149226 nChanged 2690 SP:Iteration 7F (18953.420000 sec): 3 clusters Score: Raw -5480326.695741 + Penalty 5174.664533 = -5475152.031208 nChanged 2244 SP:Iteration 8F (18953.560000 sec): 3 clusters Score: Raw -5482445.677880 + Penalty 5174.664533 = -5477271.013347 nChanged 1391 SP:Iteration 9Q (18953.690000 sec): 3 clusters Score: Raw -5483685.588767 + Penalty 5174.664533 = -5478510.924234 nChanged 848 SP:Iteration 10Q (18953.820000 sec): 3 clusters Score: Raw -5484343.745925 + Penalty 5174.664533 = -5479169.081392 nChanged 498 SP:Iteration 11Q (18953.940000 sec): 3 clusters Score: Raw -5484596.873147 + Penalty 5174.664533 = -5479422.208614 nChanged 291 SP:Iteration 12Q (18954.060000 sec): 3 clusters Score: Raw -5484713.911333 + Penalty 5174.664533 = -5479539.246800 nChanged 175 SP:Iteration 13Q (18954.170000 sec): 3 clusters Score: Raw -5484758.426721 + Penalty 5174.664533 = -5479583.762188 nChanged 93 SP:Iteration 14Q (18954.280000 sec): 3 clusters Score: Raw -5484776.183736 + Penalty 5174.664533 = -5479601.519203 nChanged 53 SP:Iteration 15Q (18954.390000 sec): 3 clusters Score: Raw -5484787.060077 + Penalty 5174.664533 = -5479612.395544 nChanged 56 SP:Iteration 16Q (18954.500000 sec): 3 clusters Score: Raw -5484797.518933 + Penalty 5174.664533 = -5479622.854400 nChanged 42 SP:Iteration 17Q (18954.610000 sec): 3 clusters Score: Raw -5484804.674147 + Penalty 5174.664533 = -5479630.009614 nChanged 32 SP:Iteration 18Q (18954.720000 sec): 3 clusters Score: Raw -5484810.196047 + Penalty 5174.664533 = -5479635.531514 nChanged 30 SP:Iteration 19Q (18954.840000 sec): 3 clusters Score: Raw -5484815.704798 + Penalty 5174.664533 = -5479641.040265 nChanged 27 SP:Iteration 20F (18954.970000 sec): 3 clusters Score: Raw -5484819.798414 + Penalty 5174.664533 = -5479645.133881 nChanged 26 SP:Iteration 21Q (18955.080000 sec): 3 clusters Score: Raw -5484822.896587 + Penalty 5174.664533 = -5479648.232054 nChanged 16 SP:Iteration 22Q (18955.190000 sec): 3 clusters Score: Raw -5484824.821508 + Penalty 5174.664533 = -5479650.156975 nChanged 10 SP:Iteration 23Q (18955.300000 sec): 3 clusters Score: Raw -5484825.716964 + Penalty 5174.664533 = -5479651.052430 nChanged 9 SP:Iteration 24Q (18955.410000 sec): 3 clusters Score: Raw -5484827.117978 + Penalty 5174.664533 = -5479652.453444 nChanged 9 SP:Iteration 25Q (18955.520000 sec): 3 clusters Score: Raw -5484828.141787 + Penalty 5174.664533 = -5479653.477254 nChanged 10 SP:Iteration 26Q (18955.640000 sec): 3 clusters Score: Raw -5484829.498980 + Penalty 5174.664533 = -5479654.834447 nChanged 6 SP:Iteration 27Q (18955.750000 sec): 3 clusters Score: Raw -5484830.105947 + Penalty 5174.664533 = -5479655.441413 nChanged 4 SP:Iteration 28Q (18955.860000 sec): 3 clusters Score: Raw -5484830.470262 + Penalty 5174.664533 = -5479655.805729 nChanged 0 SP:Iteration 29F (18956.000000 sec): 3 clusters Score: Raw -5484830.470262 + Penalty 5174.664533 = -5479655.805729 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 50 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18956.020000 sec): 2 clusters Score: Raw -12619.374365 + Penalty 1187.297952 = -11432.076413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18956.020000 sec): 3 clusters Score: Raw -13112.252893 + Penalty 2374.595904 = -10737.656988 nChanged 6 SP:Iteration 1Q (18956.020000 sec): 3 clusters Score: Raw -13215.833997 + Penalty 2374.595904 = -10841.238092 nChanged 1 SP:Iteration 2Q (18956.020000 sec): 3 clusters Score: Raw -13229.712181 + Penalty 2374.595904 = -10855.116276 nChanged 1 SP:Iteration 3Q (18956.020000 sec): 3 clusters Score: Raw -13244.358323 + Penalty 2374.595904 = -10869.762418 nChanged 0 SP:Iteration 4F (18956.020000 sec): 3 clusters Score: Raw -13244.358323 + Penalty 2374.595904 = -10869.762418 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 51 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18956.030000 sec): 2 clusters Score: Raw -84802.923703 + Penalty 1572.846112 = -83230.077591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18956.030000 sec): 3 clusters Score: Raw -84828.251659 + Penalty 3145.692224 = -81682.559435 nChanged 97 SP:Iteration 1F (18956.030000 sec): 3 clusters Score: Raw -85009.656414 + Penalty 3145.692224 = -81863.964190 nChanged 28 SP:Iteration 2Q (18956.040000 sec): 3 clusters Score: Raw -85054.363840 + Penalty 3145.692224 = -81908.671616 nChanged 10 SP:Iteration 3Q (18956.040000 sec): 3 clusters Score: Raw -85092.750375 + Penalty 3145.692224 = -81947.058151 nChanged 11 SP:Iteration 4Q (18956.040000 sec): 3 clusters Score: Raw -85114.428256 + Penalty 3145.692224 = -81968.736032 nChanged 6 SP:Iteration 5Q (18956.040000 sec): 3 clusters Score: Raw -85126.151118 + Penalty 3145.692224 = -81980.458894 nChanged 6 SP:Iteration 6Q (18956.040000 sec): 3 clusters Score: Raw -85134.182139 + Penalty 3145.692224 = -81988.489915 nChanged 4 SP:Iteration 7Q (18956.040000 sec): 3 clusters Score: Raw -85142.915642 + Penalty 3145.692224 = -81997.223418 nChanged 5 SP:Iteration 8Q (18956.050000 sec): 3 clusters Score: Raw -85153.634183 + Penalty 3145.692224 = -82007.941960 nChanged 4 SP:Iteration 9Q (18956.050000 sec): 3 clusters Score: Raw -85160.653002 + Penalty 3145.692224 = -82014.960779 nChanged 5 SP:Iteration 10Q (18956.050000 sec): 3 clusters Score: Raw -85171.884595 + Penalty 3145.692224 = -82026.192371 nChanged 3 SP:Iteration 11Q (18956.050000 sec): 3 clusters Score: Raw -85176.833310 + Penalty 3145.692224 = -82031.141086 nChanged 3 SP:Iteration 12Q (18956.060000 sec): 3 clusters Score: Raw -85180.680476 + Penalty 3145.692224 = -82034.988252 nChanged 2 SP:Iteration 13Q (18956.060000 sec): 3 clusters Score: Raw -85183.808505 + Penalty 3145.692224 = -82038.116281 nChanged 1 SP:Iteration 14Q (18956.060000 sec): 3 clusters Score: Raw -85188.060863 + Penalty 3145.692224 = -82042.368639 nChanged 1 SP:Iteration 15Q (18956.060000 sec): 3 clusters Score: Raw -85190.167941 + Penalty 3145.692224 = -82044.475718 nChanged 1 SP:Iteration 16Q (18956.060000 sec): 3 clusters Score: Raw -85193.904586 + Penalty 3145.692224 = -82048.212362 nChanged 1 SP:Iteration 17Q (18956.060000 sec): 3 clusters Score: Raw -85194.366506 + Penalty 3145.692224 = -82048.674283 nChanged 0 SP:Iteration 18F (18956.070000 sec): 3 clusters Score: Raw -85194.366506 + Penalty 3145.692224 = -82048.674283 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 52 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18956.070000 sec): 2 clusters Score: Raw -32748.361017 + Penalty 1333.069045 = -31415.291972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18956.080000 sec): 3 clusters Score: Raw -32944.503021 + Penalty 2666.138090 = -30278.364931 nChanged 20 SP:Iteration 1F (18956.080000 sec): 3 clusters Score: Raw -33044.990948 + Penalty 2666.138090 = -30378.852858 nChanged 5 SP:Iteration 2Q (18956.080000 sec): 3 clusters Score: Raw -33085.017139 + Penalty 2666.138090 = -30418.879049 nChanged 4 SP:Iteration 3Q (18956.080000 sec): 3 clusters Score: Raw -33111.723405 + Penalty 2666.138090 = -30445.585315 nChanged 0 SP:Iteration 4F (18956.080000 sec): 3 clusters Score: Raw -33111.723405 + Penalty 2666.138090 = -30445.585315 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 53 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18956.080000 sec): 2 clusters Score: Raw -78843.633717 + Penalty 1549.993860 = -77293.639857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18956.090000 sec): 3 clusters Score: Raw -78880.442064 + Penalty 3099.987720 = -75780.454344 nChanged 80 SP:Iteration 1F (18956.090000 sec): 3 clusters Score: Raw -79031.679009 + Penalty 3099.987720 = -75931.691289 nChanged 21 SP:Iteration 2Q (18956.090000 sec): 3 clusters Score: Raw -79096.218000 + Penalty 3099.987720 = -75996.230280 nChanged 17 SP:Iteration 3Q (18956.090000 sec): 3 clusters Score: Raw -79140.339721 + Penalty 3099.987720 = -76040.352001 nChanged 10 SP:Iteration 4Q (18956.100000 sec): 3 clusters Score: Raw -79165.542413 + Penalty 3099.987720 = -76065.554692 nChanged 8 SP:Iteration 5Q (18956.100000 sec): 3 clusters Score: Raw -79181.030529 + Penalty 3099.987720 = -76081.042809 nChanged 4 SP:Iteration 6Q (18956.100000 sec): 3 clusters Score: Raw -79189.685081 + Penalty 3099.987720 = -76089.697361 nChanged 3 SP:Iteration 7Q (18956.100000 sec): 3 clusters Score: Raw -79193.292376 + Penalty 3099.987720 = -76093.304656 nChanged 0 SP:Iteration 8F (18956.100000 sec): 3 clusters Score: Raw -79193.292376 + Penalty 3099.987720 = -76093.304656 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 54 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18956.110000 sec): 2 clusters Score: Raw -15807.626141 + Penalty 1376.170869 = -14431.455272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18956.110000 sec): 3 clusters Score: Raw -16130.457803 + Penalty 2752.341738 = -13378.116064 nChanged 54 SP:Iteration 1F (18956.110000 sec): 3 clusters Score: Raw -16405.746943 + Penalty 2752.341738 = -13653.405205 nChanged 27 SP:Iteration 2F (18956.110000 sec): 3 clusters Score: Raw -16604.375772 + Penalty 2752.341738 = -13852.034034 nChanged 12 SP:Iteration 3Q (18956.110000 sec): 3 clusters Score: Raw -16689.517729 + Penalty 2752.341738 = -13937.175991 nChanged 5 SP:Iteration 4Q (18956.110000 sec): 3 clusters Score: Raw -16738.450220 + Penalty 2752.341738 = -13986.108482 nChanged 4 SP:Iteration 5Q (18956.120000 sec): 3 clusters Score: Raw -16796.989336 + Penalty 2752.341738 = -14044.647598 nChanged 1 SP:Iteration 6Q (18956.120000 sec): 3 clusters Score: Raw -16815.155161 + Penalty 2752.341738 = -14062.813422 nChanged 0 SP:Iteration 7F (18956.120000 sec): 3 clusters Score: Raw -16815.155161 + Penalty 2752.341738 = -14062.813422 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 55 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18956.120000 sec): 2 clusters Score: Raw -40579.167008 + Penalty 1380.001061 = -39199.165947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18956.120000 sec): 3 clusters Score: Raw -40691.510181 + Penalty 2760.002122 = -37931.508059 nChanged 21 SP:Iteration 1F (18956.120000 sec): 3 clusters Score: Raw -40755.686872 + Penalty 2760.002122 = -37995.684750 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 56 (548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18956.130000 sec): 2 clusters Score: Raw -82393.720975 + Penalty 1563.956271 = -80829.764703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18956.130000 sec): 3 clusters Score: Raw -82449.643317 + Penalty 3127.912542 = -79321.730775 nChanged 100 SP:Iteration 1F (18956.140000 sec): 3 clusters Score: Raw -82617.938582 + Penalty 3127.912542 = -79490.026040 nChanged 27 SP:Iteration 2Q (18956.140000 sec): 3 clusters Score: Raw -82672.195824 + Penalty 3127.912542 = -79544.283282 nChanged 14 SP:Iteration 3Q (18956.140000 sec): 3 clusters Score: Raw -82698.818302 + Penalty 3127.912542 = -79570.905760 nChanged 9 SP:Iteration 4Q (18956.140000 sec): 3 clusters Score: Raw -82715.232342 + Penalty 3127.912542 = -79587.319800 nChanged 4 SP:Iteration 5Q (18956.140000 sec): 3 clusters Score: Raw -82725.403736 + Penalty 3127.912542 = -79597.491194 nChanged 4 SP:Iteration 6Q (18956.140000 sec): 3 clusters Score: Raw -82732.139234 + Penalty 3127.912542 = -79604.226692 nChanged 2 SP:Iteration 7Q (18956.150000 sec): 3 clusters Score: Raw -82737.278606 + Penalty 3127.912542 = -79609.366064 nChanged 1 SP:Iteration 8Q (18956.150000 sec): 3 clusters Score: Raw -82739.603340 + Penalty 3127.912542 = -79611.690798 nChanged 1 SP:Iteration 9Q (18956.150000 sec): 3 clusters Score: Raw -82742.157791 + Penalty 3127.912542 = -79614.245249 nChanged 1 SP:Iteration 10Q (18956.150000 sec): 3 clusters Score: Raw -82743.107903 + Penalty 3127.912542 = -79615.195361 nChanged 1 SP:Iteration 11Q (18956.160000 sec): 3 clusters Score: Raw -82744.594830 + Penalty 3127.912542 = -79616.682288 nChanged 1 SP:Iteration 12Q (18956.160000 sec): 3 clusters Score: Raw -82748.446191 + Penalty 3127.912542 = -79620.533649 nChanged 1 SP:Iteration 13Q (18956.160000 sec): 3 clusters Score: Raw -82749.406871 + Penalty 3127.912542 = -79621.494328 nChanged 0 SP:Iteration 14F (18956.160000 sec): 3 clusters Score: Raw -82749.406871 + Penalty 3127.912542 = -79621.494328 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 57 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18956.170000 sec): 2 clusters Score: Raw -47369.713188 + Penalty 1428.988743 = -45940.724445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18956.170000 sec): 3 clusters Score: Raw -47506.573598 + Penalty 2857.977486 = -44648.596112 nChanged 42 SP:Iteration 1F (18956.170000 sec): 3 clusters Score: Raw -47627.615211 + Penalty 2857.977486 = -44769.637726 nChanged 5 SP:Iteration 2Q (18956.170000 sec): 3 clusters Score: Raw -47643.282775 + Penalty 2857.977486 = -44785.305289 nChanged 2 SP:Iteration 3Q (18956.170000 sec): 3 clusters Score: Raw -47653.824307 + Penalty 2857.977486 = -44795.846821 nChanged 0 SP:Iteration 4F (18956.180000 sec): 3 clusters Score: Raw -47653.824307 + Penalty 2857.977486 = -44795.846821 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 58 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18956.180000 sec): 2 clusters Score: Raw -7286.693670 + Penalty 1242.637553 = -6044.056117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18956.180000 sec): 3 clusters Score: Raw -7666.614332 + Penalty 2485.275106 = -5181.339226 nChanged 18 SP:Iteration 1F (18956.180000 sec): 3 clusters Score: Raw -7784.888376 + Penalty 2485.275106 = -5299.613270 nChanged 4 SP:Iteration 2Q (18956.180000 sec): 3 clusters Score: Raw -7800.885363 + Penalty 2485.275106 = -5315.610257 nChanged 0 SP:Iteration 3F (18956.180000 sec): 3 clusters Score: Raw -7800.885363 + Penalty 2485.275106 = -5315.610257 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 59 (562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18956.190000 sec): 2 clusters Score: Raw -85698.723907 + Penalty 1570.212459 = -84128.511448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18956.190000 sec): 3 clusters Score: Raw -85692.137334 + Penalty 3140.424918 = -82551.712416 nChanged 104 SP:Iteration 1F (18956.190000 sec): 3 clusters Score: Raw -85877.634976 + Penalty 3140.424918 = -82737.210059 nChanged 26 SP:Iteration 2Q (18956.200000 sec): 3 clusters Score: Raw -85925.667772 + Penalty 3140.424918 = -82785.242855 nChanged 6 SP:Iteration 3Q (18956.200000 sec): 3 clusters Score: Raw -85938.285805 + Penalty 3140.424918 = -82797.860887 nChanged 4 SP:Iteration 4Q (18956.200000 sec): 3 clusters Score: Raw -85946.010378 + Penalty 3140.424918 = -82805.585460 nChanged 5 SP:Iteration 5Q (18956.200000 sec): 3 clusters Score: Raw -85957.718189 + Penalty 3140.424918 = -82817.293272 nChanged 4 SP:Iteration 6Q (18956.200000 sec): 3 clusters Score: Raw -85965.451023 + Penalty 3140.424918 = -82825.026106 nChanged 4 SP:Iteration 7Q (18956.210000 sec): 3 clusters Score: Raw -85970.965520 + Penalty 3140.424918 = -82830.540602 nChanged 1 SP:Iteration 8Q (18956.210000 sec): 3 clusters Score: Raw -85974.416574 + Penalty 3140.424918 = -82833.991657 nChanged 0 SP:Iteration 9F (18956.210000 sec): 3 clusters Score: Raw -85974.416574 + Penalty 3140.424918 = -82833.991657 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 60 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18956.220000 sec): 2 clusters Score: Raw -17559.566916 + Penalty 1209.048936 = -16350.517980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18956.220000 sec): 3 clusters Score: Raw -17933.205718 + Penalty 2418.097872 = -15515.107845 nChanged 3 SP:Iteration 1Q (18956.220000 sec): 3 clusters Score: Raw -17947.271035 + Penalty 2418.097872 = -15529.173163 nChanged 1 SP:Iteration 2Q (18956.220000 sec): 3 clusters Score: Raw -17954.400364 + Penalty 2418.097872 = -15536.302492 nChanged 0 SP:Iteration 3F (18956.220000 sec): 3 clusters Score: Raw -17954.400364 + Penalty 2418.097872 = -15536.302492 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 61 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18956.220000 sec): 2 clusters Score: Raw -34634.724236 + Penalty 1378.093359 = -33256.630877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18956.220000 sec): 3 clusters Score: Raw -34938.552156 + Penalty 2756.186719 = -32182.365438 nChanged 48 SP:Iteration 1F (18956.230000 sec): 3 clusters Score: Raw -35111.391256 + Penalty 2756.186719 = -32355.204537 nChanged 16 SP:Iteration 2F (18956.230000 sec): 3 clusters Score: Raw -35187.009602 + Penalty 2756.186719 = -32430.822884 nChanged 9 SP:Iteration 3Q (18956.230000 sec): 3 clusters Score: Raw -35237.351208 + Penalty 2756.186719 = -32481.164489 nChanged 5 SP:Iteration 4Q (18956.230000 sec): 3 clusters Score: Raw -35263.191783 + Penalty 2756.186719 = -32507.005065 nChanged 2 SP:Iteration 5Q (18956.230000 sec): 3 clusters Score: Raw -35267.308837 + Penalty 2756.186719 = -32511.122118 nChanged 2 SP:Iteration 6Q (18956.230000 sec): 3 clusters Score: Raw -35272.198482 + Penalty 2756.186719 = -32516.011763 nChanged 0 SP:Iteration 7F (18956.230000 sec): 3 clusters Score: Raw -35272.198482 + Penalty 2756.186719 = -32516.011763 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 64 (274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18956.240000 sec): 2 clusters Score: Raw -17501.939298 + Penalty 1392.055770 = -16109.883528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18956.240000 sec): 3 clusters Score: Raw -17895.550258 + Penalty 2784.111541 = -15111.438718 nChanged 74 SP:Iteration 1F (18956.240000 sec): 3 clusters Score: Raw -18260.456704 + Penalty 2784.111541 = -15476.345164 nChanged 27 SP:Iteration 2F (18956.240000 sec): 3 clusters Score: Raw -18372.513638 + Penalty 2784.111541 = -15588.402098 nChanged 13 SP:Iteration 3Q (18956.240000 sec): 3 clusters Score: Raw -18448.128369 + Penalty 2784.111541 = -15664.016828 nChanged 5 SP:Iteration 4Q (18956.240000 sec): 3 clusters Score: Raw -18496.526933 + Penalty 2784.111541 = -15712.415392 nChanged 2 SP:Iteration 5Q (18956.240000 sec): 3 clusters Score: Raw -18512.909455 + Penalty 2784.111541 = -15728.797915 nChanged 2 SP:Iteration 6Q (18956.240000 sec): 3 clusters Score: Raw -18534.984881 + Penalty 2784.111541 = -15750.873341 nChanged 0 SP:Iteration 7F (18956.250000 sec): 3 clusters Score: Raw -18537.957823 + Penalty 2784.111541 = -15753.846283 nChanged 1 SP:Iteration 8Q (18956.250000 sec): 3 clusters Score: Raw -18545.604631 + Penalty 2784.111541 = -15761.493091 nChanged 1 SP:Iteration 9Q (18956.250000 sec): 3 clusters Score: Raw -18548.236311 + Penalty 2784.111541 = -15764.124770 nChanged 1 SP:Iteration 10Q (18956.250000 sec): 3 clusters Score: Raw -18548.740149 + Penalty 2784.111541 = -15764.628608 nChanged 0 SP:Iteration 11F (18956.250000 sec): 3 clusters Score: Raw -18548.740149 + Penalty 2784.111541 = -15764.628608 nChanged 0 Deleting Class 21 (87 points): Lose 3108.598610 but Gain 3491.854150 Iteration 459Q (18979.990000 sec): 62 clusters Score: Raw -205036282.529447 + Penalty 213003.103128 = -204823279.426318 nChanged 107 Iteration 460F (19096.330000 sec): 62 clusters Score: Raw -205037206.983207 + Penalty 213003.103128 = -204824203.880079 nChanged 62 Iteration 461Q (19119.860000 sec): 62 clusters Score: Raw -205037553.766803 + Penalty 213003.103128 = -204824550.663675 nChanged 31 Iteration 462Q (19143.370000 sec): 62 clusters Score: Raw -205037615.348963 + Penalty 213003.103128 = -204824612.245835 nChanged 25 Iteration 463Q (19166.840000 sec): 62 clusters Score: Raw -205037621.910839 + Penalty 213003.103128 = -204824618.807711 nChanged 20 Iteration 464Q (19190.210000 sec): 62 clusters Score: Raw -205037627.472765 + Penalty 213003.103128 = -204824624.369637 nChanged 19 Iteration 465Q (19213.590000 sec): 62 clusters Score: Raw -205037630.434159 + Penalty 213003.103128 = -204824627.331031 nChanged 19 Iteration 466Q (19236.950000 sec): 62 clusters Score: Raw -205037630.593006 + Penalty 213003.103128 = -204824627.489878 nChanged 18 Iteration 467Q (19260.330000 sec): 62 clusters Score: Raw -205037630.746541 + Penalty 213003.103128 = -204824627.643413 nChanged 14 Iteration 468Q (19283.720000 sec): 62 clusters Score: Raw -205037630.879049 + Penalty 213003.103128 = -204824627.775921 nChanged 11 Iteration 469Q (19307.070000 sec): 62 clusters Score: Raw -205037630.973669 + Penalty 213003.103128 = -204824627.870541 nChanged 8 Iteration 470Q (19330.440000 sec): 62 clusters Score: Raw -205037631.057908 + Penalty 213003.103128 = -204824627.954780 nChanged 7 Iteration 471Q (19353.700000 sec): 62 clusters Score: Raw -205037631.140450 + Penalty 213003.103128 = -204824628.037321 nChanged 6 Iteration 472Q (19377.020000 sec): 62 clusters Score: Raw -205037631.187807 + Penalty 213003.103128 = -204824628.084679 nChanged 8 Iteration 473Q (19400.300000 sec): 62 clusters Score: Raw -205037631.257462 + Penalty 213003.103128 = -204824628.154334 nChanged 9 Iteration 474Q (19423.570000 sec): 62 clusters Score: Raw -205037631.361809 + Penalty 213003.103128 = -204824628.258681 nChanged 14 Iteration 475Q (19446.860000 sec): 62 clusters Score: Raw -205037631.503572 + Penalty 213003.103128 = -204824628.400444 nChanged 16 Iteration 476Q (19470.120000 sec): 62 clusters Score: Raw -205037631.638294 + Penalty 213003.103128 = -204824628.535166 nChanged 15 Iteration 477Q (19493.400000 sec): 62 clusters Score: Raw -205037631.771170 + Penalty 213003.103128 = -204824628.668042 nChanged 15 Iteration 478Q (19516.670000 sec): 62 clusters Score: Raw -205037631.913886 + Penalty 213003.103128 = -204824628.810758 nChanged 16 Iteration 479Q (19539.960000 sec): 62 clusters Score: Raw -205037632.126400 + Penalty 213003.103128 = -204824629.023271 nChanged 15 Iteration 480F (19655.640000 sec): 62 clusters Score: Raw -205037632.944012 + Penalty 213003.103128 = -204824629.840883 nChanged 15 Iteration 481Q (19679.020000 sec): 62 clusters Score: Raw -205037644.580364 + Penalty 213003.103128 = -204824641.477236 nChanged 23 Iteration 482Q (19702.390000 sec): 62 clusters Score: Raw -205037644.936554 + Penalty 213003.103128 = -204824641.833425 nChanged 27 Iteration 483Q (19725.800000 sec): 62 clusters Score: Raw -205037645.327765 + Penalty 213003.103128 = -204824642.224637 nChanged 39 Iteration 484Q (19749.230000 sec): 62 clusters Score: Raw -205037645.775409 + Penalty 213003.103128 = -204824642.672281 nChanged 32 Iteration 485Q (19772.650000 sec): 62 clusters Score: Raw -205037646.103143 + Penalty 213003.103128 = -204824643.000015 nChanged 17 Iteration 486Q (19796.080000 sec): 62 clusters Score: Raw -205037646.249391 + Penalty 213003.103128 = -204824643.146262 nChanged 16 Iteration 487Q (19819.420000 sec): 62 clusters Score: Raw -205037646.465366 + Penalty 213003.103128 = -204824643.362238 nChanged 13 Iteration 488Q (19842.750000 sec): 62 clusters Score: Raw -205037646.774335 + Penalty 213003.103128 = -204824643.671207 nChanged 12 Iteration 489Q (19866.080000 sec): 62 clusters Score: Raw -205037647.060507 + Penalty 213003.103128 = -204824643.957379 nChanged 19 Iteration 490Q (19889.430000 sec): 62 clusters Score: Raw -205037647.430348 + Penalty 213003.103128 = -204824644.327219 nChanged 16 Iteration 491Q (19912.760000 sec): 62 clusters Score: Raw -205037647.723470 + Penalty 213003.103128 = -204824644.620342 nChanged 24 Iteration 492Q (19936.110000 sec): 62 clusters Score: Raw -205037648.346455 + Penalty 213003.103128 = -204824645.243326 nChanged 16 Iteration 493Q (19959.460000 sec): 62 clusters Score: Raw -205037648.699405 + Penalty 213003.103128 = -204824645.596277 nChanged 30 Iteration 494Q (19982.820000 sec): 62 clusters Score: Raw -205037649.294628 + Penalty 213003.103128 = -204824646.191500 nChanged 30 Iteration 495Q (20006.140000 sec): 62 clusters Score: Raw -205037649.907407 + Penalty 213003.103128 = -204824646.804279 nChanged 38 Iteration 496Q (20029.490000 sec): 62 clusters Score: Raw -205037650.621669 + Penalty 213003.103128 = -204824647.518540 nChanged 34 Iteration 497Q (20052.840000 sec): 62 clusters Score: Raw -205037651.101005 + Penalty 213003.103128 = -204824647.997877 nChanged 28 Iteration 498Q (20076.200000 sec): 62 clusters Score: Raw -205037651.476935 + Penalty 213003.103128 = -204824648.373807 nChanged 30 Writing temp clu file Because OldScore, -204824647.997877, is greater than current (better) Score,-204824648.373807 Compute initial score before splitting: Score: Raw -205037651.476935 + Penalty 213003.103128 = -204824648.373807 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 1 (34117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20076.570000 sec): 2 clusters Score: Raw -5537716.647254 + Penalty 2588.512666 = -5535128.134588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20076.710000 sec): 3 clusters Score: Raw -5517090.885263 + Penalty 5177.025332 = -5511913.859931 nChanged 15440 SP:Iteration 1F (20076.850000 sec): 3 clusters Score: Raw -5525454.610495 + Penalty 5177.025332 = -5520277.585163 nChanged 1611 SP:Iteration 2Q (20076.990000 sec): 3 clusters Score: Raw -5526009.200554 + Penalty 5177.025332 = -5520832.175222 nChanged 1541 SP:Iteration 3Q (20077.130000 sec): 3 clusters Score: Raw -5526578.300561 + Penalty 5177.025332 = -5521401.275228 nChanged 1589 SP:Iteration 4Q (20077.270000 sec): 3 clusters Score: Raw -5527217.569257 + Penalty 5177.025332 = -5522040.543925 nChanged 1680 SP:Iteration 5Q (20077.410000 sec): 3 clusters Score: Raw -5527981.351116 + Penalty 5177.025332 = -5522804.325784 nChanged 1751 SP:Iteration 6F (20077.550000 sec): 3 clusters Score: Raw -5528844.287362 + Penalty 5177.025332 = -5523667.262030 nChanged 1842 SP:Iteration 7F (20077.690000 sec): 3 clusters Score: Raw -5529854.707642 + Penalty 5177.025332 = -5524677.682310 nChanged 1964 SP:Iteration 8F (20077.830000 sec): 3 clusters Score: Raw -5531038.014182 + Penalty 5177.025332 = -5525860.988850 nChanged 1944 SP:Iteration 9F (20077.970000 sec): 3 clusters Score: Raw -5532245.922601 + Penalty 5177.025332 = -5527068.897269 nChanged 1712 SP:Iteration 10F (20078.110000 sec): 3 clusters Score: Raw -5533349.175547 + Penalty 5177.025332 = -5528172.150215 nChanged 1513 SP:Iteration 11Q (20078.250000 sec): 3 clusters Score: Raw -5534326.699178 + Penalty 5177.025332 = -5529149.673846 nChanged 1312 SP:Iteration 12Q (20078.380000 sec): 3 clusters Score: Raw -5535194.561309 + Penalty 5177.025332 = -5530017.535977 nChanged 1049 SP:Iteration 13Q (20078.520000 sec): 3 clusters Score: Raw -5535929.300200 + Penalty 5177.025332 = -5530752.274868 nChanged 867 SP:Iteration 14Q (20078.650000 sec): 3 clusters Score: Raw -5536557.538679 + Penalty 5177.025332 = -5531380.513347 nChanged 644 SP:Iteration 15Q (20078.770000 sec): 3 clusters Score: Raw -5537064.280144 + Penalty 5177.025332 = -5531887.254812 nChanged 471 SP:Iteration 16Q (20078.890000 sec): 3 clusters Score: Raw -5537445.448080 + Penalty 5177.025332 = -5532268.422748 nChanged 317 SP:Iteration 17Q (20079.010000 sec): 3 clusters Score: Raw -5537715.684058 + Penalty 5177.025332 = -5532538.658726 nChanged 210 SP:Iteration 18Q (20079.120000 sec): 3 clusters Score: Raw -5537891.557833 + Penalty 5177.025332 = -5532714.532501 nChanged 157 SP:Iteration 19Q (20079.230000 sec): 3 clusters Score: Raw -5538026.388966 + Penalty 5177.025332 = -5532849.363634 nChanged 110 SP:Iteration 20F (20079.360000 sec): 3 clusters Score: Raw -5538113.230208 + Penalty 5177.025332 = -5532936.204876 nChanged 83 SP:Iteration 21Q (20079.470000 sec): 3 clusters Score: Raw -5538184.091059 + Penalty 5177.025332 = -5533007.065727 nChanged 53 SP:Iteration 22Q (20079.570000 sec): 3 clusters Score: Raw -5538228.074060 + Penalty 5177.025332 = -5533051.048728 nChanged 49 SP:Iteration 23Q (20079.670000 sec): 3 clusters Score: Raw -5538264.130670 + Penalty 5177.025332 = -5533087.105338 nChanged 46 SP:Iteration 24Q (20079.770000 sec): 3 clusters Score: Raw -5538305.547108 + Penalty 5177.025332 = -5533128.521776 nChanged 43 SP:Iteration 25Q (20079.870000 sec): 3 clusters Score: Raw -5538345.902171 + Penalty 5177.025332 = -5533168.876839 nChanged 36 SP:Iteration 26Q (20079.970000 sec): 3 clusters Score: Raw -5538375.443652 + Penalty 5177.025332 = -5533198.418320 nChanged 28 SP:Iteration 27Q (20080.070000 sec): 3 clusters Score: Raw -5538394.649224 + Penalty 5177.025332 = -5533217.623891 nChanged 23 SP:Iteration 28Q (20080.160000 sec): 3 clusters Score: Raw -5538407.622880 + Penalty 5177.025332 = -5533230.597548 nChanged 16 SP:Iteration 29Q (20080.260000 sec): 3 clusters Score: Raw -5538416.603181 + Penalty 5177.025332 = -5533239.577849 nChanged 13 SP:Iteration 30Q (20080.360000 sec): 3 clusters Score: Raw -5538428.323848 + Penalty 5177.025332 = -5533251.298516 nChanged 19 SP:Iteration 31Q (20080.460000 sec): 3 clusters Score: Raw -5538443.414795 + Penalty 5177.025332 = -5533266.389463 nChanged 18 SP:Iteration 32Q (20080.560000 sec): 3 clusters Score: Raw -5538456.520337 + Penalty 5177.025332 = -5533279.495005 nChanged 12 SP:Iteration 33Q (20080.650000 sec): 3 clusters Score: Raw -5538462.687249 + Penalty 5177.025332 = -5533285.661917 nChanged 8 SP:Iteration 34Q (20080.750000 sec): 3 clusters Score: Raw -5538468.126287 + Penalty 5177.025332 = -5533291.100955 nChanged 5 SP:Iteration 35Q (20080.850000 sec): 3 clusters Score: Raw -5538471.278837 + Penalty 5177.025332 = -5533294.253505 nChanged 7 SP:Iteration 36Q (20080.950000 sec): 3 clusters Score: Raw -5538475.551498 + Penalty 5177.025332 = -5533298.526166 nChanged 5 SP:Iteration 37Q (20081.050000 sec): 3 clusters Score: Raw -5538478.333637 + Penalty 5177.025332 = -5533301.308305 nChanged 3 SP:Iteration 38Q (20081.150000 sec): 3 clusters Score: Raw -5538480.745762 + Penalty 5177.025332 = -5533303.720430 nChanged 5 SP:Iteration 39Q (20081.240000 sec): 3 clusters Score: Raw -5538484.381776 + Penalty 5177.025332 = -5533307.356444 nChanged 5 SP:Iteration 40F (20081.380000 sec): 3 clusters Score: Raw -5538487.261920 + Penalty 5177.025332 = -5533310.236588 nChanged 3 SP:Iteration 41Q (20081.480000 sec): 3 clusters Score: Raw -5538488.769646 + Penalty 5177.025332 = -5533311.744314 nChanged 2 SP:Iteration 42Q (20081.570000 sec): 3 clusters Score: Raw -5538489.552466 + Penalty 5177.025332 = -5533312.527134 nChanged 0 SP:Iteration 43F (20081.710000 sec): 3 clusters Score: Raw -5538489.552466 + Penalty 5177.025332 = -5533312.527134 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 2 (14367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20081.780000 sec): 2 clusters Score: Raw -2340122.471619 + Penalty 2374.026919 = -2337748.444700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20081.830000 sec): 3 clusters Score: Raw -2332018.407622 + Penalty 4748.053838 = -2327270.353784 nChanged 6185 SP:Iteration 1F (20081.890000 sec): 3 clusters Score: Raw -2335380.616492 + Penalty 4748.053838 = -2330632.562654 nChanged 851 SP:Iteration 2F (20081.950000 sec): 3 clusters Score: Raw -2335788.226213 + Penalty 4748.053838 = -2331040.172375 nChanged 754 SP:Iteration 3F (20082.000000 sec): 3 clusters Score: Raw -2336169.496016 + Penalty 4748.053838 = -2331421.442179 nChanged 727 SP:Iteration 4F (20082.060000 sec): 3 clusters Score: Raw -2336561.138601 + Penalty 4748.053838 = -2331813.084764 nChanged 710 SP:Iteration 5Q (20082.110000 sec): 3 clusters Score: Raw -2336969.257685 + Penalty 4748.053838 = -2332221.203847 nChanged 674 SP:Iteration 6Q (20082.170000 sec): 3 clusters Score: Raw -2337372.133132 + Penalty 4748.053838 = -2332624.079294 nChanged 653 SP:Iteration 7Q (20082.230000 sec): 3 clusters Score: Raw -2337729.069518 + Penalty 4748.053838 = -2332981.015681 nChanged 608 SP:Iteration 8Q (20082.290000 sec): 3 clusters Score: Raw -2338052.535929 + Penalty 4748.053838 = -2333304.482091 nChanged 548 SP:Iteration 9Q (20082.340000 sec): 3 clusters Score: Raw -2338330.320183 + Penalty 4748.053838 = -2333582.266345 nChanged 527 SP:Iteration 10Q (20082.390000 sec): 3 clusters Score: Raw -2338604.387585 + Penalty 4748.053838 = -2333856.333747 nChanged 527 SP:Iteration 11Q (20082.450000 sec): 3 clusters Score: Raw -2338893.581119 + Penalty 4748.053838 = -2334145.527282 nChanged 508 SP:Iteration 12Q (20082.510000 sec): 3 clusters Score: Raw -2339182.646604 + Penalty 4748.053838 = -2334434.592767 nChanged 463 SP:Iteration 13Q (20082.560000 sec): 3 clusters Score: Raw -2339428.475361 + Penalty 4748.053838 = -2334680.421523 nChanged 401 SP:Iteration 14Q (20082.610000 sec): 3 clusters Score: Raw -2339622.566155 + Penalty 4748.053838 = -2334874.512317 nChanged 315 SP:Iteration 15Q (20082.670000 sec): 3 clusters Score: Raw -2339764.755767 + Penalty 4748.053838 = -2335016.701930 nChanged 254 SP:Iteration 16Q (20082.720000 sec): 3 clusters Score: Raw -2339846.236799 + Penalty 4748.053838 = -2335098.182961 nChanged 179 SP:Iteration 17Q (20082.780000 sec): 3 clusters Score: Raw -2339897.054877 + Penalty 4748.053838 = -2335149.001039 nChanged 151 SP:Iteration 18Q (20082.830000 sec): 3 clusters Score: Raw -2339939.554251 + Penalty 4748.053838 = -2335191.500413 nChanged 133 SP:Iteration 19Q (20082.880000 sec): 3 clusters Score: Raw -2339972.358186 + Penalty 4748.053838 = -2335224.304349 nChanged 105 SP:Iteration 20F (20082.940000 sec): 3 clusters Score: Raw -2339995.006604 + Penalty 4748.053838 = -2335246.952766 nChanged 94 SP:Iteration 21Q (20082.990000 sec): 3 clusters Score: Raw -2340014.865249 + Penalty 4748.053838 = -2335266.811411 nChanged 83 SP:Iteration 22Q (20083.050000 sec): 3 clusters Score: Raw -2340030.948766 + Penalty 4748.053838 = -2335282.894928 nChanged 74 SP:Iteration 23Q (20083.100000 sec): 3 clusters Score: Raw -2340045.737120 + Penalty 4748.053838 = -2335297.683282 nChanged 72 SP:Iteration 24Q (20083.150000 sec): 3 clusters Score: Raw -2340060.203891 + Penalty 4748.053838 = -2335312.150054 nChanged 64 SP:Iteration 25Q (20083.200000 sec): 3 clusters Score: Raw -2340074.241359 + Penalty 4748.053838 = -2335326.187521 nChanged 67 SP:Iteration 26Q (20083.250000 sec): 3 clusters Score: Raw -2340090.027689 + Penalty 4748.053838 = -2335341.973851 nChanged 68 SP:Iteration 27Q (20083.310000 sec): 3 clusters Score: Raw -2340107.099925 + Penalty 4748.053838 = -2335359.046087 nChanged 79 SP:Iteration 28Q (20083.360000 sec): 3 clusters Score: Raw -2340124.537451 + Penalty 4748.053838 = -2335376.483613 nChanged 72 SP:Iteration 29Q (20083.410000 sec): 3 clusters Score: Raw -2340138.549740 + Penalty 4748.053838 = -2335390.495902 nChanged 67 SP:Iteration 30Q (20083.460000 sec): 3 clusters Score: Raw -2340150.724118 + Penalty 4748.053838 = -2335402.670281 nChanged 61 SP:Iteration 31Q (20083.510000 sec): 3 clusters Score: Raw -2340163.191207 + Penalty 4748.053838 = -2335415.137369 nChanged 67 SP:Iteration 32Q (20083.570000 sec): 3 clusters Score: Raw -2340174.892363 + Penalty 4748.053838 = -2335426.838526 nChanged 52 SP:Iteration 33Q (20083.620000 sec): 3 clusters Score: Raw -2340183.902068 + Penalty 4748.053838 = -2335435.848230 nChanged 54 SP:Iteration 34Q (20083.670000 sec): 3 clusters Score: Raw -2340194.651337 + Penalty 4748.053838 = -2335446.597499 nChanged 58 SP:Iteration 35Q (20083.720000 sec): 3 clusters Score: Raw -2340205.036044 + Penalty 4748.053838 = -2335456.982206 nChanged 48 SP:Iteration 36Q (20083.770000 sec): 3 clusters Score: Raw -2340211.910913 + Penalty 4748.053838 = -2335463.857075 nChanged 43 SP:Iteration 37Q (20083.820000 sec): 3 clusters Score: Raw -2340219.304586 + Penalty 4748.053838 = -2335471.250748 nChanged 38 SP:Iteration 38Q (20083.870000 sec): 3 clusters Score: Raw -2340225.697412 + Penalty 4748.053838 = -2335477.643574 nChanged 50 SP:Iteration 39Q (20083.930000 sec): 3 clusters Score: Raw -2340234.917791 + Penalty 4748.053838 = -2335486.863953 nChanged 51 SP:Iteration 40F (20083.980000 sec): 3 clusters Score: Raw -2340246.427413 + Penalty 4748.053838 = -2335498.373575 nChanged 61 SP:Iteration 41Q (20084.030000 sec): 3 clusters Score: Raw -2340261.632255 + Penalty 4748.053838 = -2335513.578417 nChanged 56 SP:Iteration 42Q (20084.080000 sec): 3 clusters Score: Raw -2340274.030164 + Penalty 4748.053838 = -2335525.976326 nChanged 48 SP:Iteration 43Q (20084.130000 sec): 3 clusters Score: Raw -2340285.018135 + Penalty 4748.053838 = -2335536.964297 nChanged 36 SP:Iteration 44Q (20084.190000 sec): 3 clusters Score: Raw -2340293.273176 + Penalty 4748.053838 = -2335545.219339 nChanged 40 SP:Iteration 45Q (20084.240000 sec): 3 clusters Score: Raw -2340303.385942 + Penalty 4748.053838 = -2335555.332105 nChanged 60 SP:Iteration 46Q (20084.290000 sec): 3 clusters Score: Raw -2340315.840581 + Penalty 4748.053838 = -2335567.786743 nChanged 54 SP:Iteration 47Q (20084.340000 sec): 3 clusters Score: Raw -2340328.333583 + Penalty 4748.053838 = -2335580.279746 nChanged 46 SP:Iteration 48Q (20084.390000 sec): 3 clusters Score: Raw -2340337.295725 + Penalty 4748.053838 = -2335589.241887 nChanged 51 SP:Iteration 49Q (20084.440000 sec): 3 clusters Score: Raw -2340348.524399 + Penalty 4748.053838 = -2335600.470561 nChanged 63 SP:Iteration 50Q (20084.490000 sec): 3 clusters Score: Raw -2340361.078026 + Penalty 4748.053838 = -2335613.024188 nChanged 57 SP:Iteration 51Q (20084.540000 sec): 3 clusters Score: Raw -2340376.893025 + Penalty 4748.053838 = -2335628.839187 nChanged 62 SP:Iteration 52Q (20084.590000 sec): 3 clusters Score: Raw -2340394.512296 + Penalty 4748.053838 = -2335646.458459 nChanged 59 SP:Iteration 53Q (20084.640000 sec): 3 clusters Score: Raw -2340412.537419 + Penalty 4748.053838 = -2335664.483582 nChanged 71 SP:Iteration 54Q (20084.690000 sec): 3 clusters Score: Raw -2340434.010900 + Penalty 4748.053838 = -2335685.957062 nChanged 79 SP:Iteration 55Q (20084.740000 sec): 3 clusters Score: Raw -2340457.079461 + Penalty 4748.053838 = -2335709.025623 nChanged 78 SP:Iteration 56Q (20084.790000 sec): 3 clusters Score: Raw -2340488.228121 + Penalty 4748.053838 = -2335740.174284 nChanged 99 SP:Iteration 57Q (20084.840000 sec): 3 clusters Score: Raw -2340526.989793 + Penalty 4748.053838 = -2335778.935955 nChanged 92 SP:Iteration 58Q (20084.890000 sec): 3 clusters Score: Raw -2340566.533053 + Penalty 4748.053838 = -2335818.479215 nChanged 87 SP:Iteration 59Q (20084.940000 sec): 3 clusters Score: Raw -2340611.696636 + Penalty 4748.053838 = -2335863.642799 nChanged 92 SP:Iteration 60F (20084.990000 sec): 3 clusters Score: Raw -2340674.219044 + Penalty 4748.053838 = -2335926.165207 nChanged 129 SP:Iteration 61Q (20085.040000 sec): 3 clusters Score: Raw -2340789.512737 + Penalty 4748.053838 = -2336041.458900 nChanged 132 SP:Iteration 62Q (20085.090000 sec): 3 clusters Score: Raw -2340929.897535 + Penalty 4748.053838 = -2336181.843697 nChanged 130 SP:Iteration 63Q (20085.140000 sec): 3 clusters Score: Raw -2341099.795454 + Penalty 4748.053838 = -2336351.741616 nChanged 122 SP:Iteration 64Q (20085.180000 sec): 3 clusters Score: Raw -2341204.224936 + Penalty 4748.053838 = -2336456.171099 nChanged 93 SP:Iteration 65Q (20085.230000 sec): 3 clusters Score: Raw -2341250.180932 + Penalty 4748.053838 = -2336502.127094 nChanged 70 SP:Iteration 66Q (20085.270000 sec): 3 clusters Score: Raw -2341277.510646 + Penalty 4748.053838 = -2336529.456808 nChanged 43 SP:Iteration 67Q (20085.320000 sec): 3 clusters Score: Raw -2341291.121498 + Penalty 4748.053838 = -2336543.067660 nChanged 32 SP:Iteration 68Q (20085.360000 sec): 3 clusters Score: Raw -2341299.405062 + Penalty 4748.053838 = -2336551.351224 nChanged 18 SP:Iteration 69Q (20085.410000 sec): 3 clusters Score: Raw -2341303.995793 + Penalty 4748.053838 = -2336555.941955 nChanged 9 SP:Iteration 70Q (20085.450000 sec): 3 clusters Score: Raw -2341305.704443 + Penalty 4748.053838 = -2336557.650605 nChanged 8 SP:Iteration 71Q (20085.500000 sec): 3 clusters Score: Raw -2341307.113036 + Penalty 4748.053838 = -2336559.059198 nChanged 5 SP:Iteration 72Q (20085.540000 sec): 3 clusters Score: Raw -2341307.954710 + Penalty 4748.053838 = -2336559.900872 nChanged 4 SP:Iteration 73Q (20085.590000 sec): 3 clusters Score: Raw -2341308.670593 + Penalty 4748.053838 = -2336560.616755 nChanged 5 SP:Iteration 74Q (20085.630000 sec): 3 clusters Score: Raw -2341309.774083 + Penalty 4748.053838 = -2336561.720245 nChanged 5 SP:Iteration 75Q (20085.670000 sec): 3 clusters Score: Raw -2341310.995676 + Penalty 4748.053838 = -2336562.941838 nChanged 4 SP:Iteration 76Q (20085.720000 sec): 3 clusters Score: Raw -2341311.668641 + Penalty 4748.053838 = -2336563.614803 nChanged 3 SP:Iteration 77Q (20085.760000 sec): 3 clusters Score: Raw -2341312.211885 + Penalty 4748.053838 = -2336564.158047 nChanged 2 SP:Iteration 78Q (20085.810000 sec): 3 clusters Score: Raw -2341312.655263 + Penalty 4748.053838 = -2336564.601425 nChanged 2 SP:Iteration 79Q (20085.850000 sec): 3 clusters Score: Raw -2341312.806544 + Penalty 4748.053838 = -2336564.752707 nChanged 3 SP:Iteration 80F (20085.910000 sec): 3 clusters Score: Raw -2341313.429530 + Penalty 4748.053838 = -2336565.375692 nChanged 2 SP:Iteration 81Q (20085.950000 sec): 3 clusters Score: Raw -2341313.974255 + Penalty 4748.053838 = -2336565.920417 nChanged 1 SP:Iteration 82Q (20086.000000 sec): 3 clusters Score: Raw -2341314.274731 + Penalty 4748.053838 = -2336566.220893 nChanged 1 SP:Iteration 83Q (20086.040000 sec): 3 clusters Score: Raw -2341314.358015 + Penalty 4748.053838 = -2336566.304177 nChanged 0 SP:Iteration 84F (20086.100000 sec): 3 clusters Score: Raw -2341314.358015 + Penalty 4748.053838 = -2336566.304177 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 3 (1587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20086.110000 sec): 2 clusters Score: Raw -228038.295981 + Penalty 1827.660979 = -226210.635003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20086.120000 sec): 3 clusters Score: Raw -227552.099731 + Penalty 3655.321957 = -223896.777773 nChanged 481 SP:Iteration 1F (20086.130000 sec): 3 clusters Score: Raw -227976.079561 + Penalty 3655.321957 = -224320.757603 nChanged 111 SP:Iteration 2F (20086.130000 sec): 3 clusters Score: Raw -228097.479513 + Penalty 3655.321957 = -224442.157556 nChanged 67 SP:Iteration 3Q (20086.140000 sec): 3 clusters Score: Raw -228174.347375 + Penalty 3655.321957 = -224519.025418 nChanged 51 SP:Iteration 4Q (20086.150000 sec): 3 clusters Score: Raw -228236.459551 + Penalty 3655.321957 = -224581.137594 nChanged 29 SP:Iteration 5Q (20086.150000 sec): 3 clusters Score: Raw -228268.871230 + Penalty 3655.321957 = -224613.549272 nChanged 30 SP:Iteration 6Q (20086.160000 sec): 3 clusters Score: Raw -228293.065609 + Penalty 3655.321957 = -224637.743652 nChanged 11 SP:Iteration 7Q (20086.170000 sec): 3 clusters Score: Raw -228299.834097 + Penalty 3655.321957 = -224644.512140 nChanged 5 SP:Iteration 8Q (20086.170000 sec): 3 clusters Score: Raw -228306.624246 + Penalty 3655.321957 = -224651.302289 nChanged 9 SP:Iteration 9Q (20086.180000 sec): 3 clusters Score: Raw -228320.035614 + Penalty 3655.321957 = -224664.713657 nChanged 12 SP:Iteration 10Q (20086.180000 sec): 3 clusters Score: Raw -228329.953861 + Penalty 3655.321957 = -224674.631903 nChanged 10 SP:Iteration 11Q (20086.190000 sec): 3 clusters Score: Raw -228338.171451 + Penalty 3655.321957 = -224682.849493 nChanged 7 SP:Iteration 12Q (20086.190000 sec): 3 clusters Score: Raw -228343.069169 + Penalty 3655.321957 = -224687.747211 nChanged 7 SP:Iteration 13Q (20086.200000 sec): 3 clusters Score: Raw -228346.940870 + Penalty 3655.321957 = -224691.618913 nChanged 6 SP:Iteration 14Q (20086.210000 sec): 3 clusters Score: Raw -228352.950912 + Penalty 3655.321957 = -224697.628954 nChanged 9 SP:Iteration 15Q (20086.210000 sec): 3 clusters Score: Raw -228358.993113 + Penalty 3655.321957 = -224703.671156 nChanged 7 SP:Iteration 16Q (20086.220000 sec): 3 clusters Score: Raw -228366.322279 + Penalty 3655.321957 = -224711.000322 nChanged 5 SP:Iteration 17Q (20086.230000 sec): 3 clusters Score: Raw -228373.132522 + Penalty 3655.321957 = -224717.810564 nChanged 6 SP:Iteration 18Q (20086.230000 sec): 3 clusters Score: Raw -228378.885792 + Penalty 3655.321957 = -224723.563835 nChanged 10 SP:Iteration 19Q (20086.240000 sec): 3 clusters Score: Raw -228385.812821 + Penalty 3655.321957 = -224730.490864 nChanged 15 SP:Iteration 20F (20086.250000 sec): 3 clusters Score: Raw -228400.818797 + Penalty 3655.321957 = -224745.496840 nChanged 7 SP:Iteration 21Q (20086.250000 sec): 3 clusters Score: Raw -228407.462615 + Penalty 3655.321957 = -224752.140658 nChanged 4 SP:Iteration 22Q (20086.260000 sec): 3 clusters Score: Raw -228409.690120 + Penalty 3655.321957 = -224754.368162 nChanged 1 SP:Iteration 23Q (20086.260000 sec): 3 clusters Score: Raw -228410.206421 + Penalty 3655.321957 = -224754.884464 nChanged 2 SP:Iteration 24Q (20086.270000 sec): 3 clusters Score: Raw -228411.816080 + Penalty 3655.321957 = -224756.494123 nChanged 1 SP:Iteration 25Q (20086.270000 sec): 3 clusters Score: Raw -228412.531495 + Penalty 3655.321957 = -224757.209538 nChanged 2 SP:Iteration 26Q (20086.280000 sec): 3 clusters Score: Raw -228413.126122 + Penalty 3655.321957 = -224757.804164 nChanged 0 SP:Iteration 27F (20086.290000 sec): 3 clusters Score: Raw -228413.126122 + Penalty 3655.321957 = -224757.804164 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 4 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20086.290000 sec): 2 clusters Score: Raw -72896.426781 + Penalty 1537.726275 = -71358.700506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20086.300000 sec): 3 clusters Score: Raw -72937.441061 + Penalty 3075.452550 = -69861.988511 nChanged 83 SP:Iteration 1F (20086.300000 sec): 3 clusters Score: Raw -73133.913777 + Penalty 3075.452550 = -70058.461227 nChanged 26 SP:Iteration 2F (20086.300000 sec): 3 clusters Score: Raw -73217.184269 + Penalty 3075.452550 = -70141.731719 nChanged 16 SP:Iteration 3Q (20086.300000 sec): 3 clusters Score: Raw -73285.071723 + Penalty 3075.452550 = -70209.619172 nChanged 14 SP:Iteration 4Q (20086.300000 sec): 3 clusters Score: Raw -73330.652562 + Penalty 3075.452550 = -70255.200012 nChanged 12 SP:Iteration 5Q (20086.310000 sec): 3 clusters Score: Raw -73369.367916 + Penalty 3075.452550 = -70293.915366 nChanged 8 SP:Iteration 6Q (20086.310000 sec): 3 clusters Score: Raw -73413.435086 + Penalty 3075.452550 = -70337.982536 nChanged 13 SP:Iteration 7Q (20086.310000 sec): 3 clusters Score: Raw -73469.770441 + Penalty 3075.452550 = -70394.317890 nChanged 9 SP:Iteration 8Q (20086.310000 sec): 3 clusters Score: Raw -73504.433120 + Penalty 3075.452550 = -70428.980570 nChanged 4 SP:Iteration 9Q (20086.310000 sec): 3 clusters Score: Raw -73537.121317 + Penalty 3075.452550 = -70461.668767 nChanged 3 SP:Iteration 10Q (20086.310000 sec): 3 clusters Score: Raw -73555.283131 + Penalty 3075.452550 = -70479.830580 nChanged 4 SP:Iteration 11Q (20086.310000 sec): 3 clusters Score: Raw -73574.237975 + Penalty 3075.452550 = -70498.785425 nChanged 1 SP:Iteration 12Q (20086.320000 sec): 3 clusters Score: Raw -73578.304767 + Penalty 3075.452550 = -70502.852217 nChanged 3 SP:Iteration 13Q (20086.320000 sec): 3 clusters Score: Raw -73607.406438 + Penalty 3075.452550 = -70531.953888 nChanged 7 SP:Iteration 14Q (20086.320000 sec): 3 clusters Score: Raw -73639.085235 + Penalty 3075.452550 = -70563.632685 nChanged 2 SP:Iteration 15Q (20086.320000 sec): 3 clusters Score: Raw -73660.190760 + Penalty 3075.452550 = -70584.738209 nChanged 2 SP:Iteration 16Q (20086.330000 sec): 3 clusters Score: Raw -73662.966622 + Penalty 3075.452550 = -70587.514072 nChanged 0 SP:Iteration 17F (20086.330000 sec): 3 clusters Score: Raw -73662.966622 + Penalty 3075.452550 = -70587.514072 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 5 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20086.330000 sec): 2 clusters Score: Raw -16893.841561 + Penalty 1258.643106 = -15635.198455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20086.330000 sec): 3 clusters Score: Raw -17310.961013 + Penalty 2517.286212 = -14793.674801 nChanged 16 SP:Iteration 1F (20086.330000 sec): 3 clusters Score: Raw -17427.802476 + Penalty 2517.286212 = -14910.516264 nChanged 7 SP:Iteration 2Q (20086.330000 sec): 3 clusters Score: Raw -17461.635428 + Penalty 2517.286212 = -14944.349216 nChanged 1 SP:Iteration 3Q (20086.330000 sec): 3 clusters Score: Raw -17465.155955 + Penalty 2517.286212 = -14947.869742 nChanged 1 SP:Iteration 4Q (20086.330000 sec): 3 clusters Score: Raw -17471.260124 + Penalty 2517.286212 = -14953.973912 nChanged 0 SP:Iteration 5F (20086.330000 sec): 3 clusters Score: Raw -17471.260124 + Penalty 2517.286212 = -14953.973912 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 6 (13168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20086.390000 sec): 2 clusters Score: Raw -2119625.265707 + Penalty 2352.415141 = -2117272.850566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20086.440000 sec): 3 clusters Score: Raw -2112260.496084 + Penalty 4704.830282 = -2107555.665802 nChanged 5656 SP:Iteration 1F (20086.490000 sec): 3 clusters Score: Raw -2115245.882072 + Penalty 4704.830282 = -2110541.051790 nChanged 868 SP:Iteration 2F (20086.550000 sec): 3 clusters Score: Raw -2115702.578459 + Penalty 4704.830282 = -2110997.748177 nChanged 816 SP:Iteration 3F (20086.600000 sec): 3 clusters Score: Raw -2116254.343888 + Penalty 4704.830282 = -2111549.513606 nChanged 892 SP:Iteration 4F (20086.650000 sec): 3 clusters Score: Raw -2117026.927707 + Penalty 4704.830282 = -2112322.097425 nChanged 1041 SP:Iteration 5F (20086.700000 sec): 3 clusters Score: Raw -2118031.824004 + Penalty 4704.830282 = -2113326.993722 nChanged 1005 SP:Iteration 6F (20086.750000 sec): 3 clusters Score: Raw -2119066.321468 + Penalty 4704.830282 = -2114361.491186 nChanged 843 SP:Iteration 7F (20086.810000 sec): 3 clusters Score: Raw -2119968.521234 + Penalty 4704.830282 = -2115263.690952 nChanged 584 SP:Iteration 8Q (20086.850000 sec): 3 clusters Score: Raw -2120567.881217 + Penalty 4704.830282 = -2115863.050936 nChanged 380 SP:Iteration 9Q (20086.910000 sec): 3 clusters Score: Raw -2120924.324824 + Penalty 4704.830282 = -2116219.494543 nChanged 245 SP:Iteration 10Q (20086.950000 sec): 3 clusters Score: Raw -2121169.444703 + Penalty 4704.830282 = -2116464.614422 nChanged 189 SP:Iteration 11Q (20086.990000 sec): 3 clusters Score: Raw -2121413.618746 + Penalty 4704.830282 = -2116708.788465 nChanged 137 SP:Iteration 12Q (20087.040000 sec): 3 clusters Score: Raw -2121607.210501 + Penalty 4704.830282 = -2116902.380220 nChanged 102 SP:Iteration 13Q (20087.080000 sec): 3 clusters Score: Raw -2121710.240400 + Penalty 4704.830282 = -2117005.410118 nChanged 80 SP:Iteration 14Q (20087.120000 sec): 3 clusters Score: Raw -2121764.834250 + Penalty 4704.830282 = -2117060.003968 nChanged 55 SP:Iteration 15Q (20087.170000 sec): 3 clusters Score: Raw -2121791.853660 + Penalty 4704.830282 = -2117087.023379 nChanged 43 SP:Iteration 16Q (20087.210000 sec): 3 clusters Score: Raw -2121809.535859 + Penalty 4704.830282 = -2117104.705578 nChanged 23 SP:Iteration 17Q (20087.250000 sec): 3 clusters Score: Raw -2121817.052769 + Penalty 4704.830282 = -2117112.222487 nChanged 18 SP:Iteration 18Q (20087.290000 sec): 3 clusters Score: Raw -2121822.080963 + Penalty 4704.830282 = -2117117.250682 nChanged 12 SP:Iteration 19Q (20087.330000 sec): 3 clusters Score: Raw -2121825.666503 + Penalty 4704.830282 = -2117120.836222 nChanged 12 SP:Iteration 20F (20087.380000 sec): 3 clusters Score: Raw -2121829.190100 + Penalty 4704.830282 = -2117124.359818 nChanged 6 SP:Iteration 21Q (20087.420000 sec): 3 clusters Score: Raw -2121831.224864 + Penalty 4704.830282 = -2117126.394582 nChanged 5 SP:Iteration 22Q (20087.460000 sec): 3 clusters Score: Raw -2121832.638703 + Penalty 4704.830282 = -2117127.808421 nChanged 4 SP:Iteration 23Q (20087.500000 sec): 3 clusters Score: Raw -2121833.261500 + Penalty 4704.830282 = -2117128.431218 nChanged 4 SP:Iteration 24Q (20087.540000 sec): 3 clusters Score: Raw -2121834.335912 + Penalty 4704.830282 = -2117129.505630 nChanged 4 SP:Iteration 25Q (20087.580000 sec): 3 clusters Score: Raw -2121835.164666 + Penalty 4704.830282 = -2117130.334384 nChanged 1 SP:Iteration 26Q (20087.620000 sec): 3 clusters Score: Raw -2121835.645731 + Penalty 4704.830282 = -2117130.815450 nChanged 2 SP:Iteration 27Q (20087.660000 sec): 3 clusters Score: Raw -2121836.066035 + Penalty 4704.830282 = -2117131.235753 nChanged 1 SP:Iteration 28Q (20087.700000 sec): 3 clusters Score: Raw -2121836.459540 + Penalty 4704.830282 = -2117131.629258 nChanged 3 SP:Iteration 29Q (20087.740000 sec): 3 clusters Score: Raw -2121837.718244 + Penalty 4704.830282 = -2117132.887963 nChanged 5 SP:Iteration 30Q (20087.780000 sec): 3 clusters Score: Raw -2121838.823749 + Penalty 4704.830282 = -2117133.993467 nChanged 2 SP:Iteration 31Q (20087.830000 sec): 3 clusters Score: Raw -2121839.506446 + Penalty 4704.830282 = -2117134.676164 nChanged 1 SP:Iteration 32Q (20087.870000 sec): 3 clusters Score: Raw -2121839.626410 + Penalty 4704.830282 = -2117134.796128 nChanged 0 SP:Iteration 33F (20087.910000 sec): 3 clusters Score: Raw -2121839.626410 + Penalty 4704.830282 = -2117134.796128 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 7 (15748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20087.980000 sec): 2 clusters Score: Raw -2434028.257851 + Penalty 2396.788226 = -2431631.469626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20088.040000 sec): 3 clusters Score: Raw -2425110.712800 + Penalty 4793.576451 = -2420317.136348 nChanged 6820 SP:Iteration 1F (20088.100000 sec): 3 clusters Score: Raw -2428966.462761 + Penalty 4793.576451 = -2424172.886309 nChanged 1012 SP:Iteration 2F (20088.170000 sec): 3 clusters Score: Raw -2429508.560161 + Penalty 4793.576451 = -2424714.983710 nChanged 902 SP:Iteration 3F (20088.230000 sec): 3 clusters Score: Raw -2430018.398521 + Penalty 4793.576451 = -2425224.822069 nChanged 859 SP:Iteration 4F (20088.290000 sec): 3 clusters Score: Raw -2430505.767721 + Penalty 4793.576451 = -2425712.191269 nChanged 798 SP:Iteration 5F (20088.350000 sec): 3 clusters Score: Raw -2430953.252594 + Penalty 4793.576451 = -2426159.676142 nChanged 731 SP:Iteration 6Q (20088.410000 sec): 3 clusters Score: Raw -2431386.582568 + Penalty 4793.576451 = -2426593.006116 nChanged 702 SP:Iteration 7Q (20088.470000 sec): 3 clusters Score: Raw -2431745.414682 + Penalty 4793.576451 = -2426951.838231 nChanged 616 SP:Iteration 8Q (20088.540000 sec): 3 clusters Score: Raw -2432021.794581 + Penalty 4793.576451 = -2427228.218130 nChanged 525 SP:Iteration 9Q (20088.600000 sec): 3 clusters Score: Raw -2432238.177833 + Penalty 4793.576451 = -2427444.601381 nChanged 486 SP:Iteration 10Q (20088.660000 sec): 3 clusters Score: Raw -2432419.515911 + Penalty 4793.576451 = -2427625.939459 nChanged 421 SP:Iteration 11Q (20088.720000 sec): 3 clusters Score: Raw -2432575.357448 + Penalty 4793.576451 = -2427781.780996 nChanged 342 SP:Iteration 12Q (20088.780000 sec): 3 clusters Score: Raw -2432689.958857 + Penalty 4793.576451 = -2427896.382406 nChanged 324 SP:Iteration 13Q (20088.850000 sec): 3 clusters Score: Raw -2432803.089140 + Penalty 4793.576451 = -2428009.512689 nChanged 319 SP:Iteration 14Q (20088.910000 sec): 3 clusters Score: Raw -2432910.326800 + Penalty 4793.576451 = -2428116.750349 nChanged 280 SP:Iteration 15Q (20088.970000 sec): 3 clusters Score: Raw -2433018.286497 + Penalty 4793.576451 = -2428224.710046 nChanged 290 SP:Iteration 16Q (20089.030000 sec): 3 clusters Score: Raw -2433144.687101 + Penalty 4793.576451 = -2428351.110649 nChanged 288 SP:Iteration 17Q (20089.090000 sec): 3 clusters Score: Raw -2433266.905490 + Penalty 4793.576451 = -2428473.329039 nChanged 278 SP:Iteration 18Q (20089.150000 sec): 3 clusters Score: Raw -2433388.498639 + Penalty 4793.576451 = -2428594.922188 nChanged 275 SP:Iteration 19Q (20089.210000 sec): 3 clusters Score: Raw -2433487.384665 + Penalty 4793.576451 = -2428693.808213 nChanged 228 SP:Iteration 20F (20089.270000 sec): 3 clusters Score: Raw -2433557.602851 + Penalty 4793.576451 = -2428764.026399 nChanged 195 SP:Iteration 21Q (20089.330000 sec): 3 clusters Score: Raw -2433601.533485 + Penalty 4793.576451 = -2428807.957033 nChanged 175 SP:Iteration 22Q (20089.390000 sec): 3 clusters Score: Raw -2433641.292630 + Penalty 4793.576451 = -2428847.716179 nChanged 163 SP:Iteration 23Q (20089.450000 sec): 3 clusters Score: Raw -2433677.724562 + Penalty 4793.576451 = -2428884.148110 nChanged 149 SP:Iteration 24Q (20089.510000 sec): 3 clusters Score: Raw -2433707.016010 + Penalty 4793.576451 = -2428913.439559 nChanged 134 SP:Iteration 25Q (20089.570000 sec): 3 clusters Score: Raw -2433738.420531 + Penalty 4793.576451 = -2428944.844080 nChanged 143 SP:Iteration 26Q (20089.630000 sec): 3 clusters Score: Raw -2433770.876430 + Penalty 4793.576451 = -2428977.299978 nChanged 152 SP:Iteration 27Q (20089.700000 sec): 3 clusters Score: Raw -2433809.520016 + Penalty 4793.576451 = -2429015.943565 nChanged 182 SP:Iteration 28Q (20089.760000 sec): 3 clusters Score: Raw -2433860.359740 + Penalty 4793.576451 = -2429066.783288 nChanged 196 SP:Iteration 29Q (20089.820000 sec): 3 clusters Score: Raw -2433919.021313 + Penalty 4793.576451 = -2429125.444862 nChanged 215 SP:Iteration 30Q (20089.880000 sec): 3 clusters Score: Raw -2433976.814453 + Penalty 4793.576451 = -2429183.238001 nChanged 216 SP:Iteration 31Q (20089.940000 sec): 3 clusters Score: Raw -2434036.070897 + Penalty 4793.576451 = -2429242.494445 nChanged 241 SP:Iteration 32Q (20090.000000 sec): 3 clusters Score: Raw -2434111.783516 + Penalty 4793.576451 = -2429318.207065 nChanged 269 SP:Iteration 33Q (20090.060000 sec): 3 clusters Score: Raw -2434202.765551 + Penalty 4793.576451 = -2429409.189100 nChanged 261 SP:Iteration 34Q (20090.120000 sec): 3 clusters Score: Raw -2434289.671827 + Penalty 4793.576451 = -2429496.095376 nChanged 276 SP:Iteration 35Q (20090.180000 sec): 3 clusters Score: Raw -2434382.732572 + Penalty 4793.576451 = -2429589.156121 nChanged 285 SP:Iteration 36Q (20090.240000 sec): 3 clusters Score: Raw -2434481.752085 + Penalty 4793.576451 = -2429688.175634 nChanged 309 SP:Iteration 37Q (20090.300000 sec): 3 clusters Score: Raw -2434596.170500 + Penalty 4793.576451 = -2429802.594049 nChanged 281 SP:Iteration 38Q (20090.360000 sec): 3 clusters Score: Raw -2434694.102325 + Penalty 4793.576451 = -2429900.525874 nChanged 279 SP:Iteration 39Q (20090.410000 sec): 3 clusters Score: Raw -2434798.502446 + Penalty 4793.576451 = -2430004.925995 nChanged 279 SP:Iteration 40F (20090.480000 sec): 3 clusters Score: Raw -2434896.031847 + Penalty 4793.576451 = -2430102.455396 nChanged 258 SP:Iteration 41Q (20090.540000 sec): 3 clusters Score: Raw -2434983.711966 + Penalty 4793.576451 = -2430190.135514 nChanged 239 SP:Iteration 42Q (20090.590000 sec): 3 clusters Score: Raw -2435066.678573 + Penalty 4793.576451 = -2430273.102121 nChanged 218 SP:Iteration 43Q (20090.650000 sec): 3 clusters Score: Raw -2435141.028431 + Penalty 4793.576451 = -2430347.451980 nChanged 196 SP:Iteration 44Q (20090.710000 sec): 3 clusters Score: Raw -2435215.399049 + Penalty 4793.576451 = -2430421.822598 nChanged 202 SP:Iteration 45Q (20090.770000 sec): 3 clusters Score: Raw -2435296.184480 + Penalty 4793.576451 = -2430502.608028 nChanged 178 SP:Iteration 46Q (20090.830000 sec): 3 clusters Score: Raw -2435361.804500 + Penalty 4793.576451 = -2430568.228048 nChanged 148 SP:Iteration 47Q (20090.890000 sec): 3 clusters Score: Raw -2435412.288948 + Penalty 4793.576451 = -2430618.712497 nChanged 116 SP:Iteration 48Q (20090.940000 sec): 3 clusters Score: Raw -2435449.181791 + Penalty 4793.576451 = -2430655.605339 nChanged 90 SP:Iteration 49Q (20091.000000 sec): 3 clusters Score: Raw -2435476.529609 + Penalty 4793.576451 = -2430682.953158 nChanged 76 SP:Iteration 50Q (20091.050000 sec): 3 clusters Score: Raw -2435499.392244 + Penalty 4793.576451 = -2430705.815793 nChanged 51 SP:Iteration 51Q (20091.110000 sec): 3 clusters Score: Raw -2435515.003042 + Penalty 4793.576451 = -2430721.426591 nChanged 55 SP:Iteration 52Q (20091.170000 sec): 3 clusters Score: Raw -2435529.210534 + Penalty 4793.576451 = -2430735.634083 nChanged 38 SP:Iteration 53Q (20091.220000 sec): 3 clusters Score: Raw -2435540.239203 + Penalty 4793.576451 = -2430746.662752 nChanged 36 SP:Iteration 54Q (20091.280000 sec): 3 clusters Score: Raw -2435549.431969 + Penalty 4793.576451 = -2430755.855517 nChanged 25 SP:Iteration 55Q (20091.330000 sec): 3 clusters Score: Raw -2435555.501494 + Penalty 4793.576451 = -2430761.925043 nChanged 21 SP:Iteration 56Q (20091.390000 sec): 3 clusters Score: Raw -2435561.145335 + Penalty 4793.576451 = -2430767.568883 nChanged 16 SP:Iteration 57Q (20091.440000 sec): 3 clusters Score: Raw -2435564.328009 + Penalty 4793.576451 = -2430770.751558 nChanged 15 SP:Iteration 58Q (20091.490000 sec): 3 clusters Score: Raw -2435569.430353 + Penalty 4793.576451 = -2430775.853901 nChanged 17 SP:Iteration 59Q (20091.550000 sec): 3 clusters Score: Raw -2435574.168796 + Penalty 4793.576451 = -2430780.592345 nChanged 15 SP:Iteration 60F (20091.610000 sec): 3 clusters Score: Raw -2435578.987459 + Penalty 4793.576451 = -2430785.411008 nChanged 13 SP:Iteration 61Q (20091.670000 sec): 3 clusters Score: Raw -2435582.826780 + Penalty 4793.576451 = -2430789.250328 nChanged 13 SP:Iteration 62Q (20091.720000 sec): 3 clusters Score: Raw -2435588.672759 + Penalty 4793.576451 = -2430795.096307 nChanged 17 SP:Iteration 63Q (20091.780000 sec): 3 clusters Score: Raw -2435596.366048 + Penalty 4793.576451 = -2430802.789597 nChanged 29 SP:Iteration 64Q (20091.830000 sec): 3 clusters Score: Raw -2435608.543221 + Penalty 4793.576451 = -2430814.966770 nChanged 25 SP:Iteration 65Q (20091.890000 sec): 3 clusters Score: Raw -2435619.019396 + Penalty 4793.576451 = -2430825.442944 nChanged 28 SP:Iteration 66Q (20091.940000 sec): 3 clusters Score: Raw -2435625.618831 + Penalty 4793.576451 = -2430832.042380 nChanged 15 SP:Iteration 67Q (20091.990000 sec): 3 clusters Score: Raw -2435630.034601 + Penalty 4793.576451 = -2430836.458150 nChanged 20 SP:Iteration 68Q (20092.050000 sec): 3 clusters Score: Raw -2435638.938392 + Penalty 4793.576451 = -2430845.361941 nChanged 21 SP:Iteration 69Q (20092.110000 sec): 3 clusters Score: Raw -2435644.913979 + Penalty 4793.576451 = -2430851.337528 nChanged 22 SP:Iteration 70Q (20092.160000 sec): 3 clusters Score: Raw -2435655.132370 + Penalty 4793.576451 = -2430861.555919 nChanged 20 SP:Iteration 71Q (20092.210000 sec): 3 clusters Score: Raw -2435662.094069 + Penalty 4793.576451 = -2430868.517617 nChanged 19 SP:Iteration 72Q (20092.270000 sec): 3 clusters Score: Raw -2435668.061190 + Penalty 4793.576451 = -2430874.484739 nChanged 16 SP:Iteration 73Q (20092.320000 sec): 3 clusters Score: Raw -2435673.648217 + Penalty 4793.576451 = -2430880.071765 nChanged 16 SP:Iteration 74Q (20092.370000 sec): 3 clusters Score: Raw -2435679.599260 + Penalty 4793.576451 = -2430886.022809 nChanged 16 SP:Iteration 75Q (20092.430000 sec): 3 clusters Score: Raw -2435683.417420 + Penalty 4793.576451 = -2430889.840968 nChanged 13 SP:Iteration 76Q (20092.480000 sec): 3 clusters Score: Raw -2435686.113427 + Penalty 4793.576451 = -2430892.536976 nChanged 7 SP:Iteration 77Q (20092.530000 sec): 3 clusters Score: Raw -2435687.210533 + Penalty 4793.576451 = -2430893.634081 nChanged 2 SP:Iteration 78Q (20092.590000 sec): 3 clusters Score: Raw -2435687.540007 + Penalty 4793.576451 = -2430893.963555 nChanged 1 SP:Iteration 79Q (20092.650000 sec): 3 clusters Score: Raw -2435688.520645 + Penalty 4793.576451 = -2430894.944194 nChanged 3 SP:Iteration 80F (20092.710000 sec): 3 clusters Score: Raw -2435689.191020 + Penalty 4793.576451 = -2430895.614568 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 8 (3130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20092.730000 sec): 2 clusters Score: Raw -506096.618343 + Penalty 1996.099494 = -504100.518849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20092.740000 sec): 3 clusters Score: Raw -504688.226990 + Penalty 3992.198989 = -500696.028001 nChanged 1122 SP:Iteration 1F (20092.750000 sec): 3 clusters Score: Raw -505294.767229 + Penalty 3992.198989 = -501302.568240 nChanged 240 SP:Iteration 2F (20092.770000 sec): 3 clusters Score: Raw -505456.988413 + Penalty 3992.198989 = -501464.789424 nChanged 172 SP:Iteration 3F (20092.780000 sec): 3 clusters Score: Raw -505574.071174 + Penalty 3992.198989 = -501581.872185 nChanged 114 SP:Iteration 4Q (20092.790000 sec): 3 clusters Score: Raw -505638.341995 + Penalty 3992.198989 = -501646.143006 nChanged 69 SP:Iteration 5Q (20092.800000 sec): 3 clusters Score: Raw -505681.812264 + Penalty 3992.198989 = -501689.613275 nChanged 76 SP:Iteration 6Q (20092.810000 sec): 3 clusters Score: Raw -505727.847384 + Penalty 3992.198989 = -501735.648396 nChanged 63 SP:Iteration 7Q (20092.830000 sec): 3 clusters Score: Raw -505759.976655 + Penalty 3992.198989 = -501767.777666 nChanged 43 SP:Iteration 8Q (20092.840000 sec): 3 clusters Score: Raw -505782.711693 + Penalty 3992.198989 = -501790.512705 nChanged 44 SP:Iteration 9Q (20092.850000 sec): 3 clusters Score: Raw -505806.542225 + Penalty 3992.198989 = -501814.343237 nChanged 47 SP:Iteration 10Q (20092.870000 sec): 3 clusters Score: Raw -505832.481708 + Penalty 3992.198989 = -501840.282719 nChanged 41 SP:Iteration 11Q (20092.880000 sec): 3 clusters Score: Raw -505854.773733 + Penalty 3992.198989 = -501862.574744 nChanged 39 SP:Iteration 12Q (20092.890000 sec): 3 clusters Score: Raw -505875.471561 + Penalty 3992.198989 = -501883.272572 nChanged 29 SP:Iteration 13Q (20092.900000 sec): 3 clusters Score: Raw -505890.441749 + Penalty 3992.198989 = -501898.242761 nChanged 27 SP:Iteration 14Q (20092.910000 sec): 3 clusters Score: Raw -505904.485308 + Penalty 3992.198989 = -501912.286320 nChanged 20 SP:Iteration 15Q (20092.930000 sec): 3 clusters Score: Raw -505914.114716 + Penalty 3992.198989 = -501921.915728 nChanged 16 SP:Iteration 16Q (20092.940000 sec): 3 clusters Score: Raw -505921.470068 + Penalty 3992.198989 = -501929.271080 nChanged 17 SP:Iteration 17Q (20092.950000 sec): 3 clusters Score: Raw -505931.711855 + Penalty 3992.198989 = -501939.512866 nChanged 27 SP:Iteration 18Q (20092.960000 sec): 3 clusters Score: Raw -505947.647424 + Penalty 3992.198989 = -501955.448435 nChanged 28 SP:Iteration 19Q (20092.970000 sec): 3 clusters Score: Raw -505962.946459 + Penalty 3992.198989 = -501970.747471 nChanged 25 SP:Iteration 20F (20092.990000 sec): 3 clusters Score: Raw -505976.555784 + Penalty 3992.198989 = -501984.356795 nChanged 29 SP:Iteration 21Q (20093.000000 sec): 3 clusters Score: Raw -505991.045462 + Penalty 3992.198989 = -501998.846473 nChanged 18 SP:Iteration 22Q (20093.010000 sec): 3 clusters Score: Raw -505999.328767 + Penalty 3992.198989 = -502007.129778 nChanged 22 SP:Iteration 23Q (20093.020000 sec): 3 clusters Score: Raw -506011.119806 + Penalty 3992.198989 = -502018.920817 nChanged 23 SP:Iteration 24Q (20093.030000 sec): 3 clusters Score: Raw -506022.903451 + Penalty 3992.198989 = -502030.704462 nChanged 19 SP:Iteration 25Q (20093.050000 sec): 3 clusters Score: Raw -506030.493569 + Penalty 3992.198989 = -502038.294580 nChanged 10 SP:Iteration 26Q (20093.060000 sec): 3 clusters Score: Raw -506034.279621 + Penalty 3992.198989 = -502042.080633 nChanged 11 SP:Iteration 27Q (20093.070000 sec): 3 clusters Score: Raw -506039.838979 + Penalty 3992.198989 = -502047.639991 nChanged 11 SP:Iteration 28Q (20093.090000 sec): 3 clusters Score: Raw -506044.490437 + Penalty 3992.198989 = -502052.291449 nChanged 9 SP:Iteration 29Q (20093.100000 sec): 3 clusters Score: Raw -506048.620643 + Penalty 3992.198989 = -502056.421654 nChanged 13 SP:Iteration 30Q (20093.110000 sec): 3 clusters Score: Raw -506055.095872 + Penalty 3992.198989 = -502062.896884 nChanged 14 SP:Iteration 31Q (20093.120000 sec): 3 clusters Score: Raw -506061.048559 + Penalty 3992.198989 = -502068.849570 nChanged 7 SP:Iteration 32Q (20093.130000 sec): 3 clusters Score: Raw -506064.552520 + Penalty 3992.198989 = -502072.353531 nChanged 6 SP:Iteration 33Q (20093.150000 sec): 3 clusters Score: Raw -506068.128044 + Penalty 3992.198989 = -502075.929055 nChanged 8 SP:Iteration 34Q (20093.160000 sec): 3 clusters Score: Raw -506072.668146 + Penalty 3992.198989 = -502080.469157 nChanged 8 SP:Iteration 35Q (20093.170000 sec): 3 clusters Score: Raw -506078.654450 + Penalty 3992.198989 = -502086.455461 nChanged 14 SP:Iteration 36Q (20093.180000 sec): 3 clusters Score: Raw -506086.136723 + Penalty 3992.198989 = -502093.937734 nChanged 16 SP:Iteration 37Q (20093.190000 sec): 3 clusters Score: Raw -506093.628660 + Penalty 3992.198989 = -502101.429672 nChanged 16 SP:Iteration 38Q (20093.210000 sec): 3 clusters Score: Raw -506101.939355 + Penalty 3992.198989 = -502109.740366 nChanged 16 SP:Iteration 39Q (20093.220000 sec): 3 clusters Score: Raw -506111.390550 + Penalty 3992.198989 = -502119.191561 nChanged 17 SP:Iteration 40F (20093.230000 sec): 3 clusters Score: Raw -506119.521585 + Penalty 3992.198989 = -502127.322597 nChanged 12 SP:Iteration 41Q (20093.240000 sec): 3 clusters Score: Raw -506125.725019 + Penalty 3992.198989 = -502133.526030 nChanged 15 SP:Iteration 42Q (20093.250000 sec): 3 clusters Score: Raw -506133.172982 + Penalty 3992.198989 = -502140.973993 nChanged 12 SP:Iteration 43Q (20093.270000 sec): 3 clusters Score: Raw -506139.751333 + Penalty 3992.198989 = -502147.552345 nChanged 14 SP:Iteration 44Q (20093.280000 sec): 3 clusters Score: Raw -506146.090038 + Penalty 3992.198989 = -502153.891049 nChanged 8 SP:Iteration 45Q (20093.290000 sec): 3 clusters Score: Raw -506149.740988 + Penalty 3992.198989 = -502157.541999 nChanged 9 SP:Iteration 46Q (20093.300000 sec): 3 clusters Score: Raw -506154.481973 + Penalty 3992.198989 = -502162.282985 nChanged 10 SP:Iteration 47Q (20093.310000 sec): 3 clusters Score: Raw -506160.325764 + Penalty 3992.198989 = -502168.126775 nChanged 7 SP:Iteration 48Q (20093.330000 sec): 3 clusters Score: Raw -506164.108069 + Penalty 3992.198989 = -502171.909081 nChanged 9 SP:Iteration 49Q (20093.340000 sec): 3 clusters Score: Raw -506169.765024 + Penalty 3992.198989 = -502177.566035 nChanged 8 SP:Iteration 50Q (20093.350000 sec): 3 clusters Score: Raw -506172.578117 + Penalty 3992.198989 = -502180.379128 nChanged 4 SP:Iteration 51Q (20093.360000 sec): 3 clusters Score: Raw -506173.685206 + Penalty 3992.198989 = -502181.486218 nChanged 1 SP:Iteration 52Q (20093.370000 sec): 3 clusters Score: Raw -506174.265259 + Penalty 3992.198989 = -502182.066270 nChanged 1 SP:Iteration 53Q (20093.390000 sec): 3 clusters Score: Raw -506174.488800 + Penalty 3992.198989 = -502182.289811 nChanged 0 SP:Iteration 54F (20093.400000 sec): 3 clusters Score: Raw -506174.488800 + Penalty 3992.198989 = -502182.289811 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 9 (1020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20093.410000 sec): 2 clusters Score: Raw -165630.769240 + Penalty 1718.034361 = -163912.734879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20093.410000 sec): 3 clusters Score: Raw -165386.440289 + Penalty 3436.068722 = -161950.371567 nChanged 268 SP:Iteration 1F (20093.410000 sec): 3 clusters Score: Raw -165672.223170 + Penalty 3436.068722 = -162236.154448 nChanged 56 SP:Iteration 2F (20093.420000 sec): 3 clusters Score: Raw -165746.338966 + Penalty 3436.068722 = -162310.270245 nChanged 31 SP:Iteration 3Q (20093.420000 sec): 3 clusters Score: Raw -165788.301339 + Penalty 3436.068722 = -162352.232618 nChanged 17 SP:Iteration 4Q (20093.430000 sec): 3 clusters Score: Raw -165808.976595 + Penalty 3436.068722 = -162372.907874 nChanged 13 SP:Iteration 5Q (20093.430000 sec): 3 clusters Score: Raw -165828.143608 + Penalty 3436.068722 = -162392.074887 nChanged 8 SP:Iteration 6Q (20093.430000 sec): 3 clusters Score: Raw -165839.113006 + Penalty 3436.068722 = -162403.044284 nChanged 10 SP:Iteration 7Q (20093.440000 sec): 3 clusters Score: Raw -165851.005705 + Penalty 3436.068722 = -162414.936984 nChanged 2 SP:Iteration 8Q (20093.440000 sec): 3 clusters Score: Raw -165852.630603 + Penalty 3436.068722 = -162416.561881 nChanged 1 SP:Iteration 9Q (20093.450000 sec): 3 clusters Score: Raw -165853.381494 + Penalty 3436.068722 = -162417.312773 nChanged 1 SP:Iteration 10Q (20093.450000 sec): 3 clusters Score: Raw -165854.469199 + Penalty 3436.068722 = -162418.400478 nChanged 1 SP:Iteration 11Q (20093.450000 sec): 3 clusters Score: Raw -165855.051879 + Penalty 3436.068722 = -162418.983157 nChanged 0 SP:Iteration 12F (20093.460000 sec): 3 clusters Score: Raw -165855.051879 + Penalty 3436.068722 = -162418.983157 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 10 (5101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20093.480000 sec): 2 clusters Score: Raw -776855.388082 + Penalty 2117.223586 = -774738.164496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20093.500000 sec): 3 clusters Score: Raw -774425.890425 + Penalty 4234.447171 = -770191.443254 nChanged 1932 SP:Iteration 1F (20093.520000 sec): 3 clusters Score: Raw -775542.157670 + Penalty 4234.447171 = -771307.710499 nChanged 358 SP:Iteration 2F (20093.550000 sec): 3 clusters Score: Raw -775751.732515 + Penalty 4234.447171 = -771517.285343 nChanged 231 SP:Iteration 3Q (20093.570000 sec): 3 clusters Score: Raw -775895.444238 + Penalty 4234.447171 = -771660.997067 nChanged 201 SP:Iteration 4Q (20093.590000 sec): 3 clusters Score: Raw -776037.290330 + Penalty 4234.447171 = -771802.843159 nChanged 223 SP:Iteration 5Q (20093.610000 sec): 3 clusters Score: Raw -776199.573179 + Penalty 4234.447171 = -771965.126008 nChanged 201 SP:Iteration 6Q (20093.630000 sec): 3 clusters Score: Raw -776342.538899 + Penalty 4234.447171 = -772108.091728 nChanged 182 SP:Iteration 7Q (20093.650000 sec): 3 clusters Score: Raw -776482.488781 + Penalty 4234.447171 = -772248.041610 nChanged 158 SP:Iteration 8Q (20093.670000 sec): 3 clusters Score: Raw -776598.218199 + Penalty 4234.447171 = -772363.771027 nChanged 160 SP:Iteration 9Q (20093.690000 sec): 3 clusters Score: Raw -776720.660744 + Penalty 4234.447171 = -772486.213572 nChanged 160 SP:Iteration 10Q (20093.710000 sec): 3 clusters Score: Raw -776849.789966 + Penalty 4234.447171 = -772615.342794 nChanged 166 SP:Iteration 11Q (20093.730000 sec): 3 clusters Score: Raw -777001.376068 + Penalty 4234.447171 = -772766.928896 nChanged 177 SP:Iteration 12Q (20093.750000 sec): 3 clusters Score: Raw -777164.428015 + Penalty 4234.447171 = -772929.980844 nChanged 170 SP:Iteration 13Q (20093.770000 sec): 3 clusters Score: Raw -777309.497521 + Penalty 4234.447171 = -773075.050349 nChanged 171 SP:Iteration 14Q (20093.790000 sec): 3 clusters Score: Raw -777435.165569 + Penalty 4234.447171 = -773200.718397 nChanged 145 SP:Iteration 15Q (20093.810000 sec): 3 clusters Score: Raw -777528.335391 + Penalty 4234.447171 = -773293.888220 nChanged 127 SP:Iteration 16Q (20093.820000 sec): 3 clusters Score: Raw -777601.469765 + Penalty 4234.447171 = -773367.022593 nChanged 107 SP:Iteration 17Q (20093.840000 sec): 3 clusters Score: Raw -777648.770389 + Penalty 4234.447171 = -773414.323217 nChanged 64 SP:Iteration 18Q (20093.860000 sec): 3 clusters Score: Raw -777675.936785 + Penalty 4234.447171 = -773441.489614 nChanged 51 SP:Iteration 19Q (20093.880000 sec): 3 clusters Score: Raw -777698.121240 + Penalty 4234.447171 = -773463.674068 nChanged 50 SP:Iteration 20F (20093.900000 sec): 3 clusters Score: Raw -777716.284781 + Penalty 4234.447171 = -773481.837610 nChanged 45 SP:Iteration 21Q (20093.920000 sec): 3 clusters Score: Raw -777736.884969 + Penalty 4234.447171 = -773502.437798 nChanged 46 SP:Iteration 22Q (20093.940000 sec): 3 clusters Score: Raw -777756.672733 + Penalty 4234.447171 = -773522.225562 nChanged 40 SP:Iteration 23Q (20093.950000 sec): 3 clusters Score: Raw -777770.554278 + Penalty 4234.447171 = -773536.107106 nChanged 20 SP:Iteration 24Q (20093.970000 sec): 3 clusters Score: Raw -777777.348332 + Penalty 4234.447171 = -773542.901160 nChanged 22 SP:Iteration 25Q (20093.990000 sec): 3 clusters Score: Raw -777783.472100 + Penalty 4234.447171 = -773549.024928 nChanged 13 SP:Iteration 26Q (20094.010000 sec): 3 clusters Score: Raw -777788.793900 + Penalty 4234.447171 = -773554.346728 nChanged 12 SP:Iteration 27Q (20094.030000 sec): 3 clusters Score: Raw -777791.909935 + Penalty 4234.447171 = -773557.462764 nChanged 12 SP:Iteration 28Q (20094.050000 sec): 3 clusters Score: Raw -777796.560847 + Penalty 4234.447171 = -773562.113676 nChanged 11 SP:Iteration 29Q (20094.070000 sec): 3 clusters Score: Raw -777801.012030 + Penalty 4234.447171 = -773566.564859 nChanged 12 SP:Iteration 30Q (20094.090000 sec): 3 clusters Score: Raw -777804.622163 + Penalty 4234.447171 = -773570.174992 nChanged 10 SP:Iteration 31Q (20094.110000 sec): 3 clusters Score: Raw -777807.465462 + Penalty 4234.447171 = -773573.018291 nChanged 6 SP:Iteration 32Q (20094.120000 sec): 3 clusters Score: Raw -777809.438486 + Penalty 4234.447171 = -773574.991315 nChanged 10 SP:Iteration 33Q (20094.140000 sec): 3 clusters Score: Raw -777812.199745 + Penalty 4234.447171 = -773577.752574 nChanged 9 SP:Iteration 34Q (20094.160000 sec): 3 clusters Score: Raw -777814.175360 + Penalty 4234.447171 = -773579.728189 nChanged 6 SP:Iteration 35Q (20094.180000 sec): 3 clusters Score: Raw -777815.677798 + Penalty 4234.447171 = -773581.230626 nChanged 4 SP:Iteration 36Q (20094.200000 sec): 3 clusters Score: Raw -777816.847315 + Penalty 4234.447171 = -773582.400143 nChanged 5 SP:Iteration 37Q (20094.220000 sec): 3 clusters Score: Raw -777818.092677 + Penalty 4234.447171 = -773583.645505 nChanged 3 SP:Iteration 38Q (20094.230000 sec): 3 clusters Score: Raw -777818.829109 + Penalty 4234.447171 = -773584.381938 nChanged 3 SP:Iteration 39Q (20094.250000 sec): 3 clusters Score: Raw -777819.370942 + Penalty 4234.447171 = -773584.923770 nChanged 2 SP:Iteration 40F (20094.270000 sec): 3 clusters Score: Raw -777820.030263 + Penalty 4234.447171 = -773585.583091 nChanged 3 SP:Iteration 41Q (20094.290000 sec): 3 clusters Score: Raw -777820.762448 + Penalty 4234.447171 = -773586.315276 nChanged 2 SP:Iteration 42Q (20094.310000 sec): 3 clusters Score: Raw -777820.962106 + Penalty 4234.447171 = -773586.514935 nChanged 1 SP:Iteration 43Q (20094.330000 sec): 3 clusters Score: Raw -777821.198696 + Penalty 4234.447171 = -773586.751525 nChanged 1 SP:Iteration 44Q (20094.350000 sec): 3 clusters Score: Raw -777821.322706 + Penalty 4234.447171 = -773586.875534 nChanged 1 SP:Iteration 45Q (20094.370000 sec): 3 clusters Score: Raw -777821.622092 + Penalty 4234.447171 = -773587.174920 nChanged 4 SP:Iteration 46Q (20094.390000 sec): 3 clusters Score: Raw -777822.742595 + Penalty 4234.447171 = -773588.295424 nChanged 9 SP:Iteration 47Q (20094.400000 sec): 3 clusters Score: Raw -777824.403016 + Penalty 4234.447171 = -773589.955845 nChanged 6 SP:Iteration 48Q (20094.420000 sec): 3 clusters Score: Raw -777825.599311 + Penalty 4234.447171 = -773591.152140 nChanged 10 SP:Iteration 49Q (20094.440000 sec): 3 clusters Score: Raw -777828.006099 + Penalty 4234.447171 = -773593.558928 nChanged 8 SP:Iteration 50Q (20094.460000 sec): 3 clusters Score: Raw -777830.353640 + Penalty 4234.447171 = -773595.906469 nChanged 9 SP:Iteration 51Q (20094.480000 sec): 3 clusters Score: Raw -777833.250837 + Penalty 4234.447171 = -773598.803665 nChanged 13 SP:Iteration 52Q (20094.500000 sec): 3 clusters Score: Raw -777837.514841 + Penalty 4234.447171 = -773603.067670 nChanged 10 SP:Iteration 53Q (20094.510000 sec): 3 clusters Score: Raw -777839.992948 + Penalty 4234.447171 = -773605.545776 nChanged 9 SP:Iteration 54Q (20094.530000 sec): 3 clusters Score: Raw -777841.789692 + Penalty 4234.447171 = -773607.342521 nChanged 4 SP:Iteration 55Q (20094.550000 sec): 3 clusters Score: Raw -777842.256576 + Penalty 4234.447171 = -773607.809404 nChanged 1 SP:Iteration 56Q (20094.570000 sec): 3 clusters Score: Raw -777842.550679 + Penalty 4234.447171 = -773608.103507 nChanged 1 SP:Iteration 57Q (20094.590000 sec): 3 clusters Score: Raw -777842.662861 + Penalty 4234.447171 = -773608.215690 nChanged 0 SP:Iteration 58F (20094.610000 sec): 3 clusters Score: Raw -777842.662861 + Penalty 4234.447171 = -773608.215690 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 11 (848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20094.620000 sec): 2 clusters Score: Raw -133478.863663 + Penalty 1672.234398 = -131806.629266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20094.620000 sec): 3 clusters Score: Raw -133336.473550 + Penalty 3344.468795 = -129992.004755 nChanged 178 SP:Iteration 1F (20094.630000 sec): 3 clusters Score: Raw -133540.972199 + Penalty 3344.468795 = -130196.503404 nChanged 32 SP:Iteration 2Q (20094.630000 sec): 3 clusters Score: Raw -133585.276400 + Penalty 3344.468795 = -130240.807605 nChanged 17 SP:Iteration 3Q (20094.630000 sec): 3 clusters Score: Raw -133612.828928 + Penalty 3344.468795 = -130268.360133 nChanged 11 SP:Iteration 4Q (20094.640000 sec): 3 clusters Score: Raw -133629.901920 + Penalty 3344.468795 = -130285.433124 nChanged 9 SP:Iteration 5Q (20094.640000 sec): 3 clusters Score: Raw -133646.457781 + Penalty 3344.468795 = -130301.988985 nChanged 5 SP:Iteration 6Q (20094.640000 sec): 3 clusters Score: Raw -133654.376749 + Penalty 3344.468795 = -130309.907954 nChanged 4 SP:Iteration 7Q (20094.650000 sec): 3 clusters Score: Raw -133657.798409 + Penalty 3344.468795 = -130313.329614 nChanged 1 SP:Iteration 8Q (20094.650000 sec): 3 clusters Score: Raw -133658.138170 + Penalty 3344.468795 = -130313.669374 nChanged 1 SP:Iteration 9Q (20094.650000 sec): 3 clusters Score: Raw -133658.850740 + Penalty 3344.468795 = -130314.381945 nChanged 0 SP:Iteration 10F (20094.660000 sec): 3 clusters Score: Raw -133658.850740 + Penalty 3344.468795 = -130314.381945 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 12 (626788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20097.110000 sec): 2 clusters Score: Raw -99754947.754165 + Penalty 3310.394184 = -99751637.359981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20099.800000 sec): 3 clusters Score: Raw -99334632.630499 + Penalty 6620.788368 = -99328011.842131 nChanged 306198 SP:Iteration 1F (20102.470000 sec): 3 clusters Score: Raw -99518513.991882 + Penalty 6620.788368 = -99511893.203515 nChanged 13156 SP:Iteration 2Q (20105.220000 sec): 3 clusters Score: Raw -99520727.315181 + Penalty 6620.788368 = -99514106.526814 nChanged 14545 SP:Iteration 3Q (20107.970000 sec): 3 clusters Score: Raw -99523623.732514 + Penalty 6620.788368 = -99517002.944147 nChanged 16764 SP:Iteration 4Q (20110.720000 sec): 3 clusters Score: Raw -99527820.142255 + Penalty 6620.788368 = -99521199.353887 nChanged 20194 SP:Iteration 5Q (20113.460000 sec): 3 clusters Score: Raw -99534440.125452 + Penalty 6620.788368 = -99527819.337084 nChanged 25065 SP:Iteration 6Q (20116.220000 sec): 3 clusters Score: Raw -99545411.787188 + Penalty 6620.788368 = -99538790.998821 nChanged 31766 SP:Iteration 7F (20118.900000 sec): 3 clusters Score: Raw -99563578.037683 + Penalty 6620.788368 = -99556957.249315 nChanged 38642 SP:Iteration 8F (20121.560000 sec): 3 clusters Score: Raw -99590971.307081 + Penalty 6620.788368 = -99584350.518714 nChanged 43030 SP:Iteration 9F (20124.220000 sec): 3 clusters Score: Raw -99625275.630072 + Penalty 6620.788368 = -99618654.841704 nChanged 42383 SP:Iteration 10F (20126.880000 sec): 3 clusters Score: Raw -99660116.943281 + Penalty 6620.788368 = -99653496.154914 nChanged 36567 SP:Iteration 11F (20129.520000 sec): 3 clusters Score: Raw -99690410.883207 + Penalty 6620.788368 = -99683790.094839 nChanged 28749 SP:Iteration 12Q (20132.000000 sec): 3 clusters Score: Raw -99713908.418538 + Penalty 6620.788368 = -99707287.630170 nChanged 21087 SP:Iteration 13Q (20134.320000 sec): 3 clusters Score: Raw -99730827.044652 + Penalty 6620.788368 = -99724206.256284 nChanged 14230 SP:Iteration 14Q (20136.500000 sec): 3 clusters Score: Raw -99741869.439772 + Penalty 6620.788368 = -99735248.651405 nChanged 8630 SP:Iteration 15Q (20138.580000 sec): 3 clusters Score: Raw -99748318.610731 + Penalty 6620.788368 = -99741697.822363 nChanged 4942 SP:Iteration 16Q (20140.580000 sec): 3 clusters Score: Raw -99751827.958026 + Penalty 6620.788368 = -99745207.169658 nChanged 2630 SP:Iteration 17Q (20142.530000 sec): 3 clusters Score: Raw -99753572.752797 + Penalty 6620.788368 = -99746951.964429 nChanged 1373 SP:Iteration 18Q (20144.460000 sec): 3 clusters Score: Raw -99754421.970445 + Penalty 6620.788368 = -99747801.182077 nChanged 748 SP:Iteration 19Q (20146.360000 sec): 3 clusters Score: Raw -99754894.300136 + Penalty 6620.788368 = -99748273.511769 nChanged 471 SP:Iteration 20F (20149.000000 sec): 3 clusters Score: Raw -99755188.813593 + Penalty 6620.788368 = -99748568.025226 nChanged 306 SP:Iteration 21Q (20150.880000 sec): 3 clusters Score: Raw -99755388.728108 + Penalty 6620.788368 = -99748767.939740 nChanged 209 SP:Iteration 22Q (20152.760000 sec): 3 clusters Score: Raw -99755522.048899 + Penalty 6620.788368 = -99748901.260531 nChanged 155 SP:Iteration 23Q (20154.630000 sec): 3 clusters Score: Raw -99755615.886562 + Penalty 6620.788368 = -99748995.098194 nChanged 132 SP:Iteration 24Q (20156.510000 sec): 3 clusters Score: Raw -99755689.033428 + Penalty 6620.788368 = -99749068.245061 nChanged 122 SP:Iteration 25Q (20158.380000 sec): 3 clusters Score: Raw -99755753.823096 + Penalty 6620.788368 = -99749133.034729 nChanged 100 SP:Iteration 26Q (20160.250000 sec): 3 clusters Score: Raw -99755799.418873 + Penalty 6620.788368 = -99749178.630505 nChanged 79 SP:Iteration 27Q (20162.120000 sec): 3 clusters Score: Raw -99755832.287655 + Penalty 6620.788368 = -99749211.499287 nChanged 75 SP:Iteration 28Q (20163.990000 sec): 3 clusters Score: Raw -99755868.754406 + Penalty 6620.788368 = -99749247.966039 nChanged 84 SP:Iteration 29Q (20165.850000 sec): 3 clusters Score: Raw -99755906.713180 + Penalty 6620.788368 = -99749285.924812 nChanged 59 SP:Iteration 30Q (20167.720000 sec): 3 clusters Score: Raw -99755931.246399 + Penalty 6620.788368 = -99749310.458031 nChanged 49 SP:Iteration 31Q (20169.590000 sec): 3 clusters Score: Raw -99755946.420881 + Penalty 6620.788368 = -99749325.632513 nChanged 39 SP:Iteration 32Q (20171.450000 sec): 3 clusters Score: Raw -99755960.663722 + Penalty 6620.788368 = -99749339.875354 nChanged 41 SP:Iteration 33Q (20173.310000 sec): 3 clusters Score: Raw -99755976.256154 + Penalty 6620.788368 = -99749355.467787 nChanged 35 SP:Iteration 34Q (20175.180000 sec): 3 clusters Score: Raw -99755988.068135 + Penalty 6620.788368 = -99749367.279768 nChanged 31 SP:Iteration 35Q (20177.040000 sec): 3 clusters Score: Raw -99755999.450334 + Penalty 6620.788368 = -99749378.661967 nChanged 30 SP:Iteration 36Q (20178.900000 sec): 3 clusters Score: Raw -99756010.072035 + Penalty 6620.788368 = -99749389.283667 nChanged 27 SP:Iteration 37Q (20180.760000 sec): 3 clusters Score: Raw -99756020.722960 + Penalty 6620.788368 = -99749399.934592 nChanged 28 SP:Iteration 38Q (20182.620000 sec): 3 clusters Score: Raw -99756029.611367 + Penalty 6620.788368 = -99749408.823000 nChanged 28 SP:Iteration 39Q (20184.480000 sec): 3 clusters Score: Raw -99756038.177519 + Penalty 6620.788368 = -99749417.389151 nChanged 20 SP:Iteration 40F (20187.120000 sec): 3 clusters Score: Raw -99756047.333835 + Penalty 6620.788368 = -99749426.545467 nChanged 24 SP:Iteration 41Q (20188.980000 sec): 3 clusters Score: Raw -99756057.857284 + Penalty 6620.788368 = -99749437.068917 nChanged 31 SP:Iteration 42Q (20190.860000 sec): 3 clusters Score: Raw -99756069.278622 + Penalty 6620.788368 = -99749448.490254 nChanged 26 SP:Iteration 43Q (20192.720000 sec): 3 clusters Score: Raw -99756078.154342 + Penalty 6620.788368 = -99749457.365974 nChanged 18 SP:Iteration 44Q (20194.590000 sec): 3 clusters Score: Raw -99756083.575080 + Penalty 6620.788368 = -99749462.786713 nChanged 19 SP:Iteration 45Q (20196.450000 sec): 3 clusters Score: Raw -99756087.947727 + Penalty 6620.788368 = -99749467.159359 nChanged 6 SP:Iteration 46Q (20198.320000 sec): 3 clusters Score: Raw -99756089.564927 + Penalty 6620.788368 = -99749468.776559 nChanged 6 SP:Iteration 47Q (20200.180000 sec): 3 clusters Score: Raw -99756091.158537 + Penalty 6620.788368 = -99749470.370169 nChanged 7 SP:Iteration 48Q (20202.040000 sec): 3 clusters Score: Raw -99756093.649636 + Penalty 6620.788368 = -99749472.861269 nChanged 8 SP:Iteration 49Q (20203.910000 sec): 3 clusters Score: Raw -99756095.556826 + Penalty 6620.788368 = -99749474.768458 nChanged 7 SP:Iteration 50Q (20205.770000 sec): 3 clusters Score: Raw -99756097.675377 + Penalty 6620.788368 = -99749476.887009 nChanged 12 SP:Iteration 51Q (20207.640000 sec): 3 clusters Score: Raw -99756100.411367 + Penalty 6620.788368 = -99749479.623000 nChanged 7 SP:Iteration 52Q (20209.500000 sec): 3 clusters Score: Raw -99756101.691660 + Penalty 6620.788368 = -99749480.903293 nChanged 3 SP:Iteration 53Q (20211.370000 sec): 3 clusters Score: Raw -99756102.552690 + Penalty 6620.788368 = -99749481.764322 nChanged 5 SP:Iteration 54Q (20213.230000 sec): 3 clusters Score: Raw -99756103.780129 + Penalty 6620.788368 = -99749482.991762 nChanged 5 SP:Iteration 55Q (20215.100000 sec): 3 clusters Score: Raw -99756105.031808 + Penalty 6620.788368 = -99749484.243441 nChanged 2 SP:Iteration 56Q (20216.960000 sec): 3 clusters Score: Raw -99756105.533625 + Penalty 6620.788368 = -99749484.745258 nChanged 1 SP:Iteration 57Q (20218.830000 sec): 3 clusters Score: Raw -99756105.755423 + Penalty 6620.788368 = -99749484.967055 nChanged 1 SP:Iteration 58Q (20220.690000 sec): 3 clusters Score: Raw -99756106.044439 + Penalty 6620.788368 = -99749485.256071 nChanged 2 SP:Iteration 59Q (20222.550000 sec): 3 clusters Score: Raw -99756106.558277 + Penalty 6620.788368 = -99749485.769909 nChanged 1 SP:Iteration 60F (20225.180000 sec): 3 clusters Score: Raw -99756106.831064 + Penalty 6620.788368 = -99749486.042697 nChanged 1 SP:Iteration 61Q (20227.050000 sec): 3 clusters Score: Raw -99756107.133105 + Penalty 6620.788368 = -99749486.344738 nChanged 1 SP:Iteration 62Q (20228.910000 sec): 3 clusters Score: Raw -99756107.507997 + Penalty 6620.788368 = -99749486.719629 nChanged 1 SP:Iteration 63Q (20230.780000 sec): 3 clusters Score: Raw -99756107.676792 + Penalty 6620.788368 = -99749486.888424 nChanged 0 SP:Iteration 64F (20233.420000 sec): 3 clusters Score: Raw -99756107.676792 + Penalty 6620.788368 = -99749486.888424 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 13 (10400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20233.780000 sec): 2 clusters Score: Raw -1674913.640166 + Penalty 2293.891149 = -1672619.749017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20233.820000 sec): 3 clusters Score: Raw -1669216.957104 + Penalty 4587.782298 = -1664629.174805 nChanged 4354 SP:Iteration 1F (20233.860000 sec): 3 clusters Score: Raw -1671518.876415 + Penalty 4587.782298 = -1666931.094116 nChanged 686 SP:Iteration 2F (20233.900000 sec): 3 clusters Score: Raw -1671823.009814 + Penalty 4587.782298 = -1667235.227516 nChanged 503 SP:Iteration 3Q (20233.940000 sec): 3 clusters Score: Raw -1672045.720422 + Penalty 4587.782298 = -1667457.938124 nChanged 449 SP:Iteration 4Q (20233.980000 sec): 3 clusters Score: Raw -1672259.722526 + Penalty 4587.782298 = -1667671.940228 nChanged 439 SP:Iteration 5Q (20234.030000 sec): 3 clusters Score: Raw -1672483.092268 + Penalty 4587.782298 = -1667895.309970 nChanged 442 SP:Iteration 6Q (20234.070000 sec): 3 clusters Score: Raw -1672699.736862 + Penalty 4587.782298 = -1668111.954564 nChanged 392 SP:Iteration 7Q (20234.110000 sec): 3 clusters Score: Raw -1672897.984611 + Penalty 4587.782298 = -1668310.202313 nChanged 381 SP:Iteration 8Q (20234.150000 sec): 3 clusters Score: Raw -1673121.074551 + Penalty 4587.782298 = -1668533.292253 nChanged 398 SP:Iteration 9Q (20234.190000 sec): 3 clusters Score: Raw -1673347.091879 + Penalty 4587.782298 = -1668759.309581 nChanged 372 SP:Iteration 10Q (20234.230000 sec): 3 clusters Score: Raw -1673592.528912 + Penalty 4587.782298 = -1669004.746614 nChanged 412 SP:Iteration 11Q (20234.270000 sec): 3 clusters Score: Raw -1673903.419457 + Penalty 4587.782298 = -1669315.637159 nChanged 432 SP:Iteration 12Q (20234.310000 sec): 3 clusters Score: Raw -1674298.110630 + Penalty 4587.782298 = -1669710.328332 nChanged 387 SP:Iteration 13Q (20234.350000 sec): 3 clusters Score: Raw -1674740.477477 + Penalty 4587.782298 = -1670152.695179 nChanged 399 SP:Iteration 14Q (20234.390000 sec): 3 clusters Score: Raw -1675140.385456 + Penalty 4587.782298 = -1670552.603158 nChanged 308 SP:Iteration 15Q (20234.430000 sec): 3 clusters Score: Raw -1675412.479459 + Penalty 4587.782298 = -1670824.697160 nChanged 283 SP:Iteration 16Q (20234.460000 sec): 3 clusters Score: Raw -1675611.855959 + Penalty 4587.782298 = -1671024.073660 nChanged 223 SP:Iteration 17Q (20234.500000 sec): 3 clusters Score: Raw -1675769.233727 + Penalty 4587.782298 = -1671181.451429 nChanged 183 SP:Iteration 18Q (20234.530000 sec): 3 clusters Score: Raw -1675876.410799 + Penalty 4587.782298 = -1671288.628501 nChanged 131 SP:Iteration 19Q (20234.570000 sec): 3 clusters Score: Raw -1675943.685214 + Penalty 4587.782298 = -1671355.902916 nChanged 103 SP:Iteration 20F (20234.610000 sec): 3 clusters Score: Raw -1675987.992713 + Penalty 4587.782298 = -1671400.210415 nChanged 99 SP:Iteration 21Q (20234.640000 sec): 3 clusters Score: Raw -1676025.073470 + Penalty 4587.782298 = -1671437.291172 nChanged 83 SP:Iteration 22Q (20234.670000 sec): 3 clusters Score: Raw -1676053.580328 + Penalty 4587.782298 = -1671465.798029 nChanged 75 SP:Iteration 23Q (20234.710000 sec): 3 clusters Score: Raw -1676081.979786 + Penalty 4587.782298 = -1671494.197488 nChanged 63 SP:Iteration 24Q (20234.750000 sec): 3 clusters Score: Raw -1676101.333200 + Penalty 4587.782298 = -1671513.550902 nChanged 57 SP:Iteration 25Q (20234.780000 sec): 3 clusters Score: Raw -1676115.992838 + Penalty 4587.782298 = -1671528.210540 nChanged 44 SP:Iteration 26Q (20234.810000 sec): 3 clusters Score: Raw -1676125.865990 + Penalty 4587.782298 = -1671538.083692 nChanged 31 SP:Iteration 27Q (20234.850000 sec): 3 clusters Score: Raw -1676132.453937 + Penalty 4587.782298 = -1671544.671639 nChanged 25 SP:Iteration 28Q (20234.880000 sec): 3 clusters Score: Raw -1676136.164416 + Penalty 4587.782298 = -1671548.382118 nChanged 16 SP:Iteration 29Q (20234.910000 sec): 3 clusters Score: Raw -1676139.462564 + Penalty 4587.782298 = -1671551.680266 nChanged 17 SP:Iteration 30Q (20234.950000 sec): 3 clusters Score: Raw -1676143.433614 + Penalty 4587.782298 = -1671555.651316 nChanged 16 SP:Iteration 31Q (20234.980000 sec): 3 clusters Score: Raw -1676146.576612 + Penalty 4587.782298 = -1671558.794314 nChanged 15 SP:Iteration 32Q (20235.020000 sec): 3 clusters Score: Raw -1676148.787439 + Penalty 4587.782298 = -1671561.005140 nChanged 14 SP:Iteration 33Q (20235.050000 sec): 3 clusters Score: Raw -1676151.443418 + Penalty 4587.782298 = -1671563.661120 nChanged 17 SP:Iteration 34Q (20235.090000 sec): 3 clusters Score: Raw -1676154.485096 + Penalty 4587.782298 = -1671566.702798 nChanged 17 SP:Iteration 35Q (20235.120000 sec): 3 clusters Score: Raw -1676157.922213 + Penalty 4587.782298 = -1671570.139914 nChanged 14 SP:Iteration 36Q (20235.150000 sec): 3 clusters Score: Raw -1676160.288680 + Penalty 4587.782298 = -1671572.506382 nChanged 12 SP:Iteration 37Q (20235.190000 sec): 3 clusters Score: Raw -1676162.272513 + Penalty 4587.782298 = -1671574.490215 nChanged 11 SP:Iteration 38Q (20235.220000 sec): 3 clusters Score: Raw -1676163.748602 + Penalty 4587.782298 = -1671575.966304 nChanged 7 SP:Iteration 39Q (20235.250000 sec): 3 clusters Score: Raw -1676164.943208 + Penalty 4587.782298 = -1671577.160909 nChanged 5 SP:Iteration 40F (20235.300000 sec): 3 clusters Score: Raw -1676165.882009 + Penalty 4587.782298 = -1671578.099710 nChanged 7 SP:Iteration 41Q (20235.330000 sec): 3 clusters Score: Raw -1676166.750743 + Penalty 4587.782298 = -1671578.968445 nChanged 5 SP:Iteration 42Q (20235.370000 sec): 3 clusters Score: Raw -1676167.566087 + Penalty 4587.782298 = -1671579.783789 nChanged 6 SP:Iteration 43Q (20235.400000 sec): 3 clusters Score: Raw -1676168.498025 + Penalty 4587.782298 = -1671580.715727 nChanged 3 SP:Iteration 44Q (20235.440000 sec): 3 clusters Score: Raw -1676168.811960 + Penalty 4587.782298 = -1671581.029661 nChanged 2 SP:Iteration 45Q (20235.470000 sec): 3 clusters Score: Raw -1676169.111568 + Penalty 4587.782298 = -1671581.329270 nChanged 2 SP:Iteration 46Q (20235.510000 sec): 3 clusters Score: Raw -1676169.270396 + Penalty 4587.782298 = -1671581.488098 nChanged 1 SP:Iteration 47Q (20235.540000 sec): 3 clusters Score: Raw -1676169.653904 + Penalty 4587.782298 = -1671581.871606 nChanged 3 SP:Iteration 48Q (20235.580000 sec): 3 clusters Score: Raw -1676170.017204 + Penalty 4587.782298 = -1671582.234906 nChanged 1 SP:Iteration 49Q (20235.610000 sec): 3 clusters Score: Raw -1676170.136779 + Penalty 4587.782298 = -1671582.354481 nChanged 1 SP:Iteration 50Q (20235.650000 sec): 3 clusters Score: Raw -1676170.291588 + Penalty 4587.782298 = -1671582.509290 nChanged 3 SP:Iteration 51Q (20235.680000 sec): 3 clusters Score: Raw -1676170.748874 + Penalty 4587.782298 = -1671582.966576 nChanged 3 SP:Iteration 52Q (20235.720000 sec): 3 clusters Score: Raw -1676171.166418 + Penalty 4587.782298 = -1671583.384119 nChanged 2 SP:Iteration 53Q (20235.750000 sec): 3 clusters Score: Raw -1676171.514014 + Penalty 4587.782298 = -1671583.731716 nChanged 4 SP:Iteration 54Q (20235.790000 sec): 3 clusters Score: Raw -1676172.184342 + Penalty 4587.782298 = -1671584.402044 nChanged 2 SP:Iteration 55Q (20235.820000 sec): 3 clusters Score: Raw -1676172.644530 + Penalty 4587.782298 = -1671584.862232 nChanged 1 SP:Iteration 56Q (20235.860000 sec): 3 clusters Score: Raw -1676172.737671 + Penalty 4587.782298 = -1671584.955372 nChanged 2 SP:Iteration 57Q (20235.890000 sec): 3 clusters Score: Raw -1676172.914138 + Penalty 4587.782298 = -1671585.131840 nChanged 1 SP:Iteration 58Q (20235.930000 sec): 3 clusters Score: Raw -1676173.022451 + Penalty 4587.782298 = -1671585.240152 nChanged 0 SP:Iteration 59F (20235.970000 sec): 3 clusters Score: Raw -1676173.022451 + Penalty 4587.782298 = -1671585.240152 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 14 (57137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20236.190000 sec): 2 clusters Score: Raw -8745089.022690 + Penalty 2716.395379 = -8742372.627311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20236.430000 sec): 3 clusters Score: Raw -8709252.435852 + Penalty 5432.790757 = -8703819.645095 nChanged 26526 SP:Iteration 1F (20236.670000 sec): 3 clusters Score: Raw -8724236.949510 + Penalty 5432.790757 = -8718804.158753 nChanged 2637 SP:Iteration 2Q (20236.910000 sec): 3 clusters Score: Raw -8725243.901558 + Penalty 5432.790757 = -8719811.110801 nChanged 2945 SP:Iteration 3F (20237.140000 sec): 3 clusters Score: Raw -8726603.757796 + Penalty 5432.790757 = -8721170.967039 nChanged 3364 SP:Iteration 4F (20237.370000 sec): 3 clusters Score: Raw -8728531.849625 + Penalty 5432.790757 = -8723099.058867 nChanged 3894 SP:Iteration 5F (20237.610000 sec): 3 clusters Score: Raw -8731327.939973 + Penalty 5432.790757 = -8725895.149216 nChanged 4092 SP:Iteration 6F (20237.840000 sec): 3 clusters Score: Raw -8734848.863505 + Penalty 5432.790757 = -8729416.072747 nChanged 3594 SP:Iteration 7F (20238.080000 sec): 3 clusters Score: Raw -8738198.963906 + Penalty 5432.790757 = -8732766.173148 nChanged 2665 SP:Iteration 8Q (20238.300000 sec): 3 clusters Score: Raw -8740485.270761 + Penalty 5432.790757 = -8735052.480004 nChanged 1835 SP:Iteration 9Q (20238.510000 sec): 3 clusters Score: Raw -8741883.652290 + Penalty 5432.790757 = -8736450.861533 nChanged 1278 SP:Iteration 10Q (20238.720000 sec): 3 clusters Score: Raw -8742698.830941 + Penalty 5432.790757 = -8737266.040184 nChanged 901 SP:Iteration 11Q (20238.910000 sec): 3 clusters Score: Raw -8743219.230328 + Penalty 5432.790757 = -8737786.439570 nChanged 715 SP:Iteration 12Q (20239.100000 sec): 3 clusters Score: Raw -8743571.604474 + Penalty 5432.790757 = -8738138.813717 nChanged 534 SP:Iteration 13Q (20239.280000 sec): 3 clusters Score: Raw -8743811.721229 + Penalty 5432.790757 = -8738378.930472 nChanged 435 SP:Iteration 14Q (20239.470000 sec): 3 clusters Score: Raw -8744000.359999 + Penalty 5432.790757 = -8738567.569242 nChanged 413 SP:Iteration 15Q (20239.650000 sec): 3 clusters Score: Raw -8744180.240422 + Penalty 5432.790757 = -8738747.449665 nChanged 346 SP:Iteration 16Q (20239.820000 sec): 3 clusters Score: Raw -8744336.911702 + Penalty 5432.790757 = -8738904.120945 nChanged 331 SP:Iteration 17Q (20240.000000 sec): 3 clusters Score: Raw -8744500.025506 + Penalty 5432.790757 = -8739067.234749 nChanged 323 SP:Iteration 18Q (20240.180000 sec): 3 clusters Score: Raw -8744684.589342 + Penalty 5432.790757 = -8739251.798585 nChanged 297 SP:Iteration 19Q (20240.350000 sec): 3 clusters Score: Raw -8744852.846630 + Penalty 5432.790757 = -8739420.055872 nChanged 248 SP:Iteration 20F (20240.580000 sec): 3 clusters Score: Raw -8744997.508736 + Penalty 5432.790757 = -8739564.717979 nChanged 218 SP:Iteration 21Q (20240.750000 sec): 3 clusters Score: Raw -8745129.824277 + Penalty 5432.790757 = -8739697.033519 nChanged 176 SP:Iteration 22Q (20240.920000 sec): 3 clusters Score: Raw -8745239.058386 + Penalty 5432.790757 = -8739806.267629 nChanged 143 SP:Iteration 23Q (20241.090000 sec): 3 clusters Score: Raw -8745318.903091 + Penalty 5432.790757 = -8739886.112334 nChanged 102 SP:Iteration 24Q (20241.250000 sec): 3 clusters Score: Raw -8745370.873529 + Penalty 5432.790757 = -8739938.082771 nChanged 105 SP:Iteration 25Q (20241.420000 sec): 3 clusters Score: Raw -8745428.261402 + Penalty 5432.790757 = -8739995.470645 nChanged 93 SP:Iteration 26Q (20241.580000 sec): 3 clusters Score: Raw -8745475.734044 + Penalty 5432.790757 = -8740042.943287 nChanged 67 SP:Iteration 27Q (20241.750000 sec): 3 clusters Score: Raw -8745512.416640 + Penalty 5432.790757 = -8740079.625883 nChanged 55 SP:Iteration 28Q (20241.910000 sec): 3 clusters Score: Raw -8745552.602483 + Penalty 5432.790757 = -8740119.811726 nChanged 65 SP:Iteration 29Q (20242.080000 sec): 3 clusters Score: Raw -8745590.016277 + Penalty 5432.790757 = -8740157.225520 nChanged 58 SP:Iteration 30Q (20242.240000 sec): 3 clusters Score: Raw -8745622.941996 + Penalty 5432.790757 = -8740190.151239 nChanged 51 SP:Iteration 31Q (20242.400000 sec): 3 clusters Score: Raw -8745652.530313 + Penalty 5432.790757 = -8740219.739556 nChanged 41 SP:Iteration 32Q (20242.570000 sec): 3 clusters Score: Raw -8745678.678607 + Penalty 5432.790757 = -8740245.887850 nChanged 43 SP:Iteration 33Q (20242.730000 sec): 3 clusters Score: Raw -8745703.591425 + Penalty 5432.790757 = -8740270.800667 nChanged 38 SP:Iteration 34Q (20242.890000 sec): 3 clusters Score: Raw -8745722.195904 + Penalty 5432.790757 = -8740289.405147 nChanged 29 SP:Iteration 35Q (20243.060000 sec): 3 clusters Score: Raw -8745735.209152 + Penalty 5432.790757 = -8740302.418395 nChanged 26 SP:Iteration 36Q (20243.220000 sec): 3 clusters Score: Raw -8745746.159629 + Penalty 5432.790757 = -8740313.368872 nChanged 16 SP:Iteration 37Q (20243.380000 sec): 3 clusters Score: Raw -8745751.852100 + Penalty 5432.790757 = -8740319.061343 nChanged 12 SP:Iteration 38Q (20243.540000 sec): 3 clusters Score: Raw -8745757.186509 + Penalty 5432.790757 = -8740324.395751 nChanged 7 SP:Iteration 39Q (20243.700000 sec): 3 clusters Score: Raw -8745760.532007 + Penalty 5432.790757 = -8740327.741250 nChanged 12 SP:Iteration 40F (20243.930000 sec): 3 clusters Score: Raw -8745764.661908 + Penalty 5432.790757 = -8740331.871151 nChanged 9 SP:Iteration 41Q (20244.100000 sec): 3 clusters Score: Raw -8745768.482477 + Penalty 5432.790757 = -8740335.691720 nChanged 6 SP:Iteration 42Q (20244.260000 sec): 3 clusters Score: Raw -8745770.763297 + Penalty 5432.790757 = -8740337.972540 nChanged 3 SP:Iteration 43Q (20244.420000 sec): 3 clusters Score: Raw -8745771.820240 + Penalty 5432.790757 = -8740339.029482 nChanged 3 SP:Iteration 44Q (20244.580000 sec): 3 clusters Score: Raw -8745774.308523 + Penalty 5432.790757 = -8740341.517766 nChanged 6 SP:Iteration 45Q (20244.740000 sec): 3 clusters Score: Raw -8745777.364625 + Penalty 5432.790757 = -8740344.573868 nChanged 6 SP:Iteration 46Q (20244.910000 sec): 3 clusters Score: Raw -8745780.087180 + Penalty 5432.790757 = -8740347.296423 nChanged 3 SP:Iteration 47Q (20245.070000 sec): 3 clusters Score: Raw -8745781.347688 + Penalty 5432.790757 = -8740348.556931 nChanged 8 SP:Iteration 48Q (20245.230000 sec): 3 clusters Score: Raw -8745784.931819 + Penalty 5432.790757 = -8740352.141062 nChanged 4 SP:Iteration 49Q (20245.400000 sec): 3 clusters Score: Raw -8745787.628350 + Penalty 5432.790757 = -8740354.837593 nChanged 6 SP:Iteration 50Q (20245.560000 sec): 3 clusters Score: Raw -8745790.256482 + Penalty 5432.790757 = -8740357.465725 nChanged 2 SP:Iteration 51Q (20245.720000 sec): 3 clusters Score: Raw -8745790.668582 + Penalty 5432.790757 = -8740357.877824 nChanged 2 SP:Iteration 52Q (20245.880000 sec): 3 clusters Score: Raw -8745791.149694 + Penalty 5432.790757 = -8740358.358936 nChanged 2 SP:Iteration 53Q (20246.040000 sec): 3 clusters Score: Raw -8745791.711351 + Penalty 5432.790757 = -8740358.920593 nChanged 4 SP:Iteration 54Q (20246.200000 sec): 3 clusters Score: Raw -8745793.589227 + Penalty 5432.790757 = -8740360.798470 nChanged 6 SP:Iteration 55Q (20246.360000 sec): 3 clusters Score: Raw -8745796.283013 + Penalty 5432.790757 = -8740363.492255 nChanged 8 SP:Iteration 56Q (20246.530000 sec): 3 clusters Score: Raw -8745800.139956 + Penalty 5432.790757 = -8740367.349199 nChanged 8 SP:Iteration 57Q (20246.690000 sec): 3 clusters Score: Raw -8745803.212509 + Penalty 5432.790757 = -8740370.421752 nChanged 3 SP:Iteration 58Q (20246.850000 sec): 3 clusters Score: Raw -8745804.573481 + Penalty 5432.790757 = -8740371.782724 nChanged 5 SP:Iteration 59Q (20247.010000 sec): 3 clusters Score: Raw -8745806.289143 + Penalty 5432.790757 = -8740373.498385 nChanged 2 SP:Iteration 60F (20247.240000 sec): 3 clusters Score: Raw -8745806.660562 + Penalty 5432.790757 = -8740373.869805 nChanged 2 SP:Iteration 61Q (20247.400000 sec): 3 clusters Score: Raw -8745807.565233 + Penalty 5432.790757 = -8740374.774476 nChanged 2 SP:Iteration 62Q (20247.560000 sec): 3 clusters Score: Raw -8745808.231899 + Penalty 5432.790757 = -8740375.441142 nChanged 3 SP:Iteration 63Q (20247.730000 sec): 3 clusters Score: Raw -8745809.510468 + Penalty 5432.790757 = -8740376.719710 nChanged 4 SP:Iteration 64Q (20247.890000 sec): 3 clusters Score: Raw -8745811.333310 + Penalty 5432.790757 = -8740378.542553 nChanged 1 SP:Iteration 65Q (20248.050000 sec): 3 clusters Score: Raw -8745811.824630 + Penalty 5432.790757 = -8740379.033873 nChanged 2 SP:Iteration 66Q (20248.220000 sec): 3 clusters Score: Raw -8745812.634006 + Penalty 5432.790757 = -8740379.843249 nChanged 1 SP:Iteration 67Q (20248.380000 sec): 3 clusters Score: Raw -8745812.926916 + Penalty 5432.790757 = -8740380.136159 nChanged 1 SP:Iteration 68Q (20248.540000 sec): 3 clusters Score: Raw -8745813.549317 + Penalty 5432.790757 = -8740380.758560 nChanged 2 SP:Iteration 69Q (20248.700000 sec): 3 clusters Score: Raw -8745814.238860 + Penalty 5432.790757 = -8740381.448103 nChanged 2 SP:Iteration 70Q (20248.860000 sec): 3 clusters Score: Raw -8745815.031142 + Penalty 5432.790757 = -8740382.240385 nChanged 2 SP:Iteration 71Q (20249.030000 sec): 3 clusters Score: Raw -8745815.865136 + Penalty 5432.790757 = -8740383.074379 nChanged 1 SP:Iteration 72Q (20249.190000 sec): 3 clusters Score: Raw -8745816.322660 + Penalty 5432.790757 = -8740383.531903 nChanged 2 SP:Iteration 73Q (20249.350000 sec): 3 clusters Score: Raw -8745816.999150 + Penalty 5432.790757 = -8740384.208393 nChanged 1 SP:Iteration 74Q (20249.510000 sec): 3 clusters Score: Raw -8745817.387646 + Penalty 5432.790757 = -8740384.596889 nChanged 0 SP:Iteration 75F (20249.740000 sec): 3 clusters Score: Raw -8745817.387646 + Penalty 5432.790757 = -8740384.596889 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 15 (23698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20249.850000 sec): 2 clusters Score: Raw -3603426.041032 + Penalty 2498.140192 = -3600927.900840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20249.940000 sec): 3 clusters Score: Raw -3589390.738072 + Penalty 4996.280384 = -3584394.457688 nChanged 10584 SP:Iteration 1F (20250.040000 sec): 3 clusters Score: Raw -3595392.296238 + Penalty 4996.280384 = -3590396.015854 nChanged 1445 SP:Iteration 2F (20250.140000 sec): 3 clusters Score: Raw -3596107.429281 + Penalty 4996.280384 = -3591111.148897 nChanged 1397 SP:Iteration 3F (20250.230000 sec): 3 clusters Score: Raw -3596870.102360 + Penalty 4996.280384 = -3591873.821976 nChanged 1416 SP:Iteration 4F (20250.320000 sec): 3 clusters Score: Raw -3597757.631230 + Penalty 4996.280384 = -3592761.350846 nChanged 1497 SP:Iteration 5F (20250.420000 sec): 3 clusters Score: Raw -3598832.149047 + Penalty 4996.280384 = -3593835.868663 nChanged 1489 SP:Iteration 6F (20250.520000 sec): 3 clusters Score: Raw -3600042.140300 + Penalty 4996.280384 = -3595045.859916 nChanged 1369 SP:Iteration 7F (20250.610000 sec): 3 clusters Score: Raw -3601165.178449 + Penalty 4996.280384 = -3596168.898065 nChanged 1104 SP:Iteration 8Q (20250.700000 sec): 3 clusters Score: Raw -3602114.818959 + Penalty 4996.280384 = -3597118.538575 nChanged 831 SP:Iteration 9Q (20250.800000 sec): 3 clusters Score: Raw -3602788.539284 + Penalty 4996.280384 = -3597792.258900 nChanged 621 SP:Iteration 10Q (20250.880000 sec): 3 clusters Score: Raw -3603269.551037 + Penalty 4996.280384 = -3598273.270653 nChanged 443 SP:Iteration 11Q (20250.970000 sec): 3 clusters Score: Raw -3603612.425481 + Penalty 4996.280384 = -3598616.145097 nChanged 353 SP:Iteration 12Q (20251.050000 sec): 3 clusters Score: Raw -3603837.487057 + Penalty 4996.280384 = -3598841.206673 nChanged 270 SP:Iteration 13Q (20251.130000 sec): 3 clusters Score: Raw -3604014.307081 + Penalty 4996.280384 = -3599018.026697 nChanged 206 SP:Iteration 14Q (20251.210000 sec): 3 clusters Score: Raw -3604154.268672 + Penalty 4996.280384 = -3599157.988288 nChanged 159 SP:Iteration 15Q (20251.290000 sec): 3 clusters Score: Raw -3604279.271077 + Penalty 4996.280384 = -3599282.990693 nChanged 135 SP:Iteration 16Q (20251.360000 sec): 3 clusters Score: Raw -3604358.492822 + Penalty 4996.280384 = -3599362.212438 nChanged 112 SP:Iteration 17Q (20251.440000 sec): 3 clusters Score: Raw -3604427.356079 + Penalty 4996.280384 = -3599431.075695 nChanged 81 SP:Iteration 18Q (20251.510000 sec): 3 clusters Score: Raw -3604476.187041 + Penalty 4996.280384 = -3599479.906657 nChanged 76 SP:Iteration 19Q (20251.590000 sec): 3 clusters Score: Raw -3604515.167408 + Penalty 4996.280384 = -3599518.887024 nChanged 57 SP:Iteration 20F (20251.680000 sec): 3 clusters Score: Raw -3604537.039763 + Penalty 4996.280384 = -3599540.759379 nChanged 34 SP:Iteration 21Q (20251.750000 sec): 3 clusters Score: Raw -3604550.184585 + Penalty 4996.280384 = -3599553.904201 nChanged 21 SP:Iteration 22Q (20251.820000 sec): 3 clusters Score: Raw -3604558.548105 + Penalty 4996.280384 = -3599562.267721 nChanged 23 SP:Iteration 23Q (20251.900000 sec): 3 clusters Score: Raw -3604568.901481 + Penalty 4996.280384 = -3599572.621097 nChanged 19 SP:Iteration 24Q (20251.970000 sec): 3 clusters Score: Raw -3604578.488787 + Penalty 4996.280384 = -3599582.208403 nChanged 18 SP:Iteration 25Q (20252.040000 sec): 3 clusters Score: Raw -3604587.775671 + Penalty 4996.280384 = -3599591.495287 nChanged 11 SP:Iteration 26Q (20252.120000 sec): 3 clusters Score: Raw -3604591.211098 + Penalty 4996.280384 = -3599594.930714 nChanged 5 SP:Iteration 27Q (20252.190000 sec): 3 clusters Score: Raw -3604593.022981 + Penalty 4996.280384 = -3599596.742597 nChanged 4 SP:Iteration 28Q (20252.260000 sec): 3 clusters Score: Raw -3604594.748749 + Penalty 4996.280384 = -3599598.468365 nChanged 5 SP:Iteration 29Q (20252.330000 sec): 3 clusters Score: Raw -3604596.508623 + Penalty 4996.280384 = -3599600.228239 nChanged 5 SP:Iteration 30Q (20252.410000 sec): 3 clusters Score: Raw -3604598.189811 + Penalty 4996.280384 = -3599601.909427 nChanged 6 SP:Iteration 31Q (20252.480000 sec): 3 clusters Score: Raw -3604599.583997 + Penalty 4996.280384 = -3599603.303613 nChanged 2 SP:Iteration 32Q (20252.550000 sec): 3 clusters Score: Raw -3604600.170059 + Penalty 4996.280384 = -3599603.889675 nChanged 2 SP:Iteration 33Q (20252.620000 sec): 3 clusters Score: Raw -3604601.442575 + Penalty 4996.280384 = -3599605.162191 nChanged 1 SP:Iteration 34Q (20252.700000 sec): 3 clusters Score: Raw -3604601.793546 + Penalty 4996.280384 = -3599605.513162 nChanged 0 SP:Iteration 35F (20252.790000 sec): 3 clusters Score: Raw -3604601.793546 + Penalty 4996.280384 = -3599605.513162 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 16 (153128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20253.390000 sec): 2 clusters Score: Raw -24739192.260711 + Penalty 2960.879304 = -24736231.381407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20254.040000 sec): 3 clusters Score: Raw -24639713.959211 + Penalty 5921.758608 = -24633792.200603 nChanged 73115 SP:Iteration 1F (20254.690000 sec): 3 clusters Score: Raw -24682404.149933 + Penalty 5921.758608 = -24676482.391325 nChanged 4568 SP:Iteration 2Q (20255.360000 sec): 3 clusters Score: Raw -24683432.717237 + Penalty 5921.758608 = -24677510.958629 nChanged 4977 SP:Iteration 3Q (20256.030000 sec): 3 clusters Score: Raw -24684780.181978 + Penalty 5921.758608 = -24678858.423369 nChanged 5850 SP:Iteration 4Q (20256.700000 sec): 3 clusters Score: Raw -24686903.651790 + Penalty 5921.758608 = -24680981.893182 nChanged 7540 SP:Iteration 5Q (20257.370000 sec): 3 clusters Score: Raw -24690500.819821 + Penalty 5921.758608 = -24684579.061213 nChanged 9614 SP:Iteration 6F (20258.020000 sec): 3 clusters Score: Raw -24696355.555536 + Penalty 5921.758608 = -24690433.796927 nChanged 11807 SP:Iteration 7F (20258.670000 sec): 3 clusters Score: Raw -24705305.778772 + Penalty 5921.758608 = -24699384.020164 nChanged 12863 SP:Iteration 8F (20259.310000 sec): 3 clusters Score: Raw -24716723.569359 + Penalty 5921.758608 = -24710801.810751 nChanged 11297 SP:Iteration 9F (20259.960000 sec): 3 clusters Score: Raw -24727528.320788 + Penalty 5921.758608 = -24721606.562180 nChanged 7398 SP:Iteration 10Q (20260.580000 sec): 3 clusters Score: Raw -24734627.750052 + Penalty 5921.758608 = -24728705.991444 nChanged 3422 SP:Iteration 11Q (20261.160000 sec): 3 clusters Score: Raw -24737783.016392 + Penalty 5921.758608 = -24731861.257784 nChanged 1179 SP:Iteration 12Q (20261.690000 sec): 3 clusters Score: Raw -24738862.557165 + Penalty 5921.758608 = -24732940.798557 nChanged 330 SP:Iteration 13Q (20262.170000 sec): 3 clusters Score: Raw -24739196.967667 + Penalty 5921.758608 = -24733275.209059 nChanged 124 SP:Iteration 14Q (20262.640000 sec): 3 clusters Score: Raw -24739346.013974 + Penalty 5921.758608 = -24733424.255365 nChanged 46 SP:Iteration 15Q (20263.100000 sec): 3 clusters Score: Raw -24739414.883088 + Penalty 5921.758608 = -24733493.124480 nChanged 23 SP:Iteration 16Q (20263.560000 sec): 3 clusters Score: Raw -24739440.111128 + Penalty 5921.758608 = -24733518.352520 nChanged 14 SP:Iteration 17Q (20264.020000 sec): 3 clusters Score: Raw -24739461.026687 + Penalty 5921.758608 = -24733539.268079 nChanged 11 SP:Iteration 18Q (20264.480000 sec): 3 clusters Score: Raw -24739480.409549 + Penalty 5921.758608 = -24733558.650941 nChanged 8 SP:Iteration 19Q (20264.940000 sec): 3 clusters Score: Raw -24739497.592365 + Penalty 5921.758608 = -24733575.833757 nChanged 9 SP:Iteration 20F (20265.570000 sec): 3 clusters Score: Raw -24739515.578769 + Penalty 5921.758608 = -24733593.820160 nChanged 10 SP:Iteration 21Q (20266.030000 sec): 3 clusters Score: Raw -24739528.974128 + Penalty 5921.758608 = -24733607.215520 nChanged 7 SP:Iteration 22Q (20266.490000 sec): 3 clusters Score: Raw -24739537.543195 + Penalty 5921.758608 = -24733615.784586 nChanged 4 SP:Iteration 23Q (20266.940000 sec): 3 clusters Score: Raw -24739544.257582 + Penalty 5921.758608 = -24733622.498974 nChanged 3 SP:Iteration 24Q (20267.400000 sec): 3 clusters Score: Raw -24739547.968383 + Penalty 5921.758608 = -24733626.209775 nChanged 0 SP:Iteration 25F (20268.040000 sec): 3 clusters Score: Raw -24739547.968383 + Penalty 5921.758608 = -24733626.209775 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 17 (3353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20268.130000 sec): 2 clusters Score: Raw -512524.710596 + Penalty 2013.167465 = -510511.543131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20268.140000 sec): 3 clusters Score: Raw -511106.414662 + Penalty 4026.334930 = -507080.079732 nChanged 1175 SP:Iteration 1F (20268.160000 sec): 3 clusters Score: Raw -511826.396080 + Penalty 4026.334930 = -507800.061150 nChanged 274 SP:Iteration 2F (20268.170000 sec): 3 clusters Score: Raw -512050.248629 + Penalty 4026.334930 = -508023.913699 nChanged 179 SP:Iteration 3F (20268.180000 sec): 3 clusters Score: Raw -512210.810249 + Penalty 4026.334930 = -508184.475319 nChanged 144 SP:Iteration 4Q (20268.200000 sec): 3 clusters Score: Raw -512330.271430 + Penalty 4026.334930 = -508303.936500 nChanged 113 SP:Iteration 5Q (20268.210000 sec): 3 clusters Score: Raw -512455.555082 + Penalty 4026.334930 = -508429.220152 nChanged 127 SP:Iteration 6Q (20268.220000 sec): 3 clusters Score: Raw -512608.904065 + Penalty 4026.334930 = -508582.569134 nChanged 139 SP:Iteration 7Q (20268.240000 sec): 3 clusters Score: Raw -512776.810697 + Penalty 4026.334930 = -508750.475767 nChanged 151 SP:Iteration 8Q (20268.250000 sec): 3 clusters Score: Raw -512948.956110 + Penalty 4026.334930 = -508922.621179 nChanged 148 SP:Iteration 9Q (20268.260000 sec): 3 clusters Score: Raw -513105.776989 + Penalty 4026.334930 = -509079.442059 nChanged 132 SP:Iteration 10Q (20268.280000 sec): 3 clusters Score: Raw -513246.124535 + Penalty 4026.334930 = -509219.789605 nChanged 110 SP:Iteration 11Q (20268.290000 sec): 3 clusters Score: Raw -513385.721968 + Penalty 4026.334930 = -509359.387038 nChanged 107 SP:Iteration 12Q (20268.300000 sec): 3 clusters Score: Raw -513503.779004 + Penalty 4026.334930 = -509477.444073 nChanged 78 SP:Iteration 13Q (20268.310000 sec): 3 clusters Score: Raw -513583.458293 + Penalty 4026.334930 = -509557.123362 nChanged 77 SP:Iteration 14Q (20268.320000 sec): 3 clusters Score: Raw -513664.137545 + Penalty 4026.334930 = -509637.802615 nChanged 73 SP:Iteration 15Q (20268.340000 sec): 3 clusters Score: Raw -513745.954119 + Penalty 4026.334930 = -509719.619188 nChanged 62 SP:Iteration 16Q (20268.350000 sec): 3 clusters Score: Raw -513801.760429 + Penalty 4026.334930 = -509775.425499 nChanged 45 SP:Iteration 17Q (20268.360000 sec): 3 clusters Score: Raw -513833.973109 + Penalty 4026.334930 = -509807.638179 nChanged 33 SP:Iteration 18Q (20268.370000 sec): 3 clusters Score: Raw -513857.131094 + Penalty 4026.334930 = -509830.796164 nChanged 31 SP:Iteration 19Q (20268.380000 sec): 3 clusters Score: Raw -513874.127918 + Penalty 4026.334930 = -509847.792988 nChanged 17 SP:Iteration 20F (20268.400000 sec): 3 clusters Score: Raw -513883.872498 + Penalty 4026.334930 = -509857.537567 nChanged 14 SP:Iteration 21Q (20268.410000 sec): 3 clusters Score: Raw -513890.645449 + Penalty 4026.334930 = -509864.310518 nChanged 14 SP:Iteration 22Q (20268.420000 sec): 3 clusters Score: Raw -513897.560847 + Penalty 4026.334930 = -509871.225917 nChanged 11 SP:Iteration 23Q (20268.430000 sec): 3 clusters Score: Raw -513904.992248 + Penalty 4026.334930 = -509878.657317 nChanged 12 SP:Iteration 24Q (20268.440000 sec): 3 clusters Score: Raw -513911.711175 + Penalty 4026.334930 = -509885.376245 nChanged 16 SP:Iteration 25Q (20268.450000 sec): 3 clusters Score: Raw -513922.457456 + Penalty 4026.334930 = -509896.122526 nChanged 16 SP:Iteration 26Q (20268.460000 sec): 3 clusters Score: Raw -513930.555322 + Penalty 4026.334930 = -509904.220392 nChanged 14 SP:Iteration 27Q (20268.480000 sec): 3 clusters Score: Raw -513937.873431 + Penalty 4026.334930 = -509911.538501 nChanged 11 SP:Iteration 28Q (20268.490000 sec): 3 clusters Score: Raw -513943.157430 + Penalty 4026.334930 = -509916.822499 nChanged 11 SP:Iteration 29Q (20268.500000 sec): 3 clusters Score: Raw -513951.017250 + Penalty 4026.334930 = -509924.682319 nChanged 11 SP:Iteration 30Q (20268.510000 sec): 3 clusters Score: Raw -513960.135867 + Penalty 4026.334930 = -509933.800937 nChanged 15 SP:Iteration 31Q (20268.520000 sec): 3 clusters Score: Raw -513972.245161 + Penalty 4026.334930 = -509945.910230 nChanged 22 SP:Iteration 32Q (20268.530000 sec): 3 clusters Score: Raw -514014.970781 + Penalty 4026.334930 = -509988.635850 nChanged 28 SP:Iteration 33Q (20268.540000 sec): 3 clusters Score: Raw -514052.384543 + Penalty 4026.334930 = -510026.049612 nChanged 25 SP:Iteration 34Q (20268.560000 sec): 3 clusters Score: Raw -514071.566442 + Penalty 4026.334930 = -510045.231512 nChanged 17 SP:Iteration 35Q (20268.570000 sec): 3 clusters Score: Raw -514086.044703 + Penalty 4026.334930 = -510059.709773 nChanged 14 SP:Iteration 36Q (20268.580000 sec): 3 clusters Score: Raw -514095.982386 + Penalty 4026.334930 = -510069.647456 nChanged 9 SP:Iteration 37Q (20268.590000 sec): 3 clusters Score: Raw -514102.605384 + Penalty 4026.334930 = -510076.270454 nChanged 7 SP:Iteration 38Q (20268.600000 sec): 3 clusters Score: Raw -514106.195961 + Penalty 4026.334930 = -510079.861031 nChanged 3 SP:Iteration 39Q (20268.610000 sec): 3 clusters Score: Raw -514107.589555 + Penalty 4026.334930 = -510081.254625 nChanged 2 SP:Iteration 40F (20268.620000 sec): 3 clusters Score: Raw -514108.740594 + Penalty 4026.334930 = -510082.405664 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 18 (39907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20268.780000 sec): 2 clusters Score: Raw -6466070.765997 + Penalty 2627.388142 = -6463443.377855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20268.950000 sec): 3 clusters Score: Raw -6441494.720117 + Penalty 5254.776285 = -6436239.943833 nChanged 18261 SP:Iteration 1F (20269.110000 sec): 3 clusters Score: Raw -6451788.893067 + Penalty 5254.776285 = -6446534.116782 nChanged 1833 SP:Iteration 2Q (20269.280000 sec): 3 clusters Score: Raw -6452444.587086 + Penalty 5254.776285 = -6447189.810801 nChanged 1874 SP:Iteration 3Q (20269.440000 sec): 3 clusters Score: Raw -6453274.886201 + Penalty 5254.776285 = -6448020.109916 nChanged 2217 SP:Iteration 4F (20269.610000 sec): 3 clusters Score: Raw -6454445.967805 + Penalty 5254.776285 = -6449191.191520 nChanged 2598 SP:Iteration 5F (20269.770000 sec): 3 clusters Score: Raw -6456169.704604 + Penalty 5254.776285 = -6450914.928319 nChanged 2972 SP:Iteration 6F (20269.930000 sec): 3 clusters Score: Raw -6458522.051319 + Penalty 5254.776285 = -6453267.275034 nChanged 2893 SP:Iteration 7F (20270.090000 sec): 3 clusters Score: Raw -6461099.274873 + Penalty 5254.776285 = -6455844.498588 nChanged 2281 SP:Iteration 8F (20270.250000 sec): 3 clusters Score: Raw -6463235.389955 + Penalty 5254.776285 = -6457980.613670 nChanged 1462 SP:Iteration 9Q (20270.400000 sec): 3 clusters Score: Raw -6464627.654306 + Penalty 5254.776285 = -6459372.878021 nChanged 853 SP:Iteration 10Q (20270.550000 sec): 3 clusters Score: Raw -6465482.476176 + Penalty 5254.776285 = -6460227.699891 nChanged 485 SP:Iteration 11Q (20270.670000 sec): 3 clusters Score: Raw -6465955.915446 + Penalty 5254.776285 = -6460701.139161 nChanged 267 SP:Iteration 12Q (20270.800000 sec): 3 clusters Score: Raw -6466201.473696 + Penalty 5254.776285 = -6460946.697411 nChanged 185 SP:Iteration 13Q (20270.920000 sec): 3 clusters Score: Raw -6466338.969973 + Penalty 5254.776285 = -6461084.193689 nChanged 127 SP:Iteration 14Q (20271.030000 sec): 3 clusters Score: Raw -6466429.004001 + Penalty 5254.776285 = -6461174.227716 nChanged 90 SP:Iteration 15Q (20271.150000 sec): 3 clusters Score: Raw -6466488.900005 + Penalty 5254.776285 = -6461234.123721 nChanged 74 SP:Iteration 16Q (20271.270000 sec): 3 clusters Score: Raw -6466526.470565 + Penalty 5254.776285 = -6461271.694280 nChanged 58 SP:Iteration 17Q (20271.390000 sec): 3 clusters Score: Raw -6466554.258806 + Penalty 5254.776285 = -6461299.482521 nChanged 37 SP:Iteration 18Q (20271.500000 sec): 3 clusters Score: Raw -6466570.132428 + Penalty 5254.776285 = -6461315.356143 nChanged 29 SP:Iteration 19Q (20271.620000 sec): 3 clusters Score: Raw -6466581.444451 + Penalty 5254.776285 = -6461326.668166 nChanged 24 SP:Iteration 20F (20271.780000 sec): 3 clusters Score: Raw -6466592.171110 + Penalty 5254.776285 = -6461337.394825 nChanged 14 SP:Iteration 21Q (20271.890000 sec): 3 clusters Score: Raw -6466598.643781 + Penalty 5254.776285 = -6461343.867496 nChanged 18 SP:Iteration 22Q (20272.010000 sec): 3 clusters Score: Raw -6466605.396816 + Penalty 5254.776285 = -6461350.620531 nChanged 12 SP:Iteration 23Q (20272.120000 sec): 3 clusters Score: Raw -6466611.226888 + Penalty 5254.776285 = -6461356.450603 nChanged 12 SP:Iteration 24Q (20272.240000 sec): 3 clusters Score: Raw -6466615.749208 + Penalty 5254.776285 = -6461360.972923 nChanged 9 SP:Iteration 25Q (20272.350000 sec): 3 clusters Score: Raw -6466619.609358 + Penalty 5254.776285 = -6461364.833073 nChanged 7 SP:Iteration 26Q (20272.470000 sec): 3 clusters Score: Raw -6466622.178091 + Penalty 5254.776285 = -6461367.401806 nChanged 7 SP:Iteration 27Q (20272.580000 sec): 3 clusters Score: Raw -6466624.187773 + Penalty 5254.776285 = -6461369.411488 nChanged 3 SP:Iteration 28Q (20272.700000 sec): 3 clusters Score: Raw -6466625.024822 + Penalty 5254.776285 = -6461370.248537 nChanged 5 SP:Iteration 29Q (20272.810000 sec): 3 clusters Score: Raw -6466626.146995 + Penalty 5254.776285 = -6461371.370710 nChanged 2 SP:Iteration 30Q (20272.930000 sec): 3 clusters Score: Raw -6466626.424828 + Penalty 5254.776285 = -6461371.648543 nChanged 2 SP:Iteration 31Q (20273.040000 sec): 3 clusters Score: Raw -6466626.910076 + Penalty 5254.776285 = -6461372.133791 nChanged 4 SP:Iteration 32Q (20273.150000 sec): 3 clusters Score: Raw -6466628.079881 + Penalty 5254.776285 = -6461373.303597 nChanged 5 SP:Iteration 33Q (20273.270000 sec): 3 clusters Score: Raw -6466629.380232 + Penalty 5254.776285 = -6461374.603947 nChanged 3 SP:Iteration 34Q (20273.390000 sec): 3 clusters Score: Raw -6466630.121682 + Penalty 5254.776285 = -6461375.345397 nChanged 1 SP:Iteration 35Q (20273.500000 sec): 3 clusters Score: Raw -6466630.318884 + Penalty 5254.776285 = -6461375.542599 nChanged 2 SP:Iteration 36Q (20273.610000 sec): 3 clusters Score: Raw -6466631.041006 + Penalty 5254.776285 = -6461376.264721 nChanged 2 SP:Iteration 37Q (20273.730000 sec): 3 clusters Score: Raw -6466631.463653 + Penalty 5254.776285 = -6461376.687368 nChanged 2 SP:Iteration 38Q (20273.850000 sec): 3 clusters Score: Raw -6466632.168230 + Penalty 5254.776285 = -6461377.391945 nChanged 2 SP:Iteration 39Q (20273.970000 sec): 3 clusters Score: Raw -6466632.671756 + Penalty 5254.776285 = -6461377.895471 nChanged 4 SP:Iteration 40F (20274.130000 sec): 3 clusters Score: Raw -6466634.358277 + Penalty 5254.776285 = -6461379.581993 nChanged 5 SP:Iteration 41Q (20274.250000 sec): 3 clusters Score: Raw -6466636.800247 + Penalty 5254.776285 = -6461382.023962 nChanged 6 SP:Iteration 42Q (20274.360000 sec): 3 clusters Score: Raw -6466639.281306 + Penalty 5254.776285 = -6461384.505021 nChanged 9 SP:Iteration 43Q (20274.470000 sec): 3 clusters Score: Raw -6466642.001045 + Penalty 5254.776285 = -6461387.224760 nChanged 5 SP:Iteration 44Q (20274.590000 sec): 3 clusters Score: Raw -6466643.308474 + Penalty 5254.776285 = -6461388.532189 nChanged 1 SP:Iteration 45Q (20274.700000 sec): 3 clusters Score: Raw -6466643.415745 + Penalty 5254.776285 = -6461388.639460 nChanged 1 SP:Iteration 46Q (20274.820000 sec): 3 clusters Score: Raw -6466643.697260 + Penalty 5254.776285 = -6461388.920975 nChanged 0 SP:Iteration 47F (20274.980000 sec): 3 clusters Score: Raw -6466643.697260 + Penalty 5254.776285 = -6461388.920975 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 19 (487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20275.010000 sec): 2 clusters Score: Raw -75419.684463 + Penalty 1534.689503 = -73884.994960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20275.010000 sec): 3 clusters Score: Raw -75495.244213 + Penalty 3069.379005 = -72425.865208 nChanged 87 SP:Iteration 1F (20275.010000 sec): 3 clusters Score: Raw -75748.623026 + Penalty 3069.379005 = -72679.244021 nChanged 28 SP:Iteration 2F (20275.010000 sec): 3 clusters Score: Raw -75830.893442 + Penalty 3069.379005 = -72761.514437 nChanged 12 SP:Iteration 3Q (20275.010000 sec): 3 clusters Score: Raw -75866.172966 + Penalty 3069.379005 = -72796.793961 nChanged 10 SP:Iteration 4Q (20275.010000 sec): 3 clusters Score: Raw -75895.195609 + Penalty 3069.379005 = -72825.816604 nChanged 6 SP:Iteration 5Q (20275.020000 sec): 3 clusters Score: Raw -75922.434670 + Penalty 3069.379005 = -72853.055665 nChanged 6 SP:Iteration 6Q (20275.020000 sec): 3 clusters Score: Raw -75943.265776 + Penalty 3069.379005 = -72873.886771 nChanged 4 SP:Iteration 7Q (20275.020000 sec): 3 clusters Score: Raw -75953.097475 + Penalty 3069.379005 = -72883.718470 nChanged 2 SP:Iteration 8Q (20275.020000 sec): 3 clusters Score: Raw -75958.111603 + Penalty 3069.379005 = -72888.732598 nChanged 2 SP:Iteration 9Q (20275.020000 sec): 3 clusters Score: Raw -75962.460601 + Penalty 3069.379005 = -72893.081596 nChanged 1 SP:Iteration 10Q (20275.030000 sec): 3 clusters Score: Raw -75980.153681 + Penalty 3069.379005 = -72910.774676 nChanged 3 SP:Iteration 11Q (20275.030000 sec): 3 clusters Score: Raw -75989.158595 + Penalty 3069.379005 = -72919.779590 nChanged 1 SP:Iteration 12Q (20275.030000 sec): 3 clusters Score: Raw -75991.281649 + Penalty 3069.379005 = -72921.902644 nChanged 2 SP:Iteration 13Q (20275.030000 sec): 3 clusters Score: Raw -75995.440356 + Penalty 3069.379005 = -72926.061351 nChanged 1 SP:Iteration 14Q (20275.030000 sec): 3 clusters Score: Raw -76003.220478 + Penalty 3069.379005 = -72933.841473 nChanged 3 SP:Iteration 15Q (20275.030000 sec): 3 clusters Score: Raw -76007.622675 + Penalty 3069.379005 = -72938.243670 nChanged 4 SP:Iteration 16Q (20275.030000 sec): 3 clusters Score: Raw -76014.216551 + Penalty 3069.379005 = -72944.837545 nChanged 3 SP:Iteration 17Q (20275.040000 sec): 3 clusters Score: Raw -76024.350101 + Penalty 3069.379005 = -72954.971096 nChanged 3 SP:Iteration 18Q (20275.040000 sec): 3 clusters Score: Raw -76028.520251 + Penalty 3069.379005 = -72959.141246 nChanged 0 SP:Iteration 19F (20275.040000 sec): 3 clusters Score: Raw -76028.520251 + Penalty 3069.379005 = -72959.141246 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 20 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20275.050000 sec): 2 clusters Score: Raw -29238.850571 + Penalty 1348.643669 = -27890.206903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20275.050000 sec): 3 clusters Score: Raw -29516.107739 + Penalty 2697.287337 = -26818.820401 nChanged 39 SP:Iteration 1F (20275.050000 sec): 3 clusters Score: Raw -29655.369861 + Penalty 2697.287337 = -26958.082523 nChanged 16 SP:Iteration 2F (20275.050000 sec): 3 clusters Score: Raw -29753.769034 + Penalty 2697.287337 = -27056.481696 nChanged 17 SP:Iteration 3F (20275.050000 sec): 3 clusters Score: Raw -29865.075817 + Penalty 2697.287337 = -27167.788480 nChanged 8 SP:Iteration 4Q (20275.050000 sec): 3 clusters Score: Raw -29909.021646 + Penalty 2697.287337 = -27211.734309 nChanged 1 SP:Iteration 5Q (20275.050000 sec): 3 clusters Score: Raw -29920.729896 + Penalty 2697.287337 = -27223.442559 nChanged 1 SP:Iteration 6Q (20275.050000 sec): 3 clusters Score: Raw -29934.610695 + Penalty 2697.287337 = -27237.323358 nChanged 1 SP:Iteration 7Q (20275.050000 sec): 3 clusters Score: Raw -29936.584182 + Penalty 2697.287337 = -27239.296845 nChanged 0 SP:Iteration 8F (20275.050000 sec): 3 clusters Score: Raw -29936.584182 + Penalty 2697.287337 = -27239.296845 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 22 (841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20275.060000 sec): 2 clusters Score: Raw -137290.615802 + Penalty 1670.178732 = -135620.437070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20275.070000 sec): 3 clusters Score: Raw -137107.327553 + Penalty 3340.357463 = -133766.970089 nChanged 207 SP:Iteration 1F (20275.070000 sec): 3 clusters Score: Raw -137345.512617 + Penalty 3340.357463 = -134005.155154 nChanged 39 SP:Iteration 2Q (20275.070000 sec): 3 clusters Score: Raw -137405.926104 + Penalty 3340.357463 = -134065.568640 nChanged 28 SP:Iteration 3Q (20275.080000 sec): 3 clusters Score: Raw -137440.205938 + Penalty 3340.357463 = -134099.848475 nChanged 15 SP:Iteration 4Q (20275.080000 sec): 3 clusters Score: Raw -137463.018662 + Penalty 3340.357463 = -134122.661198 nChanged 9 SP:Iteration 5Q (20275.080000 sec): 3 clusters Score: Raw -137478.097484 + Penalty 3340.357463 = -134137.740021 nChanged 5 SP:Iteration 6Q (20275.090000 sec): 3 clusters Score: Raw -137489.178999 + Penalty 3340.357463 = -134148.821536 nChanged 2 SP:Iteration 7Q (20275.090000 sec): 3 clusters Score: Raw -137491.446896 + Penalty 3340.357463 = -134151.089433 nChanged 2 SP:Iteration 8Q (20275.090000 sec): 3 clusters Score: Raw -137496.710562 + Penalty 3340.357463 = -134156.353098 nChanged 1 SP:Iteration 9Q (20275.100000 sec): 3 clusters Score: Raw -137497.658489 + Penalty 3340.357463 = -134157.301026 nChanged 1 SP:Iteration 10Q (20275.100000 sec): 3 clusters Score: Raw -137498.686846 + Penalty 3340.357463 = -134158.329383 nChanged 1 SP:Iteration 11Q (20275.100000 sec): 3 clusters Score: Raw -137499.556530 + Penalty 3340.357463 = -134159.199067 nChanged 0 SP:Iteration 12F (20275.110000 sec): 3 clusters Score: Raw -137499.556530 + Penalty 3340.357463 = -134159.199067 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 23 (28532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20275.230000 sec): 2 clusters Score: Raw -4586507.853844 + Penalty 2544.177823 = -4583963.676021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20275.340000 sec): 3 clusters Score: Raw -4569486.714381 + Penalty 5088.355646 = -4564398.358736 nChanged 12800 SP:Iteration 1F (20275.460000 sec): 3 clusters Score: Raw -4576201.822609 + Penalty 5088.355646 = -4571113.466963 nChanged 1379 SP:Iteration 2Q (20275.570000 sec): 3 clusters Score: Raw -4576663.610530 + Penalty 5088.355646 = -4571575.254885 nChanged 1239 SP:Iteration 3Q (20275.690000 sec): 3 clusters Score: Raw -4577076.961927 + Penalty 5088.355646 = -4571988.606281 nChanged 1144 SP:Iteration 4Q (20275.810000 sec): 3 clusters Score: Raw -4577448.413486 + Penalty 5088.355646 = -4572360.057841 nChanged 1017 SP:Iteration 5Q (20275.920000 sec): 3 clusters Score: Raw -4577770.809246 + Penalty 5088.355646 = -4572682.453600 nChanged 975 SP:Iteration 6Q (20276.040000 sec): 3 clusters Score: Raw -4578057.007657 + Penalty 5088.355646 = -4572968.652011 nChanged 862 SP:Iteration 7Q (20276.150000 sec): 3 clusters Score: Raw -4578331.875260 + Penalty 5088.355646 = -4573243.519614 nChanged 851 SP:Iteration 8Q (20276.270000 sec): 3 clusters Score: Raw -4578586.249875 + Penalty 5088.355646 = -4573497.894229 nChanged 823 SP:Iteration 9Q (20276.390000 sec): 3 clusters Score: Raw -4578844.210838 + Penalty 5088.355646 = -4573755.855192 nChanged 815 SP:Iteration 10Q (20276.500000 sec): 3 clusters Score: Raw -4579112.490822 + Penalty 5088.355646 = -4574024.135176 nChanged 812 SP:Iteration 11Q (20276.610000 sec): 3 clusters Score: Raw -4579394.002305 + Penalty 5088.355646 = -4574305.646659 nChanged 855 SP:Iteration 12Q (20276.730000 sec): 3 clusters Score: Raw -4579714.738783 + Penalty 5088.355646 = -4574626.383137 nChanged 906 SP:Iteration 13Q (20276.850000 sec): 3 clusters Score: Raw -4580078.822830 + Penalty 5088.355646 = -4574990.467184 nChanged 957 SP:Iteration 14Q (20276.960000 sec): 3 clusters Score: Raw -4580497.895774 + Penalty 5088.355646 = -4575409.540128 nChanged 1030 SP:Iteration 15Q (20277.070000 sec): 3 clusters Score: Raw -4580986.036809 + Penalty 5088.355646 = -4575897.681164 nChanged 1134 SP:Iteration 16Q (20277.190000 sec): 3 clusters Score: Raw -4581573.608354 + Penalty 5088.355646 = -4576485.252708 nChanged 1207 SP:Iteration 17Q (20277.300000 sec): 3 clusters Score: Raw -4582247.904096 + Penalty 5088.355646 = -4577159.548450 nChanged 1290 SP:Iteration 18Q (20277.410000 sec): 3 clusters Score: Raw -4583056.591007 + Penalty 5088.355646 = -4577968.235361 nChanged 1298 SP:Iteration 19Q (20277.520000 sec): 3 clusters Score: Raw -4583917.531733 + Penalty 5088.355646 = -4578829.176087 nChanged 1142 SP:Iteration 20F (20277.630000 sec): 3 clusters Score: Raw -4584724.344426 + Penalty 5088.355646 = -4579635.988780 nChanged 913 SP:Iteration 21Q (20277.730000 sec): 3 clusters Score: Raw -4585384.895991 + Penalty 5088.355646 = -4580296.540345 nChanged 682 SP:Iteration 22Q (20277.830000 sec): 3 clusters Score: Raw -4585872.165611 + Penalty 5088.355646 = -4580783.809965 nChanged 489 SP:Iteration 23Q (20277.920000 sec): 3 clusters Score: Raw -4586231.616875 + Penalty 5088.355646 = -4581143.261229 nChanged 294 SP:Iteration 24Q (20278.010000 sec): 3 clusters Score: Raw -4586440.479964 + Penalty 5088.355646 = -4581352.124319 nChanged 182 SP:Iteration 25Q (20278.100000 sec): 3 clusters Score: Raw -4586572.146541 + Penalty 5088.355646 = -4581483.790896 nChanged 108 SP:Iteration 26Q (20278.190000 sec): 3 clusters Score: Raw -4586646.497491 + Penalty 5088.355646 = -4581558.141845 nChanged 69 SP:Iteration 27Q (20278.270000 sec): 3 clusters Score: Raw -4586694.285881 + Penalty 5088.355646 = -4581605.930235 nChanged 49 SP:Iteration 28Q (20278.350000 sec): 3 clusters Score: Raw -4586737.236565 + Penalty 5088.355646 = -4581648.880919 nChanged 49 SP:Iteration 29Q (20278.440000 sec): 3 clusters Score: Raw -4586779.964026 + Penalty 5088.355646 = -4581691.608381 nChanged 30 SP:Iteration 30Q (20278.520000 sec): 3 clusters Score: Raw -4586805.485759 + Penalty 5088.355646 = -4581717.130113 nChanged 28 SP:Iteration 31Q (20278.600000 sec): 3 clusters Score: Raw -4586830.558643 + Penalty 5088.355646 = -4581742.202997 nChanged 27 SP:Iteration 32Q (20278.690000 sec): 3 clusters Score: Raw -4586850.441031 + Penalty 5088.355646 = -4581762.085385 nChanged 19 SP:Iteration 33Q (20278.770000 sec): 3 clusters Score: Raw -4586866.044410 + Penalty 5088.355646 = -4581777.688764 nChanged 12 SP:Iteration 34Q (20278.850000 sec): 3 clusters Score: Raw -4586873.337683 + Penalty 5088.355646 = -4581784.982038 nChanged 8 SP:Iteration 35Q (20278.930000 sec): 3 clusters Score: Raw -4586879.101266 + Penalty 5088.355646 = -4581790.745620 nChanged 3 SP:Iteration 36Q (20279.010000 sec): 3 clusters Score: Raw -4586880.519558 + Penalty 5088.355646 = -4581792.163912 nChanged 3 SP:Iteration 37Q (20279.090000 sec): 3 clusters Score: Raw -4586882.339539 + Penalty 5088.355646 = -4581793.983894 nChanged 2 SP:Iteration 38Q (20279.170000 sec): 3 clusters Score: Raw -4586884.297249 + Penalty 5088.355646 = -4581795.941603 nChanged 2 SP:Iteration 39Q (20279.260000 sec): 3 clusters Score: Raw -4586885.351649 + Penalty 5088.355646 = -4581796.996003 nChanged 4 SP:Iteration 40F (20279.370000 sec): 3 clusters Score: Raw -4586887.720900 + Penalty 5088.355646 = -4581799.365254 nChanged 3 SP:Iteration 41Q (20279.450000 sec): 3 clusters Score: Raw -4586891.664499 + Penalty 5088.355646 = -4581803.308853 nChanged 2 SP:Iteration 42Q (20279.530000 sec): 3 clusters Score: Raw -4586892.954436 + Penalty 5088.355646 = -4581804.598791 nChanged 0 SP:Iteration 43F (20279.650000 sec): 3 clusters Score: Raw -4586892.954436 + Penalty 5088.355646 = -4581804.598791 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 24 (538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20279.670000 sec): 2 clusters Score: Raw -85148.195072 + Penalty 1559.388923 = -83588.806150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20279.670000 sec): 3 clusters Score: Raw -85159.162323 + Penalty 3118.777846 = -82040.384477 nChanged 92 SP:Iteration 1F (20279.670000 sec): 3 clusters Score: Raw -85314.840650 + Penalty 3118.777846 = -82196.062804 nChanged 17 SP:Iteration 2Q (20279.680000 sec): 3 clusters Score: Raw -85354.410678 + Penalty 3118.777846 = -82235.632832 nChanged 8 SP:Iteration 3Q (20279.680000 sec): 3 clusters Score: Raw -85372.408715 + Penalty 3118.777846 = -82253.630869 nChanged 7 SP:Iteration 4Q (20279.680000 sec): 3 clusters Score: Raw -85392.216664 + Penalty 3118.777846 = -82273.438818 nChanged 3 SP:Iteration 5Q (20279.680000 sec): 3 clusters Score: Raw -85399.864283 + Penalty 3118.777846 = -82281.086437 nChanged 4 SP:Iteration 6Q (20279.690000 sec): 3 clusters Score: Raw -85404.941941 + Penalty 3118.777846 = -82286.164095 nChanged 3 SP:Iteration 7Q (20279.690000 sec): 3 clusters Score: Raw -85409.289212 + Penalty 3118.777846 = -82290.511366 nChanged 1 SP:Iteration 8Q (20279.690000 sec): 3 clusters Score: Raw -85410.312582 + Penalty 3118.777846 = -82291.534736 nChanged 1 SP:Iteration 9Q (20279.690000 sec): 3 clusters Score: Raw -85412.959564 + Penalty 3118.777846 = -82294.181719 nChanged 2 SP:Iteration 10Q (20279.690000 sec): 3 clusters Score: Raw -85420.466455 + Penalty 3118.777846 = -82301.688609 nChanged 6 SP:Iteration 11Q (20279.690000 sec): 3 clusters Score: Raw -85435.973774 + Penalty 3118.777846 = -82317.195928 nChanged 4 SP:Iteration 12Q (20279.700000 sec): 3 clusters Score: Raw -85445.283617 + Penalty 3118.777846 = -82326.505771 nChanged 4 SP:Iteration 13Q (20279.700000 sec): 3 clusters Score: Raw -85453.244561 + Penalty 3118.777846 = -82334.466715 nChanged 1 SP:Iteration 14Q (20279.700000 sec): 3 clusters Score: Raw -85456.812641 + Penalty 3118.777846 = -82338.034795 nChanged 0 SP:Iteration 15F (20279.700000 sec): 3 clusters Score: Raw -85456.812641 + Penalty 3118.777846 = -82338.034795 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 25 (14985 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20279.770000 sec): 2 clusters Score: Raw -2391598.424024 + Penalty 2384.471635 = -2389213.952389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20279.830000 sec): 3 clusters Score: Raw -2383126.677592 + Penalty 4768.943270 = -2378357.734322 nChanged 6424 SP:Iteration 1F (20279.890000 sec): 3 clusters Score: Raw -2386708.750066 + Penalty 4768.943270 = -2381939.806796 nChanged 973 SP:Iteration 2F (20279.940000 sec): 3 clusters Score: Raw -2387269.700615 + Penalty 4768.943270 = -2382500.757345 nChanged 887 SP:Iteration 3F (20280.000000 sec): 3 clusters Score: Raw -2387779.821065 + Penalty 4768.943270 = -2383010.877795 nChanged 861 SP:Iteration 4F (20280.060000 sec): 3 clusters Score: Raw -2388278.288191 + Penalty 4768.943270 = -2383509.344921 nChanged 818 SP:Iteration 5F (20280.120000 sec): 3 clusters Score: Raw -2388721.116102 + Penalty 4768.943270 = -2383952.172832 nChanged 753 SP:Iteration 6F (20280.180000 sec): 3 clusters Score: Raw -2389120.756126 + Penalty 4768.943270 = -2384351.812856 nChanged 663 SP:Iteration 7Q (20280.240000 sec): 3 clusters Score: Raw -2389433.948538 + Penalty 4768.943270 = -2384665.005268 nChanged 553 SP:Iteration 8Q (20280.290000 sec): 3 clusters Score: Raw -2389658.791862 + Penalty 4768.943270 = -2384889.848592 nChanged 449 SP:Iteration 9Q (20280.350000 sec): 3 clusters Score: Raw -2389834.117214 + Penalty 4768.943270 = -2385065.173944 nChanged 389 SP:Iteration 10Q (20280.410000 sec): 3 clusters Score: Raw -2389965.845526 + Penalty 4768.943270 = -2385196.902256 nChanged 309 SP:Iteration 11Q (20280.470000 sec): 3 clusters Score: Raw -2390057.904138 + Penalty 4768.943270 = -2385288.960868 nChanged 255 SP:Iteration 12Q (20280.530000 sec): 3 clusters Score: Raw -2390140.864415 + Penalty 4768.943270 = -2385371.921145 nChanged 239 SP:Iteration 13Q (20280.590000 sec): 3 clusters Score: Raw -2390224.439897 + Penalty 4768.943270 = -2385455.496627 nChanged 223 SP:Iteration 14Q (20280.640000 sec): 3 clusters Score: Raw -2390310.378925 + Penalty 4768.943270 = -2385541.435655 nChanged 209 SP:Iteration 15Q (20280.700000 sec): 3 clusters Score: Raw -2390404.104766 + Penalty 4768.943270 = -2385635.161496 nChanged 181 SP:Iteration 16Q (20280.760000 sec): 3 clusters Score: Raw -2390478.496306 + Penalty 4768.943270 = -2385709.553036 nChanged 153 SP:Iteration 17Q (20280.810000 sec): 3 clusters Score: Raw -2390535.582165 + Penalty 4768.943270 = -2385766.638895 nChanged 138 SP:Iteration 18Q (20280.870000 sec): 3 clusters Score: Raw -2390578.700525 + Penalty 4768.943270 = -2385809.757255 nChanged 103 SP:Iteration 19Q (20280.930000 sec): 3 clusters Score: Raw -2390603.153759 + Penalty 4768.943270 = -2385834.210489 nChanged 91 SP:Iteration 20F (20280.990000 sec): 3 clusters Score: Raw -2390624.242536 + Penalty 4768.943270 = -2385855.299266 nChanged 76 SP:Iteration 21Q (20281.050000 sec): 3 clusters Score: Raw -2390641.292861 + Penalty 4768.943270 = -2385872.349591 nChanged 69 SP:Iteration 22Q (20281.110000 sec): 3 clusters Score: Raw -2390655.677328 + Penalty 4768.943270 = -2385886.734058 nChanged 66 SP:Iteration 23Q (20281.160000 sec): 3 clusters Score: Raw -2390669.195937 + Penalty 4768.943270 = -2385900.252667 nChanged 54 SP:Iteration 24Q (20281.220000 sec): 3 clusters Score: Raw -2390680.290422 + Penalty 4768.943270 = -2385911.347152 nChanged 57 SP:Iteration 25Q (20281.280000 sec): 3 clusters Score: Raw -2390690.737408 + Penalty 4768.943270 = -2385921.794138 nChanged 51 SP:Iteration 26Q (20281.340000 sec): 3 clusters Score: Raw -2390698.788855 + Penalty 4768.943270 = -2385929.845585 nChanged 39 SP:Iteration 27Q (20281.400000 sec): 3 clusters Score: Raw -2390704.883287 + Penalty 4768.943270 = -2385935.940017 nChanged 43 SP:Iteration 28Q (20281.450000 sec): 3 clusters Score: Raw -2390710.958276 + Penalty 4768.943270 = -2385942.015006 nChanged 34 SP:Iteration 29Q (20281.510000 sec): 3 clusters Score: Raw -2390715.773798 + Penalty 4768.943270 = -2385946.830528 nChanged 38 SP:Iteration 30Q (20281.570000 sec): 3 clusters Score: Raw -2390721.647646 + Penalty 4768.943270 = -2385952.704376 nChanged 35 SP:Iteration 31Q (20281.630000 sec): 3 clusters Score: Raw -2390727.314932 + Penalty 4768.943270 = -2385958.371662 nChanged 37 SP:Iteration 32Q (20281.690000 sec): 3 clusters Score: Raw -2390732.318479 + Penalty 4768.943270 = -2385963.375209 nChanged 30 SP:Iteration 33Q (20281.750000 sec): 3 clusters Score: Raw -2390736.235754 + Penalty 4768.943270 = -2385967.292484 nChanged 17 SP:Iteration 34Q (20281.810000 sec): 3 clusters Score: Raw -2390738.333818 + Penalty 4768.943270 = -2385969.390548 nChanged 15 SP:Iteration 35Q (20281.860000 sec): 3 clusters Score: Raw -2390739.804465 + Penalty 4768.943270 = -2385970.861195 nChanged 17 SP:Iteration 36Q (20281.920000 sec): 3 clusters Score: Raw -2390741.642452 + Penalty 4768.943270 = -2385972.699182 nChanged 17 SP:Iteration 37Q (20281.980000 sec): 3 clusters Score: Raw -2390743.703646 + Penalty 4768.943270 = -2385974.760376 nChanged 21 SP:Iteration 38Q (20282.040000 sec): 3 clusters Score: Raw -2390746.915894 + Penalty 4768.943270 = -2385977.972624 nChanged 23 SP:Iteration 39Q (20282.090000 sec): 3 clusters Score: Raw -2390750.111038 + Penalty 4768.943270 = -2385981.167768 nChanged 23 SP:Iteration 40F (20282.150000 sec): 3 clusters Score: Raw -2390753.516663 + Penalty 4768.943270 = -2385984.573393 nChanged 23 SP:Iteration 41Q (20282.210000 sec): 3 clusters Score: Raw -2390756.887602 + Penalty 4768.943270 = -2385987.944332 nChanged 22 SP:Iteration 42Q (20282.270000 sec): 3 clusters Score: Raw -2390758.862938 + Penalty 4768.943270 = -2385989.919668 nChanged 6 SP:Iteration 43Q (20282.330000 sec): 3 clusters Score: Raw -2390759.369524 + Penalty 4768.943270 = -2385990.426254 nChanged 4 SP:Iteration 44Q (20282.390000 sec): 3 clusters Score: Raw -2390759.737647 + Penalty 4768.943270 = -2385990.794377 nChanged 2 SP:Iteration 45Q (20282.450000 sec): 3 clusters Score: Raw -2390760.052376 + Penalty 4768.943270 = -2385991.109106 nChanged 2 SP:Iteration 46Q (20282.510000 sec): 3 clusters Score: Raw -2390760.151327 + Penalty 4768.943270 = -2385991.208057 nChanged 0 SP:Iteration 47F (20282.560000 sec): 3 clusters Score: Raw -2390760.151327 + Penalty 4768.943270 = -2385991.208057 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 26 (102735 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20282.970000 sec): 2 clusters Score: Raw -16517988.530519 + Penalty 2861.897218 = -16515126.633302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20283.410000 sec): 3 clusters Score: Raw -16451902.179215 + Penalty 5723.794436 = -16446178.384780 nChanged 48759 SP:Iteration 1F (20283.850000 sec): 3 clusters Score: Raw -16480330.579261 + Penalty 5723.794436 = -16474606.784825 nChanged 3971 SP:Iteration 2Q (20284.300000 sec): 3 clusters Score: Raw -16481665.415199 + Penalty 5723.794436 = -16475941.620764 nChanged 4934 SP:Iteration 3Q (20284.750000 sec): 3 clusters Score: Raw -16483963.338117 + Penalty 5723.794436 = -16478239.543681 nChanged 6610 SP:Iteration 4F (20285.190000 sec): 3 clusters Score: Raw -16488147.803156 + Penalty 5723.794436 = -16482424.008720 nChanged 8229 SP:Iteration 5F (20285.620000 sec): 3 clusters Score: Raw -16494718.655291 + Penalty 5723.794436 = -16488994.860856 nChanged 8636 SP:Iteration 6F (20286.050000 sec): 3 clusters Score: Raw -16502507.777307 + Penalty 5723.794436 = -16496783.982871 nChanged 7267 SP:Iteration 7F (20286.490000 sec): 3 clusters Score: Raw -16509356.782285 + Penalty 5723.794436 = -16503632.987849 nChanged 4777 SP:Iteration 8Q (20286.910000 sec): 3 clusters Score: Raw -16513736.220087 + Penalty 5723.794436 = -16508012.425652 nChanged 2750 SP:Iteration 9Q (20287.330000 sec): 3 clusters Score: Raw -16516080.656543 + Penalty 5723.794436 = -16510356.862107 nChanged 1503 SP:Iteration 10Q (20287.700000 sec): 3 clusters Score: Raw -16517207.923922 + Penalty 5723.794436 = -16511484.129486 nChanged 883 SP:Iteration 11Q (20288.060000 sec): 3 clusters Score: Raw -16517784.918679 + Penalty 5723.794436 = -16512061.124244 nChanged 540 SP:Iteration 12Q (20288.400000 sec): 3 clusters Score: Raw -16518069.045534 + Penalty 5723.794436 = -16512345.251098 nChanged 365 SP:Iteration 13Q (20288.730000 sec): 3 clusters Score: Raw -16518232.589691 + Penalty 5723.794436 = -16512508.795255 nChanged 249 SP:Iteration 14Q (20289.060000 sec): 3 clusters Score: Raw -16518334.847891 + Penalty 5723.794436 = -16512611.053456 nChanged 178 SP:Iteration 15Q (20289.390000 sec): 3 clusters Score: Raw -16518404.983600 + Penalty 5723.794436 = -16512681.189164 nChanged 139 SP:Iteration 16Q (20289.710000 sec): 3 clusters Score: Raw -16518452.243807 + Penalty 5723.794436 = -16512728.449372 nChanged 123 SP:Iteration 17Q (20290.030000 sec): 3 clusters Score: Raw -16518489.882269 + Penalty 5723.794436 = -16512766.087833 nChanged 87 SP:Iteration 18Q (20290.350000 sec): 3 clusters Score: Raw -16518514.846551 + Penalty 5723.794436 = -16512791.052115 nChanged 82 SP:Iteration 19Q (20290.680000 sec): 3 clusters Score: Raw -16518539.941613 + Penalty 5723.794436 = -16512816.147178 nChanged 73 SP:Iteration 20F (20291.100000 sec): 3 clusters Score: Raw -16518564.163053 + Penalty 5723.794436 = -16512840.368617 nChanged 71 SP:Iteration 21Q (20291.420000 sec): 3 clusters Score: Raw -16518586.144864 + Penalty 5723.794436 = -16512862.350429 nChanged 66 SP:Iteration 22Q (20291.740000 sec): 3 clusters Score: Raw -16518603.453989 + Penalty 5723.794436 = -16512879.659553 nChanged 65 SP:Iteration 23Q (20292.060000 sec): 3 clusters Score: Raw -16518619.254469 + Penalty 5723.794436 = -16512895.460034 nChanged 49 SP:Iteration 24Q (20292.380000 sec): 3 clusters Score: Raw -16518632.744675 + Penalty 5723.794436 = -16512908.950239 nChanged 45 SP:Iteration 25Q (20292.690000 sec): 3 clusters Score: Raw -16518645.749380 + Penalty 5723.794436 = -16512921.954944 nChanged 40 SP:Iteration 26Q (20293.010000 sec): 3 clusters Score: Raw -16518657.334926 + Penalty 5723.794436 = -16512933.540491 nChanged 46 SP:Iteration 27Q (20293.320000 sec): 3 clusters Score: Raw -16518670.387925 + Penalty 5723.794436 = -16512946.593490 nChanged 43 SP:Iteration 28Q (20293.640000 sec): 3 clusters Score: Raw -16518685.262697 + Penalty 5723.794436 = -16512961.468261 nChanged 35 SP:Iteration 29Q (20293.960000 sec): 3 clusters Score: Raw -16518695.863624 + Penalty 5723.794436 = -16512972.069189 nChanged 34 SP:Iteration 30Q (20294.270000 sec): 3 clusters Score: Raw -16518706.245294 + Penalty 5723.794436 = -16512982.450859 nChanged 33 SP:Iteration 31Q (20294.580000 sec): 3 clusters Score: Raw -16518718.997789 + Penalty 5723.794436 = -16512995.203353 nChanged 34 SP:Iteration 32Q (20294.900000 sec): 3 clusters Score: Raw -16518728.530034 + Penalty 5723.794436 = -16513004.735599 nChanged 26 SP:Iteration 33Q (20295.210000 sec): 3 clusters Score: Raw -16518734.371849 + Penalty 5723.794436 = -16513010.577413 nChanged 12 SP:Iteration 34Q (20295.530000 sec): 3 clusters Score: Raw -16518737.335714 + Penalty 5723.794436 = -16513013.541278 nChanged 15 SP:Iteration 35Q (20295.840000 sec): 3 clusters Score: Raw -16518740.964563 + Penalty 5723.794436 = -16513017.170127 nChanged 15 SP:Iteration 36Q (20296.150000 sec): 3 clusters Score: Raw -16518744.029585 + Penalty 5723.794436 = -16513020.235149 nChanged 11 SP:Iteration 37Q (20296.470000 sec): 3 clusters Score: Raw -16518746.847800 + Penalty 5723.794436 = -16513023.053364 nChanged 12 SP:Iteration 38Q (20296.780000 sec): 3 clusters Score: Raw -16518749.305431 + Penalty 5723.794436 = -16513025.510996 nChanged 9 SP:Iteration 39Q (20297.090000 sec): 3 clusters Score: Raw -16518750.875811 + Penalty 5723.794436 = -16513027.081375 nChanged 3 SP:Iteration 40F (20297.520000 sec): 3 clusters Score: Raw -16518751.644206 + Penalty 5723.794436 = -16513027.849770 nChanged 1 SP:Iteration 41Q (20297.840000 sec): 3 clusters Score: Raw -16518751.861603 + Penalty 5723.794436 = -16513028.067168 nChanged 0 SP:Iteration 42F (20298.260000 sec): 3 clusters Score: Raw -16518751.861603 + Penalty 5723.794436 = -16513028.067168 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 27 (9746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20298.350000 sec): 2 clusters Score: Raw -1504019.046246 + Penalty 2277.783831 = -1501741.262415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20298.390000 sec): 3 clusters Score: Raw -1498825.988154 + Penalty 4555.567663 = -1494270.420492 nChanged 4056 SP:Iteration 1F (20298.430000 sec): 3 clusters Score: Raw -1501134.746287 + Penalty 4555.567663 = -1496579.178624 nChanged 606 SP:Iteration 2F (20298.470000 sec): 3 clusters Score: Raw -1501407.129430 + Penalty 4555.567663 = -1496851.561767 nChanged 462 SP:Iteration 3Q (20298.500000 sec): 3 clusters Score: Raw -1501597.963260 + Penalty 4555.567663 = -1497042.395597 nChanged 372 SP:Iteration 4Q (20298.540000 sec): 3 clusters Score: Raw -1501754.277075 + Penalty 4555.567663 = -1497198.709413 nChanged 326 SP:Iteration 5Q (20298.580000 sec): 3 clusters Score: Raw -1501909.993396 + Penalty 4555.567663 = -1497354.425733 nChanged 341 SP:Iteration 6Q (20298.620000 sec): 3 clusters Score: Raw -1502058.064642 + Penalty 4555.567663 = -1497502.496979 nChanged 294 SP:Iteration 7Q (20298.660000 sec): 3 clusters Score: Raw -1502184.784095 + Penalty 4555.567663 = -1497629.216432 nChanged 286 SP:Iteration 8Q (20298.700000 sec): 3 clusters Score: Raw -1502313.993128 + Penalty 4555.567663 = -1497758.425465 nChanged 298 SP:Iteration 9Q (20298.740000 sec): 3 clusters Score: Raw -1502465.716976 + Penalty 4555.567663 = -1497910.149313 nChanged 274 SP:Iteration 10Q (20298.770000 sec): 3 clusters Score: Raw -1502648.877191 + Penalty 4555.567663 = -1498093.309528 nChanged 287 SP:Iteration 11Q (20298.810000 sec): 3 clusters Score: Raw -1502872.288825 + Penalty 4555.567663 = -1498316.721162 nChanged 314 SP:Iteration 12Q (20298.850000 sec): 3 clusters Score: Raw -1503082.852403 + Penalty 4555.567663 = -1498527.284740 nChanged 302 SP:Iteration 13Q (20298.880000 sec): 3 clusters Score: Raw -1503255.283555 + Penalty 4555.567663 = -1498699.715892 nChanged 247 SP:Iteration 14Q (20298.920000 sec): 3 clusters Score: Raw -1503362.942611 + Penalty 4555.567663 = -1498807.374948 nChanged 207 SP:Iteration 15Q (20298.960000 sec): 3 clusters Score: Raw -1503464.980938 + Penalty 4555.567663 = -1498909.413275 nChanged 193 SP:Iteration 16Q (20299.000000 sec): 3 clusters Score: Raw -1503552.130552 + Penalty 4555.567663 = -1498996.562890 nChanged 168 SP:Iteration 17Q (20299.030000 sec): 3 clusters Score: Raw -1503614.808329 + Penalty 4555.567663 = -1499059.240666 nChanged 136 SP:Iteration 18Q (20299.070000 sec): 3 clusters Score: Raw -1503662.802304 + Penalty 4555.567663 = -1499107.234642 nChanged 142 SP:Iteration 19Q (20299.100000 sec): 3 clusters Score: Raw -1503705.848632 + Penalty 4555.567663 = -1499150.280969 nChanged 113 SP:Iteration 20F (20299.140000 sec): 3 clusters Score: Raw -1503741.332168 + Penalty 4555.567663 = -1499185.764505 nChanged 113 SP:Iteration 21Q (20299.180000 sec): 3 clusters Score: Raw -1503780.552049 + Penalty 4555.567663 = -1499224.984386 nChanged 114 SP:Iteration 22Q (20299.220000 sec): 3 clusters Score: Raw -1503823.706488 + Penalty 4555.567663 = -1499268.138825 nChanged 150 SP:Iteration 23Q (20299.250000 sec): 3 clusters Score: Raw -1503887.279681 + Penalty 4555.567663 = -1499331.712018 nChanged 179 SP:Iteration 24Q (20299.290000 sec): 3 clusters Score: Raw -1503976.604607 + Penalty 4555.567663 = -1499421.036944 nChanged 190 SP:Iteration 25Q (20299.320000 sec): 3 clusters Score: Raw -1504096.354658 + Penalty 4555.567663 = -1499540.786995 nChanged 229 SP:Iteration 26Q (20299.360000 sec): 3 clusters Score: Raw -1504259.721163 + Penalty 4555.567663 = -1499704.153500 nChanged 246 SP:Iteration 27Q (20299.400000 sec): 3 clusters Score: Raw -1504438.325411 + Penalty 4555.567663 = -1499882.757748 nChanged 250 SP:Iteration 28Q (20299.430000 sec): 3 clusters Score: Raw -1504637.767809 + Penalty 4555.567663 = -1500082.200147 nChanged 251 SP:Iteration 29Q (20299.470000 sec): 3 clusters Score: Raw -1504821.628084 + Penalty 4555.567663 = -1500266.060421 nChanged 205 SP:Iteration 30Q (20299.500000 sec): 3 clusters Score: Raw -1504969.501892 + Penalty 4555.567663 = -1500413.934229 nChanged 170 SP:Iteration 31Q (20299.540000 sec): 3 clusters Score: Raw -1505074.126024 + Penalty 4555.567663 = -1500518.558362 nChanged 157 SP:Iteration 32Q (20299.570000 sec): 3 clusters Score: Raw -1505148.614295 + Penalty 4555.567663 = -1500593.046632 nChanged 130 SP:Iteration 33Q (20299.600000 sec): 3 clusters Score: Raw -1505207.296193 + Penalty 4555.567663 = -1500651.728530 nChanged 113 SP:Iteration 34Q (20299.640000 sec): 3 clusters Score: Raw -1505254.777231 + Penalty 4555.567663 = -1500699.209568 nChanged 95 SP:Iteration 35Q (20299.670000 sec): 3 clusters Score: Raw -1505287.758092 + Penalty 4555.567663 = -1500732.190429 nChanged 73 SP:Iteration 36Q (20299.700000 sec): 3 clusters Score: Raw -1505308.810726 + Penalty 4555.567663 = -1500753.243063 nChanged 59 SP:Iteration 37Q (20299.740000 sec): 3 clusters Score: Raw -1505328.356453 + Penalty 4555.567663 = -1500772.788790 nChanged 57 SP:Iteration 38Q (20299.770000 sec): 3 clusters Score: Raw -1505344.396733 + Penalty 4555.567663 = -1500788.829070 nChanged 50 SP:Iteration 39Q (20299.800000 sec): 3 clusters Score: Raw -1505358.286850 + Penalty 4555.567663 = -1500802.719187 nChanged 46 SP:Iteration 40F (20299.840000 sec): 3 clusters Score: Raw -1505368.915615 + Penalty 4555.567663 = -1500813.347953 nChanged 45 SP:Iteration 41Q (20299.880000 sec): 3 clusters Score: Raw -1505379.944730 + Penalty 4555.567663 = -1500824.377067 nChanged 39 SP:Iteration 42Q (20299.910000 sec): 3 clusters Score: Raw -1505389.448214 + Penalty 4555.567663 = -1500833.880551 nChanged 39 SP:Iteration 43Q (20299.940000 sec): 3 clusters Score: Raw -1505400.921187 + Penalty 4555.567663 = -1500845.353524 nChanged 35 SP:Iteration 44Q (20299.980000 sec): 3 clusters Score: Raw -1505408.634740 + Penalty 4555.567663 = -1500853.067078 nChanged 32 SP:Iteration 45Q (20300.010000 sec): 3 clusters Score: Raw -1505416.064646 + Penalty 4555.567663 = -1500860.496983 nChanged 29 SP:Iteration 46Q (20300.040000 sec): 3 clusters Score: Raw -1505423.382008 + Penalty 4555.567663 = -1500867.814345 nChanged 33 SP:Iteration 47Q (20300.070000 sec): 3 clusters Score: Raw -1505431.422463 + Penalty 4555.567663 = -1500875.854800 nChanged 32 SP:Iteration 48Q (20300.110000 sec): 3 clusters Score: Raw -1505438.393662 + Penalty 4555.567663 = -1500882.825999 nChanged 28 SP:Iteration 49Q (20300.140000 sec): 3 clusters Score: Raw -1505444.629399 + Penalty 4555.567663 = -1500889.061736 nChanged 20 SP:Iteration 50Q (20300.170000 sec): 3 clusters Score: Raw -1505448.088706 + Penalty 4555.567663 = -1500892.521043 nChanged 14 SP:Iteration 51Q (20300.210000 sec): 3 clusters Score: Raw -1505451.235740 + Penalty 4555.567663 = -1500895.668077 nChanged 16 SP:Iteration 52Q (20300.240000 sec): 3 clusters Score: Raw -1505454.666199 + Penalty 4555.567663 = -1500899.098536 nChanged 11 SP:Iteration 53Q (20300.270000 sec): 3 clusters Score: Raw -1505455.992644 + Penalty 4555.567663 = -1500900.424981 nChanged 8 SP:Iteration 54Q (20300.300000 sec): 3 clusters Score: Raw -1505458.005189 + Penalty 4555.567663 = -1500902.437526 nChanged 10 SP:Iteration 55Q (20300.340000 sec): 3 clusters Score: Raw -1505459.341986 + Penalty 4555.567663 = -1500903.774323 nChanged 2 SP:Iteration 56Q (20300.370000 sec): 3 clusters Score: Raw -1505459.611468 + Penalty 4555.567663 = -1500904.043805 nChanged 2 SP:Iteration 57Q (20300.400000 sec): 3 clusters Score: Raw -1505459.947050 + Penalty 4555.567663 = -1500904.379387 nChanged 3 SP:Iteration 58Q (20300.440000 sec): 3 clusters Score: Raw -1505460.225177 + Penalty 4555.567663 = -1500904.657515 nChanged 4 SP:Iteration 59Q (20300.470000 sec): 3 clusters Score: Raw -1505460.885589 + Penalty 4555.567663 = -1500905.317926 nChanged 8 SP:Iteration 60F (20300.510000 sec): 3 clusters Score: Raw -1505461.791185 + Penalty 4555.567663 = -1500906.223523 nChanged 8 SP:Iteration 61Q (20300.540000 sec): 3 clusters Score: Raw -1505462.856417 + Penalty 4555.567663 = -1500907.288754 nChanged 2 SP:Iteration 62Q (20300.580000 sec): 3 clusters Score: Raw -1505463.160050 + Penalty 4555.567663 = -1500907.592387 nChanged 1 SP:Iteration 63Q (20300.610000 sec): 3 clusters Score: Raw -1505463.245316 + Penalty 4555.567663 = -1500907.677653 nChanged 3 SP:Iteration 64Q (20300.640000 sec): 3 clusters Score: Raw -1505463.574791 + Penalty 4555.567663 = -1500908.007129 nChanged 3 SP:Iteration 65Q (20300.680000 sec): 3 clusters Score: Raw -1505463.838369 + Penalty 4555.567663 = -1500908.270706 nChanged 1 SP:Iteration 66Q (20300.710000 sec): 3 clusters Score: Raw -1505464.161464 + Penalty 4555.567663 = -1500908.593801 nChanged 3 SP:Iteration 67Q (20300.740000 sec): 3 clusters Score: Raw -1505464.759701 + Penalty 4555.567663 = -1500909.192038 nChanged 5 SP:Iteration 68Q (20300.780000 sec): 3 clusters Score: Raw -1505465.929770 + Penalty 4555.567663 = -1500910.362107 nChanged 3 SP:Iteration 69Q (20300.810000 sec): 3 clusters Score: Raw -1505466.302860 + Penalty 4555.567663 = -1500910.735197 nChanged 0 SP:Iteration 70F (20300.850000 sec): 3 clusters Score: Raw -1505466.302860 + Penalty 4555.567663 = -1500910.735197 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 28 (15707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20300.910000 sec): 2 clusters Score: Raw -2521477.465325 + Penalty 2396.141714 = -2519081.323611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20300.970000 sec): 3 clusters Score: Raw -2512568.365970 + Penalty 4792.283429 = -2507776.082542 nChanged 6843 SP:Iteration 1F (20301.040000 sec): 3 clusters Score: Raw -2516343.393724 + Penalty 4792.283429 = -2511551.110295 nChanged 1045 SP:Iteration 2F (20301.100000 sec): 3 clusters Score: Raw -2516919.461885 + Penalty 4792.283429 = -2512127.178456 nChanged 943 SP:Iteration 3F (20301.160000 sec): 3 clusters Score: Raw -2517415.866822 + Penalty 4792.283429 = -2512623.583393 nChanged 821 SP:Iteration 4F (20301.220000 sec): 3 clusters Score: Raw -2517840.037395 + Penalty 4792.283429 = -2513047.753966 nChanged 791 SP:Iteration 5F (20301.290000 sec): 3 clusters Score: Raw -2518266.992389 + Penalty 4792.283429 = -2513474.708960 nChanged 798 SP:Iteration 6F (20301.350000 sec): 3 clusters Score: Raw -2518728.372364 + Penalty 4792.283429 = -2513936.088935 nChanged 800 SP:Iteration 7F (20301.410000 sec): 3 clusters Score: Raw -2519255.093035 + Penalty 4792.283429 = -2514462.809606 nChanged 838 SP:Iteration 8F (20301.480000 sec): 3 clusters Score: Raw -2519832.277977 + Penalty 4792.283429 = -2515039.994548 nChanged 779 SP:Iteration 9Q (20301.540000 sec): 3 clusters Score: Raw -2520395.369918 + Penalty 4792.283429 = -2515603.086489 nChanged 685 SP:Iteration 10Q (20301.600000 sec): 3 clusters Score: Raw -2520932.689907 + Penalty 4792.283429 = -2516140.406478 nChanged 543 SP:Iteration 11Q (20301.660000 sec): 3 clusters Score: Raw -2521379.088064 + Penalty 4792.283429 = -2516586.804635 nChanged 404 SP:Iteration 12Q (20301.720000 sec): 3 clusters Score: Raw -2521687.806565 + Penalty 4792.283429 = -2516895.523136 nChanged 275 SP:Iteration 13Q (20301.780000 sec): 3 clusters Score: Raw -2521887.047664 + Penalty 4792.283429 = -2517094.764236 nChanged 197 SP:Iteration 14Q (20301.830000 sec): 3 clusters Score: Raw -2522021.990476 + Penalty 4792.283429 = -2517229.707047 nChanged 151 SP:Iteration 15Q (20301.890000 sec): 3 clusters Score: Raw -2522119.253133 + Penalty 4792.283429 = -2517326.969704 nChanged 114 SP:Iteration 16Q (20301.940000 sec): 3 clusters Score: Raw -2522175.571678 + Penalty 4792.283429 = -2517383.288249 nChanged 99 SP:Iteration 17Q (20301.990000 sec): 3 clusters Score: Raw -2522219.612111 + Penalty 4792.283429 = -2517427.328682 nChanged 82 SP:Iteration 18Q (20302.040000 sec): 3 clusters Score: Raw -2522259.288498 + Penalty 4792.283429 = -2517467.005069 nChanged 74 SP:Iteration 19Q (20302.090000 sec): 3 clusters Score: Raw -2522286.716517 + Penalty 4792.283429 = -2517494.433088 nChanged 49 SP:Iteration 20F (20302.150000 sec): 3 clusters Score: Raw -2522305.724649 + Penalty 4792.283429 = -2517513.441220 nChanged 37 SP:Iteration 21Q (20302.210000 sec): 3 clusters Score: Raw -2522320.008775 + Penalty 4792.283429 = -2517527.725346 nChanged 34 SP:Iteration 22Q (20302.250000 sec): 3 clusters Score: Raw -2522330.656524 + Penalty 4792.283429 = -2517538.373095 nChanged 27 SP:Iteration 23Q (20302.310000 sec): 3 clusters Score: Raw -2522342.381111 + Penalty 4792.283429 = -2517550.097682 nChanged 36 SP:Iteration 24Q (20302.350000 sec): 3 clusters Score: Raw -2522354.911623 + Penalty 4792.283429 = -2517562.628194 nChanged 25 SP:Iteration 25Q (20302.410000 sec): 3 clusters Score: Raw -2522363.497525 + Penalty 4792.283429 = -2517571.214096 nChanged 22 SP:Iteration 26Q (20302.450000 sec): 3 clusters Score: Raw -2522371.078399 + Penalty 4792.283429 = -2517578.794970 nChanged 19 SP:Iteration 27Q (20302.500000 sec): 3 clusters Score: Raw -2522376.921349 + Penalty 4792.283429 = -2517584.637920 nChanged 16 SP:Iteration 28Q (20302.550000 sec): 3 clusters Score: Raw -2522384.133103 + Penalty 4792.283429 = -2517591.849675 nChanged 18 SP:Iteration 29Q (20302.600000 sec): 3 clusters Score: Raw -2522389.533552 + Penalty 4792.283429 = -2517597.250123 nChanged 11 SP:Iteration 30Q (20302.650000 sec): 3 clusters Score: Raw -2522393.262842 + Penalty 4792.283429 = -2517600.979413 nChanged 9 SP:Iteration 31Q (20302.700000 sec): 3 clusters Score: Raw -2522396.643407 + Penalty 4792.283429 = -2517604.359978 nChanged 13 SP:Iteration 32Q (20302.750000 sec): 3 clusters Score: Raw -2522400.984786 + Penalty 4792.283429 = -2517608.701357 nChanged 17 SP:Iteration 33Q (20302.800000 sec): 3 clusters Score: Raw -2522406.672001 + Penalty 4792.283429 = -2517614.388572 nChanged 14 SP:Iteration 34Q (20302.850000 sec): 3 clusters Score: Raw -2522410.100891 + Penalty 4792.283429 = -2517617.817462 nChanged 8 SP:Iteration 35Q (20302.900000 sec): 3 clusters Score: Raw -2522411.834363 + Penalty 4792.283429 = -2517619.550934 nChanged 7 SP:Iteration 36Q (20302.950000 sec): 3 clusters Score: Raw -2522413.121648 + Penalty 4792.283429 = -2517620.838219 nChanged 2 SP:Iteration 37Q (20303.000000 sec): 3 clusters Score: Raw -2522413.892351 + Penalty 4792.283429 = -2517621.608922 nChanged 3 SP:Iteration 38Q (20303.050000 sec): 3 clusters Score: Raw -2522414.499254 + Penalty 4792.283429 = -2517622.215825 nChanged 3 SP:Iteration 39Q (20303.090000 sec): 3 clusters Score: Raw -2522415.549101 + Penalty 4792.283429 = -2517623.265672 nChanged 4 SP:Iteration 40F (20303.160000 sec): 3 clusters Score: Raw -2522416.400424 + Penalty 4792.283429 = -2517624.116995 nChanged 4 SP:Iteration 41Q (20303.210000 sec): 3 clusters Score: Raw -2522417.112283 + Penalty 4792.283429 = -2517624.828854 nChanged 3 SP:Iteration 42Q (20303.250000 sec): 3 clusters Score: Raw -2522417.783727 + Penalty 4792.283429 = -2517625.500298 nChanged 4 SP:Iteration 43Q (20303.300000 sec): 3 clusters Score: Raw -2522419.122520 + Penalty 4792.283429 = -2517626.839091 nChanged 5 SP:Iteration 44Q (20303.350000 sec): 3 clusters Score: Raw -2522420.794391 + Penalty 4792.283429 = -2517628.510962 nChanged 7 SP:Iteration 45Q (20303.400000 sec): 3 clusters Score: Raw -2522422.408436 + Penalty 4792.283429 = -2517630.125007 nChanged 6 SP:Iteration 46Q (20303.450000 sec): 3 clusters Score: Raw -2522424.178200 + Penalty 4792.283429 = -2517631.894771 nChanged 7 SP:Iteration 47Q (20303.500000 sec): 3 clusters Score: Raw -2522426.529412 + Penalty 4792.283429 = -2517634.245984 nChanged 11 SP:Iteration 48Q (20303.550000 sec): 3 clusters Score: Raw -2522429.410355 + Penalty 4792.283429 = -2517637.126926 nChanged 8 SP:Iteration 49Q (20303.600000 sec): 3 clusters Score: Raw -2522432.401878 + Penalty 4792.283429 = -2517640.118449 nChanged 11 SP:Iteration 50Q (20303.650000 sec): 3 clusters Score: Raw -2522435.672597 + Penalty 4792.283429 = -2517643.389169 nChanged 8 SP:Iteration 51Q (20303.690000 sec): 3 clusters Score: Raw -2522438.685409 + Penalty 4792.283429 = -2517646.401980 nChanged 6 SP:Iteration 52Q (20303.740000 sec): 3 clusters Score: Raw -2522440.325338 + Penalty 4792.283429 = -2517648.041909 nChanged 1 SP:Iteration 53Q (20303.790000 sec): 3 clusters Score: Raw -2522440.649875 + Penalty 4792.283429 = -2517648.366446 nChanged 4 SP:Iteration 54Q (20303.840000 sec): 3 clusters Score: Raw -2522442.394777 + Penalty 4792.283429 = -2517650.111348 nChanged 11 SP:Iteration 55Q (20303.890000 sec): 3 clusters Score: Raw -2522447.079620 + Penalty 4792.283429 = -2517654.796191 nChanged 10 SP:Iteration 56Q (20303.940000 sec): 3 clusters Score: Raw -2522452.523340 + Penalty 4792.283429 = -2517660.239911 nChanged 10 SP:Iteration 57Q (20303.990000 sec): 3 clusters Score: Raw -2522459.663052 + Penalty 4792.283429 = -2517667.379623 nChanged 12 SP:Iteration 58Q (20304.030000 sec): 3 clusters Score: Raw -2522469.674592 + Penalty 4792.283429 = -2517677.391164 nChanged 12 SP:Iteration 59Q (20304.080000 sec): 3 clusters Score: Raw -2522477.452861 + Penalty 4792.283429 = -2517685.169432 nChanged 21 SP:Iteration 60F (20304.150000 sec): 3 clusters Score: Raw -2522489.185961 + Penalty 4792.283429 = -2517696.902532 nChanged 15 SP:Iteration 61Q (20304.190000 sec): 3 clusters Score: Raw -2522494.568169 + Penalty 4792.283429 = -2517702.284740 nChanged 9 SP:Iteration 62Q (20304.240000 sec): 3 clusters Score: Raw -2522497.905224 + Penalty 4792.283429 = -2517705.621795 nChanged 8 SP:Iteration 63Q (20304.290000 sec): 3 clusters Score: Raw -2522501.082659 + Penalty 4792.283429 = -2517708.799230 nChanged 7 SP:Iteration 64Q (20304.340000 sec): 3 clusters Score: Raw -2522502.896391 + Penalty 4792.283429 = -2517710.612962 nChanged 5 SP:Iteration 65Q (20304.390000 sec): 3 clusters Score: Raw -2522505.365027 + Penalty 4792.283429 = -2517713.081598 nChanged 6 SP:Iteration 66Q (20304.430000 sec): 3 clusters Score: Raw -2522509.133817 + Penalty 4792.283429 = -2517716.850388 nChanged 4 SP:Iteration 67Q (20304.480000 sec): 3 clusters Score: Raw -2522510.881241 + Penalty 4792.283429 = -2517718.597812 nChanged 5 SP:Iteration 68Q (20304.530000 sec): 3 clusters Score: Raw -2522512.454941 + Penalty 4792.283429 = -2517720.171512 nChanged 5 SP:Iteration 69Q (20304.580000 sec): 3 clusters Score: Raw -2522514.458526 + Penalty 4792.283429 = -2517722.175097 nChanged 4 SP:Iteration 70Q (20304.630000 sec): 3 clusters Score: Raw -2522515.883420 + Penalty 4792.283429 = -2517723.599991 nChanged 1 SP:Iteration 71Q (20304.670000 sec): 3 clusters Score: Raw -2522516.228074 + Penalty 4792.283429 = -2517723.944645 nChanged 1 SP:Iteration 72Q (20304.720000 sec): 3 clusters Score: Raw -2522516.324541 + Penalty 4792.283429 = -2517724.041112 nChanged 0 SP:Iteration 73F (20304.780000 sec): 3 clusters Score: Raw -2522516.324541 + Penalty 4792.283429 = -2517724.041112 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 29 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20304.790000 sec): 2 clusters Score: Raw -47969.561030 + Penalty 1435.150551 = -46534.410480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20304.800000 sec): 3 clusters Score: Raw -48114.504437 + Penalty 2870.301101 = -45244.203336 nChanged 62 SP:Iteration 1F (20304.800000 sec): 3 clusters Score: Raw -48342.478354 + Penalty 2870.301101 = -45472.177253 nChanged 16 SP:Iteration 2Q (20304.800000 sec): 3 clusters Score: Raw -48395.618282 + Penalty 2870.301101 = -45525.317181 nChanged 10 SP:Iteration 3Q (20304.800000 sec): 3 clusters Score: Raw -48432.293310 + Penalty 2870.301101 = -45561.992209 nChanged 5 SP:Iteration 4Q (20304.800000 sec): 3 clusters Score: Raw -48464.560292 + Penalty 2870.301101 = -45594.259191 nChanged 3 SP:Iteration 5Q (20304.800000 sec): 3 clusters Score: Raw -48469.460352 + Penalty 2870.301101 = -45599.159251 nChanged 3 SP:Iteration 6Q (20304.810000 sec): 3 clusters Score: Raw -48477.459828 + Penalty 2870.301101 = -45607.158727 nChanged 0 SP:Iteration 7F (20304.810000 sec): 3 clusters Score: Raw -48477.459828 + Penalty 2870.301101 = -45607.158727 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 30 (4298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20304.830000 sec): 2 clusters Score: Raw -688046.166270 + Penalty 2074.744459 = -685971.421811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20304.850000 sec): 3 clusters Score: Raw -686007.998907 + Penalty 4149.488918 = -681858.509989 nChanged 1616 SP:Iteration 1F (20304.860000 sec): 3 clusters Score: Raw -686956.649246 + Penalty 4149.488918 = -682807.160328 nChanged 361 SP:Iteration 2F (20304.880000 sec): 3 clusters Score: Raw -687174.289378 + Penalty 4149.488918 = -683024.800460 nChanged 209 SP:Iteration 3Q (20304.890000 sec): 3 clusters Score: Raw -687291.503347 + Penalty 4149.488918 = -683142.014429 nChanged 154 SP:Iteration 4Q (20304.910000 sec): 3 clusters Score: Raw -687395.915094 + Penalty 4149.488918 = -683246.426176 nChanged 144 SP:Iteration 5Q (20304.930000 sec): 3 clusters Score: Raw -687497.835425 + Penalty 4149.488918 = -683348.346507 nChanged 137 SP:Iteration 6Q (20304.950000 sec): 3 clusters Score: Raw -687584.206230 + Penalty 4149.488918 = -683434.717312 nChanged 143 SP:Iteration 7Q (20304.960000 sec): 3 clusters Score: Raw -687667.796302 + Penalty 4149.488918 = -683518.307383 nChanged 112 SP:Iteration 8Q (20304.980000 sec): 3 clusters Score: Raw -687739.037183 + Penalty 4149.488918 = -683589.548265 nChanged 104 SP:Iteration 9Q (20305.000000 sec): 3 clusters Score: Raw -687800.697449 + Penalty 4149.488918 = -683651.208531 nChanged 97 SP:Iteration 10Q (20305.010000 sec): 3 clusters Score: Raw -687855.608596 + Penalty 4149.488918 = -683706.119678 nChanged 81 SP:Iteration 11Q (20305.030000 sec): 3 clusters Score: Raw -687901.706182 + Penalty 4149.488918 = -683752.217264 nChanged 75 SP:Iteration 12Q (20305.050000 sec): 3 clusters Score: Raw -687936.310867 + Penalty 4149.488918 = -683786.821949 nChanged 55 SP:Iteration 13Q (20305.060000 sec): 3 clusters Score: Raw -687963.777813 + Penalty 4149.488918 = -683814.288895 nChanged 48 SP:Iteration 14Q (20305.080000 sec): 3 clusters Score: Raw -687986.372392 + Penalty 4149.488918 = -683836.883474 nChanged 47 SP:Iteration 15Q (20305.100000 sec): 3 clusters Score: Raw -688006.826016 + Penalty 4149.488918 = -683857.337097 nChanged 42 SP:Iteration 16Q (20305.110000 sec): 3 clusters Score: Raw -688024.782380 + Penalty 4149.488918 = -683875.293461 nChanged 31 SP:Iteration 17Q (20305.130000 sec): 3 clusters Score: Raw -688036.156028 + Penalty 4149.488918 = -683886.667110 nChanged 32 SP:Iteration 18Q (20305.150000 sec): 3 clusters Score: Raw -688049.505505 + Penalty 4149.488918 = -683900.016587 nChanged 39 SP:Iteration 19Q (20305.160000 sec): 3 clusters Score: Raw -688063.327865 + Penalty 4149.488918 = -683913.838946 nChanged 27 SP:Iteration 20F (20305.180000 sec): 3 clusters Score: Raw -688075.470197 + Penalty 4149.488918 = -683925.981279 nChanged 28 SP:Iteration 21Q (20305.200000 sec): 3 clusters Score: Raw -688087.654920 + Penalty 4149.488918 = -683938.166001 nChanged 27 SP:Iteration 22Q (20305.210000 sec): 3 clusters Score: Raw -688098.412936 + Penalty 4149.488918 = -683948.924018 nChanged 26 SP:Iteration 23Q (20305.230000 sec): 3 clusters Score: Raw -688108.680080 + Penalty 4149.488918 = -683959.191162 nChanged 21 SP:Iteration 24Q (20305.250000 sec): 3 clusters Score: Raw -688116.747391 + Penalty 4149.488918 = -683967.258473 nChanged 22 SP:Iteration 25Q (20305.260000 sec): 3 clusters Score: Raw -688124.402337 + Penalty 4149.488918 = -683974.913419 nChanged 15 SP:Iteration 26Q (20305.280000 sec): 3 clusters Score: Raw -688130.556951 + Penalty 4149.488918 = -683981.068032 nChanged 17 SP:Iteration 27Q (20305.300000 sec): 3 clusters Score: Raw -688137.519222 + Penalty 4149.488918 = -683988.030304 nChanged 20 SP:Iteration 28Q (20305.310000 sec): 3 clusters Score: Raw -688143.126643 + Penalty 4149.488918 = -683993.637725 nChanged 11 SP:Iteration 29Q (20305.330000 sec): 3 clusters Score: Raw -688145.988528 + Penalty 4149.488918 = -683996.499610 nChanged 9 SP:Iteration 30Q (20305.350000 sec): 3 clusters Score: Raw -688148.254760 + Penalty 4149.488918 = -683998.765841 nChanged 5 SP:Iteration 31Q (20305.360000 sec): 3 clusters Score: Raw -688150.153796 + Penalty 4149.488918 = -684000.664878 nChanged 4 SP:Iteration 32Q (20305.380000 sec): 3 clusters Score: Raw -688151.392741 + Penalty 4149.488918 = -684001.903823 nChanged 2 SP:Iteration 33Q (20305.400000 sec): 3 clusters Score: Raw -688151.944968 + Penalty 4149.488918 = -684002.456050 nChanged 3 SP:Iteration 34Q (20305.410000 sec): 3 clusters Score: Raw -688152.629674 + Penalty 4149.488918 = -684003.140756 nChanged 2 SP:Iteration 35Q (20305.430000 sec): 3 clusters Score: Raw -688153.323981 + Penalty 4149.488918 = -684003.835063 nChanged 1 SP:Iteration 36Q (20305.450000 sec): 3 clusters Score: Raw -688153.794485 + Penalty 4149.488918 = -684004.305567 nChanged 2 SP:Iteration 37Q (20305.460000 sec): 3 clusters Score: Raw -688154.299004 + Penalty 4149.488918 = -684004.810086 nChanged 1 SP:Iteration 38Q (20305.480000 sec): 3 clusters Score: Raw -688154.531043 + Penalty 4149.488918 = -684005.042125 nChanged 0 SP:Iteration 39F (20305.490000 sec): 3 clusters Score: Raw -688154.531043 + Penalty 4149.488918 = -684005.042125 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 31 (1839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20305.510000 sec): 2 clusters Score: Raw -259221.219673 + Penalty 1864.210352 = -257357.009321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20305.510000 sec): 3 clusters Score: Raw -258629.400203 + Penalty 3728.420703 = -254900.979500 nChanged 592 SP:Iteration 1F (20305.520000 sec): 3 clusters Score: Raw -259271.013702 + Penalty 3728.420703 = -255542.592998 nChanged 191 SP:Iteration 2F (20305.530000 sec): 3 clusters Score: Raw -259538.613211 + Penalty 3728.420703 = -255810.192508 nChanged 113 SP:Iteration 3F (20305.540000 sec): 3 clusters Score: Raw -259689.959434 + Penalty 3728.420703 = -255961.538731 nChanged 87 SP:Iteration 4Q (20305.550000 sec): 3 clusters Score: Raw -259811.205575 + Penalty 3728.420703 = -256082.784871 nChanged 61 SP:Iteration 5Q (20305.550000 sec): 3 clusters Score: Raw -259903.161361 + Penalty 3728.420703 = -256174.740658 nChanged 49 SP:Iteration 6Q (20305.560000 sec): 3 clusters Score: Raw -259978.934919 + Penalty 3728.420703 = -256250.514215 nChanged 42 SP:Iteration 7Q (20305.570000 sec): 3 clusters Score: Raw -260042.475893 + Penalty 3728.420703 = -256314.055189 nChanged 41 SP:Iteration 8Q (20305.570000 sec): 3 clusters Score: Raw -260100.198573 + Penalty 3728.420703 = -256371.777869 nChanged 28 SP:Iteration 9Q (20305.580000 sec): 3 clusters Score: Raw -260127.490232 + Penalty 3728.420703 = -256399.069528 nChanged 15 SP:Iteration 10Q (20305.590000 sec): 3 clusters Score: Raw -260142.953927 + Penalty 3728.420703 = -256414.533224 nChanged 9 SP:Iteration 11Q (20305.590000 sec): 3 clusters Score: Raw -260150.468382 + Penalty 3728.420703 = -256422.047679 nChanged 8 SP:Iteration 12Q (20305.600000 sec): 3 clusters Score: Raw -260159.522322 + Penalty 3728.420703 = -256431.101619 nChanged 6 SP:Iteration 13Q (20305.610000 sec): 3 clusters Score: Raw -260164.374134 + Penalty 3728.420703 = -256435.953431 nChanged 3 SP:Iteration 14Q (20305.610000 sec): 3 clusters Score: Raw -260165.822013 + Penalty 3728.420703 = -256437.401310 nChanged 0 SP:Iteration 15F (20305.620000 sec): 3 clusters Score: Raw -260165.822013 + Penalty 3728.420703 = -256437.401310 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 32 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20305.630000 sec): 2 clusters Score: Raw -77914.222771 + Penalty 1555.673498 = -76358.549273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20305.630000 sec): 3 clusters Score: Raw -77917.813251 + Penalty 3111.346995 = -74806.466255 nChanged 95 SP:Iteration 1F (20305.630000 sec): 3 clusters Score: Raw -78120.734774 + Penalty 3111.346995 = -75009.387778 nChanged 35 SP:Iteration 2F (20305.630000 sec): 3 clusters Score: Raw -78200.932899 + Penalty 3111.346995 = -75089.585904 nChanged 10 SP:Iteration 3Q (20305.630000 sec): 3 clusters Score: Raw -78227.250742 + Penalty 3111.346995 = -75115.903747 nChanged 9 SP:Iteration 4Q (20305.640000 sec): 3 clusters Score: Raw -78255.732814 + Penalty 3111.346995 = -75144.385819 nChanged 9 SP:Iteration 5Q (20305.640000 sec): 3 clusters Score: Raw -78283.532889 + Penalty 3111.346995 = -75172.185894 nChanged 5 SP:Iteration 6Q (20305.640000 sec): 3 clusters Score: Raw -78293.608163 + Penalty 3111.346995 = -75182.261168 nChanged 7 SP:Iteration 7Q (20305.640000 sec): 3 clusters Score: Raw -78319.669692 + Penalty 3111.346995 = -75208.322696 nChanged 8 SP:Iteration 8Q (20305.650000 sec): 3 clusters Score: Raw -78365.932006 + Penalty 3111.346995 = -75254.585011 nChanged 13 SP:Iteration 9Q (20305.650000 sec): 3 clusters Score: Raw -78446.341051 + Penalty 3111.346995 = -75334.994056 nChanged 10 SP:Iteration 10Q (20305.650000 sec): 3 clusters Score: Raw -78477.996553 + Penalty 3111.346995 = -75366.649558 nChanged 12 SP:Iteration 11Q (20305.650000 sec): 3 clusters Score: Raw -78527.333701 + Penalty 3111.346995 = -75415.986706 nChanged 8 SP:Iteration 12Q (20305.650000 sec): 3 clusters Score: Raw -78561.952279 + Penalty 3111.346995 = -75450.605283 nChanged 11 SP:Iteration 13Q (20305.650000 sec): 3 clusters Score: Raw -78602.090371 + Penalty 3111.346995 = -75490.743376 nChanged 6 SP:Iteration 14Q (20305.660000 sec): 3 clusters Score: Raw -78615.923443 + Penalty 3111.346995 = -75504.576448 nChanged 5 SP:Iteration 15Q (20305.660000 sec): 3 clusters Score: Raw -78650.931103 + Penalty 3111.346995 = -75539.584107 nChanged 4 SP:Iteration 16Q (20305.660000 sec): 3 clusters Score: Raw -78665.662234 + Penalty 3111.346995 = -75554.315239 nChanged 3 SP:Iteration 17Q (20305.660000 sec): 3 clusters Score: Raw -78678.256132 + Penalty 3111.346995 = -75566.909137 nChanged 4 SP:Iteration 18Q (20305.660000 sec): 3 clusters Score: Raw -78693.410275 + Penalty 3111.346995 = -75582.063279 nChanged 4 SP:Iteration 19Q (20305.670000 sec): 3 clusters Score: Raw -78707.068089 + Penalty 3111.346995 = -75595.721093 nChanged 0 SP:Iteration 20F (20305.670000 sec): 3 clusters Score: Raw -78707.068089 + Penalty 3111.346995 = -75595.721093 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 33 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20305.670000 sec): 2 clusters Score: Raw -38037.572956 + Penalty 1376.170869 = -36661.402087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20305.670000 sec): 3 clusters Score: Raw -38217.100765 + Penalty 2752.341738 = -35464.759027 nChanged 28 SP:Iteration 1F (20305.670000 sec): 3 clusters Score: Raw -38312.911274 + Penalty 2752.341738 = -35560.569536 nChanged 7 SP:Iteration 2Q (20305.670000 sec): 3 clusters Score: Raw -38408.411980 + Penalty 2752.341738 = -35656.070241 nChanged 1 SP:Iteration 3Q (20305.680000 sec): 3 clusters Score: Raw -38411.001017 + Penalty 2752.341738 = -35658.659279 nChanged 0 SP:Iteration 4F (20305.680000 sec): 3 clusters Score: Raw -38411.001017 + Penalty 2752.341738 = -35658.659279 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 34 (3585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20305.700000 sec): 2 clusters Score: Raw -555031.490967 + Penalty 2029.759411 = -553001.731556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20305.710000 sec): 3 clusters Score: Raw -553441.715019 + Penalty 4059.518822 = -549382.196198 nChanged 1358 SP:Iteration 1F (20305.730000 sec): 3 clusters Score: Raw -554308.972957 + Penalty 4059.518822 = -550249.454136 nChanged 291 SP:Iteration 2F (20305.740000 sec): 3 clusters Score: Raw -554513.063910 + Penalty 4059.518822 = -550453.545088 nChanged 199 SP:Iteration 3F (20305.750000 sec): 3 clusters Score: Raw -554656.213579 + Penalty 4059.518822 = -550596.694758 nChanged 155 SP:Iteration 4Q (20305.770000 sec): 3 clusters Score: Raw -554783.902779 + Penalty 4059.518822 = -550724.383957 nChanged 145 SP:Iteration 5Q (20305.780000 sec): 3 clusters Score: Raw -554910.882148 + Penalty 4059.518822 = -550851.363326 nChanged 117 SP:Iteration 6Q (20305.790000 sec): 3 clusters Score: Raw -555010.492042 + Penalty 4059.518822 = -550950.973220 nChanged 113 SP:Iteration 7Q (20305.810000 sec): 3 clusters Score: Raw -555114.636367 + Penalty 4059.518822 = -551055.117545 nChanged 98 SP:Iteration 8Q (20305.820000 sec): 3 clusters Score: Raw -555182.649177 + Penalty 4059.518822 = -551123.130356 nChanged 88 SP:Iteration 9Q (20305.840000 sec): 3 clusters Score: Raw -555240.944459 + Penalty 4059.518822 = -551181.425637 nChanged 70 SP:Iteration 10Q (20305.850000 sec): 3 clusters Score: Raw -555288.606966 + Penalty 4059.518822 = -551229.088144 nChanged 68 SP:Iteration 11Q (20305.870000 sec): 3 clusters Score: Raw -555337.289387 + Penalty 4059.518822 = -551277.770566 nChanged 58 SP:Iteration 12Q (20305.880000 sec): 3 clusters Score: Raw -555368.289789 + Penalty 4059.518822 = -551308.770968 nChanged 34 SP:Iteration 13Q (20305.890000 sec): 3 clusters Score: Raw -555385.068002 + Penalty 4059.518822 = -551325.549181 nChanged 21 SP:Iteration 14Q (20305.910000 sec): 3 clusters Score: Raw -555398.663174 + Penalty 4059.518822 = -551339.144353 nChanged 26 SP:Iteration 15Q (20305.920000 sec): 3 clusters Score: Raw -555409.345413 + Penalty 4059.518822 = -551349.826591 nChanged 19 SP:Iteration 16Q (20305.930000 sec): 3 clusters Score: Raw -555417.639094 + Penalty 4059.518822 = -551358.120273 nChanged 18 SP:Iteration 17Q (20305.950000 sec): 3 clusters Score: Raw -555424.664876 + Penalty 4059.518822 = -551365.146055 nChanged 16 SP:Iteration 18Q (20305.960000 sec): 3 clusters Score: Raw -555432.754915 + Penalty 4059.518822 = -551373.236094 nChanged 13 SP:Iteration 19Q (20305.970000 sec): 3 clusters Score: Raw -555438.939401 + Penalty 4059.518822 = -551379.420579 nChanged 12 SP:Iteration 20F (20305.990000 sec): 3 clusters Score: Raw -555443.713032 + Penalty 4059.518822 = -551384.194211 nChanged 7 SP:Iteration 21Q (20306.000000 sec): 3 clusters Score: Raw -555446.344976 + Penalty 4059.518822 = -551386.826154 nChanged 10 SP:Iteration 22Q (20306.010000 sec): 3 clusters Score: Raw -555453.306577 + Penalty 4059.518822 = -551393.787756 nChanged 17 SP:Iteration 23Q (20306.030000 sec): 3 clusters Score: Raw -555462.829972 + Penalty 4059.518822 = -551403.311150 nChanged 17 SP:Iteration 24Q (20306.040000 sec): 3 clusters Score: Raw -555469.424612 + Penalty 4059.518822 = -551409.905791 nChanged 10 SP:Iteration 25Q (20306.060000 sec): 3 clusters Score: Raw -555475.079151 + Penalty 4059.518822 = -551415.560329 nChanged 13 SP:Iteration 26Q (20306.070000 sec): 3 clusters Score: Raw -555481.274747 + Penalty 4059.518822 = -551421.755926 nChanged 7 SP:Iteration 27Q (20306.080000 sec): 3 clusters Score: Raw -555483.147750 + Penalty 4059.518822 = -551423.628928 nChanged 3 SP:Iteration 28Q (20306.100000 sec): 3 clusters Score: Raw -555484.250795 + Penalty 4059.518822 = -551424.731973 nChanged 3 SP:Iteration 29Q (20306.110000 sec): 3 clusters Score: Raw -555485.633022 + Penalty 4059.518822 = -551426.114200 nChanged 2 SP:Iteration 30Q (20306.130000 sec): 3 clusters Score: Raw -555486.327822 + Penalty 4059.518822 = -551426.809001 nChanged 1 SP:Iteration 31Q (20306.140000 sec): 3 clusters Score: Raw -555486.808540 + Penalty 4059.518822 = -551427.289718 nChanged 3 SP:Iteration 32Q (20306.150000 sec): 3 clusters Score: Raw -555488.193957 + Penalty 4059.518822 = -551428.675135 nChanged 5 SP:Iteration 33Q (20306.170000 sec): 3 clusters Score: Raw -555490.622180 + Penalty 4059.518822 = -551431.103358 nChanged 7 SP:Iteration 34Q (20306.180000 sec): 3 clusters Score: Raw -555493.627787 + Penalty 4059.518822 = -551434.108965 nChanged 3 SP:Iteration 35Q (20306.190000 sec): 3 clusters Score: Raw -555494.920729 + Penalty 4059.518822 = -551435.401908 nChanged 4 SP:Iteration 36Q (20306.210000 sec): 3 clusters Score: Raw -555496.621457 + Penalty 4059.518822 = -551437.102635 nChanged 6 SP:Iteration 37Q (20306.220000 sec): 3 clusters Score: Raw -555499.827972 + Penalty 4059.518822 = -551440.309150 nChanged 5 SP:Iteration 38Q (20306.230000 sec): 3 clusters Score: Raw -555502.414168 + Penalty 4059.518822 = -551442.895346 nChanged 5 SP:Iteration 39Q (20306.250000 sec): 3 clusters Score: Raw -555503.629094 + Penalty 4059.518822 = -551444.110272 nChanged 3 SP:Iteration 40F (20306.260000 sec): 3 clusters Score: Raw -555504.493993 + Penalty 4059.518822 = -551444.975172 nChanged 2 SP:Iteration 41Q (20306.270000 sec): 3 clusters Score: Raw -555505.454562 + Penalty 4059.518822 = -551445.935741 nChanged 3 SP:Iteration 42Q (20306.290000 sec): 3 clusters Score: Raw -555506.133200 + Penalty 4059.518822 = -551446.614378 nChanged 1 SP:Iteration 43Q (20306.300000 sec): 3 clusters Score: Raw -555506.535692 + Penalty 4059.518822 = -551447.016870 nChanged 2 SP:Iteration 44Q (20306.310000 sec): 3 clusters Score: Raw -555507.124355 + Penalty 4059.518822 = -551447.605534 nChanged 1 SP:Iteration 45Q (20306.330000 sec): 3 clusters Score: Raw -555507.361951 + Penalty 4059.518822 = -551447.843129 nChanged 1 SP:Iteration 46Q (20306.340000 sec): 3 clusters Score: Raw -555507.616079 + Penalty 4059.518822 = -551448.097258 nChanged 0 SP:Iteration 47F (20306.360000 sec): 3 clusters Score: Raw -555507.616079 + Penalty 4059.518822 = -551448.097258 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 35 (4014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20306.380000 sec): 2 clusters Score: Raw -627906.423569 + Penalty 2057.790795 = -625848.632773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20306.390000 sec): 3 clusters Score: Raw -626055.710940 + Penalty 4115.581591 = -621940.129349 nChanged 1471 SP:Iteration 1F (20306.410000 sec): 3 clusters Score: Raw -627117.021952 + Penalty 4115.581591 = -623001.440361 nChanged 350 SP:Iteration 2F (20306.430000 sec): 3 clusters Score: Raw -627606.712753 + Penalty 4115.581591 = -623491.131162 nChanged 276 SP:Iteration 3F (20306.440000 sec): 3 clusters Score: Raw -627850.080108 + Penalty 4115.581591 = -623734.498518 nChanged 223 SP:Iteration 4F (20306.450000 sec): 3 clusters Score: Raw -628031.761164 + Penalty 4115.581591 = -623916.179574 nChanged 208 SP:Iteration 5F (20306.470000 sec): 3 clusters Score: Raw -628205.209254 + Penalty 4115.581591 = -624089.627664 nChanged 198 SP:Iteration 6Q (20306.490000 sec): 3 clusters Score: Raw -628386.722757 + Penalty 4115.581591 = -624271.141167 nChanged 194 SP:Iteration 7Q (20306.500000 sec): 3 clusters Score: Raw -628571.681978 + Penalty 4115.581591 = -624456.100388 nChanged 211 SP:Iteration 8F (20306.520000 sec): 3 clusters Score: Raw -628795.449991 + Penalty 4115.581591 = -624679.868400 nChanged 180 SP:Iteration 9Q (20306.530000 sec): 3 clusters Score: Raw -628996.331653 + Penalty 4115.581591 = -624880.750062 nChanged 169 SP:Iteration 10Q (20306.550000 sec): 3 clusters Score: Raw -629160.648225 + Penalty 4115.581591 = -625045.066634 nChanged 103 SP:Iteration 11Q (20306.570000 sec): 3 clusters Score: Raw -629265.578751 + Penalty 4115.581591 = -625149.997161 nChanged 78 SP:Iteration 12Q (20306.580000 sec): 3 clusters Score: Raw -629348.824463 + Penalty 4115.581591 = -625233.242872 nChanged 62 SP:Iteration 13Q (20306.590000 sec): 3 clusters Score: Raw -629422.308045 + Penalty 4115.581591 = -625306.726454 nChanged 52 SP:Iteration 14Q (20306.610000 sec): 3 clusters Score: Raw -629498.348918 + Penalty 4115.581591 = -625382.767327 nChanged 36 SP:Iteration 15Q (20306.620000 sec): 3 clusters Score: Raw -629547.563049 + Penalty 4115.581591 = -625431.981458 nChanged 24 SP:Iteration 16Q (20306.640000 sec): 3 clusters Score: Raw -629583.258929 + Penalty 4115.581591 = -625467.677339 nChanged 15 SP:Iteration 17Q (20306.650000 sec): 3 clusters Score: Raw -629604.566032 + Penalty 4115.581591 = -625488.984441 nChanged 12 SP:Iteration 18Q (20306.670000 sec): 3 clusters Score: Raw -629618.930732 + Penalty 4115.581591 = -625503.349142 nChanged 10 SP:Iteration 19Q (20306.680000 sec): 3 clusters Score: Raw -629634.588031 + Penalty 4115.581591 = -625519.006440 nChanged 11 SP:Iteration 20F (20306.690000 sec): 3 clusters Score: Raw -629647.910954 + Penalty 4115.581591 = -625532.329363 nChanged 8 SP:Iteration 21Q (20306.710000 sec): 3 clusters Score: Raw -629655.820360 + Penalty 4115.581591 = -625540.238769 nChanged 6 SP:Iteration 22Q (20306.720000 sec): 3 clusters Score: Raw -629664.035187 + Penalty 4115.581591 = -625548.453596 nChanged 5 SP:Iteration 23Q (20306.730000 sec): 3 clusters Score: Raw -629673.247991 + Penalty 4115.581591 = -625557.666400 nChanged 8 SP:Iteration 24Q (20306.740000 sec): 3 clusters Score: Raw -629684.645621 + Penalty 4115.581591 = -625569.064031 nChanged 6 SP:Iteration 25Q (20306.750000 sec): 3 clusters Score: Raw -629689.532349 + Penalty 4115.581591 = -625573.950758 nChanged 2 SP:Iteration 26Q (20306.770000 sec): 3 clusters Score: Raw -629691.384892 + Penalty 4115.581591 = -625575.803302 nChanged 0 SP:Iteration 27F (20306.780000 sec): 3 clusters Score: Raw -629691.384892 + Penalty 4115.581591 = -625575.803302 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 36 (37769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20306.940000 sec): 2 clusters Score: Raw -6345530.912767 + Penalty 2613.732497 = -6342917.180270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20307.090000 sec): 3 clusters Score: Raw -6322555.995463 + Penalty 5227.464994 = -6317328.530469 nChanged 17094 SP:Iteration 1F (20307.250000 sec): 3 clusters Score: Raw -6331710.501201 + Penalty 5227.464994 = -6326483.036207 nChanged 1591 SP:Iteration 2Q (20307.400000 sec): 3 clusters Score: Raw -6332141.465818 + Penalty 5227.464994 = -6326914.000824 nChanged 1362 SP:Iteration 3Q (20307.550000 sec): 3 clusters Score: Raw -6332494.390866 + Penalty 5227.464994 = -6327266.925872 nChanged 1265 SP:Iteration 4Q (20307.710000 sec): 3 clusters Score: Raw -6332858.758541 + Penalty 5227.464994 = -6327631.293547 nChanged 1291 SP:Iteration 5Q (20307.870000 sec): 3 clusters Score: Raw -6333270.630746 + Penalty 5227.464994 = -6328043.165752 nChanged 1457 SP:Iteration 6Q (20308.020000 sec): 3 clusters Score: Raw -6333843.428318 + Penalty 5227.464994 = -6328615.963324 nChanged 1799 SP:Iteration 7Q (20308.180000 sec): 3 clusters Score: Raw -6334703.214556 + Penalty 5227.464994 = -6329475.749562 nChanged 2202 SP:Iteration 8F (20308.330000 sec): 3 clusters Score: Raw -6336082.208560 + Penalty 5227.464994 = -6330854.743566 nChanged 2839 SP:Iteration 9F (20308.480000 sec): 3 clusters Score: Raw -6338371.089633 + Penalty 5227.464994 = -6333143.624639 nChanged 3016 SP:Iteration 10F (20308.630000 sec): 3 clusters Score: Raw -6341243.835896 + Penalty 5227.464994 = -6336016.370902 nChanged 2417 SP:Iteration 11F (20308.790000 sec): 3 clusters Score: Raw -6343697.811702 + Penalty 5227.464994 = -6338470.346708 nChanged 1273 SP:Iteration 12Q (20308.930000 sec): 3 clusters Score: Raw -6344961.462023 + Penalty 5227.464994 = -6339733.997029 nChanged 478 SP:Iteration 13Q (20309.050000 sec): 3 clusters Score: Raw -6345468.374568 + Penalty 5227.464994 = -6340240.909574 nChanged 137 SP:Iteration 14Q (20309.160000 sec): 3 clusters Score: Raw -6345646.921784 + Penalty 5227.464994 = -6340419.456790 nChanged 64 SP:Iteration 15Q (20309.270000 sec): 3 clusters Score: Raw -6345750.046741 + Penalty 5227.464994 = -6340522.581747 nChanged 25 SP:Iteration 16Q (20309.380000 sec): 3 clusters Score: Raw -6345790.765757 + Penalty 5227.464994 = -6340563.300763 nChanged 21 SP:Iteration 17Q (20309.490000 sec): 3 clusters Score: Raw -6345820.553657 + Penalty 5227.464994 = -6340593.088663 nChanged 12 SP:Iteration 18Q (20309.590000 sec): 3 clusters Score: Raw -6345839.189794 + Penalty 5227.464994 = -6340611.724801 nChanged 8 SP:Iteration 19Q (20309.700000 sec): 3 clusters Score: Raw -6345851.645223 + Penalty 5227.464994 = -6340624.180229 nChanged 2 SP:Iteration 20F (20309.850000 sec): 3 clusters Score: Raw -6345854.004516 + Penalty 5227.464994 = -6340626.539522 nChanged 2 SP:Iteration 21Q (20309.950000 sec): 3 clusters Score: Raw -6345855.884480 + Penalty 5227.464994 = -6340628.419486 nChanged 4 SP:Iteration 22Q (20310.060000 sec): 3 clusters Score: Raw -6345860.437497 + Penalty 5227.464994 = -6340632.972503 nChanged 3 SP:Iteration 23Q (20310.170000 sec): 3 clusters Score: Raw -6345863.867581 + Penalty 5227.464994 = -6340636.402587 nChanged 0 SP:Iteration 24F (20310.320000 sec): 3 clusters Score: Raw -6345863.867581 + Penalty 5227.464994 = -6340636.402587 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 37 (4427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20310.350000 sec): 2 clusters Score: Raw -691122.272141 + Penalty 2082.078403 = -689040.193738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20310.370000 sec): 3 clusters Score: Raw -689026.212318 + Penalty 4164.156807 = -684862.055512 nChanged 1656 SP:Iteration 1F (20310.390000 sec): 3 clusters Score: Raw -690027.943637 + Penalty 4164.156807 = -685863.786830 nChanged 365 SP:Iteration 2F (20310.410000 sec): 3 clusters Score: Raw -690328.393050 + Penalty 4164.156807 = -686164.236243 nChanged 295 SP:Iteration 3F (20310.430000 sec): 3 clusters Score: Raw -690614.192949 + Penalty 4164.156807 = -686450.036142 nChanged 295 SP:Iteration 4F (20310.440000 sec): 3 clusters Score: Raw -690944.534541 + Penalty 4164.156807 = -686780.377735 nChanged 290 SP:Iteration 5F (20310.460000 sec): 3 clusters Score: Raw -691311.861084 + Penalty 4164.156807 = -687147.704277 nChanged 304 SP:Iteration 6F (20310.480000 sec): 3 clusters Score: Raw -691680.898208 + Penalty 4164.156807 = -687516.741401 nChanged 257 SP:Iteration 7F (20310.490000 sec): 3 clusters Score: Raw -691939.738218 + Penalty 4164.156807 = -687775.581411 nChanged 212 SP:Iteration 8Q (20310.510000 sec): 3 clusters Score: Raw -692134.454313 + Penalty 4164.156807 = -687970.297506 nChanged 143 SP:Iteration 9Q (20310.530000 sec): 3 clusters Score: Raw -692228.122447 + Penalty 4164.156807 = -688063.965641 nChanged 64 SP:Iteration 10Q (20310.540000 sec): 3 clusters Score: Raw -692271.313779 + Penalty 4164.156807 = -688107.156972 nChanged 48 SP:Iteration 11Q (20310.560000 sec): 3 clusters Score: Raw -692301.291022 + Penalty 4164.156807 = -688137.134215 nChanged 33 SP:Iteration 12Q (20310.580000 sec): 3 clusters Score: Raw -692320.979282 + Penalty 4164.156807 = -688156.822476 nChanged 30 SP:Iteration 13Q (20310.590000 sec): 3 clusters Score: Raw -692336.913611 + Penalty 4164.156807 = -688172.756804 nChanged 31 SP:Iteration 14Q (20310.610000 sec): 3 clusters Score: Raw -692354.014730 + Penalty 4164.156807 = -688189.857923 nChanged 25 SP:Iteration 15Q (20310.630000 sec): 3 clusters Score: Raw -692370.888393 + Penalty 4164.156807 = -688206.731587 nChanged 23 SP:Iteration 16Q (20310.640000 sec): 3 clusters Score: Raw -692384.392377 + Penalty 4164.156807 = -688220.235571 nChanged 28 SP:Iteration 17Q (20310.660000 sec): 3 clusters Score: Raw -692401.092229 + Penalty 4164.156807 = -688236.935422 nChanged 22 SP:Iteration 18Q (20310.670000 sec): 3 clusters Score: Raw -692411.335141 + Penalty 4164.156807 = -688247.178334 nChanged 20 SP:Iteration 19Q (20310.690000 sec): 3 clusters Score: Raw -692423.884590 + Penalty 4164.156807 = -688259.727783 nChanged 17 SP:Iteration 20F (20310.710000 sec): 3 clusters Score: Raw -692431.697725 + Penalty 4164.156807 = -688267.540919 nChanged 11 SP:Iteration 21Q (20310.730000 sec): 3 clusters Score: Raw -692436.359914 + Penalty 4164.156807 = -688272.203107 nChanged 10 SP:Iteration 22Q (20310.740000 sec): 3 clusters Score: Raw -692441.309293 + Penalty 4164.156807 = -688277.152487 nChanged 9 SP:Iteration 23Q (20310.760000 sec): 3 clusters Score: Raw -692444.112259 + Penalty 4164.156807 = -688279.955453 nChanged 9 SP:Iteration 24Q (20310.770000 sec): 3 clusters Score: Raw -692447.603229 + Penalty 4164.156807 = -688283.446422 nChanged 5 SP:Iteration 25Q (20310.790000 sec): 3 clusters Score: Raw -692448.832331 + Penalty 4164.156807 = -688284.675525 nChanged 1 SP:Iteration 26Q (20310.810000 sec): 3 clusters Score: Raw -692448.973094 + Penalty 4164.156807 = -688284.816288 nChanged 0 SP:Iteration 27F (20310.820000 sec): 3 clusters Score: Raw -692448.973094 + Penalty 4164.156807 = -688284.816288 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 38 (3414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20310.840000 sec): 2 clusters Score: Raw -515169.909150 + Penalty 2017.638696 = -513152.270454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20310.850000 sec): 3 clusters Score: Raw -513676.490406 + Penalty 4035.277392 = -509641.213014 nChanged 1207 SP:Iteration 1F (20310.870000 sec): 3 clusters Score: Raw -514527.519142 + Penalty 4035.277392 = -510492.241750 nChanged 297 SP:Iteration 2F (20310.880000 sec): 3 clusters Score: Raw -514855.504462 + Penalty 4035.277392 = -510820.227070 nChanged 271 SP:Iteration 3F (20310.890000 sec): 3 clusters Score: Raw -515275.541182 + Penalty 4035.277392 = -511240.263790 nChanged 267 SP:Iteration 4F (20310.910000 sec): 3 clusters Score: Raw -515776.823017 + Penalty 4035.277392 = -511741.545625 nChanged 205 SP:Iteration 5F (20310.920000 sec): 3 clusters Score: Raw -516087.463860 + Penalty 4035.277392 = -512052.186468 nChanged 171 SP:Iteration 6F (20310.930000 sec): 3 clusters Score: Raw -516283.802785 + Penalty 4035.277392 = -512248.525393 nChanged 115 SP:Iteration 7Q (20310.950000 sec): 3 clusters Score: Raw -516393.110792 + Penalty 4035.277392 = -512357.833400 nChanged 77 SP:Iteration 8Q (20310.960000 sec): 3 clusters Score: Raw -516455.849100 + Penalty 4035.277392 = -512420.571708 nChanged 59 SP:Iteration 9Q (20310.970000 sec): 3 clusters Score: Raw -516500.640772 + Penalty 4035.277392 = -512465.363380 nChanged 33 SP:Iteration 10Q (20310.980000 sec): 3 clusters Score: Raw -516524.995596 + Penalty 4035.277392 = -512489.718204 nChanged 30 SP:Iteration 11Q (20310.990000 sec): 3 clusters Score: Raw -516542.965402 + Penalty 4035.277392 = -512507.688010 nChanged 20 SP:Iteration 12Q (20311.010000 sec): 3 clusters Score: Raw -516554.251066 + Penalty 4035.277392 = -512518.973674 nChanged 16 SP:Iteration 13Q (20311.020000 sec): 3 clusters Score: Raw -516562.261251 + Penalty 4035.277392 = -512526.983859 nChanged 17 SP:Iteration 14Q (20311.030000 sec): 3 clusters Score: Raw -516573.497480 + Penalty 4035.277392 = -512538.220088 nChanged 17 SP:Iteration 15Q (20311.040000 sec): 3 clusters Score: Raw -516582.893245 + Penalty 4035.277392 = -512547.615853 nChanged 15 SP:Iteration 16Q (20311.050000 sec): 3 clusters Score: Raw -516591.282637 + Penalty 4035.277392 = -512556.005245 nChanged 13 SP:Iteration 17Q (20311.070000 sec): 3 clusters Score: Raw -516597.163925 + Penalty 4035.277392 = -512561.886532 nChanged 9 SP:Iteration 18Q (20311.080000 sec): 3 clusters Score: Raw -516601.025152 + Penalty 4035.277392 = -512565.747760 nChanged 4 SP:Iteration 19Q (20311.090000 sec): 3 clusters Score: Raw -516602.387944 + Penalty 4035.277392 = -512567.110552 nChanged 3 SP:Iteration 20F (20311.100000 sec): 3 clusters Score: Raw -516603.523340 + Penalty 4035.277392 = -512568.245948 nChanged 1 SP:Iteration 21Q (20311.110000 sec): 3 clusters Score: Raw -516603.780023 + Penalty 4035.277392 = -512568.502631 nChanged 1 SP:Iteration 22Q (20311.130000 sec): 3 clusters Score: Raw -516604.234858 + Penalty 4035.277392 = -512568.957466 nChanged 0 SP:Iteration 23F (20311.140000 sec): 3 clusters Score: Raw -516604.234858 + Penalty 4035.277392 = -512568.957466 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 39 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20311.150000 sec): 2 clusters Score: Raw -61114.396099 + Penalty 1460.441734 = -59653.954365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20311.150000 sec): 3 clusters Score: Raw -61296.395936 + Penalty 2920.883467 = -58375.512469 nChanged 53 SP:Iteration 1F (20311.150000 sec): 3 clusters Score: Raw -61424.343861 + Penalty 2920.883467 = -58503.460393 nChanged 16 SP:Iteration 2Q (20311.150000 sec): 3 clusters Score: Raw -61466.129909 + Penalty 2920.883467 = -58545.246441 nChanged 6 SP:Iteration 3Q (20311.150000 sec): 3 clusters Score: Raw -61493.303840 + Penalty 2920.883467 = -58572.420372 nChanged 3 SP:Iteration 4Q (20311.150000 sec): 3 clusters Score: Raw -61508.382849 + Penalty 2920.883467 = -58587.499382 nChanged 1 SP:Iteration 5Q (20311.160000 sec): 3 clusters Score: Raw -61508.958993 + Penalty 2920.883467 = -58588.075526 nChanged 1 SP:Iteration 6Q (20311.160000 sec): 3 clusters Score: Raw -61512.990853 + Penalty 2920.883467 = -58592.107385 nChanged 1 SP:Iteration 7Q (20311.160000 sec): 3 clusters Score: Raw -61516.299341 + Penalty 2920.883467 = -58595.415874 nChanged 2 SP:Iteration 8Q (20311.160000 sec): 3 clusters Score: Raw -61519.616240 + Penalty 2920.883467 = -58598.732772 nChanged 0 SP:Iteration 9F (20311.160000 sec): 3 clusters Score: Raw -61519.616240 + Penalty 2920.883467 = -58598.732772 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 40 (181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20311.170000 sec): 2 clusters Score: Raw -21579.921666 + Penalty 1289.227264 = -20290.694402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20311.170000 sec): 3 clusters Score: Raw -21942.905606 + Penalty 2578.454528 = -19364.451079 nChanged 29 SP:Iteration 1F (20311.170000 sec): 3 clusters Score: Raw -22144.685518 + Penalty 2578.454528 = -19566.230990 nChanged 7 SP:Iteration 2Q (20311.170000 sec): 3 clusters Score: Raw -22221.584829 + Penalty 2578.454528 = -19643.130301 nChanged 6 SP:Iteration 3Q (20311.170000 sec): 3 clusters Score: Raw -22335.810348 + Penalty 2578.454528 = -19757.355820 nChanged 3 SP:Iteration 4Q (20311.170000 sec): 3 clusters Score: Raw -22365.210414 + Penalty 2578.454528 = -19786.755886 nChanged 3 SP:Iteration 5Q (20311.170000 sec): 3 clusters Score: Raw -22433.321692 + Penalty 2578.454528 = -19854.867164 nChanged 2 SP:Iteration 6Q (20311.170000 sec): 3 clusters Score: Raw -22492.347226 + Penalty 2578.454528 = -19913.892698 nChanged 1 SP:Iteration 7Q (20311.170000 sec): 3 clusters Score: Raw -22526.444263 + Penalty 2578.454528 = -19947.989736 nChanged 0 SP:Iteration 8F (20311.170000 sec): 3 clusters Score: Raw -22526.444263 + Penalty 2578.454528 = -19947.989736 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 41 (8923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20311.210000 sec): 2 clusters Score: Raw -1440335.335681 + Penalty 2255.904098 = -1438079.431583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20311.250000 sec): 3 clusters Score: Raw -1435690.249096 + Penalty 4511.808196 = -1431178.440900 nChanged 3608 SP:Iteration 1F (20311.290000 sec): 3 clusters Score: Raw -1437701.727674 + Penalty 4511.808196 = -1433189.919478 nChanged 601 SP:Iteration 2F (20311.320000 sec): 3 clusters Score: Raw -1438042.682710 + Penalty 4511.808196 = -1433530.874514 nChanged 514 SP:Iteration 3F (20311.350000 sec): 3 clusters Score: Raw -1438350.785336 + Penalty 4511.808196 = -1433838.977140 nChanged 489 SP:Iteration 4F (20311.390000 sec): 3 clusters Score: Raw -1438671.819545 + Penalty 4511.808196 = -1434160.011349 nChanged 505 SP:Iteration 5F (20311.430000 sec): 3 clusters Score: Raw -1438997.032746 + Penalty 4511.808196 = -1434485.224550 nChanged 460 SP:Iteration 6F (20311.460000 sec): 3 clusters Score: Raw -1439307.592310 + Penalty 4511.808196 = -1434795.784114 nChanged 406 SP:Iteration 7Q (20311.490000 sec): 3 clusters Score: Raw -1439565.391574 + Penalty 4511.808196 = -1435053.583378 nChanged 360 SP:Iteration 8Q (20311.530000 sec): 3 clusters Score: Raw -1439783.636339 + Penalty 4511.808196 = -1435271.828143 nChanged 303 SP:Iteration 9Q (20311.560000 sec): 3 clusters Score: Raw -1439936.247222 + Penalty 4511.808196 = -1435424.439026 nChanged 217 SP:Iteration 10Q (20311.600000 sec): 3 clusters Score: Raw -1440040.176690 + Penalty 4511.808196 = -1435528.368494 nChanged 153 SP:Iteration 11Q (20311.630000 sec): 3 clusters Score: Raw -1440101.897493 + Penalty 4511.808196 = -1435590.089297 nChanged 113 SP:Iteration 12Q (20311.670000 sec): 3 clusters Score: Raw -1440141.646559 + Penalty 4511.808196 = -1435629.838363 nChanged 87 SP:Iteration 13Q (20311.700000 sec): 3 clusters Score: Raw -1440167.409733 + Penalty 4511.808196 = -1435655.601537 nChanged 72 SP:Iteration 14Q (20311.740000 sec): 3 clusters Score: Raw -1440190.958366 + Penalty 4511.808196 = -1435679.150170 nChanged 71 SP:Iteration 15Q (20311.770000 sec): 3 clusters Score: Raw -1440216.026755 + Penalty 4511.808196 = -1435704.218559 nChanged 64 SP:Iteration 16Q (20311.810000 sec): 3 clusters Score: Raw -1440237.176582 + Penalty 4511.808196 = -1435725.368386 nChanged 55 SP:Iteration 17Q (20311.840000 sec): 3 clusters Score: Raw -1440254.443719 + Penalty 4511.808196 = -1435742.635523 nChanged 47 SP:Iteration 18Q (20311.870000 sec): 3 clusters Score: Raw -1440272.864830 + Penalty 4511.808196 = -1435761.056634 nChanged 56 SP:Iteration 19Q (20311.910000 sec): 3 clusters Score: Raw -1440293.874361 + Penalty 4511.808196 = -1435782.066165 nChanged 54 SP:Iteration 20F (20311.950000 sec): 3 clusters Score: Raw -1440313.790482 + Penalty 4511.808196 = -1435801.982286 nChanged 57 SP:Iteration 21Q (20311.980000 sec): 3 clusters Score: Raw -1440336.822563 + Penalty 4511.808196 = -1435825.014367 nChanged 64 SP:Iteration 22Q (20312.010000 sec): 3 clusters Score: Raw -1440362.437982 + Penalty 4511.808196 = -1435850.629786 nChanged 66 SP:Iteration 23Q (20312.050000 sec): 3 clusters Score: Raw -1440389.036178 + Penalty 4511.808196 = -1435877.227982 nChanged 68 SP:Iteration 24Q (20312.080000 sec): 3 clusters Score: Raw -1440417.578481 + Penalty 4511.808196 = -1435905.770285 nChanged 62 SP:Iteration 25Q (20312.110000 sec): 3 clusters Score: Raw -1440444.248347 + Penalty 4511.808196 = -1435932.440151 nChanged 65 SP:Iteration 26Q (20312.150000 sec): 3 clusters Score: Raw -1440472.387441 + Penalty 4511.808196 = -1435960.579245 nChanged 64 SP:Iteration 27Q (20312.180000 sec): 3 clusters Score: Raw -1440501.268171 + Penalty 4511.808196 = -1435989.459975 nChanged 50 SP:Iteration 28Q (20312.220000 sec): 3 clusters Score: Raw -1440522.510213 + Penalty 4511.808196 = -1436010.702017 nChanged 44 SP:Iteration 29Q (20312.250000 sec): 3 clusters Score: Raw -1440540.753059 + Penalty 4511.808196 = -1436028.944863 nChanged 39 SP:Iteration 30Q (20312.290000 sec): 3 clusters Score: Raw -1440554.381183 + Penalty 4511.808196 = -1436042.572987 nChanged 39 SP:Iteration 31Q (20312.320000 sec): 3 clusters Score: Raw -1440572.196430 + Penalty 4511.808196 = -1436060.388234 nChanged 38 SP:Iteration 32Q (20312.350000 sec): 3 clusters Score: Raw -1440588.504380 + Penalty 4511.808196 = -1436076.696184 nChanged 29 SP:Iteration 33Q (20312.390000 sec): 3 clusters Score: Raw -1440601.801975 + Penalty 4511.808196 = -1436089.993779 nChanged 29 SP:Iteration 34Q (20312.420000 sec): 3 clusters Score: Raw -1440613.864243 + Penalty 4511.808196 = -1436102.056047 nChanged 32 SP:Iteration 35Q (20312.450000 sec): 3 clusters Score: Raw -1440628.441234 + Penalty 4511.808196 = -1436116.633038 nChanged 25 SP:Iteration 36Q (20312.480000 sec): 3 clusters Score: Raw -1440642.672135 + Penalty 4511.808196 = -1436130.863939 nChanged 26 SP:Iteration 37Q (20312.520000 sec): 3 clusters Score: Raw -1440656.377112 + Penalty 4511.808196 = -1436144.568916 nChanged 27 SP:Iteration 38Q (20312.550000 sec): 3 clusters Score: Raw -1440671.570272 + Penalty 4511.808196 = -1436159.762076 nChanged 27 SP:Iteration 39Q (20312.580000 sec): 3 clusters Score: Raw -1440687.308928 + Penalty 4511.808196 = -1436175.500732 nChanged 32 SP:Iteration 40F (20312.620000 sec): 3 clusters Score: Raw -1440703.980014 + Penalty 4511.808196 = -1436192.171818 nChanged 26 SP:Iteration 41Q (20312.650000 sec): 3 clusters Score: Raw -1440721.099484 + Penalty 4511.808196 = -1436209.291288 nChanged 36 SP:Iteration 42Q (20312.680000 sec): 3 clusters Score: Raw -1440748.328836 + Penalty 4511.808196 = -1436236.520640 nChanged 29 SP:Iteration 43Q (20312.710000 sec): 3 clusters Score: Raw -1440765.944873 + Penalty 4511.808196 = -1436254.136677 nChanged 26 SP:Iteration 44Q (20312.740000 sec): 3 clusters Score: Raw -1440781.766121 + Penalty 4511.808196 = -1436269.957925 nChanged 22 SP:Iteration 45Q (20312.770000 sec): 3 clusters Score: Raw -1440795.329072 + Penalty 4511.808196 = -1436283.520876 nChanged 21 SP:Iteration 46Q (20312.810000 sec): 3 clusters Score: Raw -1440808.772396 + Penalty 4511.808196 = -1436296.964200 nChanged 16 SP:Iteration 47Q (20312.830000 sec): 3 clusters Score: Raw -1440816.088524 + Penalty 4511.808196 = -1436304.280328 nChanged 11 SP:Iteration 48Q (20312.870000 sec): 3 clusters Score: Raw -1440822.949882 + Penalty 4511.808196 = -1436311.141686 nChanged 8 SP:Iteration 49Q (20312.890000 sec): 3 clusters Score: Raw -1440828.072132 + Penalty 4511.808196 = -1436316.263936 nChanged 9 SP:Iteration 50Q (20312.930000 sec): 3 clusters Score: Raw -1440834.135103 + Penalty 4511.808196 = -1436322.326907 nChanged 11 SP:Iteration 51Q (20312.950000 sec): 3 clusters Score: Raw -1440839.386481 + Penalty 4511.808196 = -1436327.578285 nChanged 9 SP:Iteration 52Q (20312.990000 sec): 3 clusters Score: Raw -1440844.984330 + Penalty 4511.808196 = -1436333.176134 nChanged 10 SP:Iteration 53Q (20313.010000 sec): 3 clusters Score: Raw -1440850.165478 + Penalty 4511.808196 = -1436338.357282 nChanged 9 SP:Iteration 54Q (20313.050000 sec): 3 clusters Score: Raw -1440855.085552 + Penalty 4511.808196 = -1436343.277356 nChanged 6 SP:Iteration 55Q (20313.070000 sec): 3 clusters Score: Raw -1440858.256834 + Penalty 4511.808196 = -1436346.448638 nChanged 6 SP:Iteration 56Q (20313.100000 sec): 3 clusters Score: Raw -1440861.071210 + Penalty 4511.808196 = -1436349.263014 nChanged 3 SP:Iteration 57Q (20313.130000 sec): 3 clusters Score: Raw -1440862.354305 + Penalty 4511.808196 = -1436350.546109 nChanged 1 SP:Iteration 58Q (20313.160000 sec): 3 clusters Score: Raw -1440862.835692 + Penalty 4511.808196 = -1436351.027496 nChanged 1 SP:Iteration 59Q (20313.190000 sec): 3 clusters Score: Raw -1440863.143084 + Penalty 4511.808196 = -1436351.334888 nChanged 0 SP:Iteration 60F (20313.230000 sec): 3 clusters Score: Raw -1440863.143084 + Penalty 4511.808196 = -1436351.334888 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 42 (690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20313.240000 sec): 2 clusters Score: Raw -105882.437996 + Penalty 1621.099516 = -104261.338480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20313.240000 sec): 3 clusters Score: Raw -105787.000390 + Penalty 3242.199032 = -102544.801358 nChanged 139 SP:Iteration 1F (20313.240000 sec): 3 clusters Score: Raw -105966.544336 + Penalty 3242.199032 = -102724.345304 nChanged 37 SP:Iteration 2F (20313.250000 sec): 3 clusters Score: Raw -106027.040221 + Penalty 3242.199032 = -102784.841189 nChanged 13 SP:Iteration 3Q (20313.250000 sec): 3 clusters Score: Raw -106051.192198 + Penalty 3242.199032 = -102808.993166 nChanged 14 SP:Iteration 4Q (20313.250000 sec): 3 clusters Score: Raw -106076.339827 + Penalty 3242.199032 = -102834.140794 nChanged 6 SP:Iteration 5Q (20313.250000 sec): 3 clusters Score: Raw -106085.676989 + Penalty 3242.199032 = -102843.477956 nChanged 2 SP:Iteration 6Q (20313.260000 sec): 3 clusters Score: Raw -106090.497894 + Penalty 3242.199032 = -102848.298861 nChanged 6 SP:Iteration 7Q (20313.260000 sec): 3 clusters Score: Raw -106100.673727 + Penalty 3242.199032 = -102858.474695 nChanged 6 SP:Iteration 8Q (20313.260000 sec): 3 clusters Score: Raw -106109.363675 + Penalty 3242.199032 = -102867.164643 nChanged 0 SP:Iteration 9F (20313.270000 sec): 3 clusters Score: Raw -106109.363675 + Penalty 3242.199032 = -102867.164643 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 43 (13340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20313.320000 sec): 2 clusters Score: Raw -2241902.111292 + Penalty 2355.633535 = -2239546.477757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20313.370000 sec): 3 clusters Score: Raw -2234430.348763 + Penalty 4711.267070 = -2229719.081693 nChanged 5727 SP:Iteration 1F (20313.430000 sec): 3 clusters Score: Raw -2237584.175587 + Penalty 4711.267070 = -2232872.908517 nChanged 918 SP:Iteration 2F (20313.480000 sec): 3 clusters Score: Raw -2238100.045064 + Penalty 4711.267070 = -2233388.777994 nChanged 860 SP:Iteration 3F (20313.530000 sec): 3 clusters Score: Raw -2238637.448213 + Penalty 4711.267070 = -2233926.181143 nChanged 874 SP:Iteration 4F (20313.590000 sec): 3 clusters Score: Raw -2239238.629760 + Penalty 4711.267070 = -2234527.362690 nChanged 815 SP:Iteration 5F (20313.640000 sec): 3 clusters Score: Raw -2239789.808856 + Penalty 4711.267070 = -2235078.541785 nChanged 755 SP:Iteration 6F (20313.690000 sec): 3 clusters Score: Raw -2240242.202496 + Penalty 4711.267070 = -2235530.935425 nChanged 625 SP:Iteration 7Q (20313.740000 sec): 3 clusters Score: Raw -2240610.342422 + Penalty 4711.267070 = -2235899.075351 nChanged 527 SP:Iteration 8Q (20313.790000 sec): 3 clusters Score: Raw -2240920.259161 + Penalty 4711.267070 = -2236208.992091 nChanged 478 SP:Iteration 9Q (20313.850000 sec): 3 clusters Score: Raw -2241211.477998 + Penalty 4711.267070 = -2236500.210927 nChanged 365 SP:Iteration 10Q (20313.900000 sec): 3 clusters Score: Raw -2241430.744655 + Penalty 4711.267070 = -2236719.477585 nChanged 286 SP:Iteration 11Q (20313.950000 sec): 3 clusters Score: Raw -2241598.101763 + Penalty 4711.267070 = -2236886.834693 nChanged 236 SP:Iteration 12Q (20314.000000 sec): 3 clusters Score: Raw -2241712.103160 + Penalty 4711.267070 = -2237000.836090 nChanged 191 SP:Iteration 13Q (20314.050000 sec): 3 clusters Score: Raw -2241820.276529 + Penalty 4711.267070 = -2237109.009459 nChanged 183 SP:Iteration 14Q (20314.100000 sec): 3 clusters Score: Raw -2241925.233304 + Penalty 4711.267070 = -2237213.966234 nChanged 143 SP:Iteration 15Q (20314.150000 sec): 3 clusters Score: Raw -2242001.780941 + Penalty 4711.267070 = -2237290.513870 nChanged 130 SP:Iteration 16Q (20314.200000 sec): 3 clusters Score: Raw -2242069.691566 + Penalty 4711.267070 = -2237358.424496 nChanged 111 SP:Iteration 17Q (20314.250000 sec): 3 clusters Score: Raw -2242119.236093 + Penalty 4711.267070 = -2237407.969023 nChanged 100 SP:Iteration 18Q (20314.290000 sec): 3 clusters Score: Raw -2242159.814299 + Penalty 4711.267070 = -2237448.547228 nChanged 76 SP:Iteration 19Q (20314.340000 sec): 3 clusters Score: Raw -2242188.957791 + Penalty 4711.267070 = -2237477.690720 nChanged 68 SP:Iteration 20F (20314.390000 sec): 3 clusters Score: Raw -2242215.503365 + Penalty 4711.267070 = -2237504.236295 nChanged 51 SP:Iteration 21Q (20314.440000 sec): 3 clusters Score: Raw -2242232.368705 + Penalty 4711.267070 = -2237521.101634 nChanged 42 SP:Iteration 22Q (20314.480000 sec): 3 clusters Score: Raw -2242246.839968 + Penalty 4711.267070 = -2237535.572897 nChanged 37 SP:Iteration 23Q (20314.530000 sec): 3 clusters Score: Raw -2242261.446785 + Penalty 4711.267070 = -2237550.179714 nChanged 35 SP:Iteration 24Q (20314.570000 sec): 3 clusters Score: Raw -2242275.212726 + Penalty 4711.267070 = -2237563.945656 nChanged 38 SP:Iteration 25Q (20314.620000 sec): 3 clusters Score: Raw -2242287.813055 + Penalty 4711.267070 = -2237576.545985 nChanged 27 SP:Iteration 26Q (20314.660000 sec): 3 clusters Score: Raw -2242297.252562 + Penalty 4711.267070 = -2237585.985492 nChanged 25 SP:Iteration 27Q (20314.710000 sec): 3 clusters Score: Raw -2242305.320140 + Penalty 4711.267070 = -2237594.053070 nChanged 22 SP:Iteration 28Q (20314.750000 sec): 3 clusters Score: Raw -2242313.601388 + Penalty 4711.267070 = -2237602.334317 nChanged 15 SP:Iteration 29Q (20314.790000 sec): 3 clusters Score: Raw -2242320.655545 + Penalty 4711.267070 = -2237609.388475 nChanged 26 SP:Iteration 30Q (20314.840000 sec): 3 clusters Score: Raw -2242332.445495 + Penalty 4711.267070 = -2237621.178425 nChanged 30 SP:Iteration 31Q (20314.880000 sec): 3 clusters Score: Raw -2242341.719673 + Penalty 4711.267070 = -2237630.452602 nChanged 21 SP:Iteration 32Q (20314.930000 sec): 3 clusters Score: Raw -2242346.225466 + Penalty 4711.267070 = -2237634.958396 nChanged 14 SP:Iteration 33Q (20314.970000 sec): 3 clusters Score: Raw -2242349.964682 + Penalty 4711.267070 = -2237638.697612 nChanged 12 SP:Iteration 34Q (20315.010000 sec): 3 clusters Score: Raw -2242352.984346 + Penalty 4711.267070 = -2237641.717275 nChanged 8 SP:Iteration 35Q (20315.060000 sec): 3 clusters Score: Raw -2242355.837690 + Penalty 4711.267070 = -2237644.570620 nChanged 6 SP:Iteration 36Q (20315.100000 sec): 3 clusters Score: Raw -2242357.350490 + Penalty 4711.267070 = -2237646.083420 nChanged 2 SP:Iteration 37Q (20315.150000 sec): 3 clusters Score: Raw -2242358.881413 + Penalty 4711.267070 = -2237647.614343 nChanged 7 SP:Iteration 38Q (20315.190000 sec): 3 clusters Score: Raw -2242360.760177 + Penalty 4711.267070 = -2237649.493106 nChanged 5 SP:Iteration 39Q (20315.230000 sec): 3 clusters Score: Raw -2242362.130707 + Penalty 4711.267070 = -2237650.863637 nChanged 4 SP:Iteration 40F (20315.280000 sec): 3 clusters Score: Raw -2242363.257402 + Penalty 4711.267070 = -2237651.990331 nChanged 6 SP:Iteration 41Q (20315.330000 sec): 3 clusters Score: Raw -2242364.203149 + Penalty 4711.267070 = -2237652.936079 nChanged 5 SP:Iteration 42Q (20315.370000 sec): 3 clusters Score: Raw -2242365.216996 + Penalty 4711.267070 = -2237653.949926 nChanged 3 SP:Iteration 43Q (20315.410000 sec): 3 clusters Score: Raw -2242365.785597 + Penalty 4711.267070 = -2237654.518526 nChanged 3 SP:Iteration 44Q (20315.460000 sec): 3 clusters Score: Raw -2242366.234191 + Penalty 4711.267070 = -2237654.967120 nChanged 2 SP:Iteration 45Q (20315.510000 sec): 3 clusters Score: Raw -2242366.421728 + Penalty 4711.267070 = -2237655.154658 nChanged 0 SP:Iteration 46F (20315.560000 sec): 3 clusters Score: Raw -2242366.421728 + Penalty 4711.267070 = -2237655.154658 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 44 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20315.570000 sec): 2 clusters Score: Raw -16897.901713 + Penalty 1187.297952 = -15710.603761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20315.570000 sec): 3 clusters Score: Raw -17315.667716 + Penalty 2374.595904 = -14941.071812 nChanged 2 SP:Iteration 1Q (20315.570000 sec): 3 clusters Score: Raw -17338.036215 + Penalty 2374.595904 = -14963.440310 nChanged 0 SP:Iteration 2F (20315.570000 sec): 3 clusters Score: Raw -17338.036215 + Penalty 2374.595904 = -14963.440310 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 45 (537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20315.580000 sec): 2 clusters Score: Raw -81002.518010 + Penalty 1558.927527 = -79443.590482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20315.580000 sec): 3 clusters Score: Raw -81021.410226 + Penalty 3117.855055 = -77903.555171 nChanged 110 SP:Iteration 1F (20315.590000 sec): 3 clusters Score: Raw -81190.191572 + Penalty 3117.855055 = -78072.336517 nChanged 8 SP:Iteration 2Q (20315.590000 sec): 3 clusters Score: Raw -81208.305438 + Penalty 3117.855055 = -78090.450383 nChanged 10 SP:Iteration 3Q (20315.590000 sec): 3 clusters Score: Raw -81226.605833 + Penalty 3117.855055 = -78108.750779 nChanged 8 SP:Iteration 4Q (20315.590000 sec): 3 clusters Score: Raw -81241.531537 + Penalty 3117.855055 = -78123.676482 nChanged 5 SP:Iteration 5Q (20315.590000 sec): 3 clusters Score: Raw -81253.457162 + Penalty 3117.855055 = -78135.602108 nChanged 2 SP:Iteration 6Q (20315.600000 sec): 3 clusters Score: Raw -81258.922516 + Penalty 3117.855055 = -78141.067461 nChanged 1 SP:Iteration 7Q (20315.600000 sec): 3 clusters Score: Raw -81260.599155 + Penalty 3117.855055 = -78142.744100 nChanged 1 SP:Iteration 8Q (20315.600000 sec): 3 clusters Score: Raw -81263.345909 + Penalty 3117.855055 = -78145.490854 nChanged 0 SP:Iteration 9F (20315.600000 sec): 3 clusters Score: Raw -81263.345909 + Penalty 3117.855055 = -78145.490854 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 46 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20315.610000 sec): 2 clusters Score: Raw -18614.267093 + Penalty 1203.303505 = -17410.963587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20315.610000 sec): 3 clusters Score: Raw -18868.983986 + Penalty 2406.607011 = -16462.376975 nChanged 3 SP:Iteration 1Q (20315.610000 sec): 3 clusters Score: Raw -18891.105702 + Penalty 2406.607011 = -16484.498691 nChanged 1 SP:Iteration 2Q (20315.610000 sec): 3 clusters Score: Raw -18896.002173 + Penalty 2406.607011 = -16489.395162 nChanged 0 SP:Iteration 3F (20315.610000 sec): 3 clusters Score: Raw -18896.002173 + Penalty 2406.607011 = -16489.395162 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 47 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20315.620000 sec): 2 clusters Score: Raw -39224.621099 + Penalty 1418.637321 = -37805.983778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20315.620000 sec): 3 clusters Score: Raw -39443.516864 + Penalty 2837.274641 = -36606.242223 nChanged 62 SP:Iteration 1F (20315.620000 sec): 3 clusters Score: Raw -39663.671886 + Penalty 2837.274641 = -36826.397245 nChanged 22 SP:Iteration 2F (20315.620000 sec): 3 clusters Score: Raw -39786.963545 + Penalty 2837.274641 = -36949.688904 nChanged 9 SP:Iteration 3Q (20315.620000 sec): 3 clusters Score: Raw -39863.623961 + Penalty 2837.274641 = -37026.349320 nChanged 3 SP:Iteration 4Q (20315.620000 sec): 3 clusters Score: Raw -39891.602259 + Penalty 2837.274641 = -37054.327618 nChanged 4 SP:Iteration 5Q (20315.630000 sec): 3 clusters Score: Raw -39905.264452 + Penalty 2837.274641 = -37067.989811 nChanged 2 SP:Iteration 6Q (20315.630000 sec): 3 clusters Score: Raw -39910.617378 + Penalty 2837.274641 = -37073.342737 nChanged 0 SP:Iteration 7F (20315.630000 sec): 3 clusters Score: Raw -39910.617378 + Penalty 2837.274641 = -37073.342737 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 48 (1547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20315.640000 sec): 2 clusters Score: Raw -234722.125974 + Penalty 1821.330067 = -232900.795907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20315.640000 sec): 3 clusters Score: Raw -234258.209194 + Penalty 3642.660134 = -230615.549060 nChanged 461 SP:Iteration 1F (20315.650000 sec): 3 clusters Score: Raw -234834.093595 + Penalty 3642.660134 = -231191.433461 nChanged 162 SP:Iteration 2F (20315.650000 sec): 3 clusters Score: Raw -235145.630590 + Penalty 3642.660134 = -231502.970456 nChanged 128 SP:Iteration 3F (20315.660000 sec): 3 clusters Score: Raw -235372.808478 + Penalty 3642.660134 = -231730.148345 nChanged 93 SP:Iteration 4F (20315.670000 sec): 3 clusters Score: Raw -235519.993748 + Penalty 3642.660134 = -231877.333614 nChanged 64 SP:Iteration 5Q (20315.670000 sec): 3 clusters Score: Raw -235597.457394 + Penalty 3642.660134 = -231954.797260 nChanged 41 SP:Iteration 6Q (20315.680000 sec): 3 clusters Score: Raw -235647.932274 + Penalty 3642.660134 = -232005.272140 nChanged 27 SP:Iteration 7Q (20315.690000 sec): 3 clusters Score: Raw -235679.948644 + Penalty 3642.660134 = -232037.288510 nChanged 10 SP:Iteration 8Q (20315.690000 sec): 3 clusters Score: Raw -235692.557875 + Penalty 3642.660134 = -232049.897741 nChanged 4 SP:Iteration 9Q (20315.700000 sec): 3 clusters Score: Raw -235697.823439 + Penalty 3642.660134 = -232055.163306 nChanged 4 SP:Iteration 10Q (20315.700000 sec): 3 clusters Score: Raw -235705.857898 + Penalty 3642.660134 = -232063.197765 nChanged 8 SP:Iteration 11Q (20315.710000 sec): 3 clusters Score: Raw -235716.217312 + Penalty 3642.660134 = -232073.557178 nChanged 4 SP:Iteration 12Q (20315.710000 sec): 3 clusters Score: Raw -235719.301252 + Penalty 3642.660134 = -232076.641118 nChanged 2 SP:Iteration 13Q (20315.720000 sec): 3 clusters Score: Raw -235720.858247 + Penalty 3642.660134 = -232078.198113 nChanged 1 SP:Iteration 14Q (20315.730000 sec): 3 clusters Score: Raw -235722.040969 + Penalty 3642.660134 = -232079.380835 nChanged 1 SP:Iteration 15Q (20315.730000 sec): 3 clusters Score: Raw -235722.704980 + Penalty 3642.660134 = -232080.044846 nChanged 1 SP:Iteration 16Q (20315.740000 sec): 3 clusters Score: Raw -235725.605586 + Penalty 3642.660134 = -232082.945452 nChanged 0 SP:Iteration 17F (20315.740000 sec): 3 clusters Score: Raw -235725.605586 + Penalty 3642.660134 = -232082.945452 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 49 (33997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20315.890000 sec): 2 clusters Score: Raw -5490966.879025 + Penalty 2587.638836 = -5488379.240189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20316.030000 sec): 3 clusters Score: Raw -5470460.984779 + Penalty 5175.277672 = -5465285.707107 nChanged 15394 SP:Iteration 1F (20316.160000 sec): 3 clusters Score: Raw -5478993.972247 + Penalty 5175.277672 = -5473818.694575 nChanged 1855 SP:Iteration 2F (20316.300000 sec): 3 clusters Score: Raw -5479808.513716 + Penalty 5175.277672 = -5474633.236044 nChanged 2013 SP:Iteration 3F (20316.440000 sec): 3 clusters Score: Raw -5480937.777000 + Penalty 5175.277672 = -5475762.499328 nChanged 2324 SP:Iteration 4F (20316.580000 sec): 3 clusters Score: Raw -5482476.243547 + Penalty 5175.277672 = -5477300.965875 nChanged 2508 SP:Iteration 5F (20316.720000 sec): 3 clusters Score: Raw -5484395.059738 + Penalty 5175.277672 = -5479219.782066 nChanged 2499 SP:Iteration 6F (20316.850000 sec): 3 clusters Score: Raw -5486437.690264 + Penalty 5175.277672 = -5481262.412592 nChanged 2176 SP:Iteration 7F (20316.990000 sec): 3 clusters Score: Raw -5488164.807922 + Penalty 5175.277672 = -5482989.530250 nChanged 1630 SP:Iteration 8Q (20317.130000 sec): 3 clusters Score: Raw -5489406.444950 + Penalty 5175.277672 = -5484231.167278 nChanged 1093 SP:Iteration 9Q (20317.270000 sec): 3 clusters Score: Raw -5490229.317235 + Penalty 5175.277672 = -5485054.039563 nChanged 765 SP:Iteration 10Q (20317.400000 sec): 3 clusters Score: Raw -5490756.402611 + Penalty 5175.277672 = -5485581.124939 nChanged 592 SP:Iteration 11Q (20317.530000 sec): 3 clusters Score: Raw -5491090.335732 + Penalty 5175.277672 = -5485915.058060 nChanged 407 SP:Iteration 12Q (20317.650000 sec): 3 clusters Score: Raw -5491247.102719 + Penalty 5175.277672 = -5486071.825047 nChanged 219 SP:Iteration 13Q (20317.770000 sec): 3 clusters Score: Raw -5491318.672740 + Penalty 5175.277672 = -5486143.395068 nChanged 170 SP:Iteration 14Q (20317.890000 sec): 3 clusters Score: Raw -5491370.587582 + Penalty 5175.277672 = -5486195.309910 nChanged 130 SP:Iteration 15Q (20318.010000 sec): 3 clusters Score: Raw -5491404.407710 + Penalty 5175.277672 = -5486229.130038 nChanged 111 SP:Iteration 16Q (20318.130000 sec): 3 clusters Score: Raw -5491430.804033 + Penalty 5175.277672 = -5486255.526361 nChanged 86 SP:Iteration 17Q (20318.240000 sec): 3 clusters Score: Raw -5491445.939072 + Penalty 5175.277672 = -5486270.661400 nChanged 61 SP:Iteration 18Q (20318.360000 sec): 3 clusters Score: Raw -5491455.981081 + Penalty 5175.277672 = -5486280.703409 nChanged 52 SP:Iteration 19Q (20318.470000 sec): 3 clusters Score: Raw -5491464.086103 + Penalty 5175.277672 = -5486288.808431 nChanged 42 SP:Iteration 20F (20318.610000 sec): 3 clusters Score: Raw -5491469.672988 + Penalty 5175.277672 = -5486294.395316 nChanged 46 SP:Iteration 21Q (20318.730000 sec): 3 clusters Score: Raw -5491475.523425 + Penalty 5175.277672 = -5486300.245753 nChanged 45 SP:Iteration 22Q (20318.840000 sec): 3 clusters Score: Raw -5491480.634479 + Penalty 5175.277672 = -5486305.356807 nChanged 33 SP:Iteration 23Q (20318.950000 sec): 3 clusters Score: Raw -5491485.046461 + Penalty 5175.277672 = -5486309.768789 nChanged 32 SP:Iteration 24Q (20319.070000 sec): 3 clusters Score: Raw -5491489.063901 + Penalty 5175.277672 = -5486313.786229 nChanged 23 SP:Iteration 25Q (20319.180000 sec): 3 clusters Score: Raw -5491492.978788 + Penalty 5175.277672 = -5486317.701116 nChanged 27 SP:Iteration 26Q (20319.300000 sec): 3 clusters Score: Raw -5491496.669134 + Penalty 5175.277672 = -5486321.391462 nChanged 28 SP:Iteration 27Q (20319.410000 sec): 3 clusters Score: Raw -5491500.886609 + Penalty 5175.277672 = -5486325.608937 nChanged 29 SP:Iteration 28Q (20319.530000 sec): 3 clusters Score: Raw -5491504.288601 + Penalty 5175.277672 = -5486329.010929 nChanged 24 SP:Iteration 29Q (20319.640000 sec): 3 clusters Score: Raw -5491507.082879 + Penalty 5175.277672 = -5486331.805207 nChanged 19 SP:Iteration 30Q (20319.750000 sec): 3 clusters Score: Raw -5491509.599815 + Penalty 5175.277672 = -5486334.322143 nChanged 29 SP:Iteration 31Q (20319.870000 sec): 3 clusters Score: Raw -5491513.090417 + Penalty 5175.277672 = -5486337.812745 nChanged 25 SP:Iteration 32Q (20319.980000 sec): 3 clusters Score: Raw -5491515.420319 + Penalty 5175.277672 = -5486340.142647 nChanged 19 SP:Iteration 33Q (20320.090000 sec): 3 clusters Score: Raw -5491517.447931 + Penalty 5175.277672 = -5486342.170259 nChanged 16 SP:Iteration 34Q (20320.210000 sec): 3 clusters Score: Raw -5491519.410246 + Penalty 5175.277672 = -5486344.132574 nChanged 15 SP:Iteration 35Q (20320.320000 sec): 3 clusters Score: Raw -5491521.368924 + Penalty 5175.277672 = -5486346.091252 nChanged 20 SP:Iteration 36Q (20320.430000 sec): 3 clusters Score: Raw -5491523.751529 + Penalty 5175.277672 = -5486348.473857 nChanged 16 SP:Iteration 37Q (20320.550000 sec): 3 clusters Score: Raw -5491525.593223 + Penalty 5175.277672 = -5486350.315551 nChanged 14 SP:Iteration 38Q (20320.660000 sec): 3 clusters Score: Raw -5491527.088008 + Penalty 5175.277672 = -5486351.810336 nChanged 20 SP:Iteration 39Q (20320.770000 sec): 3 clusters Score: Raw -5491529.160344 + Penalty 5175.277672 = -5486353.882672 nChanged 22 SP:Iteration 40F (20320.910000 sec): 3 clusters Score: Raw -5491532.182281 + Penalty 5175.277672 = -5486356.904609 nChanged 19 SP:Iteration 41Q (20321.020000 sec): 3 clusters Score: Raw -5491534.544628 + Penalty 5175.277672 = -5486359.266956 nChanged 20 SP:Iteration 42Q (20321.130000 sec): 3 clusters Score: Raw -5491536.631906 + Penalty 5175.277672 = -5486361.354234 nChanged 14 SP:Iteration 43Q (20321.250000 sec): 3 clusters Score: Raw -5491538.184386 + Penalty 5175.277672 = -5486362.906714 nChanged 15 SP:Iteration 44Q (20321.360000 sec): 3 clusters Score: Raw -5491540.357704 + Penalty 5175.277672 = -5486365.080032 nChanged 20 SP:Iteration 45Q (20321.470000 sec): 3 clusters Score: Raw -5491542.594632 + Penalty 5175.277672 = -5486367.316960 nChanged 21 SP:Iteration 46Q (20321.590000 sec): 3 clusters Score: Raw -5491544.817488 + Penalty 5175.277672 = -5486369.539816 nChanged 14 SP:Iteration 47Q (20321.700000 sec): 3 clusters Score: Raw -5491545.960408 + Penalty 5175.277672 = -5486370.682736 nChanged 7 SP:Iteration 48Q (20321.810000 sec): 3 clusters Score: Raw -5491546.494699 + Penalty 5175.277672 = -5486371.217027 nChanged 4 SP:Iteration 49Q (20321.920000 sec): 3 clusters Score: Raw -5491546.712670 + Penalty 5175.277672 = -5486371.434998 nChanged 0 SP:Iteration 50F (20322.060000 sec): 3 clusters Score: Raw -5491546.712670 + Penalty 5175.277672 = -5486371.434998 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 50 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20322.080000 sec): 2 clusters Score: Raw -12696.806916 + Penalty 1189.356055 = -11507.450860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20322.080000 sec): 3 clusters Score: Raw -13209.195485 + Penalty 2378.712111 = -10830.483374 nChanged 6 SP:Iteration 1Q (20322.080000 sec): 3 clusters Score: Raw -13322.243359 + Penalty 2378.712111 = -10943.531248 nChanged 7 SP:Iteration 2F (20322.090000 sec): 3 clusters Score: Raw -13492.402106 + Penalty 2378.712111 = -11113.689996 nChanged 1 SP:Iteration 3Q (20322.090000 sec): 3 clusters Score: Raw -13509.488733 + Penalty 2378.712111 = -11130.776622 nChanged 1 SP:Iteration 4Q (20322.090000 sec): 3 clusters Score: Raw -13529.552102 + Penalty 2378.712111 = -11150.839991 nChanged 2 SP:Iteration 5Q (20322.090000 sec): 3 clusters Score: Raw -13549.219986 + Penalty 2378.712111 = -11170.507875 nChanged 2 SP:Iteration 6Q (20322.090000 sec): 3 clusters Score: Raw -13567.403820 + Penalty 2378.712111 = -11188.691709 nChanged 0 SP:Iteration 7F (20322.090000 sec): 3 clusters Score: Raw -13567.403820 + Penalty 2378.712111 = -11188.691709 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 51 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20322.090000 sec): 2 clusters Score: Raw -84802.923703 + Penalty 1572.846112 = -83230.077591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20322.090000 sec): 3 clusters Score: Raw -84780.966941 + Penalty 3145.692224 = -81635.274717 nChanged 101 SP:Iteration 1F (20322.100000 sec): 3 clusters Score: Raw -84981.033817 + Penalty 3145.692224 = -81835.341594 nChanged 28 SP:Iteration 2Q (20322.100000 sec): 3 clusters Score: Raw -85046.276901 + Penalty 3145.692224 = -81900.584677 nChanged 11 SP:Iteration 3Q (20322.100000 sec): 3 clusters Score: Raw -85070.148294 + Penalty 3145.692224 = -81924.456070 nChanged 5 SP:Iteration 4Q (20322.110000 sec): 3 clusters Score: Raw -85080.043090 + Penalty 3145.692224 = -81934.350867 nChanged 5 SP:Iteration 5Q (20322.110000 sec): 3 clusters Score: Raw -85092.701387 + Penalty 3145.692224 = -81947.009164 nChanged 4 SP:Iteration 6Q (20322.110000 sec): 3 clusters Score: Raw -85104.482070 + Penalty 3145.692224 = -81958.789847 nChanged 2 SP:Iteration 7Q (20322.110000 sec): 3 clusters Score: Raw -85107.530096 + Penalty 3145.692224 = -81961.837873 nChanged 0 SP:Iteration 8F (20322.110000 sec): 3 clusters Score: Raw -85107.530096 + Penalty 3145.692224 = -81961.837873 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 52 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20322.120000 sec): 2 clusters Score: Raw -32748.361017 + Penalty 1333.069045 = -31415.291972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20322.120000 sec): 3 clusters Score: Raw -32911.635206 + Penalty 2666.138090 = -30245.497115 nChanged 21 SP:Iteration 1F (20322.120000 sec): 3 clusters Score: Raw -33003.000201 + Penalty 2666.138090 = -30336.862111 nChanged 5 SP:Iteration 2Q (20322.120000 sec): 3 clusters Score: Raw -33030.583599 + Penalty 2666.138090 = -30364.445509 nChanged 2 SP:Iteration 3Q (20322.120000 sec): 3 clusters Score: Raw -33041.230556 + Penalty 2666.138090 = -30375.092465 nChanged 1 SP:Iteration 4Q (20322.120000 sec): 3 clusters Score: Raw -33049.005268 + Penalty 2666.138090 = -30382.867178 nChanged 1 SP:Iteration 5Q (20322.130000 sec): 3 clusters Score: Raw -33057.094883 + Penalty 2666.138090 = -30390.956793 nChanged 1 SP:Iteration 6Q (20322.130000 sec): 3 clusters Score: Raw -33061.766570 + Penalty 2666.138090 = -30395.628480 nChanged 0 SP:Iteration 7F (20322.130000 sec): 3 clusters Score: Raw -33061.766570 + Penalty 2666.138090 = -30395.628480 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 53 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20322.130000 sec): 2 clusters Score: Raw -78843.633717 + Penalty 1549.993860 = -77293.639857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20322.130000 sec): 3 clusters Score: Raw -78868.329849 + Penalty 3099.987720 = -75768.342129 nChanged 104 SP:Iteration 1F (20322.140000 sec): 3 clusters Score: Raw -79050.677385 + Penalty 3099.987720 = -75950.689665 nChanged 21 SP:Iteration 2Q (20322.140000 sec): 3 clusters Score: Raw -79093.587668 + Penalty 3099.987720 = -75993.599947 nChanged 16 SP:Iteration 3Q (20322.140000 sec): 3 clusters Score: Raw -79146.014350 + Penalty 3099.987720 = -76046.026630 nChanged 13 SP:Iteration 4Q (20322.140000 sec): 3 clusters Score: Raw -79183.928677 + Penalty 3099.987720 = -76083.940957 nChanged 5 SP:Iteration 5Q (20322.150000 sec): 3 clusters Score: Raw -79193.804550 + Penalty 3099.987720 = -76093.816829 nChanged 4 SP:Iteration 6Q (20322.150000 sec): 3 clusters Score: Raw -79200.613768 + Penalty 3099.987720 = -76100.626048 nChanged 1 SP:Iteration 7Q (20322.150000 sec): 3 clusters Score: Raw -79202.443035 + Penalty 3099.987720 = -76102.455315 nChanged 1 SP:Iteration 8Q (20322.150000 sec): 3 clusters Score: Raw -79206.114946 + Penalty 3099.987720 = -76106.127226 nChanged 1 SP:Iteration 9Q (20322.150000 sec): 3 clusters Score: Raw -79208.470235 + Penalty 3099.987720 = -76108.482515 nChanged 1 SP:Iteration 10Q (20322.150000 sec): 3 clusters Score: Raw -79210.336519 + Penalty 3099.987720 = -76110.348798 nChanged 0 SP:Iteration 11F (20322.160000 sec): 3 clusters Score: Raw -79210.336519 + Penalty 3099.987720 = -76110.348798 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 54 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20322.160000 sec): 2 clusters Score: Raw -16315.763310 + Penalty 1383.772997 = -14931.990313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20322.160000 sec): 3 clusters Score: Raw -16665.177221 + Penalty 2767.545994 = -13897.631228 nChanged 55 SP:Iteration 1F (20322.170000 sec): 3 clusters Score: Raw -16973.561667 + Penalty 2767.545994 = -14206.015674 nChanged 13 SP:Iteration 2Q (20322.170000 sec): 3 clusters Score: Raw -17060.924686 + Penalty 2767.545994 = -14293.378692 nChanged 8 SP:Iteration 3Q (20322.170000 sec): 3 clusters Score: Raw -17159.443137 + Penalty 2767.545994 = -14391.897143 nChanged 5 SP:Iteration 4Q (20322.170000 sec): 3 clusters Score: Raw -17239.490174 + Penalty 2767.545994 = -14471.944180 nChanged 6 SP:Iteration 5Q (20322.170000 sec): 3 clusters Score: Raw -17287.524978 + Penalty 2767.545994 = -14519.978984 nChanged 1 SP:Iteration 6Q (20322.170000 sec): 3 clusters Score: Raw -17307.464719 + Penalty 2767.545994 = -14539.918726 nChanged 3 SP:Iteration 7Q (20322.170000 sec): 3 clusters Score: Raw -17385.772470 + Penalty 2767.545994 = -14618.226476 nChanged 1 SP:Iteration 8Q (20322.170000 sec): 3 clusters Score: Raw -17394.985914 + Penalty 2767.545994 = -14627.439920 nChanged 0 SP:Iteration 9F (20322.170000 sec): 3 clusters Score: Raw -17394.985914 + Penalty 2767.545994 = -14627.439920 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 55 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20322.180000 sec): 2 clusters Score: Raw -40579.167008 + Penalty 1380.001061 = -39199.165947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20322.180000 sec): 3 clusters Score: Raw -40696.430179 + Penalty 2760.002122 = -37936.428057 nChanged 25 SP:Iteration 1F (20322.180000 sec): 3 clusters Score: Raw -40785.811581 + Penalty 2760.002122 = -38025.809459 nChanged 7 SP:Iteration 2Q (20322.180000 sec): 3 clusters Score: Raw -40816.884143 + Penalty 2760.002122 = -38056.882021 nChanged 2 SP:Iteration 3Q (20322.180000 sec): 3 clusters Score: Raw -40830.654091 + Penalty 2760.002122 = -38070.651969 nChanged 0 SP:Iteration 4F (20322.180000 sec): 3 clusters Score: Raw -40830.654091 + Penalty 2760.002122 = -38070.651969 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 56 (548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20322.190000 sec): 2 clusters Score: Raw -82393.720975 + Penalty 1563.956271 = -80829.764703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20322.190000 sec): 3 clusters Score: Raw -82400.574160 + Penalty 3127.912542 = -79272.661618 nChanged 107 SP:Iteration 1F (20322.190000 sec): 3 clusters Score: Raw -82623.340272 + Penalty 3127.912542 = -79495.427730 nChanged 23 SP:Iteration 2Q (20322.200000 sec): 3 clusters Score: Raw -82674.956036 + Penalty 3127.912542 = -79547.043494 nChanged 8 SP:Iteration 3Q (20322.200000 sec): 3 clusters Score: Raw -82691.188233 + Penalty 3127.912542 = -79563.275691 nChanged 3 SP:Iteration 4Q (20322.200000 sec): 3 clusters Score: Raw -82700.241354 + Penalty 3127.912542 = -79572.328811 nChanged 3 SP:Iteration 5Q (20322.200000 sec): 3 clusters Score: Raw -82707.155648 + Penalty 3127.912542 = -79579.243106 nChanged 3 SP:Iteration 6Q (20322.210000 sec): 3 clusters Score: Raw -82715.496490 + Penalty 3127.912542 = -79587.583948 nChanged 1 SP:Iteration 7Q (20322.210000 sec): 3 clusters Score: Raw -82716.915184 + Penalty 3127.912542 = -79589.002641 nChanged 0 SP:Iteration 8F (20322.210000 sec): 3 clusters Score: Raw -82716.915184 + Penalty 3127.912542 = -79589.002641 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 57 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20322.210000 sec): 2 clusters Score: Raw -47369.713188 + Penalty 1428.988743 = -45940.724445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20322.210000 sec): 3 clusters Score: Raw -47503.860328 + Penalty 2857.977486 = -44645.882842 nChanged 40 SP:Iteration 1F (20322.210000 sec): 3 clusters Score: Raw -47617.285432 + Penalty 2857.977486 = -44759.307946 nChanged 11 SP:Iteration 2Q (20322.210000 sec): 3 clusters Score: Raw -47654.068711 + Penalty 2857.977486 = -44796.091225 nChanged 7 SP:Iteration 3Q (20322.210000 sec): 3 clusters Score: Raw -47687.676640 + Penalty 2857.977486 = -44829.699154 nChanged 4 SP:Iteration 4Q (20322.220000 sec): 3 clusters Score: Raw -47703.839450 + Penalty 2857.977486 = -44845.861964 nChanged 2 SP:Iteration 5Q (20322.220000 sec): 3 clusters Score: Raw -47715.538099 + Penalty 2857.977486 = -44857.560613 nChanged 2 SP:Iteration 6Q (20322.220000 sec): 3 clusters Score: Raw -47728.975561 + Penalty 2857.977486 = -44870.998076 nChanged 4 SP:Iteration 7Q (20322.220000 sec): 3 clusters Score: Raw -47749.889190 + Penalty 2857.977486 = -44891.911704 nChanged 3 SP:Iteration 8Q (20322.220000 sec): 3 clusters Score: Raw -47762.061616 + Penalty 2857.977486 = -44904.084130 nChanged 1 SP:Iteration 9Q (20322.220000 sec): 3 clusters Score: Raw -47769.085994 + Penalty 2857.977486 = -44911.108508 nChanged 1 SP:Iteration 10Q (20322.220000 sec): 3 clusters Score: Raw -47789.350932 + Penalty 2857.977486 = -44931.373446 nChanged 2 SP:Iteration 11Q (20322.230000 sec): 3 clusters Score: Raw -47818.812839 + Penalty 2857.977486 = -44960.835353 nChanged 4 SP:Iteration 12Q (20322.230000 sec): 3 clusters Score: Raw -47885.379671 + Penalty 2857.977486 = -45027.402185 nChanged 8 SP:Iteration 13Q (20322.230000 sec): 3 clusters Score: Raw -47978.106271 + Penalty 2857.977486 = -45120.128785 nChanged 9 SP:Iteration 14Q (20322.230000 sec): 3 clusters Score: Raw -48009.881135 + Penalty 2857.977486 = -45151.903650 nChanged 5 SP:Iteration 15Q (20322.230000 sec): 3 clusters Score: Raw -48030.107617 + Penalty 2857.977486 = -45172.130131 nChanged 3 SP:Iteration 16Q (20322.230000 sec): 3 clusters Score: Raw -48048.140801 + Penalty 2857.977486 = -45190.163315 nChanged 1 SP:Iteration 17Q (20322.230000 sec): 3 clusters Score: Raw -48053.224800 + Penalty 2857.977486 = -45195.247314 nChanged 1 SP:Iteration 18Q (20322.230000 sec): 3 clusters Score: Raw -48060.104725 + Penalty 2857.977486 = -45202.127239 nChanged 0 SP:Iteration 19F (20322.230000 sec): 3 clusters Score: Raw -48060.104725 + Penalty 2857.977486 = -45202.127239 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 58 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20322.240000 sec): 2 clusters Score: Raw -7306.738073 + Penalty 1244.285400 = -6062.452674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20322.240000 sec): 3 clusters Score: Raw -7673.392304 + Penalty 2488.570799 = -5184.821505 nChanged 25 SP:Iteration 1F (20322.240000 sec): 3 clusters Score: Raw -7797.189295 + Penalty 2488.570799 = -5308.618496 nChanged 6 SP:Iteration 2Q (20322.240000 sec): 3 clusters Score: Raw -7838.845066 + Penalty 2488.570799 = -5350.274267 nChanged 2 SP:Iteration 3Q (20322.240000 sec): 3 clusters Score: Raw -7844.654428 + Penalty 2488.570799 = -5356.083629 nChanged 2 SP:Iteration 4Q (20322.240000 sec): 3 clusters Score: Raw -7857.416895 + Penalty 2488.570799 = -5368.846096 nChanged 2 SP:Iteration 5Q (20322.240000 sec): 3 clusters Score: Raw -7871.580241 + Penalty 2488.570799 = -5383.009442 nChanged 2 SP:Iteration 6Q (20322.240000 sec): 3 clusters Score: Raw -7881.644970 + Penalty 2488.570799 = -5393.074171 nChanged 0 SP:Iteration 7F (20322.250000 sec): 3 clusters Score: Raw -7881.644970 + Penalty 2488.570799 = -5393.074171 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 59 (562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20322.250000 sec): 2 clusters Score: Raw -85698.723907 + Penalty 1570.212459 = -84128.511448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20322.250000 sec): 3 clusters Score: Raw -85715.248849 + Penalty 3140.424918 = -82574.823931 nChanged 113 SP:Iteration 1F (20322.250000 sec): 3 clusters Score: Raw -85906.522180 + Penalty 3140.424918 = -82766.097263 nChanged 19 SP:Iteration 2Q (20322.260000 sec): 3 clusters Score: Raw -85943.701959 + Penalty 3140.424918 = -82803.277041 nChanged 9 SP:Iteration 3Q (20322.260000 sec): 3 clusters Score: Raw -85969.612952 + Penalty 3140.424918 = -82829.188034 nChanged 6 SP:Iteration 4Q (20322.260000 sec): 3 clusters Score: Raw -85980.319312 + Penalty 3140.424918 = -82839.894394 nChanged 2 SP:Iteration 5Q (20322.270000 sec): 3 clusters Score: Raw -85983.710432 + Penalty 3140.424918 = -82843.285514 nChanged 1 SP:Iteration 6Q (20322.270000 sec): 3 clusters Score: Raw -85985.506110 + Penalty 3140.424918 = -82845.081193 nChanged 2 SP:Iteration 7Q (20322.270000 sec): 3 clusters Score: Raw -85988.588586 + Penalty 3140.424918 = -82848.163669 nChanged 0 SP:Iteration 8F (20322.270000 sec): 3 clusters Score: Raw -85988.588586 + Penalty 3140.424918 = -82848.163669 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 60 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20322.280000 sec): 2 clusters Score: Raw -17304.987574 + Penalty 1207.148544 = -16097.839030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20322.280000 sec): 3 clusters Score: Raw -17668.332613 + Penalty 2414.297087 = -15254.035526 nChanged 5 SP:Iteration 1Q (20322.280000 sec): 3 clusters Score: Raw -17712.658815 + Penalty 2414.297087 = -15298.361728 nChanged 1 SP:Iteration 2Q (20322.280000 sec): 3 clusters Score: Raw -17720.536928 + Penalty 2414.297087 = -15306.239841 nChanged 0 SP:Iteration 3F (20322.280000 sec): 3 clusters Score: Raw -17720.536928 + Penalty 2414.297087 = -15306.239841 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 61 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20322.280000 sec): 2 clusters Score: Raw -34634.724236 + Penalty 1378.093359 = -33256.630877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20322.290000 sec): 3 clusters Score: Raw -34972.004122 + Penalty 2756.186719 = -32215.817404 nChanged 50 SP:Iteration 1F (20322.290000 sec): 3 clusters Score: Raw -35134.769572 + Penalty 2756.186719 = -32378.582853 nChanged 15 SP:Iteration 2F (20322.290000 sec): 3 clusters Score: Raw -35176.847695 + Penalty 2756.186719 = -32420.660976 nChanged 4 SP:Iteration 3Q (20322.290000 sec): 3 clusters Score: Raw -35189.641615 + Penalty 2756.186719 = -32433.454897 nChanged 4 SP:Iteration 4Q (20322.290000 sec): 3 clusters Score: Raw -35197.943974 + Penalty 2756.186719 = -32441.757255 nChanged 5 SP:Iteration 5Q (20322.290000 sec): 3 clusters Score: Raw -35210.692153 + Penalty 2756.186719 = -32454.505435 nChanged 2 SP:Iteration 6Q (20322.290000 sec): 3 clusters Score: Raw -35214.433181 + Penalty 2756.186719 = -32458.246462 nChanged 0 SP:Iteration 7F (20322.290000 sec): 3 clusters Score: Raw -35214.433181 + Penalty 2756.186719 = -32458.246462 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 64 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20322.300000 sec): 2 clusters Score: Raw -21029.323256 + Penalty 1430.543607 = -19598.779649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20322.300000 sec): 3 clusters Score: Raw -21449.277141 + Penalty 2861.087214 = -18588.189927 nChanged 92 SP:Iteration 1F (20322.300000 sec): 3 clusters Score: Raw -21867.982301 + Penalty 2861.087214 = -19006.895087 nChanged 29 SP:Iteration 2F (20322.300000 sec): 3 clusters Score: Raw -22061.366353 + Penalty 2861.087214 = -19200.279139 nChanged 14 SP:Iteration 3Q (20322.300000 sec): 3 clusters Score: Raw -22113.913090 + Penalty 2861.087214 = -19252.825876 nChanged 7 SP:Iteration 4Q (20322.310000 sec): 3 clusters Score: Raw -22144.171112 + Penalty 2861.087214 = -19283.083898 nChanged 2 SP:Iteration 5Q (20322.310000 sec): 3 clusters Score: Raw -22150.253149 + Penalty 2861.087214 = -19289.165935 nChanged 0 SP:Iteration 6F (20322.310000 sec): 3 clusters Score: Raw -22150.253149 + Penalty 2861.087214 = -19289.165935 nChanged 0 Iteration 499Q (20345.740000 sec): 62 clusters Score: Raw -205037651.970587 + Penalty 213003.103128 = -204824648.867459 nChanged 33 Iteration 500F (20461.300000 sec): 62 clusters Score: Raw -205037652.682890 + Penalty 213003.103128 = -204824649.579762 nChanged 40 Iteration 501Q (20484.760000 sec): 62 clusters Score: Raw -205037655.239146 + Penalty 213003.103128 = -204824652.136018 nChanged 45 Iteration 502Q (20508.240000 sec): 62 clusters Score: Raw -205037655.990508 + Penalty 213003.103128 = -204824652.887380 nChanged 46 Iteration 503Q (20531.700000 sec): 62 clusters Score: Raw -205037656.727589 + Penalty 213003.103128 = -204824653.624461 nChanged 49 Iteration 504Q (20555.150000 sec): 62 clusters Score: Raw -205037657.260829 + Penalty 213003.103128 = -204824654.157700 nChanged 33 Iteration 505Q (20578.610000 sec): 62 clusters Score: Raw -205037657.614659 + Penalty 213003.103128 = -204824654.511531 nChanged 15 Iteration 506Q (20602.070000 sec): 62 clusters Score: Raw -205037657.894222 + Penalty 213003.103128 = -204824654.791094 nChanged 15 Iteration 507Q (20625.610000 sec): 62 clusters Score: Raw -205037658.163495 + Penalty 213003.103128 = -204824655.060367 nChanged 14 Iteration 508Q (20649.150000 sec): 62 clusters Score: Raw -205037658.348940 + Penalty 213003.103128 = -204824655.245812 nChanged 11 Iteration 509Q (20672.650000 sec): 62 clusters Score: Raw -205037658.528791 + Penalty 213003.103128 = -204824655.425663 nChanged 17 Iteration 510Q (20696.070000 sec): 62 clusters Score: Raw -205037658.800924 + Penalty 213003.103128 = -204824655.697796 nChanged 21 Iteration 511Q (20719.520000 sec): 62 clusters Score: Raw -205037659.117004 + Penalty 213003.103128 = -204824656.013876 nChanged 22 Iteration 512Q (20742.950000 sec): 62 clusters Score: Raw -205037659.480673 + Penalty 213003.103128 = -204824656.377544 nChanged 12 Iteration 513Q (20766.400000 sec): 62 clusters Score: Raw -205037659.631257 + Penalty 213003.103128 = -204824656.528128 nChanged 15 Iteration 514Q (20789.840000 sec): 62 clusters Score: Raw -205037659.896667 + Penalty 213003.103128 = -204824656.793539 nChanged 10 Iteration 515Q (20813.280000 sec): 62 clusters Score: Raw -205037660.071499 + Penalty 213003.103128 = -204824656.968371 nChanged 13 Iteration 516Q (20836.730000 sec): 62 clusters Score: Raw -205037660.310686 + Penalty 213003.103128 = -204824657.207558 nChanged 14 Iteration 517Q (20860.170000 sec): 62 clusters Score: Raw -205037660.572823 + Penalty 213003.103128 = -204824657.469695 nChanged 14 Iteration 518Q (20883.610000 sec): 62 clusters Score: Raw -205037660.769201 + Penalty 213003.103128 = -204824657.666073 nChanged 18 Iteration 519Q (20907.030000 sec): 62 clusters Score: Raw -205037661.180935 + Penalty 213003.103128 = -204824658.077806 nChanged 16 Iteration 520F (21023.170000 sec): 62 clusters Score: Raw -205037661.547743 + Penalty 213003.103128 = -204824658.444614 nChanged 14 Iteration 521Q (21046.660000 sec): 62 clusters Score: Raw -205037661.752409 + Penalty 213003.103128 = -204824658.649281 nChanged 7 Iteration 522Q (21070.090000 sec): 62 clusters Score: Raw -205037662.018657 + Penalty 213003.103128 = -204824658.915529 nChanged 6 Iteration 523Q (21093.530000 sec): 62 clusters Score: Raw -205037662.375622 + Penalty 213003.103128 = -204824659.272493 nChanged 5 Iteration 524Q (21116.930000 sec): 62 clusters Score: Raw -205037662.401219 + Penalty 213003.103128 = -204824659.298091 nChanged 4 Iteration 525Q (21140.360000 sec): 62 clusters Score: Raw -205037662.433642 + Penalty 213003.103128 = -204824659.330514 nChanged 5 Iteration 526Q (21163.800000 sec): 62 clusters Score: Raw -205037662.469972 + Penalty 213003.103128 = -204824659.366843 nChanged 11 Iteration 527Q (21187.240000 sec): 62 clusters Score: Raw -205037662.581811 + Penalty 213003.103128 = -204824659.478683 nChanged 7 Iteration 528Q (21210.670000 sec): 62 clusters Score: Raw -205037662.626953 + Penalty 213003.103128 = -204824659.523825 nChanged 2 Iteration 529Q (21234.090000 sec): 62 clusters Score: Raw -205037662.640731 + Penalty 213003.103128 = -204824659.537603 nChanged 2 Iteration 530Q (21257.520000 sec): 62 clusters Score: Raw -205037662.650971 + Penalty 213003.103128 = -204824659.547843 nChanged 0 Iteration 531F (21373.350000 sec): 62 clusters Score: Raw -205037662.650971 + Penalty 213003.103128 = -204824659.547843 nChanged 0 Compute initial score before splitting: Score: Raw -205037662.650971 + Penalty 213003.103128 = -204824659.547843 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 1 (34117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21373.530000 sec): 2 clusters Score: Raw -5537716.647254 + Penalty 2588.512666 = -5535128.134588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21373.670000 sec): 3 clusters Score: Raw -5517152.545509 + Penalty 5177.025332 = -5511975.520177 nChanged 15292 SP:Iteration 1F (21373.810000 sec): 3 clusters Score: Raw -5525530.311291 + Penalty 5177.025332 = -5520353.285959 nChanged 1735 SP:Iteration 2F (21373.950000 sec): 3 clusters Score: Raw -5526193.713433 + Penalty 5177.025332 = -5521016.688101 nChanged 1862 SP:Iteration 3F (21374.090000 sec): 3 clusters Score: Raw -5527069.118114 + Penalty 5177.025332 = -5521892.092782 nChanged 2135 SP:Iteration 4F (21374.230000 sec): 3 clusters Score: Raw -5528342.895092 + Penalty 5177.025332 = -5523165.869760 nChanged 2482 SP:Iteration 5F (21374.370000 sec): 3 clusters Score: Raw -5530144.239344 + Penalty 5177.025332 = -5524967.214012 nChanged 2604 SP:Iteration 6F (21374.510000 sec): 3 clusters Score: Raw -5532288.653548 + Penalty 5177.025332 = -5527111.628216 nChanged 2244 SP:Iteration 7F (21374.650000 sec): 3 clusters Score: Raw -5534152.957904 + Penalty 5177.025332 = -5528975.932572 nChanged 1737 SP:Iteration 8F (21374.790000 sec): 3 clusters Score: Raw -5535685.849903 + Penalty 5177.025332 = -5530508.824570 nChanged 1212 SP:Iteration 9Q (21374.930000 sec): 3 clusters Score: Raw -5536764.713050 + Penalty 5177.025332 = -5531587.687718 nChanged 742 SP:Iteration 10Q (21375.060000 sec): 3 clusters Score: Raw -5537418.978207 + Penalty 5177.025332 = -5532241.952875 nChanged 394 SP:Iteration 11Q (21375.190000 sec): 3 clusters Score: Raw -5537747.880227 + Penalty 5177.025332 = -5532570.854895 nChanged 184 SP:Iteration 12Q (21375.300000 sec): 3 clusters Score: Raw -5537902.431343 + Penalty 5177.025332 = -5532725.406011 nChanged 97 SP:Iteration 13Q (21375.410000 sec): 3 clusters Score: Raw -5537992.318400 + Penalty 5177.025332 = -5532815.293068 nChanged 62 SP:Iteration 14Q (21375.520000 sec): 3 clusters Score: Raw -5538051.804054 + Penalty 5177.025332 = -5532874.778722 nChanged 44 SP:Iteration 15Q (21375.630000 sec): 3 clusters Score: Raw -5538093.286356 + Penalty 5177.025332 = -5532916.261024 nChanged 38 SP:Iteration 16Q (21375.740000 sec): 3 clusters Score: Raw -5538130.947639 + Penalty 5177.025332 = -5532953.922307 nChanged 32 SP:Iteration 17Q (21375.850000 sec): 3 clusters Score: Raw -5538162.676331 + Penalty 5177.025332 = -5532985.650999 nChanged 19 SP:Iteration 18Q (21375.950000 sec): 3 clusters Score: Raw -5538179.729207 + Penalty 5177.025332 = -5533002.703875 nChanged 13 SP:Iteration 19Q (21376.060000 sec): 3 clusters Score: Raw -5538195.662997 + Penalty 5177.025332 = -5533018.637665 nChanged 12 SP:Iteration 20F (21376.190000 sec): 3 clusters Score: Raw -5538205.362562 + Penalty 5177.025332 = -5533028.337230 nChanged 7 SP:Iteration 21Q (21376.300000 sec): 3 clusters Score: Raw -5538214.392209 + Penalty 5177.025332 = -5533037.366877 nChanged 2 SP:Iteration 22Q (21376.400000 sec): 3 clusters Score: Raw -5538216.891724 + Penalty 5177.025332 = -5533039.866392 nChanged 1 SP:Iteration 23Q (21376.510000 sec): 3 clusters Score: Raw -5538217.455067 + Penalty 5177.025332 = -5533040.429735 nChanged 0 SP:Iteration 24F (21376.650000 sec): 3 clusters Score: Raw -5538217.455067 + Penalty 5177.025332 = -5533040.429735 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 2 (14370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21376.710000 sec): 2 clusters Score: Raw -2340599.926786 + Penalty 2374.078699 = -2338225.848087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21376.770000 sec): 3 clusters Score: Raw -2332451.153275 + Penalty 4748.157398 = -2327702.995877 nChanged 6171 SP:Iteration 1F (21376.830000 sec): 3 clusters Score: Raw -2335857.096252 + Penalty 4748.157398 = -2331108.938854 nChanged 862 SP:Iteration 2F (21376.880000 sec): 3 clusters Score: Raw -2336209.217191 + Penalty 4748.157398 = -2331461.059794 nChanged 682 SP:Iteration 3Q (21376.940000 sec): 3 clusters Score: Raw -2336475.178559 + Penalty 4748.157398 = -2331727.021161 nChanged 553 SP:Iteration 4Q (21376.990000 sec): 3 clusters Score: Raw -2336686.665438 + Penalty 4748.157398 = -2331938.508040 nChanged 522 SP:Iteration 5Q (21377.050000 sec): 3 clusters Score: Raw -2336884.387077 + Penalty 4748.157398 = -2332136.229680 nChanged 483 SP:Iteration 6Q (21377.110000 sec): 3 clusters Score: Raw -2337061.274382 + Penalty 4748.157398 = -2332313.116985 nChanged 447 SP:Iteration 7Q (21377.170000 sec): 3 clusters Score: Raw -2337217.288280 + Penalty 4748.157398 = -2332469.130882 nChanged 430 SP:Iteration 8Q (21377.220000 sec): 3 clusters Score: Raw -2337377.412930 + Penalty 4748.157398 = -2332629.255532 nChanged 421 SP:Iteration 9Q (21377.280000 sec): 3 clusters Score: Raw -2337547.030076 + Penalty 4748.157398 = -2332798.872678 nChanged 414 SP:Iteration 10Q (21377.330000 sec): 3 clusters Score: Raw -2337725.798843 + Penalty 4748.157398 = -2332977.641446 nChanged 396 SP:Iteration 11Q (21377.390000 sec): 3 clusters Score: Raw -2337918.742952 + Penalty 4748.157398 = -2333170.585555 nChanged 427 SP:Iteration 12Q (21377.450000 sec): 3 clusters Score: Raw -2338163.726029 + Penalty 4748.157398 = -2333415.568631 nChanged 479 SP:Iteration 13Q (21377.500000 sec): 3 clusters Score: Raw -2338463.746884 + Penalty 4748.157398 = -2333715.589486 nChanged 521 SP:Iteration 14Q (21377.560000 sec): 3 clusters Score: Raw -2338807.842263 + Penalty 4748.157398 = -2334059.684865 nChanged 501 SP:Iteration 15Q (21377.620000 sec): 3 clusters Score: Raw -2339119.668901 + Penalty 4748.157398 = -2334371.511503 nChanged 492 SP:Iteration 16Q (21377.670000 sec): 3 clusters Score: Raw -2339360.870888 + Penalty 4748.157398 = -2334612.713490 nChanged 439 SP:Iteration 17Q (21377.730000 sec): 3 clusters Score: Raw -2339543.238336 + Penalty 4748.157398 = -2334795.080938 nChanged 333 SP:Iteration 18Q (21377.780000 sec): 3 clusters Score: Raw -2339667.302504 + Penalty 4748.157398 = -2334919.145107 nChanged 287 SP:Iteration 19Q (21377.830000 sec): 3 clusters Score: Raw -2339762.837346 + Penalty 4748.157398 = -2335014.679949 nChanged 202 SP:Iteration 20F (21377.890000 sec): 3 clusters Score: Raw -2339825.359438 + Penalty 4748.157398 = -2335077.202041 nChanged 195 SP:Iteration 21Q (21377.950000 sec): 3 clusters Score: Raw -2339876.113542 + Penalty 4748.157398 = -2335127.956145 nChanged 148 SP:Iteration 22Q (21378.000000 sec): 3 clusters Score: Raw -2339912.069756 + Penalty 4748.157398 = -2335163.912358 nChanged 134 SP:Iteration 23Q (21378.050000 sec): 3 clusters Score: Raw -2339945.041061 + Penalty 4748.157398 = -2335196.883663 nChanged 124 SP:Iteration 24Q (21378.110000 sec): 3 clusters Score: Raw -2339976.954842 + Penalty 4748.157398 = -2335228.797445 nChanged 117 SP:Iteration 25Q (21378.160000 sec): 3 clusters Score: Raw -2340009.760018 + Penalty 4748.157398 = -2335261.602620 nChanged 119 SP:Iteration 26Q (21378.210000 sec): 3 clusters Score: Raw -2340042.362597 + Penalty 4748.157398 = -2335294.205199 nChanged 121 SP:Iteration 27Q (21378.270000 sec): 3 clusters Score: Raw -2340074.271260 + Penalty 4748.157398 = -2335326.113863 nChanged 114 SP:Iteration 28Q (21378.320000 sec): 3 clusters Score: Raw -2340101.477538 + Penalty 4748.157398 = -2335353.320140 nChanged 102 SP:Iteration 29Q (21378.370000 sec): 3 clusters Score: Raw -2340127.570067 + Penalty 4748.157398 = -2335379.412669 nChanged 91 SP:Iteration 30Q (21378.430000 sec): 3 clusters Score: Raw -2340148.456882 + Penalty 4748.157398 = -2335400.299484 nChanged 82 SP:Iteration 31Q (21378.480000 sec): 3 clusters Score: Raw -2340169.588620 + Penalty 4748.157398 = -2335421.431222 nChanged 97 SP:Iteration 32Q (21378.540000 sec): 3 clusters Score: Raw -2340195.310961 + Penalty 4748.157398 = -2335447.153563 nChanged 110 SP:Iteration 33Q (21378.590000 sec): 3 clusters Score: Raw -2340223.183541 + Penalty 4748.157398 = -2335475.026143 nChanged 100 SP:Iteration 34Q (21378.640000 sec): 3 clusters Score: Raw -2340246.650302 + Penalty 4748.157398 = -2335498.492905 nChanged 102 SP:Iteration 35Q (21378.700000 sec): 3 clusters Score: Raw -2340275.872940 + Penalty 4748.157398 = -2335527.715542 nChanged 115 SP:Iteration 36Q (21378.750000 sec): 3 clusters Score: Raw -2340306.774358 + Penalty 4748.157398 = -2335558.616960 nChanged 107 SP:Iteration 37Q (21378.800000 sec): 3 clusters Score: Raw -2340335.128569 + Penalty 4748.157398 = -2335586.971171 nChanged 92 SP:Iteration 38Q (21378.850000 sec): 3 clusters Score: Raw -2340357.706516 + Penalty 4748.157398 = -2335609.549118 nChanged 87 SP:Iteration 39Q (21378.910000 sec): 3 clusters Score: Raw -2340377.066430 + Penalty 4748.157398 = -2335628.909033 nChanged 71 SP:Iteration 40F (21378.960000 sec): 3 clusters Score: Raw -2340390.432945 + Penalty 4748.157398 = -2335642.275548 nChanged 72 SP:Iteration 41Q (21379.020000 sec): 3 clusters Score: Raw -2340405.480934 + Penalty 4748.157398 = -2335657.323536 nChanged 84 SP:Iteration 42Q (21379.070000 sec): 3 clusters Score: Raw -2340424.503074 + Penalty 4748.157398 = -2335676.345677 nChanged 96 SP:Iteration 43Q (21379.120000 sec): 3 clusters Score: Raw -2340445.773306 + Penalty 4748.157398 = -2335697.615909 nChanged 88 SP:Iteration 44Q (21379.170000 sec): 3 clusters Score: Raw -2340463.744313 + Penalty 4748.157398 = -2335715.586916 nChanged 83 SP:Iteration 45Q (21379.230000 sec): 3 clusters Score: Raw -2340481.814638 + Penalty 4748.157398 = -2335733.657240 nChanged 73 SP:Iteration 46Q (21379.280000 sec): 3 clusters Score: Raw -2340496.263792 + Penalty 4748.157398 = -2335748.106395 nChanged 73 SP:Iteration 47Q (21379.330000 sec): 3 clusters Score: Raw -2340513.267070 + Penalty 4748.157398 = -2335765.109672 nChanged 73 SP:Iteration 48Q (21379.390000 sec): 3 clusters Score: Raw -2340530.841411 + Penalty 4748.157398 = -2335782.684013 nChanged 82 SP:Iteration 49Q (21379.440000 sec): 3 clusters Score: Raw -2340548.410499 + Penalty 4748.157398 = -2335800.253102 nChanged 70 SP:Iteration 50Q (21379.490000 sec): 3 clusters Score: Raw -2340562.158565 + Penalty 4748.157398 = -2335814.001167 nChanged 73 SP:Iteration 51Q (21379.540000 sec): 3 clusters Score: Raw -2340577.308841 + Penalty 4748.157398 = -2335829.151444 nChanged 56 SP:Iteration 52Q (21379.590000 sec): 3 clusters Score: Raw -2340587.074497 + Penalty 4748.157398 = -2335838.917099 nChanged 56 SP:Iteration 53Q (21379.650000 sec): 3 clusters Score: Raw -2340596.195122 + Penalty 4748.157398 = -2335848.037724 nChanged 49 SP:Iteration 54Q (21379.700000 sec): 3 clusters Score: Raw -2340604.290719 + Penalty 4748.157398 = -2335856.133321 nChanged 44 SP:Iteration 55Q (21379.750000 sec): 3 clusters Score: Raw -2340611.251735 + Penalty 4748.157398 = -2335863.094337 nChanged 43 SP:Iteration 56Q (21379.800000 sec): 3 clusters Score: Raw -2340619.174402 + Penalty 4748.157398 = -2335871.017005 nChanged 34 SP:Iteration 57Q (21379.850000 sec): 3 clusters Score: Raw -2340623.656236 + Penalty 4748.157398 = -2335875.498838 nChanged 32 SP:Iteration 58Q (21379.910000 sec): 3 clusters Score: Raw -2340628.025950 + Penalty 4748.157398 = -2335879.868552 nChanged 36 SP:Iteration 59Q (21379.960000 sec): 3 clusters Score: Raw -2340633.432194 + Penalty 4748.157398 = -2335885.274797 nChanged 35 SP:Iteration 60F (21380.010000 sec): 3 clusters Score: Raw -2340638.902332 + Penalty 4748.157398 = -2335890.744934 nChanged 31 SP:Iteration 61Q (21380.070000 sec): 3 clusters Score: Raw -2340643.240065 + Penalty 4748.157398 = -2335895.082667 nChanged 30 SP:Iteration 62Q (21380.120000 sec): 3 clusters Score: Raw -2340647.527503 + Penalty 4748.157398 = -2335899.370106 nChanged 24 SP:Iteration 63Q (21380.170000 sec): 3 clusters Score: Raw -2340650.598708 + Penalty 4748.157398 = -2335902.441310 nChanged 24 SP:Iteration 64Q (21380.220000 sec): 3 clusters Score: Raw -2340653.519910 + Penalty 4748.157398 = -2335905.362512 nChanged 33 SP:Iteration 65Q (21380.270000 sec): 3 clusters Score: Raw -2340657.416695 + Penalty 4748.157398 = -2335909.259298 nChanged 21 SP:Iteration 66Q (21380.330000 sec): 3 clusters Score: Raw -2340660.099907 + Penalty 4748.157398 = -2335911.942510 nChanged 23 SP:Iteration 67Q (21380.380000 sec): 3 clusters Score: Raw -2340663.311203 + Penalty 4748.157398 = -2335915.153806 nChanged 26 SP:Iteration 68Q (21380.430000 sec): 3 clusters Score: Raw -2340666.757048 + Penalty 4748.157398 = -2335918.599650 nChanged 23 SP:Iteration 69Q (21380.490000 sec): 3 clusters Score: Raw -2340669.921052 + Penalty 4748.157398 = -2335921.763655 nChanged 33 SP:Iteration 70Q (21380.540000 sec): 3 clusters Score: Raw -2340675.116790 + Penalty 4748.157398 = -2335926.959393 nChanged 30 SP:Iteration 71Q (21380.590000 sec): 3 clusters Score: Raw -2340679.377999 + Penalty 4748.157398 = -2335931.220602 nChanged 33 SP:Iteration 72Q (21380.640000 sec): 3 clusters Score: Raw -2340686.452946 + Penalty 4748.157398 = -2335938.295548 nChanged 39 SP:Iteration 73Q (21380.690000 sec): 3 clusters Score: Raw -2340694.510265 + Penalty 4748.157398 = -2335946.352868 nChanged 39 SP:Iteration 74Q (21380.750000 sec): 3 clusters Score: Raw -2340700.087664 + Penalty 4748.157398 = -2335951.930266 nChanged 27 SP:Iteration 75Q (21380.800000 sec): 3 clusters Score: Raw -2340703.983191 + Penalty 4748.157398 = -2335955.825794 nChanged 28 SP:Iteration 76Q (21380.850000 sec): 3 clusters Score: Raw -2340708.244709 + Penalty 4748.157398 = -2335960.087312 nChanged 27 SP:Iteration 77Q (21380.900000 sec): 3 clusters Score: Raw -2340712.218985 + Penalty 4748.157398 = -2335964.061588 nChanged 30 SP:Iteration 78Q (21380.950000 sec): 3 clusters Score: Raw -2340716.596017 + Penalty 4748.157398 = -2335968.438619 nChanged 31 SP:Iteration 79Q (21381.000000 sec): 3 clusters Score: Raw -2340722.771806 + Penalty 4748.157398 = -2335974.614408 nChanged 34 SP:Iteration 80F (21381.060000 sec): 3 clusters Score: Raw -2340728.924684 + Penalty 4748.157398 = -2335980.767286 nChanged 34 SP:Iteration 81Q (21381.110000 sec): 3 clusters Score: Raw -2340736.583226 + Penalty 4748.157398 = -2335988.425828 nChanged 46 SP:Iteration 82Q (21381.160000 sec): 3 clusters Score: Raw -2340745.937391 + Penalty 4748.157398 = -2335997.779994 nChanged 40 SP:Iteration 83Q (21381.210000 sec): 3 clusters Score: Raw -2340755.040714 + Penalty 4748.157398 = -2336006.883317 nChanged 51 SP:Iteration 84Q (21381.260000 sec): 3 clusters Score: Raw -2340766.003516 + Penalty 4748.157398 = -2336017.846118 nChanged 55 SP:Iteration 85Q (21381.310000 sec): 3 clusters Score: Raw -2340778.730284 + Penalty 4748.157398 = -2336030.572887 nChanged 54 SP:Iteration 86Q (21381.370000 sec): 3 clusters Score: Raw -2340789.700610 + Penalty 4748.157398 = -2336041.543213 nChanged 54 SP:Iteration 87Q (21381.420000 sec): 3 clusters Score: Raw -2340800.731600 + Penalty 4748.157398 = -2336052.574202 nChanged 59 SP:Iteration 88Q (21381.470000 sec): 3 clusters Score: Raw -2340813.839965 + Penalty 4748.157398 = -2336065.682567 nChanged 54 SP:Iteration 89Q (21381.520000 sec): 3 clusters Score: Raw -2340825.600046 + Penalty 4748.157398 = -2336077.442649 nChanged 59 SP:Iteration 90Q (21381.570000 sec): 3 clusters Score: Raw -2340838.876714 + Penalty 4748.157398 = -2336090.719317 nChanged 50 SP:Iteration 91Q (21381.620000 sec): 3 clusters Score: Raw -2340849.470646 + Penalty 4748.157398 = -2336101.313248 nChanged 66 SP:Iteration 92Q (21381.670000 sec): 3 clusters Score: Raw -2340867.055468 + Penalty 4748.157398 = -2336118.898071 nChanged 60 SP:Iteration 93Q (21381.720000 sec): 3 clusters Score: Raw -2340883.650205 + Penalty 4748.157398 = -2336135.492807 nChanged 65 SP:Iteration 94Q (21381.770000 sec): 3 clusters Score: Raw -2340903.070056 + Penalty 4748.157398 = -2336154.912658 nChanged 62 SP:Iteration 95Q (21381.820000 sec): 3 clusters Score: Raw -2340922.006875 + Penalty 4748.157398 = -2336173.849478 nChanged 78 SP:Iteration 96Q (21381.870000 sec): 3 clusters Score: Raw -2340950.428378 + Penalty 4748.157398 = -2336202.270981 nChanged 89 SP:Iteration 97Q (21381.920000 sec): 3 clusters Score: Raw -2340980.377910 + Penalty 4748.157398 = -2336232.220513 nChanged 83 SP:Iteration 98Q (21381.970000 sec): 3 clusters Score: Raw -2341013.835908 + Penalty 4748.157398 = -2336265.678511 nChanged 95 SP:Iteration 99Q (21382.020000 sec): 3 clusters Score: Raw -2341052.976913 + Penalty 4748.157398 = -2336304.819515 nChanged 87 SP:Iteration 100F (21382.080000 sec): 3 clusters Score: Raw -2341095.946265 + Penalty 4748.157398 = -2336347.788867 nChanged 98 SP:Iteration 101Q (21382.130000 sec): 3 clusters Score: Raw -2341164.327064 + Penalty 4748.157398 = -2336416.169667 nChanged 122 SP:Iteration 102Q (21382.180000 sec): 3 clusters Score: Raw -2341280.028833 + Penalty 4748.157398 = -2336531.871435 nChanged 127 SP:Iteration 103Q (21382.230000 sec): 3 clusters Score: Raw -2341437.105036 + Penalty 4748.157398 = -2336688.947639 nChanged 137 SP:Iteration 104Q (21382.270000 sec): 3 clusters Score: Raw -2341599.332992 + Penalty 4748.157398 = -2336851.175595 nChanged 126 SP:Iteration 105Q (21382.320000 sec): 3 clusters Score: Raw -2341695.930380 + Penalty 4748.157398 = -2336947.772982 nChanged 85 SP:Iteration 106Q (21382.360000 sec): 3 clusters Score: Raw -2341733.702484 + Penalty 4748.157398 = -2336985.545086 nChanged 65 SP:Iteration 107Q (21382.410000 sec): 3 clusters Score: Raw -2341758.288865 + Penalty 4748.157398 = -2337010.131467 nChanged 37 SP:Iteration 108Q (21382.450000 sec): 3 clusters Score: Raw -2341768.860458 + Penalty 4748.157398 = -2337020.703061 nChanged 19 SP:Iteration 109Q (21382.500000 sec): 3 clusters Score: Raw -2341773.580007 + Penalty 4748.157398 = -2337025.422609 nChanged 15 SP:Iteration 110Q (21382.540000 sec): 3 clusters Score: Raw -2341776.624016 + Penalty 4748.157398 = -2337028.466618 nChanged 7 SP:Iteration 111Q (21382.590000 sec): 3 clusters Score: Raw -2341777.921068 + Penalty 4748.157398 = -2337029.763671 nChanged 4 SP:Iteration 112Q (21382.630000 sec): 3 clusters Score: Raw -2341778.827877 + Penalty 4748.157398 = -2337030.670479 nChanged 2 SP:Iteration 113Q (21382.680000 sec): 3 clusters Score: Raw -2341779.263828 + Penalty 4748.157398 = -2337031.106430 nChanged 1 SP:Iteration 114Q (21382.720000 sec): 3 clusters Score: Raw -2341779.642864 + Penalty 4748.157398 = -2337031.485467 nChanged 1 SP:Iteration 115Q (21382.770000 sec): 3 clusters Score: Raw -2341780.017844 + Penalty 4748.157398 = -2337031.860446 nChanged 1 SP:Iteration 116Q (21382.810000 sec): 3 clusters Score: Raw -2341780.101058 + Penalty 4748.157398 = -2337031.943661 nChanged 4 SP:Iteration 117Q (21382.850000 sec): 3 clusters Score: Raw -2341780.924382 + Penalty 4748.157398 = -2337032.766985 nChanged 5 SP:Iteration 118Q (21382.900000 sec): 3 clusters Score: Raw -2341782.112077 + Penalty 4748.157398 = -2337033.954679 nChanged 5 SP:Iteration 119Q (21382.950000 sec): 3 clusters Score: Raw -2341783.276043 + Penalty 4748.157398 = -2337035.118646 nChanged 3 SP:Iteration 120F (21383.000000 sec): 3 clusters Score: Raw -2341784.163986 + Penalty 4748.157398 = -2337036.006588 nChanged 2 SP:Iteration 121Q (21383.050000 sec): 3 clusters Score: Raw -2341784.571622 + Penalty 4748.157398 = -2337036.414225 nChanged 3 SP:Iteration 122Q (21383.090000 sec): 3 clusters Score: Raw -2341785.050111 + Penalty 4748.157398 = -2337036.892713 nChanged 1 SP:Iteration 123Q (21383.140000 sec): 3 clusters Score: Raw -2341785.231961 + Penalty 4748.157398 = -2337037.074563 nChanged 1 SP:Iteration 124Q (21383.180000 sec): 3 clusters Score: Raw -2341785.431369 + Penalty 4748.157398 = -2337037.273971 nChanged 0 SP:Iteration 125F (21383.240000 sec): 3 clusters Score: Raw -2341785.431369 + Penalty 4748.157398 = -2337037.273971 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 3 (1589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21383.250000 sec): 2 clusters Score: Raw -228331.406480 + Penalty 1827.973321 = -226503.433159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21383.260000 sec): 3 clusters Score: Raw -227817.600393 + Penalty 3655.946643 = -224161.653750 nChanged 484 SP:Iteration 1F (21383.270000 sec): 3 clusters Score: Raw -228264.806089 + Penalty 3655.946643 = -224608.859447 nChanged 131 SP:Iteration 2F (21383.270000 sec): 3 clusters Score: Raw -228432.465821 + Penalty 3655.946643 = -224776.519179 nChanged 92 SP:Iteration 3F (21383.280000 sec): 3 clusters Score: Raw -228576.465492 + Penalty 3655.946643 = -224920.518850 nChanged 78 SP:Iteration 4Q (21383.290000 sec): 3 clusters Score: Raw -228683.152332 + Penalty 3655.946643 = -225027.205690 nChanged 57 SP:Iteration 5Q (21383.290000 sec): 3 clusters Score: Raw -228745.414330 + Penalty 3655.946643 = -225089.467688 nChanged 41 SP:Iteration 6Q (21383.300000 sec): 3 clusters Score: Raw -228787.053871 + Penalty 3655.946643 = -225131.107228 nChanged 25 SP:Iteration 7Q (21383.310000 sec): 3 clusters Score: Raw -228814.195049 + Penalty 3655.946643 = -225158.248407 nChanged 25 SP:Iteration 8Q (21383.310000 sec): 3 clusters Score: Raw -228844.118003 + Penalty 3655.946643 = -225188.171361 nChanged 18 SP:Iteration 9Q (21383.310000 sec): 3 clusters Score: Raw -228859.493592 + Penalty 3655.946643 = -225203.546949 nChanged 7 SP:Iteration 10Q (21383.320000 sec): 3 clusters Score: Raw -228865.963014 + Penalty 3655.946643 = -225210.016371 nChanged 9 SP:Iteration 11Q (21383.330000 sec): 3 clusters Score: Raw -228872.672403 + Penalty 3655.946643 = -225216.725761 nChanged 8 SP:Iteration 12Q (21383.330000 sec): 3 clusters Score: Raw -228878.387731 + Penalty 3655.946643 = -225222.441088 nChanged 1 SP:Iteration 13Q (21383.340000 sec): 3 clusters Score: Raw -228879.970842 + Penalty 3655.946643 = -225224.024199 nChanged 2 SP:Iteration 14Q (21383.350000 sec): 3 clusters Score: Raw -228881.960599 + Penalty 3655.946643 = -225226.013956 nChanged 4 SP:Iteration 15Q (21383.350000 sec): 3 clusters Score: Raw -228884.502310 + Penalty 3655.946643 = -225228.555667 nChanged 0 SP:Iteration 16F (21383.360000 sec): 3 clusters Score: Raw -228884.502310 + Penalty 3655.946643 = -225228.555667 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 4 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21383.370000 sec): 2 clusters Score: Raw -72896.426781 + Penalty 1537.726275 = -71358.700506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21383.370000 sec): 3 clusters Score: Raw -72909.512638 + Penalty 3075.452550 = -69834.060088 nChanged 90 SP:Iteration 1F (21383.370000 sec): 3 clusters Score: Raw -73110.787201 + Penalty 3075.452550 = -70035.334651 nChanged 31 SP:Iteration 2F (21383.370000 sec): 3 clusters Score: Raw -73217.941581 + Penalty 3075.452550 = -70142.489030 nChanged 19 SP:Iteration 3Q (21383.370000 sec): 3 clusters Score: Raw -73303.701893 + Penalty 3075.452550 = -70228.249343 nChanged 10 SP:Iteration 4Q (21383.370000 sec): 3 clusters Score: Raw -73387.185660 + Penalty 3075.452550 = -70311.733110 nChanged 17 SP:Iteration 5Q (21383.380000 sec): 3 clusters Score: Raw -73441.879914 + Penalty 3075.452550 = -70366.427363 nChanged 13 SP:Iteration 6Q (21383.380000 sec): 3 clusters Score: Raw -73482.080820 + Penalty 3075.452550 = -70406.628269 nChanged 11 SP:Iteration 7Q (21383.380000 sec): 3 clusters Score: Raw -73518.092390 + Penalty 3075.452550 = -70442.639840 nChanged 8 SP:Iteration 8Q (21383.380000 sec): 3 clusters Score: Raw -73536.803919 + Penalty 3075.452550 = -70461.351369 nChanged 4 SP:Iteration 9Q (21383.380000 sec): 3 clusters Score: Raw -73548.275485 + Penalty 3075.452550 = -70472.822935 nChanged 6 SP:Iteration 10Q (21383.390000 sec): 3 clusters Score: Raw -73568.747305 + Penalty 3075.452550 = -70493.294755 nChanged 4 SP:Iteration 11Q (21383.390000 sec): 3 clusters Score: Raw -73590.333821 + Penalty 3075.452550 = -70514.881270 nChanged 4 SP:Iteration 12Q (21383.390000 sec): 3 clusters Score: Raw -73625.882106 + Penalty 3075.452550 = -70550.429555 nChanged 6 SP:Iteration 13Q (21383.390000 sec): 3 clusters Score: Raw -73690.023306 + Penalty 3075.452550 = -70614.570756 nChanged 8 SP:Iteration 14Q (21383.390000 sec): 3 clusters Score: Raw -73716.957135 + Penalty 3075.452550 = -70641.504585 nChanged 5 SP:Iteration 15Q (21383.390000 sec): 3 clusters Score: Raw -73746.717289 + Penalty 3075.452550 = -70671.264738 nChanged 4 SP:Iteration 16Q (21383.390000 sec): 3 clusters Score: Raw -73759.239995 + Penalty 3075.452550 = -70683.787445 nChanged 1 SP:Iteration 17Q (21383.400000 sec): 3 clusters Score: Raw -73763.366340 + Penalty 3075.452550 = -70687.913790 nChanged 1 SP:Iteration 18Q (21383.400000 sec): 3 clusters Score: Raw -73765.173794 + Penalty 3075.452550 = -70689.721244 nChanged 0 SP:Iteration 19F (21383.400000 sec): 3 clusters Score: Raw -73765.173794 + Penalty 3075.452550 = -70689.721244 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 5 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21383.410000 sec): 2 clusters Score: Raw -16893.841561 + Penalty 1258.643106 = -15635.198455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21383.410000 sec): 3 clusters Score: Raw -17225.990618 + Penalty 2517.286212 = -14708.704406 nChanged 22 SP:Iteration 1F (21383.410000 sec): 3 clusters Score: Raw -17354.783011 + Penalty 2517.286212 = -14837.496798 nChanged 4 SP:Iteration 2Q (21383.410000 sec): 3 clusters Score: Raw -17404.995530 + Penalty 2517.286212 = -14887.709318 nChanged 3 SP:Iteration 3Q (21383.410000 sec): 3 clusters Score: Raw -17458.621136 + Penalty 2517.286212 = -14941.334923 nChanged 2 SP:Iteration 4Q (21383.410000 sec): 3 clusters Score: Raw -17462.577590 + Penalty 2517.286212 = -14945.291378 nChanged 1 SP:Iteration 5Q (21383.410000 sec): 3 clusters Score: Raw -17465.184921 + Penalty 2517.286212 = -14947.898709 nChanged 2 SP:Iteration 6Q (21383.410000 sec): 3 clusters Score: Raw -17471.908899 + Penalty 2517.286212 = -14954.622687 nChanged 0 SP:Iteration 7F (21383.410000 sec): 3 clusters Score: Raw -17471.908899 + Penalty 2517.286212 = -14954.622687 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 6 (13168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21383.460000 sec): 2 clusters Score: Raw -2119625.265707 + Penalty 2352.415141 = -2117272.850566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21383.510000 sec): 3 clusters Score: Raw -2112260.108401 + Penalty 4704.830282 = -2107555.278119 nChanged 5590 SP:Iteration 1F (21383.570000 sec): 3 clusters Score: Raw -2115210.225317 + Penalty 4704.830282 = -2110505.395036 nChanged 818 SP:Iteration 2F (21383.620000 sec): 3 clusters Score: Raw -2115591.850200 + Penalty 4704.830282 = -2110887.019918 nChanged 673 SP:Iteration 3F (21383.670000 sec): 3 clusters Score: Raw -2115892.836719 + Penalty 4704.830282 = -2111188.006438 nChanged 600 SP:Iteration 4Q (21383.730000 sec): 3 clusters Score: Raw -2116176.435982 + Penalty 4704.830282 = -2111471.605700 nChanged 637 SP:Iteration 5Q (21383.780000 sec): 3 clusters Score: Raw -2116546.402545 + Penalty 4704.830282 = -2111841.572264 nChanged 710 SP:Iteration 6F (21383.830000 sec): 3 clusters Score: Raw -2117051.771905 + Penalty 4704.830282 = -2112346.941623 nChanged 831 SP:Iteration 7F (21383.880000 sec): 3 clusters Score: Raw -2117762.166986 + Penalty 4704.830282 = -2113057.336704 nChanged 810 SP:Iteration 8F (21383.940000 sec): 3 clusters Score: Raw -2118528.678847 + Penalty 4704.830282 = -2113823.848565 nChanged 718 SP:Iteration 9F (21383.990000 sec): 3 clusters Score: Raw -2119316.084771 + Penalty 4704.830282 = -2114611.254489 nChanged 602 SP:Iteration 10Q (21384.040000 sec): 3 clusters Score: Raw -2120009.886098 + Penalty 4704.830282 = -2115305.055816 nChanged 449 SP:Iteration 11Q (21384.090000 sec): 3 clusters Score: Raw -2120503.536744 + Penalty 4704.830282 = -2115798.706462 nChanged 307 SP:Iteration 12Q (21384.130000 sec): 3 clusters Score: Raw -2120810.899303 + Penalty 4704.830282 = -2116106.069021 nChanged 222 SP:Iteration 13Q (21384.180000 sec): 3 clusters Score: Raw -2121028.114464 + Penalty 4704.830282 = -2116323.284182 nChanged 169 SP:Iteration 14Q (21384.220000 sec): 3 clusters Score: Raw -2121185.931078 + Penalty 4704.830282 = -2116481.100796 nChanged 130 SP:Iteration 15Q (21384.260000 sec): 3 clusters Score: Raw -2121366.162457 + Penalty 4704.830282 = -2116661.332175 nChanged 124 SP:Iteration 16Q (21384.300000 sec): 3 clusters Score: Raw -2121534.170463 + Penalty 4704.830282 = -2116829.340182 nChanged 120 SP:Iteration 17Q (21384.350000 sec): 3 clusters Score: Raw -2121649.928495 + Penalty 4704.830282 = -2116945.098213 nChanged 98 SP:Iteration 18Q (21384.390000 sec): 3 clusters Score: Raw -2121724.496759 + Penalty 4704.830282 = -2117019.666477 nChanged 81 SP:Iteration 19Q (21384.430000 sec): 3 clusters Score: Raw -2121764.598878 + Penalty 4704.830282 = -2117059.768596 nChanged 58 SP:Iteration 20F (21384.480000 sec): 3 clusters Score: Raw -2121791.788511 + Penalty 4704.830282 = -2117086.958230 nChanged 47 SP:Iteration 21Q (21384.520000 sec): 3 clusters Score: Raw -2121809.703860 + Penalty 4704.830282 = -2117104.873578 nChanged 32 SP:Iteration 22Q (21384.560000 sec): 3 clusters Score: Raw -2121821.884603 + Penalty 4704.830282 = -2117117.054321 nChanged 24 SP:Iteration 23Q (21384.600000 sec): 3 clusters Score: Raw -2121829.308323 + Penalty 4704.830282 = -2117124.478042 nChanged 17 SP:Iteration 24Q (21384.640000 sec): 3 clusters Score: Raw -2121834.313602 + Penalty 4704.830282 = -2117129.483320 nChanged 15 SP:Iteration 25Q (21384.680000 sec): 3 clusters Score: Raw -2121839.118857 + Penalty 4704.830282 = -2117134.288575 nChanged 14 SP:Iteration 26Q (21384.720000 sec): 3 clusters Score: Raw -2121844.090358 + Penalty 4704.830282 = -2117139.260077 nChanged 6 SP:Iteration 27Q (21384.760000 sec): 3 clusters Score: Raw -2121845.390795 + Penalty 4704.830282 = -2117140.560513 nChanged 5 SP:Iteration 28Q (21384.800000 sec): 3 clusters Score: Raw -2121846.390971 + Penalty 4704.830282 = -2117141.560689 nChanged 3 SP:Iteration 29Q (21384.840000 sec): 3 clusters Score: Raw -2121846.779985 + Penalty 4704.830282 = -2117141.949703 nChanged 0 SP:Iteration 30F (21384.890000 sec): 3 clusters Score: Raw -2121846.779985 + Penalty 4704.830282 = -2117141.949703 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 7 (15748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21384.950000 sec): 2 clusters Score: Raw -2434028.257851 + Penalty 2396.788226 = -2431631.469626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21385.020000 sec): 3 clusters Score: Raw -2425133.326322 + Penalty 4793.576451 = -2420339.749870 nChanged 6839 SP:Iteration 1F (21385.080000 sec): 3 clusters Score: Raw -2429350.480700 + Penalty 4793.576451 = -2424556.904248 nChanged 1195 SP:Iteration 2F (21385.140000 sec): 3 clusters Score: Raw -2430300.655081 + Penalty 4793.576451 = -2425507.078630 nChanged 1127 SP:Iteration 3F (21385.200000 sec): 3 clusters Score: Raw -2431107.945753 + Penalty 4793.576451 = -2426314.369301 nChanged 1033 SP:Iteration 4F (21385.260000 sec): 3 clusters Score: Raw -2431779.382988 + Penalty 4793.576451 = -2426985.806537 nChanged 896 SP:Iteration 5F (21385.320000 sec): 3 clusters Score: Raw -2432326.356497 + Penalty 4793.576451 = -2427532.780046 nChanged 817 SP:Iteration 6F (21385.390000 sec): 3 clusters Score: Raw -2432848.855250 + Penalty 4793.576451 = -2428055.278799 nChanged 702 SP:Iteration 7Q (21385.450000 sec): 3 clusters Score: Raw -2433243.413457 + Penalty 4793.576451 = -2428449.837006 nChanged 631 SP:Iteration 8Q (21385.510000 sec): 3 clusters Score: Raw -2433598.052639 + Penalty 4793.576451 = -2428804.476187 nChanged 585 SP:Iteration 9Q (21385.570000 sec): 3 clusters Score: Raw -2433901.625665 + Penalty 4793.576451 = -2429108.049214 nChanged 538 SP:Iteration 10Q (21385.630000 sec): 3 clusters Score: Raw -2434172.476371 + Penalty 4793.576451 = -2429378.899919 nChanged 475 SP:Iteration 11Q (21385.690000 sec): 3 clusters Score: Raw -2434387.862913 + Penalty 4793.576451 = -2429594.286462 nChanged 407 SP:Iteration 12Q (21385.750000 sec): 3 clusters Score: Raw -2434589.074217 + Penalty 4793.576451 = -2429795.497766 nChanged 381 SP:Iteration 13Q (21385.810000 sec): 3 clusters Score: Raw -2434767.396815 + Penalty 4793.576451 = -2429973.820363 nChanged 336 SP:Iteration 14Q (21385.870000 sec): 3 clusters Score: Raw -2434914.884452 + Penalty 4793.576451 = -2430121.308001 nChanged 304 SP:Iteration 15Q (21385.930000 sec): 3 clusters Score: Raw -2435038.040093 + Penalty 4793.576451 = -2430244.463641 nChanged 282 SP:Iteration 16Q (21385.990000 sec): 3 clusters Score: Raw -2435145.625272 + Penalty 4793.576451 = -2430352.048820 nChanged 228 SP:Iteration 17Q (21386.050000 sec): 3 clusters Score: Raw -2435232.989269 + Penalty 4793.576451 = -2430439.412817 nChanged 200 SP:Iteration 18Q (21386.100000 sec): 3 clusters Score: Raw -2435311.803872 + Penalty 4793.576451 = -2430518.227421 nChanged 171 SP:Iteration 19Q (21386.160000 sec): 3 clusters Score: Raw -2435369.012479 + Penalty 4793.576451 = -2430575.436027 nChanged 129 SP:Iteration 20F (21386.220000 sec): 3 clusters Score: Raw -2435416.491821 + Penalty 4793.576451 = -2430622.915369 nChanged 118 SP:Iteration 21Q (21386.280000 sec): 3 clusters Score: Raw -2435457.469062 + Penalty 4793.576451 = -2430663.892610 nChanged 114 SP:Iteration 22Q (21386.340000 sec): 3 clusters Score: Raw -2435486.963362 + Penalty 4793.576451 = -2430693.386910 nChanged 69 SP:Iteration 23Q (21386.400000 sec): 3 clusters Score: Raw -2435506.604774 + Penalty 4793.576451 = -2430713.028322 nChanged 67 SP:Iteration 24Q (21386.450000 sec): 3 clusters Score: Raw -2435525.522519 + Penalty 4793.576451 = -2430731.946068 nChanged 58 SP:Iteration 25Q (21386.510000 sec): 3 clusters Score: Raw -2435541.824513 + Penalty 4793.576451 = -2430748.248061 nChanged 50 SP:Iteration 26Q (21386.560000 sec): 3 clusters Score: Raw -2435555.028179 + Penalty 4793.576451 = -2430761.451728 nChanged 39 SP:Iteration 27Q (21386.620000 sec): 3 clusters Score: Raw -2435568.774195 + Penalty 4793.576451 = -2430775.197743 nChanged 43 SP:Iteration 28Q (21386.680000 sec): 3 clusters Score: Raw -2435579.187805 + Penalty 4793.576451 = -2430785.611354 nChanged 33 SP:Iteration 29Q (21386.730000 sec): 3 clusters Score: Raw -2435589.032831 + Penalty 4793.576451 = -2430795.456380 nChanged 31 SP:Iteration 30Q (21386.780000 sec): 3 clusters Score: Raw -2435598.158074 + Penalty 4793.576451 = -2430804.581622 nChanged 26 SP:Iteration 31Q (21386.840000 sec): 3 clusters Score: Raw -2435606.317331 + Penalty 4793.576451 = -2430812.740879 nChanged 27 SP:Iteration 32Q (21386.900000 sec): 3 clusters Score: Raw -2435614.606339 + Penalty 4793.576451 = -2430821.029887 nChanged 21 SP:Iteration 33Q (21386.950000 sec): 3 clusters Score: Raw -2435620.047587 + Penalty 4793.576451 = -2430826.471135 nChanged 25 SP:Iteration 34Q (21387.000000 sec): 3 clusters Score: Raw -2435626.722596 + Penalty 4793.576451 = -2430833.146145 nChanged 32 SP:Iteration 35Q (21387.060000 sec): 3 clusters Score: Raw -2435635.141584 + Penalty 4793.576451 = -2430841.565133 nChanged 19 SP:Iteration 36Q (21387.120000 sec): 3 clusters Score: Raw -2435639.569153 + Penalty 4793.576451 = -2430845.992702 nChanged 25 SP:Iteration 37Q (21387.170000 sec): 3 clusters Score: Raw -2435647.870004 + Penalty 4793.576451 = -2430854.293552 nChanged 25 SP:Iteration 38Q (21387.220000 sec): 3 clusters Score: Raw -2435654.746387 + Penalty 4793.576451 = -2430861.169935 nChanged 23 SP:Iteration 39Q (21387.280000 sec): 3 clusters Score: Raw -2435660.507109 + Penalty 4793.576451 = -2430866.930658 nChanged 17 SP:Iteration 40F (21387.340000 sec): 3 clusters Score: Raw -2435664.344241 + Penalty 4793.576451 = -2430870.767790 nChanged 12 SP:Iteration 41Q (21387.400000 sec): 3 clusters Score: Raw -2435667.014658 + Penalty 4793.576451 = -2430873.438206 nChanged 14 SP:Iteration 42Q (21387.450000 sec): 3 clusters Score: Raw -2435671.526087 + Penalty 4793.576451 = -2430877.949635 nChanged 12 SP:Iteration 43Q (21387.500000 sec): 3 clusters Score: Raw -2435675.505170 + Penalty 4793.576451 = -2430881.928719 nChanged 7 SP:Iteration 44Q (21387.560000 sec): 3 clusters Score: Raw -2435677.773387 + Penalty 4793.576451 = -2430884.196936 nChanged 3 SP:Iteration 45Q (21387.620000 sec): 3 clusters Score: Raw -2435678.705865 + Penalty 4793.576451 = -2430885.129414 nChanged 4 SP:Iteration 46Q (21387.670000 sec): 3 clusters Score: Raw -2435680.051818 + Penalty 4793.576451 = -2430886.475367 nChanged 8 SP:Iteration 47Q (21387.720000 sec): 3 clusters Score: Raw -2435683.616732 + Penalty 4793.576451 = -2430890.040280 nChanged 14 SP:Iteration 48Q (21387.780000 sec): 3 clusters Score: Raw -2435688.723405 + Penalty 4793.576451 = -2430895.146953 nChanged 10 SP:Iteration 49Q (21387.830000 sec): 3 clusters Score: Raw -2435692.685102 + Penalty 4793.576451 = -2430899.108650 nChanged 11 SP:Iteration 50Q (21387.880000 sec): 3 clusters Score: Raw -2435695.740032 + Penalty 4793.576451 = -2430902.163581 nChanged 10 SP:Iteration 51Q (21387.940000 sec): 3 clusters Score: Raw -2435699.166303 + Penalty 4793.576451 = -2430905.589851 nChanged 11 SP:Iteration 52Q (21388.000000 sec): 3 clusters Score: Raw -2435703.386797 + Penalty 4793.576451 = -2430909.810345 nChanged 12 SP:Iteration 53Q (21388.050000 sec): 3 clusters Score: Raw -2435707.538960 + Penalty 4793.576451 = -2430913.962509 nChanged 8 SP:Iteration 54Q (21388.100000 sec): 3 clusters Score: Raw -2435709.771403 + Penalty 4793.576451 = -2430916.194952 nChanged 5 SP:Iteration 55Q (21388.160000 sec): 3 clusters Score: Raw -2435710.978079 + Penalty 4793.576451 = -2430917.401628 nChanged 3 SP:Iteration 56Q (21388.210000 sec): 3 clusters Score: Raw -2435711.540991 + Penalty 4793.576451 = -2430917.964540 nChanged 2 SP:Iteration 57Q (21388.260000 sec): 3 clusters Score: Raw -2435712.309833 + Penalty 4793.576451 = -2430918.733381 nChanged 0 SP:Iteration 58F (21388.320000 sec): 3 clusters Score: Raw -2435712.309833 + Penalty 4793.576451 = -2430918.733381 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 8 (3130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21388.350000 sec): 2 clusters Score: Raw -506096.618343 + Penalty 1996.099494 = -504100.518849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21388.360000 sec): 3 clusters Score: Raw -504731.908078 + Penalty 3992.198989 = -500739.709089 nChanged 1097 SP:Iteration 1F (21388.370000 sec): 3 clusters Score: Raw -505381.332166 + Penalty 3992.198989 = -501389.133177 nChanged 233 SP:Iteration 2F (21388.380000 sec): 3 clusters Score: Raw -505536.669663 + Penalty 3992.198989 = -501544.470674 nChanged 150 SP:Iteration 3Q (21388.400000 sec): 3 clusters Score: Raw -505622.424932 + Penalty 3992.198989 = -501630.225944 nChanged 103 SP:Iteration 4Q (21388.410000 sec): 3 clusters Score: Raw -505694.889824 + Penalty 3992.198989 = -501702.690835 nChanged 96 SP:Iteration 5Q (21388.420000 sec): 3 clusters Score: Raw -505748.414202 + Penalty 3992.198989 = -501756.215213 nChanged 50 SP:Iteration 6Q (21388.430000 sec): 3 clusters Score: Raw -505771.776432 + Penalty 3992.198989 = -501779.577443 nChanged 40 SP:Iteration 7Q (21388.450000 sec): 3 clusters Score: Raw -505788.527739 + Penalty 3992.198989 = -501796.328750 nChanged 23 SP:Iteration 8Q (21388.460000 sec): 3 clusters Score: Raw -505799.553869 + Penalty 3992.198989 = -501807.354880 nChanged 19 SP:Iteration 9Q (21388.470000 sec): 3 clusters Score: Raw -505808.444408 + Penalty 3992.198989 = -501816.245419 nChanged 12 SP:Iteration 10Q (21388.480000 sec): 3 clusters Score: Raw -505813.990848 + Penalty 3992.198989 = -501821.791859 nChanged 14 SP:Iteration 11Q (21388.500000 sec): 3 clusters Score: Raw -505820.491752 + Penalty 3992.198989 = -501828.292763 nChanged 15 SP:Iteration 12Q (21388.510000 sec): 3 clusters Score: Raw -505825.585066 + Penalty 3992.198989 = -501833.386077 nChanged 13 SP:Iteration 13Q (21388.520000 sec): 3 clusters Score: Raw -505832.615597 + Penalty 3992.198989 = -501840.416608 nChanged 14 SP:Iteration 14Q (21388.530000 sec): 3 clusters Score: Raw -505840.620864 + Penalty 3992.198989 = -501848.421876 nChanged 15 SP:Iteration 15Q (21388.540000 sec): 3 clusters Score: Raw -505846.544455 + Penalty 3992.198989 = -501854.345467 nChanged 16 SP:Iteration 16Q (21388.560000 sec): 3 clusters Score: Raw -505851.882897 + Penalty 3992.198989 = -501859.683909 nChanged 13 SP:Iteration 17Q (21388.570000 sec): 3 clusters Score: Raw -505859.602824 + Penalty 3992.198989 = -501867.403835 nChanged 15 SP:Iteration 18Q (21388.580000 sec): 3 clusters Score: Raw -505864.848828 + Penalty 3992.198989 = -501872.649840 nChanged 11 SP:Iteration 19Q (21388.600000 sec): 3 clusters Score: Raw -505869.266254 + Penalty 3992.198989 = -501877.067265 nChanged 10 SP:Iteration 20F (21388.610000 sec): 3 clusters Score: Raw -505873.057014 + Penalty 3992.198989 = -501880.858025 nChanged 10 SP:Iteration 21Q (21388.620000 sec): 3 clusters Score: Raw -505876.932034 + Penalty 3992.198989 = -501884.733045 nChanged 11 SP:Iteration 22Q (21388.630000 sec): 3 clusters Score: Raw -505883.223645 + Penalty 3992.198989 = -501891.024657 nChanged 15 SP:Iteration 23Q (21388.640000 sec): 3 clusters Score: Raw -505890.946923 + Penalty 3992.198989 = -501898.747934 nChanged 18 SP:Iteration 24Q (21388.660000 sec): 3 clusters Score: Raw -505897.884434 + Penalty 3992.198989 = -501905.685446 nChanged 19 SP:Iteration 25Q (21388.670000 sec): 3 clusters Score: Raw -505905.234983 + Penalty 3992.198989 = -501913.035994 nChanged 20 SP:Iteration 26Q (21388.680000 sec): 3 clusters Score: Raw -505914.905790 + Penalty 3992.198989 = -501922.706802 nChanged 19 SP:Iteration 27Q (21388.690000 sec): 3 clusters Score: Raw -505922.639506 + Penalty 3992.198989 = -501930.440518 nChanged 12 SP:Iteration 28Q (21388.710000 sec): 3 clusters Score: Raw -505927.994095 + Penalty 3992.198989 = -501935.795106 nChanged 11 SP:Iteration 29Q (21388.720000 sec): 3 clusters Score: Raw -505932.023456 + Penalty 3992.198989 = -501939.824468 nChanged 10 SP:Iteration 30Q (21388.730000 sec): 3 clusters Score: Raw -505935.567689 + Penalty 3992.198989 = -501943.368700 nChanged 4 SP:Iteration 31Q (21388.740000 sec): 3 clusters Score: Raw -505936.813973 + Penalty 3992.198989 = -501944.614984 nChanged 3 SP:Iteration 32Q (21388.760000 sec): 3 clusters Score: Raw -505938.666717 + Penalty 3992.198989 = -501946.467728 nChanged 3 SP:Iteration 33Q (21388.770000 sec): 3 clusters Score: Raw -505939.383396 + Penalty 3992.198989 = -501947.184407 nChanged 3 SP:Iteration 34Q (21388.780000 sec): 3 clusters Score: Raw -505939.917551 + Penalty 3992.198989 = -501947.718563 nChanged 4 SP:Iteration 35Q (21388.790000 sec): 3 clusters Score: Raw -505941.100761 + Penalty 3992.198989 = -501948.901772 nChanged 1 SP:Iteration 36Q (21388.800000 sec): 3 clusters Score: Raw -505941.230627 + Penalty 3992.198989 = -501949.031638 nChanged 0 SP:Iteration 37F (21388.820000 sec): 3 clusters Score: Raw -505941.230627 + Penalty 3992.198989 = -501949.031638 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 9 (1020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21388.830000 sec): 2 clusters Score: Raw -165630.769240 + Penalty 1718.034361 = -163912.734879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21388.830000 sec): 3 clusters Score: Raw -165383.367051 + Penalty 3436.068722 = -161947.298330 nChanged 261 SP:Iteration 1F (21388.840000 sec): 3 clusters Score: Raw -165653.190446 + Penalty 3436.068722 = -162217.121725 nChanged 66 SP:Iteration 2F (21388.840000 sec): 3 clusters Score: Raw -165737.881957 + Penalty 3436.068722 = -162301.813235 nChanged 29 SP:Iteration 3Q (21388.840000 sec): 3 clusters Score: Raw -165770.045605 + Penalty 3436.068722 = -162333.976883 nChanged 11 SP:Iteration 4Q (21388.850000 sec): 3 clusters Score: Raw -165788.586084 + Penalty 3436.068722 = -162352.517363 nChanged 15 SP:Iteration 5Q (21388.850000 sec): 3 clusters Score: Raw -165805.174094 + Penalty 3436.068722 = -162369.105372 nChanged 8 SP:Iteration 6Q (21388.860000 sec): 3 clusters Score: Raw -165814.866999 + Penalty 3436.068722 = -162378.798277 nChanged 5 SP:Iteration 7Q (21388.860000 sec): 3 clusters Score: Raw -165820.245864 + Penalty 3436.068722 = -162384.177143 nChanged 4 SP:Iteration 8Q (21388.860000 sec): 3 clusters Score: Raw -165824.476174 + Penalty 3436.068722 = -162388.407453 nChanged 2 SP:Iteration 9Q (21388.870000 sec): 3 clusters Score: Raw -165828.094298 + Penalty 3436.068722 = -162392.025577 nChanged 2 SP:Iteration 10Q (21388.870000 sec): 3 clusters Score: Raw -165830.253454 + Penalty 3436.068722 = -162394.184733 nChanged 2 SP:Iteration 11Q (21388.880000 sec): 3 clusters Score: Raw -165838.391686 + Penalty 3436.068722 = -162402.322964 nChanged 5 SP:Iteration 12Q (21388.880000 sec): 3 clusters Score: Raw -165846.061915 + Penalty 3436.068722 = -162409.993193 nChanged 3 SP:Iteration 13Q (21388.880000 sec): 3 clusters Score: Raw -165849.944307 + Penalty 3436.068722 = -162413.875585 nChanged 2 SP:Iteration 14Q (21388.890000 sec): 3 clusters Score: Raw -165852.029223 + Penalty 3436.068722 = -162415.960502 nChanged 3 SP:Iteration 15Q (21388.890000 sec): 3 clusters Score: Raw -165856.244379 + Penalty 3436.068722 = -162420.175657 nChanged 4 SP:Iteration 16Q (21388.900000 sec): 3 clusters Score: Raw -165858.551430 + Penalty 3436.068722 = -162422.482708 nChanged 2 SP:Iteration 17Q (21388.900000 sec): 3 clusters Score: Raw -165861.454986 + Penalty 3436.068722 = -162425.386265 nChanged 4 SP:Iteration 18Q (21388.900000 sec): 3 clusters Score: Raw -165868.324926 + Penalty 3436.068722 = -162432.256205 nChanged 3 SP:Iteration 19Q (21388.910000 sec): 3 clusters Score: Raw -165871.815256 + Penalty 3436.068722 = -162435.746534 nChanged 4 SP:Iteration 20F (21388.910000 sec): 3 clusters Score: Raw -165874.525502 + Penalty 3436.068722 = -162438.456780 nChanged 1 SP:Iteration 21Q (21388.920000 sec): 3 clusters Score: Raw -165876.374079 + Penalty 3436.068722 = -162440.305357 nChanged 0 SP:Iteration 22F (21388.920000 sec): 3 clusters Score: Raw -165876.374079 + Penalty 3436.068722 = -162440.305357 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 10 (5102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21388.940000 sec): 2 clusters Score: Raw -777006.562812 + Penalty 2117.272199 = -774889.290613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21388.960000 sec): 3 clusters Score: Raw -774510.690786 + Penalty 4234.544398 = -770276.146388 nChanged 1972 SP:Iteration 1F (21388.990000 sec): 3 clusters Score: Raw -775778.741291 + Penalty 4234.544398 = -771544.196893 nChanged 437 SP:Iteration 2F (21389.010000 sec): 3 clusters Score: Raw -776116.957000 + Penalty 4234.544398 = -771882.412602 nChanged 333 SP:Iteration 3F (21389.030000 sec): 3 clusters Score: Raw -776356.103909 + Penalty 4234.544398 = -772121.559511 nChanged 253 SP:Iteration 4Q (21389.050000 sec): 3 clusters Score: Raw -776552.726696 + Penalty 4234.544398 = -772318.182299 nChanged 249 SP:Iteration 5Q (21389.070000 sec): 3 clusters Score: Raw -776732.747471 + Penalty 4234.544398 = -772498.203074 nChanged 227 SP:Iteration 6Q (21389.090000 sec): 3 clusters Score: Raw -776902.636703 + Penalty 4234.544398 = -772668.092305 nChanged 203 SP:Iteration 7Q (21389.110000 sec): 3 clusters Score: Raw -777058.614276 + Penalty 4234.544398 = -772824.069879 nChanged 173 SP:Iteration 8Q (21389.130000 sec): 3 clusters Score: Raw -777195.154813 + Penalty 4234.544398 = -772960.610415 nChanged 156 SP:Iteration 9Q (21389.150000 sec): 3 clusters Score: Raw -777321.831011 + Penalty 4234.544398 = -773087.286613 nChanged 123 SP:Iteration 10Q (21389.170000 sec): 3 clusters Score: Raw -777393.349072 + Penalty 4234.544398 = -773158.804674 nChanged 85 SP:Iteration 11Q (21389.190000 sec): 3 clusters Score: Raw -777448.863125 + Penalty 4234.544398 = -773214.318727 nChanged 66 SP:Iteration 12Q (21389.210000 sec): 3 clusters Score: Raw -777483.615984 + Penalty 4234.544398 = -773249.071586 nChanged 56 SP:Iteration 13Q (21389.230000 sec): 3 clusters Score: Raw -777512.137394 + Penalty 4234.544398 = -773277.592996 nChanged 41 SP:Iteration 14Q (21389.250000 sec): 3 clusters Score: Raw -777530.460562 + Penalty 4234.544398 = -773295.916165 nChanged 30 SP:Iteration 15Q (21389.270000 sec): 3 clusters Score: Raw -777546.813720 + Penalty 4234.544398 = -773312.269322 nChanged 28 SP:Iteration 16Q (21389.290000 sec): 3 clusters Score: Raw -777561.496792 + Penalty 4234.544398 = -773326.952394 nChanged 31 SP:Iteration 17Q (21389.310000 sec): 3 clusters Score: Raw -777575.255323 + Penalty 4234.544398 = -773340.710926 nChanged 29 SP:Iteration 18Q (21389.320000 sec): 3 clusters Score: Raw -777591.099529 + Penalty 4234.544398 = -773356.555131 nChanged 31 SP:Iteration 19Q (21389.340000 sec): 3 clusters Score: Raw -777607.126144 + Penalty 4234.544398 = -773372.581746 nChanged 26 SP:Iteration 20F (21389.360000 sec): 3 clusters Score: Raw -777626.191745 + Penalty 4234.544398 = -773391.647348 nChanged 30 SP:Iteration 21Q (21389.380000 sec): 3 clusters Score: Raw -777648.582248 + Penalty 4234.544398 = -773414.037850 nChanged 35 SP:Iteration 22Q (21389.400000 sec): 3 clusters Score: Raw -777677.491440 + Penalty 4234.544398 = -773442.947043 nChanged 44 SP:Iteration 23Q (21389.420000 sec): 3 clusters Score: Raw -777726.333425 + Penalty 4234.544398 = -773491.789028 nChanged 52 SP:Iteration 24Q (21389.440000 sec): 3 clusters Score: Raw -777820.286362 + Penalty 4234.544398 = -773585.741964 nChanged 59 SP:Iteration 25Q (21389.460000 sec): 3 clusters Score: Raw -777933.982649 + Penalty 4234.544398 = -773699.438252 nChanged 51 SP:Iteration 26Q (21389.480000 sec): 3 clusters Score: Raw -778000.108354 + Penalty 4234.544398 = -773765.563957 nChanged 50 SP:Iteration 27Q (21389.500000 sec): 3 clusters Score: Raw -778034.174451 + Penalty 4234.544398 = -773799.630054 nChanged 25 SP:Iteration 28Q (21389.510000 sec): 3 clusters Score: Raw -778045.083858 + Penalty 4234.544398 = -773810.539460 nChanged 11 SP:Iteration 29Q (21389.530000 sec): 3 clusters Score: Raw -778049.568114 + Penalty 4234.544398 = -773815.023716 nChanged 7 SP:Iteration 30Q (21389.550000 sec): 3 clusters Score: Raw -778052.572320 + Penalty 4234.544398 = -773818.027922 nChanged 9 SP:Iteration 31Q (21389.570000 sec): 3 clusters Score: Raw -778056.415273 + Penalty 4234.544398 = -773821.870875 nChanged 6 SP:Iteration 32Q (21389.580000 sec): 3 clusters Score: Raw -778058.469104 + Penalty 4234.544398 = -773823.924706 nChanged 4 SP:Iteration 33Q (21389.600000 sec): 3 clusters Score: Raw -778060.119427 + Penalty 4234.544398 = -773825.575029 nChanged 5 SP:Iteration 34Q (21389.620000 sec): 3 clusters Score: Raw -778062.013792 + Penalty 4234.544398 = -773827.469394 nChanged 2 SP:Iteration 35Q (21389.630000 sec): 3 clusters Score: Raw -778062.659558 + Penalty 4234.544398 = -773828.115161 nChanged 2 SP:Iteration 36Q (21389.650000 sec): 3 clusters Score: Raw -778063.854620 + Penalty 4234.544398 = -773829.310222 nChanged 2 SP:Iteration 37Q (21389.670000 sec): 3 clusters Score: Raw -778064.778464 + Penalty 4234.544398 = -773830.234067 nChanged 4 SP:Iteration 38Q (21389.690000 sec): 3 clusters Score: Raw -778066.545046 + Penalty 4234.544398 = -773832.000648 nChanged 2 SP:Iteration 39Q (21389.700000 sec): 3 clusters Score: Raw -778067.238574 + Penalty 4234.544398 = -773832.694176 nChanged 3 SP:Iteration 40F (21389.720000 sec): 3 clusters Score: Raw -778069.396542 + Penalty 4234.544398 = -773834.852144 nChanged 4 SP:Iteration 41Q (21389.740000 sec): 3 clusters Score: Raw -778071.529680 + Penalty 4234.544398 = -773836.985282 nChanged 3 SP:Iteration 42Q (21389.760000 sec): 3 clusters Score: Raw -778073.485628 + Penalty 4234.544398 = -773838.941231 nChanged 3 SP:Iteration 43Q (21389.770000 sec): 3 clusters Score: Raw -778074.572052 + Penalty 4234.544398 = -773840.027654 nChanged 1 SP:Iteration 44Q (21389.790000 sec): 3 clusters Score: Raw -778074.801299 + Penalty 4234.544398 = -773840.256902 nChanged 0 SP:Iteration 45F (21389.810000 sec): 3 clusters Score: Raw -778074.801299 + Penalty 4234.544398 = -773840.256902 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 11 (848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21389.820000 sec): 2 clusters Score: Raw -133478.863663 + Penalty 1672.234398 = -131806.629266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21389.830000 sec): 3 clusters Score: Raw -133350.947379 + Penalty 3344.468795 = -130006.478583 nChanged 210 SP:Iteration 1F (21389.830000 sec): 3 clusters Score: Raw -133594.835167 + Penalty 3344.468795 = -130250.366372 nChanged 39 SP:Iteration 2Q (21389.830000 sec): 3 clusters Score: Raw -133658.177283 + Penalty 3344.468795 = -130313.708488 nChanged 15 SP:Iteration 3Q (21389.840000 sec): 3 clusters Score: Raw -133690.211237 + Penalty 3344.468795 = -130345.742441 nChanged 14 SP:Iteration 4Q (21389.840000 sec): 3 clusters Score: Raw -133721.730108 + Penalty 3344.468795 = -130377.261312 nChanged 14 SP:Iteration 5Q (21389.850000 sec): 3 clusters Score: Raw -133739.991965 + Penalty 3344.468795 = -130395.523170 nChanged 5 SP:Iteration 6Q (21389.850000 sec): 3 clusters Score: Raw -133746.239168 + Penalty 3344.468795 = -130401.770373 nChanged 4 SP:Iteration 7Q (21389.850000 sec): 3 clusters Score: Raw -133752.435466 + Penalty 3344.468795 = -130407.966671 nChanged 2 SP:Iteration 8Q (21389.850000 sec): 3 clusters Score: Raw -133754.526605 + Penalty 3344.468795 = -130410.057810 nChanged 2 SP:Iteration 9Q (21389.860000 sec): 3 clusters Score: Raw -133756.044406 + Penalty 3344.468795 = -130411.575611 nChanged 0 SP:Iteration 10F (21389.860000 sec): 3 clusters Score: Raw -133756.044406 + Penalty 3344.468795 = -130411.575611 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 12 (626643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21392.320000 sec): 2 clusters Score: Raw -99733488.929013 + Penalty 3310.336805 = -99730178.592207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21395.020000 sec): 3 clusters Score: Raw -99312428.716208 + Penalty 6620.673611 = -99305808.042597 nChanged 306338 SP:Iteration 1F (21397.710000 sec): 3 clusters Score: Raw -99497040.879593 + Penalty 6620.673611 = -99490420.205983 nChanged 13749 SP:Iteration 2Q (21400.460000 sec): 3 clusters Score: Raw -99499682.354118 + Penalty 6620.673611 = -99493061.680507 nChanged 16032 SP:Iteration 3Q (21403.250000 sec): 3 clusters Score: Raw -99503557.631501 + Penalty 6620.673611 = -99496936.957890 nChanged 19335 SP:Iteration 4Q (21406.020000 sec): 3 clusters Score: Raw -99509535.418396 + Penalty 6620.673611 = -99502914.744786 nChanged 23486 SP:Iteration 5Q (21408.790000 sec): 3 clusters Score: Raw -99518749.731542 + Penalty 6620.673611 = -99512129.057932 nChanged 28612 SP:Iteration 6Q (21411.570000 sec): 3 clusters Score: Raw -99532342.062192 + Penalty 6620.673611 = -99525721.388581 nChanged 33725 SP:Iteration 7F (21414.260000 sec): 3 clusters Score: Raw -99551325.106928 + Penalty 6620.673611 = -99544704.433317 nChanged 38751 SP:Iteration 8F (21416.950000 sec): 3 clusters Score: Raw -99576627.227880 + Penalty 6620.673611 = -99570006.554270 nChanged 42648 SP:Iteration 9F (21419.640000 sec): 3 clusters Score: Raw -99607920.663184 + Penalty 6620.673611 = -99601299.989573 nChanged 43618 SP:Iteration 10F (21422.310000 sec): 3 clusters Score: Raw -99642259.810088 + Penalty 6620.673611 = -99635639.136477 nChanged 39705 SP:Iteration 11F (21424.970000 sec): 3 clusters Score: Raw -99674122.625612 + Penalty 6620.673611 = -99667501.952001 nChanged 30960 SP:Iteration 12Q (21427.480000 sec): 3 clusters Score: Raw -99698413.939462 + Penalty 6620.673611 = -99691793.265851 nChanged 21355 SP:Iteration 13Q (21429.820000 sec): 3 clusters Score: Raw -99714203.632117 + Penalty 6620.673611 = -99707582.958506 nChanged 13086 SP:Iteration 14Q (21432.040000 sec): 3 clusters Score: Raw -99723033.841569 + Penalty 6620.673611 = -99716413.167959 nChanged 7972 SP:Iteration 15Q (21434.160000 sec): 3 clusters Score: Raw -99727938.653831 + Penalty 6620.673611 = -99721317.980220 nChanged 4686 SP:Iteration 16Q (21436.200000 sec): 3 clusters Score: Raw -99730539.816875 + Penalty 6620.673611 = -99723919.143264 nChanged 2785 SP:Iteration 17Q (21438.200000 sec): 3 clusters Score: Raw -99731949.622335 + Penalty 6620.673611 = -99725328.948724 nChanged 1701 SP:Iteration 18Q (21440.170000 sec): 3 clusters Score: Raw -99732725.028803 + Penalty 6620.673611 = -99726104.355192 nChanged 1066 SP:Iteration 19Q (21442.110000 sec): 3 clusters Score: Raw -99733184.827489 + Penalty 6620.673611 = -99726564.153878 nChanged 696 SP:Iteration 20F (21444.760000 sec): 3 clusters Score: Raw -99733469.403486 + Penalty 6620.673611 = -99726848.729876 nChanged 504 SP:Iteration 21Q (21446.680000 sec): 3 clusters Score: Raw -99733658.219852 + Penalty 6620.673611 = -99727037.546241 nChanged 392 SP:Iteration 22Q (21448.600000 sec): 3 clusters Score: Raw -99733797.864004 + Penalty 6620.673611 = -99727177.190394 nChanged 280 SP:Iteration 23Q (21450.500000 sec): 3 clusters Score: Raw -99733895.986390 + Penalty 6620.673611 = -99727275.312779 nChanged 217 SP:Iteration 24Q (21452.410000 sec): 3 clusters Score: Raw -99733971.396398 + Penalty 6620.673611 = -99727350.722787 nChanged 162 SP:Iteration 25Q (21454.300000 sec): 3 clusters Score: Raw -99734021.575464 + Penalty 6620.673611 = -99727400.901853 nChanged 106 SP:Iteration 26Q (21456.190000 sec): 3 clusters Score: Raw -99734050.705357 + Penalty 6620.673611 = -99727430.031746 nChanged 90 SP:Iteration 27Q (21458.090000 sec): 3 clusters Score: Raw -99734079.768765 + Penalty 6620.673611 = -99727459.095155 nChanged 86 SP:Iteration 28Q (21459.980000 sec): 3 clusters Score: Raw -99734105.438279 + Penalty 6620.673611 = -99727484.764669 nChanged 76 SP:Iteration 29Q (21461.860000 sec): 3 clusters Score: Raw -99734126.077030 + Penalty 6620.673611 = -99727505.403420 nChanged 62 SP:Iteration 30Q (21463.740000 sec): 3 clusters Score: Raw -99734142.001334 + Penalty 6620.673611 = -99727521.327724 nChanged 46 SP:Iteration 31Q (21465.630000 sec): 3 clusters Score: Raw -99734154.567161 + Penalty 6620.673611 = -99727533.893550 nChanged 40 SP:Iteration 32Q (21467.510000 sec): 3 clusters Score: Raw -99734166.136765 + Penalty 6620.673611 = -99727545.463155 nChanged 42 SP:Iteration 33Q (21469.400000 sec): 3 clusters Score: Raw -99734175.599102 + Penalty 6620.673611 = -99727554.925492 nChanged 36 SP:Iteration 34Q (21471.280000 sec): 3 clusters Score: Raw -99734184.768060 + Penalty 6620.673611 = -99727564.094449 nChanged 26 SP:Iteration 35Q (21473.160000 sec): 3 clusters Score: Raw -99734190.631426 + Penalty 6620.673611 = -99727569.957815 nChanged 18 SP:Iteration 36Q (21475.040000 sec): 3 clusters Score: Raw -99734194.605501 + Penalty 6620.673611 = -99727573.931891 nChanged 16 SP:Iteration 37Q (21476.930000 sec): 3 clusters Score: Raw -99734199.441570 + Penalty 6620.673611 = -99727578.767959 nChanged 25 SP:Iteration 38Q (21478.810000 sec): 3 clusters Score: Raw -99734205.490527 + Penalty 6620.673611 = -99727584.816917 nChanged 17 SP:Iteration 39Q (21480.690000 sec): 3 clusters Score: Raw -99734210.582005 + Penalty 6620.673611 = -99727589.908395 nChanged 30 SP:Iteration 40F (21483.320000 sec): 3 clusters Score: Raw -99734219.431851 + Penalty 6620.673611 = -99727598.758241 nChanged 26 SP:Iteration 41Q (21485.210000 sec): 3 clusters Score: Raw -99734227.727476 + Penalty 6620.673611 = -99727607.053865 nChanged 30 SP:Iteration 42Q (21487.090000 sec): 3 clusters Score: Raw -99734236.703818 + Penalty 6620.673611 = -99727616.030208 nChanged 30 SP:Iteration 43Q (21488.970000 sec): 3 clusters Score: Raw -99734245.921356 + Penalty 6620.673611 = -99727625.247746 nChanged 25 SP:Iteration 44Q (21490.850000 sec): 3 clusters Score: Raw -99734252.346179 + Penalty 6620.673611 = -99727631.672568 nChanged 21 SP:Iteration 45Q (21492.730000 sec): 3 clusters Score: Raw -99734259.002899 + Penalty 6620.673611 = -99727638.329288 nChanged 24 SP:Iteration 46Q (21494.610000 sec): 3 clusters Score: Raw -99734264.719335 + Penalty 6620.673611 = -99727644.045725 nChanged 18 SP:Iteration 47Q (21496.490000 sec): 3 clusters Score: Raw -99734268.730025 + Penalty 6620.673611 = -99727648.056415 nChanged 18 SP:Iteration 48Q (21498.370000 sec): 3 clusters Score: Raw -99734273.431888 + Penalty 6620.673611 = -99727652.758278 nChanged 16 SP:Iteration 49Q (21500.250000 sec): 3 clusters Score: Raw -99734277.515221 + Penalty 6620.673611 = -99727656.841611 nChanged 17 SP:Iteration 50Q (21502.130000 sec): 3 clusters Score: Raw -99734281.926469 + Penalty 6620.673611 = -99727661.252858 nChanged 14 SP:Iteration 51Q (21504.000000 sec): 3 clusters Score: Raw -99734286.334298 + Penalty 6620.673611 = -99727665.660687 nChanged 18 SP:Iteration 52Q (21505.880000 sec): 3 clusters Score: Raw -99734290.478935 + Penalty 6620.673611 = -99727669.805324 nChanged 15 SP:Iteration 53Q (21507.760000 sec): 3 clusters Score: Raw -99734294.584420 + Penalty 6620.673611 = -99727673.910810 nChanged 14 SP:Iteration 54Q (21509.630000 sec): 3 clusters Score: Raw -99734297.641425 + Penalty 6620.673611 = -99727676.967814 nChanged 10 SP:Iteration 55Q (21511.510000 sec): 3 clusters Score: Raw -99734300.801444 + Penalty 6620.673611 = -99727680.127834 nChanged 13 SP:Iteration 56Q (21513.390000 sec): 3 clusters Score: Raw -99734303.658172 + Penalty 6620.673611 = -99727682.984561 nChanged 5 SP:Iteration 57Q (21515.270000 sec): 3 clusters Score: Raw -99734304.482999 + Penalty 6620.673611 = -99727683.809389 nChanged 8 SP:Iteration 58Q (21517.140000 sec): 3 clusters Score: Raw -99734306.757659 + Penalty 6620.673611 = -99727686.084049 nChanged 5 SP:Iteration 59Q (21519.020000 sec): 3 clusters Score: Raw -99734307.880269 + Penalty 6620.673611 = -99727687.206658 nChanged 8 SP:Iteration 60F (21521.640000 sec): 3 clusters Score: Raw -99734309.338738 + Penalty 6620.673611 = -99727688.665128 nChanged 6 SP:Iteration 61Q (21523.530000 sec): 3 clusters Score: Raw -99734310.642712 + Penalty 6620.673611 = -99727689.969102 nChanged 4 SP:Iteration 62Q (21525.400000 sec): 3 clusters Score: Raw -99734311.457191 + Penalty 6620.673611 = -99727690.783580 nChanged 6 SP:Iteration 63Q (21527.280000 sec): 3 clusters Score: Raw -99734312.534117 + Penalty 6620.673611 = -99727691.860506 nChanged 5 SP:Iteration 64Q (21529.160000 sec): 3 clusters Score: Raw -99734313.565848 + Penalty 6620.673611 = -99727692.892238 nChanged 2 SP:Iteration 65Q (21531.030000 sec): 3 clusters Score: Raw -99734313.983222 + Penalty 6620.673611 = -99727693.309611 nChanged 3 SP:Iteration 66Q (21532.910000 sec): 3 clusters Score: Raw -99734314.704668 + Penalty 6620.673611 = -99727694.031058 nChanged 7 SP:Iteration 67Q (21534.780000 sec): 3 clusters Score: Raw -99734316.328806 + Penalty 6620.673611 = -99727695.655195 nChanged 7 SP:Iteration 68Q (21536.660000 sec): 3 clusters Score: Raw -99734317.925076 + Penalty 6620.673611 = -99727697.251465 nChanged 5 SP:Iteration 69Q (21538.540000 sec): 3 clusters Score: Raw -99734319.119451 + Penalty 6620.673611 = -99727698.445841 nChanged 10 SP:Iteration 70Q (21540.420000 sec): 3 clusters Score: Raw -99734321.760877 + Penalty 6620.673611 = -99727701.087267 nChanged 14 SP:Iteration 71Q (21542.290000 sec): 3 clusters Score: Raw -99734325.911793 + Penalty 6620.673611 = -99727705.238182 nChanged 16 SP:Iteration 72Q (21544.170000 sec): 3 clusters Score: Raw -99734329.860853 + Penalty 6620.673611 = -99727709.187242 nChanged 12 SP:Iteration 73Q (21546.050000 sec): 3 clusters Score: Raw -99734332.829593 + Penalty 6620.673611 = -99727712.155983 nChanged 7 SP:Iteration 74Q (21547.920000 sec): 3 clusters Score: Raw -99734334.437495 + Penalty 6620.673611 = -99727713.763885 nChanged 4 SP:Iteration 75Q (21549.800000 sec): 3 clusters Score: Raw -99734335.125465 + Penalty 6620.673611 = -99727714.451855 nChanged 6 SP:Iteration 76Q (21551.680000 sec): 3 clusters Score: Raw -99734336.529069 + Penalty 6620.673611 = -99727715.855459 nChanged 3 SP:Iteration 77Q (21553.550000 sec): 3 clusters Score: Raw -99734337.071068 + Penalty 6620.673611 = -99727716.397458 nChanged 2 SP:Iteration 78Q (21555.430000 sec): 3 clusters Score: Raw -99734337.508962 + Penalty 6620.673611 = -99727716.835352 nChanged 3 SP:Iteration 79Q (21557.300000 sec): 3 clusters Score: Raw -99734338.113318 + Penalty 6620.673611 = -99727717.439708 nChanged 1 SP:Iteration 80F (21559.970000 sec): 3 clusters Score: Raw -99734338.387360 + Penalty 6620.673611 = -99727717.713749 nChanged 2 SP:Iteration 81Q (21561.840000 sec): 3 clusters Score: Raw -99734338.781506 + Penalty 6620.673611 = -99727718.107896 nChanged 2 SP:Iteration 82Q (21563.720000 sec): 3 clusters Score: Raw -99734339.379373 + Penalty 6620.673611 = -99727718.705762 nChanged 3 SP:Iteration 83Q (21565.590000 sec): 3 clusters Score: Raw -99734340.286508 + Penalty 6620.673611 = -99727719.612897 nChanged 2 SP:Iteration 84Q (21567.470000 sec): 3 clusters Score: Raw -99734340.770908 + Penalty 6620.673611 = -99727720.097297 nChanged 1 SP:Iteration 85Q (21569.350000 sec): 3 clusters Score: Raw -99734341.186816 + Penalty 6620.673611 = -99727720.513206 nChanged 2 SP:Iteration 86Q (21571.230000 sec): 3 clusters Score: Raw -99734341.772285 + Penalty 6620.673611 = -99727721.098674 nChanged 2 SP:Iteration 87Q (21573.100000 sec): 3 clusters Score: Raw -99734342.605066 + Penalty 6620.673611 = -99727721.931455 nChanged 3 SP:Iteration 88Q (21574.980000 sec): 3 clusters Score: Raw -99734343.116055 + Penalty 6620.673611 = -99727722.442444 nChanged 1 SP:Iteration 89Q (21576.850000 sec): 3 clusters Score: Raw -99734343.542910 + Penalty 6620.673611 = -99727722.869299 nChanged 4 SP:Iteration 90Q (21578.730000 sec): 3 clusters Score: Raw -99734344.041224 + Penalty 6620.673611 = -99727723.367614 nChanged 1 SP:Iteration 91Q (21580.610000 sec): 3 clusters Score: Raw -99734344.163820 + Penalty 6620.673611 = -99727723.490209 nChanged 1 SP:Iteration 92Q (21582.480000 sec): 3 clusters Score: Raw -99734344.440792 + Penalty 6620.673611 = -99727723.767181 nChanged 1 SP:Iteration 93Q (21584.360000 sec): 3 clusters Score: Raw -99734344.581482 + Penalty 6620.673611 = -99727723.907871 nChanged 1 SP:Iteration 94Q (21586.230000 sec): 3 clusters Score: Raw -99734344.954757 + Penalty 6620.673611 = -99727724.281146 nChanged 3 SP:Iteration 95Q (21588.110000 sec): 3 clusters Score: Raw -99734345.522838 + Penalty 6620.673611 = -99727724.849228 nChanged 1 SP:Iteration 96Q (21589.980000 sec): 3 clusters Score: Raw -99734345.794718 + Penalty 6620.673611 = -99727725.121108 nChanged 4 SP:Iteration 97Q (21591.860000 sec): 3 clusters Score: Raw -99734346.791300 + Penalty 6620.673611 = -99727726.117690 nChanged 3 SP:Iteration 98Q (21593.730000 sec): 3 clusters Score: Raw -99734347.375692 + Penalty 6620.673611 = -99727726.702081 nChanged 1 SP:Iteration 99Q (21595.600000 sec): 3 clusters Score: Raw -99734347.534558 + Penalty 6620.673611 = -99727726.860947 nChanged 0 SP:Iteration 100F (21598.260000 sec): 3 clusters Score: Raw -99734347.534558 + Penalty 6620.673611 = -99727726.860947 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 13 (10399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21598.630000 sec): 2 clusters Score: Raw -1674751.335810 + Penalty 2293.867302 = -1672457.468508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21598.670000 sec): 3 clusters Score: Raw -1669038.893231 + Penalty 4587.734604 = -1664451.158627 nChanged 4362 SP:Iteration 1F (21598.710000 sec): 3 clusters Score: Raw -1671366.396724 + Penalty 4587.734604 = -1666778.662121 nChanged 678 SP:Iteration 2F (21598.750000 sec): 3 clusters Score: Raw -1671671.454025 + Penalty 4587.734604 = -1667083.719422 nChanged 551 SP:Iteration 3F (21598.790000 sec): 3 clusters Score: Raw -1671914.877540 + Penalty 4587.734604 = -1667327.142936 nChanged 413 SP:Iteration 4Q (21598.830000 sec): 3 clusters Score: Raw -1672104.345710 + Penalty 4587.734604 = -1667516.611107 nChanged 367 SP:Iteration 5Q (21598.870000 sec): 3 clusters Score: Raw -1672279.439971 + Penalty 4587.734604 = -1667691.705367 nChanged 375 SP:Iteration 6Q (21598.920000 sec): 3 clusters Score: Raw -1672481.985093 + Penalty 4587.734604 = -1667894.250489 nChanged 400 SP:Iteration 7Q (21598.960000 sec): 3 clusters Score: Raw -1672719.421125 + Penalty 4587.734604 = -1668131.686522 nChanged 390 SP:Iteration 8Q (21599.000000 sec): 3 clusters Score: Raw -1672963.594347 + Penalty 4587.734604 = -1668375.859744 nChanged 428 SP:Iteration 9Q (21599.040000 sec): 3 clusters Score: Raw -1673256.950317 + Penalty 4587.734604 = -1668669.215714 nChanged 446 SP:Iteration 10Q (21599.080000 sec): 3 clusters Score: Raw -1673587.530611 + Penalty 4587.734604 = -1668999.796008 nChanged 395 SP:Iteration 11Q (21599.120000 sec): 3 clusters Score: Raw -1673871.099750 + Penalty 4587.734604 = -1669283.365146 nChanged 359 SP:Iteration 12Q (21599.150000 sec): 3 clusters Score: Raw -1674111.071056 + Penalty 4587.734604 = -1669523.336452 nChanged 307 SP:Iteration 13Q (21599.190000 sec): 3 clusters Score: Raw -1674349.849727 + Penalty 4587.734604 = -1669762.115123 nChanged 286 SP:Iteration 14Q (21599.230000 sec): 3 clusters Score: Raw -1674625.067903 + Penalty 4587.734604 = -1670037.333300 nChanged 273 SP:Iteration 15Q (21599.270000 sec): 3 clusters Score: Raw -1674871.332703 + Penalty 4587.734604 = -1670283.598100 nChanged 206 SP:Iteration 16Q (21599.300000 sec): 3 clusters Score: Raw -1675037.473065 + Penalty 4587.734604 = -1670449.738462 nChanged 174 SP:Iteration 17Q (21599.340000 sec): 3 clusters Score: Raw -1675142.534437 + Penalty 4587.734604 = -1670554.799833 nChanged 131 SP:Iteration 18Q (21599.370000 sec): 3 clusters Score: Raw -1675213.892224 + Penalty 4587.734604 = -1670626.157620 nChanged 107 SP:Iteration 19Q (21599.400000 sec): 3 clusters Score: Raw -1675263.440622 + Penalty 4587.734604 = -1670675.706018 nChanged 99 SP:Iteration 20F (21599.440000 sec): 3 clusters Score: Raw -1675309.271406 + Penalty 4587.734604 = -1670721.536802 nChanged 88 SP:Iteration 21Q (21599.480000 sec): 3 clusters Score: Raw -1675351.212183 + Penalty 4587.734604 = -1670763.477579 nChanged 78 SP:Iteration 22Q (21599.510000 sec): 3 clusters Score: Raw -1675389.439334 + Penalty 4587.734604 = -1670801.704730 nChanged 78 SP:Iteration 23Q (21599.550000 sec): 3 clusters Score: Raw -1675421.935338 + Penalty 4587.734604 = -1670834.200734 nChanged 61 SP:Iteration 24Q (21599.580000 sec): 3 clusters Score: Raw -1675443.099280 + Penalty 4587.734604 = -1670855.364676 nChanged 50 SP:Iteration 25Q (21599.620000 sec): 3 clusters Score: Raw -1675463.823308 + Penalty 4587.734604 = -1670876.088704 nChanged 67 SP:Iteration 26Q (21599.650000 sec): 3 clusters Score: Raw -1675492.175735 + Penalty 4587.734604 = -1670904.441131 nChanged 77 SP:Iteration 27Q (21599.680000 sec): 3 clusters Score: Raw -1675522.362802 + Penalty 4587.734604 = -1670934.628198 nChanged 67 SP:Iteration 28Q (21599.720000 sec): 3 clusters Score: Raw -1675546.357330 + Penalty 4587.734604 = -1670958.622726 nChanged 51 SP:Iteration 29Q (21599.750000 sec): 3 clusters Score: Raw -1675565.695324 + Penalty 4587.734604 = -1670977.960721 nChanged 51 SP:Iteration 30Q (21599.780000 sec): 3 clusters Score: Raw -1675581.672208 + Penalty 4587.734604 = -1670993.937605 nChanged 38 SP:Iteration 31Q (21599.820000 sec): 3 clusters Score: Raw -1675590.074312 + Penalty 4587.734604 = -1671002.339708 nChanged 40 SP:Iteration 32Q (21599.850000 sec): 3 clusters Score: Raw -1675603.139553 + Penalty 4587.734604 = -1671015.404949 nChanged 52 SP:Iteration 33Q (21599.880000 sec): 3 clusters Score: Raw -1675622.667941 + Penalty 4587.734604 = -1671034.933337 nChanged 68 SP:Iteration 34Q (21599.920000 sec): 3 clusters Score: Raw -1675647.137995 + Penalty 4587.734604 = -1671059.403392 nChanged 71 SP:Iteration 35Q (21599.950000 sec): 3 clusters Score: Raw -1675673.385412 + Penalty 4587.734604 = -1671085.650809 nChanged 76 SP:Iteration 36Q (21599.980000 sec): 3 clusters Score: Raw -1675698.631183 + Penalty 4587.734604 = -1671110.896579 nChanged 64 SP:Iteration 37Q (21600.020000 sec): 3 clusters Score: Raw -1675721.899520 + Penalty 4587.734604 = -1671134.164916 nChanged 69 SP:Iteration 38Q (21600.050000 sec): 3 clusters Score: Raw -1675747.233460 + Penalty 4587.734604 = -1671159.498856 nChanged 71 SP:Iteration 39Q (21600.080000 sec): 3 clusters Score: Raw -1675772.340586 + Penalty 4587.734604 = -1671184.605983 nChanged 59 SP:Iteration 40F (21600.120000 sec): 3 clusters Score: Raw -1675794.423307 + Penalty 4587.734604 = -1671206.688703 nChanged 58 SP:Iteration 41Q (21600.160000 sec): 3 clusters Score: Raw -1675814.390379 + Penalty 4587.734604 = -1671226.655776 nChanged 62 SP:Iteration 42Q (21600.200000 sec): 3 clusters Score: Raw -1675834.920073 + Penalty 4587.734604 = -1671247.185470 nChanged 61 SP:Iteration 43Q (21600.240000 sec): 3 clusters Score: Raw -1675855.567883 + Penalty 4587.734604 = -1671267.833279 nChanged 65 SP:Iteration 44Q (21600.270000 sec): 3 clusters Score: Raw -1675876.422179 + Penalty 4587.734604 = -1671288.687576 nChanged 57 SP:Iteration 45Q (21600.300000 sec): 3 clusters Score: Raw -1675895.480892 + Penalty 4587.734604 = -1671307.746289 nChanged 55 SP:Iteration 46Q (21600.340000 sec): 3 clusters Score: Raw -1675913.496735 + Penalty 4587.734604 = -1671325.762131 nChanged 45 SP:Iteration 47Q (21600.370000 sec): 3 clusters Score: Raw -1675925.781873 + Penalty 4587.734604 = -1671338.047270 nChanged 39 SP:Iteration 48Q (21600.410000 sec): 3 clusters Score: Raw -1675937.892423 + Penalty 4587.734604 = -1671350.157819 nChanged 39 SP:Iteration 49Q (21600.440000 sec): 3 clusters Score: Raw -1675948.095198 + Penalty 4587.734604 = -1671360.360595 nChanged 36 SP:Iteration 50Q (21600.480000 sec): 3 clusters Score: Raw -1675956.249440 + Penalty 4587.734604 = -1671368.514836 nChanged 30 SP:Iteration 51Q (21600.510000 sec): 3 clusters Score: Raw -1675964.011936 + Penalty 4587.734604 = -1671376.277332 nChanged 33 SP:Iteration 52Q (21600.540000 sec): 3 clusters Score: Raw -1675971.199780 + Penalty 4587.734604 = -1671383.465176 nChanged 21 SP:Iteration 53Q (21600.580000 sec): 3 clusters Score: Raw -1675974.787163 + Penalty 4587.734604 = -1671387.052559 nChanged 22 SP:Iteration 54Q (21600.610000 sec): 3 clusters Score: Raw -1675979.212438 + Penalty 4587.734604 = -1671391.477834 nChanged 17 SP:Iteration 55Q (21600.640000 sec): 3 clusters Score: Raw -1675983.054619 + Penalty 4587.734604 = -1671395.320016 nChanged 21 SP:Iteration 56Q (21600.680000 sec): 3 clusters Score: Raw -1675986.799159 + Penalty 4587.734604 = -1671399.064555 nChanged 19 SP:Iteration 57Q (21600.710000 sec): 3 clusters Score: Raw -1675989.966578 + Penalty 4587.734604 = -1671402.231974 nChanged 16 SP:Iteration 58Q (21600.750000 sec): 3 clusters Score: Raw -1675993.089297 + Penalty 4587.734604 = -1671405.354693 nChanged 16 SP:Iteration 59Q (21600.780000 sec): 3 clusters Score: Raw -1675995.989397 + Penalty 4587.734604 = -1671408.254794 nChanged 14 SP:Iteration 60F (21600.820000 sec): 3 clusters Score: Raw -1675998.589694 + Penalty 4587.734604 = -1671410.855090 nChanged 14 SP:Iteration 61Q (21600.860000 sec): 3 clusters Score: Raw -1676000.462179 + Penalty 4587.734604 = -1671412.727575 nChanged 9 SP:Iteration 62Q (21600.890000 sec): 3 clusters Score: Raw -1676001.706075 + Penalty 4587.734604 = -1671413.971471 nChanged 5 SP:Iteration 63Q (21600.920000 sec): 3 clusters Score: Raw -1676002.470228 + Penalty 4587.734604 = -1671414.735624 nChanged 3 SP:Iteration 64Q (21600.960000 sec): 3 clusters Score: Raw -1676003.007635 + Penalty 4587.734604 = -1671415.273031 nChanged 3 SP:Iteration 65Q (21601.000000 sec): 3 clusters Score: Raw -1676003.514327 + Penalty 4587.734604 = -1671415.779724 nChanged 4 SP:Iteration 66Q (21601.030000 sec): 3 clusters Score: Raw -1676004.095122 + Penalty 4587.734604 = -1671416.360519 nChanged 7 SP:Iteration 67Q (21601.060000 sec): 3 clusters Score: Raw -1676005.450345 + Penalty 4587.734604 = -1671417.715741 nChanged 5 SP:Iteration 68Q (21601.100000 sec): 3 clusters Score: Raw -1676006.038814 + Penalty 4587.734604 = -1671418.304210 nChanged 5 SP:Iteration 69Q (21601.140000 sec): 3 clusters Score: Raw -1676006.799470 + Penalty 4587.734604 = -1671419.064866 nChanged 1 SP:Iteration 70Q (21601.170000 sec): 3 clusters Score: Raw -1676006.871599 + Penalty 4587.734604 = -1671419.136995 nChanged 0 SP:Iteration 71F (21601.210000 sec): 3 clusters Score: Raw -1676006.871599 + Penalty 4587.734604 = -1671419.136995 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 14 (57349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21601.440000 sec): 2 clusters Score: Raw -8777143.562390 + Penalty 2717.313850 = -8774426.248539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21601.680000 sec): 3 clusters Score: Raw -8741344.275178 + Penalty 5434.627700 = -8735909.647478 nChanged 26612 SP:Iteration 1F (21601.910000 sec): 3 clusters Score: Raw -8756224.587755 + Penalty 5434.627700 = -8750789.960055 nChanged 2481 SP:Iteration 2Q (21602.150000 sec): 3 clusters Score: Raw -8757059.917151 + Penalty 5434.627700 = -8751625.289451 nChanged 2548 SP:Iteration 3Q (21602.390000 sec): 3 clusters Score: Raw -8758047.795574 + Penalty 5434.627700 = -8752613.167874 nChanged 2674 SP:Iteration 4Q (21602.630000 sec): 3 clusters Score: Raw -8759243.244760 + Penalty 5434.627700 = -8753808.617059 nChanged 2888 SP:Iteration 5F (21602.860000 sec): 3 clusters Score: Raw -8760817.175288 + Penalty 5434.627700 = -8755382.547588 nChanged 3252 SP:Iteration 6F (21603.100000 sec): 3 clusters Score: Raw -8762882.704605 + Penalty 5434.627700 = -8757448.076904 nChanged 3470 SP:Iteration 7F (21603.340000 sec): 3 clusters Score: Raw -8765326.753336 + Penalty 5434.627700 = -8759892.125636 nChanged 3377 SP:Iteration 8F (21603.570000 sec): 3 clusters Score: Raw -8767576.059738 + Penalty 5434.627700 = -8762141.432038 nChanged 2893 SP:Iteration 9F (21603.800000 sec): 3 clusters Score: Raw -8769214.810339 + Penalty 5434.627700 = -8763780.182639 nChanged 2378 SP:Iteration 10Q (21604.040000 sec): 3 clusters Score: Raw -8770331.428984 + Penalty 5434.627700 = -8764896.801284 nChanged 1696 SP:Iteration 11Q (21604.260000 sec): 3 clusters Score: Raw -8770916.976021 + Penalty 5434.627700 = -8765482.348321 nChanged 1185 SP:Iteration 12Q (21604.490000 sec): 3 clusters Score: Raw -8771225.242970 + Penalty 5434.627700 = -8765790.615270 nChanged 853 SP:Iteration 13Q (21604.710000 sec): 3 clusters Score: Raw -8771413.618998 + Penalty 5434.627700 = -8765978.991298 nChanged 668 SP:Iteration 14Q (21604.940000 sec): 3 clusters Score: Raw -8771563.446847 + Penalty 5434.627700 = -8766128.819147 nChanged 616 SP:Iteration 15Q (21605.160000 sec): 3 clusters Score: Raw -8771705.635190 + Penalty 5434.627700 = -8766271.007490 nChanged 586 SP:Iteration 16Q (21605.380000 sec): 3 clusters Score: Raw -8771844.013101 + Penalty 5434.627700 = -8766409.385401 nChanged 572 SP:Iteration 17Q (21605.600000 sec): 3 clusters Score: Raw -8771980.012312 + Penalty 5434.627700 = -8766545.384612 nChanged 573 SP:Iteration 18Q (21605.820000 sec): 3 clusters Score: Raw -8772123.698979 + Penalty 5434.627700 = -8766689.071279 nChanged 615 SP:Iteration 19Q (21606.030000 sec): 3 clusters Score: Raw -8772281.021806 + Penalty 5434.627700 = -8766846.394106 nChanged 644 SP:Iteration 20F (21606.260000 sec): 3 clusters Score: Raw -8772459.566865 + Penalty 5434.627700 = -8767024.939165 nChanged 668 SP:Iteration 21Q (21606.480000 sec): 3 clusters Score: Raw -8772655.400303 + Penalty 5434.627700 = -8767220.772603 nChanged 671 SP:Iteration 22Q (21606.690000 sec): 3 clusters Score: Raw -8772873.965210 + Penalty 5434.627700 = -8767439.337510 nChanged 710 SP:Iteration 23Q (21606.900000 sec): 3 clusters Score: Raw -8773118.533020 + Penalty 5434.627700 = -8767683.905320 nChanged 757 SP:Iteration 24Q (21607.110000 sec): 3 clusters Score: Raw -8773385.693529 + Penalty 5434.627700 = -8767951.065829 nChanged 755 SP:Iteration 25Q (21607.320000 sec): 3 clusters Score: Raw -8773673.077763 + Penalty 5434.627700 = -8768238.450063 nChanged 763 SP:Iteration 26Q (21607.530000 sec): 3 clusters Score: Raw -8773972.634299 + Penalty 5434.627700 = -8768538.006599 nChanged 769 SP:Iteration 27Q (21607.730000 sec): 3 clusters Score: Raw -8774288.211841 + Penalty 5434.627700 = -8768853.584141 nChanged 765 SP:Iteration 28Q (21607.940000 sec): 3 clusters Score: Raw -8774609.971385 + Penalty 5434.627700 = -8769175.343685 nChanged 779 SP:Iteration 29Q (21608.140000 sec): 3 clusters Score: Raw -8774944.560785 + Penalty 5434.627700 = -8769509.933085 nChanged 788 SP:Iteration 30Q (21608.330000 sec): 3 clusters Score: Raw -8775285.450240 + Penalty 5434.627700 = -8769850.822539 nChanged 730 SP:Iteration 31Q (21608.530000 sec): 3 clusters Score: Raw -8775618.060261 + Penalty 5434.627700 = -8770183.432560 nChanged 724 SP:Iteration 32Q (21608.720000 sec): 3 clusters Score: Raw -8775948.127470 + Penalty 5434.627700 = -8770513.499770 nChanged 684 SP:Iteration 33Q (21608.920000 sec): 3 clusters Score: Raw -8776261.457294 + Penalty 5434.627700 = -8770826.829594 nChanged 666 SP:Iteration 34Q (21609.100000 sec): 3 clusters Score: Raw -8776589.114568 + Penalty 5434.627700 = -8771154.486868 nChanged 608 SP:Iteration 35Q (21609.290000 sec): 3 clusters Score: Raw -8776908.492776 + Penalty 5434.627700 = -8771473.865076 nChanged 535 SP:Iteration 36Q (21609.480000 sec): 3 clusters Score: Raw -8777193.199859 + Penalty 5434.627700 = -8771758.572159 nChanged 480 SP:Iteration 37Q (21609.660000 sec): 3 clusters Score: Raw -8777437.047690 + Penalty 5434.627700 = -8772002.419990 nChanged 383 SP:Iteration 38Q (21609.840000 sec): 3 clusters Score: Raw -8777611.045098 + Penalty 5434.627700 = -8772176.417398 nChanged 276 SP:Iteration 39Q (21610.020000 sec): 3 clusters Score: Raw -8777725.827741 + Penalty 5434.627700 = -8772291.200041 nChanged 227 SP:Iteration 40F (21610.250000 sec): 3 clusters Score: Raw -8777818.260838 + Penalty 5434.627700 = -8772383.633138 nChanged 167 SP:Iteration 41Q (21610.430000 sec): 3 clusters Score: Raw -8777881.671977 + Penalty 5434.627700 = -8772447.044277 nChanged 135 SP:Iteration 42Q (21610.610000 sec): 3 clusters Score: Raw -8777927.448710 + Penalty 5434.627700 = -8772492.821010 nChanged 105 SP:Iteration 43Q (21610.780000 sec): 3 clusters Score: Raw -8777960.360879 + Penalty 5434.627700 = -8772525.733179 nChanged 88 SP:Iteration 44Q (21610.960000 sec): 3 clusters Score: Raw -8777987.669428 + Penalty 5434.627700 = -8772553.041728 nChanged 76 SP:Iteration 45Q (21611.130000 sec): 3 clusters Score: Raw -8778010.209458 + Penalty 5434.627700 = -8772575.581758 nChanged 66 SP:Iteration 46Q (21611.300000 sec): 3 clusters Score: Raw -8778031.277330 + Penalty 5434.627700 = -8772596.649630 nChanged 55 SP:Iteration 47Q (21611.480000 sec): 3 clusters Score: Raw -8778047.315215 + Penalty 5434.627700 = -8772612.687515 nChanged 47 SP:Iteration 48Q (21611.650000 sec): 3 clusters Score: Raw -8778062.026379 + Penalty 5434.627700 = -8772627.398679 nChanged 46 SP:Iteration 49Q (21611.820000 sec): 3 clusters Score: Raw -8778073.425638 + Penalty 5434.627700 = -8772638.797938 nChanged 25 SP:Iteration 50Q (21611.990000 sec): 3 clusters Score: Raw -8778078.248591 + Penalty 5434.627700 = -8772643.620891 nChanged 15 SP:Iteration 51Q (21612.170000 sec): 3 clusters Score: Raw -8778082.020975 + Penalty 5434.627700 = -8772647.393275 nChanged 20 SP:Iteration 52Q (21612.340000 sec): 3 clusters Score: Raw -8778087.305362 + Penalty 5434.627700 = -8772652.677662 nChanged 22 SP:Iteration 53Q (21612.510000 sec): 3 clusters Score: Raw -8778092.491231 + Penalty 5434.627700 = -8772657.863531 nChanged 14 SP:Iteration 54Q (21612.680000 sec): 3 clusters Score: Raw -8778095.428811 + Penalty 5434.627700 = -8772660.801111 nChanged 12 SP:Iteration 55Q (21612.860000 sec): 3 clusters Score: Raw -8778098.250506 + Penalty 5434.627700 = -8772663.622806 nChanged 14 SP:Iteration 56Q (21613.030000 sec): 3 clusters Score: Raw -8778100.825750 + Penalty 5434.627700 = -8772666.198050 nChanged 11 SP:Iteration 57Q (21613.200000 sec): 3 clusters Score: Raw -8778103.646876 + Penalty 5434.627700 = -8772669.019176 nChanged 12 SP:Iteration 58Q (21613.380000 sec): 3 clusters Score: Raw -8778105.999726 + Penalty 5434.627700 = -8772671.372025 nChanged 6 SP:Iteration 59Q (21613.550000 sec): 3 clusters Score: Raw -8778107.232782 + Penalty 5434.627700 = -8772672.605081 nChanged 4 SP:Iteration 60F (21613.780000 sec): 3 clusters Score: Raw -8778108.050982 + Penalty 5434.627700 = -8772673.423282 nChanged 6 SP:Iteration 61Q (21613.950000 sec): 3 clusters Score: Raw -8778109.260275 + Penalty 5434.627700 = -8772674.632575 nChanged 6 SP:Iteration 62Q (21614.130000 sec): 3 clusters Score: Raw -8778110.165745 + Penalty 5434.627700 = -8772675.538045 nChanged 3 SP:Iteration 63Q (21614.300000 sec): 3 clusters Score: Raw -8778110.789920 + Penalty 5434.627700 = -8772676.162220 nChanged 3 SP:Iteration 64Q (21614.470000 sec): 3 clusters Score: Raw -8778111.304244 + Penalty 5434.627700 = -8772676.676544 nChanged 5 SP:Iteration 65Q (21614.650000 sec): 3 clusters Score: Raw -8778112.001035 + Penalty 5434.627700 = -8772677.373335 nChanged 4 SP:Iteration 66Q (21614.820000 sec): 3 clusters Score: Raw -8778112.708267 + Penalty 5434.627700 = -8772678.080567 nChanged 4 SP:Iteration 67Q (21614.990000 sec): 3 clusters Score: Raw -8778113.737533 + Penalty 5434.627700 = -8772679.109833 nChanged 6 SP:Iteration 68Q (21615.160000 sec): 3 clusters Score: Raw -8778114.830790 + Penalty 5434.627700 = -8772680.203090 nChanged 1 SP:Iteration 69Q (21615.330000 sec): 3 clusters Score: Raw -8778115.008385 + Penalty 5434.627700 = -8772680.380685 nChanged 2 SP:Iteration 70Q (21615.510000 sec): 3 clusters Score: Raw -8778115.323256 + Penalty 5434.627700 = -8772680.695556 nChanged 2 SP:Iteration 71Q (21615.680000 sec): 3 clusters Score: Raw -8778115.834295 + Penalty 5434.627700 = -8772681.206595 nChanged 1 SP:Iteration 72Q (21615.850000 sec): 3 clusters Score: Raw -8778116.003912 + Penalty 5434.627700 = -8772681.376212 nChanged 2 SP:Iteration 73Q (21616.030000 sec): 3 clusters Score: Raw -8778116.475174 + Penalty 5434.627700 = -8772681.847474 nChanged 1 SP:Iteration 74Q (21616.200000 sec): 3 clusters Score: Raw -8778116.582835 + Penalty 5434.627700 = -8772681.955135 nChanged 0 SP:Iteration 75F (21616.430000 sec): 3 clusters Score: Raw -8778116.582835 + Penalty 5434.627700 = -8772681.955135 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 15 (23666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21616.530000 sec): 2 clusters Score: Raw -3598791.538351 + Penalty 2497.805085 = -3596293.733266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21616.630000 sec): 3 clusters Score: Raw -3584999.441667 + Penalty 4995.610170 = -3580003.831497 nChanged 10586 SP:Iteration 1F (21616.730000 sec): 3 clusters Score: Raw -3591383.170402 + Penalty 4995.610170 = -3586387.560232 nChanged 1636 SP:Iteration 2F (21616.820000 sec): 3 clusters Score: Raw -3592342.500528 + Penalty 4995.610170 = -3587346.890358 nChanged 1575 SP:Iteration 3F (21616.920000 sec): 3 clusters Score: Raw -3593305.782659 + Penalty 4995.610170 = -3588310.172489 nChanged 1424 SP:Iteration 4F (21617.010000 sec): 3 clusters Score: Raw -3594243.063255 + Penalty 4995.610170 = -3589247.453084 nChanged 1406 SP:Iteration 5F (21617.110000 sec): 3 clusters Score: Raw -3595170.231594 + Penalty 4995.610170 = -3590174.621424 nChanged 1287 SP:Iteration 6F (21617.200000 sec): 3 clusters Score: Raw -3596029.403454 + Penalty 4995.610170 = -3591033.793283 nChanged 1178 SP:Iteration 7Q (21617.300000 sec): 3 clusters Score: Raw -3596763.282712 + Penalty 4995.610170 = -3591767.672542 nChanged 1022 SP:Iteration 8Q (21617.390000 sec): 3 clusters Score: Raw -3597339.553255 + Penalty 4995.610170 = -3592343.943085 nChanged 818 SP:Iteration 9Q (21617.490000 sec): 3 clusters Score: Raw -3597746.816244 + Penalty 4995.610170 = -3592751.206073 nChanged 671 SP:Iteration 10Q (21617.580000 sec): 3 clusters Score: Raw -3598093.502302 + Penalty 4995.610170 = -3593097.892132 nChanged 606 SP:Iteration 11Q (21617.670000 sec): 3 clusters Score: Raw -3598426.179761 + Penalty 4995.610170 = -3593430.569591 nChanged 572 SP:Iteration 12Q (21617.760000 sec): 3 clusters Score: Raw -3598698.920062 + Penalty 4995.610170 = -3593703.309891 nChanged 479 SP:Iteration 13Q (21617.850000 sec): 3 clusters Score: Raw -3598890.998371 + Penalty 4995.610170 = -3593895.388201 nChanged 394 SP:Iteration 14Q (21617.940000 sec): 3 clusters Score: Raw -3599035.472593 + Penalty 4995.610170 = -3594039.862423 nChanged 331 SP:Iteration 15Q (21618.030000 sec): 3 clusters Score: Raw -3599154.057934 + Penalty 4995.610170 = -3594158.447764 nChanged 294 SP:Iteration 16Q (21618.120000 sec): 3 clusters Score: Raw -3599267.212706 + Penalty 4995.610170 = -3594271.602535 nChanged 284 SP:Iteration 17Q (21618.210000 sec): 3 clusters Score: Raw -3599382.961446 + Penalty 4995.610170 = -3594387.351276 nChanged 276 SP:Iteration 18Q (21618.300000 sec): 3 clusters Score: Raw -3599494.722078 + Penalty 4995.610170 = -3594499.111908 nChanged 264 SP:Iteration 19Q (21618.390000 sec): 3 clusters Score: Raw -3599595.666840 + Penalty 4995.610170 = -3594600.056670 nChanged 224 SP:Iteration 20F (21618.480000 sec): 3 clusters Score: Raw -3599676.629345 + Penalty 4995.610170 = -3594681.019175 nChanged 207 SP:Iteration 21Q (21618.570000 sec): 3 clusters Score: Raw -3599759.268179 + Penalty 4995.610170 = -3594763.658009 nChanged 207 SP:Iteration 22Q (21618.650000 sec): 3 clusters Score: Raw -3599841.568700 + Penalty 4995.610170 = -3594845.958530 nChanged 185 SP:Iteration 23Q (21618.730000 sec): 3 clusters Score: Raw -3599927.273958 + Penalty 4995.610170 = -3594931.663788 nChanged 215 SP:Iteration 24Q (21618.820000 sec): 3 clusters Score: Raw -3600022.805231 + Penalty 4995.610170 = -3595027.195061 nChanged 206 SP:Iteration 25Q (21618.900000 sec): 3 clusters Score: Raw -3600119.428914 + Penalty 4995.610170 = -3595123.818743 nChanged 186 SP:Iteration 26Q (21618.980000 sec): 3 clusters Score: Raw -3600216.476634 + Penalty 4995.610170 = -3595220.866463 nChanged 185 SP:Iteration 27Q (21619.060000 sec): 3 clusters Score: Raw -3600309.902375 + Penalty 4995.610170 = -3595314.292205 nChanged 167 SP:Iteration 28Q (21619.140000 sec): 3 clusters Score: Raw -3600388.395747 + Penalty 4995.610170 = -3595392.785577 nChanged 154 SP:Iteration 29Q (21619.220000 sec): 3 clusters Score: Raw -3600457.380245 + Penalty 4995.610170 = -3595461.770075 nChanged 144 SP:Iteration 30Q (21619.300000 sec): 3 clusters Score: Raw -3600514.875622 + Penalty 4995.610170 = -3595519.265452 nChanged 134 SP:Iteration 31Q (21619.370000 sec): 3 clusters Score: Raw -3600565.635069 + Penalty 4995.610170 = -3595570.024899 nChanged 118 SP:Iteration 32Q (21619.450000 sec): 3 clusters Score: Raw -3600611.656789 + Penalty 4995.610170 = -3595616.046618 nChanged 110 SP:Iteration 33Q (21619.530000 sec): 3 clusters Score: Raw -3600653.694097 + Penalty 4995.610170 = -3595658.083927 nChanged 102 SP:Iteration 34Q (21619.600000 sec): 3 clusters Score: Raw -3600688.703123 + Penalty 4995.610170 = -3595693.092952 nChanged 91 SP:Iteration 35Q (21619.680000 sec): 3 clusters Score: Raw -3600717.133121 + Penalty 4995.610170 = -3595721.522951 nChanged 75 SP:Iteration 36Q (21619.750000 sec): 3 clusters Score: Raw -3600738.487230 + Penalty 4995.610170 = -3595742.877060 nChanged 57 SP:Iteration 37Q (21619.830000 sec): 3 clusters Score: Raw -3600754.739951 + Penalty 4995.610170 = -3595759.129781 nChanged 48 SP:Iteration 38Q (21619.910000 sec): 3 clusters Score: Raw -3600771.715212 + Penalty 4995.610170 = -3595776.105041 nChanged 45 SP:Iteration 39Q (21619.980000 sec): 3 clusters Score: Raw -3600785.172884 + Penalty 4995.610170 = -3595789.562714 nChanged 43 SP:Iteration 40F (21620.070000 sec): 3 clusters Score: Raw -3600796.871688 + Penalty 4995.610170 = -3595801.261518 nChanged 25 SP:Iteration 41Q (21620.150000 sec): 3 clusters Score: Raw -3600802.555024 + Penalty 4995.610170 = -3595806.944853 nChanged 22 SP:Iteration 42Q (21620.220000 sec): 3 clusters Score: Raw -3600807.375853 + Penalty 4995.610170 = -3595811.765682 nChanged 19 SP:Iteration 43Q (21620.300000 sec): 3 clusters Score: Raw -3600810.665820 + Penalty 4995.610170 = -3595815.055650 nChanged 12 SP:Iteration 44Q (21620.370000 sec): 3 clusters Score: Raw -3600813.164777 + Penalty 4995.610170 = -3595817.554607 nChanged 13 SP:Iteration 45Q (21620.450000 sec): 3 clusters Score: Raw -3600815.693709 + Penalty 4995.610170 = -3595820.083539 nChanged 9 SP:Iteration 46Q (21620.520000 sec): 3 clusters Score: Raw -3600817.597229 + Penalty 4995.610170 = -3595821.987059 nChanged 8 SP:Iteration 47Q (21620.590000 sec): 3 clusters Score: Raw -3600818.766452 + Penalty 4995.610170 = -3595823.156281 nChanged 6 SP:Iteration 48Q (21620.670000 sec): 3 clusters Score: Raw -3600819.612372 + Penalty 4995.610170 = -3595824.002202 nChanged 4 SP:Iteration 49Q (21620.740000 sec): 3 clusters Score: Raw -3600820.488980 + Penalty 4995.610170 = -3595824.878810 nChanged 6 SP:Iteration 50Q (21620.820000 sec): 3 clusters Score: Raw -3600821.520782 + Penalty 4995.610170 = -3595825.910612 nChanged 8 SP:Iteration 51Q (21620.890000 sec): 3 clusters Score: Raw -3600823.073647 + Penalty 4995.610170 = -3595827.463477 nChanged 10 SP:Iteration 52Q (21620.970000 sec): 3 clusters Score: Raw -3600824.886639 + Penalty 4995.610170 = -3595829.276469 nChanged 9 SP:Iteration 53Q (21621.040000 sec): 3 clusters Score: Raw -3600826.763834 + Penalty 4995.610170 = -3595831.153663 nChanged 11 SP:Iteration 54Q (21621.110000 sec): 3 clusters Score: Raw -3600828.468203 + Penalty 4995.610170 = -3595832.858033 nChanged 7 SP:Iteration 55Q (21621.190000 sec): 3 clusters Score: Raw -3600829.844406 + Penalty 4995.610170 = -3595834.234236 nChanged 8 SP:Iteration 56Q (21621.260000 sec): 3 clusters Score: Raw -3600830.839192 + Penalty 4995.610170 = -3595835.229022 nChanged 4 SP:Iteration 57Q (21621.330000 sec): 3 clusters Score: Raw -3600831.339165 + Penalty 4995.610170 = -3595835.728995 nChanged 2 SP:Iteration 58Q (21621.410000 sec): 3 clusters Score: Raw -3600831.843642 + Penalty 4995.610170 = -3595836.233472 nChanged 1 SP:Iteration 59Q (21621.480000 sec): 3 clusters Score: Raw -3600831.995648 + Penalty 4995.610170 = -3595836.385478 nChanged 0 SP:Iteration 60F (21621.580000 sec): 3 clusters Score: Raw -3600831.995648 + Penalty 4995.610170 = -3595836.385478 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 16 (153110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21622.180000 sec): 2 clusters Score: Raw -24736332.541040 + Penalty 2960.850150 = -24733371.690890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21622.840000 sec): 3 clusters Score: Raw -24636685.619752 + Penalty 5921.700301 = -24630763.919452 nChanged 73069 SP:Iteration 1F (21623.490000 sec): 3 clusters Score: Raw -24679977.365018 + Penalty 5921.700301 = -24674055.664717 nChanged 5556 SP:Iteration 2Q (21624.160000 sec): 3 clusters Score: Raw -24681532.719337 + Penalty 5921.700301 = -24675611.019036 nChanged 6283 SP:Iteration 3Q (21624.830000 sec): 3 clusters Score: Raw -24683756.192766 + Penalty 5921.700301 = -24677834.492466 nChanged 7775 SP:Iteration 4F (21625.480000 sec): 3 clusters Score: Raw -24687376.018122 + Penalty 5921.700301 = -24681454.317821 nChanged 9837 SP:Iteration 5F (21626.130000 sec): 3 clusters Score: Raw -24693445.965702 + Penalty 5921.700301 = -24687524.265402 nChanged 12192 SP:Iteration 6F (21626.780000 sec): 3 clusters Score: Raw -24702995.516737 + Penalty 5921.700301 = -24697073.816436 nChanged 12925 SP:Iteration 7F (21627.430000 sec): 3 clusters Score: Raw -24714941.078434 + Penalty 5921.700301 = -24709019.378133 nChanged 11083 SP:Iteration 8F (21628.080000 sec): 3 clusters Score: Raw -24726020.392572 + Penalty 5921.700301 = -24720098.692271 nChanged 6801 SP:Iteration 9Q (21628.720000 sec): 3 clusters Score: Raw -24732767.291897 + Penalty 5921.700301 = -24726845.591596 nChanged 2918 SP:Iteration 10Q (21629.310000 sec): 3 clusters Score: Raw -24735489.368435 + Penalty 5921.700301 = -24729567.668135 nChanged 950 SP:Iteration 11Q (21629.830000 sec): 3 clusters Score: Raw -24736393.548002 + Penalty 5921.700301 = -24730471.847701 nChanged 314 SP:Iteration 12Q (21630.320000 sec): 3 clusters Score: Raw -24736716.472440 + Penalty 5921.700301 = -24730794.772140 nChanged 142 SP:Iteration 13Q (21630.790000 sec): 3 clusters Score: Raw -24736855.522093 + Penalty 5921.700301 = -24730933.821792 nChanged 67 SP:Iteration 14Q (21631.260000 sec): 3 clusters Score: Raw -24736916.410541 + Penalty 5921.700301 = -24730994.710240 nChanged 48 SP:Iteration 15Q (21631.730000 sec): 3 clusters Score: Raw -24736953.650965 + Penalty 5921.700301 = -24731031.950665 nChanged 33 SP:Iteration 16Q (21632.190000 sec): 3 clusters Score: Raw -24736974.803640 + Penalty 5921.700301 = -24731053.103339 nChanged 24 SP:Iteration 17Q (21632.650000 sec): 3 clusters Score: Raw -24736994.143332 + Penalty 5921.700301 = -24731072.443032 nChanged 16 SP:Iteration 18Q (21633.120000 sec): 3 clusters Score: Raw -24737009.458195 + Penalty 5921.700301 = -24731087.757894 nChanged 17 SP:Iteration 19Q (21633.580000 sec): 3 clusters Score: Raw -24737020.057489 + Penalty 5921.700301 = -24731098.357189 nChanged 14 SP:Iteration 20F (21634.220000 sec): 3 clusters Score: Raw -24737028.844213 + Penalty 5921.700301 = -24731107.143912 nChanged 11 SP:Iteration 21Q (21634.680000 sec): 3 clusters Score: Raw -24737034.310792 + Penalty 5921.700301 = -24731112.610491 nChanged 6 SP:Iteration 22Q (21635.150000 sec): 3 clusters Score: Raw -24737037.048659 + Penalty 5921.700301 = -24731115.348358 nChanged 5 SP:Iteration 23Q (21635.610000 sec): 3 clusters Score: Raw -24737039.597292 + Penalty 5921.700301 = -24731117.896991 nChanged 4 SP:Iteration 24Q (21636.070000 sec): 3 clusters Score: Raw -24737043.055099 + Penalty 5921.700301 = -24731121.354798 nChanged 6 SP:Iteration 25Q (21636.530000 sec): 3 clusters Score: Raw -24737045.790524 + Penalty 5921.700301 = -24731124.090223 nChanged 4 SP:Iteration 26Q (21636.990000 sec): 3 clusters Score: Raw -24737048.069550 + Penalty 5921.700301 = -24731126.369249 nChanged 4 SP:Iteration 27Q (21637.450000 sec): 3 clusters Score: Raw -24737050.591070 + Penalty 5921.700301 = -24731128.890769 nChanged 3 SP:Iteration 28Q (21637.910000 sec): 3 clusters Score: Raw -24737051.826067 + Penalty 5921.700301 = -24731130.125766 nChanged 1 SP:Iteration 29Q (21638.380000 sec): 3 clusters Score: Raw -24737052.986813 + Penalty 5921.700301 = -24731131.286512 nChanged 1 SP:Iteration 30Q (21638.840000 sec): 3 clusters Score: Raw -24737053.344982 + Penalty 5921.700301 = -24731131.644681 nChanged 1 SP:Iteration 31Q (21639.300000 sec): 3 clusters Score: Raw -24737053.524646 + Penalty 5921.700301 = -24731131.824346 nChanged 0 SP:Iteration 32F (21639.940000 sec): 3 clusters Score: Raw -24737053.524646 + Penalty 5921.700301 = -24731131.824346 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 17 (3353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21640.030000 sec): 2 clusters Score: Raw -512524.710596 + Penalty 2013.167465 = -510511.543131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21640.050000 sec): 3 clusters Score: Raw -511092.113004 + Penalty 4026.334930 = -507065.778074 nChanged 1217 SP:Iteration 1F (21640.060000 sec): 3 clusters Score: Raw -512031.004534 + Penalty 4026.334930 = -508004.669604 nChanged 303 SP:Iteration 2F (21640.070000 sec): 3 clusters Score: Raw -512428.535996 + Penalty 4026.334930 = -508402.201066 nChanged 270 SP:Iteration 3F (21640.090000 sec): 3 clusters Score: Raw -512833.196945 + Penalty 4026.334930 = -508806.862015 nChanged 240 SP:Iteration 4F (21640.100000 sec): 3 clusters Score: Raw -513220.236268 + Penalty 4026.334930 = -509193.901338 nChanged 217 SP:Iteration 5F (21640.110000 sec): 3 clusters Score: Raw -513536.212104 + Penalty 4026.334930 = -509509.877174 nChanged 166 SP:Iteration 6Q (21640.130000 sec): 3 clusters Score: Raw -513727.569108 + Penalty 4026.334930 = -509701.234178 nChanged 133 SP:Iteration 7Q (21640.140000 sec): 3 clusters Score: Raw -513868.583723 + Penalty 4026.334930 = -509842.248793 nChanged 100 SP:Iteration 8Q (21640.150000 sec): 3 clusters Score: Raw -513968.434968 + Penalty 4026.334930 = -509942.100038 nChanged 70 SP:Iteration 9Q (21640.160000 sec): 3 clusters Score: Raw -514042.766056 + Penalty 4026.334930 = -510016.431126 nChanged 49 SP:Iteration 10Q (21640.170000 sec): 3 clusters Score: Raw -514082.906381 + Penalty 4026.334930 = -510056.571451 nChanged 31 SP:Iteration 11Q (21640.180000 sec): 3 clusters Score: Raw -514109.528829 + Penalty 4026.334930 = -510083.193899 nChanged 24 SP:Iteration 12Q (21640.190000 sec): 3 clusters Score: Raw -514120.254451 + Penalty 4026.334930 = -510093.919521 nChanged 14 SP:Iteration 13Q (21640.210000 sec): 3 clusters Score: Raw -514128.547877 + Penalty 4026.334930 = -510102.212947 nChanged 11 SP:Iteration 14Q (21640.220000 sec): 3 clusters Score: Raw -514134.190542 + Penalty 4026.334930 = -510107.855612 nChanged 9 SP:Iteration 15Q (21640.230000 sec): 3 clusters Score: Raw -514139.946864 + Penalty 4026.334930 = -510113.611934 nChanged 6 SP:Iteration 16Q (21640.240000 sec): 3 clusters Score: Raw -514142.681377 + Penalty 4026.334930 = -510116.346447 nChanged 4 SP:Iteration 17Q (21640.250000 sec): 3 clusters Score: Raw -514143.818590 + Penalty 4026.334930 = -510117.483660 nChanged 1 SP:Iteration 18Q (21640.270000 sec): 3 clusters Score: Raw -514143.985274 + Penalty 4026.334930 = -510117.650344 nChanged 0 SP:Iteration 19F (21640.280000 sec): 3 clusters Score: Raw -514143.985274 + Penalty 4026.334930 = -510117.650344 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 18 (39907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21640.440000 sec): 2 clusters Score: Raw -6466070.765997 + Penalty 2627.388142 = -6463443.377855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21640.600000 sec): 3 clusters Score: Raw -6441687.038294 + Penalty 5254.776285 = -6436432.262009 nChanged 18221 SP:Iteration 1F (21640.770000 sec): 3 clusters Score: Raw -6451659.219232 + Penalty 5254.776285 = -6446404.442947 nChanged 1802 SP:Iteration 2Q (21640.930000 sec): 3 clusters Score: Raw -6452270.082199 + Penalty 5254.776285 = -6447015.305914 nChanged 1738 SP:Iteration 3Q (21641.100000 sec): 3 clusters Score: Raw -6452877.886647 + Penalty 5254.776285 = -6447623.110362 nChanged 1738 SP:Iteration 4Q (21641.260000 sec): 3 clusters Score: Raw -6453571.641158 + Penalty 5254.776285 = -6448316.864873 nChanged 1862 SP:Iteration 5Q (21641.430000 sec): 3 clusters Score: Raw -6454399.997220 + Penalty 5254.776285 = -6449145.220935 nChanged 2069 SP:Iteration 6F (21641.590000 sec): 3 clusters Score: Raw -6455454.584159 + Penalty 5254.776285 = -6450199.807874 nChanged 2276 SP:Iteration 7F (21641.750000 sec): 3 clusters Score: Raw -6456801.218326 + Penalty 5254.776285 = -6451546.442041 nChanged 2439 SP:Iteration 8F (21641.910000 sec): 3 clusters Score: Raw -6458451.639677 + Penalty 5254.776285 = -6453196.863392 nChanged 2504 SP:Iteration 9F (21642.070000 sec): 3 clusters Score: Raw -6460276.504552 + Penalty 5254.776285 = -6455021.728267 nChanged 2285 SP:Iteration 10F (21642.230000 sec): 3 clusters Score: Raw -6462088.546035 + Penalty 5254.776285 = -6456833.769750 nChanged 1878 SP:Iteration 11Q (21642.390000 sec): 3 clusters Score: Raw -6463641.902742 + Penalty 5254.776285 = -6458387.126457 nChanged 1386 SP:Iteration 12Q (21642.550000 sec): 3 clusters Score: Raw -6464818.687276 + Penalty 5254.776285 = -6459563.910991 nChanged 870 SP:Iteration 13Q (21642.700000 sec): 3 clusters Score: Raw -6465554.922891 + Penalty 5254.776285 = -6460300.146606 nChanged 451 SP:Iteration 14Q (21642.840000 sec): 3 clusters Score: Raw -6465916.249947 + Penalty 5254.776285 = -6460661.473662 nChanged 240 SP:Iteration 15Q (21642.980000 sec): 3 clusters Score: Raw -6466104.071707 + Penalty 5254.776285 = -6460849.295422 nChanged 137 SP:Iteration 16Q (21643.110000 sec): 3 clusters Score: Raw -6466210.426970 + Penalty 5254.776285 = -6460955.650685 nChanged 82 SP:Iteration 17Q (21643.230000 sec): 3 clusters Score: Raw -6466289.491849 + Penalty 5254.776285 = -6461034.715564 nChanged 60 SP:Iteration 18Q (21643.360000 sec): 3 clusters Score: Raw -6466355.296587 + Penalty 5254.776285 = -6461100.520302 nChanged 49 SP:Iteration 19Q (21643.480000 sec): 3 clusters Score: Raw -6466401.539306 + Penalty 5254.776285 = -6461146.763021 nChanged 27 SP:Iteration 20F (21643.640000 sec): 3 clusters Score: Raw -6466425.335520 + Penalty 5254.776285 = -6461170.559235 nChanged 9 SP:Iteration 21Q (21643.760000 sec): 3 clusters Score: Raw -6466432.756400 + Penalty 5254.776285 = -6461177.980115 nChanged 7 SP:Iteration 22Q (21643.880000 sec): 3 clusters Score: Raw -6466437.400568 + Penalty 5254.776285 = -6461182.624283 nChanged 1 SP:Iteration 23Q (21644.000000 sec): 3 clusters Score: Raw -6466438.852134 + Penalty 5254.776285 = -6461184.075849 nChanged 3 SP:Iteration 24Q (21644.120000 sec): 3 clusters Score: Raw -6466441.364529 + Penalty 5254.776285 = -6461186.588244 nChanged 1 SP:Iteration 25Q (21644.230000 sec): 3 clusters Score: Raw -6466441.764513 + Penalty 5254.776285 = -6461186.988228 nChanged 0 SP:Iteration 26F (21644.400000 sec): 3 clusters Score: Raw -6466441.764513 + Penalty 5254.776285 = -6461186.988228 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 19 (487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21644.430000 sec): 2 clusters Score: Raw -75419.684463 + Penalty 1534.689503 = -73884.994960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21644.430000 sec): 3 clusters Score: Raw -75471.304373 + Penalty 3069.379005 = -72401.925368 nChanged 86 SP:Iteration 1F (21644.430000 sec): 3 clusters Score: Raw -75623.232326 + Penalty 3069.379005 = -72553.853321 nChanged 26 SP:Iteration 2F (21644.440000 sec): 3 clusters Score: Raw -75682.121727 + Penalty 3069.379005 = -72612.742722 nChanged 11 SP:Iteration 3Q (21644.440000 sec): 3 clusters Score: Raw -75711.434685 + Penalty 3069.379005 = -72642.055680 nChanged 11 SP:Iteration 4Q (21644.440000 sec): 3 clusters Score: Raw -75732.396162 + Penalty 3069.379005 = -72663.017157 nChanged 4 SP:Iteration 5Q (21644.440000 sec): 3 clusters Score: Raw -75743.135259 + Penalty 3069.379005 = -72673.756254 nChanged 3 SP:Iteration 6Q (21644.440000 sec): 3 clusters Score: Raw -75756.228048 + Penalty 3069.379005 = -72686.849043 nChanged 4 SP:Iteration 7Q (21644.440000 sec): 3 clusters Score: Raw -75761.242931 + Penalty 3069.379005 = -72691.863926 nChanged 1 SP:Iteration 8Q (21644.440000 sec): 3 clusters Score: Raw -75764.856608 + Penalty 3069.379005 = -72695.477603 nChanged 2 SP:Iteration 9Q (21644.450000 sec): 3 clusters Score: Raw -75771.889394 + Penalty 3069.379005 = -72702.510389 nChanged 3 SP:Iteration 10Q (21644.450000 sec): 3 clusters Score: Raw -75778.430012 + Penalty 3069.379005 = -72709.051007 nChanged 2 SP:Iteration 11Q (21644.450000 sec): 3 clusters Score: Raw -75782.664291 + Penalty 3069.379005 = -72713.285286 nChanged 2 SP:Iteration 12Q (21644.450000 sec): 3 clusters Score: Raw -75786.586637 + Penalty 3069.379005 = -72717.207631 nChanged 0 SP:Iteration 13F (21644.460000 sec): 3 clusters Score: Raw -75786.586637 + Penalty 3069.379005 = -72717.207631 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 20 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21644.460000 sec): 2 clusters Score: Raw -29238.850571 + Penalty 1348.643669 = -27890.206903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21644.460000 sec): 3 clusters Score: Raw -29590.019357 + Penalty 2697.287337 = -26892.732020 nChanged 33 SP:Iteration 1F (21644.460000 sec): 3 clusters Score: Raw -29801.037121 + Penalty 2697.287337 = -27103.749784 nChanged 16 SP:Iteration 2F (21644.460000 sec): 3 clusters Score: Raw -29883.953157 + Penalty 2697.287337 = -27186.665820 nChanged 14 SP:Iteration 3F (21644.460000 sec): 3 clusters Score: Raw -30022.202689 + Penalty 2697.287337 = -27324.915351 nChanged 3 SP:Iteration 4Q (21644.460000 sec): 3 clusters Score: Raw -30062.917002 + Penalty 2697.287337 = -27365.629665 nChanged 0 SP:Iteration 5F (21644.470000 sec): 3 clusters Score: Raw -30062.917002 + Penalty 2697.287337 = -27365.629665 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 22 (841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21644.480000 sec): 2 clusters Score: Raw -137290.615802 + Penalty 1670.178732 = -135620.437070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21644.480000 sec): 3 clusters Score: Raw -137119.002877 + Penalty 3340.357463 = -133778.645414 nChanged 189 SP:Iteration 1F (21644.480000 sec): 3 clusters Score: Raw -137359.687487 + Penalty 3340.357463 = -134019.330024 nChanged 49 SP:Iteration 2F (21644.480000 sec): 3 clusters Score: Raw -137454.620933 + Penalty 3340.357463 = -134114.263470 nChanged 31 SP:Iteration 3Q (21644.490000 sec): 3 clusters Score: Raw -137498.893586 + Penalty 3340.357463 = -134158.536123 nChanged 9 SP:Iteration 4Q (21644.490000 sec): 3 clusters Score: Raw -137508.587625 + Penalty 3340.357463 = -134168.230162 nChanged 6 SP:Iteration 5Q (21644.500000 sec): 3 clusters Score: Raw -137517.631095 + Penalty 3340.357463 = -134177.273632 nChanged 4 SP:Iteration 6Q (21644.500000 sec): 3 clusters Score: Raw -137524.076728 + Penalty 3340.357463 = -134183.719265 nChanged 2 SP:Iteration 7Q (21644.500000 sec): 3 clusters Score: Raw -137525.722735 + Penalty 3340.357463 = -134185.365271 nChanged 1 SP:Iteration 8Q (21644.500000 sec): 3 clusters Score: Raw -137526.586117 + Penalty 3340.357463 = -134186.228653 nChanged 2 SP:Iteration 9Q (21644.510000 sec): 3 clusters Score: Raw -137527.652998 + Penalty 3340.357463 = -134187.295534 nChanged 0 SP:Iteration 10F (21644.510000 sec): 3 clusters Score: Raw -137527.652998 + Penalty 3340.357463 = -134187.295534 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 23 (28532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21644.630000 sec): 2 clusters Score: Raw -4586507.853844 + Penalty 2544.177823 = -4583963.676021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21644.740000 sec): 3 clusters Score: Raw -4569512.084801 + Penalty 5088.355646 = -4564423.729156 nChanged 12725 SP:Iteration 1F (21644.860000 sec): 3 clusters Score: Raw -4576497.732445 + Penalty 5088.355646 = -4571409.376800 nChanged 1344 SP:Iteration 2Q (21644.980000 sec): 3 clusters Score: Raw -4576950.377516 + Penalty 5088.355646 = -4571862.021870 nChanged 1255 SP:Iteration 3Q (21645.090000 sec): 3 clusters Score: Raw -4577400.789822 + Penalty 5088.355646 = -4572312.434176 nChanged 1369 SP:Iteration 4Q (21645.210000 sec): 3 clusters Score: Raw -4578014.905499 + Penalty 5088.355646 = -4572926.549854 nChanged 1554 SP:Iteration 5F (21645.320000 sec): 3 clusters Score: Raw -4578840.573231 + Penalty 5088.355646 = -4573752.217585 nChanged 1775 SP:Iteration 6F (21645.440000 sec): 3 clusters Score: Raw -4580002.800708 + Penalty 5088.355646 = -4574914.445062 nChanged 1963 SP:Iteration 7F (21645.550000 sec): 3 clusters Score: Raw -4581431.311401 + Penalty 5088.355646 = -4576342.955755 nChanged 1875 SP:Iteration 8F (21645.670000 sec): 3 clusters Score: Raw -4582901.140166 + Penalty 5088.355646 = -4577812.784520 nChanged 1548 SP:Iteration 9F (21645.780000 sec): 3 clusters Score: Raw -4584182.813230 + Penalty 5088.355646 = -4579094.457584 nChanged 1155 SP:Iteration 10Q (21645.900000 sec): 3 clusters Score: Raw -4585177.832085 + Penalty 5088.355646 = -4580089.476440 nChanged 770 SP:Iteration 11Q (21646.010000 sec): 3 clusters Score: Raw -4585891.779582 + Penalty 5088.355646 = -4580803.423937 nChanged 417 SP:Iteration 12Q (21646.120000 sec): 3 clusters Score: Raw -4586279.680841 + Penalty 5088.355646 = -4581191.325196 nChanged 228 SP:Iteration 13Q (21646.220000 sec): 3 clusters Score: Raw -4586504.871304 + Penalty 5088.355646 = -4581416.515659 nChanged 140 SP:Iteration 14Q (21646.310000 sec): 3 clusters Score: Raw -4586649.936709 + Penalty 5088.355646 = -4581561.581063 nChanged 62 SP:Iteration 15Q (21646.400000 sec): 3 clusters Score: Raw -4586718.677187 + Penalty 5088.355646 = -4581630.321542 nChanged 33 SP:Iteration 16Q (21646.490000 sec): 3 clusters Score: Raw -4586755.999433 + Penalty 5088.355646 = -4581667.643788 nChanged 23 SP:Iteration 17Q (21646.580000 sec): 3 clusters Score: Raw -4586780.826399 + Penalty 5088.355646 = -4581692.470753 nChanged 10 SP:Iteration 18Q (21646.670000 sec): 3 clusters Score: Raw -4586793.584546 + Penalty 5088.355646 = -4581705.228901 nChanged 11 SP:Iteration 19Q (21646.750000 sec): 3 clusters Score: Raw -4586806.193206 + Penalty 5088.355646 = -4581717.837561 nChanged 8 SP:Iteration 20F (21646.870000 sec): 3 clusters Score: Raw -4586813.855514 + Penalty 5088.355646 = -4581725.499869 nChanged 5 SP:Iteration 21Q (21646.950000 sec): 3 clusters Score: Raw -4586819.531944 + Penalty 5088.355646 = -4581731.176299 nChanged 3 SP:Iteration 22Q (21647.040000 sec): 3 clusters Score: Raw -4586822.836871 + Penalty 5088.355646 = -4581734.481225 nChanged 2 SP:Iteration 23Q (21647.130000 sec): 3 clusters Score: Raw -4586824.735249 + Penalty 5088.355646 = -4581736.379604 nChanged 1 SP:Iteration 24Q (21647.210000 sec): 3 clusters Score: Raw -4586825.516410 + Penalty 5088.355646 = -4581737.160764 nChanged 2 SP:Iteration 25Q (21647.300000 sec): 3 clusters Score: Raw -4586829.238352 + Penalty 5088.355646 = -4581740.882707 nChanged 7 SP:Iteration 26Q (21647.380000 sec): 3 clusters Score: Raw -4586837.730783 + Penalty 5088.355646 = -4581749.375138 nChanged 6 SP:Iteration 27Q (21647.470000 sec): 3 clusters Score: Raw -4586846.310872 + Penalty 5088.355646 = -4581757.955227 nChanged 7 SP:Iteration 28Q (21647.560000 sec): 3 clusters Score: Raw -4586858.208102 + Penalty 5088.355646 = -4581769.852457 nChanged 12 SP:Iteration 29Q (21647.650000 sec): 3 clusters Score: Raw -4586868.827895 + Penalty 5088.355646 = -4581780.472250 nChanged 6 SP:Iteration 30Q (21647.730000 sec): 3 clusters Score: Raw -4586877.615234 + Penalty 5088.355646 = -4581789.259589 nChanged 4 SP:Iteration 31Q (21647.810000 sec): 3 clusters Score: Raw -4586881.557352 + Penalty 5088.355646 = -4581793.201707 nChanged 5 SP:Iteration 32Q (21647.900000 sec): 3 clusters Score: Raw -4586887.812225 + Penalty 5088.355646 = -4581799.456579 nChanged 4 SP:Iteration 33Q (21647.980000 sec): 3 clusters Score: Raw -4586891.073034 + Penalty 5088.355646 = -4581802.717388 nChanged 2 SP:Iteration 34Q (21648.070000 sec): 3 clusters Score: Raw -4586892.115058 + Penalty 5088.355646 = -4581803.759412 nChanged 0 SP:Iteration 35F (21648.180000 sec): 3 clusters Score: Raw -4586892.115058 + Penalty 5088.355646 = -4581803.759412 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 24 (538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21648.200000 sec): 2 clusters Score: Raw -85148.195072 + Penalty 1559.388923 = -83588.806150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21648.200000 sec): 3 clusters Score: Raw -85139.344816 + Penalty 3118.777846 = -82020.566971 nChanged 89 SP:Iteration 1F (21648.210000 sec): 3 clusters Score: Raw -85296.437157 + Penalty 3118.777846 = -82177.659311 nChanged 23 SP:Iteration 2Q (21648.210000 sec): 3 clusters Score: Raw -85351.786429 + Penalty 3118.777846 = -82233.008583 nChanged 11 SP:Iteration 3Q (21648.210000 sec): 3 clusters Score: Raw -85370.194677 + Penalty 3118.777846 = -82251.416831 nChanged 4 SP:Iteration 4Q (21648.210000 sec): 3 clusters Score: Raw -85378.726298 + Penalty 3118.777846 = -82259.948452 nChanged 2 SP:Iteration 5Q (21648.210000 sec): 3 clusters Score: Raw -85381.194681 + Penalty 3118.777846 = -82262.416835 nChanged 1 SP:Iteration 6Q (21648.220000 sec): 3 clusters Score: Raw -85382.435734 + Penalty 3118.777846 = -82263.657888 nChanged 0 SP:Iteration 7F (21648.220000 sec): 3 clusters Score: Raw -85382.435734 + Penalty 3118.777846 = -82263.657888 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 25 (14977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21648.280000 sec): 2 clusters Score: Raw -2390349.759556 + Penalty 2384.339201 = -2387965.420356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21648.340000 sec): 3 clusters Score: Raw -2381917.536814 + Penalty 4768.678401 = -2377148.858413 nChanged 6343 SP:Iteration 1F (21648.400000 sec): 3 clusters Score: Raw -2385309.135176 + Penalty 4768.678401 = -2380540.456775 nChanged 851 SP:Iteration 2F (21648.460000 sec): 3 clusters Score: Raw -2385637.195351 + Penalty 4768.678401 = -2380868.516950 nChanged 628 SP:Iteration 3Q (21648.520000 sec): 3 clusters Score: Raw -2385855.802608 + Penalty 4768.678401 = -2381087.124207 nChanged 529 SP:Iteration 4Q (21648.580000 sec): 3 clusters Score: Raw -2386016.454087 + Penalty 4768.678401 = -2381247.775686 nChanged 397 SP:Iteration 5Q (21648.640000 sec): 3 clusters Score: Raw -2386134.745330 + Penalty 4768.678401 = -2381366.066929 nChanged 344 SP:Iteration 6Q (21648.700000 sec): 3 clusters Score: Raw -2386230.651919 + Penalty 4768.678401 = -2381461.973518 nChanged 324 SP:Iteration 7Q (21648.750000 sec): 3 clusters Score: Raw -2386320.972164 + Penalty 4768.678401 = -2381552.293763 nChanged 324 SP:Iteration 8Q (21648.810000 sec): 3 clusters Score: Raw -2386409.684481 + Penalty 4768.678401 = -2381641.006080 nChanged 325 SP:Iteration 9Q (21648.870000 sec): 3 clusters Score: Raw -2386518.915836 + Penalty 4768.678401 = -2381750.237435 nChanged 359 SP:Iteration 10Q (21648.930000 sec): 3 clusters Score: Raw -2386647.536548 + Penalty 4768.678401 = -2381878.858146 nChanged 350 SP:Iteration 11Q (21648.990000 sec): 3 clusters Score: Raw -2386791.546693 + Penalty 4768.678401 = -2382022.868292 nChanged 421 SP:Iteration 12Q (21649.050000 sec): 3 clusters Score: Raw -2386993.051443 + Penalty 4768.678401 = -2382224.373042 nChanged 492 SP:Iteration 13Q (21649.110000 sec): 3 clusters Score: Raw -2387253.452345 + Penalty 4768.678401 = -2382484.773944 nChanged 515 SP:Iteration 14Q (21649.170000 sec): 3 clusters Score: Raw -2387549.627574 + Penalty 4768.678401 = -2382780.949173 nChanged 605 SP:Iteration 15Q (21649.230000 sec): 3 clusters Score: Raw -2387920.302530 + Penalty 4768.678401 = -2383151.624129 nChanged 629 SP:Iteration 16Q (21649.290000 sec): 3 clusters Score: Raw -2388365.297078 + Penalty 4768.678401 = -2383596.618677 nChanged 647 SP:Iteration 17Q (21649.350000 sec): 3 clusters Score: Raw -2388834.249168 + Penalty 4768.678401 = -2384065.570767 nChanged 585 SP:Iteration 18Q (21649.400000 sec): 3 clusters Score: Raw -2389280.244480 + Penalty 4768.678401 = -2384511.566079 nChanged 501 SP:Iteration 19Q (21649.450000 sec): 3 clusters Score: Raw -2389695.375765 + Penalty 4768.678401 = -2384926.697364 nChanged 377 SP:Iteration 20F (21649.510000 sec): 3 clusters Score: Raw -2390018.236688 + Penalty 4768.678401 = -2385249.558287 nChanged 270 SP:Iteration 21Q (21649.570000 sec): 3 clusters Score: Raw -2390236.649612 + Penalty 4768.678401 = -2385467.971211 nChanged 178 SP:Iteration 22Q (21649.620000 sec): 3 clusters Score: Raw -2390370.548876 + Penalty 4768.678401 = -2385601.870475 nChanged 105 SP:Iteration 23Q (21649.670000 sec): 3 clusters Score: Raw -2390462.886155 + Penalty 4768.678401 = -2385694.207754 nChanged 96 SP:Iteration 24Q (21649.710000 sec): 3 clusters Score: Raw -2390551.374792 + Penalty 4768.678401 = -2385782.696391 nChanged 54 SP:Iteration 25Q (21649.760000 sec): 3 clusters Score: Raw -2390595.439964 + Penalty 4768.678401 = -2385826.761563 nChanged 46 SP:Iteration 26Q (21649.810000 sec): 3 clusters Score: Raw -2390635.720445 + Penalty 4768.678401 = -2385867.042044 nChanged 36 SP:Iteration 27Q (21649.850000 sec): 3 clusters Score: Raw -2390664.560281 + Penalty 4768.678401 = -2385895.881880 nChanged 22 SP:Iteration 28Q (21649.900000 sec): 3 clusters Score: Raw -2390677.061825 + Penalty 4768.678401 = -2385908.383424 nChanged 17 SP:Iteration 29Q (21649.940000 sec): 3 clusters Score: Raw -2390690.573976 + Penalty 4768.678401 = -2385921.895575 nChanged 17 SP:Iteration 30Q (21649.990000 sec): 3 clusters Score: Raw -2390704.351132 + Penalty 4768.678401 = -2385935.672731 nChanged 12 SP:Iteration 31Q (21650.030000 sec): 3 clusters Score: Raw -2390717.856441 + Penalty 4768.678401 = -2385949.178040 nChanged 14 SP:Iteration 32Q (21650.070000 sec): 3 clusters Score: Raw -2390728.229975 + Penalty 4768.678401 = -2385959.551574 nChanged 9 SP:Iteration 33Q (21650.120000 sec): 3 clusters Score: Raw -2390737.133426 + Penalty 4768.678401 = -2385968.455025 nChanged 7 SP:Iteration 34Q (21650.160000 sec): 3 clusters Score: Raw -2390743.213892 + Penalty 4768.678401 = -2385974.535491 nChanged 6 SP:Iteration 35Q (21650.210000 sec): 3 clusters Score: Raw -2390745.491769 + Penalty 4768.678401 = -2385976.813368 nChanged 2 SP:Iteration 36Q (21650.250000 sec): 3 clusters Score: Raw -2390746.515586 + Penalty 4768.678401 = -2385977.837185 nChanged 4 SP:Iteration 37Q (21650.290000 sec): 3 clusters Score: Raw -2390749.336165 + Penalty 4768.678401 = -2385980.657764 nChanged 1 SP:Iteration 38Q (21650.340000 sec): 3 clusters Score: Raw -2390749.460141 + Penalty 4768.678401 = -2385980.781740 nChanged 0 SP:Iteration 39F (21650.400000 sec): 3 clusters Score: Raw -2390749.460141 + Penalty 4768.678401 = -2385980.781740 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 26 (102721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21650.810000 sec): 2 clusters Score: Raw -16515826.267953 + Penalty 2861.863420 = -16512964.404534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21651.270000 sec): 3 clusters Score: Raw -16449851.440277 + Penalty 5723.726840 = -16444127.713437 nChanged 48749 SP:Iteration 1F (21651.710000 sec): 3 clusters Score: Raw -16478372.436762 + Penalty 5723.726840 = -16472648.709922 nChanged 4462 SP:Iteration 2Q (21652.150000 sec): 3 clusters Score: Raw -16480078.901963 + Penalty 5723.726840 = -16474355.175123 nChanged 5629 SP:Iteration 3F (21652.590000 sec): 3 clusters Score: Raw -16482909.370000 + Penalty 5723.726840 = -16477185.643160 nChanged 7054 SP:Iteration 4F (21653.020000 sec): 3 clusters Score: Raw -16487123.155820 + Penalty 5723.726840 = -16481399.428980 nChanged 7638 SP:Iteration 5F (21653.460000 sec): 3 clusters Score: Raw -16492186.514849 + Penalty 5723.726840 = -16486462.788010 nChanged 7381 SP:Iteration 6F (21653.900000 sec): 3 clusters Score: Raw -16497036.954156 + Penalty 5723.726840 = -16491313.227317 nChanged 6269 SP:Iteration 7F (21654.330000 sec): 3 clusters Score: Raw -16501000.543343 + Penalty 5723.726840 = -16495276.816504 nChanged 5058 SP:Iteration 8Q (21654.770000 sec): 3 clusters Score: Raw -16504237.496056 + Penalty 5723.726840 = -16498513.769216 nChanged 4154 SP:Iteration 9Q (21655.230000 sec): 3 clusters Score: Raw -16507043.551630 + Penalty 5723.726840 = -16501319.824790 nChanged 3406 SP:Iteration 10Q (21655.670000 sec): 3 clusters Score: Raw -16509584.315426 + Penalty 5723.726840 = -16503860.588587 nChanged 2762 SP:Iteration 11Q (21656.110000 sec): 3 clusters Score: Raw -16511751.430840 + Penalty 5723.726840 = -16506027.704000 nChanged 2074 SP:Iteration 12Q (21656.520000 sec): 3 clusters Score: Raw -16513306.170419 + Penalty 5723.726840 = -16507582.443579 nChanged 1489 SP:Iteration 13Q (21656.910000 sec): 3 clusters Score: Raw -16514362.152185 + Penalty 5723.726840 = -16508638.425345 nChanged 1115 SP:Iteration 14Q (21657.270000 sec): 3 clusters Score: Raw -16515030.457371 + Penalty 5723.726840 = -16509306.730531 nChanged 741 SP:Iteration 15Q (21657.630000 sec): 3 clusters Score: Raw -16515402.757581 + Penalty 5723.726840 = -16509679.030742 nChanged 558 SP:Iteration 16Q (21657.970000 sec): 3 clusters Score: Raw -16515650.625967 + Penalty 5723.726840 = -16509926.899127 nChanged 436 SP:Iteration 17Q (21658.310000 sec): 3 clusters Score: Raw -16515827.044666 + Penalty 5723.726840 = -16510103.317826 nChanged 341 SP:Iteration 18Q (21658.650000 sec): 3 clusters Score: Raw -16515946.674616 + Penalty 5723.726840 = -16510222.947776 nChanged 254 SP:Iteration 19Q (21658.990000 sec): 3 clusters Score: Raw -16516020.415269 + Penalty 5723.726840 = -16510296.688429 nChanged 207 SP:Iteration 20F (21659.420000 sec): 3 clusters Score: Raw -16516075.785558 + Penalty 5723.726840 = -16510352.058719 nChanged 195 SP:Iteration 21Q (21659.750000 sec): 3 clusters Score: Raw -16516127.551826 + Penalty 5723.726840 = -16510403.824987 nChanged 158 SP:Iteration 22Q (21660.080000 sec): 3 clusters Score: Raw -16516166.544156 + Penalty 5723.726840 = -16510442.817317 nChanged 159 SP:Iteration 23Q (21660.410000 sec): 3 clusters Score: Raw -16516210.119451 + Penalty 5723.726840 = -16510486.392612 nChanged 136 SP:Iteration 24Q (21660.740000 sec): 3 clusters Score: Raw -16516246.272641 + Penalty 5723.726840 = -16510522.545802 nChanged 148 SP:Iteration 25Q (21661.070000 sec): 3 clusters Score: Raw -16516287.109319 + Penalty 5723.726840 = -16510563.382479 nChanged 139 SP:Iteration 26Q (21661.390000 sec): 3 clusters Score: Raw -16516324.028905 + Penalty 5723.726840 = -16510600.302066 nChanged 128 SP:Iteration 27Q (21661.720000 sec): 3 clusters Score: Raw -16516354.943044 + Penalty 5723.726840 = -16510631.216204 nChanged 101 SP:Iteration 28Q (21662.040000 sec): 3 clusters Score: Raw -16516376.617346 + Penalty 5723.726840 = -16510652.890506 nChanged 84 SP:Iteration 29Q (21662.370000 sec): 3 clusters Score: Raw -16516393.526593 + Penalty 5723.726840 = -16510669.799753 nChanged 64 SP:Iteration 30Q (21662.690000 sec): 3 clusters Score: Raw -16516406.178579 + Penalty 5723.726840 = -16510682.451740 nChanged 57 SP:Iteration 31Q (21663.010000 sec): 3 clusters Score: Raw -16516417.023130 + Penalty 5723.726840 = -16510693.296290 nChanged 50 SP:Iteration 32Q (21663.330000 sec): 3 clusters Score: Raw -16516427.128977 + Penalty 5723.726840 = -16510703.402137 nChanged 48 SP:Iteration 33Q (21663.650000 sec): 3 clusters Score: Raw -16516436.178397 + Penalty 5723.726840 = -16510712.451558 nChanged 48 SP:Iteration 34Q (21663.970000 sec): 3 clusters Score: Raw -16516446.609098 + Penalty 5723.726840 = -16510722.882258 nChanged 46 SP:Iteration 35Q (21664.290000 sec): 3 clusters Score: Raw -16516455.244016 + Penalty 5723.726840 = -16510731.517176 nChanged 40 SP:Iteration 36Q (21664.610000 sec): 3 clusters Score: Raw -16516463.461241 + Penalty 5723.726840 = -16510739.734401 nChanged 44 SP:Iteration 37Q (21664.930000 sec): 3 clusters Score: Raw -16516471.932029 + Penalty 5723.726840 = -16510748.205189 nChanged 31 SP:Iteration 38Q (21665.250000 sec): 3 clusters Score: Raw -16516478.704198 + Penalty 5723.726840 = -16510754.977359 nChanged 39 SP:Iteration 39Q (21665.570000 sec): 3 clusters Score: Raw -16516486.044722 + Penalty 5723.726840 = -16510762.317882 nChanged 32 SP:Iteration 40F (21666.000000 sec): 3 clusters Score: Raw -16516493.079157 + Penalty 5723.726840 = -16510769.352317 nChanged 31 SP:Iteration 41Q (21666.310000 sec): 3 clusters Score: Raw -16516500.311769 + Penalty 5723.726840 = -16510776.584929 nChanged 36 SP:Iteration 42Q (21666.630000 sec): 3 clusters Score: Raw -16516508.448417 + Penalty 5723.726840 = -16510784.721577 nChanged 28 SP:Iteration 43Q (21666.950000 sec): 3 clusters Score: Raw -16516513.509622 + Penalty 5723.726840 = -16510789.782783 nChanged 19 SP:Iteration 44Q (21667.270000 sec): 3 clusters Score: Raw -16516516.612184 + Penalty 5723.726840 = -16510792.885344 nChanged 15 SP:Iteration 45Q (21667.590000 sec): 3 clusters Score: Raw -16516518.820327 + Penalty 5723.726840 = -16510795.093487 nChanged 16 SP:Iteration 46Q (21667.910000 sec): 3 clusters Score: Raw -16516521.464413 + Penalty 5723.726840 = -16510797.737573 nChanged 13 SP:Iteration 47Q (21668.230000 sec): 3 clusters Score: Raw -16516523.590230 + Penalty 5723.726840 = -16510799.863390 nChanged 12 SP:Iteration 48Q (21668.550000 sec): 3 clusters Score: Raw -16516525.816603 + Penalty 5723.726840 = -16510802.089764 nChanged 14 SP:Iteration 49Q (21668.870000 sec): 3 clusters Score: Raw -16516528.008835 + Penalty 5723.726840 = -16510804.281995 nChanged 11 SP:Iteration 50Q (21669.180000 sec): 3 clusters Score: Raw -16516530.082150 + Penalty 5723.726840 = -16510806.355310 nChanged 13 SP:Iteration 51Q (21669.500000 sec): 3 clusters Score: Raw -16516532.117148 + Penalty 5723.726840 = -16510808.390308 nChanged 12 SP:Iteration 52Q (21669.820000 sec): 3 clusters Score: Raw -16516534.186557 + Penalty 5723.726840 = -16510810.459717 nChanged 16 SP:Iteration 53Q (21670.130000 sec): 3 clusters Score: Raw -16516536.914411 + Penalty 5723.726840 = -16510813.187572 nChanged 16 SP:Iteration 54Q (21670.450000 sec): 3 clusters Score: Raw -16516539.962746 + Penalty 5723.726840 = -16510816.235906 nChanged 20 SP:Iteration 55Q (21670.770000 sec): 3 clusters Score: Raw -16516543.030396 + Penalty 5723.726840 = -16510819.303556 nChanged 20 SP:Iteration 56Q (21671.080000 sec): 3 clusters Score: Raw -16516547.677293 + Penalty 5723.726840 = -16510823.950453 nChanged 22 SP:Iteration 57Q (21671.400000 sec): 3 clusters Score: Raw -16516551.408051 + Penalty 5723.726840 = -16510827.681211 nChanged 15 SP:Iteration 58Q (21671.720000 sec): 3 clusters Score: Raw -16516554.635427 + Penalty 5723.726840 = -16510830.908587 nChanged 15 SP:Iteration 59Q (21672.030000 sec): 3 clusters Score: Raw -16516557.338419 + Penalty 5723.726840 = -16510833.611580 nChanged 15 SP:Iteration 60F (21672.460000 sec): 3 clusters Score: Raw -16516559.923841 + Penalty 5723.726840 = -16510836.197001 nChanged 13 SP:Iteration 61Q (21672.780000 sec): 3 clusters Score: Raw -16516562.618767 + Penalty 5723.726840 = -16510838.891928 nChanged 15 SP:Iteration 62Q (21673.100000 sec): 3 clusters Score: Raw -16516565.237622 + Penalty 5723.726840 = -16510841.510783 nChanged 13 SP:Iteration 63Q (21673.410000 sec): 3 clusters Score: Raw -16516567.089995 + Penalty 5723.726840 = -16510843.363156 nChanged 9 SP:Iteration 64Q (21673.730000 sec): 3 clusters Score: Raw -16516568.162803 + Penalty 5723.726840 = -16510844.435964 nChanged 8 SP:Iteration 65Q (21674.050000 sec): 3 clusters Score: Raw -16516569.331317 + Penalty 5723.726840 = -16510845.604477 nChanged 7 SP:Iteration 66Q (21674.360000 sec): 3 clusters Score: Raw -16516570.404544 + Penalty 5723.726840 = -16510846.677704 nChanged 10 SP:Iteration 67Q (21674.680000 sec): 3 clusters Score: Raw -16516572.131911 + Penalty 5723.726840 = -16510848.405072 nChanged 11 SP:Iteration 68Q (21674.990000 sec): 3 clusters Score: Raw -16516573.518586 + Penalty 5723.726840 = -16510849.791746 nChanged 14 SP:Iteration 69Q (21675.310000 sec): 3 clusters Score: Raw -16516576.525470 + Penalty 5723.726840 = -16510852.798630 nChanged 22 SP:Iteration 70Q (21675.620000 sec): 3 clusters Score: Raw -16516580.927238 + Penalty 5723.726840 = -16510857.200398 nChanged 22 SP:Iteration 71Q (21675.940000 sec): 3 clusters Score: Raw -16516585.340691 + Penalty 5723.726840 = -16510861.613852 nChanged 23 SP:Iteration 72Q (21676.250000 sec): 3 clusters Score: Raw -16516589.833551 + Penalty 5723.726840 = -16510866.106711 nChanged 23 SP:Iteration 73Q (21676.570000 sec): 3 clusters Score: Raw -16516593.820994 + Penalty 5723.726840 = -16510870.094154 nChanged 17 SP:Iteration 74Q (21676.880000 sec): 3 clusters Score: Raw -16516596.184899 + Penalty 5723.726840 = -16510872.458059 nChanged 14 SP:Iteration 75Q (21677.200000 sec): 3 clusters Score: Raw -16516598.626742 + Penalty 5723.726840 = -16510874.899902 nChanged 12 SP:Iteration 76Q (21677.510000 sec): 3 clusters Score: Raw -16516600.018883 + Penalty 5723.726840 = -16510876.292043 nChanged 11 SP:Iteration 77Q (21677.830000 sec): 3 clusters Score: Raw -16516601.934070 + Penalty 5723.726840 = -16510878.207231 nChanged 11 SP:Iteration 78Q (21678.140000 sec): 3 clusters Score: Raw -16516603.404684 + Penalty 5723.726840 = -16510879.677844 nChanged 8 SP:Iteration 79Q (21678.460000 sec): 3 clusters Score: Raw -16516604.646542 + Penalty 5723.726840 = -16510880.919702 nChanged 4 SP:Iteration 80F (21678.890000 sec): 3 clusters Score: Raw -16516605.237948 + Penalty 5723.726840 = -16510881.511108 nChanged 2 SP:Iteration 81Q (21679.200000 sec): 3 clusters Score: Raw -16516605.495472 + Penalty 5723.726840 = -16510881.768632 nChanged 2 SP:Iteration 82Q (21679.520000 sec): 3 clusters Score: Raw -16516605.862399 + Penalty 5723.726840 = -16510882.135559 nChanged 2 SP:Iteration 83Q (21679.830000 sec): 3 clusters Score: Raw -16516606.236302 + Penalty 5723.726840 = -16510882.509462 nChanged 1 SP:Iteration 84Q (21680.150000 sec): 3 clusters Score: Raw -16516606.492703 + Penalty 5723.726840 = -16510882.765863 nChanged 2 SP:Iteration 85Q (21680.460000 sec): 3 clusters Score: Raw -16516606.892270 + Penalty 5723.726840 = -16510883.165431 nChanged 1 SP:Iteration 86Q (21680.780000 sec): 3 clusters Score: Raw -16516607.161905 + Penalty 5723.726840 = -16510883.435065 nChanged 4 SP:Iteration 87Q (21681.090000 sec): 3 clusters Score: Raw -16516608.046148 + Penalty 5723.726840 = -16510884.319309 nChanged 4 SP:Iteration 88Q (21681.400000 sec): 3 clusters Score: Raw -16516608.501665 + Penalty 5723.726840 = -16510884.774825 nChanged 1 SP:Iteration 89Q (21681.720000 sec): 3 clusters Score: Raw -16516608.696104 + Penalty 5723.726840 = -16510884.969265 nChanged 4 SP:Iteration 90Q (21682.030000 sec): 3 clusters Score: Raw -16516609.364677 + Penalty 5723.726840 = -16510885.637837 nChanged 1 SP:Iteration 91Q (21682.350000 sec): 3 clusters Score: Raw -16516609.417661 + Penalty 5723.726840 = -16510885.690821 nChanged 0 SP:Iteration 92F (21682.780000 sec): 3 clusters Score: Raw -16516609.417661 + Penalty 5723.726840 = -16510885.690821 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 27 (9744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21682.860000 sec): 2 clusters Score: Raw -1503744.004304 + Penalty 2277.732934 = -1501466.271371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21682.900000 sec): 3 clusters Score: Raw -1498568.869587 + Penalty 4555.465867 = -1494013.403720 nChanged 3982 SP:Iteration 1F (21682.940000 sec): 3 clusters Score: Raw -1500717.036987 + Penalty 4555.465867 = -1496161.571120 nChanged 635 SP:Iteration 2F (21682.980000 sec): 3 clusters Score: Raw -1501010.428461 + Penalty 4555.465867 = -1496454.962594 nChanged 521 SP:Iteration 3F (21683.020000 sec): 3 clusters Score: Raw -1501282.058119 + Penalty 4555.465867 = -1496726.592252 nChanged 486 SP:Iteration 4Q (21683.060000 sec): 3 clusters Score: Raw -1501593.928649 + Penalty 4555.465867 = -1497038.462782 nChanged 524 SP:Iteration 5F (21683.100000 sec): 3 clusters Score: Raw -1501998.809213 + Penalty 4555.465867 = -1497443.343346 nChanged 558 SP:Iteration 6F (21683.130000 sec): 3 clusters Score: Raw -1502526.872137 + Penalty 4555.465867 = -1497971.406270 nChanged 591 SP:Iteration 7F (21683.170000 sec): 3 clusters Score: Raw -1503201.268650 + Penalty 4555.465867 = -1498645.802783 nChanged 562 SP:Iteration 8F (21683.210000 sec): 3 clusters Score: Raw -1503932.155075 + Penalty 4555.465867 = -1499376.689208 nChanged 529 SP:Iteration 9F (21683.250000 sec): 3 clusters Score: Raw -1504520.243173 + Penalty 4555.465867 = -1499964.777306 nChanged 429 SP:Iteration 10Q (21683.280000 sec): 3 clusters Score: Raw -1504832.673406 + Penalty 4555.465867 = -1500277.207539 nChanged 290 SP:Iteration 11Q (21683.320000 sec): 3 clusters Score: Raw -1504987.773956 + Penalty 4555.465867 = -1500432.308089 nChanged 189 SP:Iteration 12Q (21683.350000 sec): 3 clusters Score: Raw -1505064.663715 + Penalty 4555.465867 = -1500509.197848 nChanged 126 SP:Iteration 13Q (21683.380000 sec): 3 clusters Score: Raw -1505111.522323 + Penalty 4555.465867 = -1500556.056456 nChanged 94 SP:Iteration 14Q (21683.420000 sec): 3 clusters Score: Raw -1505138.242684 + Penalty 4555.465867 = -1500582.776817 nChanged 57 SP:Iteration 15Q (21683.450000 sec): 3 clusters Score: Raw -1505153.027284 + Penalty 4555.465867 = -1500597.561417 nChanged 51 SP:Iteration 16Q (21683.480000 sec): 3 clusters Score: Raw -1505165.519535 + Penalty 4555.465867 = -1500610.053668 nChanged 33 SP:Iteration 17Q (21683.510000 sec): 3 clusters Score: Raw -1505172.951005 + Penalty 4555.465867 = -1500617.485138 nChanged 26 SP:Iteration 18Q (21683.550000 sec): 3 clusters Score: Raw -1505177.626185 + Penalty 4555.465867 = -1500622.160318 nChanged 26 SP:Iteration 19Q (21683.580000 sec): 3 clusters Score: Raw -1505182.353836 + Penalty 4555.465867 = -1500626.887969 nChanged 12 SP:Iteration 20F (21683.620000 sec): 3 clusters Score: Raw -1505183.967916 + Penalty 4555.465867 = -1500628.502049 nChanged 13 SP:Iteration 21Q (21683.650000 sec): 3 clusters Score: Raw -1505186.848757 + Penalty 4555.465867 = -1500631.382890 nChanged 12 SP:Iteration 22Q (21683.680000 sec): 3 clusters Score: Raw -1505188.976347 + Penalty 4555.465867 = -1500633.510480 nChanged 11 SP:Iteration 23Q (21683.720000 sec): 3 clusters Score: Raw -1505191.184567 + Penalty 4555.465867 = -1500635.718700 nChanged 12 SP:Iteration 24Q (21683.750000 sec): 3 clusters Score: Raw -1505193.074650 + Penalty 4555.465867 = -1500637.608783 nChanged 14 SP:Iteration 25Q (21683.780000 sec): 3 clusters Score: Raw -1505195.664312 + Penalty 4555.465867 = -1500640.198445 nChanged 11 SP:Iteration 26Q (21683.820000 sec): 3 clusters Score: Raw -1505197.201876 + Penalty 4555.465867 = -1500641.736009 nChanged 11 SP:Iteration 27Q (21683.850000 sec): 3 clusters Score: Raw -1505199.219914 + Penalty 4555.465867 = -1500643.754047 nChanged 9 SP:Iteration 28Q (21683.880000 sec): 3 clusters Score: Raw -1505200.786647 + Penalty 4555.465867 = -1500645.320780 nChanged 6 SP:Iteration 29Q (21683.910000 sec): 3 clusters Score: Raw -1505201.854994 + Penalty 4555.465867 = -1500646.389127 nChanged 9 SP:Iteration 30Q (21683.950000 sec): 3 clusters Score: Raw -1505203.513722 + Penalty 4555.465867 = -1500648.047855 nChanged 10 SP:Iteration 31Q (21683.980000 sec): 3 clusters Score: Raw -1505205.094040 + Penalty 4555.465867 = -1500649.628173 nChanged 10 SP:Iteration 32Q (21684.010000 sec): 3 clusters Score: Raw -1505207.230713 + Penalty 4555.465867 = -1500651.764846 nChanged 13 SP:Iteration 33Q (21684.040000 sec): 3 clusters Score: Raw -1505209.461236 + Penalty 4555.465867 = -1500653.995369 nChanged 7 SP:Iteration 34Q (21684.080000 sec): 3 clusters Score: Raw -1505210.471022 + Penalty 4555.465867 = -1500655.005155 nChanged 10 SP:Iteration 35Q (21684.110000 sec): 3 clusters Score: Raw -1505211.975641 + Penalty 4555.465867 = -1500656.509774 nChanged 13 SP:Iteration 36Q (21684.140000 sec): 3 clusters Score: Raw -1505214.415252 + Penalty 4555.465867 = -1500658.949385 nChanged 10 SP:Iteration 37Q (21684.180000 sec): 3 clusters Score: Raw -1505215.791514 + Penalty 4555.465867 = -1500660.325647 nChanged 6 SP:Iteration 38Q (21684.210000 sec): 3 clusters Score: Raw -1505216.728348 + Penalty 4555.465867 = -1500661.262481 nChanged 4 SP:Iteration 39Q (21684.240000 sec): 3 clusters Score: Raw -1505217.417529 + Penalty 4555.465867 = -1500661.951662 nChanged 4 SP:Iteration 40F (21684.280000 sec): 3 clusters Score: Raw -1505218.440468 + Penalty 4555.465867 = -1500662.974601 nChanged 8 SP:Iteration 41Q (21684.320000 sec): 3 clusters Score: Raw -1505219.900867 + Penalty 4555.465867 = -1500664.435000 nChanged 12 SP:Iteration 42Q (21684.350000 sec): 3 clusters Score: Raw -1505222.042957 + Penalty 4555.465867 = -1500666.577090 nChanged 12 SP:Iteration 43Q (21684.380000 sec): 3 clusters Score: Raw -1505224.227271 + Penalty 4555.465867 = -1500668.761404 nChanged 7 SP:Iteration 44Q (21684.420000 sec): 3 clusters Score: Raw -1505225.075309 + Penalty 4555.465867 = -1500669.609442 nChanged 3 SP:Iteration 45Q (21684.450000 sec): 3 clusters Score: Raw -1505225.672669 + Penalty 4555.465867 = -1500670.206802 nChanged 2 SP:Iteration 46Q (21684.480000 sec): 3 clusters Score: Raw -1505226.281389 + Penalty 4555.465867 = -1500670.815522 nChanged 1 SP:Iteration 47Q (21684.510000 sec): 3 clusters Score: Raw -1505226.706804 + Penalty 4555.465867 = -1500671.240937 nChanged 2 SP:Iteration 48Q (21684.560000 sec): 3 clusters Score: Raw -1505227.092644 + Penalty 4555.465867 = -1500671.626777 nChanged 3 SP:Iteration 49Q (21684.590000 sec): 3 clusters Score: Raw -1505227.451128 + Penalty 4555.465867 = -1500671.985261 nChanged 1 SP:Iteration 50Q (21684.620000 sec): 3 clusters Score: Raw -1505227.474011 + Penalty 4555.465867 = -1500672.008144 nChanged 0 SP:Iteration 51F (21684.660000 sec): 3 clusters Score: Raw -1505227.474011 + Penalty 4555.465867 = -1500672.008144 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 28 (15704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21684.720000 sec): 2 clusters Score: Raw -2521005.277837 + Penalty 2396.094343 = -2518609.183494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21684.790000 sec): 3 clusters Score: Raw -2512197.904428 + Penalty 4792.188685 = -2507405.715743 nChanged 6805 SP:Iteration 1F (21684.850000 sec): 3 clusters Score: Raw -2516024.078177 + Penalty 4792.188685 = -2511231.889492 nChanged 1051 SP:Iteration 2F (21684.910000 sec): 3 clusters Score: Raw -2516568.251838 + Penalty 4792.188685 = -2511776.063153 nChanged 874 SP:Iteration 3F (21684.970000 sec): 3 clusters Score: Raw -2517057.837359 + Penalty 4792.188685 = -2512265.648674 nChanged 842 SP:Iteration 4F (21685.030000 sec): 3 clusters Score: Raw -2517539.169302 + Penalty 4792.188685 = -2512746.980617 nChanged 820 SP:Iteration 5F (21685.100000 sec): 3 clusters Score: Raw -2518025.181021 + Penalty 4792.188685 = -2513232.992336 nChanged 823 SP:Iteration 6F (21685.160000 sec): 3 clusters Score: Raw -2518539.370064 + Penalty 4792.188685 = -2513747.181379 nChanged 882 SP:Iteration 7F (21685.220000 sec): 3 clusters Score: Raw -2519153.315484 + Penalty 4792.188685 = -2514361.126799 nChanged 910 SP:Iteration 8F (21685.290000 sec): 3 clusters Score: Raw -2519875.650851 + Penalty 4792.188685 = -2515083.462166 nChanged 880 SP:Iteration 9F (21685.350000 sec): 3 clusters Score: Raw -2520696.478929 + Penalty 4792.188685 = -2515904.290244 nChanged 722 SP:Iteration 10Q (21685.410000 sec): 3 clusters Score: Raw -2521307.323070 + Penalty 4792.188685 = -2516515.134385 nChanged 535 SP:Iteration 11Q (21685.470000 sec): 3 clusters Score: Raw -2521660.868100 + Penalty 4792.188685 = -2516868.679415 nChanged 340 SP:Iteration 12Q (21685.530000 sec): 3 clusters Score: Raw -2521834.848531 + Penalty 4792.188685 = -2517042.659845 nChanged 226 SP:Iteration 13Q (21685.580000 sec): 3 clusters Score: Raw -2521923.975059 + Penalty 4792.188685 = -2517131.786374 nChanged 156 SP:Iteration 14Q (21685.640000 sec): 3 clusters Score: Raw -2521969.108071 + Penalty 4792.188685 = -2517176.919386 nChanged 91 SP:Iteration 15Q (21685.690000 sec): 3 clusters Score: Raw -2521993.976134 + Penalty 4792.188685 = -2517201.787449 nChanged 80 SP:Iteration 16Q (21685.750000 sec): 3 clusters Score: Raw -2522011.933476 + Penalty 4792.188685 = -2517219.744791 nChanged 65 SP:Iteration 17Q (21685.800000 sec): 3 clusters Score: Raw -2522022.969842 + Penalty 4792.188685 = -2517230.781157 nChanged 42 SP:Iteration 18Q (21685.850000 sec): 3 clusters Score: Raw -2522030.319164 + Penalty 4792.188685 = -2517238.130479 nChanged 28 SP:Iteration 19Q (21685.910000 sec): 3 clusters Score: Raw -2522034.282743 + Penalty 4792.188685 = -2517242.094058 nChanged 19 SP:Iteration 20F (21685.970000 sec): 3 clusters Score: Raw -2522037.135262 + Penalty 4792.188685 = -2517244.946577 nChanged 19 SP:Iteration 21Q (21686.030000 sec): 3 clusters Score: Raw -2522040.206807 + Penalty 4792.188685 = -2517248.018122 nChanged 25 SP:Iteration 22Q (21686.080000 sec): 3 clusters Score: Raw -2522044.138276 + Penalty 4792.188685 = -2517251.949591 nChanged 23 SP:Iteration 23Q (21686.130000 sec): 3 clusters Score: Raw -2522046.643267 + Penalty 4792.188685 = -2517254.454582 nChanged 10 SP:Iteration 24Q (21686.190000 sec): 3 clusters Score: Raw -2522047.746735 + Penalty 4792.188685 = -2517255.558050 nChanged 7 SP:Iteration 25Q (21686.240000 sec): 3 clusters Score: Raw -2522048.811982 + Penalty 4792.188685 = -2517256.623297 nChanged 13 SP:Iteration 26Q (21686.290000 sec): 3 clusters Score: Raw -2522050.109461 + Penalty 4792.188685 = -2517257.920776 nChanged 8 SP:Iteration 27Q (21686.350000 sec): 3 clusters Score: Raw -2522051.022139 + Penalty 4792.188685 = -2517258.833454 nChanged 6 SP:Iteration 28Q (21686.400000 sec): 3 clusters Score: Raw -2522051.576850 + Penalty 4792.188685 = -2517259.388165 nChanged 6 SP:Iteration 29Q (21686.450000 sec): 3 clusters Score: Raw -2522052.264789 + Penalty 4792.188685 = -2517260.076104 nChanged 5 SP:Iteration 30Q (21686.510000 sec): 3 clusters Score: Raw -2522052.874422 + Penalty 4792.188685 = -2517260.685737 nChanged 5 SP:Iteration 31Q (21686.560000 sec): 3 clusters Score: Raw -2522053.510326 + Penalty 4792.188685 = -2517261.321641 nChanged 6 SP:Iteration 32Q (21686.610000 sec): 3 clusters Score: Raw -2522054.204155 + Penalty 4792.188685 = -2517262.015470 nChanged 7 SP:Iteration 33Q (21686.670000 sec): 3 clusters Score: Raw -2522054.907947 + Penalty 4792.188685 = -2517262.719262 nChanged 5 SP:Iteration 34Q (21686.720000 sec): 3 clusters Score: Raw -2522055.319932 + Penalty 4792.188685 = -2517263.131247 nChanged 1 SP:Iteration 35Q (21686.780000 sec): 3 clusters Score: Raw -2522055.578825 + Penalty 4792.188685 = -2517263.390140 nChanged 2 SP:Iteration 36Q (21686.830000 sec): 3 clusters Score: Raw -2522055.759218 + Penalty 4792.188685 = -2517263.570533 nChanged 3 SP:Iteration 37Q (21686.880000 sec): 3 clusters Score: Raw -2522056.089964 + Penalty 4792.188685 = -2517263.901279 nChanged 2 SP:Iteration 38Q (21686.940000 sec): 3 clusters Score: Raw -2522056.416935 + Penalty 4792.188685 = -2517264.228250 nChanged 1 SP:Iteration 39Q (21686.990000 sec): 3 clusters Score: Raw -2522056.613986 + Penalty 4792.188685 = -2517264.425301 nChanged 0 SP:Iteration 40F (21687.050000 sec): 3 clusters Score: Raw -2522056.613986 + Penalty 4792.188685 = -2517264.425301 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 29 (325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21687.070000 sec): 2 clusters Score: Raw -47831.727350 + Penalty 1434.388645 = -46397.338705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21687.070000 sec): 3 clusters Score: Raw -47992.932911 + Penalty 2868.777290 = -45124.155621 nChanged 50 SP:Iteration 1F (21687.070000 sec): 3 clusters Score: Raw -48139.486161 + Penalty 2868.777290 = -45270.708871 nChanged 12 SP:Iteration 2Q (21687.070000 sec): 3 clusters Score: Raw -48174.698978 + Penalty 2868.777290 = -45305.921688 nChanged 5 SP:Iteration 3Q (21687.070000 sec): 3 clusters Score: Raw -48186.980168 + Penalty 2868.777290 = -45318.202878 nChanged 4 SP:Iteration 4Q (21687.070000 sec): 3 clusters Score: Raw -48201.971720 + Penalty 2868.777290 = -45333.194430 nChanged 1 SP:Iteration 5Q (21687.070000 sec): 3 clusters Score: Raw -48214.072180 + Penalty 2868.777290 = -45345.294890 nChanged 2 SP:Iteration 6Q (21687.070000 sec): 3 clusters Score: Raw -48225.521573 + Penalty 2868.777290 = -45356.744282 nChanged 1 SP:Iteration 7Q (21687.080000 sec): 3 clusters Score: Raw -48238.081977 + Penalty 2868.777290 = -45369.304687 nChanged 3 SP:Iteration 8Q (21687.080000 sec): 3 clusters Score: Raw -48282.192208 + Penalty 2868.777290 = -45413.414918 nChanged 4 SP:Iteration 9Q (21687.080000 sec): 3 clusters Score: Raw -48316.277749 + Penalty 2868.777290 = -45447.500459 nChanged 3 SP:Iteration 10Q (21687.080000 sec): 3 clusters Score: Raw -48331.554838 + Penalty 2868.777290 = -45462.777548 nChanged 2 SP:Iteration 11Q (21687.080000 sec): 3 clusters Score: Raw -48346.844507 + Penalty 2868.777290 = -45478.067217 nChanged 3 SP:Iteration 12Q (21687.080000 sec): 3 clusters Score: Raw -48355.865059 + Penalty 2868.777290 = -45487.087769 nChanged 1 SP:Iteration 13Q (21687.080000 sec): 3 clusters Score: Raw -48358.066505 + Penalty 2868.777290 = -45489.289215 nChanged 1 SP:Iteration 14Q (21687.090000 sec): 3 clusters Score: Raw -48360.666467 + Penalty 2868.777290 = -45491.889177 nChanged 1 SP:Iteration 15Q (21687.090000 sec): 3 clusters Score: Raw -48366.026892 + Penalty 2868.777290 = -45497.249601 nChanged 1 SP:Iteration 16Q (21687.090000 sec): 3 clusters Score: Raw -48369.858607 + Penalty 2868.777290 = -45501.081317 nChanged 0 SP:Iteration 17F (21687.090000 sec): 3 clusters Score: Raw -48369.858607 + Penalty 2868.777290 = -45501.081317 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 30 (4298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21687.110000 sec): 2 clusters Score: Raw -688046.166270 + Penalty 2074.744459 = -685971.421811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21687.130000 sec): 3 clusters Score: Raw -686043.699632 + Penalty 4149.488918 = -681894.210713 nChanged 1558 SP:Iteration 1F (21687.150000 sec): 3 clusters Score: Raw -686953.391336 + Penalty 4149.488918 = -682803.902418 nChanged 349 SP:Iteration 2F (21687.160000 sec): 3 clusters Score: Raw -687182.449761 + Penalty 4149.488918 = -683032.960843 nChanged 251 SP:Iteration 3F (21687.180000 sec): 3 clusters Score: Raw -687335.499742 + Penalty 4149.488918 = -683186.010823 nChanged 180 SP:Iteration 4Q (21687.190000 sec): 3 clusters Score: Raw -687443.752052 + Penalty 4149.488918 = -683294.263133 nChanged 141 SP:Iteration 5Q (21687.210000 sec): 3 clusters Score: Raw -687520.903584 + Penalty 4149.488918 = -683371.414666 nChanged 127 SP:Iteration 6Q (21687.230000 sec): 3 clusters Score: Raw -687595.051933 + Penalty 4149.488918 = -683445.563015 nChanged 114 SP:Iteration 7Q (21687.250000 sec): 3 clusters Score: Raw -687661.910008 + Penalty 4149.488918 = -683512.421089 nChanged 105 SP:Iteration 8Q (21687.260000 sec): 3 clusters Score: Raw -687725.691274 + Penalty 4149.488918 = -683576.202355 nChanged 114 SP:Iteration 9Q (21687.280000 sec): 3 clusters Score: Raw -687797.400799 + Penalty 4149.488918 = -683647.911881 nChanged 98 SP:Iteration 10Q (21687.300000 sec): 3 clusters Score: Raw -687859.096317 + Penalty 4149.488918 = -683709.607398 nChanged 89 SP:Iteration 11Q (21687.310000 sec): 3 clusters Score: Raw -687917.446682 + Penalty 4149.488918 = -683767.957764 nChanged 84 SP:Iteration 12Q (21687.330000 sec): 3 clusters Score: Raw -687964.481499 + Penalty 4149.488918 = -683814.992581 nChanged 65 SP:Iteration 13Q (21687.350000 sec): 3 clusters Score: Raw -688006.299535 + Penalty 4149.488918 = -683856.810617 nChanged 59 SP:Iteration 14Q (21687.370000 sec): 3 clusters Score: Raw -688044.516163 + Penalty 4149.488918 = -683895.027245 nChanged 62 SP:Iteration 15Q (21687.380000 sec): 3 clusters Score: Raw -688087.049481 + Penalty 4149.488918 = -683937.560563 nChanged 66 SP:Iteration 16Q (21687.400000 sec): 3 clusters Score: Raw -688129.671924 + Penalty 4149.488918 = -683980.183006 nChanged 71 SP:Iteration 17Q (21687.410000 sec): 3 clusters Score: Raw -688179.478678 + Penalty 4149.488918 = -684029.989759 nChanged 67 SP:Iteration 18Q (21687.430000 sec): 3 clusters Score: Raw -688219.867482 + Penalty 4149.488918 = -684070.378563 nChanged 53 SP:Iteration 19Q (21687.450000 sec): 3 clusters Score: Raw -688248.179259 + Penalty 4149.488918 = -684098.690341 nChanged 43 SP:Iteration 20F (21687.470000 sec): 3 clusters Score: Raw -688274.385568 + Penalty 4149.488918 = -684124.896650 nChanged 29 SP:Iteration 21Q (21687.480000 sec): 3 clusters Score: Raw -688293.364844 + Penalty 4149.488918 = -684143.875926 nChanged 28 SP:Iteration 22Q (21687.490000 sec): 3 clusters Score: Raw -688305.362059 + Penalty 4149.488918 = -684155.873141 nChanged 14 SP:Iteration 23Q (21687.510000 sec): 3 clusters Score: Raw -688314.786575 + Penalty 4149.488918 = -684165.297657 nChanged 17 SP:Iteration 24Q (21687.530000 sec): 3 clusters Score: Raw -688325.772774 + Penalty 4149.488918 = -684176.283856 nChanged 9 SP:Iteration 25Q (21687.540000 sec): 3 clusters Score: Raw -688331.187900 + Penalty 4149.488918 = -684181.698981 nChanged 16 SP:Iteration 26Q (21687.560000 sec): 3 clusters Score: Raw -688338.751855 + Penalty 4149.488918 = -684189.262937 nChanged 11 SP:Iteration 27Q (21687.570000 sec): 3 clusters Score: Raw -688344.260358 + Penalty 4149.488918 = -684194.771439 nChanged 8 SP:Iteration 28Q (21687.590000 sec): 3 clusters Score: Raw -688348.323986 + Penalty 4149.488918 = -684198.835067 nChanged 3 SP:Iteration 29Q (21687.610000 sec): 3 clusters Score: Raw -688349.607098 + Penalty 4149.488918 = -684200.118179 nChanged 3 SP:Iteration 30Q (21687.620000 sec): 3 clusters Score: Raw -688351.163713 + Penalty 4149.488918 = -684201.674795 nChanged 0 SP:Iteration 31F (21687.640000 sec): 3 clusters Score: Raw -688351.163713 + Penalty 4149.488918 = -684201.674795 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 31 (1837 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21687.650000 sec): 2 clusters Score: Raw -258930.317004 + Penalty 1863.940493 = -257066.376510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21687.660000 sec): 3 clusters Score: Raw -258326.770708 + Penalty 3727.880986 = -254598.889722 nChanged 575 SP:Iteration 1F (21687.670000 sec): 3 clusters Score: Raw -258876.648035 + Penalty 3727.880986 = -255148.767049 nChanged 192 SP:Iteration 2F (21687.670000 sec): 3 clusters Score: Raw -259173.192433 + Penalty 3727.880986 = -255445.311446 nChanged 150 SP:Iteration 3F (21687.680000 sec): 3 clusters Score: Raw -259408.569243 + Penalty 3727.880986 = -255680.688257 nChanged 105 SP:Iteration 4F (21687.690000 sec): 3 clusters Score: Raw -259569.763556 + Penalty 3727.880986 = -255841.882570 nChanged 81 SP:Iteration 5Q (21687.700000 sec): 3 clusters Score: Raw -259666.191507 + Penalty 3727.880986 = -255938.310520 nChanged 56 SP:Iteration 6Q (21687.700000 sec): 3 clusters Score: Raw -259730.824592 + Penalty 3727.880986 = -256002.943605 nChanged 41 SP:Iteration 7Q (21687.710000 sec): 3 clusters Score: Raw -259794.735702 + Penalty 3727.880986 = -256066.854716 nChanged 29 SP:Iteration 8Q (21687.720000 sec): 3 clusters Score: Raw -259830.414269 + Penalty 3727.880986 = -256102.533282 nChanged 13 SP:Iteration 9Q (21687.720000 sec): 3 clusters Score: Raw -259849.224612 + Penalty 3727.880986 = -256121.343626 nChanged 17 SP:Iteration 10Q (21687.730000 sec): 3 clusters Score: Raw -259865.011983 + Penalty 3727.880986 = -256137.130996 nChanged 9 SP:Iteration 11Q (21687.740000 sec): 3 clusters Score: Raw -259874.019339 + Penalty 3727.880986 = -256146.138353 nChanged 7 SP:Iteration 12Q (21687.740000 sec): 3 clusters Score: Raw -259879.980246 + Penalty 3727.880986 = -256152.099260 nChanged 12 SP:Iteration 13Q (21687.750000 sec): 3 clusters Score: Raw -259890.957097 + Penalty 3727.880986 = -256163.076111 nChanged 11 SP:Iteration 14Q (21687.760000 sec): 3 clusters Score: Raw -259909.974974 + Penalty 3727.880986 = -256182.093988 nChanged 9 SP:Iteration 15Q (21687.760000 sec): 3 clusters Score: Raw -259917.937454 + Penalty 3727.880986 = -256190.056468 nChanged 3 SP:Iteration 16Q (21687.770000 sec): 3 clusters Score: Raw -259921.437488 + Penalty 3727.880986 = -256193.556502 nChanged 2 SP:Iteration 17Q (21687.770000 sec): 3 clusters Score: Raw -259923.291782 + Penalty 3727.880986 = -256195.410796 nChanged 0 SP:Iteration 18F (21687.780000 sec): 3 clusters Score: Raw -259923.291782 + Penalty 3727.880986 = -256195.410796 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 32 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21687.790000 sec): 2 clusters Score: Raw -77914.222771 + Penalty 1555.673498 = -76358.549273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21687.790000 sec): 3 clusters Score: Raw -77890.933398 + Penalty 3111.346995 = -74779.586403 nChanged 91 SP:Iteration 1F (21687.790000 sec): 3 clusters Score: Raw -78086.179551 + Penalty 3111.346995 = -74974.832556 nChanged 33 SP:Iteration 2F (21687.800000 sec): 3 clusters Score: Raw -78154.685409 + Penalty 3111.346995 = -75043.338414 nChanged 10 SP:Iteration 3Q (21687.800000 sec): 3 clusters Score: Raw -78184.452370 + Penalty 3111.346995 = -75073.105375 nChanged 9 SP:Iteration 4Q (21687.800000 sec): 3 clusters Score: Raw -78208.414728 + Penalty 3111.346995 = -75097.067733 nChanged 8 SP:Iteration 5Q (21687.800000 sec): 3 clusters Score: Raw -78229.822576 + Penalty 3111.346995 = -75118.475581 nChanged 6 SP:Iteration 6Q (21687.810000 sec): 3 clusters Score: Raw -78244.445675 + Penalty 3111.346995 = -75133.098680 nChanged 3 SP:Iteration 7Q (21687.810000 sec): 3 clusters Score: Raw -78249.881810 + Penalty 3111.346995 = -75138.534815 nChanged 2 SP:Iteration 8Q (21687.810000 sec): 3 clusters Score: Raw -78251.768867 + Penalty 3111.346995 = -75140.421872 nChanged 1 SP:Iteration 9Q (21687.810000 sec): 3 clusters Score: Raw -78252.341954 + Penalty 3111.346995 = -75140.994958 nChanged 0 SP:Iteration 10F (21687.810000 sec): 3 clusters Score: Raw -78252.341954 + Penalty 3111.346995 = -75140.994958 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 33 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21687.820000 sec): 2 clusters Score: Raw -38037.572956 + Penalty 1376.170869 = -36661.402087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21687.820000 sec): 3 clusters Score: Raw -38175.641192 + Penalty 2752.341738 = -35423.299454 nChanged 30 SP:Iteration 1F (21687.820000 sec): 3 clusters Score: Raw -38292.457899 + Penalty 2752.341738 = -35540.116160 nChanged 9 SP:Iteration 2Q (21687.820000 sec): 3 clusters Score: Raw -38349.921085 + Penalty 2752.341738 = -35597.579346 nChanged 9 SP:Iteration 3Q (21687.820000 sec): 3 clusters Score: Raw -38441.603683 + Penalty 2752.341738 = -35689.261945 nChanged 15 SP:Iteration 4F (21687.820000 sec): 3 clusters Score: Raw -38494.464528 + Penalty 2752.341738 = -35742.122790 nChanged 7 SP:Iteration 5Q (21687.830000 sec): 3 clusters Score: Raw -38522.421819 + Penalty 2752.341738 = -35770.080081 nChanged 3 SP:Iteration 6Q (21687.830000 sec): 3 clusters Score: Raw -38539.251387 + Penalty 2752.341738 = -35786.909649 nChanged 1 SP:Iteration 7Q (21687.830000 sec): 3 clusters Score: Raw -38540.217779 + Penalty 2752.341738 = -35787.876041 nChanged 0 SP:Iteration 8F (21687.830000 sec): 3 clusters Score: Raw -38540.217779 + Penalty 2752.341738 = -35787.876041 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 34 (3585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21687.850000 sec): 2 clusters Score: Raw -555031.490967 + Penalty 2029.759411 = -553001.731556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21687.860000 sec): 3 clusters Score: Raw -553429.589411 + Penalty 4059.518822 = -549370.070589 nChanged 1271 SP:Iteration 1F (21687.870000 sec): 3 clusters Score: Raw -554275.913572 + Penalty 4059.518822 = -550216.394750 nChanged 321 SP:Iteration 2F (21687.890000 sec): 3 clusters Score: Raw -554588.716656 + Penalty 4059.518822 = -550529.197834 nChanged 243 SP:Iteration 3F (21687.900000 sec): 3 clusters Score: Raw -554807.185504 + Penalty 4059.518822 = -550747.666682 nChanged 193 SP:Iteration 4F (21687.920000 sec): 3 clusters Score: Raw -554976.101121 + Penalty 4059.518822 = -550916.582300 nChanged 154 SP:Iteration 5Q (21687.930000 sec): 3 clusters Score: Raw -555118.077861 + Penalty 4059.518822 = -551058.559040 nChanged 128 SP:Iteration 6Q (21687.950000 sec): 3 clusters Score: Raw -555237.706659 + Penalty 4059.518822 = -551178.187837 nChanged 138 SP:Iteration 7Q (21687.960000 sec): 3 clusters Score: Raw -555350.637622 + Penalty 4059.518822 = -551291.118800 nChanged 109 SP:Iteration 8Q (21687.970000 sec): 3 clusters Score: Raw -555446.593544 + Penalty 4059.518822 = -551387.074723 nChanged 90 SP:Iteration 9Q (21687.990000 sec): 3 clusters Score: Raw -555511.585720 + Penalty 4059.518822 = -551452.066898 nChanged 71 SP:Iteration 10Q (21688.000000 sec): 3 clusters Score: Raw -555558.929106 + Penalty 4059.518822 = -551499.410285 nChanged 45 SP:Iteration 11Q (21688.010000 sec): 3 clusters Score: Raw -555583.769748 + Penalty 4059.518822 = -551524.250926 nChanged 32 SP:Iteration 12Q (21688.030000 sec): 3 clusters Score: Raw -555600.698856 + Penalty 4059.518822 = -551541.180034 nChanged 22 SP:Iteration 13Q (21688.040000 sec): 3 clusters Score: Raw -555612.387808 + Penalty 4059.518822 = -551552.868986 nChanged 19 SP:Iteration 14Q (21688.050000 sec): 3 clusters Score: Raw -555622.827570 + Penalty 4059.518822 = -551563.308749 nChanged 21 SP:Iteration 15Q (21688.070000 sec): 3 clusters Score: Raw -555633.351124 + Penalty 4059.518822 = -551573.832302 nChanged 19 SP:Iteration 16Q (21688.080000 sec): 3 clusters Score: Raw -555643.686553 + Penalty 4059.518822 = -551584.167731 nChanged 6 SP:Iteration 17Q (21688.090000 sec): 3 clusters Score: Raw -555646.472260 + Penalty 4059.518822 = -551586.953439 nChanged 6 SP:Iteration 18Q (21688.110000 sec): 3 clusters Score: Raw -555649.700526 + Penalty 4059.518822 = -551590.181704 nChanged 5 SP:Iteration 19Q (21688.120000 sec): 3 clusters Score: Raw -555651.312973 + Penalty 4059.518822 = -551591.794152 nChanged 4 SP:Iteration 20F (21688.130000 sec): 3 clusters Score: Raw -555652.775041 + Penalty 4059.518822 = -551593.256220 nChanged 3 SP:Iteration 21Q (21688.150000 sec): 3 clusters Score: Raw -555653.789868 + Penalty 4059.518822 = -551594.271046 nChanged 1 SP:Iteration 22Q (21688.160000 sec): 3 clusters Score: Raw -555654.475647 + Penalty 4059.518822 = -551594.956825 nChanged 4 SP:Iteration 23Q (21688.180000 sec): 3 clusters Score: Raw -555656.915619 + Penalty 4059.518822 = -551597.396797 nChanged 8 SP:Iteration 24Q (21688.190000 sec): 3 clusters Score: Raw -555660.192488 + Penalty 4059.518822 = -551600.673666 nChanged 5 SP:Iteration 25Q (21688.200000 sec): 3 clusters Score: Raw -555661.996852 + Penalty 4059.518822 = -551602.478030 nChanged 4 SP:Iteration 26Q (21688.220000 sec): 3 clusters Score: Raw -555664.038502 + Penalty 4059.518822 = -551604.519680 nChanged 7 SP:Iteration 27Q (21688.230000 sec): 3 clusters Score: Raw -555666.558667 + Penalty 4059.518822 = -551607.039846 nChanged 0 SP:Iteration 28F (21688.250000 sec): 3 clusters Score: Raw -555666.558667 + Penalty 4059.518822 = -551607.039846 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 35 (4013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21688.260000 sec): 2 clusters Score: Raw -627749.560604 + Penalty 2057.729004 = -625691.831600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21688.280000 sec): 3 clusters Score: Raw -625943.275232 + Penalty 4115.458008 = -621827.817225 nChanged 1496 SP:Iteration 1F (21688.290000 sec): 3 clusters Score: Raw -627010.162435 + Penalty 4115.458008 = -622894.704428 nChanged 353 SP:Iteration 2F (21688.310000 sec): 3 clusters Score: Raw -627496.531892 + Penalty 4115.458008 = -623381.073884 nChanged 245 SP:Iteration 3F (21688.330000 sec): 3 clusters Score: Raw -627762.467818 + Penalty 4115.458008 = -623647.009811 nChanged 249 SP:Iteration 4F (21688.340000 sec): 3 clusters Score: Raw -627964.431248 + Penalty 4115.458008 = -623848.973240 nChanged 245 SP:Iteration 5F (21688.360000 sec): 3 clusters Score: Raw -628169.245951 + Penalty 4115.458008 = -624053.787943 nChanged 193 SP:Iteration 6Q (21688.370000 sec): 3 clusters Score: Raw -628333.338647 + Penalty 4115.458008 = -624217.880639 nChanged 166 SP:Iteration 7Q (21688.390000 sec): 3 clusters Score: Raw -628480.538146 + Penalty 4115.458008 = -624365.080139 nChanged 146 SP:Iteration 8Q (21688.410000 sec): 3 clusters Score: Raw -628602.723736 + Penalty 4115.458008 = -624487.265728 nChanged 103 SP:Iteration 9Q (21688.420000 sec): 3 clusters Score: Raw -628681.988658 + Penalty 4115.458008 = -624566.530650 nChanged 67 SP:Iteration 10Q (21688.440000 sec): 3 clusters Score: Raw -628727.734911 + Penalty 4115.458008 = -624612.276903 nChanged 44 SP:Iteration 11Q (21688.450000 sec): 3 clusters Score: Raw -628761.144957 + Penalty 4115.458008 = -624645.686950 nChanged 43 SP:Iteration 12Q (21688.470000 sec): 3 clusters Score: Raw -628802.364049 + Penalty 4115.458008 = -624686.906041 nChanged 39 SP:Iteration 13Q (21688.480000 sec): 3 clusters Score: Raw -628834.002876 + Penalty 4115.458008 = -624718.544869 nChanged 26 SP:Iteration 14Q (21688.500000 sec): 3 clusters Score: Raw -628858.188200 + Penalty 4115.458008 = -624742.730192 nChanged 23 SP:Iteration 15Q (21688.510000 sec): 3 clusters Score: Raw -628879.764846 + Penalty 4115.458008 = -624764.306838 nChanged 13 SP:Iteration 16Q (21688.530000 sec): 3 clusters Score: Raw -628888.071414 + Penalty 4115.458008 = -624772.613407 nChanged 11 SP:Iteration 17Q (21688.540000 sec): 3 clusters Score: Raw -628897.318108 + Penalty 4115.458008 = -624781.860101 nChanged 13 SP:Iteration 18Q (21688.560000 sec): 3 clusters Score: Raw -628910.931268 + Penalty 4115.458008 = -624795.473261 nChanged 10 SP:Iteration 19Q (21688.570000 sec): 3 clusters Score: Raw -628918.370802 + Penalty 4115.458008 = -624802.912794 nChanged 4 SP:Iteration 20F (21688.590000 sec): 3 clusters Score: Raw -628922.165038 + Penalty 4115.458008 = -624806.707031 nChanged 3 SP:Iteration 21Q (21688.600000 sec): 3 clusters Score: Raw -628924.738060 + Penalty 4115.458008 = -624809.280052 nChanged 6 SP:Iteration 22Q (21688.620000 sec): 3 clusters Score: Raw -628929.056671 + Penalty 4115.458008 = -624813.598663 nChanged 2 SP:Iteration 23Q (21688.630000 sec): 3 clusters Score: Raw -628930.233765 + Penalty 4115.458008 = -624814.775757 nChanged 0 SP:Iteration 24F (21688.650000 sec): 3 clusters Score: Raw -628930.233765 + Penalty 4115.458008 = -624814.775757 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 36 (37726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21688.800000 sec): 2 clusters Score: Raw -6338391.329962 + Penalty 2613.449988 = -6335777.879974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21688.960000 sec): 3 clusters Score: Raw -6315384.964566 + Penalty 5226.899976 = -6310158.064590 nChanged 17157 SP:Iteration 1F (21689.110000 sec): 3 clusters Score: Raw -6324715.794230 + Penalty 5226.899976 = -6319488.894254 nChanged 1483 SP:Iteration 2Q (21689.270000 sec): 3 clusters Score: Raw -6325098.977666 + Penalty 5226.899976 = -6319872.077689 nChanged 1326 SP:Iteration 3Q (21689.420000 sec): 3 clusters Score: Raw -6325418.792507 + Penalty 5226.899976 = -6320191.892531 nChanged 1219 SP:Iteration 4Q (21689.570000 sec): 3 clusters Score: Raw -6325724.245230 + Penalty 5226.899976 = -6320497.345254 nChanged 1166 SP:Iteration 5Q (21689.730000 sec): 3 clusters Score: Raw -6326035.596730 + Penalty 5226.899976 = -6320808.696754 nChanged 1236 SP:Iteration 6Q (21689.890000 sec): 3 clusters Score: Raw -6326426.281770 + Penalty 5226.899976 = -6321199.381794 nChanged 1403 SP:Iteration 7Q (21690.040000 sec): 3 clusters Score: Raw -6326967.624900 + Penalty 5226.899976 = -6321740.724924 nChanged 1734 SP:Iteration 8Q (21690.190000 sec): 3 clusters Score: Raw -6327831.406488 + Penalty 5226.899976 = -6322604.506512 nChanged 2242 SP:Iteration 9F (21690.350000 sec): 3 clusters Score: Raw -6329211.832651 + Penalty 5226.899976 = -6323984.932675 nChanged 2651 SP:Iteration 10F (21690.500000 sec): 3 clusters Score: Raw -6331243.779347 + Penalty 5226.899976 = -6326016.879371 nChanged 2846 SP:Iteration 11F (21690.650000 sec): 3 clusters Score: Raw -6333869.964095 + Penalty 5226.899976 = -6328643.064119 nChanged 2434 SP:Iteration 12F (21690.810000 sec): 3 clusters Score: Raw -6336283.740593 + Penalty 5226.899976 = -6331056.840616 nChanged 1421 SP:Iteration 13Q (21690.950000 sec): 3 clusters Score: Raw -6337689.157358 + Penalty 5226.899976 = -6332462.257382 nChanged 559 SP:Iteration 14Q (21691.070000 sec): 3 clusters Score: Raw -6338275.109653 + Penalty 5226.899976 = -6333048.209676 nChanged 176 SP:Iteration 15Q (21691.190000 sec): 3 clusters Score: Raw -6338504.074843 + Penalty 5226.899976 = -6333277.174867 nChanged 54 SP:Iteration 16Q (21691.290000 sec): 3 clusters Score: Raw -6338596.341685 + Penalty 5226.899976 = -6333369.441709 nChanged 30 SP:Iteration 17Q (21691.400000 sec): 3 clusters Score: Raw -6338645.537096 + Penalty 5226.899976 = -6333418.637120 nChanged 13 SP:Iteration 18Q (21691.510000 sec): 3 clusters Score: Raw -6338666.025180 + Penalty 5226.899976 = -6333439.125204 nChanged 12 SP:Iteration 19Q (21691.610000 sec): 3 clusters Score: Raw -6338694.005328 + Penalty 5226.899976 = -6333467.105352 nChanged 5 SP:Iteration 20F (21691.770000 sec): 3 clusters Score: Raw -6338704.411492 + Penalty 5226.899976 = -6333477.511516 nChanged 8 SP:Iteration 21Q (21691.870000 sec): 3 clusters Score: Raw -6338720.581486 + Penalty 5226.899976 = -6333493.681509 nChanged 4 SP:Iteration 22Q (21691.970000 sec): 3 clusters Score: Raw -6338730.303435 + Penalty 5226.899976 = -6333503.403459 nChanged 3 SP:Iteration 23Q (21692.080000 sec): 3 clusters Score: Raw -6338737.015598 + Penalty 5226.899976 = -6333510.115622 nChanged 6 SP:Iteration 24Q (21692.190000 sec): 3 clusters Score: Raw -6338749.210879 + Penalty 5226.899976 = -6333522.310902 nChanged 3 SP:Iteration 25Q (21692.290000 sec): 3 clusters Score: Raw -6338754.430194 + Penalty 5226.899976 = -6333527.530218 nChanged 0 SP:Iteration 26F (21692.440000 sec): 3 clusters Score: Raw -6338754.430194 + Penalty 5226.899976 = -6333527.530218 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 37 (4427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21692.480000 sec): 2 clusters Score: Raw -691122.272141 + Penalty 2082.078403 = -689040.193738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21692.490000 sec): 3 clusters Score: Raw -689043.413152 + Penalty 4164.156807 = -684879.256346 nChanged 1699 SP:Iteration 1F (21692.510000 sec): 3 clusters Score: Raw -690166.357122 + Penalty 4164.156807 = -686002.200316 nChanged 409 SP:Iteration 2F (21692.530000 sec): 3 clusters Score: Raw -690630.413251 + Penalty 4164.156807 = -686466.256444 nChanged 381 SP:Iteration 3F (21692.550000 sec): 3 clusters Score: Raw -691059.331234 + Penalty 4164.156807 = -686895.174427 nChanged 345 SP:Iteration 4F (21692.570000 sec): 3 clusters Score: Raw -691459.367101 + Penalty 4164.156807 = -687295.210295 nChanged 302 SP:Iteration 5F (21692.580000 sec): 3 clusters Score: Raw -691802.094859 + Penalty 4164.156807 = -687637.938052 nChanged 221 SP:Iteration 6Q (21692.600000 sec): 3 clusters Score: Raw -692036.620969 + Penalty 4164.156807 = -687872.464162 nChanged 174 SP:Iteration 7Q (21692.620000 sec): 3 clusters Score: Raw -692175.091589 + Penalty 4164.156807 = -688010.934783 nChanged 110 SP:Iteration 8Q (21692.630000 sec): 3 clusters Score: Raw -692260.151016 + Penalty 4164.156807 = -688095.994210 nChanged 94 SP:Iteration 9Q (21692.650000 sec): 3 clusters Score: Raw -692321.901714 + Penalty 4164.156807 = -688157.744907 nChanged 64 SP:Iteration 10Q (21692.670000 sec): 3 clusters Score: Raw -692359.947417 + Penalty 4164.156807 = -688195.790610 nChanged 52 SP:Iteration 11Q (21692.680000 sec): 3 clusters Score: Raw -692395.125720 + Penalty 4164.156807 = -688230.968914 nChanged 45 SP:Iteration 12Q (21692.700000 sec): 3 clusters Score: Raw -692419.088682 + Penalty 4164.156807 = -688254.931875 nChanged 40 SP:Iteration 13Q (21692.710000 sec): 3 clusters Score: Raw -692439.352832 + Penalty 4164.156807 = -688275.196026 nChanged 23 SP:Iteration 14Q (21692.730000 sec): 3 clusters Score: Raw -692449.399575 + Penalty 4164.156807 = -688285.242769 nChanged 19 SP:Iteration 15Q (21692.750000 sec): 3 clusters Score: Raw -692455.786181 + Penalty 4164.156807 = -688291.629374 nChanged 15 SP:Iteration 16Q (21692.760000 sec): 3 clusters Score: Raw -692461.119596 + Penalty 4164.156807 = -688296.962789 nChanged 12 SP:Iteration 17Q (21692.780000 sec): 3 clusters Score: Raw -692464.611310 + Penalty 4164.156807 = -688300.454503 nChanged 5 SP:Iteration 18Q (21692.800000 sec): 3 clusters Score: Raw -692465.786978 + Penalty 4164.156807 = -688301.630171 nChanged 5 SP:Iteration 19Q (21692.810000 sec): 3 clusters Score: Raw -692467.220058 + Penalty 4164.156807 = -688303.063251 nChanged 3 SP:Iteration 20F (21692.830000 sec): 3 clusters Score: Raw -692468.079886 + Penalty 4164.156807 = -688303.923079 nChanged 4 SP:Iteration 21Q (21692.850000 sec): 3 clusters Score: Raw -692469.513198 + Penalty 4164.156807 = -688305.356392 nChanged 4 SP:Iteration 22Q (21692.860000 sec): 3 clusters Score: Raw -692470.405284 + Penalty 4164.156807 = -688306.248477 nChanged 1 SP:Iteration 23Q (21692.880000 sec): 3 clusters Score: Raw -692470.619657 + Penalty 4164.156807 = -688306.462850 nChanged 0 SP:Iteration 24F (21692.900000 sec): 3 clusters Score: Raw -692470.619657 + Penalty 4164.156807 = -688306.462850 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 38 (3415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21692.910000 sec): 2 clusters Score: Raw -515324.903681 + Penalty 2017.711327 = -513307.192353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21692.930000 sec): 3 clusters Score: Raw -513871.872825 + Penalty 4035.422655 = -509836.450170 nChanged 1227 SP:Iteration 1F (21692.940000 sec): 3 clusters Score: Raw -514783.023573 + Penalty 4035.422655 = -510747.600918 nChanged 301 SP:Iteration 2F (21692.950000 sec): 3 clusters Score: Raw -515106.717377 + Penalty 4035.422655 = -511071.294723 nChanged 219 SP:Iteration 3F (21692.970000 sec): 3 clusters Score: Raw -515374.158822 + Penalty 4035.422655 = -511338.736167 nChanged 198 SP:Iteration 4F (21692.980000 sec): 3 clusters Score: Raw -515655.219035 + Penalty 4035.422655 = -511619.796380 nChanged 196 SP:Iteration 5F (21692.990000 sec): 3 clusters Score: Raw -515935.107058 + Penalty 4035.422655 = -511899.684404 nChanged 192 SP:Iteration 6F (21693.010000 sec): 3 clusters Score: Raw -516205.498337 + Penalty 4035.422655 = -512170.075682 nChanged 149 SP:Iteration 7Q (21693.020000 sec): 3 clusters Score: Raw -516403.497416 + Penalty 4035.422655 = -512368.074761 nChanged 131 SP:Iteration 8Q (21693.030000 sec): 3 clusters Score: Raw -516536.456413 + Penalty 4035.422655 = -512501.033758 nChanged 82 SP:Iteration 9Q (21693.040000 sec): 3 clusters Score: Raw -516632.600764 + Penalty 4035.422655 = -512597.178109 nChanged 76 SP:Iteration 10Q (21693.050000 sec): 3 clusters Score: Raw -516712.172531 + Penalty 4035.422655 = -512676.749876 nChanged 61 SP:Iteration 11Q (21693.070000 sec): 3 clusters Score: Raw -516761.173387 + Penalty 4035.422655 = -512725.750732 nChanged 43 SP:Iteration 12Q (21693.080000 sec): 3 clusters Score: Raw -516789.027037 + Penalty 4035.422655 = -512753.604382 nChanged 25 SP:Iteration 13Q (21693.090000 sec): 3 clusters Score: Raw -516803.153883 + Penalty 4035.422655 = -512767.731228 nChanged 16 SP:Iteration 14Q (21693.100000 sec): 3 clusters Score: Raw -516813.201241 + Penalty 4035.422655 = -512777.778586 nChanged 15 SP:Iteration 15Q (21693.110000 sec): 3 clusters Score: Raw -516822.583641 + Penalty 4035.422655 = -512787.160987 nChanged 15 SP:Iteration 16Q (21693.130000 sec): 3 clusters Score: Raw -516831.178675 + Penalty 4035.422655 = -512795.756020 nChanged 13 SP:Iteration 17Q (21693.130000 sec): 3 clusters Score: Raw -516841.079179 + Penalty 4035.422655 = -512805.656524 nChanged 21 SP:Iteration 18Q (21693.150000 sec): 3 clusters Score: Raw -516852.419394 + Penalty 4035.422655 = -512816.996739 nChanged 18 SP:Iteration 19Q (21693.160000 sec): 3 clusters Score: Raw -516860.942847 + Penalty 4035.422655 = -512825.520192 nChanged 12 SP:Iteration 20F (21693.170000 sec): 3 clusters Score: Raw -516866.087401 + Penalty 4035.422655 = -512830.664746 nChanged 9 SP:Iteration 21Q (21693.190000 sec): 3 clusters Score: Raw -516873.140647 + Penalty 4035.422655 = -512837.717992 nChanged 12 SP:Iteration 22Q (21693.190000 sec): 3 clusters Score: Raw -516879.610979 + Penalty 4035.422655 = -512844.188324 nChanged 6 SP:Iteration 23Q (21693.210000 sec): 3 clusters Score: Raw -516882.633490 + Penalty 4035.422655 = -512847.210835 nChanged 8 SP:Iteration 24Q (21693.220000 sec): 3 clusters Score: Raw -516888.218675 + Penalty 4035.422655 = -512852.796020 nChanged 9 SP:Iteration 25Q (21693.230000 sec): 3 clusters Score: Raw -516893.146519 + Penalty 4035.422655 = -512857.723865 nChanged 4 SP:Iteration 26Q (21693.240000 sec): 3 clusters Score: Raw -516895.218785 + Penalty 4035.422655 = -512859.796130 nChanged 5 SP:Iteration 27Q (21693.250000 sec): 3 clusters Score: Raw -516896.784537 + Penalty 4035.422655 = -512861.361883 nChanged 2 SP:Iteration 28Q (21693.270000 sec): 3 clusters Score: Raw -516897.526553 + Penalty 4035.422655 = -512862.103898 nChanged 2 SP:Iteration 29Q (21693.280000 sec): 3 clusters Score: Raw -516898.153986 + Penalty 4035.422655 = -512862.731331 nChanged 1 SP:Iteration 30Q (21693.290000 sec): 3 clusters Score: Raw -516898.644117 + Penalty 4035.422655 = -512863.221463 nChanged 1 SP:Iteration 31Q (21693.300000 sec): 3 clusters Score: Raw -516898.905165 + Penalty 4035.422655 = -512863.482510 nChanged 0 SP:Iteration 32F (21693.310000 sec): 3 clusters Score: Raw -516898.905165 + Penalty 4035.422655 = -512863.482510 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 39 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21693.320000 sec): 2 clusters Score: Raw -61114.396099 + Penalty 1460.441734 = -59653.954365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21693.320000 sec): 3 clusters Score: Raw -61342.760324 + Penalty 2920.883467 = -58421.876856 nChanged 72 SP:Iteration 1F (21693.320000 sec): 3 clusters Score: Raw -61504.837050 + Penalty 2920.883467 = -58583.953583 nChanged 6 SP:Iteration 2Q (21693.330000 sec): 3 clusters Score: Raw -61529.922186 + Penalty 2920.883467 = -58609.038719 nChanged 6 SP:Iteration 3Q (21693.330000 sec): 3 clusters Score: Raw -61545.844740 + Penalty 2920.883467 = -58624.961273 nChanged 7 SP:Iteration 4Q (21693.330000 sec): 3 clusters Score: Raw -61572.164999 + Penalty 2920.883467 = -58651.281532 nChanged 6 SP:Iteration 5Q (21693.330000 sec): 3 clusters Score: Raw -61604.960585 + Penalty 2920.883467 = -58684.077117 nChanged 7 SP:Iteration 6Q (21693.330000 sec): 3 clusters Score: Raw -61626.005203 + Penalty 2920.883467 = -58705.121735 nChanged 2 SP:Iteration 7Q (21693.330000 sec): 3 clusters Score: Raw -61647.721819 + Penalty 2920.883467 = -58726.838351 nChanged 4 SP:Iteration 8Q (21693.330000 sec): 3 clusters Score: Raw -61662.372868 + Penalty 2920.883467 = -58741.489400 nChanged 2 SP:Iteration 9Q (21693.330000 sec): 3 clusters Score: Raw -61671.780911 + Penalty 2920.883467 = -58750.897444 nChanged 3 SP:Iteration 10Q (21693.340000 sec): 3 clusters Score: Raw -61678.043657 + Penalty 2920.883467 = -58757.160189 nChanged 2 SP:Iteration 11Q (21693.340000 sec): 3 clusters Score: Raw -61683.254708 + Penalty 2920.883467 = -58762.371240 nChanged 1 SP:Iteration 12Q (21693.340000 sec): 3 clusters Score: Raw -61684.992393 + Penalty 2920.883467 = -58764.108926 nChanged 0 SP:Iteration 13F (21693.340000 sec): 3 clusters Score: Raw -61684.992393 + Penalty 2920.883467 = -58764.108926 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 40 (181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21693.350000 sec): 2 clusters Score: Raw -21579.921666 + Penalty 1289.227264 = -20290.694402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21693.350000 sec): 3 clusters Score: Raw -21843.858961 + Penalty 2578.454528 = -19265.404433 nChanged 29 SP:Iteration 1F (21693.350000 sec): 3 clusters Score: Raw -22124.799136 + Penalty 2578.454528 = -19546.344609 nChanged 8 SP:Iteration 2Q (21693.350000 sec): 3 clusters Score: Raw -22240.086009 + Penalty 2578.454528 = -19661.631481 nChanged 5 SP:Iteration 3Q (21693.350000 sec): 3 clusters Score: Raw -22295.781962 + Penalty 2578.454528 = -19717.327435 nChanged 2 SP:Iteration 4Q (21693.350000 sec): 3 clusters Score: Raw -22309.478846 + Penalty 2578.454528 = -19731.024319 nChanged 2 SP:Iteration 5Q (21693.350000 sec): 3 clusters Score: Raw -22323.988297 + Penalty 2578.454528 = -19745.533770 nChanged 0 SP:Iteration 6F (21693.350000 sec): 3 clusters Score: Raw -22323.988297 + Penalty 2578.454528 = -19745.533770 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 41 (8924 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21693.390000 sec): 2 clusters Score: Raw -1440478.979846 + Penalty 2255.931890 = -1438223.047956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21693.430000 sec): 3 clusters Score: Raw -1435769.004190 + Penalty 4511.863780 = -1431257.140410 nChanged 3670 SP:Iteration 1F (21693.460000 sec): 3 clusters Score: Raw -1437787.154077 + Penalty 4511.863780 = -1433275.290298 nChanged 611 SP:Iteration 2F (21693.500000 sec): 3 clusters Score: Raw -1438147.779955 + Penalty 4511.863780 = -1433635.916175 nChanged 518 SP:Iteration 3F (21693.530000 sec): 3 clusters Score: Raw -1438466.865349 + Penalty 4511.863780 = -1433955.001570 nChanged 499 SP:Iteration 4F (21693.570000 sec): 3 clusters Score: Raw -1438797.069498 + Penalty 4511.863780 = -1434285.205719 nChanged 489 SP:Iteration 5F (21693.600000 sec): 3 clusters Score: Raw -1439133.516502 + Penalty 4511.863780 = -1434621.652723 nChanged 472 SP:Iteration 6F (21693.640000 sec): 3 clusters Score: Raw -1439421.527725 + Penalty 4511.863780 = -1434909.663946 nChanged 407 SP:Iteration 7Q (21693.670000 sec): 3 clusters Score: Raw -1439668.897941 + Penalty 4511.863780 = -1435157.034161 nChanged 378 SP:Iteration 8Q (21693.710000 sec): 3 clusters Score: Raw -1439893.794454 + Penalty 4511.863780 = -1435381.930674 nChanged 293 SP:Iteration 9Q (21693.740000 sec): 3 clusters Score: Raw -1440033.127668 + Penalty 4511.863780 = -1435521.263888 nChanged 235 SP:Iteration 10Q (21693.770000 sec): 3 clusters Score: Raw -1440143.026020 + Penalty 4511.863780 = -1435631.162241 nChanged 229 SP:Iteration 11Q (21693.810000 sec): 3 clusters Score: Raw -1440248.426633 + Penalty 4511.863780 = -1435736.562853 nChanged 183 SP:Iteration 12Q (21693.850000 sec): 3 clusters Score: Raw -1440328.085041 + Penalty 4511.863780 = -1435816.221261 nChanged 148 SP:Iteration 13Q (21693.880000 sec): 3 clusters Score: Raw -1440384.799151 + Penalty 4511.863780 = -1435872.935371 nChanged 103 SP:Iteration 14Q (21693.910000 sec): 3 clusters Score: Raw -1440423.901067 + Penalty 4511.863780 = -1435912.037288 nChanged 84 SP:Iteration 15Q (21693.950000 sec): 3 clusters Score: Raw -1440460.166896 + Penalty 4511.863780 = -1435948.303116 nChanged 76 SP:Iteration 16Q (21693.980000 sec): 3 clusters Score: Raw -1440490.722870 + Penalty 4511.863780 = -1435978.859091 nChanged 62 SP:Iteration 17Q (21694.020000 sec): 3 clusters Score: Raw -1440514.663988 + Penalty 4511.863780 = -1436002.800209 nChanged 67 SP:Iteration 18Q (21694.050000 sec): 3 clusters Score: Raw -1440544.106767 + Penalty 4511.863780 = -1436032.242987 nChanged 77 SP:Iteration 19Q (21694.090000 sec): 3 clusters Score: Raw -1440577.568880 + Penalty 4511.863780 = -1436065.705100 nChanged 65 SP:Iteration 20F (21694.120000 sec): 3 clusters Score: Raw -1440599.618408 + Penalty 4511.863780 = -1436087.754628 nChanged 55 SP:Iteration 21Q (21694.150000 sec): 3 clusters Score: Raw -1440620.953207 + Penalty 4511.863780 = -1436109.089427 nChanged 47 SP:Iteration 22Q (21694.190000 sec): 3 clusters Score: Raw -1440641.378179 + Penalty 4511.863780 = -1436129.514399 nChanged 48 SP:Iteration 23Q (21694.220000 sec): 3 clusters Score: Raw -1440661.946489 + Penalty 4511.863780 = -1436150.082709 nChanged 43 SP:Iteration 24Q (21694.250000 sec): 3 clusters Score: Raw -1440682.186306 + Penalty 4511.863780 = -1436170.322527 nChanged 42 SP:Iteration 25Q (21694.290000 sec): 3 clusters Score: Raw -1440700.957794 + Penalty 4511.863780 = -1436189.094014 nChanged 42 SP:Iteration 26Q (21694.320000 sec): 3 clusters Score: Raw -1440722.481003 + Penalty 4511.863780 = -1436210.617224 nChanged 41 SP:Iteration 27Q (21694.350000 sec): 3 clusters Score: Raw -1440743.669688 + Penalty 4511.863780 = -1436231.805908 nChanged 39 SP:Iteration 28Q (21694.390000 sec): 3 clusters Score: Raw -1440767.731424 + Penalty 4511.863780 = -1436255.867644 nChanged 47 SP:Iteration 29Q (21694.420000 sec): 3 clusters Score: Raw -1440787.603716 + Penalty 4511.863780 = -1436275.739937 nChanged 35 SP:Iteration 30Q (21694.450000 sec): 3 clusters Score: Raw -1440806.466761 + Penalty 4511.863780 = -1436294.602982 nChanged 38 SP:Iteration 31Q (21694.490000 sec): 3 clusters Score: Raw -1440829.921386 + Penalty 4511.863780 = -1436318.057607 nChanged 32 SP:Iteration 32Q (21694.520000 sec): 3 clusters Score: Raw -1440848.433740 + Penalty 4511.863780 = -1436336.569961 nChanged 32 SP:Iteration 33Q (21694.550000 sec): 3 clusters Score: Raw -1440868.966330 + Penalty 4511.863780 = -1436357.102551 nChanged 31 SP:Iteration 34Q (21694.580000 sec): 3 clusters Score: Raw -1440886.103410 + Penalty 4511.863780 = -1436374.239630 nChanged 21 SP:Iteration 35Q (21694.610000 sec): 3 clusters Score: Raw -1440896.746632 + Penalty 4511.863780 = -1436384.882853 nChanged 13 SP:Iteration 36Q (21694.650000 sec): 3 clusters Score: Raw -1440904.539495 + Penalty 4511.863780 = -1436392.675716 nChanged 21 SP:Iteration 37Q (21694.670000 sec): 3 clusters Score: Raw -1440917.745323 + Penalty 4511.863780 = -1436405.881543 nChanged 27 SP:Iteration 38Q (21694.710000 sec): 3 clusters Score: Raw -1440933.089348 + Penalty 4511.863780 = -1436421.225568 nChanged 26 SP:Iteration 39Q (21694.740000 sec): 3 clusters Score: Raw -1440949.915206 + Penalty 4511.863780 = -1436438.051427 nChanged 16 SP:Iteration 40F (21694.770000 sec): 3 clusters Score: Raw -1440958.675500 + Penalty 4511.863780 = -1436446.811720 nChanged 15 SP:Iteration 41Q (21694.800000 sec): 3 clusters Score: Raw -1440966.082362 + Penalty 4511.863780 = -1436454.218582 nChanged 11 SP:Iteration 42Q (21694.830000 sec): 3 clusters Score: Raw -1440972.764276 + Penalty 4511.863780 = -1436460.900496 nChanged 13 SP:Iteration 43Q (21694.860000 sec): 3 clusters Score: Raw -1440981.091467 + Penalty 4511.863780 = -1436469.227688 nChanged 13 SP:Iteration 44Q (21694.890000 sec): 3 clusters Score: Raw -1440989.916737 + Penalty 4511.863780 = -1436478.052958 nChanged 13 SP:Iteration 45Q (21694.920000 sec): 3 clusters Score: Raw -1440997.426033 + Penalty 4511.863780 = -1436485.562253 nChanged 5 SP:Iteration 46Q (21694.950000 sec): 3 clusters Score: Raw -1441000.075426 + Penalty 4511.863780 = -1436488.211646 nChanged 6 SP:Iteration 47Q (21694.980000 sec): 3 clusters Score: Raw -1441002.252984 + Penalty 4511.863780 = -1436490.389205 nChanged 3 SP:Iteration 48Q (21695.010000 sec): 3 clusters Score: Raw -1441003.557995 + Penalty 4511.863780 = -1436491.694216 nChanged 3 SP:Iteration 49Q (21695.040000 sec): 3 clusters Score: Raw -1441004.559766 + Penalty 4511.863780 = -1436492.695987 nChanged 4 SP:Iteration 50Q (21695.070000 sec): 3 clusters Score: Raw -1441005.966524 + Penalty 4511.863780 = -1436494.102744 nChanged 4 SP:Iteration 51Q (21695.100000 sec): 3 clusters Score: Raw -1441008.121455 + Penalty 4511.863780 = -1436496.257675 nChanged 3 SP:Iteration 52Q (21695.130000 sec): 3 clusters Score: Raw -1441009.060088 + Penalty 4511.863780 = -1436497.196309 nChanged 3 SP:Iteration 53Q (21695.150000 sec): 3 clusters Score: Raw -1441010.956061 + Penalty 4511.863780 = -1436499.092282 nChanged 4 SP:Iteration 54Q (21695.180000 sec): 3 clusters Score: Raw -1441012.912078 + Penalty 4511.863780 = -1436501.048298 nChanged 1 SP:Iteration 55Q (21695.210000 sec): 3 clusters Score: Raw -1441014.026246 + Penalty 4511.863780 = -1436502.162466 nChanged 2 SP:Iteration 56Q (21695.240000 sec): 3 clusters Score: Raw -1441014.452098 + Penalty 4511.863780 = -1436502.588319 nChanged 0 SP:Iteration 57F (21695.280000 sec): 3 clusters Score: Raw -1441014.452098 + Penalty 4511.863780 = -1436502.588319 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 42 (690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21695.290000 sec): 2 clusters Score: Raw -105882.437996 + Penalty 1621.099516 = -104261.338480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21695.290000 sec): 3 clusters Score: Raw -105828.665300 + Penalty 3242.199032 = -102586.466267 nChanged 140 SP:Iteration 1F (21695.290000 sec): 3 clusters Score: Raw -106027.809746 + Penalty 3242.199032 = -102785.610714 nChanged 34 SP:Iteration 2Q (21695.300000 sec): 3 clusters Score: Raw -106093.891185 + Penalty 3242.199032 = -102851.692153 nChanged 22 SP:Iteration 3Q (21695.300000 sec): 3 clusters Score: Raw -106139.248555 + Penalty 3242.199032 = -102897.049523 nChanged 14 SP:Iteration 4Q (21695.300000 sec): 3 clusters Score: Raw -106167.560701 + Penalty 3242.199032 = -102925.361669 nChanged 6 SP:Iteration 5Q (21695.310000 sec): 3 clusters Score: Raw -106178.389092 + Penalty 3242.199032 = -102936.190060 nChanged 5 SP:Iteration 6Q (21695.310000 sec): 3 clusters Score: Raw -106187.190117 + Penalty 3242.199032 = -102944.991085 nChanged 2 SP:Iteration 7Q (21695.310000 sec): 3 clusters Score: Raw -106188.954339 + Penalty 3242.199032 = -102946.755306 nChanged 0 SP:Iteration 8F (21695.310000 sec): 3 clusters Score: Raw -106188.954339 + Penalty 3242.199032 = -102946.755306 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 43 (13340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21695.370000 sec): 2 clusters Score: Raw -2241902.111292 + Penalty 2355.633535 = -2239546.477757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21695.420000 sec): 3 clusters Score: Raw -2234427.039536 + Penalty 4711.267070 = -2229715.772465 nChanged 5690 SP:Iteration 1F (21695.470000 sec): 3 clusters Score: Raw -2237431.139573 + Penalty 4711.267070 = -2232719.872502 nChanged 828 SP:Iteration 2F (21695.530000 sec): 3 clusters Score: Raw -2237772.902351 + Penalty 4711.267070 = -2233061.635281 nChanged 663 SP:Iteration 3Q (21695.580000 sec): 3 clusters Score: Raw -2238047.788256 + Penalty 4711.267070 = -2233336.521185 nChanged 558 SP:Iteration 4Q (21695.630000 sec): 3 clusters Score: Raw -2238296.859361 + Penalty 4711.267070 = -2233585.592291 nChanged 596 SP:Iteration 5Q (21695.690000 sec): 3 clusters Score: Raw -2238568.945394 + Penalty 4711.267070 = -2233857.678323 nChanged 582 SP:Iteration 6Q (21695.740000 sec): 3 clusters Score: Raw -2238852.547074 + Penalty 4711.267070 = -2234141.280003 nChanged 573 SP:Iteration 7Q (21695.790000 sec): 3 clusters Score: Raw -2239140.236161 + Penalty 4711.267070 = -2234428.969090 nChanged 604 SP:Iteration 8Q (21695.840000 sec): 3 clusters Score: Raw -2239484.875550 + Penalty 4711.267070 = -2234773.608480 nChanged 644 SP:Iteration 9Q (21695.890000 sec): 3 clusters Score: Raw -2239877.731271 + Penalty 4711.267070 = -2235166.464201 nChanged 638 SP:Iteration 10Q (21695.950000 sec): 3 clusters Score: Raw -2240272.947401 + Penalty 4711.267070 = -2235561.680331 nChanged 623 SP:Iteration 11Q (21696.000000 sec): 3 clusters Score: Raw -2240679.800505 + Penalty 4711.267070 = -2235968.533434 nChanged 534 SP:Iteration 12Q (21696.050000 sec): 3 clusters Score: Raw -2241016.777864 + Penalty 4711.267070 = -2236305.510794 nChanged 447 SP:Iteration 13Q (21696.110000 sec): 3 clusters Score: Raw -2241290.253819 + Penalty 4711.267070 = -2236578.986748 nChanged 376 SP:Iteration 14Q (21696.160000 sec): 3 clusters Score: Raw -2241512.457663 + Penalty 4711.267070 = -2236801.190592 nChanged 282 SP:Iteration 15Q (21696.210000 sec): 3 clusters Score: Raw -2241651.886114 + Penalty 4711.267070 = -2236940.619044 nChanged 235 SP:Iteration 16Q (21696.260000 sec): 3 clusters Score: Raw -2241775.667304 + Penalty 4711.267070 = -2237064.400233 nChanged 201 SP:Iteration 17Q (21696.310000 sec): 3 clusters Score: Raw -2241879.231638 + Penalty 4711.267070 = -2237167.964567 nChanged 159 SP:Iteration 18Q (21696.360000 sec): 3 clusters Score: Raw -2241956.445105 + Penalty 4711.267070 = -2237245.178034 nChanged 135 SP:Iteration 19Q (21696.410000 sec): 3 clusters Score: Raw -2242017.147746 + Penalty 4711.267070 = -2237305.880675 nChanged 106 SP:Iteration 20F (21696.460000 sec): 3 clusters Score: Raw -2242065.153137 + Penalty 4711.267070 = -2237353.886066 nChanged 88 SP:Iteration 21Q (21696.510000 sec): 3 clusters Score: Raw -2242101.492484 + Penalty 4711.267070 = -2237390.225414 nChanged 72 SP:Iteration 22Q (21696.550000 sec): 3 clusters Score: Raw -2242125.626805 + Penalty 4711.267070 = -2237414.359735 nChanged 58 SP:Iteration 23Q (21696.600000 sec): 3 clusters Score: Raw -2242143.304883 + Penalty 4711.267070 = -2237432.037813 nChanged 54 SP:Iteration 24Q (21696.650000 sec): 3 clusters Score: Raw -2242159.910125 + Penalty 4711.267070 = -2237448.643054 nChanged 46 SP:Iteration 25Q (21696.690000 sec): 3 clusters Score: Raw -2242173.163683 + Penalty 4711.267070 = -2237461.896612 nChanged 47 SP:Iteration 26Q (21696.740000 sec): 3 clusters Score: Raw -2242184.387399 + Penalty 4711.267070 = -2237473.120328 nChanged 30 SP:Iteration 27Q (21696.780000 sec): 3 clusters Score: Raw -2242191.359860 + Penalty 4711.267070 = -2237480.092790 nChanged 29 SP:Iteration 28Q (21696.830000 sec): 3 clusters Score: Raw -2242198.596202 + Penalty 4711.267070 = -2237487.329131 nChanged 30 SP:Iteration 29Q (21696.870000 sec): 3 clusters Score: Raw -2242208.519148 + Penalty 4711.267070 = -2237497.252078 nChanged 22 SP:Iteration 30Q (21696.920000 sec): 3 clusters Score: Raw -2242216.148337 + Penalty 4711.267070 = -2237504.881267 nChanged 21 SP:Iteration 31Q (21696.970000 sec): 3 clusters Score: Raw -2242223.230987 + Penalty 4711.267070 = -2237511.963916 nChanged 21 SP:Iteration 32Q (21697.010000 sec): 3 clusters Score: Raw -2242229.742706 + Penalty 4711.267070 = -2237518.475635 nChanged 20 SP:Iteration 33Q (21697.050000 sec): 3 clusters Score: Raw -2242235.002375 + Penalty 4711.267070 = -2237523.735304 nChanged 19 SP:Iteration 34Q (21697.100000 sec): 3 clusters Score: Raw -2242239.263575 + Penalty 4711.267070 = -2237527.996504 nChanged 18 SP:Iteration 35Q (21697.150000 sec): 3 clusters Score: Raw -2242245.245117 + Penalty 4711.267070 = -2237533.978046 nChanged 23 SP:Iteration 36Q (21697.190000 sec): 3 clusters Score: Raw -2242253.083701 + Penalty 4711.267070 = -2237541.816631 nChanged 27 SP:Iteration 37Q (21697.230000 sec): 3 clusters Score: Raw -2242266.929640 + Penalty 4711.267070 = -2237555.662570 nChanged 28 SP:Iteration 38Q (21697.280000 sec): 3 clusters Score: Raw -2242275.299298 + Penalty 4711.267070 = -2237564.032227 nChanged 20 SP:Iteration 39Q (21697.320000 sec): 3 clusters Score: Raw -2242280.002260 + Penalty 4711.267070 = -2237568.735190 nChanged 22 SP:Iteration 40F (21697.370000 sec): 3 clusters Score: Raw -2242286.137020 + Penalty 4711.267070 = -2237574.869950 nChanged 19 SP:Iteration 41Q (21697.420000 sec): 3 clusters Score: Raw -2242295.152053 + Penalty 4711.267070 = -2237583.884983 nChanged 20 SP:Iteration 42Q (21697.470000 sec): 3 clusters Score: Raw -2242304.287055 + Penalty 4711.267070 = -2237593.019985 nChanged 33 SP:Iteration 43Q (21697.510000 sec): 3 clusters Score: Raw -2242314.488672 + Penalty 4711.267070 = -2237603.221601 nChanged 32 SP:Iteration 44Q (21697.550000 sec): 3 clusters Score: Raw -2242323.988886 + Penalty 4711.267070 = -2237612.721816 nChanged 27 SP:Iteration 45Q (21697.600000 sec): 3 clusters Score: Raw -2242331.653138 + Penalty 4711.267070 = -2237620.386068 nChanged 25 SP:Iteration 46Q (21697.640000 sec): 3 clusters Score: Raw -2242338.315214 + Penalty 4711.267070 = -2237627.048144 nChanged 19 SP:Iteration 47Q (21697.680000 sec): 3 clusters Score: Raw -2242341.555657 + Penalty 4711.267070 = -2237630.288587 nChanged 11 SP:Iteration 48Q (21697.730000 sec): 3 clusters Score: Raw -2242343.704261 + Penalty 4711.267070 = -2237632.437190 nChanged 7 SP:Iteration 49Q (21697.770000 sec): 3 clusters Score: Raw -2242345.148032 + Penalty 4711.267070 = -2237633.880962 nChanged 6 SP:Iteration 50Q (21697.820000 sec): 3 clusters Score: Raw -2242346.666089 + Penalty 4711.267070 = -2237635.399019 nChanged 6 SP:Iteration 51Q (21697.860000 sec): 3 clusters Score: Raw -2242348.291538 + Penalty 4711.267070 = -2237637.024468 nChanged 11 SP:Iteration 52Q (21697.910000 sec): 3 clusters Score: Raw -2242351.350788 + Penalty 4711.267070 = -2237640.083718 nChanged 9 SP:Iteration 53Q (21697.950000 sec): 3 clusters Score: Raw -2242352.804519 + Penalty 4711.267070 = -2237641.537448 nChanged 7 SP:Iteration 54Q (21697.990000 sec): 3 clusters Score: Raw -2242355.221940 + Penalty 4711.267070 = -2237643.954870 nChanged 7 SP:Iteration 55Q (21698.030000 sec): 3 clusters Score: Raw -2242356.635328 + Penalty 4711.267070 = -2237645.368257 nChanged 4 SP:Iteration 56Q (21698.080000 sec): 3 clusters Score: Raw -2242357.595526 + Penalty 4711.267070 = -2237646.328455 nChanged 3 SP:Iteration 57Q (21698.120000 sec): 3 clusters Score: Raw -2242358.070983 + Penalty 4711.267070 = -2237646.803913 nChanged 5 SP:Iteration 58Q (21698.170000 sec): 3 clusters Score: Raw -2242358.964530 + Penalty 4711.267070 = -2237647.697460 nChanged 1 SP:Iteration 59Q (21698.210000 sec): 3 clusters Score: Raw -2242359.117699 + Penalty 4711.267070 = -2237647.850628 nChanged 3 SP:Iteration 60F (21698.260000 sec): 3 clusters Score: Raw -2242359.879104 + Penalty 4711.267070 = -2237648.612034 nChanged 3 SP:Iteration 61Q (21698.300000 sec): 3 clusters Score: Raw -2242360.434255 + Penalty 4711.267070 = -2237649.167184 nChanged 2 SP:Iteration 62Q (21698.350000 sec): 3 clusters Score: Raw -2242360.863154 + Penalty 4711.267070 = -2237649.596084 nChanged 0 SP:Iteration 63F (21698.400000 sec): 3 clusters Score: Raw -2242360.863154 + Penalty 4711.267070 = -2237649.596084 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 44 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21698.410000 sec): 2 clusters Score: Raw -16897.901713 + Penalty 1187.297952 = -15710.603761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21698.410000 sec): 3 clusters Score: Raw -17366.110611 + Penalty 2374.595904 = -14991.514707 nChanged 4 SP:Iteration 1Q (21698.410000 sec): 3 clusters Score: Raw -17415.876274 + Penalty 2374.595904 = -15041.280369 nChanged 1 SP:Iteration 2Q (21698.410000 sec): 3 clusters Score: Raw -17420.609940 + Penalty 2374.595904 = -15046.014036 nChanged 0 SP:Iteration 3F (21698.410000 sec): 3 clusters Score: Raw -17420.609940 + Penalty 2374.595904 = -15046.014036 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 45 (537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21698.420000 sec): 2 clusters Score: Raw -81002.518010 + Penalty 1558.927527 = -79443.590482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21698.420000 sec): 3 clusters Score: Raw -81008.952818 + Penalty 3117.855055 = -77891.097763 nChanged 91 SP:Iteration 1F (21698.430000 sec): 3 clusters Score: Raw -81182.334606 + Penalty 3117.855055 = -78064.479551 nChanged 15 SP:Iteration 2Q (21698.430000 sec): 3 clusters Score: Raw -81203.930498 + Penalty 3117.855055 = -78086.075443 nChanged 4 SP:Iteration 3Q (21698.430000 sec): 3 clusters Score: Raw -81212.799245 + Penalty 3117.855055 = -78094.944190 nChanged 5 SP:Iteration 4Q (21698.430000 sec): 3 clusters Score: Raw -81223.080154 + Penalty 3117.855055 = -78105.225100 nChanged 0 SP:Iteration 5F (21698.430000 sec): 3 clusters Score: Raw -81223.080154 + Penalty 3117.855055 = -78105.225100 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 46 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21698.440000 sec): 2 clusters Score: Raw -18614.267093 + Penalty 1203.303505 = -17410.963587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21698.440000 sec): 3 clusters Score: Raw -18861.135809 + Penalty 2406.607011 = -16454.528799 nChanged 3 SP:Iteration 1Q (21698.440000 sec): 3 clusters Score: Raw -18889.497469 + Penalty 2406.607011 = -16482.890458 nChanged 1 SP:Iteration 2Q (21698.440000 sec): 3 clusters Score: Raw -18896.272094 + Penalty 2406.607011 = -16489.665083 nChanged 1 SP:Iteration 3Q (21698.440000 sec): 3 clusters Score: Raw -18905.036635 + Penalty 2406.607011 = -16498.429624 nChanged 0 SP:Iteration 4F (21698.440000 sec): 3 clusters Score: Raw -18905.036635 + Penalty 2406.607011 = -16498.429624 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 47 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21698.450000 sec): 2 clusters Score: Raw -39224.621099 + Penalty 1418.637321 = -37805.983778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21698.450000 sec): 3 clusters Score: Raw -39400.514061 + Penalty 2837.274641 = -36563.239420 nChanged 48 SP:Iteration 1F (21698.450000 sec): 3 clusters Score: Raw -39619.163035 + Penalty 2837.274641 = -36781.888394 nChanged 19 SP:Iteration 2F (21698.450000 sec): 3 clusters Score: Raw -39742.569591 + Penalty 2837.274641 = -36905.294950 nChanged 10 SP:Iteration 3Q (21698.450000 sec): 3 clusters Score: Raw -39790.435739 + Penalty 2837.274641 = -36953.161098 nChanged 4 SP:Iteration 4Q (21698.450000 sec): 3 clusters Score: Raw -39814.099370 + Penalty 2837.274641 = -36976.824729 nChanged 2 SP:Iteration 5Q (21698.450000 sec): 3 clusters Score: Raw -39823.575749 + Penalty 2837.274641 = -36986.301108 nChanged 2 SP:Iteration 6Q (21698.450000 sec): 3 clusters Score: Raw -39835.117962 + Penalty 2837.274641 = -36997.843321 nChanged 2 SP:Iteration 7Q (21698.450000 sec): 3 clusters Score: Raw -39843.197789 + Penalty 2837.274641 = -37005.923148 nChanged 2 SP:Iteration 8Q (21698.460000 sec): 3 clusters Score: Raw -39855.937117 + Penalty 2837.274641 = -37018.662476 nChanged 3 SP:Iteration 9Q (21698.460000 sec): 3 clusters Score: Raw -39864.578969 + Penalty 2837.274641 = -37027.304327 nChanged 0 SP:Iteration 10F (21698.460000 sec): 3 clusters Score: Raw -39864.578969 + Penalty 2837.274641 = -37027.304327 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 48 (1547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21698.470000 sec): 2 clusters Score: Raw -234722.125974 + Penalty 1821.330067 = -232900.795907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21698.470000 sec): 3 clusters Score: Raw -234285.098760 + Penalty 3642.660134 = -230642.438626 nChanged 498 SP:Iteration 1F (21698.480000 sec): 3 clusters Score: Raw -234934.812082 + Penalty 3642.660134 = -231292.151948 nChanged 160 SP:Iteration 2F (21698.490000 sec): 3 clusters Score: Raw -235209.097952 + Penalty 3642.660134 = -231566.437818 nChanged 120 SP:Iteration 3F (21698.490000 sec): 3 clusters Score: Raw -235377.338043 + Penalty 3642.660134 = -231734.677910 nChanged 79 SP:Iteration 4F (21698.500000 sec): 3 clusters Score: Raw -235486.208662 + Penalty 3642.660134 = -231843.548528 nChanged 57 SP:Iteration 5Q (21698.510000 sec): 3 clusters Score: Raw -235575.977636 + Penalty 3642.660134 = -231933.317502 nChanged 52 SP:Iteration 6Q (21698.510000 sec): 3 clusters Score: Raw -235653.346311 + Penalty 3642.660134 = -232010.686177 nChanged 28 SP:Iteration 7Q (21698.520000 sec): 3 clusters Score: Raw -235682.907742 + Penalty 3642.660134 = -232040.247608 nChanged 18 SP:Iteration 8Q (21698.530000 sec): 3 clusters Score: Raw -235707.098468 + Penalty 3642.660134 = -232064.438335 nChanged 13 SP:Iteration 9Q (21698.530000 sec): 3 clusters Score: Raw -235725.918404 + Penalty 3642.660134 = -232083.258270 nChanged 9 SP:Iteration 10Q (21698.530000 sec): 3 clusters Score: Raw -235741.604162 + Penalty 3642.660134 = -232098.944028 nChanged 6 SP:Iteration 11Q (21698.540000 sec): 3 clusters Score: Raw -235755.946912 + Penalty 3642.660134 = -232113.286778 nChanged 7 SP:Iteration 12Q (21698.550000 sec): 3 clusters Score: Raw -235766.318303 + Penalty 3642.660134 = -232123.658170 nChanged 6 SP:Iteration 13Q (21698.550000 sec): 3 clusters Score: Raw -235773.773251 + Penalty 3642.660134 = -232131.113117 nChanged 2 SP:Iteration 14Q (21698.560000 sec): 3 clusters Score: Raw -235775.071408 + Penalty 3642.660134 = -232132.411275 nChanged 1 SP:Iteration 15Q (21698.560000 sec): 3 clusters Score: Raw -235777.981013 + Penalty 3642.660134 = -232135.320879 nChanged 2 SP:Iteration 16Q (21698.570000 sec): 3 clusters Score: Raw -235780.213707 + Penalty 3642.660134 = -232137.553573 nChanged 2 SP:Iteration 17Q (21698.570000 sec): 3 clusters Score: Raw -235782.719573 + Penalty 3642.660134 = -232140.059439 nChanged 2 SP:Iteration 18Q (21698.580000 sec): 3 clusters Score: Raw -235783.967649 + Penalty 3642.660134 = -232141.307516 nChanged 3 SP:Iteration 19Q (21698.590000 sec): 3 clusters Score: Raw -235786.017972 + Penalty 3642.660134 = -232143.357838 nChanged 2 SP:Iteration 20F (21698.590000 sec): 3 clusters Score: Raw -235788.312075 + Penalty 3642.660134 = -232145.651941 nChanged 1 SP:Iteration 21Q (21698.590000 sec): 3 clusters Score: Raw -235789.298764 + Penalty 3642.660134 = -232146.638630 nChanged 1 SP:Iteration 22Q (21698.600000 sec): 3 clusters Score: Raw -235790.276556 + Penalty 3642.660134 = -232147.616422 nChanged 0 SP:Iteration 23F (21698.610000 sec): 3 clusters Score: Raw -235790.276556 + Penalty 3642.660134 = -232147.616422 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 49 (34047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21698.750000 sec): 2 clusters Score: Raw -5499038.050472 + Penalty 2588.003306 = -5496450.047166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21698.890000 sec): 3 clusters Score: Raw -5478386.666219 + Penalty 5176.006612 = -5473210.659606 nChanged 15542 SP:Iteration 1F (21699.030000 sec): 3 clusters Score: Raw -5486895.417658 + Penalty 5176.006612 = -5481719.411046 nChanged 1719 SP:Iteration 2F (21699.160000 sec): 3 clusters Score: Raw -5487539.137310 + Penalty 5176.006612 = -5482363.130698 nChanged 1714 SP:Iteration 3F (21699.300000 sec): 3 clusters Score: Raw -5488357.846056 + Penalty 5176.006612 = -5483181.839444 nChanged 1959 SP:Iteration 4F (21699.440000 sec): 3 clusters Score: Raw -5489528.728354 + Penalty 5176.006612 = -5484352.721742 nChanged 2232 SP:Iteration 5F (21699.570000 sec): 3 clusters Score: Raw -5490943.016851 + Penalty 5176.006612 = -5485767.010239 nChanged 2312 SP:Iteration 6F (21699.710000 sec): 3 clusters Score: Raw -5492479.150141 + Penalty 5176.006612 = -5487303.143529 nChanged 2255 SP:Iteration 7F (21699.850000 sec): 3 clusters Score: Raw -5494019.931599 + Penalty 5176.006612 = -5488843.924987 nChanged 1981 SP:Iteration 8F (21699.990000 sec): 3 clusters Score: Raw -5495397.560004 + Penalty 5176.006612 = -5490221.553392 nChanged 1634 SP:Iteration 9Q (21700.130000 sec): 3 clusters Score: Raw -5496538.052953 + Penalty 5176.006612 = -5491362.046341 nChanged 1347 SP:Iteration 10Q (21700.260000 sec): 3 clusters Score: Raw -5497464.995815 + Penalty 5176.006612 = -5492288.989203 nChanged 1081 SP:Iteration 11Q (21700.400000 sec): 3 clusters Score: Raw -5498116.167971 + Penalty 5176.006612 = -5492940.161359 nChanged 780 SP:Iteration 12Q (21700.530000 sec): 3 clusters Score: Raw -5498452.768608 + Penalty 5176.006612 = -5493276.761996 nChanged 530 SP:Iteration 13Q (21700.670000 sec): 3 clusters Score: Raw -5498622.087832 + Penalty 5176.006612 = -5493446.081220 nChanged 368 SP:Iteration 14Q (21700.800000 sec): 3 clusters Score: Raw -5498723.837333 + Penalty 5176.006612 = -5493547.830721 nChanged 273 SP:Iteration 15Q (21700.930000 sec): 3 clusters Score: Raw -5498795.313969 + Penalty 5176.006612 = -5493619.307357 nChanged 238 SP:Iteration 16Q (21701.060000 sec): 3 clusters Score: Raw -5498850.937349 + Penalty 5176.006612 = -5493674.930737 nChanged 221 SP:Iteration 17Q (21701.190000 sec): 3 clusters Score: Raw -5498901.803692 + Penalty 5176.006612 = -5493725.797080 nChanged 223 SP:Iteration 18Q (21701.320000 sec): 3 clusters Score: Raw -5498952.037124 + Penalty 5176.006612 = -5493776.030512 nChanged 208 SP:Iteration 19Q (21701.450000 sec): 3 clusters Score: Raw -5498996.701385 + Penalty 5176.006612 = -5493820.694773 nChanged 171 SP:Iteration 20F (21701.580000 sec): 3 clusters Score: Raw -5499028.383778 + Penalty 5176.006612 = -5493852.377166 nChanged 164 SP:Iteration 21Q (21701.710000 sec): 3 clusters Score: Raw -5499058.259944 + Penalty 5176.006612 = -5493882.253332 nChanged 134 SP:Iteration 22Q (21701.840000 sec): 3 clusters Score: Raw -5499079.382539 + Penalty 5176.006612 = -5493903.375927 nChanged 144 SP:Iteration 23Q (21701.960000 sec): 3 clusters Score: Raw -5499101.652165 + Penalty 5176.006612 = -5493925.645553 nChanged 118 SP:Iteration 24Q (21702.090000 sec): 3 clusters Score: Raw -5499117.853838 + Penalty 5176.006612 = -5493941.847225 nChanged 110 SP:Iteration 25Q (21702.210000 sec): 3 clusters Score: Raw -5499133.611431 + Penalty 5176.006612 = -5493957.604819 nChanged 103 SP:Iteration 26Q (21702.340000 sec): 3 clusters Score: Raw -5499146.854590 + Penalty 5176.006612 = -5493970.847978 nChanged 93 SP:Iteration 27Q (21702.470000 sec): 3 clusters Score: Raw -5499158.503327 + Penalty 5176.006612 = -5493982.496714 nChanged 102 SP:Iteration 28Q (21702.590000 sec): 3 clusters Score: Raw -5499170.314701 + Penalty 5176.006612 = -5493994.308088 nChanged 92 SP:Iteration 29Q (21702.710000 sec): 3 clusters Score: Raw -5499181.488148 + Penalty 5176.006612 = -5494005.481536 nChanged 88 SP:Iteration 30Q (21702.840000 sec): 3 clusters Score: Raw -5499191.342720 + Penalty 5176.006612 = -5494015.336108 nChanged 69 SP:Iteration 31Q (21702.960000 sec): 3 clusters Score: Raw -5499199.642517 + Penalty 5176.006612 = -5494023.635905 nChanged 62 SP:Iteration 32Q (21703.090000 sec): 3 clusters Score: Raw -5499206.286760 + Penalty 5176.006612 = -5494030.280148 nChanged 60 SP:Iteration 33Q (21703.210000 sec): 3 clusters Score: Raw -5499213.016896 + Penalty 5176.006612 = -5494037.010284 nChanged 64 SP:Iteration 34Q (21703.330000 sec): 3 clusters Score: Raw -5499220.821306 + Penalty 5176.006612 = -5494044.814694 nChanged 57 SP:Iteration 35Q (21703.450000 sec): 3 clusters Score: Raw -5499227.221601 + Penalty 5176.006612 = -5494051.214989 nChanged 69 SP:Iteration 36Q (21703.580000 sec): 3 clusters Score: Raw -5499235.197306 + Penalty 5176.006612 = -5494059.190694 nChanged 72 SP:Iteration 37Q (21703.700000 sec): 3 clusters Score: Raw -5499244.587176 + Penalty 5176.006612 = -5494068.580564 nChanged 66 SP:Iteration 38Q (21703.820000 sec): 3 clusters Score: Raw -5499251.606726 + Penalty 5176.006612 = -5494075.600113 nChanged 45 SP:Iteration 39Q (21703.950000 sec): 3 clusters Score: Raw -5499256.233926 + Penalty 5176.006612 = -5494080.227314 nChanged 35 SP:Iteration 40F (21704.080000 sec): 3 clusters Score: Raw -5499259.343443 + Penalty 5176.006612 = -5494083.336831 nChanged 36 SP:Iteration 41Q (21704.200000 sec): 3 clusters Score: Raw -5499262.617120 + Penalty 5176.006612 = -5494086.610508 nChanged 31 SP:Iteration 42Q (21704.330000 sec): 3 clusters Score: Raw -5499265.841703 + Penalty 5176.006612 = -5494089.835091 nChanged 33 SP:Iteration 43Q (21704.450000 sec): 3 clusters Score: Raw -5499269.097549 + Penalty 5176.006612 = -5494093.090937 nChanged 29 SP:Iteration 44Q (21704.570000 sec): 3 clusters Score: Raw -5499271.682314 + Penalty 5176.006612 = -5494095.675702 nChanged 33 SP:Iteration 45Q (21704.690000 sec): 3 clusters Score: Raw -5499274.509575 + Penalty 5176.006612 = -5494098.502963 nChanged 34 SP:Iteration 46Q (21704.810000 sec): 3 clusters Score: Raw -5499277.534794 + Penalty 5176.006612 = -5494101.528182 nChanged 35 SP:Iteration 47Q (21704.940000 sec): 3 clusters Score: Raw -5499281.349028 + Penalty 5176.006612 = -5494105.342416 nChanged 43 SP:Iteration 48Q (21705.060000 sec): 3 clusters Score: Raw -5499286.358571 + Penalty 5176.006612 = -5494110.351959 nChanged 40 SP:Iteration 49Q (21705.180000 sec): 3 clusters Score: Raw -5499290.525482 + Penalty 5176.006612 = -5494114.518870 nChanged 35 SP:Iteration 50Q (21705.300000 sec): 3 clusters Score: Raw -5499294.508110 + Penalty 5176.006612 = -5494118.501497 nChanged 40 SP:Iteration 51Q (21705.420000 sec): 3 clusters Score: Raw -5499298.783791 + Penalty 5176.006612 = -5494122.777179 nChanged 52 SP:Iteration 52Q (21705.540000 sec): 3 clusters Score: Raw -5499303.840074 + Penalty 5176.006612 = -5494127.833462 nChanged 45 SP:Iteration 53Q (21705.660000 sec): 3 clusters Score: Raw -5499308.206453 + Penalty 5176.006612 = -5494132.199841 nChanged 35 SP:Iteration 54Q (21705.780000 sec): 3 clusters Score: Raw -5499311.685625 + Penalty 5176.006612 = -5494135.679013 nChanged 44 SP:Iteration 55Q (21705.910000 sec): 3 clusters Score: Raw -5499316.351944 + Penalty 5176.006612 = -5494140.345332 nChanged 41 SP:Iteration 56Q (21706.030000 sec): 3 clusters Score: Raw -5499319.794575 + Penalty 5176.006612 = -5494143.787962 nChanged 38 SP:Iteration 57Q (21706.150000 sec): 3 clusters Score: Raw -5499323.701606 + Penalty 5176.006612 = -5494147.694994 nChanged 43 SP:Iteration 58Q (21706.270000 sec): 3 clusters Score: Raw -5499328.241009 + Penalty 5176.006612 = -5494152.234397 nChanged 46 SP:Iteration 59Q (21706.390000 sec): 3 clusters Score: Raw -5499333.466648 + Penalty 5176.006612 = -5494157.460036 nChanged 46 SP:Iteration 60F (21706.520000 sec): 3 clusters Score: Raw -5499339.104324 + Penalty 5176.006612 = -5494163.097712 nChanged 56 SP:Iteration 61Q (21706.640000 sec): 3 clusters Score: Raw -5499346.177308 + Penalty 5176.006612 = -5494170.170696 nChanged 38 SP:Iteration 62Q (21706.760000 sec): 3 clusters Score: Raw -5499350.721095 + Penalty 5176.006612 = -5494174.714482 nChanged 54 SP:Iteration 63Q (21706.880000 sec): 3 clusters Score: Raw -5499357.699106 + Penalty 5176.006612 = -5494181.692494 nChanged 56 SP:Iteration 64Q (21707.000000 sec): 3 clusters Score: Raw -5499364.677500 + Penalty 5176.006612 = -5494188.670887 nChanged 54 SP:Iteration 65Q (21707.120000 sec): 3 clusters Score: Raw -5499370.616768 + Penalty 5176.006612 = -5494194.610155 nChanged 44 SP:Iteration 66Q (21707.240000 sec): 3 clusters Score: Raw -5499376.416784 + Penalty 5176.006612 = -5494200.410172 nChanged 53 SP:Iteration 67Q (21707.360000 sec): 3 clusters Score: Raw -5499382.811327 + Penalty 5176.006612 = -5494206.804715 nChanged 49 SP:Iteration 68Q (21707.470000 sec): 3 clusters Score: Raw -5499388.687147 + Penalty 5176.006612 = -5494212.680535 nChanged 52 SP:Iteration 69Q (21707.590000 sec): 3 clusters Score: Raw -5499395.684798 + Penalty 5176.006612 = -5494219.678186 nChanged 61 SP:Iteration 70Q (21707.710000 sec): 3 clusters Score: Raw -5499403.507073 + Penalty 5176.006612 = -5494227.500461 nChanged 61 SP:Iteration 71Q (21707.830000 sec): 3 clusters Score: Raw -5499411.453514 + Penalty 5176.006612 = -5494235.446902 nChanged 54 SP:Iteration 72Q (21707.950000 sec): 3 clusters Score: Raw -5499417.895102 + Penalty 5176.006612 = -5494241.888490 nChanged 39 SP:Iteration 73Q (21708.070000 sec): 3 clusters Score: Raw -5499421.697400 + Penalty 5176.006612 = -5494245.690788 nChanged 34 SP:Iteration 74Q (21708.180000 sec): 3 clusters Score: Raw -5499424.926285 + Penalty 5176.006612 = -5494248.919673 nChanged 41 SP:Iteration 75Q (21708.300000 sec): 3 clusters Score: Raw -5499429.870379 + Penalty 5176.006612 = -5494253.863767 nChanged 48 SP:Iteration 76Q (21708.410000 sec): 3 clusters Score: Raw -5499436.792378 + Penalty 5176.006612 = -5494260.785766 nChanged 43 SP:Iteration 77Q (21708.530000 sec): 3 clusters Score: Raw -5499442.267234 + Penalty 5176.006612 = -5494266.260622 nChanged 43 SP:Iteration 78Q (21708.650000 sec): 3 clusters Score: Raw -5499447.963593 + Penalty 5176.006612 = -5494271.956981 nChanged 41 SP:Iteration 79Q (21708.770000 sec): 3 clusters Score: Raw -5499452.935189 + Penalty 5176.006612 = -5494276.928577 nChanged 46 SP:Iteration 80F (21708.900000 sec): 3 clusters Score: Raw -5499458.783693 + Penalty 5176.006612 = -5494282.777081 nChanged 52 SP:Iteration 81Q (21709.020000 sec): 3 clusters Score: Raw -5499466.427335 + Penalty 5176.006612 = -5494290.420722 nChanged 62 SP:Iteration 82Q (21709.140000 sec): 3 clusters Score: Raw -5499474.701903 + Penalty 5176.006612 = -5494298.695291 nChanged 46 SP:Iteration 83Q (21709.250000 sec): 3 clusters Score: Raw -5499479.947137 + Penalty 5176.006612 = -5494303.940525 nChanged 40 SP:Iteration 84Q (21709.370000 sec): 3 clusters Score: Raw -5499484.393523 + Penalty 5176.006612 = -5494308.386911 nChanged 43 SP:Iteration 85Q (21709.490000 sec): 3 clusters Score: Raw -5499489.717910 + Penalty 5176.006612 = -5494313.711298 nChanged 37 SP:Iteration 86Q (21709.600000 sec): 3 clusters Score: Raw -5499494.885955 + Penalty 5176.006612 = -5494318.879343 nChanged 43 SP:Iteration 87Q (21709.720000 sec): 3 clusters Score: Raw -5499500.351180 + Penalty 5176.006612 = -5494324.344568 nChanged 43 SP:Iteration 88Q (21709.830000 sec): 3 clusters Score: Raw -5499505.731827 + Penalty 5176.006612 = -5494329.725215 nChanged 36 SP:Iteration 89Q (21709.950000 sec): 3 clusters Score: Raw -5499508.556088 + Penalty 5176.006612 = -5494332.549475 nChanged 27 SP:Iteration 90Q (21710.060000 sec): 3 clusters Score: Raw -5499511.318758 + Penalty 5176.006612 = -5494335.312146 nChanged 26 SP:Iteration 91Q (21710.180000 sec): 3 clusters Score: Raw -5499513.442713 + Penalty 5176.006612 = -5494337.436101 nChanged 27 SP:Iteration 92Q (21710.290000 sec): 3 clusters Score: Raw -5499516.195752 + Penalty 5176.006612 = -5494340.189140 nChanged 29 SP:Iteration 93Q (21710.410000 sec): 3 clusters Score: Raw -5499519.363737 + Penalty 5176.006612 = -5494343.357125 nChanged 33 SP:Iteration 94Q (21710.520000 sec): 3 clusters Score: Raw -5499522.811548 + Penalty 5176.006612 = -5494346.804936 nChanged 21 SP:Iteration 95Q (21710.640000 sec): 3 clusters Score: Raw -5499525.139369 + Penalty 5176.006612 = -5494349.132757 nChanged 19 SP:Iteration 96Q (21710.750000 sec): 3 clusters Score: Raw -5499527.015710 + Penalty 5176.006612 = -5494351.009098 nChanged 11 SP:Iteration 97Q (21710.870000 sec): 3 clusters Score: Raw -5499528.200057 + Penalty 5176.006612 = -5494352.193445 nChanged 15 SP:Iteration 98Q (21710.980000 sec): 3 clusters Score: Raw -5499529.766370 + Penalty 5176.006612 = -5494353.759758 nChanged 21 SP:Iteration 99Q (21711.100000 sec): 3 clusters Score: Raw -5499532.103514 + Penalty 5176.006612 = -5494356.096902 nChanged 20 SP:Iteration 100F (21711.230000 sec): 3 clusters Score: Raw -5499534.492411 + Penalty 5176.006612 = -5494358.485799 nChanged 20 SP:Iteration 101Q (21711.350000 sec): 3 clusters Score: Raw -5499536.770064 + Penalty 5176.006612 = -5494360.763452 nChanged 23 SP:Iteration 102Q (21711.460000 sec): 3 clusters Score: Raw -5499539.459350 + Penalty 5176.006612 = -5494363.452738 nChanged 21 SP:Iteration 103Q (21711.580000 sec): 3 clusters Score: Raw -5499541.400791 + Penalty 5176.006612 = -5494365.394179 nChanged 12 SP:Iteration 104Q (21711.690000 sec): 3 clusters Score: Raw -5499542.235883 + Penalty 5176.006612 = -5494366.229271 nChanged 14 SP:Iteration 105Q (21711.800000 sec): 3 clusters Score: Raw -5499543.420450 + Penalty 5176.006612 = -5494367.413838 nChanged 10 SP:Iteration 106Q (21711.920000 sec): 3 clusters Score: Raw -5499544.457137 + Penalty 5176.006612 = -5494368.450524 nChanged 18 SP:Iteration 107Q (21712.030000 sec): 3 clusters Score: Raw -5499546.178061 + Penalty 5176.006612 = -5494370.171449 nChanged 17 SP:Iteration 108Q (21712.140000 sec): 3 clusters Score: Raw -5499547.722760 + Penalty 5176.006612 = -5494371.716148 nChanged 22 SP:Iteration 109Q (21712.260000 sec): 3 clusters Score: Raw -5499550.023578 + Penalty 5176.006612 = -5494374.016966 nChanged 21 SP:Iteration 110Q (21712.370000 sec): 3 clusters Score: Raw -5499552.059726 + Penalty 5176.006612 = -5494376.053114 nChanged 16 SP:Iteration 111Q (21712.480000 sec): 3 clusters Score: Raw -5499553.371078 + Penalty 5176.006612 = -5494377.364466 nChanged 15 SP:Iteration 112Q (21712.600000 sec): 3 clusters Score: Raw -5499554.949281 + Penalty 5176.006612 = -5494378.942669 nChanged 16 SP:Iteration 113Q (21712.710000 sec): 3 clusters Score: Raw -5499556.567414 + Penalty 5176.006612 = -5494380.560802 nChanged 12 SP:Iteration 114Q (21712.830000 sec): 3 clusters Score: Raw -5499557.730218 + Penalty 5176.006612 = -5494381.723606 nChanged 8 SP:Iteration 115Q (21712.940000 sec): 3 clusters Score: Raw -5499558.493361 + Penalty 5176.006612 = -5494382.486749 nChanged 7 SP:Iteration 116Q (21713.050000 sec): 3 clusters Score: Raw -5499559.336321 + Penalty 5176.006612 = -5494383.329709 nChanged 8 SP:Iteration 117Q (21713.170000 sec): 3 clusters Score: Raw -5499560.193975 + Penalty 5176.006612 = -5494384.187363 nChanged 7 SP:Iteration 118Q (21713.280000 sec): 3 clusters Score: Raw -5499561.140306 + Penalty 5176.006612 = -5494385.133694 nChanged 8 SP:Iteration 119Q (21713.400000 sec): 3 clusters Score: Raw -5499561.892964 + Penalty 5176.006612 = -5494385.886352 nChanged 11 SP:Iteration 120F (21713.530000 sec): 3 clusters Score: Raw -5499563.088748 + Penalty 5176.006612 = -5494387.082135 nChanged 8 SP:Iteration 121Q (21713.640000 sec): 3 clusters Score: Raw -5499564.118610 + Penalty 5176.006612 = -5494388.111997 nChanged 10 SP:Iteration 122Q (21713.760000 sec): 3 clusters Score: Raw -5499565.339281 + Penalty 5176.006612 = -5494389.332669 nChanged 11 SP:Iteration 123Q (21713.870000 sec): 3 clusters Score: Raw -5499566.814203 + Penalty 5176.006612 = -5494390.807591 nChanged 10 SP:Iteration 124Q (21713.980000 sec): 3 clusters Score: Raw -5499567.929680 + Penalty 5176.006612 = -5494391.923067 nChanged 7 SP:Iteration 125Q (21714.100000 sec): 3 clusters Score: Raw -5499568.531095 + Penalty 5176.006612 = -5494392.524483 nChanged 7 SP:Iteration 126Q (21714.210000 sec): 3 clusters Score: Raw -5499569.621263 + Penalty 5176.006612 = -5494393.614651 nChanged 7 SP:Iteration 127Q (21714.320000 sec): 3 clusters Score: Raw -5499570.163061 + Penalty 5176.006612 = -5494394.156449 nChanged 5 SP:Iteration 128Q (21714.440000 sec): 3 clusters Score: Raw -5499570.724674 + Penalty 5176.006612 = -5494394.718062 nChanged 7 SP:Iteration 129Q (21714.550000 sec): 3 clusters Score: Raw -5499571.371423 + Penalty 5176.006612 = -5494395.364811 nChanged 5 SP:Iteration 130Q (21714.660000 sec): 3 clusters Score: Raw -5499571.966437 + Penalty 5176.006612 = -5494395.959824 nChanged 8 SP:Iteration 131Q (21714.780000 sec): 3 clusters Score: Raw -5499572.653940 + Penalty 5176.006612 = -5494396.647328 nChanged 4 SP:Iteration 132Q (21714.890000 sec): 3 clusters Score: Raw -5499573.008406 + Penalty 5176.006612 = -5494397.001794 nChanged 3 SP:Iteration 133Q (21715.000000 sec): 3 clusters Score: Raw -5499573.235174 + Penalty 5176.006612 = -5494397.228562 nChanged 5 SP:Iteration 134Q (21715.120000 sec): 3 clusters Score: Raw -5499573.607910 + Penalty 5176.006612 = -5494397.601298 nChanged 5 SP:Iteration 135Q (21715.230000 sec): 3 clusters Score: Raw -5499574.037155 + Penalty 5176.006612 = -5494398.030543 nChanged 7 SP:Iteration 136Q (21715.340000 sec): 3 clusters Score: Raw -5499575.324766 + Penalty 5176.006612 = -5494399.318154 nChanged 10 SP:Iteration 137Q (21715.460000 sec): 3 clusters Score: Raw -5499577.121540 + Penalty 5176.006612 = -5494401.114928 nChanged 15 SP:Iteration 138Q (21715.570000 sec): 3 clusters Score: Raw -5499578.683156 + Penalty 5176.006612 = -5494402.676544 nChanged 15 SP:Iteration 139Q (21715.680000 sec): 3 clusters Score: Raw -5499580.391353 + Penalty 5176.006612 = -5494404.384740 nChanged 13 SP:Iteration 140F (21715.820000 sec): 3 clusters Score: Raw -5499582.239329 + Penalty 5176.006612 = -5494406.232717 nChanged 16 SP:Iteration 141Q (21715.930000 sec): 3 clusters Score: Raw -5499584.256101 + Penalty 5176.006612 = -5494408.249488 nChanged 17 SP:Iteration 142Q (21716.040000 sec): 3 clusters Score: Raw -5499586.007105 + Penalty 5176.006612 = -5494410.000493 nChanged 17 SP:Iteration 143Q (21716.160000 sec): 3 clusters Score: Raw -5499588.503389 + Penalty 5176.006612 = -5494412.496776 nChanged 20 SP:Iteration 144Q (21716.270000 sec): 3 clusters Score: Raw -5499590.930471 + Penalty 5176.006612 = -5494414.923858 nChanged 13 SP:Iteration 145Q (21716.380000 sec): 3 clusters Score: Raw -5499592.216904 + Penalty 5176.006612 = -5494416.210291 nChanged 6 SP:Iteration 146Q (21716.490000 sec): 3 clusters Score: Raw -5499592.882918 + Penalty 5176.006612 = -5494416.876306 nChanged 8 SP:Iteration 147Q (21716.600000 sec): 3 clusters Score: Raw -5499593.356781 + Penalty 5176.006612 = -5494417.350169 nChanged 3 SP:Iteration 148Q (21716.720000 sec): 3 clusters Score: Raw -5499593.631023 + Penalty 5176.006612 = -5494417.624411 nChanged 1 SP:Iteration 149Q (21716.830000 sec): 3 clusters Score: Raw -5499593.667317 + Penalty 5176.006612 = -5494417.660704 nChanged 3 SP:Iteration 150Q (21716.950000 sec): 3 clusters Score: Raw -5499593.872005 + Penalty 5176.006612 = -5494417.865393 nChanged 4 SP:Iteration 151Q (21717.060000 sec): 3 clusters Score: Raw -5499594.288585 + Penalty 5176.006612 = -5494418.281973 nChanged 9 SP:Iteration 152Q (21717.170000 sec): 3 clusters Score: Raw -5499595.277014 + Penalty 5176.006612 = -5494419.270402 nChanged 10 SP:Iteration 153Q (21717.280000 sec): 3 clusters Score: Raw -5499596.412780 + Penalty 5176.006612 = -5494420.406168 nChanged 12 SP:Iteration 154Q (21717.390000 sec): 3 clusters Score: Raw -5499597.762061 + Penalty 5176.006612 = -5494421.755448 nChanged 13 SP:Iteration 155Q (21717.510000 sec): 3 clusters Score: Raw -5499599.091574 + Penalty 5176.006612 = -5494423.084962 nChanged 11 SP:Iteration 156Q (21717.620000 sec): 3 clusters Score: Raw -5499600.245741 + Penalty 5176.006612 = -5494424.239129 nChanged 9 SP:Iteration 157Q (21717.730000 sec): 3 clusters Score: Raw -5499601.259583 + Penalty 5176.006612 = -5494425.252971 nChanged 7 SP:Iteration 158Q (21717.840000 sec): 3 clusters Score: Raw -5499601.906010 + Penalty 5176.006612 = -5494425.899398 nChanged 4 SP:Iteration 159Q (21717.950000 sec): 3 clusters Score: Raw -5499602.196966 + Penalty 5176.006612 = -5494426.190354 nChanged 1 SP:Iteration 160F (21718.090000 sec): 3 clusters Score: Raw -5499602.317575 + Penalty 5176.006612 = -5494426.310962 nChanged 3 SP:Iteration 161Q (21718.200000 sec): 3 clusters Score: Raw -5499602.710442 + Penalty 5176.006612 = -5494426.703830 nChanged 7 SP:Iteration 162Q (21718.310000 sec): 3 clusters Score: Raw -5499603.647122 + Penalty 5176.006612 = -5494427.640510 nChanged 5 SP:Iteration 163Q (21718.430000 sec): 3 clusters Score: Raw -5499604.262281 + Penalty 5176.006612 = -5494428.255668 nChanged 6 SP:Iteration 164Q (21718.540000 sec): 3 clusters Score: Raw -5499605.056903 + Penalty 5176.006612 = -5494429.050291 nChanged 7 SP:Iteration 165Q (21718.650000 sec): 3 clusters Score: Raw -5499606.124181 + Penalty 5176.006612 = -5494430.117569 nChanged 7 SP:Iteration 166Q (21718.760000 sec): 3 clusters Score: Raw -5499606.554068 + Penalty 5176.006612 = -5494430.547456 nChanged 1 SP:Iteration 167Q (21718.870000 sec): 3 clusters Score: Raw -5499606.684383 + Penalty 5176.006612 = -5494430.677771 nChanged 4 SP:Iteration 168Q (21718.990000 sec): 3 clusters Score: Raw -5499607.046721 + Penalty 5176.006612 = -5494431.040109 nChanged 1 SP:Iteration 169Q (21719.100000 sec): 3 clusters Score: Raw -5499607.155888 + Penalty 5176.006612 = -5494431.149275 nChanged 2 SP:Iteration 170Q (21719.210000 sec): 3 clusters Score: Raw -5499607.337260 + Penalty 5176.006612 = -5494431.330648 nChanged 2 SP:Iteration 171Q (21719.320000 sec): 3 clusters Score: Raw -5499607.490190 + Penalty 5176.006612 = -5494431.483578 nChanged 4 SP:Iteration 172Q (21719.440000 sec): 3 clusters Score: Raw -5499607.862993 + Penalty 5176.006612 = -5494431.856381 nChanged 4 SP:Iteration 173Q (21719.550000 sec): 3 clusters Score: Raw -5499608.148215 + Penalty 5176.006612 = -5494432.141602 nChanged 5 SP:Iteration 174Q (21719.660000 sec): 3 clusters Score: Raw -5499608.624702 + Penalty 5176.006612 = -5494432.618090 nChanged 7 SP:Iteration 175Q (21719.780000 sec): 3 clusters Score: Raw -5499609.355144 + Penalty 5176.006612 = -5494433.348532 nChanged 5 SP:Iteration 176Q (21719.890000 sec): 3 clusters Score: Raw -5499610.097867 + Penalty 5176.006612 = -5494434.091255 nChanged 6 SP:Iteration 177Q (21720.000000 sec): 3 clusters Score: Raw -5499610.503572 + Penalty 5176.006612 = -5494434.496960 nChanged 3 SP:Iteration 178Q (21720.110000 sec): 3 clusters Score: Raw -5499610.640258 + Penalty 5176.006612 = -5494434.633646 nChanged 1 SP:Iteration 179Q (21720.230000 sec): 3 clusters Score: Raw -5499610.666833 + Penalty 5176.006612 = -5494434.660221 nChanged 0 SP:Iteration 180F (21720.360000 sec): 3 clusters Score: Raw -5499610.666833 + Penalty 5176.006612 = -5494434.660221 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 50 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21720.390000 sec): 2 clusters Score: Raw -12696.806916 + Penalty 1189.356055 = -11507.450860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21720.390000 sec): 3 clusters Score: Raw -13193.894990 + Penalty 2378.712111 = -10815.182879 nChanged 17 SP:Iteration 1F (21720.390000 sec): 3 clusters Score: Raw -13443.818066 + Penalty 2378.712111 = -11065.105956 nChanged 4 SP:Iteration 2Q (21720.390000 sec): 3 clusters Score: Raw -13575.508255 + Penalty 2378.712111 = -11196.796145 nChanged 0 SP:Iteration 3F (21720.390000 sec): 3 clusters Score: Raw -13575.508255 + Penalty 2378.712111 = -11196.796145 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 51 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21720.390000 sec): 2 clusters Score: Raw -84802.923703 + Penalty 1572.846112 = -83230.077591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21720.390000 sec): 3 clusters Score: Raw -84853.384247 + Penalty 3145.692224 = -81707.692023 nChanged 111 SP:Iteration 1F (21720.400000 sec): 3 clusters Score: Raw -85093.009078 + Penalty 3145.692224 = -81947.316855 nChanged 32 SP:Iteration 2F (21720.400000 sec): 3 clusters Score: Raw -85169.939751 + Penalty 3145.692224 = -82024.247527 nChanged 10 SP:Iteration 3Q (21720.400000 sec): 3 clusters Score: Raw -85194.044021 + Penalty 3145.692224 = -82048.351798 nChanged 4 SP:Iteration 4Q (21720.410000 sec): 3 clusters Score: Raw -85202.531402 + Penalty 3145.692224 = -82056.839178 nChanged 3 SP:Iteration 5Q (21720.410000 sec): 3 clusters Score: Raw -85206.692444 + Penalty 3145.692224 = -82061.000220 nChanged 3 SP:Iteration 6Q (21720.410000 sec): 3 clusters Score: Raw -85214.435979 + Penalty 3145.692224 = -82068.743755 nChanged 4 SP:Iteration 7Q (21720.410000 sec): 3 clusters Score: Raw -85226.484793 + Penalty 3145.692224 = -82080.792569 nChanged 3 SP:Iteration 8Q (21720.410000 sec): 3 clusters Score: Raw -85229.803739 + Penalty 3145.692224 = -82084.111515 nChanged 2 SP:Iteration 9Q (21720.410000 sec): 3 clusters Score: Raw -85233.362957 + Penalty 3145.692224 = -82087.670733 nChanged 1 SP:Iteration 10Q (21720.420000 sec): 3 clusters Score: Raw -85235.469572 + Penalty 3145.692224 = -82089.777349 nChanged 1 SP:Iteration 11Q (21720.420000 sec): 3 clusters Score: Raw -85236.521634 + Penalty 3145.692224 = -82090.829411 nChanged 0 SP:Iteration 12F (21720.420000 sec): 3 clusters Score: Raw -85236.521634 + Penalty 3145.692224 = -82090.829411 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 52 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21720.430000 sec): 2 clusters Score: Raw -32748.361017 + Penalty 1333.069045 = -31415.291972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21720.430000 sec): 3 clusters Score: Raw -32867.042205 + Penalty 2666.138090 = -30200.904115 nChanged 17 SP:Iteration 1F (21720.430000 sec): 3 clusters Score: Raw -32938.166387 + Penalty 2666.138090 = -30272.028297 nChanged 10 SP:Iteration 2Q (21720.430000 sec): 3 clusters Score: Raw -32984.880573 + Penalty 2666.138090 = -30318.742483 nChanged 4 SP:Iteration 3Q (21720.430000 sec): 3 clusters Score: Raw -33007.542512 + Penalty 2666.138090 = -30341.404422 nChanged 3 SP:Iteration 4Q (21720.430000 sec): 3 clusters Score: Raw -33016.292150 + Penalty 2666.138090 = -30350.154060 nChanged 1 SP:Iteration 5Q (21720.430000 sec): 3 clusters Score: Raw -33026.876554 + Penalty 2666.138090 = -30360.738464 nChanged 2 SP:Iteration 6Q (21720.430000 sec): 3 clusters Score: Raw -33032.919971 + Penalty 2666.138090 = -30366.781881 nChanged 1 SP:Iteration 7Q (21720.430000 sec): 3 clusters Score: Raw -33038.127264 + Penalty 2666.138090 = -30371.989174 nChanged 0 SP:Iteration 8F (21720.430000 sec): 3 clusters Score: Raw -33038.127264 + Penalty 2666.138090 = -30371.989174 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 53 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21720.440000 sec): 2 clusters Score: Raw -78843.633717 + Penalty 1549.993860 = -77293.639857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21720.450000 sec): 3 clusters Score: Raw -78859.871732 + Penalty 3099.987720 = -75759.884012 nChanged 93 SP:Iteration 1F (21720.450000 sec): 3 clusters Score: Raw -79021.981833 + Penalty 3099.987720 = -75921.994113 nChanged 21 SP:Iteration 2Q (21720.450000 sec): 3 clusters Score: Raw -79081.959869 + Penalty 3099.987720 = -75981.972149 nChanged 15 SP:Iteration 3Q (21720.450000 sec): 3 clusters Score: Raw -79117.961404 + Penalty 3099.987720 = -76017.973684 nChanged 3 SP:Iteration 4Q (21720.450000 sec): 3 clusters Score: Raw -79123.300666 + Penalty 3099.987720 = -76023.312946 nChanged 1 SP:Iteration 5Q (21720.450000 sec): 3 clusters Score: Raw -79124.254362 + Penalty 3099.987720 = -76024.266642 nChanged 2 SP:Iteration 6Q (21720.460000 sec): 3 clusters Score: Raw -79128.585112 + Penalty 3099.987720 = -76028.597392 nChanged 1 SP:Iteration 7Q (21720.460000 sec): 3 clusters Score: Raw -79131.408604 + Penalty 3099.987720 = -76031.420884 nChanged 1 SP:Iteration 8Q (21720.460000 sec): 3 clusters Score: Raw -79139.963940 + Penalty 3099.987720 = -76039.976220 nChanged 1 SP:Iteration 9Q (21720.460000 sec): 3 clusters Score: Raw -79140.599820 + Penalty 3099.987720 = -76040.612100 nChanged 0 SP:Iteration 10F (21720.470000 sec): 3 clusters Score: Raw -79140.599820 + Penalty 3099.987720 = -76040.612100 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 54 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21720.470000 sec): 2 clusters Score: Raw -16315.763310 + Penalty 1383.772997 = -14931.990313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21720.470000 sec): 3 clusters Score: Raw -16649.765573 + Penalty 2767.545994 = -13882.219580 nChanged 56 SP:Iteration 1F (21720.470000 sec): 3 clusters Score: Raw -16983.039681 + Penalty 2767.545994 = -14215.493687 nChanged 20 SP:Iteration 2F (21720.470000 sec): 3 clusters Score: Raw -17104.642497 + Penalty 2767.545994 = -14337.096503 nChanged 11 SP:Iteration 3Q (21720.470000 sec): 3 clusters Score: Raw -17159.664030 + Penalty 2767.545994 = -14392.118037 nChanged 4 SP:Iteration 4Q (21720.470000 sec): 3 clusters Score: Raw -17206.239159 + Penalty 2767.545994 = -14438.693165 nChanged 3 SP:Iteration 5Q (21720.480000 sec): 3 clusters Score: Raw -17225.528333 + Penalty 2767.545994 = -14457.982339 nChanged 1 SP:Iteration 6Q (21720.480000 sec): 3 clusters Score: Raw -17230.664157 + Penalty 2767.545994 = -14463.118164 nChanged 1 SP:Iteration 7Q (21720.480000 sec): 3 clusters Score: Raw -17248.084920 + Penalty 2767.545994 = -14480.538927 nChanged 3 SP:Iteration 8Q (21720.480000 sec): 3 clusters Score: Raw -17268.567469 + Penalty 2767.545994 = -14501.021475 nChanged 2 SP:Iteration 9Q (21720.480000 sec): 3 clusters Score: Raw -17281.519747 + Penalty 2767.545994 = -14513.973754 nChanged 3 SP:Iteration 10Q (21720.480000 sec): 3 clusters Score: Raw -17309.225857 + Penalty 2767.545994 = -14541.679863 nChanged 3 SP:Iteration 11Q (21720.480000 sec): 3 clusters Score: Raw -17354.362725 + Penalty 2767.545994 = -14586.816731 nChanged 1 SP:Iteration 12Q (21720.480000 sec): 3 clusters Score: Raw -17403.453312 + Penalty 2767.545994 = -14635.907318 nChanged 1 SP:Iteration 13Q (21720.480000 sec): 3 clusters Score: Raw -17422.782682 + Penalty 2767.545994 = -14655.236689 nChanged 1 SP:Iteration 14Q (21720.490000 sec): 3 clusters Score: Raw -17434.706177 + Penalty 2767.545994 = -14667.160183 nChanged 2 SP:Iteration 15Q (21720.490000 sec): 3 clusters Score: Raw -17457.873658 + Penalty 2767.545994 = -14690.327665 nChanged 0 SP:Iteration 16F (21720.490000 sec): 3 clusters Score: Raw -17476.009313 + Penalty 2767.545994 = -14708.463320 nChanged 1 SP:Iteration 17Q (21720.490000 sec): 3 clusters Score: Raw -17509.292909 + Penalty 2767.545994 = -14741.746915 nChanged 3 SP:Iteration 18Q (21720.490000 sec): 3 clusters Score: Raw -17516.899834 + Penalty 2767.545994 = -14749.353840 nChanged 1 SP:Iteration 19Q (21720.490000 sec): 3 clusters Score: Raw -17519.046239 + Penalty 2767.545994 = -14751.500246 nChanged 1 SP:Iteration 20F (21720.490000 sec): 3 clusters Score: Raw -17521.738148 + Penalty 2767.545994 = -14754.192155 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 55 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21720.490000 sec): 2 clusters Score: Raw -40579.167008 + Penalty 1380.001061 = -39199.165947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21720.500000 sec): 3 clusters Score: Raw -40699.352705 + Penalty 2760.002122 = -37939.350583 nChanged 21 SP:Iteration 1F (21720.500000 sec): 3 clusters Score: Raw -40774.011593 + Penalty 2760.002122 = -38014.009471 nChanged 4 SP:Iteration 2Q (21720.500000 sec): 3 clusters Score: Raw -40790.741859 + Penalty 2760.002122 = -38030.739737 nChanged 0 SP:Iteration 3F (21720.500000 sec): 3 clusters Score: Raw -40790.741859 + Penalty 2760.002122 = -38030.739737 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 56 (548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21720.510000 sec): 2 clusters Score: Raw -82393.720975 + Penalty 1563.956271 = -80829.764703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21720.510000 sec): 3 clusters Score: Raw -82392.988270 + Penalty 3127.912542 = -79265.075728 nChanged 96 SP:Iteration 1F (21720.510000 sec): 3 clusters Score: Raw -82604.469678 + Penalty 3127.912542 = -79476.557135 nChanged 38 SP:Iteration 2F (21720.510000 sec): 3 clusters Score: Raw -82711.666052 + Penalty 3127.912542 = -79583.753510 nChanged 24 SP:Iteration 3Q (21720.510000 sec): 3 clusters Score: Raw -82779.258227 + Penalty 3127.912542 = -79651.345685 nChanged 18 SP:Iteration 4Q (21720.520000 sec): 3 clusters Score: Raw -82836.065406 + Penalty 3127.912542 = -79708.152864 nChanged 10 SP:Iteration 5Q (21720.520000 sec): 3 clusters Score: Raw -82866.552009 + Penalty 3127.912542 = -79738.639467 nChanged 5 SP:Iteration 6Q (21720.520000 sec): 3 clusters Score: Raw -82875.518265 + Penalty 3127.912542 = -79747.605722 nChanged 3 SP:Iteration 7Q (21720.520000 sec): 3 clusters Score: Raw -82881.993221 + Penalty 3127.912542 = -79754.080679 nChanged 2 SP:Iteration 8Q (21720.530000 sec): 3 clusters Score: Raw -82886.795393 + Penalty 3127.912542 = -79758.882851 nChanged 1 SP:Iteration 9Q (21720.530000 sec): 3 clusters Score: Raw -82889.208629 + Penalty 3127.912542 = -79761.296087 nChanged 0 SP:Iteration 10F (21720.530000 sec): 3 clusters Score: Raw -82889.208629 + Penalty 3127.912542 = -79761.296087 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 57 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21720.530000 sec): 2 clusters Score: Raw -47369.713188 + Penalty 1428.988743 = -45940.724445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21720.540000 sec): 3 clusters Score: Raw -47482.761490 + Penalty 2857.977486 = -44624.784004 nChanged 39 SP:Iteration 1F (21720.540000 sec): 3 clusters Score: Raw -47605.311318 + Penalty 2857.977486 = -44747.333832 nChanged 12 SP:Iteration 2Q (21720.540000 sec): 3 clusters Score: Raw -47645.399092 + Penalty 2857.977486 = -44787.421606 nChanged 0 SP:Iteration 3F (21720.540000 sec): 3 clusters Score: Raw -47645.399092 + Penalty 2857.977486 = -44787.421606 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 58 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21720.550000 sec): 2 clusters Score: Raw -7306.738073 + Penalty 1244.285400 = -6062.452674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21720.550000 sec): 3 clusters Score: Raw -7718.335060 + Penalty 2488.570799 = -5229.764260 nChanged 20 SP:Iteration 1F (21720.550000 sec): 3 clusters Score: Raw -7831.335205 + Penalty 2488.570799 = -5342.764406 nChanged 7 SP:Iteration 2Q (21720.550000 sec): 3 clusters Score: Raw -7875.251645 + Penalty 2488.570799 = -5386.680846 nChanged 1 SP:Iteration 3Q (21720.550000 sec): 3 clusters Score: Raw -7888.764348 + Penalty 2488.570799 = -5400.193549 nChanged 0 SP:Iteration 4F (21720.550000 sec): 3 clusters Score: Raw -7888.764348 + Penalty 2488.570799 = -5400.193549 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 59 (562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21720.550000 sec): 2 clusters Score: Raw -85698.723907 + Penalty 1570.212459 = -84128.511448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21720.560000 sec): 3 clusters Score: Raw -85682.117451 + Penalty 3140.424918 = -82541.692533 nChanged 106 SP:Iteration 1F (21720.560000 sec): 3 clusters Score: Raw -85887.470797 + Penalty 3140.424918 = -82747.045880 nChanged 28 SP:Iteration 2Q (21720.560000 sec): 3 clusters Score: Raw -85962.868941 + Penalty 3140.424918 = -82822.444023 nChanged 15 SP:Iteration 3Q (21720.570000 sec): 3 clusters Score: Raw -85991.973024 + Penalty 3140.424918 = -82851.548106 nChanged 11 SP:Iteration 4Q (21720.570000 sec): 3 clusters Score: Raw -86016.056857 + Penalty 3140.424918 = -82875.631940 nChanged 6 SP:Iteration 5Q (21720.570000 sec): 3 clusters Score: Raw -86029.762152 + Penalty 3140.424918 = -82889.337234 nChanged 4 SP:Iteration 6Q (21720.570000 sec): 3 clusters Score: Raw -86036.521735 + Penalty 3140.424918 = -82896.096817 nChanged 2 SP:Iteration 7Q (21720.570000 sec): 3 clusters Score: Raw -86041.463343 + Penalty 3140.424918 = -82901.038426 nChanged 1 SP:Iteration 8Q (21720.570000 sec): 3 clusters Score: Raw -86042.182362 + Penalty 3140.424918 = -82901.757444 nChanged 1 SP:Iteration 9Q (21720.580000 sec): 3 clusters Score: Raw -86043.404439 + Penalty 3140.424918 = -82902.979522 nChanged 1 SP:Iteration 10Q (21720.580000 sec): 3 clusters Score: Raw -86046.768965 + Penalty 3140.424918 = -82906.344048 nChanged 1 SP:Iteration 11Q (21720.580000 sec): 3 clusters Score: Raw -86048.647709 + Penalty 3140.424918 = -82908.222792 nChanged 1 SP:Iteration 12Q (21720.580000 sec): 3 clusters Score: Raw -86050.343983 + Penalty 3140.424918 = -82909.919066 nChanged 1 SP:Iteration 13Q (21720.590000 sec): 3 clusters Score: Raw -86051.488616 + Penalty 3140.424918 = -82911.063698 nChanged 0 SP:Iteration 14F (21720.590000 sec): 3 clusters Score: Raw -86051.488616 + Penalty 3140.424918 = -82911.063698 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 60 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21720.590000 sec): 2 clusters Score: Raw -17304.987574 + Penalty 1207.148544 = -16097.839030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21720.590000 sec): 3 clusters Score: Raw -17635.155988 + Penalty 2414.297087 = -15220.858901 nChanged 3 SP:Iteration 1Q (21720.590000 sec): 3 clusters Score: Raw -17654.192446 + Penalty 2414.297087 = -15239.895359 nChanged 0 SP:Iteration 2F (21720.590000 sec): 3 clusters Score: Raw -17654.192446 + Penalty 2414.297087 = -15239.895359 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 61 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21720.600000 sec): 2 clusters Score: Raw -34634.724236 + Penalty 1378.093359 = -33256.630877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21720.600000 sec): 3 clusters Score: Raw -34970.198718 + Penalty 2756.186719 = -32214.011999 nChanged 39 SP:Iteration 1F (21720.600000 sec): 3 clusters Score: Raw -35114.264977 + Penalty 2756.186719 = -32358.078259 nChanged 13 SP:Iteration 2F (21720.610000 sec): 3 clusters Score: Raw -35164.667494 + Penalty 2756.186719 = -32408.480776 nChanged 7 SP:Iteration 3Q (21720.610000 sec): 3 clusters Score: Raw -35204.102348 + Penalty 2756.186719 = -32447.915629 nChanged 4 SP:Iteration 4Q (21720.610000 sec): 3 clusters Score: Raw -35220.558405 + Penalty 2756.186719 = -32464.371686 nChanged 3 SP:Iteration 5Q (21720.610000 sec): 3 clusters Score: Raw -35239.200084 + Penalty 2756.186719 = -32483.013365 nChanged 2 SP:Iteration 6Q (21720.610000 sec): 3 clusters Score: Raw -35244.985606 + Penalty 2756.186719 = -32488.798888 nChanged 2 SP:Iteration 7Q (21720.610000 sec): 3 clusters Score: Raw -35254.023850 + Penalty 2756.186719 = -32497.837132 nChanged 4 SP:Iteration 8Q (21720.610000 sec): 3 clusters Score: Raw -35282.140843 + Penalty 2756.186719 = -32525.954124 nChanged 1 SP:Iteration 9Q (21720.610000 sec): 3 clusters Score: Raw -35289.830831 + Penalty 2756.186719 = -32533.644112 nChanged 3 SP:Iteration 10Q (21720.610000 sec): 3 clusters Score: Raw -35300.626093 + Penalty 2756.186719 = -32544.439374 nChanged 5 SP:Iteration 11Q (21720.610000 sec): 3 clusters Score: Raw -35319.476293 + Penalty 2756.186719 = -32563.289574 nChanged 6 SP:Iteration 12Q (21720.610000 sec): 3 clusters Score: Raw -35334.335722 + Penalty 2756.186719 = -32578.149004 nChanged 1 SP:Iteration 13Q (21720.610000 sec): 3 clusters Score: Raw -35336.398096 + Penalty 2756.186719 = -32580.211377 nChanged 0 SP:Iteration 14F (21720.610000 sec): 3 clusters Score: Raw -35336.398096 + Penalty 2756.186719 = -32580.211377 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 64 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21720.620000 sec): 2 clusters Score: Raw -21029.323256 + Penalty 1430.543607 = -19598.779649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21720.620000 sec): 3 clusters Score: Raw -21542.523604 + Penalty 2861.087214 = -18681.436390 nChanged 88 SP:Iteration 1F (21720.620000 sec): 3 clusters Score: Raw -22147.147486 + Penalty 2861.087214 = -19286.060272 nChanged 30 SP:Iteration 2F (21720.620000 sec): 3 clusters Score: Raw -22487.509451 + Penalty 2861.087214 = -19626.422237 nChanged 13 SP:Iteration 3Q (21720.620000 sec): 3 clusters Score: Raw -22662.975396 + Penalty 2861.087214 = -19801.888182 nChanged 10 SP:Iteration 4Q (21720.620000 sec): 3 clusters Score: Raw -22850.288942 + Penalty 2861.087214 = -19989.201728 nChanged 4 SP:Iteration 5Q (21720.630000 sec): 3 clusters Score: Raw -22883.612496 + Penalty 2861.087214 = -20022.525282 nChanged 0 SP:Iteration 6F (21720.630000 sec): 3 clusters Score: Raw -22886.707742 + Penalty 2861.087214 = -20025.620528 nChanged 2 SP:Iteration 7Q (21720.630000 sec): 3 clusters Score: Raw -22914.993722 + Penalty 2861.087214 = -20053.906508 nChanged 3 SP:Iteration 8Q (21720.630000 sec): 3 clusters Score: Raw -23066.558835 + Penalty 2861.087214 = -20205.471621 nChanged 1 SP:Iteration 9Q (21720.630000 sec): 3 clusters Score: Raw -23070.531811 + Penalty 2861.087214 = -20209.444597 nChanged 1 SP:Iteration 10Q (21720.630000 sec): 3 clusters Score: Raw -23074.187950 + Penalty 2861.087214 = -20213.100736 nChanged 0 SP:Iteration 11F (21720.630000 sec): 3 clusters Score: Raw -23074.187950 + Penalty 2861.087214 = -20213.100736 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 21. Deleting Class 64 (91 points): Lose 2463.086561 but Gain 3491.854150 Iteration 532F (21837.980000 sec): 62 clusters Score: Raw -205037277.327412 + Penalty 213003.103128 = -204824274.224284 nChanged 99 Iteration 533F (21953.460000 sec): 62 clusters Score: Raw -205038552.656759 + Penalty 213003.103128 = -204825549.553631 nChanged 24 Iteration 534Q (21976.870000 sec): 62 clusters Score: Raw -205038952.794759 + Penalty 213003.103128 = -204825949.691631 nChanged 7 Iteration 535Q (22000.260000 sec): 62 clusters Score: Raw -205039118.864753 + Penalty 213003.103128 = -204826115.761624 nChanged 4 Iteration 536Q (22023.560000 sec): 62 clusters Score: Raw -205039173.757221 + Penalty 213003.103128 = -204826170.654092 nChanged 1 Iteration 537Q (22046.920000 sec): 62 clusters Score: Raw -205039177.694649 + Penalty 213003.103128 = -204826174.591520 nChanged 0 Iteration 538F (22162.770000 sec): 62 clusters Score: Raw -205039235.460777 + Penalty 213003.103128 = -204826232.357649 nChanged 8 Writing temp clu file Because OldScore, -204826174.591520, is greater than current (better) Score,-204826232.357649 Compute initial score before splitting: Score: Raw -205039235.460777 + Penalty 213003.103128 = -204826232.357649 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 1 (34117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22163.140000 sec): 2 clusters Score: Raw -5537716.647254 + Penalty 2588.512666 = -5535128.134588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22163.280000 sec): 3 clusters Score: Raw -5517123.417492 + Penalty 5177.025332 = -5511946.392160 nChanged 15571 SP:Iteration 1F (22163.420000 sec): 3 clusters Score: Raw -5525550.968553 + Penalty 5177.025332 = -5520373.943221 nChanged 1627 SP:Iteration 2Q (22163.560000 sec): 3 clusters Score: Raw -5526108.296879 + Penalty 5177.025332 = -5520931.271547 nChanged 1650 SP:Iteration 3Q (22163.710000 sec): 3 clusters Score: Raw -5526795.732781 + Penalty 5177.025332 = -5521618.707449 nChanged 1943 SP:Iteration 4F (22163.850000 sec): 3 clusters Score: Raw -5527843.261880 + Penalty 5177.025332 = -5522666.236548 nChanged 2259 SP:Iteration 5F (22164.000000 sec): 3 clusters Score: Raw -5529362.431956 + Penalty 5177.025332 = -5524185.406624 nChanged 2517 SP:Iteration 6F (22164.130000 sec): 3 clusters Score: Raw -5531357.565905 + Penalty 5177.025332 = -5526180.540573 nChanged 2567 SP:Iteration 7F (22164.270000 sec): 3 clusters Score: Raw -5533711.819144 + Penalty 5177.025332 = -5528534.793812 nChanged 2045 SP:Iteration 8F (22164.410000 sec): 3 clusters Score: Raw -5535626.715442 + Penalty 5177.025332 = -5530449.690110 nChanged 1314 SP:Iteration 9Q (22164.550000 sec): 3 clusters Score: Raw -5536820.213227 + Penalty 5177.025332 = -5531643.187894 nChanged 694 SP:Iteration 10Q (22164.680000 sec): 3 clusters Score: Raw -5537418.060238 + Penalty 5177.025332 = -5532241.034905 nChanged 341 SP:Iteration 11Q (22164.810000 sec): 3 clusters Score: Raw -5537710.153944 + Penalty 5177.025332 = -5532533.128612 nChanged 186 SP:Iteration 12Q (22164.930000 sec): 3 clusters Score: Raw -5537876.936257 + Penalty 5177.025332 = -5532699.910925 nChanged 95 SP:Iteration 13Q (22165.040000 sec): 3 clusters Score: Raw -5537957.613768 + Penalty 5177.025332 = -5532780.588436 nChanged 50 SP:Iteration 14Q (22165.150000 sec): 3 clusters Score: Raw -5538005.153986 + Penalty 5177.025332 = -5532828.128654 nChanged 37 SP:Iteration 15Q (22165.260000 sec): 3 clusters Score: Raw -5538038.573517 + Penalty 5177.025332 = -5532861.548185 nChanged 29 SP:Iteration 16Q (22165.370000 sec): 3 clusters Score: Raw -5538066.021773 + Penalty 5177.025332 = -5532888.996441 nChanged 24 SP:Iteration 17Q (22165.480000 sec): 3 clusters Score: Raw -5538087.249384 + Penalty 5177.025332 = -5532910.224052 nChanged 18 SP:Iteration 18Q (22165.580000 sec): 3 clusters Score: Raw -5538103.446690 + Penalty 5177.025332 = -5532926.421358 nChanged 19 SP:Iteration 19Q (22165.690000 sec): 3 clusters Score: Raw -5538118.070812 + Penalty 5177.025332 = -5532941.045480 nChanged 12 SP:Iteration 20F (22165.820000 sec): 3 clusters Score: Raw -5538130.918074 + Penalty 5177.025332 = -5532953.892742 nChanged 10 SP:Iteration 21Q (22165.930000 sec): 3 clusters Score: Raw -5538138.321961 + Penalty 5177.025332 = -5532961.296629 nChanged 7 SP:Iteration 22Q (22166.040000 sec): 3 clusters Score: Raw -5538144.001357 + Penalty 5177.025332 = -5532966.976025 nChanged 6 SP:Iteration 23Q (22166.140000 sec): 3 clusters Score: Raw -5538150.972353 + Penalty 5177.025332 = -5532973.947021 nChanged 7 SP:Iteration 24Q (22166.240000 sec): 3 clusters Score: Raw -5538157.040585 + Penalty 5177.025332 = -5532980.015253 nChanged 7 SP:Iteration 25Q (22166.350000 sec): 3 clusters Score: Raw -5538163.070970 + Penalty 5177.025332 = -5532986.045638 nChanged 5 SP:Iteration 26Q (22166.460000 sec): 3 clusters Score: Raw -5538166.534722 + Penalty 5177.025332 = -5532989.509390 nChanged 3 SP:Iteration 27Q (22166.560000 sec): 3 clusters Score: Raw -5538169.204685 + Penalty 5177.025332 = -5532992.179353 nChanged 2 SP:Iteration 28Q (22166.660000 sec): 3 clusters Score: Raw -5538170.843294 + Penalty 5177.025332 = -5532993.817962 nChanged 3 SP:Iteration 29Q (22166.760000 sec): 3 clusters Score: Raw -5538172.392068 + Penalty 5177.025332 = -5532995.366736 nChanged 1 SP:Iteration 30Q (22166.870000 sec): 3 clusters Score: Raw -5538173.395131 + Penalty 5177.025332 = -5532996.369799 nChanged 1 SP:Iteration 31Q (22166.970000 sec): 3 clusters Score: Raw -5538174.108392 + Penalty 5177.025332 = -5532997.083059 nChanged 0 SP:Iteration 32F (22167.110000 sec): 3 clusters Score: Raw -5538174.108392 + Penalty 5177.025332 = -5532997.083059 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 2 (14370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22167.180000 sec): 2 clusters Score: Raw -2340599.926786 + Penalty 2374.078699 = -2338225.848087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22167.230000 sec): 3 clusters Score: Raw -2332446.565372 + Penalty 4748.157398 = -2327698.407974 nChanged 6139 SP:Iteration 1F (22167.290000 sec): 3 clusters Score: Raw -2335739.271799 + Penalty 4748.157398 = -2330991.114401 nChanged 973 SP:Iteration 2F (22167.340000 sec): 3 clusters Score: Raw -2336261.439830 + Penalty 4748.157398 = -2331513.282432 nChanged 888 SP:Iteration 3F (22167.400000 sec): 3 clusters Score: Raw -2336766.112682 + Penalty 4748.157398 = -2332017.955284 nChanged 849 SP:Iteration 4F (22167.460000 sec): 3 clusters Score: Raw -2337298.700908 + Penalty 4748.157398 = -2332550.543510 nChanged 841 SP:Iteration 5F (22167.520000 sec): 3 clusters Score: Raw -2337906.302510 + Penalty 4748.157398 = -2333158.145112 nChanged 826 SP:Iteration 6F (22167.580000 sec): 3 clusters Score: Raw -2338490.350881 + Penalty 4748.157398 = -2333742.193483 nChanged 733 SP:Iteration 7F (22167.630000 sec): 3 clusters Score: Raw -2339012.706395 + Penalty 4748.157398 = -2334264.548997 nChanged 632 SP:Iteration 8Q (22167.690000 sec): 3 clusters Score: Raw -2339445.941121 + Penalty 4748.157398 = -2334697.783723 nChanged 501 SP:Iteration 9Q (22167.740000 sec): 3 clusters Score: Raw -2339759.919541 + Penalty 4748.157398 = -2335011.762144 nChanged 388 SP:Iteration 10Q (22167.800000 sec): 3 clusters Score: Raw -2339959.842772 + Penalty 4748.157398 = -2335211.685374 nChanged 301 SP:Iteration 11Q (22167.850000 sec): 3 clusters Score: Raw -2340103.616278 + Penalty 4748.157398 = -2335355.458880 nChanged 241 SP:Iteration 12Q (22167.900000 sec): 3 clusters Score: Raw -2340221.488813 + Penalty 4748.157398 = -2335473.331416 nChanged 215 SP:Iteration 13Q (22167.960000 sec): 3 clusters Score: Raw -2340308.533936 + Penalty 4748.157398 = -2335560.376539 nChanged 171 SP:Iteration 14Q (22168.010000 sec): 3 clusters Score: Raw -2340374.353054 + Penalty 4748.157398 = -2335626.195657 nChanged 144 SP:Iteration 15Q (22168.060000 sec): 3 clusters Score: Raw -2340437.429231 + Penalty 4748.157398 = -2335689.271833 nChanged 140 SP:Iteration 16Q (22168.120000 sec): 3 clusters Score: Raw -2340491.266777 + Penalty 4748.157398 = -2335743.109379 nChanged 123 SP:Iteration 17Q (22168.160000 sec): 3 clusters Score: Raw -2340528.823904 + Penalty 4748.157398 = -2335780.666506 nChanged 90 SP:Iteration 18Q (22168.220000 sec): 3 clusters Score: Raw -2340555.814063 + Penalty 4748.157398 = -2335807.656666 nChanged 78 SP:Iteration 19Q (22168.260000 sec): 3 clusters Score: Raw -2340579.550924 + Penalty 4748.157398 = -2335831.393526 nChanged 68 SP:Iteration 20F (22168.320000 sec): 3 clusters Score: Raw -2340602.050017 + Penalty 4748.157398 = -2335853.892620 nChanged 61 SP:Iteration 21Q (22168.370000 sec): 3 clusters Score: Raw -2340620.018369 + Penalty 4748.157398 = -2335871.860971 nChanged 69 SP:Iteration 22Q (22168.420000 sec): 3 clusters Score: Raw -2340641.820545 + Penalty 4748.157398 = -2335893.663147 nChanged 62 SP:Iteration 23Q (22168.470000 sec): 3 clusters Score: Raw -2340663.762123 + Penalty 4748.157398 = -2335915.604726 nChanged 63 SP:Iteration 24Q (22168.520000 sec): 3 clusters Score: Raw -2340683.154004 + Penalty 4748.157398 = -2335934.996607 nChanged 61 SP:Iteration 25Q (22168.570000 sec): 3 clusters Score: Raw -2340705.598713 + Penalty 4748.157398 = -2335957.441315 nChanged 57 SP:Iteration 26Q (22168.620000 sec): 3 clusters Score: Raw -2340726.549131 + Penalty 4748.157398 = -2335978.391733 nChanged 66 SP:Iteration 27Q (22168.670000 sec): 3 clusters Score: Raw -2340751.760407 + Penalty 4748.157398 = -2336003.603009 nChanged 69 SP:Iteration 28Q (22168.720000 sec): 3 clusters Score: Raw -2340775.070767 + Penalty 4748.157398 = -2336026.913370 nChanged 64 SP:Iteration 29Q (22168.760000 sec): 3 clusters Score: Raw -2340794.313577 + Penalty 4748.157398 = -2336046.156179 nChanged 58 SP:Iteration 30Q (22168.810000 sec): 3 clusters Score: Raw -2340813.473681 + Penalty 4748.157398 = -2336065.316283 nChanged 52 SP:Iteration 31Q (22168.860000 sec): 3 clusters Score: Raw -2340830.450912 + Penalty 4748.157398 = -2336082.293514 nChanged 43 SP:Iteration 32Q (22168.910000 sec): 3 clusters Score: Raw -2340847.487290 + Penalty 4748.157398 = -2336099.329892 nChanged 52 SP:Iteration 33Q (22168.960000 sec): 3 clusters Score: Raw -2340869.470038 + Penalty 4748.157398 = -2336121.312640 nChanged 40 SP:Iteration 34Q (22169.000000 sec): 3 clusters Score: Raw -2340882.542931 + Penalty 4748.157398 = -2336134.385533 nChanged 39 SP:Iteration 35Q (22169.050000 sec): 3 clusters Score: Raw -2340894.422855 + Penalty 4748.157398 = -2336146.265458 nChanged 33 SP:Iteration 36Q (22169.100000 sec): 3 clusters Score: Raw -2340902.961746 + Penalty 4748.157398 = -2336154.804348 nChanged 19 SP:Iteration 37Q (22169.140000 sec): 3 clusters Score: Raw -2340907.412126 + Penalty 4748.157398 = -2336159.254729 nChanged 20 SP:Iteration 38Q (22169.190000 sec): 3 clusters Score: Raw -2340914.120936 + Penalty 4748.157398 = -2336165.963539 nChanged 27 SP:Iteration 39Q (22169.240000 sec): 3 clusters Score: Raw -2340921.710814 + Penalty 4748.157398 = -2336173.553416 nChanged 20 SP:Iteration 40F (22169.300000 sec): 3 clusters Score: Raw -2340927.228191 + Penalty 4748.157398 = -2336179.070793 nChanged 23 SP:Iteration 41Q (22169.340000 sec): 3 clusters Score: Raw -2340933.666949 + Penalty 4748.157398 = -2336185.509551 nChanged 22 SP:Iteration 42Q (22169.390000 sec): 3 clusters Score: Raw -2340938.984179 + Penalty 4748.157398 = -2336190.826781 nChanged 18 SP:Iteration 43Q (22169.440000 sec): 3 clusters Score: Raw -2340944.735771 + Penalty 4748.157398 = -2336196.578374 nChanged 15 SP:Iteration 44Q (22169.480000 sec): 3 clusters Score: Raw -2340950.477693 + Penalty 4748.157398 = -2336202.320296 nChanged 15 SP:Iteration 45Q (22169.530000 sec): 3 clusters Score: Raw -2340956.029986 + Penalty 4748.157398 = -2336207.872588 nChanged 14 SP:Iteration 46Q (22169.580000 sec): 3 clusters Score: Raw -2340960.389411 + Penalty 4748.157398 = -2336212.232014 nChanged 15 SP:Iteration 47Q (22169.620000 sec): 3 clusters Score: Raw -2340964.543872 + Penalty 4748.157398 = -2336216.386475 nChanged 13 SP:Iteration 48Q (22169.670000 sec): 3 clusters Score: Raw -2340967.878155 + Penalty 4748.157398 = -2336219.720757 nChanged 15 SP:Iteration 49Q (22169.720000 sec): 3 clusters Score: Raw -2340971.503209 + Penalty 4748.157398 = -2336223.345811 nChanged 18 SP:Iteration 50Q (22169.760000 sec): 3 clusters Score: Raw -2340977.784545 + Penalty 4748.157398 = -2336229.627148 nChanged 28 SP:Iteration 51Q (22169.810000 sec): 3 clusters Score: Raw -2340989.627320 + Penalty 4748.157398 = -2336241.469923 nChanged 29 SP:Iteration 52Q (22169.860000 sec): 3 clusters Score: Raw -2340998.562012 + Penalty 4748.157398 = -2336250.404614 nChanged 28 SP:Iteration 53Q (22169.900000 sec): 3 clusters Score: Raw -2341009.852255 + Penalty 4748.157398 = -2336261.694858 nChanged 32 SP:Iteration 54Q (22169.950000 sec): 3 clusters Score: Raw -2341024.172539 + Penalty 4748.157398 = -2336276.015141 nChanged 33 SP:Iteration 55Q (22169.990000 sec): 3 clusters Score: Raw -2341043.175458 + Penalty 4748.157398 = -2336295.018060 nChanged 36 SP:Iteration 56Q (22170.040000 sec): 3 clusters Score: Raw -2341057.904610 + Penalty 4748.157398 = -2336309.747212 nChanged 25 SP:Iteration 57Q (22170.080000 sec): 3 clusters Score: Raw -2341069.364489 + Penalty 4748.157398 = -2336321.207091 nChanged 25 SP:Iteration 58Q (22170.130000 sec): 3 clusters Score: Raw -2341082.245648 + Penalty 4748.157398 = -2336334.088251 nChanged 28 SP:Iteration 59Q (22170.180000 sec): 3 clusters Score: Raw -2341094.027433 + Penalty 4748.157398 = -2336345.870035 nChanged 25 SP:Iteration 60F (22170.230000 sec): 3 clusters Score: Raw -2341104.844680 + Penalty 4748.157398 = -2336356.687283 nChanged 29 SP:Iteration 61Q (22170.280000 sec): 3 clusters Score: Raw -2341116.966574 + Penalty 4748.157398 = -2336368.809177 nChanged 21 SP:Iteration 62Q (22170.330000 sec): 3 clusters Score: Raw -2341125.082586 + Penalty 4748.157398 = -2336376.925189 nChanged 14 SP:Iteration 63Q (22170.370000 sec): 3 clusters Score: Raw -2341129.681824 + Penalty 4748.157398 = -2336381.524426 nChanged 12 SP:Iteration 64Q (22170.420000 sec): 3 clusters Score: Raw -2341134.578056 + Penalty 4748.157398 = -2336386.420659 nChanged 9 SP:Iteration 65Q (22170.470000 sec): 3 clusters Score: Raw -2341137.561742 + Penalty 4748.157398 = -2336389.404344 nChanged 6 SP:Iteration 66Q (22170.520000 sec): 3 clusters Score: Raw -2341140.004916 + Penalty 4748.157398 = -2336391.847518 nChanged 5 SP:Iteration 67Q (22170.560000 sec): 3 clusters Score: Raw -2341141.753299 + Penalty 4748.157398 = -2336393.595902 nChanged 6 SP:Iteration 68Q (22170.600000 sec): 3 clusters Score: Raw -2341143.546116 + Penalty 4748.157398 = -2336395.388718 nChanged 1 SP:Iteration 69Q (22170.650000 sec): 3 clusters Score: Raw -2341143.705682 + Penalty 4748.157398 = -2336395.548284 nChanged 1 SP:Iteration 70Q (22170.690000 sec): 3 clusters Score: Raw -2341143.838231 + Penalty 4748.157398 = -2336395.680833 nChanged 1 SP:Iteration 71Q (22170.740000 sec): 3 clusters Score: Raw -2341144.076459 + Penalty 4748.157398 = -2336395.919061 nChanged 1 SP:Iteration 72Q (22170.780000 sec): 3 clusters Score: Raw -2341144.374035 + Penalty 4748.157398 = -2336396.216638 nChanged 2 SP:Iteration 73Q (22170.820000 sec): 3 clusters Score: Raw -2341144.758534 + Penalty 4748.157398 = -2336396.601136 nChanged 1 SP:Iteration 74Q (22170.870000 sec): 3 clusters Score: Raw -2341145.639073 + Penalty 4748.157398 = -2336397.481676 nChanged 2 SP:Iteration 75Q (22170.920000 sec): 3 clusters Score: Raw -2341146.163068 + Penalty 4748.157398 = -2336398.005670 nChanged 3 SP:Iteration 76Q (22170.960000 sec): 3 clusters Score: Raw -2341147.377877 + Penalty 4748.157398 = -2336399.220479 nChanged 4 SP:Iteration 77Q (22171.000000 sec): 3 clusters Score: Raw -2341148.634716 + Penalty 4748.157398 = -2336400.477319 nChanged 0 SP:Iteration 78F (22171.060000 sec): 3 clusters Score: Raw -2341148.634716 + Penalty 4748.157398 = -2336400.477319 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 3 (1589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22171.080000 sec): 2 clusters Score: Raw -228331.406480 + Penalty 1827.973321 = -226503.433159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22171.080000 sec): 3 clusters Score: Raw -227868.750638 + Penalty 3655.946643 = -224212.803996 nChanged 456 SP:Iteration 1F (22171.090000 sec): 3 clusters Score: Raw -228285.271754 + Penalty 3655.946643 = -224629.325111 nChanged 103 SP:Iteration 2F (22171.100000 sec): 3 clusters Score: Raw -228389.718337 + Penalty 3655.946643 = -224733.771694 nChanged 66 SP:Iteration 3Q (22171.100000 sec): 3 clusters Score: Raw -228452.012344 + Penalty 3655.946643 = -224796.065701 nChanged 43 SP:Iteration 4Q (22171.110000 sec): 3 clusters Score: Raw -228491.156482 + Penalty 3655.946643 = -224835.209840 nChanged 21 SP:Iteration 5Q (22171.120000 sec): 3 clusters Score: Raw -228512.075712 + Penalty 3655.946643 = -224856.129069 nChanged 22 SP:Iteration 6Q (22171.120000 sec): 3 clusters Score: Raw -228533.962222 + Penalty 3655.946643 = -224878.015579 nChanged 11 SP:Iteration 7Q (22171.130000 sec): 3 clusters Score: Raw -228544.763840 + Penalty 3655.946643 = -224888.817197 nChanged 12 SP:Iteration 8Q (22171.130000 sec): 3 clusters Score: Raw -228557.243924 + Penalty 3655.946643 = -224901.297281 nChanged 17 SP:Iteration 9Q (22171.140000 sec): 3 clusters Score: Raw -228571.831673 + Penalty 3655.946643 = -224915.885030 nChanged 9 SP:Iteration 10Q (22171.140000 sec): 3 clusters Score: Raw -228578.792955 + Penalty 3655.946643 = -224922.846313 nChanged 5 SP:Iteration 11Q (22171.150000 sec): 3 clusters Score: Raw -228583.117149 + Penalty 3655.946643 = -224927.170506 nChanged 7 SP:Iteration 12Q (22171.160000 sec): 3 clusters Score: Raw -228589.976123 + Penalty 3655.946643 = -224934.029480 nChanged 6 SP:Iteration 13Q (22171.160000 sec): 3 clusters Score: Raw -228594.364518 + Penalty 3655.946643 = -224938.417876 nChanged 6 SP:Iteration 14Q (22171.170000 sec): 3 clusters Score: Raw -228599.357534 + Penalty 3655.946643 = -224943.410891 nChanged 3 SP:Iteration 15Q (22171.180000 sec): 3 clusters Score: Raw -228603.038020 + Penalty 3655.946643 = -224947.091377 nChanged 4 SP:Iteration 16Q (22171.180000 sec): 3 clusters Score: Raw -228605.620082 + Penalty 3655.946643 = -224949.673439 nChanged 5 SP:Iteration 17Q (22171.190000 sec): 3 clusters Score: Raw -228609.930586 + Penalty 3655.946643 = -224953.983944 nChanged 5 SP:Iteration 18Q (22171.200000 sec): 3 clusters Score: Raw -228613.918253 + Penalty 3655.946643 = -224957.971610 nChanged 4 SP:Iteration 19Q (22171.200000 sec): 3 clusters Score: Raw -228617.256578 + Penalty 3655.946643 = -224961.309935 nChanged 3 SP:Iteration 20F (22171.210000 sec): 3 clusters Score: Raw -228619.091092 + Penalty 3655.946643 = -224963.144449 nChanged 1 SP:Iteration 21Q (22171.210000 sec): 3 clusters Score: Raw -228619.755113 + Penalty 3655.946643 = -224963.808470 nChanged 0 SP:Iteration 22F (22171.220000 sec): 3 clusters Score: Raw -228619.755113 + Penalty 3655.946643 = -224963.808470 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 4 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22171.230000 sec): 2 clusters Score: Raw -72896.426781 + Penalty 1537.726275 = -71358.700506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22171.230000 sec): 3 clusters Score: Raw -72937.512771 + Penalty 3075.452550 = -69862.060220 nChanged 98 SP:Iteration 1F (22171.230000 sec): 3 clusters Score: Raw -73145.196350 + Penalty 3075.452550 = -70069.743800 nChanged 26 SP:Iteration 2F (22171.230000 sec): 3 clusters Score: Raw -73237.877063 + Penalty 3075.452550 = -70162.424513 nChanged 20 SP:Iteration 3Q (22171.240000 sec): 3 clusters Score: Raw -73344.827927 + Penalty 3075.452550 = -70269.375377 nChanged 14 SP:Iteration 4Q (22171.240000 sec): 3 clusters Score: Raw -73404.910268 + Penalty 3075.452550 = -70329.457718 nChanged 14 SP:Iteration 5Q (22171.240000 sec): 3 clusters Score: Raw -73458.659316 + Penalty 3075.452550 = -70383.206766 nChanged 12 SP:Iteration 6Q (22171.240000 sec): 3 clusters Score: Raw -73479.845250 + Penalty 3075.452550 = -70404.392699 nChanged 4 SP:Iteration 7Q (22171.240000 sec): 3 clusters Score: Raw -73490.103076 + Penalty 3075.452550 = -70414.650526 nChanged 2 SP:Iteration 8Q (22171.240000 sec): 3 clusters Score: Raw -73495.342833 + Penalty 3075.452550 = -70419.890282 nChanged 4 SP:Iteration 9Q (22171.240000 sec): 3 clusters Score: Raw -73504.934444 + Penalty 3075.452550 = -70429.481894 nChanged 5 SP:Iteration 10Q (22171.250000 sec): 3 clusters Score: Raw -73518.663325 + Penalty 3075.452550 = -70443.210774 nChanged 5 SP:Iteration 11Q (22171.250000 sec): 3 clusters Score: Raw -73528.382407 + Penalty 3075.452550 = -70452.929857 nChanged 2 SP:Iteration 12Q (22171.250000 sec): 3 clusters Score: Raw -73530.683233 + Penalty 3075.452550 = -70455.230682 nChanged 3 SP:Iteration 13Q (22171.250000 sec): 3 clusters Score: Raw -73539.434600 + Penalty 3075.452550 = -70463.982050 nChanged 6 SP:Iteration 14Q (22171.250000 sec): 3 clusters Score: Raw -73555.312711 + Penalty 3075.452550 = -70479.860161 nChanged 5 SP:Iteration 15Q (22171.260000 sec): 3 clusters Score: Raw -73566.992735 + Penalty 3075.452550 = -70491.540185 nChanged 4 SP:Iteration 16Q (22171.260000 sec): 3 clusters Score: Raw -73584.198454 + Penalty 3075.452550 = -70508.745904 nChanged 7 SP:Iteration 17Q (22171.260000 sec): 3 clusters Score: Raw -73611.786748 + Penalty 3075.452550 = -70536.334197 nChanged 5 SP:Iteration 18Q (22171.260000 sec): 3 clusters Score: Raw -73628.433546 + Penalty 3075.452550 = -70552.980996 nChanged 4 SP:Iteration 19Q (22171.260000 sec): 3 clusters Score: Raw -73643.314828 + Penalty 3075.452550 = -70567.862277 nChanged 8 SP:Iteration 20F (22171.260000 sec): 3 clusters Score: Raw -73673.203427 + Penalty 3075.452550 = -70597.750877 nChanged 7 SP:Iteration 21Q (22171.270000 sec): 3 clusters Score: Raw -73693.508021 + Penalty 3075.452550 = -70618.055471 nChanged 3 SP:Iteration 22Q (22171.270000 sec): 3 clusters Score: Raw -73701.808209 + Penalty 3075.452550 = -70626.355658 nChanged 1 SP:Iteration 23Q (22171.270000 sec): 3 clusters Score: Raw -73706.772607 + Penalty 3075.452550 = -70631.320057 nChanged 3 SP:Iteration 24Q (22171.270000 sec): 3 clusters Score: Raw -73714.225749 + Penalty 3075.452550 = -70638.773198 nChanged 1 SP:Iteration 25Q (22171.270000 sec): 3 clusters Score: Raw -73715.794701 + Penalty 3075.452550 = -70640.342151 nChanged 0 SP:Iteration 26F (22171.280000 sec): 3 clusters Score: Raw -73715.794701 + Penalty 3075.452550 = -70640.342151 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 5 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22171.280000 sec): 2 clusters Score: Raw -17155.682227 + Penalty 1261.723891 = -15893.958336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22171.280000 sec): 3 clusters Score: Raw -17541.345538 + Penalty 2523.447782 = -15017.897756 nChanged 20 SP:Iteration 1F (22171.280000 sec): 3 clusters Score: Raw -17677.751460 + Penalty 2523.447782 = -15154.303678 nChanged 5 SP:Iteration 2Q (22171.280000 sec): 3 clusters Score: Raw -17701.231327 + Penalty 2523.447782 = -15177.783545 nChanged 3 SP:Iteration 3Q (22171.280000 sec): 3 clusters Score: Raw -17723.572801 + Penalty 2523.447782 = -15200.125018 nChanged 2 SP:Iteration 4Q (22171.280000 sec): 3 clusters Score: Raw -17739.305304 + Penalty 2523.447782 = -15215.857522 nChanged 1 SP:Iteration 5Q (22171.280000 sec): 3 clusters Score: Raw -17743.928271 + Penalty 2523.447782 = -15220.480488 nChanged 0 SP:Iteration 6F (22171.280000 sec): 3 clusters Score: Raw -17743.928271 + Penalty 2523.447782 = -15220.480488 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 6 (13168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22171.340000 sec): 2 clusters Score: Raw -2119625.265707 + Penalty 2352.415141 = -2117272.850566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22171.390000 sec): 3 clusters Score: Raw -2112271.839973 + Penalty 4704.830282 = -2107567.009691 nChanged 5600 SP:Iteration 1F (22171.440000 sec): 3 clusters Score: Raw -2115223.111128 + Penalty 4704.830282 = -2110518.280846 nChanged 800 SP:Iteration 2F (22171.500000 sec): 3 clusters Score: Raw -2115587.586088 + Penalty 4704.830282 = -2110882.755806 nChanged 700 SP:Iteration 3F (22171.550000 sec): 3 clusters Score: Raw -2115935.917820 + Penalty 4704.830282 = -2111231.087539 nChanged 612 SP:Iteration 4Q (22171.600000 sec): 3 clusters Score: Raw -2116325.519641 + Penalty 4704.830282 = -2111620.689359 nChanged 569 SP:Iteration 5Q (22171.650000 sec): 3 clusters Score: Raw -2116790.717263 + Penalty 4704.830282 = -2112085.886981 nChanged 621 SP:Iteration 6Q (22171.700000 sec): 3 clusters Score: Raw -2117240.486360 + Penalty 4704.830282 = -2112535.656078 nChanged 581 SP:Iteration 7Q (22171.760000 sec): 3 clusters Score: Raw -2117601.420189 + Penalty 4704.830282 = -2112896.589907 nChanged 545 SP:Iteration 8Q (22171.810000 sec): 3 clusters Score: Raw -2117893.143345 + Penalty 4704.830282 = -2113188.313063 nChanged 518 SP:Iteration 9Q (22171.860000 sec): 3 clusters Score: Raw -2118171.233258 + Penalty 4704.830282 = -2113466.402977 nChanged 514 SP:Iteration 10Q (22171.910000 sec): 3 clusters Score: Raw -2118420.011894 + Penalty 4704.830282 = -2113715.181613 nChanged 474 SP:Iteration 11Q (22171.960000 sec): 3 clusters Score: Raw -2118650.094018 + Penalty 4704.830282 = -2113945.263736 nChanged 462 SP:Iteration 12Q (22172.010000 sec): 3 clusters Score: Raw -2118881.720945 + Penalty 4704.830282 = -2114176.890664 nChanged 403 SP:Iteration 13Q (22172.060000 sec): 3 clusters Score: Raw -2119067.148293 + Penalty 4704.830282 = -2114362.318012 nChanged 402 SP:Iteration 14Q (22172.100000 sec): 3 clusters Score: Raw -2119267.181083 + Penalty 4704.830282 = -2114562.350801 nChanged 399 SP:Iteration 15Q (22172.160000 sec): 3 clusters Score: Raw -2119474.821359 + Penalty 4704.830282 = -2114769.991077 nChanged 389 SP:Iteration 16Q (22172.200000 sec): 3 clusters Score: Raw -2119671.075151 + Penalty 4704.830282 = -2114966.244870 nChanged 340 SP:Iteration 17Q (22172.250000 sec): 3 clusters Score: Raw -2119852.211441 + Penalty 4704.830282 = -2115147.381160 nChanged 330 SP:Iteration 18Q (22172.300000 sec): 3 clusters Score: Raw -2120023.880599 + Penalty 4704.830282 = -2115319.050317 nChanged 316 SP:Iteration 19Q (22172.350000 sec): 3 clusters Score: Raw -2120189.565914 + Penalty 4704.830282 = -2115484.735632 nChanged 275 SP:Iteration 20F (22172.400000 sec): 3 clusters Score: Raw -2120329.902231 + Penalty 4704.830282 = -2115625.071949 nChanged 231 SP:Iteration 21Q (22172.450000 sec): 3 clusters Score: Raw -2120440.485309 + Penalty 4704.830282 = -2115735.655027 nChanged 213 SP:Iteration 22Q (22172.500000 sec): 3 clusters Score: Raw -2120544.219786 + Penalty 4704.830282 = -2115839.389504 nChanged 196 SP:Iteration 23Q (22172.550000 sec): 3 clusters Score: Raw -2120646.444114 + Penalty 4704.830282 = -2115941.613832 nChanged 196 SP:Iteration 24Q (22172.600000 sec): 3 clusters Score: Raw -2120748.901136 + Penalty 4704.830282 = -2116044.070854 nChanged 197 SP:Iteration 25Q (22172.640000 sec): 3 clusters Score: Raw -2120842.008518 + Penalty 4704.830282 = -2116137.178236 nChanged 174 SP:Iteration 26Q (22172.690000 sec): 3 clusters Score: Raw -2120919.010554 + Penalty 4704.830282 = -2116214.180272 nChanged 144 SP:Iteration 27Q (22172.740000 sec): 3 clusters Score: Raw -2120974.362375 + Penalty 4704.830282 = -2116269.532093 nChanged 133 SP:Iteration 28Q (22172.780000 sec): 3 clusters Score: Raw -2121029.355708 + Penalty 4704.830282 = -2116324.525426 nChanged 159 SP:Iteration 29Q (22172.830000 sec): 3 clusters Score: Raw -2121104.300009 + Penalty 4704.830282 = -2116399.469727 nChanged 151 SP:Iteration 30Q (22172.880000 sec): 3 clusters Score: Raw -2121173.518728 + Penalty 4704.830282 = -2116468.688446 nChanged 138 SP:Iteration 31Q (22172.920000 sec): 3 clusters Score: Raw -2121230.786975 + Penalty 4704.830282 = -2116525.956694 nChanged 132 SP:Iteration 32Q (22172.960000 sec): 3 clusters Score: Raw -2121281.678997 + Penalty 4704.830282 = -2116576.848715 nChanged 132 SP:Iteration 33Q (22173.010000 sec): 3 clusters Score: Raw -2121331.171324 + Penalty 4704.830282 = -2116626.341042 nChanged 117 SP:Iteration 34Q (22173.060000 sec): 3 clusters Score: Raw -2121374.139913 + Penalty 4704.830282 = -2116669.309631 nChanged 122 SP:Iteration 35Q (22173.100000 sec): 3 clusters Score: Raw -2121419.069356 + Penalty 4704.830282 = -2116714.239074 nChanged 121 SP:Iteration 36Q (22173.140000 sec): 3 clusters Score: Raw -2121463.487048 + Penalty 4704.830282 = -2116758.656767 nChanged 122 SP:Iteration 37Q (22173.180000 sec): 3 clusters Score: Raw -2121508.653591 + Penalty 4704.830282 = -2116803.823310 nChanged 107 SP:Iteration 38Q (22173.230000 sec): 3 clusters Score: Raw -2121550.237953 + Penalty 4704.830282 = -2116845.407671 nChanged 100 SP:Iteration 39Q (22173.270000 sec): 3 clusters Score: Raw -2121586.874191 + Penalty 4704.830282 = -2116882.043909 nChanged 90 SP:Iteration 40F (22173.320000 sec): 3 clusters Score: Raw -2121618.819251 + Penalty 4704.830282 = -2116913.988969 nChanged 87 SP:Iteration 41Q (22173.370000 sec): 3 clusters Score: Raw -2121648.583868 + Penalty 4704.830282 = -2116943.753586 nChanged 74 SP:Iteration 42Q (22173.410000 sec): 3 clusters Score: Raw -2121671.911875 + Penalty 4704.830282 = -2116967.081593 nChanged 55 SP:Iteration 43Q (22173.460000 sec): 3 clusters Score: Raw -2121690.008955 + Penalty 4704.830282 = -2116985.178673 nChanged 58 SP:Iteration 44Q (22173.500000 sec): 3 clusters Score: Raw -2121709.383419 + Penalty 4704.830282 = -2117004.553137 nChanged 48 SP:Iteration 45Q (22173.540000 sec): 3 clusters Score: Raw -2121725.913825 + Penalty 4704.830282 = -2117021.083543 nChanged 38 SP:Iteration 46Q (22173.590000 sec): 3 clusters Score: Raw -2121736.299816 + Penalty 4704.830282 = -2117031.469534 nChanged 30 SP:Iteration 47Q (22173.630000 sec): 3 clusters Score: Raw -2121744.071114 + Penalty 4704.830282 = -2117039.240832 nChanged 21 SP:Iteration 48Q (22173.670000 sec): 3 clusters Score: Raw -2121749.415443 + Penalty 4704.830282 = -2117044.585161 nChanged 26 SP:Iteration 49Q (22173.720000 sec): 3 clusters Score: Raw -2121755.652459 + Penalty 4704.830282 = -2117050.822177 nChanged 21 SP:Iteration 50Q (22173.760000 sec): 3 clusters Score: Raw -2121760.364046 + Penalty 4704.830282 = -2117055.533764 nChanged 17 SP:Iteration 51Q (22173.800000 sec): 3 clusters Score: Raw -2121763.673944 + Penalty 4704.830282 = -2117058.843662 nChanged 16 SP:Iteration 52Q (22173.840000 sec): 3 clusters Score: Raw -2121767.349150 + Penalty 4704.830282 = -2117062.518869 nChanged 17 SP:Iteration 53Q (22173.880000 sec): 3 clusters Score: Raw -2121771.759538 + Penalty 4704.830282 = -2117066.929256 nChanged 21 SP:Iteration 54Q (22173.920000 sec): 3 clusters Score: Raw -2121777.062160 + Penalty 4704.830282 = -2117072.231878 nChanged 18 SP:Iteration 55Q (22173.970000 sec): 3 clusters Score: Raw -2121780.773215 + Penalty 4704.830282 = -2117075.942933 nChanged 16 SP:Iteration 56Q (22174.010000 sec): 3 clusters Score: Raw -2121783.624319 + Penalty 4704.830282 = -2117078.794037 nChanged 12 SP:Iteration 57Q (22174.050000 sec): 3 clusters Score: Raw -2121785.800792 + Penalty 4704.830282 = -2117080.970510 nChanged 7 SP:Iteration 58Q (22174.090000 sec): 3 clusters Score: Raw -2121787.388621 + Penalty 4704.830282 = -2117082.558339 nChanged 7 SP:Iteration 59Q (22174.140000 sec): 3 clusters Score: Raw -2121788.511721 + Penalty 4704.830282 = -2117083.681439 nChanged 6 SP:Iteration 60F (22174.190000 sec): 3 clusters Score: Raw -2121789.381448 + Penalty 4704.830282 = -2117084.551166 nChanged 3 SP:Iteration 61Q (22174.230000 sec): 3 clusters Score: Raw -2121790.517998 + Penalty 4704.830282 = -2117085.687716 nChanged 7 SP:Iteration 62Q (22174.270000 sec): 3 clusters Score: Raw -2121791.992212 + Penalty 4704.830282 = -2117087.161930 nChanged 12 SP:Iteration 63Q (22174.310000 sec): 3 clusters Score: Raw -2121794.649327 + Penalty 4704.830282 = -2117089.819045 nChanged 5 SP:Iteration 64Q (22174.360000 sec): 3 clusters Score: Raw -2121795.687204 + Penalty 4704.830282 = -2117090.856922 nChanged 7 SP:Iteration 65Q (22174.400000 sec): 3 clusters Score: Raw -2121796.759178 + Penalty 4704.830282 = -2117091.928897 nChanged 3 SP:Iteration 66Q (22174.440000 sec): 3 clusters Score: Raw -2121797.149090 + Penalty 4704.830282 = -2117092.318808 nChanged 1 SP:Iteration 67Q (22174.480000 sec): 3 clusters Score: Raw -2121797.271686 + Penalty 4704.830282 = -2117092.441405 nChanged 0 SP:Iteration 68F (22174.540000 sec): 3 clusters Score: Raw -2121797.271686 + Penalty 4704.830282 = -2117092.441405 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 7 (15748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22174.600000 sec): 2 clusters Score: Raw -2434028.257851 + Penalty 2396.788226 = -2431631.469626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22174.660000 sec): 3 clusters Score: Raw -2425162.847890 + Penalty 4793.576451 = -2420369.271439 nChanged 6764 SP:Iteration 1F (22174.720000 sec): 3 clusters Score: Raw -2428878.305166 + Penalty 4793.576451 = -2424084.728714 nChanged 1128 SP:Iteration 2F (22174.780000 sec): 3 clusters Score: Raw -2429520.301570 + Penalty 4793.576451 = -2424726.725118 nChanged 952 SP:Iteration 3F (22174.850000 sec): 3 clusters Score: Raw -2430045.941438 + Penalty 4793.576451 = -2425252.364987 nChanged 782 SP:Iteration 4Q (22174.910000 sec): 3 clusters Score: Raw -2430444.072819 + Penalty 4793.576451 = -2425650.496368 nChanged 684 SP:Iteration 5Q (22174.970000 sec): 3 clusters Score: Raw -2430749.562160 + Penalty 4793.576451 = -2425955.985709 nChanged 605 SP:Iteration 6Q (22175.030000 sec): 3 clusters Score: Raw -2431009.246858 + Penalty 4793.576451 = -2426215.670407 nChanged 578 SP:Iteration 7Q (22175.100000 sec): 3 clusters Score: Raw -2431273.409546 + Penalty 4793.576451 = -2426479.833094 nChanged 553 SP:Iteration 8Q (22175.160000 sec): 3 clusters Score: Raw -2431525.922363 + Penalty 4793.576451 = -2426732.345911 nChanged 505 SP:Iteration 9Q (22175.220000 sec): 3 clusters Score: Raw -2431778.010446 + Penalty 4793.576451 = -2426984.433995 nChanged 481 SP:Iteration 10Q (22175.280000 sec): 3 clusters Score: Raw -2432000.312140 + Penalty 4793.576451 = -2427206.735688 nChanged 443 SP:Iteration 11Q (22175.340000 sec): 3 clusters Score: Raw -2432192.362190 + Penalty 4793.576451 = -2427398.785738 nChanged 390 SP:Iteration 12Q (22175.400000 sec): 3 clusters Score: Raw -2432348.060879 + Penalty 4793.576451 = -2427554.484427 nChanged 350 SP:Iteration 13Q (22175.460000 sec): 3 clusters Score: Raw -2432484.050457 + Penalty 4793.576451 = -2427690.474006 nChanged 315 SP:Iteration 14Q (22175.520000 sec): 3 clusters Score: Raw -2432606.915511 + Penalty 4793.576451 = -2427813.339060 nChanged 285 SP:Iteration 15Q (22175.580000 sec): 3 clusters Score: Raw -2432714.359641 + Penalty 4793.576451 = -2427920.783189 nChanged 261 SP:Iteration 16Q (22175.640000 sec): 3 clusters Score: Raw -2432806.389935 + Penalty 4793.576451 = -2428012.813484 nChanged 222 SP:Iteration 17Q (22175.700000 sec): 3 clusters Score: Raw -2432883.186778 + Penalty 4793.576451 = -2428089.610327 nChanged 196 SP:Iteration 18Q (22175.760000 sec): 3 clusters Score: Raw -2432946.151148 + Penalty 4793.576451 = -2428152.574697 nChanged 186 SP:Iteration 19Q (22175.820000 sec): 3 clusters Score: Raw -2433001.009874 + Penalty 4793.576451 = -2428207.433423 nChanged 184 SP:Iteration 20F (22175.890000 sec): 3 clusters Score: Raw -2433049.231166 + Penalty 4793.576451 = -2428255.654714 nChanged 164 SP:Iteration 21Q (22175.950000 sec): 3 clusters Score: Raw -2433095.963723 + Penalty 4793.576451 = -2428302.387272 nChanged 155 SP:Iteration 22Q (22176.000000 sec): 3 clusters Score: Raw -2433143.151953 + Penalty 4793.576451 = -2428349.575501 nChanged 190 SP:Iteration 23Q (22176.060000 sec): 3 clusters Score: Raw -2433206.640514 + Penalty 4793.576451 = -2428413.064063 nChanged 182 SP:Iteration 24Q (22176.120000 sec): 3 clusters Score: Raw -2433269.164988 + Penalty 4793.576451 = -2428475.588537 nChanged 179 SP:Iteration 25Q (22176.180000 sec): 3 clusters Score: Raw -2433325.892702 + Penalty 4793.576451 = -2428532.316251 nChanged 179 SP:Iteration 26Q (22176.240000 sec): 3 clusters Score: Raw -2433388.629399 + Penalty 4793.576451 = -2428595.052947 nChanged 186 SP:Iteration 27Q (22176.300000 sec): 3 clusters Score: Raw -2433450.456240 + Penalty 4793.576451 = -2428656.879788 nChanged 161 SP:Iteration 28Q (22176.350000 sec): 3 clusters Score: Raw -2433494.873899 + Penalty 4793.576451 = -2428701.297448 nChanged 137 SP:Iteration 29Q (22176.410000 sec): 3 clusters Score: Raw -2433531.485017 + Penalty 4793.576451 = -2428737.908565 nChanged 142 SP:Iteration 30Q (22176.460000 sec): 3 clusters Score: Raw -2433572.503017 + Penalty 4793.576451 = -2428778.926566 nChanged 140 SP:Iteration 31Q (22176.520000 sec): 3 clusters Score: Raw -2433614.364576 + Penalty 4793.576451 = -2428820.788125 nChanged 142 SP:Iteration 32Q (22176.580000 sec): 3 clusters Score: Raw -2433652.571792 + Penalty 4793.576451 = -2428858.995341 nChanged 106 SP:Iteration 33Q (22176.640000 sec): 3 clusters Score: Raw -2433681.574151 + Penalty 4793.576451 = -2428887.997699 nChanged 127 SP:Iteration 34Q (22176.690000 sec): 3 clusters Score: Raw -2433720.545188 + Penalty 4793.576451 = -2428926.968737 nChanged 111 SP:Iteration 35Q (22176.740000 sec): 3 clusters Score: Raw -2433755.028579 + Penalty 4793.576451 = -2428961.452128 nChanged 111 SP:Iteration 36Q (22176.800000 sec): 3 clusters Score: Raw -2433793.338910 + Penalty 4793.576451 = -2428999.762459 nChanged 113 SP:Iteration 37Q (22176.850000 sec): 3 clusters Score: Raw -2433835.004883 + Penalty 4793.576451 = -2429041.428432 nChanged 111 SP:Iteration 38Q (22176.910000 sec): 3 clusters Score: Raw -2433874.363057 + Penalty 4793.576451 = -2429080.786606 nChanged 115 SP:Iteration 39Q (22176.960000 sec): 3 clusters Score: Raw -2433914.342862 + Penalty 4793.576451 = -2429120.766411 nChanged 108 SP:Iteration 40F (22177.030000 sec): 3 clusters Score: Raw -2433955.704434 + Penalty 4793.576451 = -2429162.127983 nChanged 95 SP:Iteration 41Q (22177.080000 sec): 3 clusters Score: Raw -2433992.246729 + Penalty 4793.576451 = -2429198.670277 nChanged 111 SP:Iteration 42Q (22177.140000 sec): 3 clusters Score: Raw -2434034.988717 + Penalty 4793.576451 = -2429241.412266 nChanged 100 SP:Iteration 43Q (22177.190000 sec): 3 clusters Score: Raw -2434074.809690 + Penalty 4793.576451 = -2429281.233239 nChanged 96 SP:Iteration 44Q (22177.240000 sec): 3 clusters Score: Raw -2434113.018063 + Penalty 4793.576451 = -2429319.441612 nChanged 109 SP:Iteration 45Q (22177.300000 sec): 3 clusters Score: Raw -2434161.588719 + Penalty 4793.576451 = -2429368.012267 nChanged 101 SP:Iteration 46Q (22177.350000 sec): 3 clusters Score: Raw -2434219.178006 + Penalty 4793.576451 = -2429425.601554 nChanged 105 SP:Iteration 47Q (22177.400000 sec): 3 clusters Score: Raw -2434274.745240 + Penalty 4793.576451 = -2429481.168788 nChanged 97 SP:Iteration 48Q (22177.450000 sec): 3 clusters Score: Raw -2434327.629950 + Penalty 4793.576451 = -2429534.053499 nChanged 92 SP:Iteration 49Q (22177.500000 sec): 3 clusters Score: Raw -2434377.833572 + Penalty 4793.576451 = -2429584.257121 nChanged 67 SP:Iteration 50Q (22177.550000 sec): 3 clusters Score: Raw -2434405.949240 + Penalty 4793.576451 = -2429612.372788 nChanged 45 SP:Iteration 51Q (22177.600000 sec): 3 clusters Score: Raw -2434427.317071 + Penalty 4793.576451 = -2429633.740620 nChanged 44 SP:Iteration 52Q (22177.650000 sec): 3 clusters Score: Raw -2434445.852274 + Penalty 4793.576451 = -2429652.275823 nChanged 34 SP:Iteration 53Q (22177.700000 sec): 3 clusters Score: Raw -2434457.705447 + Penalty 4793.576451 = -2429664.128996 nChanged 23 SP:Iteration 54Q (22177.750000 sec): 3 clusters Score: Raw -2434467.373998 + Penalty 4793.576451 = -2429673.797546 nChanged 17 SP:Iteration 55Q (22177.800000 sec): 3 clusters Score: Raw -2434475.571131 + Penalty 4793.576451 = -2429681.994680 nChanged 22 SP:Iteration 56Q (22177.850000 sec): 3 clusters Score: Raw -2434482.546723 + Penalty 4793.576451 = -2429688.970271 nChanged 18 SP:Iteration 57Q (22177.900000 sec): 3 clusters Score: Raw -2434487.350548 + Penalty 4793.576451 = -2429693.774097 nChanged 16 SP:Iteration 58Q (22177.950000 sec): 3 clusters Score: Raw -2434492.893290 + Penalty 4793.576451 = -2429699.316838 nChanged 19 SP:Iteration 59Q (22178.000000 sec): 3 clusters Score: Raw -2434501.077241 + Penalty 4793.576451 = -2429707.500789 nChanged 23 SP:Iteration 60F (22178.060000 sec): 3 clusters Score: Raw -2434510.557051 + Penalty 4793.576451 = -2429716.980599 nChanged 21 SP:Iteration 61Q (22178.110000 sec): 3 clusters Score: Raw -2434520.306003 + Penalty 4793.576451 = -2429726.729551 nChanged 15 SP:Iteration 62Q (22178.160000 sec): 3 clusters Score: Raw -2434525.385635 + Penalty 4793.576451 = -2429731.809183 nChanged 16 SP:Iteration 63Q (22178.200000 sec): 3 clusters Score: Raw -2434531.552380 + Penalty 4793.576451 = -2429737.975929 nChanged 17 SP:Iteration 64Q (22178.250000 sec): 3 clusters Score: Raw -2434536.961485 + Penalty 4793.576451 = -2429743.385034 nChanged 18 SP:Iteration 65Q (22178.300000 sec): 3 clusters Score: Raw -2434547.694500 + Penalty 4793.576451 = -2429754.118049 nChanged 23 SP:Iteration 66Q (22178.350000 sec): 3 clusters Score: Raw -2434556.821876 + Penalty 4793.576451 = -2429763.245424 nChanged 16 SP:Iteration 67Q (22178.400000 sec): 3 clusters Score: Raw -2434563.490312 + Penalty 4793.576451 = -2429769.913860 nChanged 14 SP:Iteration 68Q (22178.450000 sec): 3 clusters Score: Raw -2434571.667689 + Penalty 4793.576451 = -2429778.091238 nChanged 10 SP:Iteration 69Q (22178.500000 sec): 3 clusters Score: Raw -2434574.525197 + Penalty 4793.576451 = -2429780.948746 nChanged 6 SP:Iteration 70Q (22178.540000 sec): 3 clusters Score: Raw -2434576.404051 + Penalty 4793.576451 = -2429782.827599 nChanged 8 SP:Iteration 71Q (22178.590000 sec): 3 clusters Score: Raw -2434578.754351 + Penalty 4793.576451 = -2429785.177900 nChanged 5 SP:Iteration 72Q (22178.640000 sec): 3 clusters Score: Raw -2434580.556624 + Penalty 4793.576451 = -2429786.980173 nChanged 2 SP:Iteration 73Q (22178.690000 sec): 3 clusters Score: Raw -2434581.191365 + Penalty 4793.576451 = -2429787.614913 nChanged 0 SP:Iteration 74F (22178.750000 sec): 3 clusters Score: Raw -2434581.191365 + Penalty 4793.576451 = -2429787.614913 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 8 (3130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22178.770000 sec): 2 clusters Score: Raw -506096.618343 + Penalty 1996.099494 = -504100.518849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22178.780000 sec): 3 clusters Score: Raw -504737.510615 + Penalty 3992.198989 = -500745.311626 nChanged 1077 SP:Iteration 1F (22178.800000 sec): 3 clusters Score: Raw -505450.456140 + Penalty 3992.198989 = -501458.257152 nChanged 222 SP:Iteration 2F (22178.810000 sec): 3 clusters Score: Raw -505600.995130 + Penalty 3992.198989 = -501608.796141 nChanged 137 SP:Iteration 3Q (22178.820000 sec): 3 clusters Score: Raw -505690.652477 + Penalty 3992.198989 = -501698.453489 nChanged 100 SP:Iteration 4Q (22178.840000 sec): 3 clusters Score: Raw -505754.254743 + Penalty 3992.198989 = -501762.055755 nChanged 73 SP:Iteration 5Q (22178.850000 sec): 3 clusters Score: Raw -505799.225028 + Penalty 3992.198989 = -501807.026039 nChanged 66 SP:Iteration 6Q (22178.860000 sec): 3 clusters Score: Raw -505834.297521 + Penalty 3992.198989 = -501842.098532 nChanged 56 SP:Iteration 7Q (22178.870000 sec): 3 clusters Score: Raw -505863.577467 + Penalty 3992.198989 = -501871.378478 nChanged 34 SP:Iteration 8Q (22178.880000 sec): 3 clusters Score: Raw -505882.048218 + Penalty 3992.198989 = -501889.849229 nChanged 31 SP:Iteration 9Q (22178.900000 sec): 3 clusters Score: Raw -505898.949920 + Penalty 3992.198989 = -501906.750931 nChanged 29 SP:Iteration 10Q (22178.910000 sec): 3 clusters Score: Raw -505912.754412 + Penalty 3992.198989 = -501920.555423 nChanged 27 SP:Iteration 11Q (22178.920000 sec): 3 clusters Score: Raw -505925.047035 + Penalty 3992.198989 = -501932.848046 nChanged 19 SP:Iteration 12Q (22178.930000 sec): 3 clusters Score: Raw -505933.347172 + Penalty 3992.198989 = -501941.148183 nChanged 17 SP:Iteration 13Q (22178.940000 sec): 3 clusters Score: Raw -505943.147916 + Penalty 3992.198989 = -501950.948927 nChanged 15 SP:Iteration 14Q (22178.960000 sec): 3 clusters Score: Raw -505951.051787 + Penalty 3992.198989 = -501958.852799 nChanged 23 SP:Iteration 15Q (22178.970000 sec): 3 clusters Score: Raw -505960.935928 + Penalty 3992.198989 = -501968.736940 nChanged 17 SP:Iteration 16Q (22178.980000 sec): 3 clusters Score: Raw -505969.015977 + Penalty 3992.198989 = -501976.816988 nChanged 10 SP:Iteration 17Q (22179.000000 sec): 3 clusters Score: Raw -505973.245915 + Penalty 3992.198989 = -501981.046926 nChanged 14 SP:Iteration 18Q (22179.010000 sec): 3 clusters Score: Raw -505977.629110 + Penalty 3992.198989 = -501985.430122 nChanged 11 SP:Iteration 19Q (22179.020000 sec): 3 clusters Score: Raw -505982.425877 + Penalty 3992.198989 = -501990.226888 nChanged 10 SP:Iteration 20F (22179.030000 sec): 3 clusters Score: Raw -505986.328348 + Penalty 3992.198989 = -501994.129360 nChanged 7 SP:Iteration 21Q (22179.040000 sec): 3 clusters Score: Raw -505988.051748 + Penalty 3992.198989 = -501995.852760 nChanged 4 SP:Iteration 22Q (22179.060000 sec): 3 clusters Score: Raw -505989.253497 + Penalty 3992.198989 = -501997.054508 nChanged 1 SP:Iteration 23Q (22179.070000 sec): 3 clusters Score: Raw -505989.494387 + Penalty 3992.198989 = -501997.295398 nChanged 1 SP:Iteration 24Q (22179.080000 sec): 3 clusters Score: Raw -505989.739879 + Penalty 3992.198989 = -501997.540891 nChanged 1 SP:Iteration 25Q (22179.090000 sec): 3 clusters Score: Raw -505989.964437 + Penalty 3992.198989 = -501997.765448 nChanged 1 SP:Iteration 26Q (22179.100000 sec): 3 clusters Score: Raw -505990.163444 + Penalty 3992.198989 = -501997.964456 nChanged 1 SP:Iteration 27Q (22179.120000 sec): 3 clusters Score: Raw -505990.502162 + Penalty 3992.198989 = -501998.303173 nChanged 3 SP:Iteration 28Q (22179.130000 sec): 3 clusters Score: Raw -505991.579430 + Penalty 3992.198989 = -501999.380441 nChanged 3 SP:Iteration 29Q (22179.140000 sec): 3 clusters Score: Raw -505992.501487 + Penalty 3992.198989 = -502000.302499 nChanged 0 SP:Iteration 30F (22179.150000 sec): 3 clusters Score: Raw -505992.501487 + Penalty 3992.198989 = -502000.302499 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 9 (1020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22179.160000 sec): 2 clusters Score: Raw -165630.769240 + Penalty 1718.034361 = -163912.734879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22179.170000 sec): 3 clusters Score: Raw -165420.216910 + Penalty 3436.068722 = -161984.148188 nChanged 246 SP:Iteration 1F (22179.170000 sec): 3 clusters Score: Raw -165667.891327 + Penalty 3436.068722 = -162231.822606 nChanged 53 SP:Iteration 2F (22179.180000 sec): 3 clusters Score: Raw -165737.132124 + Penalty 3436.068722 = -162301.063402 nChanged 26 SP:Iteration 3Q (22179.180000 sec): 3 clusters Score: Raw -165760.998776 + Penalty 3436.068722 = -162324.930055 nChanged 8 SP:Iteration 4Q (22179.180000 sec): 3 clusters Score: Raw -165774.778018 + Penalty 3436.068722 = -162338.709296 nChanged 9 SP:Iteration 5Q (22179.190000 sec): 3 clusters Score: Raw -165787.200981 + Penalty 3436.068722 = -162351.132260 nChanged 7 SP:Iteration 6Q (22179.190000 sec): 3 clusters Score: Raw -165798.818018 + Penalty 3436.068722 = -162362.749297 nChanged 7 SP:Iteration 7Q (22179.200000 sec): 3 clusters Score: Raw -165806.264502 + Penalty 3436.068722 = -162370.195780 nChanged 6 SP:Iteration 8Q (22179.200000 sec): 3 clusters Score: Raw -165812.109847 + Penalty 3436.068722 = -162376.041125 nChanged 5 SP:Iteration 9Q (22179.200000 sec): 3 clusters Score: Raw -165817.448833 + Penalty 3436.068722 = -162381.380112 nChanged 3 SP:Iteration 10Q (22179.210000 sec): 3 clusters Score: Raw -165820.216227 + Penalty 3436.068722 = -162384.147505 nChanged 2 SP:Iteration 11Q (22179.210000 sec): 3 clusters Score: Raw -165821.438506 + Penalty 3436.068722 = -162385.369784 nChanged 2 SP:Iteration 12Q (22179.220000 sec): 3 clusters Score: Raw -165822.865814 + Penalty 3436.068722 = -162386.797092 nChanged 1 SP:Iteration 13Q (22179.220000 sec): 3 clusters Score: Raw -165824.349363 + Penalty 3436.068722 = -162388.280641 nChanged 1 SP:Iteration 14Q (22179.220000 sec): 3 clusters Score: Raw -165825.868982 + Penalty 3436.068722 = -162389.800261 nChanged 3 SP:Iteration 15Q (22179.230000 sec): 3 clusters Score: Raw -165827.683450 + Penalty 3436.068722 = -162391.614728 nChanged 2 SP:Iteration 16Q (22179.230000 sec): 3 clusters Score: Raw -165829.157209 + Penalty 3436.068722 = -162393.088488 nChanged 1 SP:Iteration 17Q (22179.240000 sec): 3 clusters Score: Raw -165830.052648 + Penalty 3436.068722 = -162393.983927 nChanged 0 SP:Iteration 18F (22179.240000 sec): 3 clusters Score: Raw -165830.052648 + Penalty 3436.068722 = -162393.983927 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 10 (5102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22179.260000 sec): 2 clusters Score: Raw -777006.562812 + Penalty 2117.272199 = -774889.290613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22179.280000 sec): 3 clusters Score: Raw -774498.480502 + Penalty 4234.544398 = -770263.936104 nChanged 1953 SP:Iteration 1F (22179.300000 sec): 3 clusters Score: Raw -775645.199399 + Penalty 4234.544398 = -771410.655002 nChanged 409 SP:Iteration 2F (22179.320000 sec): 3 clusters Score: Raw -775888.104163 + Penalty 4234.544398 = -771653.559765 nChanged 253 SP:Iteration 3Q (22179.350000 sec): 3 clusters Score: Raw -776029.628397 + Penalty 4234.544398 = -771795.084000 nChanged 198 SP:Iteration 4Q (22179.370000 sec): 3 clusters Score: Raw -776156.810802 + Penalty 4234.544398 = -771922.266405 nChanged 194 SP:Iteration 5Q (22179.390000 sec): 3 clusters Score: Raw -776284.272823 + Penalty 4234.544398 = -772049.728425 nChanged 181 SP:Iteration 6Q (22179.410000 sec): 3 clusters Score: Raw -776395.425630 + Penalty 4234.544398 = -772160.881233 nChanged 165 SP:Iteration 7Q (22179.430000 sec): 3 clusters Score: Raw -776499.833865 + Penalty 4234.544398 = -772265.289468 nChanged 163 SP:Iteration 8Q (22179.450000 sec): 3 clusters Score: Raw -776592.956807 + Penalty 4234.544398 = -772358.412409 nChanged 151 SP:Iteration 9Q (22179.470000 sec): 3 clusters Score: Raw -776673.044531 + Penalty 4234.544398 = -772438.500133 nChanged 118 SP:Iteration 10Q (22179.490000 sec): 3 clusters Score: Raw -776741.553981 + Penalty 4234.544398 = -772507.009583 nChanged 114 SP:Iteration 11Q (22179.510000 sec): 3 clusters Score: Raw -776808.713508 + Penalty 4234.544398 = -772574.169111 nChanged 114 SP:Iteration 12Q (22179.530000 sec): 3 clusters Score: Raw -776878.423148 + Penalty 4234.544398 = -772643.878750 nChanged 107 SP:Iteration 13Q (22179.550000 sec): 3 clusters Score: Raw -776940.897966 + Penalty 4234.544398 = -772706.353568 nChanged 108 SP:Iteration 14Q (22179.570000 sec): 3 clusters Score: Raw -776999.979052 + Penalty 4234.544398 = -772765.434654 nChanged 103 SP:Iteration 15Q (22179.590000 sec): 3 clusters Score: Raw -777065.645735 + Penalty 4234.544398 = -772831.101337 nChanged 130 SP:Iteration 16Q (22179.610000 sec): 3 clusters Score: Raw -777143.977724 + Penalty 4234.544398 = -772909.433327 nChanged 121 SP:Iteration 17Q (22179.630000 sec): 3 clusters Score: Raw -777233.827259 + Penalty 4234.544398 = -772999.282861 nChanged 122 SP:Iteration 18Q (22179.650000 sec): 3 clusters Score: Raw -777321.667120 + Penalty 4234.544398 = -773087.122722 nChanged 115 SP:Iteration 19Q (22179.670000 sec): 3 clusters Score: Raw -777413.638141 + Penalty 4234.544398 = -773179.093743 nChanged 137 SP:Iteration 20F (22179.690000 sec): 3 clusters Score: Raw -777532.797756 + Penalty 4234.544398 = -773298.253358 nChanged 143 SP:Iteration 21Q (22179.710000 sec): 3 clusters Score: Raw -777661.548385 + Penalty 4234.544398 = -773427.003987 nChanged 130 SP:Iteration 22Q (22179.730000 sec): 3 clusters Score: Raw -777749.462437 + Penalty 4234.544398 = -773514.918039 nChanged 103 SP:Iteration 23Q (22179.740000 sec): 3 clusters Score: Raw -777807.303057 + Penalty 4234.544398 = -773572.758659 nChanged 90 SP:Iteration 24Q (22179.760000 sec): 3 clusters Score: Raw -777861.858179 + Penalty 4234.544398 = -773627.313781 nChanged 85 SP:Iteration 25Q (22179.780000 sec): 3 clusters Score: Raw -777903.252734 + Penalty 4234.544398 = -773668.708336 nChanged 70 SP:Iteration 26Q (22179.800000 sec): 3 clusters Score: Raw -777934.592956 + Penalty 4234.544398 = -773700.048558 nChanged 57 SP:Iteration 27Q (22179.820000 sec): 3 clusters Score: Raw -777956.828320 + Penalty 4234.544398 = -773722.283922 nChanged 43 SP:Iteration 28Q (22179.840000 sec): 3 clusters Score: Raw -777972.515859 + Penalty 4234.544398 = -773737.971461 nChanged 37 SP:Iteration 29Q (22179.860000 sec): 3 clusters Score: Raw -777984.350454 + Penalty 4234.544398 = -773749.806056 nChanged 25 SP:Iteration 30Q (22179.880000 sec): 3 clusters Score: Raw -777993.713717 + Penalty 4234.544398 = -773759.169319 nChanged 28 SP:Iteration 31Q (22179.900000 sec): 3 clusters Score: Raw -778006.161733 + Penalty 4234.544398 = -773771.617336 nChanged 31 SP:Iteration 32Q (22179.920000 sec): 3 clusters Score: Raw -778016.910969 + Penalty 4234.544398 = -773782.366571 nChanged 23 SP:Iteration 33Q (22179.930000 sec): 3 clusters Score: Raw -778024.367028 + Penalty 4234.544398 = -773789.822631 nChanged 20 SP:Iteration 34Q (22179.950000 sec): 3 clusters Score: Raw -778029.520767 + Penalty 4234.544398 = -773794.976369 nChanged 12 SP:Iteration 35Q (22179.970000 sec): 3 clusters Score: Raw -778032.582413 + Penalty 4234.544398 = -773798.038015 nChanged 11 SP:Iteration 36Q (22179.990000 sec): 3 clusters Score: Raw -778035.771961 + Penalty 4234.544398 = -773801.227563 nChanged 12 SP:Iteration 37Q (22180.010000 sec): 3 clusters Score: Raw -778038.673347 + Penalty 4234.544398 = -773804.128950 nChanged 7 SP:Iteration 38Q (22180.020000 sec): 3 clusters Score: Raw -778041.412361 + Penalty 4234.544398 = -773806.867963 nChanged 7 SP:Iteration 39Q (22180.040000 sec): 3 clusters Score: Raw -778043.507880 + Penalty 4234.544398 = -773808.963483 nChanged 1 SP:Iteration 40F (22180.060000 sec): 3 clusters Score: Raw -778043.836873 + Penalty 4234.544398 = -773809.292475 nChanged 2 SP:Iteration 41Q (22180.080000 sec): 3 clusters Score: Raw -778044.204711 + Penalty 4234.544398 = -773809.660314 nChanged 3 SP:Iteration 42Q (22180.100000 sec): 3 clusters Score: Raw -778044.929051 + Penalty 4234.544398 = -773810.384654 nChanged 5 SP:Iteration 43Q (22180.120000 sec): 3 clusters Score: Raw -778046.572415 + Penalty 4234.544398 = -773812.028017 nChanged 5 SP:Iteration 44Q (22180.140000 sec): 3 clusters Score: Raw -778048.008457 + Penalty 4234.544398 = -773813.464059 nChanged 5 SP:Iteration 45Q (22180.160000 sec): 3 clusters Score: Raw -778049.012428 + Penalty 4234.544398 = -773814.468030 nChanged 5 SP:Iteration 46Q (22180.180000 sec): 3 clusters Score: Raw -778050.254323 + Penalty 4234.544398 = -773815.709925 nChanged 1 SP:Iteration 47Q (22180.190000 sec): 3 clusters Score: Raw -778050.369629 + Penalty 4234.544398 = -773815.825232 nChanged 1 SP:Iteration 48Q (22180.210000 sec): 3 clusters Score: Raw -778050.436437 + Penalty 4234.544398 = -773815.892039 nChanged 1 SP:Iteration 49Q (22180.230000 sec): 3 clusters Score: Raw -778050.718502 + Penalty 4234.544398 = -773816.174105 nChanged 1 SP:Iteration 50Q (22180.250000 sec): 3 clusters Score: Raw -778050.999652 + Penalty 4234.544398 = -773816.455255 nChanged 1 SP:Iteration 51Q (22180.270000 sec): 3 clusters Score: Raw -778051.202951 + Penalty 4234.544398 = -773816.658553 nChanged 0 SP:Iteration 52F (22180.290000 sec): 3 clusters Score: Raw -778051.202951 + Penalty 4234.544398 = -773816.658553 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 11 (848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22180.300000 sec): 2 clusters Score: Raw -133478.863663 + Penalty 1672.234398 = -131806.629266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22180.300000 sec): 3 clusters Score: Raw -133331.603912 + Penalty 3344.468795 = -129987.135117 nChanged 191 SP:Iteration 1F (22180.300000 sec): 3 clusters Score: Raw -133551.060256 + Penalty 3344.468795 = -130206.591461 nChanged 44 SP:Iteration 2F (22180.310000 sec): 3 clusters Score: Raw -133608.948514 + Penalty 3344.468795 = -130264.479719 nChanged 25 SP:Iteration 3Q (22180.310000 sec): 3 clusters Score: Raw -133656.748450 + Penalty 3344.468795 = -130312.279654 nChanged 15 SP:Iteration 4Q (22180.310000 sec): 3 clusters Score: Raw -133683.607300 + Penalty 3344.468795 = -130339.138505 nChanged 16 SP:Iteration 5Q (22180.320000 sec): 3 clusters Score: Raw -133709.197660 + Penalty 3344.468795 = -130364.728865 nChanged 10 SP:Iteration 6Q (22180.320000 sec): 3 clusters Score: Raw -133723.119460 + Penalty 3344.468795 = -130378.650665 nChanged 8 SP:Iteration 7Q (22180.320000 sec): 3 clusters Score: Raw -133731.209933 + Penalty 3344.468795 = -130386.741138 nChanged 3 SP:Iteration 8Q (22180.330000 sec): 3 clusters Score: Raw -133737.298048 + Penalty 3344.468795 = -130392.829253 nChanged 3 SP:Iteration 9Q (22180.330000 sec): 3 clusters Score: Raw -133741.843505 + Penalty 3344.468795 = -130397.374709 nChanged 2 SP:Iteration 10Q (22180.330000 sec): 3 clusters Score: Raw -133744.740841 + Penalty 3344.468795 = -130400.272046 nChanged 0 SP:Iteration 11F (22180.340000 sec): 3 clusters Score: Raw -133744.740841 + Penalty 3344.468795 = -130400.272046 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 12 (626643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22182.810000 sec): 2 clusters Score: Raw -99733488.929013 + Penalty 3310.336805 = -99730178.592207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22185.520000 sec): 3 clusters Score: Raw -99312410.650127 + Penalty 6620.673611 = -99305789.976517 nChanged 307200 SP:Iteration 1F (22188.200000 sec): 3 clusters Score: Raw -99497516.204058 + Penalty 6620.673611 = -99490895.530448 nChanged 17501 SP:Iteration 2Q (22191.000000 sec): 3 clusters Score: Raw -99501678.527132 + Penalty 6620.673611 = -99495057.853522 nChanged 23303 SP:Iteration 3Q (22193.780000 sec): 3 clusters Score: Raw -99509688.936309 + Penalty 6620.673611 = -99503068.262699 nChanged 33138 SP:Iteration 4F (22196.460000 sec): 3 clusters Score: Raw -99526085.802321 + Penalty 6620.673611 = -99519465.128711 nChanged 46183 SP:Iteration 5F (22199.180000 sec): 3 clusters Score: Raw -99557848.315800 + Penalty 6620.673611 = -99551227.642189 nChanged 57072 SP:Iteration 6F (22201.840000 sec): 3 clusters Score: Raw -99608171.703511 + Penalty 6620.673611 = -99601551.029900 nChanged 56424 SP:Iteration 7F (22204.510000 sec): 3 clusters Score: Raw -99664413.262273 + Penalty 6620.673611 = -99657792.588662 nChanged 39969 SP:Iteration 8F (22207.150000 sec): 3 clusters Score: Raw -99704719.882211 + Penalty 6620.673611 = -99698099.208600 nChanged 19859 SP:Iteration 9Q (22209.670000 sec): 3 clusters Score: Raw -99723866.868978 + Penalty 6620.673611 = -99717246.195367 nChanged 7578 SP:Iteration 10Q (22211.900000 sec): 3 clusters Score: Raw -99730614.159011 + Penalty 6620.673611 = -99723993.485401 nChanged 2565 SP:Iteration 11Q (22213.910000 sec): 3 clusters Score: Raw -99732757.524700 + Penalty 6620.673611 = -99726136.851089 nChanged 914 SP:Iteration 12Q (22215.850000 sec): 3 clusters Score: Raw -99733443.931138 + Penalty 6620.673611 = -99726823.257528 nChanged 460 SP:Iteration 13Q (22217.770000 sec): 3 clusters Score: Raw -99733740.645412 + Penalty 6620.673611 = -99727119.971801 nChanged 257 SP:Iteration 14Q (22219.660000 sec): 3 clusters Score: Raw -99733887.948090 + Penalty 6620.673611 = -99727267.274479 nChanged 154 SP:Iteration 15Q (22221.550000 sec): 3 clusters Score: Raw -99733959.904003 + Penalty 6620.673611 = -99727339.230392 nChanged 108 SP:Iteration 16Q (22223.440000 sec): 3 clusters Score: Raw -99734023.447114 + Penalty 6620.673611 = -99727402.773504 nChanged 85 SP:Iteration 17Q (22225.320000 sec): 3 clusters Score: Raw -99734071.734408 + Penalty 6620.673611 = -99727451.060798 nChanged 65 SP:Iteration 18Q (22227.200000 sec): 3 clusters Score: Raw -99734101.109229 + Penalty 6620.673611 = -99727480.435618 nChanged 50 SP:Iteration 19Q (22229.080000 sec): 3 clusters Score: Raw -99734122.995760 + Penalty 6620.673611 = -99727502.322150 nChanged 37 SP:Iteration 20F (22231.730000 sec): 3 clusters Score: Raw -99734135.810296 + Penalty 6620.673611 = -99727515.136685 nChanged 33 SP:Iteration 21Q (22233.610000 sec): 3 clusters Score: Raw -99734151.195316 + Penalty 6620.673611 = -99727530.521705 nChanged 26 SP:Iteration 22Q (22235.490000 sec): 3 clusters Score: Raw -99734160.272685 + Penalty 6620.673611 = -99727539.599075 nChanged 15 SP:Iteration 23Q (22237.370000 sec): 3 clusters Score: Raw -99734165.560782 + Penalty 6620.673611 = -99727544.887172 nChanged 6 SP:Iteration 24Q (22239.240000 sec): 3 clusters Score: Raw -99734167.140509 + Penalty 6620.673611 = -99727546.466898 nChanged 3 SP:Iteration 25Q (22241.110000 sec): 3 clusters Score: Raw -99734167.957858 + Penalty 6620.673611 = -99727547.284248 nChanged 2 SP:Iteration 26Q (22243.000000 sec): 3 clusters Score: Raw -99734168.590977 + Penalty 6620.673611 = -99727547.917366 nChanged 2 SP:Iteration 27Q (22244.870000 sec): 3 clusters Score: Raw -99734169.297619 + Penalty 6620.673611 = -99727548.624008 nChanged 1 SP:Iteration 28Q (22246.740000 sec): 3 clusters Score: Raw -99734169.786161 + Penalty 6620.673611 = -99727549.112550 nChanged 1 SP:Iteration 29Q (22248.630000 sec): 3 clusters Score: Raw -99734170.241143 + Penalty 6620.673611 = -99727549.567532 nChanged 2 SP:Iteration 30Q (22250.500000 sec): 3 clusters Score: Raw -99734170.725180 + Penalty 6620.673611 = -99727550.051570 nChanged 2 SP:Iteration 31Q (22252.360000 sec): 3 clusters Score: Raw -99734171.574142 + Penalty 6620.673611 = -99727550.900532 nChanged 6 SP:Iteration 32Q (22254.240000 sec): 3 clusters Score: Raw -99734173.389488 + Penalty 6620.673611 = -99727552.715877 nChanged 3 SP:Iteration 33Q (22256.120000 sec): 3 clusters Score: Raw -99734174.072770 + Penalty 6620.673611 = -99727553.399159 nChanged 1 SP:Iteration 34Q (22257.990000 sec): 3 clusters Score: Raw -99734174.171242 + Penalty 6620.673611 = -99727553.497632 nChanged 0 SP:Iteration 35F (22260.630000 sec): 3 clusters Score: Raw -99734174.171242 + Penalty 6620.673611 = -99727553.497632 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 13 (10399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22260.990000 sec): 2 clusters Score: Raw -1674751.335810 + Penalty 2293.867302 = -1672457.468508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22261.030000 sec): 3 clusters Score: Raw -1669074.361811 + Penalty 4587.734604 = -1664486.627207 nChanged 4340 SP:Iteration 1F (22261.070000 sec): 3 clusters Score: Raw -1671409.425600 + Penalty 4587.734604 = -1666821.690997 nChanged 647 SP:Iteration 2F (22261.120000 sec): 3 clusters Score: Raw -1671708.741220 + Penalty 4587.734604 = -1667121.006616 nChanged 527 SP:Iteration 3F (22261.160000 sec): 3 clusters Score: Raw -1671960.887151 + Penalty 4587.734604 = -1667373.152547 nChanged 463 SP:Iteration 4Q (22261.200000 sec): 3 clusters Score: Raw -1672210.012400 + Penalty 4587.734604 = -1667622.277796 nChanged 444 SP:Iteration 5Q (22261.240000 sec): 3 clusters Score: Raw -1672454.558081 + Penalty 4587.734604 = -1667866.823477 nChanged 459 SP:Iteration 6Q (22261.280000 sec): 3 clusters Score: Raw -1672736.645527 + Penalty 4587.734604 = -1668148.910924 nChanged 476 SP:Iteration 7Q (22261.320000 sec): 3 clusters Score: Raw -1673069.692991 + Penalty 4587.734604 = -1668481.958387 nChanged 498 SP:Iteration 8Q (22261.360000 sec): 3 clusters Score: Raw -1673423.004490 + Penalty 4587.734604 = -1668835.269886 nChanged 467 SP:Iteration 9Q (22261.400000 sec): 3 clusters Score: Raw -1673726.962428 + Penalty 4587.734604 = -1669139.227825 nChanged 417 SP:Iteration 10Q (22261.440000 sec): 3 clusters Score: Raw -1673984.770554 + Penalty 4587.734604 = -1669397.035950 nChanged 314 SP:Iteration 11Q (22261.480000 sec): 3 clusters Score: Raw -1674163.147682 + Penalty 4587.734604 = -1669575.413079 nChanged 248 SP:Iteration 12Q (22261.520000 sec): 3 clusters Score: Raw -1674279.983075 + Penalty 4587.734604 = -1669692.248471 nChanged 200 SP:Iteration 13Q (22261.560000 sec): 3 clusters Score: Raw -1674369.401198 + Penalty 4587.734604 = -1669781.666594 nChanged 166 SP:Iteration 14Q (22261.600000 sec): 3 clusters Score: Raw -1674434.571276 + Penalty 4587.734604 = -1669846.836672 nChanged 121 SP:Iteration 15Q (22261.640000 sec): 3 clusters Score: Raw -1674476.999960 + Penalty 4587.734604 = -1669889.265356 nChanged 95 SP:Iteration 16Q (22261.680000 sec): 3 clusters Score: Raw -1674511.283663 + Penalty 4587.734604 = -1669923.549059 nChanged 103 SP:Iteration 17Q (22261.720000 sec): 3 clusters Score: Raw -1674548.493044 + Penalty 4587.734604 = -1669960.758441 nChanged 103 SP:Iteration 18Q (22261.750000 sec): 3 clusters Score: Raw -1674581.291799 + Penalty 4587.734604 = -1669993.557195 nChanged 76 SP:Iteration 19Q (22261.790000 sec): 3 clusters Score: Raw -1674605.867814 + Penalty 4587.734604 = -1670018.133211 nChanged 57 SP:Iteration 20F (22261.830000 sec): 3 clusters Score: Raw -1674624.205859 + Penalty 4587.734604 = -1670036.471256 nChanged 63 SP:Iteration 21Q (22261.870000 sec): 3 clusters Score: Raw -1674640.298256 + Penalty 4587.734604 = -1670052.563652 nChanged 52 SP:Iteration 22Q (22261.910000 sec): 3 clusters Score: Raw -1674654.411597 + Penalty 4587.734604 = -1670066.676994 nChanged 58 SP:Iteration 23Q (22261.950000 sec): 3 clusters Score: Raw -1674672.397775 + Penalty 4587.734604 = -1670084.663171 nChanged 62 SP:Iteration 24Q (22261.990000 sec): 3 clusters Score: Raw -1674687.567201 + Penalty 4587.734604 = -1670099.832597 nChanged 33 SP:Iteration 25Q (22262.030000 sec): 3 clusters Score: Raw -1674695.876443 + Penalty 4587.734604 = -1670108.141839 nChanged 36 SP:Iteration 26Q (22262.060000 sec): 3 clusters Score: Raw -1674704.101708 + Penalty 4587.734604 = -1670116.367104 nChanged 31 SP:Iteration 27Q (22262.100000 sec): 3 clusters Score: Raw -1674711.062549 + Penalty 4587.734604 = -1670123.327945 nChanged 29 SP:Iteration 28Q (22262.140000 sec): 3 clusters Score: Raw -1674717.699053 + Penalty 4587.734604 = -1670129.964450 nChanged 28 SP:Iteration 29Q (22262.170000 sec): 3 clusters Score: Raw -1674724.767783 + Penalty 4587.734604 = -1670137.033179 nChanged 28 SP:Iteration 30Q (22262.210000 sec): 3 clusters Score: Raw -1674732.782083 + Penalty 4587.734604 = -1670145.047479 nChanged 22 SP:Iteration 31Q (22262.250000 sec): 3 clusters Score: Raw -1674740.272591 + Penalty 4587.734604 = -1670152.537987 nChanged 26 SP:Iteration 32Q (22262.290000 sec): 3 clusters Score: Raw -1674748.194177 + Penalty 4587.734604 = -1670160.459573 nChanged 28 SP:Iteration 33Q (22262.320000 sec): 3 clusters Score: Raw -1674756.843933 + Penalty 4587.734604 = -1670169.109330 nChanged 32 SP:Iteration 34Q (22262.360000 sec): 3 clusters Score: Raw -1674767.527996 + Penalty 4587.734604 = -1670179.793392 nChanged 34 SP:Iteration 35Q (22262.400000 sec): 3 clusters Score: Raw -1674781.586329 + Penalty 4587.734604 = -1670193.851726 nChanged 49 SP:Iteration 36Q (22262.430000 sec): 3 clusters Score: Raw -1674801.121014 + Penalty 4587.734604 = -1670213.386410 nChanged 49 SP:Iteration 37Q (22262.470000 sec): 3 clusters Score: Raw -1674822.356211 + Penalty 4587.734604 = -1670234.621608 nChanged 43 SP:Iteration 38Q (22262.510000 sec): 3 clusters Score: Raw -1674840.384008 + Penalty 4587.734604 = -1670252.649405 nChanged 49 SP:Iteration 39Q (22262.540000 sec): 3 clusters Score: Raw -1674864.033320 + Penalty 4587.734604 = -1670276.298716 nChanged 65 SP:Iteration 40F (22262.580000 sec): 3 clusters Score: Raw -1674899.523560 + Penalty 4587.734604 = -1670311.788956 nChanged 67 SP:Iteration 41Q (22262.620000 sec): 3 clusters Score: Raw -1674945.818644 + Penalty 4587.734604 = -1670358.084040 nChanged 74 SP:Iteration 42Q (22262.650000 sec): 3 clusters Score: Raw -1675000.484302 + Penalty 4587.734604 = -1670412.749698 nChanged 73 SP:Iteration 43Q (22262.690000 sec): 3 clusters Score: Raw -1675057.567106 + Penalty 4587.734604 = -1670469.832502 nChanged 74 SP:Iteration 44Q (22262.730000 sec): 3 clusters Score: Raw -1675116.171021 + Penalty 4587.734604 = -1670528.436417 nChanged 82 SP:Iteration 45Q (22262.760000 sec): 3 clusters Score: Raw -1675184.579254 + Penalty 4587.734604 = -1670596.844650 nChanged 83 SP:Iteration 46Q (22262.790000 sec): 3 clusters Score: Raw -1675247.207835 + Penalty 4587.734604 = -1670659.473231 nChanged 70 SP:Iteration 47Q (22262.830000 sec): 3 clusters Score: Raw -1675300.072931 + Penalty 4587.734604 = -1670712.338327 nChanged 71 SP:Iteration 48Q (22262.860000 sec): 3 clusters Score: Raw -1675342.544825 + Penalty 4587.734604 = -1670754.810222 nChanged 65 SP:Iteration 49Q (22262.900000 sec): 3 clusters Score: Raw -1675370.744707 + Penalty 4587.734604 = -1670783.010103 nChanged 64 SP:Iteration 50Q (22262.930000 sec): 3 clusters Score: Raw -1675397.261570 + Penalty 4587.734604 = -1670809.526967 nChanged 56 SP:Iteration 51Q (22262.960000 sec): 3 clusters Score: Raw -1675424.194301 + Penalty 4587.734604 = -1670836.459697 nChanged 40 SP:Iteration 52Q (22262.990000 sec): 3 clusters Score: Raw -1675438.565971 + Penalty 4587.734604 = -1670850.831368 nChanged 28 SP:Iteration 53Q (22263.030000 sec): 3 clusters Score: Raw -1675449.166095 + Penalty 4587.734604 = -1670861.431492 nChanged 24 SP:Iteration 54Q (22263.060000 sec): 3 clusters Score: Raw -1675456.994706 + Penalty 4587.734604 = -1670869.260102 nChanged 16 SP:Iteration 55Q (22263.090000 sec): 3 clusters Score: Raw -1675461.131222 + Penalty 4587.734604 = -1670873.396618 nChanged 17 SP:Iteration 56Q (22263.130000 sec): 3 clusters Score: Raw -1675464.877399 + Penalty 4587.734604 = -1670877.142795 nChanged 11 SP:Iteration 57Q (22263.160000 sec): 3 clusters Score: Raw -1675467.897689 + Penalty 4587.734604 = -1670880.163085 nChanged 6 SP:Iteration 58Q (22263.190000 sec): 3 clusters Score: Raw -1675469.328930 + Penalty 4587.734604 = -1670881.594326 nChanged 5 SP:Iteration 59Q (22263.220000 sec): 3 clusters Score: Raw -1675470.593759 + Penalty 4587.734604 = -1670882.859155 nChanged 4 SP:Iteration 60F (22263.260000 sec): 3 clusters Score: Raw -1675471.719721 + Penalty 4587.734604 = -1670883.985117 nChanged 6 SP:Iteration 61Q (22263.290000 sec): 3 clusters Score: Raw -1675472.918659 + Penalty 4587.734604 = -1670885.184055 nChanged 1 SP:Iteration 62Q (22263.330000 sec): 3 clusters Score: Raw -1675473.069954 + Penalty 4587.734604 = -1670885.335351 nChanged 2 SP:Iteration 63Q (22263.360000 sec): 3 clusters Score: Raw -1675473.636512 + Penalty 4587.734604 = -1670885.901908 nChanged 1 SP:Iteration 64Q (22263.390000 sec): 3 clusters Score: Raw -1675473.755225 + Penalty 4587.734604 = -1670886.020621 nChanged 2 SP:Iteration 65Q (22263.430000 sec): 3 clusters Score: Raw -1675473.985128 + Penalty 4587.734604 = -1670886.250525 nChanged 0 SP:Iteration 66F (22263.470000 sec): 3 clusters Score: Raw -1675473.985128 + Penalty 4587.734604 = -1670886.250525 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 14 (57349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22263.700000 sec): 2 clusters Score: Raw -8777143.562390 + Penalty 2717.313850 = -8774426.248539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22263.930000 sec): 3 clusters Score: Raw -8740979.390042 + Penalty 5434.627700 = -8735544.762342 nChanged 26901 SP:Iteration 1F (22264.170000 sec): 3 clusters Score: Raw -8756170.547728 + Penalty 5434.627700 = -8750735.920028 nChanged 2874 SP:Iteration 2F (22264.410000 sec): 3 clusters Score: Raw -8757240.552098 + Penalty 5434.627700 = -8751805.924398 nChanged 2996 SP:Iteration 3F (22264.650000 sec): 3 clusters Score: Raw -8758521.968376 + Penalty 5434.627700 = -8753087.340676 nChanged 3279 SP:Iteration 4F (22264.880000 sec): 3 clusters Score: Raw -8760065.527361 + Penalty 5434.627700 = -8754630.899661 nChanged 3515 SP:Iteration 5F (22265.120000 sec): 3 clusters Score: Raw -8761924.540793 + Penalty 5434.627700 = -8756489.913093 nChanged 3639 SP:Iteration 6F (22265.350000 sec): 3 clusters Score: Raw -8764185.772064 + Penalty 5434.627700 = -8758751.144364 nChanged 3591 SP:Iteration 7F (22265.590000 sec): 3 clusters Score: Raw -8766638.773551 + Penalty 5434.627700 = -8761204.145851 nChanged 3292 SP:Iteration 8F (22265.820000 sec): 3 clusters Score: Raw -8769230.313262 + Penalty 5434.627700 = -8763795.685562 nChanged 2700 SP:Iteration 9Q (22266.060000 sec): 3 clusters Score: Raw -8771644.304018 + Penalty 5434.627700 = -8766209.676318 nChanged 2127 SP:Iteration 10Q (22266.290000 sec): 3 clusters Score: Raw -8773409.953048 + Penalty 5434.627700 = -8767975.325348 nChanged 1545 SP:Iteration 11Q (22266.510000 sec): 3 clusters Score: Raw -8774401.596781 + Penalty 5434.627700 = -8768966.969081 nChanged 1127 SP:Iteration 12Q (22266.720000 sec): 3 clusters Score: Raw -8774989.768823 + Penalty 5434.627700 = -8769555.141123 nChanged 886 SP:Iteration 13Q (22266.930000 sec): 3 clusters Score: Raw -8775400.024178 + Penalty 5434.627700 = -8769965.396478 nChanged 669 SP:Iteration 14Q (22267.130000 sec): 3 clusters Score: Raw -8775663.719659 + Penalty 5434.627700 = -8770229.091958 nChanged 565 SP:Iteration 15Q (22267.330000 sec): 3 clusters Score: Raw -8775879.304136 + Penalty 5434.627700 = -8770444.676436 nChanged 527 SP:Iteration 16Q (22267.530000 sec): 3 clusters Score: Raw -8776080.947892 + Penalty 5434.627700 = -8770646.320192 nChanged 477 SP:Iteration 17Q (22267.720000 sec): 3 clusters Score: Raw -8776261.289145 + Penalty 5434.627700 = -8770826.661445 nChanged 411 SP:Iteration 18Q (22267.910000 sec): 3 clusters Score: Raw -8776412.585501 + Penalty 5434.627700 = -8770977.957801 nChanged 375 SP:Iteration 19Q (22268.110000 sec): 3 clusters Score: Raw -8776552.300413 + Penalty 5434.627700 = -8771117.672713 nChanged 359 SP:Iteration 20F (22268.340000 sec): 3 clusters Score: Raw -8776696.165673 + Penalty 5434.627700 = -8771261.537973 nChanged 369 SP:Iteration 21Q (22268.520000 sec): 3 clusters Score: Raw -8776841.206561 + Penalty 5434.627700 = -8771406.578861 nChanged 305 SP:Iteration 22Q (22268.710000 sec): 3 clusters Score: Raw -8776953.023143 + Penalty 5434.627700 = -8771518.395443 nChanged 265 SP:Iteration 23Q (22268.890000 sec): 3 clusters Score: Raw -8777046.436763 + Penalty 5434.627700 = -8771611.809063 nChanged 220 SP:Iteration 24Q (22269.070000 sec): 3 clusters Score: Raw -8777124.275373 + Penalty 5434.627700 = -8771689.647673 nChanged 197 SP:Iteration 25Q (22269.250000 sec): 3 clusters Score: Raw -8777194.503644 + Penalty 5434.627700 = -8771759.875944 nChanged 173 SP:Iteration 26Q (22269.430000 sec): 3 clusters Score: Raw -8777247.258513 + Penalty 5434.627700 = -8771812.630813 nChanged 152 SP:Iteration 27Q (22269.600000 sec): 3 clusters Score: Raw -8777294.632339 + Penalty 5434.627700 = -8771860.004638 nChanged 126 SP:Iteration 28Q (22269.780000 sec): 3 clusters Score: Raw -8777329.477432 + Penalty 5434.627700 = -8771894.849732 nChanged 117 SP:Iteration 29Q (22269.950000 sec): 3 clusters Score: Raw -8777362.236570 + Penalty 5434.627700 = -8771927.608870 nChanged 108 SP:Iteration 30Q (22270.130000 sec): 3 clusters Score: Raw -8777394.751908 + Penalty 5434.627700 = -8771960.124208 nChanged 113 SP:Iteration 31Q (22270.310000 sec): 3 clusters Score: Raw -8777434.365422 + Penalty 5434.627700 = -8771999.737722 nChanged 107 SP:Iteration 32Q (22270.490000 sec): 3 clusters Score: Raw -8777468.412748 + Penalty 5434.627700 = -8772033.785048 nChanged 102 SP:Iteration 33Q (22270.660000 sec): 3 clusters Score: Raw -8777504.880423 + Penalty 5434.627700 = -8772070.252723 nChanged 89 SP:Iteration 34Q (22270.830000 sec): 3 clusters Score: Raw -8777534.654839 + Penalty 5434.627700 = -8772100.027139 nChanged 64 SP:Iteration 35Q (22271.010000 sec): 3 clusters Score: Raw -8777553.820448 + Penalty 5434.627700 = -8772119.192748 nChanged 64 SP:Iteration 36Q (22271.180000 sec): 3 clusters Score: Raw -8777574.405818 + Penalty 5434.627700 = -8772139.778118 nChanged 51 SP:Iteration 37Q (22271.350000 sec): 3 clusters Score: Raw -8777591.695314 + Penalty 5434.627700 = -8772157.067614 nChanged 47 SP:Iteration 38Q (22271.520000 sec): 3 clusters Score: Raw -8777606.942475 + Penalty 5434.627700 = -8772172.314775 nChanged 39 SP:Iteration 39Q (22271.700000 sec): 3 clusters Score: Raw -8777620.002683 + Penalty 5434.627700 = -8772185.374983 nChanged 35 SP:Iteration 40F (22271.930000 sec): 3 clusters Score: Raw -8777629.848276 + Penalty 5434.627700 = -8772195.220576 nChanged 33 SP:Iteration 41Q (22272.100000 sec): 3 clusters Score: Raw -8777639.334331 + Penalty 5434.627700 = -8772204.706631 nChanged 36 SP:Iteration 42Q (22272.270000 sec): 3 clusters Score: Raw -8777649.083001 + Penalty 5434.627700 = -8772214.455301 nChanged 25 SP:Iteration 43Q (22272.450000 sec): 3 clusters Score: Raw -8777655.518977 + Penalty 5434.627700 = -8772220.891277 nChanged 24 SP:Iteration 44Q (22272.620000 sec): 3 clusters Score: Raw -8777661.882014 + Penalty 5434.627700 = -8772227.254314 nChanged 28 SP:Iteration 45Q (22272.790000 sec): 3 clusters Score: Raw -8777670.726133 + Penalty 5434.627700 = -8772236.098433 nChanged 29 SP:Iteration 46Q (22272.960000 sec): 3 clusters Score: Raw -8777678.967774 + Penalty 5434.627700 = -8772244.340074 nChanged 33 SP:Iteration 47Q (22273.140000 sec): 3 clusters Score: Raw -8777689.387131 + Penalty 5434.627700 = -8772254.759431 nChanged 26 SP:Iteration 48Q (22273.310000 sec): 3 clusters Score: Raw -8777696.201783 + Penalty 5434.627700 = -8772261.574083 nChanged 12 SP:Iteration 49Q (22273.490000 sec): 3 clusters Score: Raw -8777699.496371 + Penalty 5434.627700 = -8772264.868671 nChanged 14 SP:Iteration 50Q (22273.660000 sec): 3 clusters Score: Raw -8777702.946092 + Penalty 5434.627700 = -8772268.318392 nChanged 8 SP:Iteration 51Q (22273.830000 sec): 3 clusters Score: Raw -8777705.210756 + Penalty 5434.627700 = -8772270.583056 nChanged 7 SP:Iteration 52Q (22274.000000 sec): 3 clusters Score: Raw -8777707.259100 + Penalty 5434.627700 = -8772272.631400 nChanged 6 SP:Iteration 53Q (22274.170000 sec): 3 clusters Score: Raw -8777708.538117 + Penalty 5434.627700 = -8772273.910417 nChanged 9 SP:Iteration 54Q (22274.340000 sec): 3 clusters Score: Raw -8777711.133558 + Penalty 5434.627700 = -8772276.505858 nChanged 8 SP:Iteration 55Q (22274.510000 sec): 3 clusters Score: Raw -8777713.440685 + Penalty 5434.627700 = -8772278.812985 nChanged 5 SP:Iteration 56Q (22274.680000 sec): 3 clusters Score: Raw -8777715.087348 + Penalty 5434.627700 = -8772280.459648 nChanged 5 SP:Iteration 57Q (22274.850000 sec): 3 clusters Score: Raw -8777716.324074 + Penalty 5434.627700 = -8772281.696374 nChanged 6 SP:Iteration 58Q (22275.030000 sec): 3 clusters Score: Raw -8777717.811378 + Penalty 5434.627700 = -8772283.183678 nChanged 3 SP:Iteration 59Q (22275.190000 sec): 3 clusters Score: Raw -8777718.349526 + Penalty 5434.627700 = -8772283.721825 nChanged 2 SP:Iteration 60F (22275.430000 sec): 3 clusters Score: Raw -8777718.638723 + Penalty 5434.627700 = -8772284.011023 nChanged 4 SP:Iteration 61Q (22275.600000 sec): 3 clusters Score: Raw -8777719.544746 + Penalty 5434.627700 = -8772284.917046 nChanged 7 SP:Iteration 62Q (22275.770000 sec): 3 clusters Score: Raw -8777722.250744 + Penalty 5434.627700 = -8772287.623044 nChanged 8 SP:Iteration 63Q (22275.940000 sec): 3 clusters Score: Raw -8777724.205191 + Penalty 5434.627700 = -8772289.577491 nChanged 5 SP:Iteration 64Q (22276.110000 sec): 3 clusters Score: Raw -8777725.406434 + Penalty 5434.627700 = -8772290.778734 nChanged 4 SP:Iteration 65Q (22276.280000 sec): 3 clusters Score: Raw -8777726.241177 + Penalty 5434.627700 = -8772291.613477 nChanged 1 SP:Iteration 66Q (22276.450000 sec): 3 clusters Score: Raw -8777726.491773 + Penalty 5434.627700 = -8772291.864073 nChanged 1 SP:Iteration 67Q (22276.620000 sec): 3 clusters Score: Raw -8777727.015565 + Penalty 5434.627700 = -8772292.387865 nChanged 2 SP:Iteration 68Q (22276.790000 sec): 3 clusters Score: Raw -8777727.518891 + Penalty 5434.627700 = -8772292.891191 nChanged 0 SP:Iteration 69F (22277.020000 sec): 3 clusters Score: Raw -8777727.518891 + Penalty 5434.627700 = -8772292.891191 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 15 (23666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22277.130000 sec): 2 clusters Score: Raw -3598791.538351 + Penalty 2497.805085 = -3596293.733266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22277.230000 sec): 3 clusters Score: Raw -3584902.134320 + Penalty 4995.610170 = -3579906.524150 nChanged 10509 SP:Iteration 1F (22277.320000 sec): 3 clusters Score: Raw -3590605.394743 + Penalty 4995.610170 = -3585609.784573 nChanged 1408 SP:Iteration 2F (22277.420000 sec): 3 clusters Score: Raw -3591347.861059 + Penalty 4995.610170 = -3586352.250889 nChanged 1488 SP:Iteration 3F (22277.510000 sec): 3 clusters Score: Raw -3592266.946349 + Penalty 4995.610170 = -3587271.336179 nChanged 1613 SP:Iteration 4F (22277.610000 sec): 3 clusters Score: Raw -3593449.248260 + Penalty 4995.610170 = -3588453.638089 nChanged 1653 SP:Iteration 5F (22277.710000 sec): 3 clusters Score: Raw -3594840.304030 + Penalty 4995.610170 = -3589844.693860 nChanged 1647 SP:Iteration 6F (22277.800000 sec): 3 clusters Score: Raw -3596221.515610 + Penalty 4995.610170 = -3591225.905440 nChanged 1399 SP:Iteration 7F (22277.890000 sec): 3 clusters Score: Raw -3597278.336050 + Penalty 4995.610170 = -3592282.725880 nChanged 1059 SP:Iteration 8Q (22277.990000 sec): 3 clusters Score: Raw -3597964.229608 + Penalty 4995.610170 = -3592968.619438 nChanged 836 SP:Iteration 9Q (22278.080000 sec): 3 clusters Score: Raw -3598467.282370 + Penalty 4995.610170 = -3593471.672200 nChanged 648 SP:Iteration 10Q (22278.170000 sec): 3 clusters Score: Raw -3598794.503685 + Penalty 4995.610170 = -3593798.893515 nChanged 477 SP:Iteration 11Q (22278.270000 sec): 3 clusters Score: Raw -3598984.992626 + Penalty 4995.610170 = -3593989.382456 nChanged 350 SP:Iteration 12Q (22278.360000 sec): 3 clusters Score: Raw -3599092.789707 + Penalty 4995.610170 = -3594097.179536 nChanged 263 SP:Iteration 13Q (22278.450000 sec): 3 clusters Score: Raw -3599165.298686 + Penalty 4995.610170 = -3594169.688516 nChanged 198 SP:Iteration 14Q (22278.540000 sec): 3 clusters Score: Raw -3599214.711002 + Penalty 4995.610170 = -3594219.100832 nChanged 162 SP:Iteration 15Q (22278.630000 sec): 3 clusters Score: Raw -3599258.885505 + Penalty 4995.610170 = -3594263.275335 nChanged 158 SP:Iteration 16Q (22278.710000 sec): 3 clusters Score: Raw -3599301.707866 + Penalty 4995.610170 = -3594306.097696 nChanged 150 SP:Iteration 17Q (22278.800000 sec): 3 clusters Score: Raw -3599338.704397 + Penalty 4995.610170 = -3594343.094227 nChanged 127 SP:Iteration 18Q (22278.890000 sec): 3 clusters Score: Raw -3599370.619612 + Penalty 4995.610170 = -3594375.009442 nChanged 127 SP:Iteration 19Q (22278.980000 sec): 3 clusters Score: Raw -3599402.661598 + Penalty 4995.610170 = -3594407.051427 nChanged 137 SP:Iteration 20F (22279.070000 sec): 3 clusters Score: Raw -3599438.661376 + Penalty 4995.610170 = -3594443.051206 nChanged 130 SP:Iteration 21Q (22279.160000 sec): 3 clusters Score: Raw -3599469.311873 + Penalty 4995.610170 = -3594473.701702 nChanged 105 SP:Iteration 22Q (22279.250000 sec): 3 clusters Score: Raw -3599499.821751 + Penalty 4995.610170 = -3594504.211580 nChanged 120 SP:Iteration 23Q (22279.330000 sec): 3 clusters Score: Raw -3599536.617323 + Penalty 4995.610170 = -3594541.007153 nChanged 123 SP:Iteration 24Q (22279.420000 sec): 3 clusters Score: Raw -3599575.619156 + Penalty 4995.610170 = -3594580.008986 nChanged 124 SP:Iteration 25Q (22279.510000 sec): 3 clusters Score: Raw -3599613.440562 + Penalty 4995.610170 = -3594617.830392 nChanged 137 SP:Iteration 26Q (22279.590000 sec): 3 clusters Score: Raw -3599660.323563 + Penalty 4995.610170 = -3594664.713393 nChanged 131 SP:Iteration 27Q (22279.680000 sec): 3 clusters Score: Raw -3599710.606427 + Penalty 4995.610170 = -3594714.996257 nChanged 129 SP:Iteration 28Q (22279.770000 sec): 3 clusters Score: Raw -3599759.249076 + Penalty 4995.610170 = -3594763.638906 nChanged 131 SP:Iteration 29Q (22279.850000 sec): 3 clusters Score: Raw -3599815.667644 + Penalty 4995.610170 = -3594820.057474 nChanged 140 SP:Iteration 30Q (22279.930000 sec): 3 clusters Score: Raw -3599873.738598 + Penalty 4995.610170 = -3594878.128428 nChanged 135 SP:Iteration 31Q (22280.010000 sec): 3 clusters Score: Raw -3599927.961944 + Penalty 4995.610170 = -3594932.351773 nChanged 126 SP:Iteration 32Q (22280.090000 sec): 3 clusters Score: Raw -3599975.934221 + Penalty 4995.610170 = -3594980.324050 nChanged 109 SP:Iteration 33Q (22280.170000 sec): 3 clusters Score: Raw -3600026.588067 + Penalty 4995.610170 = -3595030.977897 nChanged 112 SP:Iteration 34Q (22280.250000 sec): 3 clusters Score: Raw -3600079.620872 + Penalty 4995.610170 = -3595084.010702 nChanged 106 SP:Iteration 35Q (22280.330000 sec): 3 clusters Score: Raw -3600130.785211 + Penalty 4995.610170 = -3595135.175041 nChanged 101 SP:Iteration 36Q (22280.410000 sec): 3 clusters Score: Raw -3600177.602773 + Penalty 4995.610170 = -3595181.992602 nChanged 107 SP:Iteration 37Q (22280.490000 sec): 3 clusters Score: Raw -3600226.270244 + Penalty 4995.610170 = -3595230.660074 nChanged 88 SP:Iteration 38Q (22280.570000 sec): 3 clusters Score: Raw -3600266.424813 + Penalty 4995.610170 = -3595270.814643 nChanged 89 SP:Iteration 39Q (22280.650000 sec): 3 clusters Score: Raw -3600300.620500 + Penalty 4995.610170 = -3595305.010330 nChanged 70 SP:Iteration 40F (22280.740000 sec): 3 clusters Score: Raw -3600329.056996 + Penalty 4995.610170 = -3595333.446826 nChanged 62 SP:Iteration 41Q (22280.820000 sec): 3 clusters Score: Raw -3600349.210918 + Penalty 4995.610170 = -3595353.600748 nChanged 59 SP:Iteration 42Q (22280.890000 sec): 3 clusters Score: Raw -3600367.861011 + Penalty 4995.610170 = -3595372.250841 nChanged 44 SP:Iteration 43Q (22280.970000 sec): 3 clusters Score: Raw -3600381.608570 + Penalty 4995.610170 = -3595385.998400 nChanged 38 SP:Iteration 44Q (22281.050000 sec): 3 clusters Score: Raw -3600391.667543 + Penalty 4995.610170 = -3595396.057373 nChanged 27 SP:Iteration 45Q (22281.120000 sec): 3 clusters Score: Raw -3600397.561546 + Penalty 4995.610170 = -3595401.951376 nChanged 21 SP:Iteration 46Q (22281.200000 sec): 3 clusters Score: Raw -3600403.561196 + Penalty 4995.610170 = -3595407.951026 nChanged 20 SP:Iteration 47Q (22281.270000 sec): 3 clusters Score: Raw -3600408.063802 + Penalty 4995.610170 = -3595412.453632 nChanged 18 SP:Iteration 48Q (22281.350000 sec): 3 clusters Score: Raw -3600411.195780 + Penalty 4995.610170 = -3595415.585610 nChanged 10 SP:Iteration 49Q (22281.430000 sec): 3 clusters Score: Raw -3600413.517246 + Penalty 4995.610170 = -3595417.907075 nChanged 10 SP:Iteration 50Q (22281.500000 sec): 3 clusters Score: Raw -3600416.134324 + Penalty 4995.610170 = -3595420.524154 nChanged 14 SP:Iteration 51Q (22281.570000 sec): 3 clusters Score: Raw -3600419.662710 + Penalty 4995.610170 = -3595424.052540 nChanged 17 SP:Iteration 52Q (22281.650000 sec): 3 clusters Score: Raw -3600423.691857 + Penalty 4995.610170 = -3595428.081687 nChanged 20 SP:Iteration 53Q (22281.730000 sec): 3 clusters Score: Raw -3600429.545641 + Penalty 4995.610170 = -3595433.935470 nChanged 16 SP:Iteration 54Q (22281.800000 sec): 3 clusters Score: Raw -3600435.030263 + Penalty 4995.610170 = -3595439.420093 nChanged 23 SP:Iteration 55Q (22281.870000 sec): 3 clusters Score: Raw -3600441.573181 + Penalty 4995.610170 = -3595445.963010 nChanged 25 SP:Iteration 56Q (22281.950000 sec): 3 clusters Score: Raw -3600451.932414 + Penalty 4995.610170 = -3595456.322243 nChanged 21 SP:Iteration 57Q (22282.020000 sec): 3 clusters Score: Raw -3600463.506695 + Penalty 4995.610170 = -3595467.896525 nChanged 24 SP:Iteration 58Q (22282.090000 sec): 3 clusters Score: Raw -3600476.288007 + Penalty 4995.610170 = -3595480.677837 nChanged 29 SP:Iteration 59Q (22282.170000 sec): 3 clusters Score: Raw -3600493.602962 + Penalty 4995.610170 = -3595497.992792 nChanged 44 SP:Iteration 60F (22282.270000 sec): 3 clusters Score: Raw -3600526.609902 + Penalty 4995.610170 = -3595530.999732 nChanged 57 SP:Iteration 61Q (22282.340000 sec): 3 clusters Score: Raw -3600588.000747 + Penalty 4995.610170 = -3595592.390577 nChanged 77 SP:Iteration 62Q (22282.410000 sec): 3 clusters Score: Raw -3600675.595462 + Penalty 4995.610170 = -3595679.985292 nChanged 87 SP:Iteration 63Q (22282.490000 sec): 3 clusters Score: Raw -3600763.958390 + Penalty 4995.610170 = -3595768.348219 nChanged 81 SP:Iteration 64Q (22282.560000 sec): 3 clusters Score: Raw -3600805.047157 + Penalty 4995.610170 = -3595809.436987 nChanged 63 SP:Iteration 65Q (22282.630000 sec): 3 clusters Score: Raw -3600823.447156 + Penalty 4995.610170 = -3595827.836986 nChanged 40 SP:Iteration 66Q (22282.700000 sec): 3 clusters Score: Raw -3600835.169654 + Penalty 4995.610170 = -3595839.559484 nChanged 30 SP:Iteration 67Q (22282.770000 sec): 3 clusters Score: Raw -3600842.319670 + Penalty 4995.610170 = -3595846.709500 nChanged 16 SP:Iteration 68Q (22282.850000 sec): 3 clusters Score: Raw -3600845.575127 + Penalty 4995.610170 = -3595849.964957 nChanged 10 SP:Iteration 69Q (22282.920000 sec): 3 clusters Score: Raw -3600848.285793 + Penalty 4995.610170 = -3595852.675623 nChanged 9 SP:Iteration 70Q (22282.990000 sec): 3 clusters Score: Raw -3600850.334617 + Penalty 4995.610170 = -3595854.724447 nChanged 4 SP:Iteration 71Q (22283.070000 sec): 3 clusters Score: Raw -3600851.114298 + Penalty 4995.610170 = -3595855.504128 nChanged 6 SP:Iteration 72Q (22283.140000 sec): 3 clusters Score: Raw -3600852.284002 + Penalty 4995.610170 = -3595856.673832 nChanged 4 SP:Iteration 73Q (22283.210000 sec): 3 clusters Score: Raw -3600852.881036 + Penalty 4995.610170 = -3595857.270866 nChanged 1 SP:Iteration 74Q (22283.280000 sec): 3 clusters Score: Raw -3600853.167387 + Penalty 4995.610170 = -3595857.557217 nChanged 0 SP:Iteration 75F (22283.370000 sec): 3 clusters Score: Raw -3600853.167387 + Penalty 4995.610170 = -3595857.557217 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 16 (153110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22283.980000 sec): 2 clusters Score: Raw -24736332.541040 + Penalty 2960.850150 = -24733371.690890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22284.640000 sec): 3 clusters Score: Raw -24636670.178257 + Penalty 5921.700301 = -24630748.477956 nChanged 73314 SP:Iteration 1F (22285.290000 sec): 3 clusters Score: Raw -24679040.988939 + Penalty 5921.700301 = -24673119.288639 nChanged 4656 SP:Iteration 2Q (22285.980000 sec): 3 clusters Score: Raw -24680198.336632 + Penalty 5921.700301 = -24674276.636331 nChanged 5212 SP:Iteration 3Q (22286.660000 sec): 3 clusters Score: Raw -24681916.544893 + Penalty 5921.700301 = -24675994.844593 nChanged 6520 SP:Iteration 4Q (22287.330000 sec): 3 clusters Score: Raw -24684724.930952 + Penalty 5921.700301 = -24678803.230652 nChanged 8745 SP:Iteration 5F (22287.980000 sec): 3 clusters Score: Raw -24689793.205673 + Penalty 5921.700301 = -24683871.505373 nChanged 11549 SP:Iteration 6F (22288.630000 sec): 3 clusters Score: Raw -24698417.559652 + Penalty 5921.700301 = -24692495.859351 nChanged 13669 SP:Iteration 7F (22289.280000 sec): 3 clusters Score: Raw -24710799.414049 + Penalty 5921.700301 = -24704877.713748 nChanged 12778 SP:Iteration 8F (22289.920000 sec): 3 clusters Score: Raw -24723381.955219 + Penalty 5921.700301 = -24717460.254919 nChanged 8371 SP:Iteration 9F (22290.570000 sec): 3 clusters Score: Raw -24731609.738749 + Penalty 5921.700301 = -24725688.038449 nChanged 3678 SP:Iteration 10Q (22291.120000 sec): 3 clusters Score: Raw -24735060.405506 + Penalty 5921.700301 = -24729138.705206 nChanged 1159 SP:Iteration 11Q (22291.620000 sec): 3 clusters Score: Raw -24736160.043854 + Penalty 5921.700301 = -24730238.343553 nChanged 310 SP:Iteration 12Q (22292.100000 sec): 3 clusters Score: Raw -24736480.894066 + Penalty 5921.700301 = -24730559.193765 nChanged 120 SP:Iteration 13Q (22292.580000 sec): 3 clusters Score: Raw -24736610.717991 + Penalty 5921.700301 = -24730689.017690 nChanged 58 SP:Iteration 14Q (22293.040000 sec): 3 clusters Score: Raw -24736688.083303 + Penalty 5921.700301 = -24730766.383003 nChanged 44 SP:Iteration 15Q (22293.500000 sec): 3 clusters Score: Raw -24736732.737218 + Penalty 5921.700301 = -24730811.036917 nChanged 19 SP:Iteration 16Q (22293.960000 sec): 3 clusters Score: Raw -24736754.440821 + Penalty 5921.700301 = -24730832.740521 nChanged 19 SP:Iteration 17Q (22294.420000 sec): 3 clusters Score: Raw -24736771.365795 + Penalty 5921.700301 = -24730849.665495 nChanged 13 SP:Iteration 18Q (22294.880000 sec): 3 clusters Score: Raw -24736785.412229 + Penalty 5921.700301 = -24730863.711928 nChanged 11 SP:Iteration 19Q (22295.340000 sec): 3 clusters Score: Raw -24736799.034983 + Penalty 5921.700301 = -24730877.334683 nChanged 16 SP:Iteration 20F (22295.980000 sec): 3 clusters Score: Raw -24736812.065702 + Penalty 5921.700301 = -24730890.365401 nChanged 6 SP:Iteration 21Q (22296.440000 sec): 3 clusters Score: Raw -24736816.623471 + Penalty 5921.700301 = -24730894.923170 nChanged 7 SP:Iteration 22Q (22296.900000 sec): 3 clusters Score: Raw -24736822.557923 + Penalty 5921.700301 = -24730900.857622 nChanged 8 SP:Iteration 23Q (22297.360000 sec): 3 clusters Score: Raw -24736831.057500 + Penalty 5921.700301 = -24730909.357199 nChanged 3 SP:Iteration 24Q (22297.820000 sec): 3 clusters Score: Raw -24736833.816160 + Penalty 5921.700301 = -24730912.115859 nChanged 1 SP:Iteration 25Q (22298.280000 sec): 3 clusters Score: Raw -24736834.700680 + Penalty 5921.700301 = -24730913.000379 nChanged 1 SP:Iteration 26Q (22298.750000 sec): 3 clusters Score: Raw -24736835.791572 + Penalty 5921.700301 = -24730914.091271 nChanged 1 SP:Iteration 27Q (22299.220000 sec): 3 clusters Score: Raw -24736836.359347 + Penalty 5921.700301 = -24730914.659046 nChanged 0 SP:Iteration 28F (22299.860000 sec): 3 clusters Score: Raw -24736836.359347 + Penalty 5921.700301 = -24730914.659046 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 17 (3353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22299.960000 sec): 2 clusters Score: Raw -512524.710596 + Penalty 2013.167465 = -510511.543131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22299.980000 sec): 3 clusters Score: Raw -511030.058147 + Penalty 4026.334930 = -507003.723216 nChanged 1255 SP:Iteration 1F (22299.990000 sec): 3 clusters Score: Raw -511928.502034 + Penalty 4026.334930 = -507902.167104 nChanged 319 SP:Iteration 2F (22300.000000 sec): 3 clusters Score: Raw -512355.923443 + Penalty 4026.334930 = -508329.588513 nChanged 274 SP:Iteration 3F (22300.020000 sec): 3 clusters Score: Raw -512728.547479 + Penalty 4026.334930 = -508702.212548 nChanged 221 SP:Iteration 4F (22300.030000 sec): 3 clusters Score: Raw -513083.078863 + Penalty 4026.334930 = -509056.743932 nChanged 232 SP:Iteration 5F (22300.040000 sec): 3 clusters Score: Raw -513434.698372 + Penalty 4026.334930 = -509408.363442 nChanged 203 SP:Iteration 6F (22300.060000 sec): 3 clusters Score: Raw -513699.933208 + Penalty 4026.334930 = -509673.598278 nChanged 127 SP:Iteration 7Q (22300.070000 sec): 3 clusters Score: Raw -513825.309818 + Penalty 4026.334930 = -509798.974888 nChanged 73 SP:Iteration 8Q (22300.080000 sec): 3 clusters Score: Raw -513899.591757 + Penalty 4026.334930 = -509873.256827 nChanged 64 SP:Iteration 9Q (22300.090000 sec): 3 clusters Score: Raw -513935.875549 + Penalty 4026.334930 = -509909.540618 nChanged 33 SP:Iteration 10Q (22300.100000 sec): 3 clusters Score: Raw -513957.974600 + Penalty 4026.334930 = -509931.639670 nChanged 25 SP:Iteration 11Q (22300.120000 sec): 3 clusters Score: Raw -513973.905850 + Penalty 4026.334930 = -509947.570920 nChanged 18 SP:Iteration 12Q (22300.130000 sec): 3 clusters Score: Raw -513983.755486 + Penalty 4026.334930 = -509957.420556 nChanged 11 SP:Iteration 13Q (22300.140000 sec): 3 clusters Score: Raw -513988.383713 + Penalty 4026.334930 = -509962.048782 nChanged 2 SP:Iteration 14Q (22300.150000 sec): 3 clusters Score: Raw -513988.958225 + Penalty 4026.334930 = -509962.623295 nChanged 2 SP:Iteration 15Q (22300.160000 sec): 3 clusters Score: Raw -513989.622969 + Penalty 4026.334930 = -509963.288038 nChanged 1 SP:Iteration 16Q (22300.170000 sec): 3 clusters Score: Raw -513989.980827 + Penalty 4026.334930 = -509963.645897 nChanged 1 SP:Iteration 17Q (22300.180000 sec): 3 clusters Score: Raw -513990.196441 + Penalty 4026.334930 = -509963.861511 nChanged 2 SP:Iteration 18Q (22300.200000 sec): 3 clusters Score: Raw -513991.418696 + Penalty 4026.334930 = -509965.083765 nChanged 2 SP:Iteration 19Q (22300.210000 sec): 3 clusters Score: Raw -513992.012453 + Penalty 4026.334930 = -509965.677523 nChanged 2 SP:Iteration 20F (22300.220000 sec): 3 clusters Score: Raw -513992.503804 + Penalty 4026.334930 = -509966.168874 nChanged 3 SP:Iteration 21Q (22300.230000 sec): 3 clusters Score: Raw -513994.280546 + Penalty 4026.334930 = -509967.945616 nChanged 3 SP:Iteration 22Q (22300.240000 sec): 3 clusters Score: Raw -513996.909563 + Penalty 4026.334930 = -509970.574633 nChanged 3 SP:Iteration 23Q (22300.260000 sec): 3 clusters Score: Raw -513998.754610 + Penalty 4026.334930 = -509972.419679 nChanged 3 SP:Iteration 24Q (22300.270000 sec): 3 clusters Score: Raw -514000.617328 + Penalty 4026.334930 = -509974.282398 nChanged 5 SP:Iteration 25Q (22300.280000 sec): 3 clusters Score: Raw -514001.931643 + Penalty 4026.334930 = -509975.596713 nChanged 3 SP:Iteration 26Q (22300.290000 sec): 3 clusters Score: Raw -514003.089742 + Penalty 4026.334930 = -509976.754812 nChanged 2 SP:Iteration 27Q (22300.300000 sec): 3 clusters Score: Raw -514004.955974 + Penalty 4026.334930 = -509978.621044 nChanged 0 SP:Iteration 28F (22300.320000 sec): 3 clusters Score: Raw -514004.955974 + Penalty 4026.334930 = -509978.621044 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 18 (39907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22300.480000 sec): 2 clusters Score: Raw -6466070.765997 + Penalty 2627.388142 = -6463443.377855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22300.650000 sec): 3 clusters Score: Raw -6441650.306080 + Penalty 5254.776285 = -6436395.529795 nChanged 18252 SP:Iteration 1F (22300.810000 sec): 3 clusters Score: Raw -6451694.767284 + Penalty 5254.776285 = -6446439.990999 nChanged 1760 SP:Iteration 2Q (22300.980000 sec): 3 clusters Score: Raw -6452227.377394 + Penalty 5254.776285 = -6446972.601109 nChanged 1644 SP:Iteration 3Q (22301.140000 sec): 3 clusters Score: Raw -6452770.915958 + Penalty 5254.776285 = -6447516.139673 nChanged 1723 SP:Iteration 4Q (22301.310000 sec): 3 clusters Score: Raw -6453397.058511 + Penalty 5254.776285 = -6448142.282226 nChanged 1811 SP:Iteration 5Q (22301.480000 sec): 3 clusters Score: Raw -6454182.350156 + Penalty 5254.776285 = -6448927.573871 nChanged 2093 SP:Iteration 6F (22301.640000 sec): 3 clusters Score: Raw -6455250.937790 + Penalty 5254.776285 = -6449996.161506 nChanged 2353 SP:Iteration 7F (22301.800000 sec): 3 clusters Score: Raw -6456682.932060 + Penalty 5254.776285 = -6451428.155776 nChanged 2503 SP:Iteration 8F (22301.960000 sec): 3 clusters Score: Raw -6458495.987578 + Penalty 5254.776285 = -6453241.211293 nChanged 2601 SP:Iteration 9F (22302.130000 sec): 3 clusters Score: Raw -6460669.309125 + Penalty 5254.776285 = -6455414.532840 nChanged 2291 SP:Iteration 10F (22302.290000 sec): 3 clusters Score: Raw -6462814.333759 + Penalty 5254.776285 = -6457559.557474 nChanged 1646 SP:Iteration 11Q (22302.450000 sec): 3 clusters Score: Raw -6464389.415420 + Penalty 5254.776285 = -6459134.639135 nChanged 994 SP:Iteration 12Q (22302.600000 sec): 3 clusters Score: Raw -6465335.193404 + Penalty 5254.776285 = -6460080.417119 nChanged 578 SP:Iteration 13Q (22302.740000 sec): 3 clusters Score: Raw -6465848.789703 + Penalty 5254.776285 = -6460594.013419 nChanged 338 SP:Iteration 14Q (22302.880000 sec): 3 clusters Score: Raw -6466122.252584 + Penalty 5254.776285 = -6460867.476299 nChanged 201 SP:Iteration 15Q (22303.000000 sec): 3 clusters Score: Raw -6466271.003226 + Penalty 5254.776285 = -6461016.226941 nChanged 142 SP:Iteration 16Q (22303.120000 sec): 3 clusters Score: Raw -6466358.116556 + Penalty 5254.776285 = -6461103.340271 nChanged 90 SP:Iteration 17Q (22303.240000 sec): 3 clusters Score: Raw -6466412.559282 + Penalty 5254.776285 = -6461157.782998 nChanged 63 SP:Iteration 18Q (22303.360000 sec): 3 clusters Score: Raw -6466447.767786 + Penalty 5254.776285 = -6461192.991501 nChanged 52 SP:Iteration 19Q (22303.480000 sec): 3 clusters Score: Raw -6466474.169437 + Penalty 5254.776285 = -6461219.393152 nChanged 41 SP:Iteration 20F (22303.640000 sec): 3 clusters Score: Raw -6466496.150614 + Penalty 5254.776285 = -6461241.374329 nChanged 37 SP:Iteration 21Q (22303.760000 sec): 3 clusters Score: Raw -6466515.931292 + Penalty 5254.776285 = -6461261.155007 nChanged 24 SP:Iteration 22Q (22303.870000 sec): 3 clusters Score: Raw -6466528.890055 + Penalty 5254.776285 = -6461274.113770 nChanged 16 SP:Iteration 23Q (22303.990000 sec): 3 clusters Score: Raw -6466537.680218 + Penalty 5254.776285 = -6461282.903933 nChanged 12 SP:Iteration 24Q (22304.100000 sec): 3 clusters Score: Raw -6466544.225032 + Penalty 5254.776285 = -6461289.448747 nChanged 15 SP:Iteration 25Q (22304.220000 sec): 3 clusters Score: Raw -6466554.128891 + Penalty 5254.776285 = -6461299.352606 nChanged 17 SP:Iteration 26Q (22304.340000 sec): 3 clusters Score: Raw -6466562.489594 + Penalty 5254.776285 = -6461307.713309 nChanged 8 SP:Iteration 27Q (22304.450000 sec): 3 clusters Score: Raw -6466566.780662 + Penalty 5254.776285 = -6461312.004377 nChanged 8 SP:Iteration 28Q (22304.570000 sec): 3 clusters Score: Raw -6466571.108069 + Penalty 5254.776285 = -6461316.331784 nChanged 5 SP:Iteration 29Q (22304.690000 sec): 3 clusters Score: Raw -6466573.837729 + Penalty 5254.776285 = -6461319.061444 nChanged 5 SP:Iteration 30Q (22304.810000 sec): 3 clusters Score: Raw -6466575.936995 + Penalty 5254.776285 = -6461321.160710 nChanged 1 SP:Iteration 31Q (22304.930000 sec): 3 clusters Score: Raw -6466576.154356 + Penalty 5254.776285 = -6461321.378071 nChanged 0 SP:Iteration 32F (22305.090000 sec): 3 clusters Score: Raw -6466576.154356 + Penalty 5254.776285 = -6461321.378071 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 19 (487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22305.120000 sec): 2 clusters Score: Raw -75419.684463 + Penalty 1534.689503 = -73884.994960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22305.120000 sec): 3 clusters Score: Raw -75452.656030 + Penalty 3069.379005 = -72383.277024 nChanged 97 SP:Iteration 1F (22305.120000 sec): 3 clusters Score: Raw -75645.097484 + Penalty 3069.379005 = -72575.718479 nChanged 27 SP:Iteration 2F (22305.120000 sec): 3 clusters Score: Raw -75735.889186 + Penalty 3069.379005 = -72666.510181 nChanged 12 SP:Iteration 3Q (22305.120000 sec): 3 clusters Score: Raw -75765.446214 + Penalty 3069.379005 = -72696.067209 nChanged 4 SP:Iteration 4Q (22305.130000 sec): 3 clusters Score: Raw -75773.485069 + Penalty 3069.379005 = -72704.106064 nChanged 4 SP:Iteration 5Q (22305.130000 sec): 3 clusters Score: Raw -75780.175451 + Penalty 3069.379005 = -72710.796446 nChanged 2 SP:Iteration 6Q (22305.130000 sec): 3 clusters Score: Raw -75787.979133 + Penalty 3069.379005 = -72718.600128 nChanged 3 SP:Iteration 7Q (22305.130000 sec): 3 clusters Score: Raw -75800.548889 + Penalty 3069.379005 = -72731.169884 nChanged 4 SP:Iteration 8Q (22305.130000 sec): 3 clusters Score: Raw -75816.299792 + Penalty 3069.379005 = -72746.920787 nChanged 3 SP:Iteration 9Q (22305.140000 sec): 3 clusters Score: Raw -75823.582358 + Penalty 3069.379005 = -72754.203352 nChanged 2 SP:Iteration 10Q (22305.140000 sec): 3 clusters Score: Raw -75826.539887 + Penalty 3069.379005 = -72757.160882 nChanged 0 SP:Iteration 11F (22305.140000 sec): 3 clusters Score: Raw -75826.539887 + Penalty 3069.379005 = -72757.160882 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 20 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22305.140000 sec): 2 clusters Score: Raw -29177.225153 + Penalty 1348.643669 = -27828.581484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22305.150000 sec): 3 clusters Score: Raw -29652.730828 + Penalty 2697.287337 = -26955.443491 nChanged 38 SP:Iteration 1F (22305.150000 sec): 3 clusters Score: Raw -29907.521222 + Penalty 2697.287337 = -27210.233885 nChanged 10 SP:Iteration 2Q (22305.150000 sec): 3 clusters Score: Raw -29979.871753 + Penalty 2697.287337 = -27282.584416 nChanged 6 SP:Iteration 3Q (22305.150000 sec): 3 clusters Score: Raw -30016.482100 + Penalty 2697.287337 = -27319.194763 nChanged 3 SP:Iteration 4Q (22305.150000 sec): 3 clusters Score: Raw -30085.953891 + Penalty 2697.287337 = -27388.666554 nChanged 1 SP:Iteration 5Q (22305.150000 sec): 3 clusters Score: Raw -30087.679256 + Penalty 2697.287337 = -27390.391919 nChanged 0 SP:Iteration 6F (22305.150000 sec): 3 clusters Score: Raw -30087.679256 + Penalty 2697.287337 = -27390.391919 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 21 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22305.160000 sec): 2 clusters Score: Raw -19124.027027 + Penalty 1361.256556 = -17762.770471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22305.160000 sec): 3 clusters Score: Raw -19540.996850 + Penalty 2722.513112 = -16818.483737 nChanged 53 SP:Iteration 1F (22305.160000 sec): 3 clusters Score: Raw -19813.238735 + Penalty 2722.513112 = -17090.725623 nChanged 9 SP:Iteration 2Q (22305.160000 sec): 3 clusters Score: Raw -19904.192458 + Penalty 2722.513112 = -17181.679346 nChanged 10 SP:Iteration 3Q (22305.160000 sec): 3 clusters Score: Raw -20006.631914 + Penalty 2722.513112 = -17284.118802 nChanged 6 SP:Iteration 4Q (22305.160000 sec): 3 clusters Score: Raw -20095.870559 + Penalty 2722.513112 = -17373.357447 nChanged 3 SP:Iteration 5Q (22305.160000 sec): 3 clusters Score: Raw -20132.994873 + Penalty 2722.513112 = -17410.481761 nChanged 3 SP:Iteration 6Q (22305.160000 sec): 3 clusters Score: Raw -20157.975128 + Penalty 2722.513112 = -17435.462015 nChanged 3 SP:Iteration 7Q (22305.160000 sec): 3 clusters Score: Raw -20201.255018 + Penalty 2722.513112 = -17478.741906 nChanged 2 SP:Iteration 8Q (22305.160000 sec): 3 clusters Score: Raw -20229.813617 + Penalty 2722.513112 = -17507.300505 nChanged 3 SP:Iteration 9Q (22305.170000 sec): 3 clusters Score: Raw -20266.723739 + Penalty 2722.513112 = -17544.210627 nChanged 2 SP:Iteration 10Q (22305.170000 sec): 3 clusters Score: Raw -20281.353363 + Penalty 2722.513112 = -17558.840250 nChanged 2 SP:Iteration 11Q (22305.170000 sec): 3 clusters Score: Raw -20317.113156 + Penalty 2722.513112 = -17594.600043 nChanged 1 SP:Iteration 12Q (22305.170000 sec): 3 clusters Score: Raw -20322.941667 + Penalty 2722.513112 = -17600.428555 nChanged 2 SP:Iteration 13Q (22305.170000 sec): 3 clusters Score: Raw -20328.486501 + Penalty 2722.513112 = -17605.973389 nChanged 1 SP:Iteration 14Q (22305.170000 sec): 3 clusters Score: Raw -20334.153305 + Penalty 2722.513112 = -17611.640193 nChanged 1 SP:Iteration 15Q (22305.170000 sec): 3 clusters Score: Raw -20339.409962 + Penalty 2722.513112 = -17616.896850 nChanged 2 SP:Iteration 16Q (22305.170000 sec): 3 clusters Score: Raw -20344.611324 + Penalty 2722.513112 = -17622.098212 nChanged 0 SP:Iteration 17F (22305.170000 sec): 3 clusters Score: Raw -20345.887819 + Penalty 2722.513112 = -17623.374707 nChanged 1 SP:Iteration 18Q (22305.170000 sec): 3 clusters Score: Raw -20354.255076 + Penalty 2722.513112 = -17631.741964 nChanged 0 SP:Iteration 19F (22305.180000 sec): 3 clusters Score: Raw -20354.255076 + Penalty 2722.513112 = -17631.741964 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 22 (841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22305.180000 sec): 2 clusters Score: Raw -137290.615802 + Penalty 1670.178732 = -135620.437070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22305.180000 sec): 3 clusters Score: Raw -137131.865293 + Penalty 3340.357463 = -133791.507830 nChanged 215 SP:Iteration 1F (22305.190000 sec): 3 clusters Score: Raw -137418.925159 + Penalty 3340.357463 = -134078.567696 nChanged 48 SP:Iteration 2F (22305.190000 sec): 3 clusters Score: Raw -137493.598665 + Penalty 3340.357463 = -134153.241202 nChanged 23 SP:Iteration 3Q (22305.200000 sec): 3 clusters Score: Raw -137531.604579 + Penalty 3340.357463 = -134191.247115 nChanged 17 SP:Iteration 4Q (22305.200000 sec): 3 clusters Score: Raw -137554.765541 + Penalty 3340.357463 = -134214.408077 nChanged 7 SP:Iteration 5Q (22305.200000 sec): 3 clusters Score: Raw -137562.133852 + Penalty 3340.357463 = -134221.776389 nChanged 4 SP:Iteration 6Q (22305.200000 sec): 3 clusters Score: Raw -137566.968528 + Penalty 3340.357463 = -134226.611065 nChanged 3 SP:Iteration 7Q (22305.210000 sec): 3 clusters Score: Raw -137569.841538 + Penalty 3340.357463 = -134229.484074 nChanged 4 SP:Iteration 8Q (22305.210000 sec): 3 clusters Score: Raw -137575.851384 + Penalty 3340.357463 = -134235.493921 nChanged 1 SP:Iteration 9Q (22305.220000 sec): 3 clusters Score: Raw -137577.231602 + Penalty 3340.357463 = -134236.874139 nChanged 1 SP:Iteration 10Q (22305.220000 sec): 3 clusters Score: Raw -137578.452378 + Penalty 3340.357463 = -134238.094915 nChanged 2 SP:Iteration 11Q (22305.220000 sec): 3 clusters Score: Raw -137579.682739 + Penalty 3340.357463 = -134239.325275 nChanged 0 SP:Iteration 12F (22305.220000 sec): 3 clusters Score: Raw -137579.682739 + Penalty 3340.357463 = -134239.325275 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 23 (28532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22305.350000 sec): 2 clusters Score: Raw -4586507.853844 + Penalty 2544.177823 = -4583963.676021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22305.460000 sec): 3 clusters Score: Raw -4569369.904832 + Penalty 5088.355646 = -4564281.549187 nChanged 12859 SP:Iteration 1F (22305.580000 sec): 3 clusters Score: Raw -4576293.339354 + Penalty 5088.355646 = -4571204.983708 nChanged 1297 SP:Iteration 2Q (22305.700000 sec): 3 clusters Score: Raw -4576710.289543 + Penalty 5088.355646 = -4571621.933898 nChanged 1179 SP:Iteration 3Q (22305.820000 sec): 3 clusters Score: Raw -4577072.438500 + Penalty 5088.355646 = -4571984.082854 nChanged 1071 SP:Iteration 4Q (22305.940000 sec): 3 clusters Score: Raw -4577385.007257 + Penalty 5088.355646 = -4572296.651612 nChanged 1034 SP:Iteration 5Q (22306.060000 sec): 3 clusters Score: Raw -4577712.291595 + Penalty 5088.355646 = -4572623.935949 nChanged 1057 SP:Iteration 6Q (22306.170000 sec): 3 clusters Score: Raw -4578095.540700 + Penalty 5088.355646 = -4573007.185055 nChanged 1135 SP:Iteration 7Q (22306.290000 sec): 3 clusters Score: Raw -4578576.839674 + Penalty 5088.355646 = -4573488.484029 nChanged 1341 SP:Iteration 8Q (22306.400000 sec): 3 clusters Score: Raw -4579238.497262 + Penalty 5088.355646 = -4574150.141617 nChanged 1548 SP:Iteration 9F (22306.520000 sec): 3 clusters Score: Raw -4580128.420443 + Penalty 5088.355646 = -4575040.064798 nChanged 1703 SP:Iteration 10F (22306.640000 sec): 3 clusters Score: Raw -4581283.603104 + Penalty 5088.355646 = -4576195.247458 nChanged 1769 SP:Iteration 11F (22306.750000 sec): 3 clusters Score: Raw -4582616.463796 + Penalty 5088.355646 = -4577528.108150 nChanged 1635 SP:Iteration 12F (22306.870000 sec): 3 clusters Score: Raw -4583939.347646 + Penalty 5088.355646 = -4578850.992001 nChanged 1289 SP:Iteration 13Q (22306.980000 sec): 3 clusters Score: Raw -4585028.732262 + Penalty 5088.355646 = -4579940.376616 nChanged 849 SP:Iteration 14Q (22307.090000 sec): 3 clusters Score: Raw -4585762.745373 + Penalty 5088.355646 = -4580674.389728 nChanged 528 SP:Iteration 15Q (22307.200000 sec): 3 clusters Score: Raw -4586232.354286 + Penalty 5088.355646 = -4581143.998640 nChanged 278 SP:Iteration 16Q (22307.300000 sec): 3 clusters Score: Raw -4586489.345846 + Penalty 5088.355646 = -4581400.990201 nChanged 132 SP:Iteration 17Q (22307.400000 sec): 3 clusters Score: Raw -4586618.578618 + Penalty 5088.355646 = -4581530.222973 nChanged 72 SP:Iteration 18Q (22307.490000 sec): 3 clusters Score: Raw -4586690.607974 + Penalty 5088.355646 = -4581602.252328 nChanged 44 SP:Iteration 19Q (22307.580000 sec): 3 clusters Score: Raw -4586748.491317 + Penalty 5088.355646 = -4581660.135671 nChanged 28 SP:Iteration 20F (22307.690000 sec): 3 clusters Score: Raw -4586787.489719 + Penalty 5088.355646 = -4581699.134073 nChanged 24 SP:Iteration 21Q (22307.780000 sec): 3 clusters Score: Raw -4586819.437102 + Penalty 5088.355646 = -4581731.081457 nChanged 21 SP:Iteration 22Q (22307.870000 sec): 3 clusters Score: Raw -4586848.783537 + Penalty 5088.355646 = -4581760.427892 nChanged 12 SP:Iteration 23Q (22307.960000 sec): 3 clusters Score: Raw -4586861.321528 + Penalty 5088.355646 = -4581772.965882 nChanged 7 SP:Iteration 24Q (22308.040000 sec): 3 clusters Score: Raw -4586869.205731 + Penalty 5088.355646 = -4581780.850085 nChanged 2 SP:Iteration 25Q (22308.120000 sec): 3 clusters Score: Raw -4586869.947958 + Penalty 5088.355646 = -4581781.592313 nChanged 1 SP:Iteration 26Q (22308.210000 sec): 3 clusters Score: Raw -4586871.236917 + Penalty 5088.355646 = -4581782.881271 nChanged 1 SP:Iteration 27Q (22308.290000 sec): 3 clusters Score: Raw -4586873.514376 + Penalty 5088.355646 = -4581785.158731 nChanged 2 SP:Iteration 28Q (22308.380000 sec): 3 clusters Score: Raw -4586875.380461 + Penalty 5088.355646 = -4581787.024815 nChanged 3 SP:Iteration 29Q (22308.460000 sec): 3 clusters Score: Raw -4586877.145568 + Penalty 5088.355646 = -4581788.789922 nChanged 0 SP:Iteration 30F (22308.580000 sec): 3 clusters Score: Raw -4586877.145568 + Penalty 5088.355646 = -4581788.789922 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 24 (538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22308.600000 sec): 2 clusters Score: Raw -85148.195072 + Penalty 1559.388923 = -83588.806150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22308.600000 sec): 3 clusters Score: Raw -85154.455359 + Penalty 3118.777846 = -82035.677513 nChanged 91 SP:Iteration 1F (22308.600000 sec): 3 clusters Score: Raw -85331.224466 + Penalty 3118.777846 = -82212.446620 nChanged 30 SP:Iteration 2F (22308.610000 sec): 3 clusters Score: Raw -85402.610815 + Penalty 3118.777846 = -82283.832969 nChanged 15 SP:Iteration 3Q (22308.610000 sec): 3 clusters Score: Raw -85434.452706 + Penalty 3118.777846 = -82315.674860 nChanged 7 SP:Iteration 4Q (22308.610000 sec): 3 clusters Score: Raw -85463.626287 + Penalty 3118.777846 = -82344.848441 nChanged 5 SP:Iteration 5Q (22308.610000 sec): 3 clusters Score: Raw -85473.024246 + Penalty 3118.777846 = -82354.246400 nChanged 4 SP:Iteration 6Q (22308.620000 sec): 3 clusters Score: Raw -85481.181600 + Penalty 3118.777846 = -82362.403754 nChanged 1 SP:Iteration 7Q (22308.620000 sec): 3 clusters Score: Raw -85484.246105 + Penalty 3118.777846 = -82365.468259 nChanged 3 SP:Iteration 8Q (22308.620000 sec): 3 clusters Score: Raw -85490.556527 + Penalty 3118.777846 = -82371.778681 nChanged 4 SP:Iteration 9Q (22308.620000 sec): 3 clusters Score: Raw -85503.132780 + Penalty 3118.777846 = -82384.354934 nChanged 1 SP:Iteration 10Q (22308.620000 sec): 3 clusters Score: Raw -85506.118531 + Penalty 3118.777846 = -82387.340685 nChanged 0 SP:Iteration 11F (22308.630000 sec): 3 clusters Score: Raw -85506.118531 + Penalty 3118.777846 = -82387.340685 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 25 (14977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22308.690000 sec): 2 clusters Score: Raw -2390349.759556 + Penalty 2384.339201 = -2387965.420356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22308.750000 sec): 3 clusters Score: Raw -2381816.086673 + Penalty 4768.678401 = -2377047.408272 nChanged 6529 SP:Iteration 1F (22308.810000 sec): 3 clusters Score: Raw -2385363.601726 + Penalty 4768.678401 = -2380594.923325 nChanged 949 SP:Iteration 2F (22308.870000 sec): 3 clusters Score: Raw -2385797.258898 + Penalty 4768.678401 = -2381028.580497 nChanged 795 SP:Iteration 3F (22308.930000 sec): 3 clusters Score: Raw -2386179.355848 + Penalty 4768.678401 = -2381410.677447 nChanged 724 SP:Iteration 4Q (22308.990000 sec): 3 clusters Score: Raw -2386550.189643 + Penalty 4768.678401 = -2381781.511242 nChanged 740 SP:Iteration 5Q (22309.050000 sec): 3 clusters Score: Raw -2386955.208336 + Penalty 4768.678401 = -2382186.529935 nChanged 706 SP:Iteration 6Q (22309.110000 sec): 3 clusters Score: Raw -2387361.417950 + Penalty 4768.678401 = -2382592.739549 nChanged 684 SP:Iteration 7Q (22309.170000 sec): 3 clusters Score: Raw -2387748.702739 + Penalty 4768.678401 = -2382980.024338 nChanged 683 SP:Iteration 8Q (22309.220000 sec): 3 clusters Score: Raw -2388138.413076 + Penalty 4768.678401 = -2383369.734675 nChanged 638 SP:Iteration 9Q (22309.280000 sec): 3 clusters Score: Raw -2388500.019589 + Penalty 4768.678401 = -2383731.341187 nChanged 589 SP:Iteration 10Q (22309.340000 sec): 3 clusters Score: Raw -2388803.099111 + Penalty 4768.678401 = -2384034.420710 nChanged 498 SP:Iteration 11Q (22309.400000 sec): 3 clusters Score: Raw -2389021.271155 + Penalty 4768.678401 = -2384252.592753 nChanged 400 SP:Iteration 12Q (22309.460000 sec): 3 clusters Score: Raw -2389157.538091 + Penalty 4768.678401 = -2384388.859690 nChanged 308 SP:Iteration 13Q (22309.520000 sec): 3 clusters Score: Raw -2389247.825527 + Penalty 4768.678401 = -2384479.147126 nChanged 220 SP:Iteration 14Q (22309.570000 sec): 3 clusters Score: Raw -2389298.488209 + Penalty 4768.678401 = -2384529.809807 nChanged 165 SP:Iteration 15Q (22309.630000 sec): 3 clusters Score: Raw -2389331.705019 + Penalty 4768.678401 = -2384563.026618 nChanged 110 SP:Iteration 16Q (22309.690000 sec): 3 clusters Score: Raw -2389347.199274 + Penalty 4768.678401 = -2384578.520873 nChanged 76 SP:Iteration 17Q (22309.740000 sec): 3 clusters Score: Raw -2389357.820697 + Penalty 4768.678401 = -2384589.142296 nChanged 62 SP:Iteration 18Q (22309.800000 sec): 3 clusters Score: Raw -2389366.843158 + Penalty 4768.678401 = -2384598.164757 nChanged 54 SP:Iteration 19Q (22309.860000 sec): 3 clusters Score: Raw -2389373.917485 + Penalty 4768.678401 = -2384605.239084 nChanged 35 SP:Iteration 20F (22309.920000 sec): 3 clusters Score: Raw -2389377.507389 + Penalty 4768.678401 = -2384608.828988 nChanged 25 SP:Iteration 21Q (22309.980000 sec): 3 clusters Score: Raw -2389380.073243 + Penalty 4768.678401 = -2384611.394842 nChanged 21 SP:Iteration 22Q (22310.040000 sec): 3 clusters Score: Raw -2389382.474405 + Penalty 4768.678401 = -2384613.796004 nChanged 25 SP:Iteration 23Q (22310.090000 sec): 3 clusters Score: Raw -2389385.347620 + Penalty 4768.678401 = -2384616.669218 nChanged 16 SP:Iteration 24Q (22310.150000 sec): 3 clusters Score: Raw -2389387.286251 + Penalty 4768.678401 = -2384618.607849 nChanged 16 SP:Iteration 25Q (22310.210000 sec): 3 clusters Score: Raw -2389388.915636 + Penalty 4768.678401 = -2384620.237234 nChanged 12 SP:Iteration 26Q (22310.260000 sec): 3 clusters Score: Raw -2389389.891983 + Penalty 4768.678401 = -2384621.213581 nChanged 11 SP:Iteration 27Q (22310.320000 sec): 3 clusters Score: Raw -2389390.748254 + Penalty 4768.678401 = -2384622.069853 nChanged 9 SP:Iteration 28Q (22310.380000 sec): 3 clusters Score: Raw -2389391.565642 + Penalty 4768.678401 = -2384622.887241 nChanged 10 SP:Iteration 29Q (22310.440000 sec): 3 clusters Score: Raw -2389392.744671 + Penalty 4768.678401 = -2384624.066270 nChanged 10 SP:Iteration 30Q (22310.490000 sec): 3 clusters Score: Raw -2389393.740895 + Penalty 4768.678401 = -2384625.062494 nChanged 11 SP:Iteration 31Q (22310.550000 sec): 3 clusters Score: Raw -2389394.584788 + Penalty 4768.678401 = -2384625.906387 nChanged 6 SP:Iteration 32Q (22310.610000 sec): 3 clusters Score: Raw -2389395.069292 + Penalty 4768.678401 = -2384626.390891 nChanged 7 SP:Iteration 33Q (22310.670000 sec): 3 clusters Score: Raw -2389395.902417 + Penalty 4768.678401 = -2384627.224016 nChanged 13 SP:Iteration 34Q (22310.720000 sec): 3 clusters Score: Raw -2389397.033718 + Penalty 4768.678401 = -2384628.355317 nChanged 8 SP:Iteration 35Q (22310.780000 sec): 3 clusters Score: Raw -2389397.576046 + Penalty 4768.678401 = -2384628.897645 nChanged 7 SP:Iteration 36Q (22310.840000 sec): 3 clusters Score: Raw -2389398.274684 + Penalty 4768.678401 = -2384629.596283 nChanged 9 SP:Iteration 37Q (22310.900000 sec): 3 clusters Score: Raw -2389399.093069 + Penalty 4768.678401 = -2384630.414668 nChanged 9 SP:Iteration 38Q (22310.960000 sec): 3 clusters Score: Raw -2389399.790164 + Penalty 4768.678401 = -2384631.111763 nChanged 4 SP:Iteration 39Q (22311.020000 sec): 3 clusters Score: Raw -2389399.959406 + Penalty 4768.678401 = -2384631.281004 nChanged 1 SP:Iteration 40F (22311.080000 sec): 3 clusters Score: Raw -2389400.072957 + Penalty 4768.678401 = -2384631.394556 nChanged 2 SP:Iteration 41Q (22311.140000 sec): 3 clusters Score: Raw -2389400.196546 + Penalty 4768.678401 = -2384631.518145 nChanged 0 SP:Iteration 42F (22311.200000 sec): 3 clusters Score: Raw -2389400.196546 + Penalty 4768.678401 = -2384631.518145 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 26 (102721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22311.610000 sec): 2 clusters Score: Raw -16515826.267953 + Penalty 2861.863420 = -16512964.404534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22312.050000 sec): 3 clusters Score: Raw -16450036.275662 + Penalty 5723.726840 = -16444312.548822 nChanged 48594 SP:Iteration 1F (22312.490000 sec): 3 clusters Score: Raw -16477801.341376 + Penalty 5723.726840 = -16472077.614536 nChanged 4085 SP:Iteration 2Q (22312.940000 sec): 3 clusters Score: Raw -16479192.139889 + Penalty 5723.726840 = -16473468.413049 nChanged 5101 SP:Iteration 3Q (22313.390000 sec): 3 clusters Score: Raw -16481516.729848 + Penalty 5723.726840 = -16475793.003008 nChanged 6517 SP:Iteration 4F (22313.820000 sec): 3 clusters Score: Raw -16485370.896906 + Penalty 5723.726840 = -16479647.170066 nChanged 7821 SP:Iteration 5F (22314.260000 sec): 3 clusters Score: Raw -16491025.003947 + Penalty 5723.726840 = -16485301.277107 nChanged 8297 SP:Iteration 6F (22314.700000 sec): 3 clusters Score: Raw -16497636.576770 + Penalty 5723.726840 = -16491912.849931 nChanged 7242 SP:Iteration 7F (22315.140000 sec): 3 clusters Score: Raw -16503431.243658 + Penalty 5723.726840 = -16497707.516819 nChanged 5394 SP:Iteration 8F (22315.570000 sec): 3 clusters Score: Raw -16507645.798042 + Penalty 5723.726840 = -16501922.071203 nChanged 3704 SP:Iteration 9Q (22316.010000 sec): 3 clusters Score: Raw -16510599.668622 + Penalty 5723.726840 = -16504875.941783 nChanged 2532 SP:Iteration 10Q (22316.440000 sec): 3 clusters Score: Raw -16512411.986929 + Penalty 5723.726840 = -16506688.260090 nChanged 1785 SP:Iteration 11Q (22316.840000 sec): 3 clusters Score: Raw -16513511.744633 + Penalty 5723.726840 = -16507788.017793 nChanged 1288 SP:Iteration 12Q (22317.220000 sec): 3 clusters Score: Raw -16514146.715904 + Penalty 5723.726840 = -16508422.989064 nChanged 930 SP:Iteration 13Q (22317.590000 sec): 3 clusters Score: Raw -16514539.827976 + Penalty 5723.726840 = -16508816.101136 nChanged 752 SP:Iteration 14Q (22317.960000 sec): 3 clusters Score: Raw -16514814.398012 + Penalty 5723.726840 = -16509090.671173 nChanged 610 SP:Iteration 15Q (22318.310000 sec): 3 clusters Score: Raw -16515018.031721 + Penalty 5723.726840 = -16509294.304881 nChanged 586 SP:Iteration 16Q (22318.670000 sec): 3 clusters Score: Raw -16515218.595838 + Penalty 5723.726840 = -16509494.868998 nChanged 543 SP:Iteration 17Q (22319.020000 sec): 3 clusters Score: Raw -16515379.101790 + Penalty 5723.726840 = -16509655.374950 nChanged 471 SP:Iteration 18Q (22319.370000 sec): 3 clusters Score: Raw -16515512.988947 + Penalty 5723.726840 = -16509789.262107 nChanged 435 SP:Iteration 19Q (22319.710000 sec): 3 clusters Score: Raw -16515630.465884 + Penalty 5723.726840 = -16509906.739044 nChanged 389 SP:Iteration 20F (22320.140000 sec): 3 clusters Score: Raw -16515726.723102 + Penalty 5723.726840 = -16510002.996263 nChanged 341 SP:Iteration 21Q (22320.480000 sec): 3 clusters Score: Raw -16515804.956886 + Penalty 5723.726840 = -16510081.230046 nChanged 287 SP:Iteration 22Q (22320.820000 sec): 3 clusters Score: Raw -16515864.938227 + Penalty 5723.726840 = -16510141.211387 nChanged 279 SP:Iteration 23Q (22321.160000 sec): 3 clusters Score: Raw -16515926.217364 + Penalty 5723.726840 = -16510202.490525 nChanged 228 SP:Iteration 24Q (22321.500000 sec): 3 clusters Score: Raw -16515971.871158 + Penalty 5723.726840 = -16510248.144318 nChanged 225 SP:Iteration 25Q (22321.840000 sec): 3 clusters Score: Raw -16516020.500090 + Penalty 5723.726840 = -16510296.773251 nChanged 215 SP:Iteration 26Q (22322.170000 sec): 3 clusters Score: Raw -16516069.910247 + Penalty 5723.726840 = -16510346.183407 nChanged 218 SP:Iteration 27Q (22322.500000 sec): 3 clusters Score: Raw -16516120.966794 + Penalty 5723.726840 = -16510397.239955 nChanged 198 SP:Iteration 28Q (22322.830000 sec): 3 clusters Score: Raw -16516166.792605 + Penalty 5723.726840 = -16510443.065766 nChanged 181 SP:Iteration 29Q (22323.160000 sec): 3 clusters Score: Raw -16516208.408366 + Penalty 5723.726840 = -16510484.681526 nChanged 156 SP:Iteration 30Q (22323.490000 sec): 3 clusters Score: Raw -16516242.520080 + Penalty 5723.726840 = -16510518.793240 nChanged 128 SP:Iteration 31Q (22323.820000 sec): 3 clusters Score: Raw -16516268.137830 + Penalty 5723.726840 = -16510544.410991 nChanged 107 SP:Iteration 32Q (22324.150000 sec): 3 clusters Score: Raw -16516287.657396 + Penalty 5723.726840 = -16510563.930556 nChanged 90 SP:Iteration 33Q (22324.480000 sec): 3 clusters Score: Raw -16516300.425335 + Penalty 5723.726840 = -16510576.698495 nChanged 65 SP:Iteration 34Q (22324.810000 sec): 3 clusters Score: Raw -16516309.711699 + Penalty 5723.726840 = -16510585.984859 nChanged 63 SP:Iteration 35Q (22325.140000 sec): 3 clusters Score: Raw -16516319.715322 + Penalty 5723.726840 = -16510595.988483 nChanged 64 SP:Iteration 36Q (22325.460000 sec): 3 clusters Score: Raw -16516330.491181 + Penalty 5723.726840 = -16510606.764341 nChanged 58 SP:Iteration 37Q (22325.790000 sec): 3 clusters Score: Raw -16516340.337564 + Penalty 5723.726840 = -16510616.610724 nChanged 67 SP:Iteration 38Q (22326.120000 sec): 3 clusters Score: Raw -16516350.400270 + Penalty 5723.726840 = -16510626.673431 nChanged 64 SP:Iteration 39Q (22326.450000 sec): 3 clusters Score: Raw -16516359.011927 + Penalty 5723.726840 = -16510635.285088 nChanged 44 SP:Iteration 40F (22326.880000 sec): 3 clusters Score: Raw -16516364.996809 + Penalty 5723.726840 = -16510641.269969 nChanged 57 SP:Iteration 41Q (22327.210000 sec): 3 clusters Score: Raw -16516374.199605 + Penalty 5723.726840 = -16510650.472765 nChanged 63 SP:Iteration 42Q (22327.530000 sec): 3 clusters Score: Raw -16516384.083850 + Penalty 5723.726840 = -16510660.357011 nChanged 54 SP:Iteration 43Q (22327.850000 sec): 3 clusters Score: Raw -16516391.807432 + Penalty 5723.726840 = -16510668.080592 nChanged 42 SP:Iteration 44Q (22328.180000 sec): 3 clusters Score: Raw -16516397.399411 + Penalty 5723.726840 = -16510673.672571 nChanged 36 SP:Iteration 45Q (22328.500000 sec): 3 clusters Score: Raw -16516402.767114 + Penalty 5723.726840 = -16510679.040275 nChanged 34 SP:Iteration 46Q (22328.830000 sec): 3 clusters Score: Raw -16516407.507035 + Penalty 5723.726840 = -16510683.780195 nChanged 32 SP:Iteration 47Q (22329.150000 sec): 3 clusters Score: Raw -16516412.067361 + Penalty 5723.726840 = -16510688.340521 nChanged 26 SP:Iteration 48Q (22329.470000 sec): 3 clusters Score: Raw -16516415.610983 + Penalty 5723.726840 = -16510691.884143 nChanged 23 SP:Iteration 49Q (22329.800000 sec): 3 clusters Score: Raw -16516418.309543 + Penalty 5723.726840 = -16510694.582703 nChanged 21 SP:Iteration 50Q (22330.120000 sec): 3 clusters Score: Raw -16516421.296308 + Penalty 5723.726840 = -16510697.569468 nChanged 24 SP:Iteration 51Q (22330.450000 sec): 3 clusters Score: Raw -16516424.880106 + Penalty 5723.726840 = -16510701.153266 nChanged 34 SP:Iteration 52Q (22330.780000 sec): 3 clusters Score: Raw -16516429.728179 + Penalty 5723.726840 = -16510706.001340 nChanged 26 SP:Iteration 53Q (22331.110000 sec): 3 clusters Score: Raw -16516432.986752 + Penalty 5723.726840 = -16510709.259913 nChanged 29 SP:Iteration 54Q (22331.430000 sec): 3 clusters Score: Raw -16516437.374478 + Penalty 5723.726840 = -16510713.647639 nChanged 30 SP:Iteration 55Q (22331.750000 sec): 3 clusters Score: Raw -16516441.775535 + Penalty 5723.726840 = -16510718.048696 nChanged 28 SP:Iteration 56Q (22332.070000 sec): 3 clusters Score: Raw -16516445.805938 + Penalty 5723.726840 = -16510722.079099 nChanged 26 SP:Iteration 57Q (22332.390000 sec): 3 clusters Score: Raw -16516449.819741 + Penalty 5723.726840 = -16510726.092901 nChanged 25 SP:Iteration 58Q (22332.710000 sec): 3 clusters Score: Raw -16516453.997748 + Penalty 5723.726840 = -16510730.270908 nChanged 29 SP:Iteration 59Q (22333.040000 sec): 3 clusters Score: Raw -16516458.185644 + Penalty 5723.726840 = -16510734.458805 nChanged 23 SP:Iteration 60F (22333.470000 sec): 3 clusters Score: Raw -16516461.192788 + Penalty 5723.726840 = -16510737.465949 nChanged 13 SP:Iteration 61Q (22333.790000 sec): 3 clusters Score: Raw -16516462.421091 + Penalty 5723.726840 = -16510738.694252 nChanged 8 SP:Iteration 62Q (22334.110000 sec): 3 clusters Score: Raw -16516463.937904 + Penalty 5723.726840 = -16510740.211064 nChanged 11 SP:Iteration 63Q (22334.430000 sec): 3 clusters Score: Raw -16516465.575025 + Penalty 5723.726840 = -16510741.848185 nChanged 10 SP:Iteration 64Q (22334.760000 sec): 3 clusters Score: Raw -16516466.813888 + Penalty 5723.726840 = -16510743.087048 nChanged 11 SP:Iteration 65Q (22335.080000 sec): 3 clusters Score: Raw -16516467.805527 + Penalty 5723.726840 = -16510744.078687 nChanged 7 SP:Iteration 66Q (22335.400000 sec): 3 clusters Score: Raw -16516468.424920 + Penalty 5723.726840 = -16510744.698081 nChanged 10 SP:Iteration 67Q (22335.720000 sec): 3 clusters Score: Raw -16516469.936037 + Penalty 5723.726840 = -16510746.209197 nChanged 19 SP:Iteration 68Q (22336.040000 sec): 3 clusters Score: Raw -16516471.903136 + Penalty 5723.726840 = -16510748.176297 nChanged 12 SP:Iteration 69Q (22336.360000 sec): 3 clusters Score: Raw -16516472.962795 + Penalty 5723.726840 = -16510749.235955 nChanged 11 SP:Iteration 70Q (22336.690000 sec): 3 clusters Score: Raw -16516474.104621 + Penalty 5723.726840 = -16510750.377781 nChanged 9 SP:Iteration 71Q (22337.010000 sec): 3 clusters Score: Raw -16516475.341790 + Penalty 5723.726840 = -16510751.614950 nChanged 9 SP:Iteration 72Q (22337.320000 sec): 3 clusters Score: Raw -16516476.382142 + Penalty 5723.726840 = -16510752.655303 nChanged 11 SP:Iteration 73Q (22337.640000 sec): 3 clusters Score: Raw -16516477.738403 + Penalty 5723.726840 = -16510754.011564 nChanged 10 SP:Iteration 74Q (22337.960000 sec): 3 clusters Score: Raw -16516478.766192 + Penalty 5723.726840 = -16510755.039352 nChanged 8 SP:Iteration 75Q (22338.280000 sec): 3 clusters Score: Raw -16516479.870893 + Penalty 5723.726840 = -16510756.144053 nChanged 10 SP:Iteration 76Q (22338.600000 sec): 3 clusters Score: Raw -16516480.673034 + Penalty 5723.726840 = -16510756.946195 nChanged 8 SP:Iteration 77Q (22338.920000 sec): 3 clusters Score: Raw -16516481.665503 + Penalty 5723.726840 = -16510757.938664 nChanged 12 SP:Iteration 78Q (22339.240000 sec): 3 clusters Score: Raw -16516482.753425 + Penalty 5723.726840 = -16510759.026585 nChanged 11 SP:Iteration 79Q (22339.560000 sec): 3 clusters Score: Raw -16516483.849255 + Penalty 5723.726840 = -16510760.122415 nChanged 10 SP:Iteration 80F (22339.990000 sec): 3 clusters Score: Raw -16516484.880876 + Penalty 5723.726840 = -16510761.154036 nChanged 12 SP:Iteration 81Q (22340.310000 sec): 3 clusters Score: Raw -16516486.108485 + Penalty 5723.726840 = -16510762.381645 nChanged 6 SP:Iteration 82Q (22340.630000 sec): 3 clusters Score: Raw -16516486.664066 + Penalty 5723.726840 = -16510762.937226 nChanged 6 SP:Iteration 83Q (22340.950000 sec): 3 clusters Score: Raw -16516487.051787 + Penalty 5723.726840 = -16510763.324947 nChanged 4 SP:Iteration 84Q (22341.270000 sec): 3 clusters Score: Raw -16516487.454930 + Penalty 5723.726840 = -16510763.728091 nChanged 4 SP:Iteration 85Q (22341.580000 sec): 3 clusters Score: Raw -16516488.157530 + Penalty 5723.726840 = -16510764.430690 nChanged 4 SP:Iteration 86Q (22341.900000 sec): 3 clusters Score: Raw -16516488.660805 + Penalty 5723.726840 = -16510764.933966 nChanged 3 SP:Iteration 87Q (22342.220000 sec): 3 clusters Score: Raw -16516488.910953 + Penalty 5723.726840 = -16510765.184114 nChanged 1 SP:Iteration 88Q (22342.540000 sec): 3 clusters Score: Raw -16516488.934285 + Penalty 5723.726840 = -16510765.207445 nChanged 0 SP:Iteration 89F (22342.980000 sec): 3 clusters Score: Raw -16516488.934285 + Penalty 5723.726840 = -16510765.207445 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 27 (9744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22343.070000 sec): 2 clusters Score: Raw -1503744.004304 + Penalty 2277.732934 = -1501466.271371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22343.110000 sec): 3 clusters Score: Raw -1498580.006568 + Penalty 4555.465867 = -1494024.540701 nChanged 3992 SP:Iteration 1F (22343.150000 sec): 3 clusters Score: Raw -1500727.841666 + Penalty 4555.465867 = -1496172.375799 nChanged 694 SP:Iteration 2F (22343.180000 sec): 3 clusters Score: Raw -1501130.247337 + Penalty 4555.465867 = -1496574.781470 nChanged 562 SP:Iteration 3F (22343.220000 sec): 3 clusters Score: Raw -1501472.984474 + Penalty 4555.465867 = -1496917.518607 nChanged 490 SP:Iteration 4F (22343.260000 sec): 3 clusters Score: Raw -1501808.101558 + Penalty 4555.465867 = -1497252.635691 nChanged 453 SP:Iteration 5Q (22343.300000 sec): 3 clusters Score: Raw -1502110.136897 + Penalty 4555.465867 = -1497554.671030 nChanged 452 SP:Iteration 6Q (22343.340000 sec): 3 clusters Score: Raw -1502393.312177 + Penalty 4555.465867 = -1497837.846310 nChanged 413 SP:Iteration 7Q (22343.380000 sec): 3 clusters Score: Raw -1502664.155882 + Penalty 4555.465867 = -1498108.690015 nChanged 408 SP:Iteration 8Q (22343.420000 sec): 3 clusters Score: Raw -1502944.767939 + Penalty 4555.465867 = -1498389.302072 nChanged 413 SP:Iteration 9Q (22343.450000 sec): 3 clusters Score: Raw -1503301.440790 + Penalty 4555.465867 = -1498745.974923 nChanged 458 SP:Iteration 10Q (22343.490000 sec): 3 clusters Score: Raw -1503718.111646 + Penalty 4555.465867 = -1499162.645779 nChanged 379 SP:Iteration 11Q (22343.530000 sec): 3 clusters Score: Raw -1504095.389682 + Penalty 4555.465867 = -1499539.923815 nChanged 354 SP:Iteration 12Q (22343.560000 sec): 3 clusters Score: Raw -1504490.947605 + Penalty 4555.465867 = -1499935.481738 nChanged 324 SP:Iteration 13Q (22343.600000 sec): 3 clusters Score: Raw -1504787.011746 + Penalty 4555.465867 = -1500231.545879 nChanged 259 SP:Iteration 14Q (22343.630000 sec): 3 clusters Score: Raw -1504959.396408 + Penalty 4555.465867 = -1500403.930541 nChanged 175 SP:Iteration 15Q (22343.670000 sec): 3 clusters Score: Raw -1505048.809861 + Penalty 4555.465867 = -1500493.343994 nChanged 126 SP:Iteration 16Q (22343.700000 sec): 3 clusters Score: Raw -1505098.685475 + Penalty 4555.465867 = -1500543.219608 nChanged 94 SP:Iteration 17Q (22343.730000 sec): 3 clusters Score: Raw -1505125.970387 + Penalty 4555.465867 = -1500570.504520 nChanged 60 SP:Iteration 18Q (22343.770000 sec): 3 clusters Score: Raw -1505143.608206 + Penalty 4555.465867 = -1500588.142339 nChanged 51 SP:Iteration 19Q (22343.800000 sec): 3 clusters Score: Raw -1505157.693072 + Penalty 4555.465867 = -1500602.227205 nChanged 57 SP:Iteration 20F (22343.840000 sec): 3 clusters Score: Raw -1505173.225392 + Penalty 4555.465867 = -1500617.759525 nChanged 43 SP:Iteration 21Q (22343.870000 sec): 3 clusters Score: Raw -1505182.066877 + Penalty 4555.465867 = -1500626.601010 nChanged 37 SP:Iteration 22Q (22343.910000 sec): 3 clusters Score: Raw -1505189.883980 + Penalty 4555.465867 = -1500634.418113 nChanged 28 SP:Iteration 23Q (22343.940000 sec): 3 clusters Score: Raw -1505196.645759 + Penalty 4555.465867 = -1500641.179892 nChanged 18 SP:Iteration 24Q (22343.970000 sec): 3 clusters Score: Raw -1505199.460308 + Penalty 4555.465867 = -1500643.994441 nChanged 9 SP:Iteration 25Q (22344.010000 sec): 3 clusters Score: Raw -1505201.497353 + Penalty 4555.465867 = -1500646.031486 nChanged 10 SP:Iteration 26Q (22344.040000 sec): 3 clusters Score: Raw -1505203.462956 + Penalty 4555.465867 = -1500647.997089 nChanged 9 SP:Iteration 27Q (22344.070000 sec): 3 clusters Score: Raw -1505204.895240 + Penalty 4555.465867 = -1500649.429373 nChanged 9 SP:Iteration 28Q (22344.110000 sec): 3 clusters Score: Raw -1505206.174660 + Penalty 4555.465867 = -1500650.708793 nChanged 2 SP:Iteration 29Q (22344.140000 sec): 3 clusters Score: Raw -1505206.407342 + Penalty 4555.465867 = -1500650.941475 nChanged 4 SP:Iteration 30Q (22344.180000 sec): 3 clusters Score: Raw -1505207.274858 + Penalty 4555.465867 = -1500651.808991 nChanged 7 SP:Iteration 31Q (22344.210000 sec): 3 clusters Score: Raw -1505208.483303 + Penalty 4555.465867 = -1500653.017436 nChanged 4 SP:Iteration 32Q (22344.250000 sec): 3 clusters Score: Raw -1505209.024664 + Penalty 4555.465867 = -1500653.558797 nChanged 4 SP:Iteration 33Q (22344.280000 sec): 3 clusters Score: Raw -1505209.581772 + Penalty 4555.465867 = -1500654.115905 nChanged 6 SP:Iteration 34Q (22344.320000 sec): 3 clusters Score: Raw -1505210.886887 + Penalty 4555.465867 = -1500655.421020 nChanged 5 SP:Iteration 35Q (22344.350000 sec): 3 clusters Score: Raw -1505211.539145 + Penalty 4555.465867 = -1500656.073278 nChanged 5 SP:Iteration 36Q (22344.380000 sec): 3 clusters Score: Raw -1505212.199416 + Penalty 4555.465867 = -1500656.733549 nChanged 5 SP:Iteration 37Q (22344.410000 sec): 3 clusters Score: Raw -1505212.919438 + Penalty 4555.465867 = -1500657.453571 nChanged 7 SP:Iteration 38Q (22344.450000 sec): 3 clusters Score: Raw -1505214.099400 + Penalty 4555.465867 = -1500658.633533 nChanged 7 SP:Iteration 39Q (22344.480000 sec): 3 clusters Score: Raw -1505215.432763 + Penalty 4555.465867 = -1500659.966896 nChanged 7 SP:Iteration 40F (22344.520000 sec): 3 clusters Score: Raw -1505216.569098 + Penalty 4555.465867 = -1500661.103231 nChanged 7 SP:Iteration 41Q (22344.550000 sec): 3 clusters Score: Raw -1505217.414893 + Penalty 4555.465867 = -1500661.949026 nChanged 0 SP:Iteration 42F (22344.590000 sec): 3 clusters Score: Raw -1505217.414893 + Penalty 4555.465867 = -1500661.949026 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 28 (15704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22344.660000 sec): 2 clusters Score: Raw -2521005.277837 + Penalty 2396.094343 = -2518609.183494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22344.720000 sec): 3 clusters Score: Raw -2512159.050366 + Penalty 4792.188685 = -2507366.861681 nChanged 6710 SP:Iteration 1F (22344.790000 sec): 3 clusters Score: Raw -2515742.498464 + Penalty 4792.188685 = -2510950.309779 nChanged 1050 SP:Iteration 2F (22344.850000 sec): 3 clusters Score: Raw -2516285.551615 + Penalty 4792.188685 = -2511493.362930 nChanged 1016 SP:Iteration 3F (22344.910000 sec): 3 clusters Score: Raw -2516891.937663 + Penalty 4792.188685 = -2512099.748978 nChanged 1056 SP:Iteration 4F (22344.970000 sec): 3 clusters Score: Raw -2517610.418933 + Penalty 4792.188685 = -2512818.230248 nChanged 1056 SP:Iteration 5F (22345.030000 sec): 3 clusters Score: Raw -2518365.613967 + Penalty 4792.188685 = -2513573.425282 nChanged 1016 SP:Iteration 6F (22345.100000 sec): 3 clusters Score: Raw -2519096.236436 + Penalty 4792.188685 = -2514304.047751 nChanged 846 SP:Iteration 7F (22345.160000 sec): 3 clusters Score: Raw -2519611.781591 + Penalty 4792.188685 = -2514819.592906 nChanged 618 SP:Iteration 8Q (22345.220000 sec): 3 clusters Score: Raw -2519976.014791 + Penalty 4792.188685 = -2515183.826106 nChanged 489 SP:Iteration 9Q (22345.290000 sec): 3 clusters Score: Raw -2520261.705945 + Penalty 4792.188685 = -2515469.517260 nChanged 373 SP:Iteration 10Q (22345.350000 sec): 3 clusters Score: Raw -2520469.424754 + Penalty 4792.188685 = -2515677.236069 nChanged 321 SP:Iteration 11Q (22345.410000 sec): 3 clusters Score: Raw -2520655.082797 + Penalty 4792.188685 = -2515862.894112 nChanged 267 SP:Iteration 12Q (22345.470000 sec): 3 clusters Score: Raw -2520816.995734 + Penalty 4792.188685 = -2516024.807049 nChanged 243 SP:Iteration 13Q (22345.530000 sec): 3 clusters Score: Raw -2520975.286547 + Penalty 4792.188685 = -2516183.097862 nChanged 218 SP:Iteration 14Q (22345.590000 sec): 3 clusters Score: Raw -2521107.024688 + Penalty 4792.188685 = -2516314.836003 nChanged 158 SP:Iteration 15Q (22345.650000 sec): 3 clusters Score: Raw -2521201.972133 + Penalty 4792.188685 = -2516409.783448 nChanged 116 SP:Iteration 16Q (22345.710000 sec): 3 clusters Score: Raw -2521273.078663 + Penalty 4792.188685 = -2516480.889978 nChanged 94 SP:Iteration 17Q (22345.770000 sec): 3 clusters Score: Raw -2521332.680626 + Penalty 4792.188685 = -2516540.491941 nChanged 82 SP:Iteration 18Q (22345.830000 sec): 3 clusters Score: Raw -2521383.832853 + Penalty 4792.188685 = -2516591.644168 nChanged 61 SP:Iteration 19Q (22345.880000 sec): 3 clusters Score: Raw -2521426.379521 + Penalty 4792.188685 = -2516634.190836 nChanged 59 SP:Iteration 20F (22345.950000 sec): 3 clusters Score: Raw -2521472.036846 + Penalty 4792.188685 = -2516679.848160 nChanged 54 SP:Iteration 21Q (22346.000000 sec): 3 clusters Score: Raw -2521519.002239 + Penalty 4792.188685 = -2516726.813554 nChanged 46 SP:Iteration 22Q (22346.060000 sec): 3 clusters Score: Raw -2521555.279755 + Penalty 4792.188685 = -2516763.091070 nChanged 39 SP:Iteration 23Q (22346.110000 sec): 3 clusters Score: Raw -2521589.497545 + Penalty 4792.188685 = -2516797.308860 nChanged 38 SP:Iteration 24Q (22346.160000 sec): 3 clusters Score: Raw -2521629.623872 + Penalty 4792.188685 = -2516837.435187 nChanged 25 SP:Iteration 25Q (22346.210000 sec): 3 clusters Score: Raw -2521659.960107 + Penalty 4792.188685 = -2516867.771422 nChanged 33 SP:Iteration 26Q (22346.270000 sec): 3 clusters Score: Raw -2521682.032204 + Penalty 4792.188685 = -2516889.843519 nChanged 21 SP:Iteration 27Q (22346.310000 sec): 3 clusters Score: Raw -2521694.910246 + Penalty 4792.188685 = -2516902.721561 nChanged 18 SP:Iteration 28Q (22346.370000 sec): 3 clusters Score: Raw -2521709.378020 + Penalty 4792.188685 = -2516917.189335 nChanged 26 SP:Iteration 29Q (22346.410000 sec): 3 clusters Score: Raw -2521728.229012 + Penalty 4792.188685 = -2516936.040327 nChanged 24 SP:Iteration 30Q (22346.460000 sec): 3 clusters Score: Raw -2521748.626319 + Penalty 4792.188685 = -2516956.437634 nChanged 26 SP:Iteration 31Q (22346.510000 sec): 3 clusters Score: Raw -2521767.618436 + Penalty 4792.188685 = -2516975.429751 nChanged 20 SP:Iteration 32Q (22346.560000 sec): 3 clusters Score: Raw -2521780.681472 + Penalty 4792.188685 = -2516988.492787 nChanged 18 SP:Iteration 33Q (22346.610000 sec): 3 clusters Score: Raw -2521793.013558 + Penalty 4792.188685 = -2517000.824873 nChanged 19 SP:Iteration 34Q (22346.660000 sec): 3 clusters Score: Raw -2521802.707832 + Penalty 4792.188685 = -2517010.519147 nChanged 18 SP:Iteration 35Q (22346.710000 sec): 3 clusters Score: Raw -2521811.718548 + Penalty 4792.188685 = -2517019.529863 nChanged 11 SP:Iteration 36Q (22346.760000 sec): 3 clusters Score: Raw -2521818.338533 + Penalty 4792.188685 = -2517026.149848 nChanged 6 SP:Iteration 37Q (22346.810000 sec): 3 clusters Score: Raw -2521821.727884 + Penalty 4792.188685 = -2517029.539199 nChanged 4 SP:Iteration 38Q (22346.850000 sec): 3 clusters Score: Raw -2521824.086265 + Penalty 4792.188685 = -2517031.897580 nChanged 4 SP:Iteration 39Q (22346.900000 sec): 3 clusters Score: Raw -2521826.436648 + Penalty 4792.188685 = -2517034.247963 nChanged 2 SP:Iteration 40F (22346.970000 sec): 3 clusters Score: Raw -2521827.785377 + Penalty 4792.188685 = -2517035.596692 nChanged 3 SP:Iteration 41Q (22347.010000 sec): 3 clusters Score: Raw -2521829.262659 + Penalty 4792.188685 = -2517037.073974 nChanged 3 SP:Iteration 42Q (22347.060000 sec): 3 clusters Score: Raw -2521831.262329 + Penalty 4792.188685 = -2517039.073644 nChanged 3 SP:Iteration 43Q (22347.110000 sec): 3 clusters Score: Raw -2521832.093160 + Penalty 4792.188685 = -2517039.904475 nChanged 3 SP:Iteration 44Q (22347.160000 sec): 3 clusters Score: Raw -2521833.193811 + Penalty 4792.188685 = -2517041.005126 nChanged 3 SP:Iteration 45Q (22347.210000 sec): 3 clusters Score: Raw -2521834.436090 + Penalty 4792.188685 = -2517042.247405 nChanged 4 SP:Iteration 46Q (22347.260000 sec): 3 clusters Score: Raw -2521835.767235 + Penalty 4792.188685 = -2517043.578550 nChanged 4 SP:Iteration 47Q (22347.310000 sec): 3 clusters Score: Raw -2521837.362838 + Penalty 4792.188685 = -2517045.174153 nChanged 3 SP:Iteration 48Q (22347.350000 sec): 3 clusters Score: Raw -2521838.203426 + Penalty 4792.188685 = -2517046.014741 nChanged 4 SP:Iteration 49Q (22347.400000 sec): 3 clusters Score: Raw -2521840.903130 + Penalty 4792.188685 = -2517048.714445 nChanged 3 SP:Iteration 50Q (22347.450000 sec): 3 clusters Score: Raw -2521841.812549 + Penalty 4792.188685 = -2517049.623864 nChanged 1 SP:Iteration 51Q (22347.500000 sec): 3 clusters Score: Raw -2521842.028974 + Penalty 4792.188685 = -2517049.840289 nChanged 0 SP:Iteration 52F (22347.560000 sec): 3 clusters Score: Raw -2521842.028974 + Penalty 4792.188685 = -2517049.840289 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 29 (325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22347.570000 sec): 2 clusters Score: Raw -47831.727350 + Penalty 1434.388645 = -46397.338705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22347.570000 sec): 3 clusters Score: Raw -47984.192164 + Penalty 2868.777290 = -45115.414874 nChanged 49 SP:Iteration 1F (22347.580000 sec): 3 clusters Score: Raw -48146.605288 + Penalty 2868.777290 = -45277.827997 nChanged 11 SP:Iteration 2Q (22347.580000 sec): 3 clusters Score: Raw -48179.172402 + Penalty 2868.777290 = -45310.395112 nChanged 6 SP:Iteration 3Q (22347.580000 sec): 3 clusters Score: Raw -48196.881103 + Penalty 2868.777290 = -45328.103812 nChanged 2 SP:Iteration 4Q (22347.580000 sec): 3 clusters Score: Raw -48202.644088 + Penalty 2868.777290 = -45333.866798 nChanged 0 SP:Iteration 5F (22347.580000 sec): 3 clusters Score: Raw -48202.644088 + Penalty 2868.777290 = -45333.866798 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 30 (4298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22347.600000 sec): 2 clusters Score: Raw -688046.166270 + Penalty 2074.744459 = -685971.421811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22347.620000 sec): 3 clusters Score: Raw -686041.836958 + Penalty 4149.488918 = -681892.348040 nChanged 1605 SP:Iteration 1F (22347.640000 sec): 3 clusters Score: Raw -686941.117437 + Penalty 4149.488918 = -682791.628519 nChanged 307 SP:Iteration 2F (22347.650000 sec): 3 clusters Score: Raw -687113.916021 + Penalty 4149.488918 = -682964.427102 nChanged 196 SP:Iteration 3Q (22347.670000 sec): 3 clusters Score: Raw -687226.922730 + Penalty 4149.488918 = -683077.433812 nChanged 168 SP:Iteration 4Q (22347.690000 sec): 3 clusters Score: Raw -687331.136806 + Penalty 4149.488918 = -683181.647887 nChanged 156 SP:Iteration 5Q (22347.710000 sec): 3 clusters Score: Raw -687409.638522 + Penalty 4149.488918 = -683260.149604 nChanged 114 SP:Iteration 6Q (22347.720000 sec): 3 clusters Score: Raw -687468.346909 + Penalty 4149.488918 = -683318.857991 nChanged 102 SP:Iteration 7Q (22347.740000 sec): 3 clusters Score: Raw -687512.656315 + Penalty 4149.488918 = -683363.167396 nChanged 85 SP:Iteration 8Q (22347.760000 sec): 3 clusters Score: Raw -687558.136104 + Penalty 4149.488918 = -683408.647186 nChanged 100 SP:Iteration 9Q (22347.770000 sec): 3 clusters Score: Raw -687608.418068 + Penalty 4149.488918 = -683458.929150 nChanged 79 SP:Iteration 10Q (22347.790000 sec): 3 clusters Score: Raw -687645.625111 + Penalty 4149.488918 = -683496.136192 nChanged 86 SP:Iteration 11Q (22347.810000 sec): 3 clusters Score: Raw -687686.893457 + Penalty 4149.488918 = -683537.404539 nChanged 76 SP:Iteration 12Q (22347.830000 sec): 3 clusters Score: Raw -687730.554293 + Penalty 4149.488918 = -683581.065375 nChanged 80 SP:Iteration 13Q (22347.840000 sec): 3 clusters Score: Raw -687767.991191 + Penalty 4149.488918 = -683618.502272 nChanged 74 SP:Iteration 14Q (22347.860000 sec): 3 clusters Score: Raw -687802.059026 + Penalty 4149.488918 = -683652.570107 nChanged 70 SP:Iteration 15Q (22347.880000 sec): 3 clusters Score: Raw -687837.519941 + Penalty 4149.488918 = -683688.031023 nChanged 68 SP:Iteration 16Q (22347.890000 sec): 3 clusters Score: Raw -687873.268500 + Penalty 4149.488918 = -683723.779582 nChanged 69 SP:Iteration 17Q (22347.910000 sec): 3 clusters Score: Raw -687907.896024 + Penalty 4149.488918 = -683758.407106 nChanged 60 SP:Iteration 18Q (22347.930000 sec): 3 clusters Score: Raw -687936.976000 + Penalty 4149.488918 = -683787.487082 nChanged 62 SP:Iteration 19Q (22347.950000 sec): 3 clusters Score: Raw -687963.768416 + Penalty 4149.488918 = -683814.279498 nChanged 53 SP:Iteration 20F (22347.970000 sec): 3 clusters Score: Raw -687987.974488 + Penalty 4149.488918 = -683838.485569 nChanged 63 SP:Iteration 21Q (22347.980000 sec): 3 clusters Score: Raw -688019.829926 + Penalty 4149.488918 = -683870.341007 nChanged 62 SP:Iteration 22Q (22348.000000 sec): 3 clusters Score: Raw -688052.868739 + Penalty 4149.488918 = -683903.379821 nChanged 55 SP:Iteration 23Q (22348.020000 sec): 3 clusters Score: Raw -688078.737606 + Penalty 4149.488918 = -683929.248688 nChanged 44 SP:Iteration 24Q (22348.030000 sec): 3 clusters Score: Raw -688100.137146 + Penalty 4149.488918 = -683950.648227 nChanged 49 SP:Iteration 25Q (22348.050000 sec): 3 clusters Score: Raw -688125.970859 + Penalty 4149.488918 = -683976.481940 nChanged 50 SP:Iteration 26Q (22348.070000 sec): 3 clusters Score: Raw -688156.178128 + Penalty 4149.488918 = -684006.689210 nChanged 54 SP:Iteration 27Q (22348.080000 sec): 3 clusters Score: Raw -688185.137108 + Penalty 4149.488918 = -684035.648189 nChanged 48 SP:Iteration 28Q (22348.100000 sec): 3 clusters Score: Raw -688211.374395 + Penalty 4149.488918 = -684061.885477 nChanged 46 SP:Iteration 29Q (22348.120000 sec): 3 clusters Score: Raw -688240.822618 + Penalty 4149.488918 = -684091.333699 nChanged 47 SP:Iteration 30Q (22348.140000 sec): 3 clusters Score: Raw -688268.749952 + Penalty 4149.488918 = -684119.261034 nChanged 41 SP:Iteration 31Q (22348.150000 sec): 3 clusters Score: Raw -688290.034168 + Penalty 4149.488918 = -684140.545250 nChanged 36 SP:Iteration 32Q (22348.170000 sec): 3 clusters Score: Raw -688312.512407 + Penalty 4149.488918 = -684163.023489 nChanged 33 SP:Iteration 33Q (22348.190000 sec): 3 clusters Score: Raw -688330.409184 + Penalty 4149.488918 = -684180.920266 nChanged 29 SP:Iteration 34Q (22348.200000 sec): 3 clusters Score: Raw -688344.678007 + Penalty 4149.488918 = -684195.189089 nChanged 19 SP:Iteration 35Q (22348.220000 sec): 3 clusters Score: Raw -688354.229384 + Penalty 4149.488918 = -684204.740465 nChanged 14 SP:Iteration 36Q (22348.240000 sec): 3 clusters Score: Raw -688364.715920 + Penalty 4149.488918 = -684215.227002 nChanged 21 SP:Iteration 37Q (22348.250000 sec): 3 clusters Score: Raw -688377.729612 + Penalty 4149.488918 = -684228.240694 nChanged 17 SP:Iteration 38Q (22348.270000 sec): 3 clusters Score: Raw -688386.811220 + Penalty 4149.488918 = -684237.322302 nChanged 12 SP:Iteration 39Q (22348.280000 sec): 3 clusters Score: Raw -688393.241218 + Penalty 4149.488918 = -684243.752300 nChanged 12 SP:Iteration 40F (22348.300000 sec): 3 clusters Score: Raw -688399.651226 + Penalty 4149.488918 = -684250.162308 nChanged 11 SP:Iteration 41Q (22348.320000 sec): 3 clusters Score: Raw -688405.268684 + Penalty 4149.488918 = -684255.779765 nChanged 11 SP:Iteration 42Q (22348.340000 sec): 3 clusters Score: Raw -688411.158339 + Penalty 4149.488918 = -684261.669420 nChanged 10 SP:Iteration 43Q (22348.350000 sec): 3 clusters Score: Raw -688416.673129 + Penalty 4149.488918 = -684267.184211 nChanged 10 SP:Iteration 44Q (22348.370000 sec): 3 clusters Score: Raw -688422.267216 + Penalty 4149.488918 = -684272.778298 nChanged 4 SP:Iteration 45Q (22348.380000 sec): 3 clusters Score: Raw -688424.367459 + Penalty 4149.488918 = -684274.878541 nChanged 5 SP:Iteration 46Q (22348.400000 sec): 3 clusters Score: Raw -688427.686542 + Penalty 4149.488918 = -684278.197624 nChanged 0 SP:Iteration 47F (22348.420000 sec): 3 clusters Score: Raw -688427.686542 + Penalty 4149.488918 = -684278.197624 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 31 (1837 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22348.430000 sec): 2 clusters Score: Raw -258930.317004 + Penalty 1863.940493 = -257066.376510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22348.440000 sec): 3 clusters Score: Raw -258301.764828 + Penalty 3727.880986 = -254573.883841 nChanged 615 SP:Iteration 1F (22348.450000 sec): 3 clusters Score: Raw -258880.263881 + Penalty 3727.880986 = -255152.382895 nChanged 170 SP:Iteration 2F (22348.450000 sec): 3 clusters Score: Raw -259061.614370 + Penalty 3727.880986 = -255333.733384 nChanged 87 SP:Iteration 3Q (22348.460000 sec): 3 clusters Score: Raw -259168.836170 + Penalty 3727.880986 = -255440.955184 nChanged 73 SP:Iteration 4Q (22348.470000 sec): 3 clusters Score: Raw -259256.469286 + Penalty 3727.880986 = -255528.588300 nChanged 61 SP:Iteration 5Q (22348.480000 sec): 3 clusters Score: Raw -259325.099593 + Penalty 3727.880986 = -255597.218607 nChanged 46 SP:Iteration 6Q (22348.480000 sec): 3 clusters Score: Raw -259376.265768 + Penalty 3727.880986 = -255648.384782 nChanged 54 SP:Iteration 7Q (22348.490000 sec): 3 clusters Score: Raw -259440.171055 + Penalty 3727.880986 = -255712.290068 nChanged 42 SP:Iteration 8Q (22348.500000 sec): 3 clusters Score: Raw -259491.148731 + Penalty 3727.880986 = -255763.267745 nChanged 41 SP:Iteration 9Q (22348.500000 sec): 3 clusters Score: Raw -259547.971895 + Penalty 3727.880986 = -255820.090909 nChanged 44 SP:Iteration 10Q (22348.510000 sec): 3 clusters Score: Raw -259604.422573 + Penalty 3727.880986 = -255876.541586 nChanged 32 SP:Iteration 11Q (22348.520000 sec): 3 clusters Score: Raw -259640.319993 + Penalty 3727.880986 = -255912.439007 nChanged 30 SP:Iteration 12Q (22348.530000 sec): 3 clusters Score: Raw -259671.989856 + Penalty 3727.880986 = -255944.108870 nChanged 15 SP:Iteration 13Q (22348.530000 sec): 3 clusters Score: Raw -259690.464459 + Penalty 3727.880986 = -255962.583472 nChanged 13 SP:Iteration 14Q (22348.540000 sec): 3 clusters Score: Raw -259702.720963 + Penalty 3727.880986 = -255974.839977 nChanged 10 SP:Iteration 15Q (22348.550000 sec): 3 clusters Score: Raw -259715.248896 + Penalty 3727.880986 = -255987.367910 nChanged 11 SP:Iteration 16Q (22348.550000 sec): 3 clusters Score: Raw -259729.179958 + Penalty 3727.880986 = -256001.298972 nChanged 12 SP:Iteration 17Q (22348.560000 sec): 3 clusters Score: Raw -259741.459687 + Penalty 3727.880986 = -256013.578701 nChanged 11 SP:Iteration 18Q (22348.570000 sec): 3 clusters Score: Raw -259754.102843 + Penalty 3727.880986 = -256026.221856 nChanged 16 SP:Iteration 19Q (22348.570000 sec): 3 clusters Score: Raw -259766.570868 + Penalty 3727.880986 = -256038.689881 nChanged 8 SP:Iteration 20F (22348.580000 sec): 3 clusters Score: Raw -259773.843169 + Penalty 3727.880986 = -256045.962182 nChanged 8 SP:Iteration 21Q (22348.590000 sec): 3 clusters Score: Raw -259781.065154 + Penalty 3727.880986 = -256053.184168 nChanged 4 SP:Iteration 22Q (22348.590000 sec): 3 clusters Score: Raw -259785.154626 + Penalty 3727.880986 = -256057.273640 nChanged 7 SP:Iteration 23Q (22348.600000 sec): 3 clusters Score: Raw -259790.836677 + Penalty 3727.880986 = -256062.955691 nChanged 2 SP:Iteration 24Q (22348.610000 sec): 3 clusters Score: Raw -259792.594130 + Penalty 3727.880986 = -256064.713144 nChanged 4 SP:Iteration 25Q (22348.610000 sec): 3 clusters Score: Raw -259797.817069 + Penalty 3727.880986 = -256069.936082 nChanged 1 SP:Iteration 26Q (22348.620000 sec): 3 clusters Score: Raw -259798.481296 + Penalty 3727.880986 = -256070.600309 nChanged 1 SP:Iteration 27Q (22348.630000 sec): 3 clusters Score: Raw -259799.141270 + Penalty 3727.880986 = -256071.260284 nChanged 0 SP:Iteration 28F (22348.630000 sec): 3 clusters Score: Raw -259799.141270 + Penalty 3727.880986 = -256071.260284 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 32 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22348.640000 sec): 2 clusters Score: Raw -77914.222771 + Penalty 1555.673498 = -76358.549273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22348.640000 sec): 3 clusters Score: Raw -77928.879402 + Penalty 3111.346995 = -74817.532406 nChanged 99 SP:Iteration 1F (22348.640000 sec): 3 clusters Score: Raw -78132.952148 + Penalty 3111.346995 = -75021.605153 nChanged 23 SP:Iteration 2Q (22348.650000 sec): 3 clusters Score: Raw -78187.485178 + Penalty 3111.346995 = -75076.138182 nChanged 8 SP:Iteration 3Q (22348.650000 sec): 3 clusters Score: Raw -78205.031334 + Penalty 3111.346995 = -75093.684339 nChanged 5 SP:Iteration 4Q (22348.650000 sec): 3 clusters Score: Raw -78219.244512 + Penalty 3111.346995 = -75107.897517 nChanged 3 SP:Iteration 5Q (22348.650000 sec): 3 clusters Score: Raw -78226.948547 + Penalty 3111.346995 = -75115.601551 nChanged 1 SP:Iteration 6Q (22348.660000 sec): 3 clusters Score: Raw -78229.329201 + Penalty 3111.346995 = -75117.982206 nChanged 0 SP:Iteration 7F (22348.660000 sec): 3 clusters Score: Raw -78229.329201 + Penalty 3111.346995 = -75117.982206 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 33 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22348.660000 sec): 2 clusters Score: Raw -38037.572956 + Penalty 1376.170869 = -36661.402087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22348.660000 sec): 3 clusters Score: Raw -38202.675286 + Penalty 2752.341738 = -35450.333548 nChanged 20 SP:Iteration 1F (22348.660000 sec): 3 clusters Score: Raw -38257.984962 + Penalty 2752.341738 = -35505.643224 nChanged 10 SP:Iteration 2Q (22348.670000 sec): 3 clusters Score: Raw -38293.509356 + Penalty 2752.341738 = -35541.167618 nChanged 4 SP:Iteration 3Q (22348.670000 sec): 3 clusters Score: Raw -38304.092207 + Penalty 2752.341738 = -35551.750469 nChanged 0 SP:Iteration 4F (22348.670000 sec): 3 clusters Score: Raw -38304.092207 + Penalty 2752.341738 = -35551.750469 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 34 (3585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22348.690000 sec): 2 clusters Score: Raw -555031.490967 + Penalty 2029.759411 = -553001.731556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22348.700000 sec): 3 clusters Score: Raw -553416.831673 + Penalty 4059.518822 = -549357.312852 nChanged 1287 SP:Iteration 1F (22348.720000 sec): 3 clusters Score: Raw -554225.948197 + Penalty 4059.518822 = -550166.429376 nChanged 327 SP:Iteration 2F (22348.730000 sec): 3 clusters Score: Raw -554480.241403 + Penalty 4059.518822 = -550420.722582 nChanged 211 SP:Iteration 3F (22348.740000 sec): 3 clusters Score: Raw -554633.903619 + Penalty 4059.518822 = -550574.384798 nChanged 150 SP:Iteration 4Q (22348.760000 sec): 3 clusters Score: Raw -554729.784262 + Penalty 4059.518822 = -550670.265440 nChanged 117 SP:Iteration 5Q (22348.770000 sec): 3 clusters Score: Raw -554815.659449 + Penalty 4059.518822 = -550756.140628 nChanged 115 SP:Iteration 6Q (22348.790000 sec): 3 clusters Score: Raw -554911.975111 + Penalty 4059.518822 = -550852.456289 nChanged 121 SP:Iteration 7Q (22348.800000 sec): 3 clusters Score: Raw -555014.328203 + Penalty 4059.518822 = -550954.809381 nChanged 111 SP:Iteration 8Q (22348.810000 sec): 3 clusters Score: Raw -555100.316333 + Penalty 4059.518822 = -551040.797512 nChanged 113 SP:Iteration 9Q (22348.830000 sec): 3 clusters Score: Raw -555187.650199 + Penalty 4059.518822 = -551128.131378 nChanged 84 SP:Iteration 10Q (22348.840000 sec): 3 clusters Score: Raw -555262.493379 + Penalty 4059.518822 = -551202.974558 nChanged 98 SP:Iteration 11Q (22348.860000 sec): 3 clusters Score: Raw -555320.112091 + Penalty 4059.518822 = -551260.593269 nChanged 62 SP:Iteration 12Q (22348.870000 sec): 3 clusters Score: Raw -555355.327356 + Penalty 4059.518822 = -551295.808534 nChanged 54 SP:Iteration 13Q (22348.880000 sec): 3 clusters Score: Raw -555384.499461 + Penalty 4059.518822 = -551324.980640 nChanged 46 SP:Iteration 14Q (22348.900000 sec): 3 clusters Score: Raw -555411.847204 + Penalty 4059.518822 = -551352.328382 nChanged 30 SP:Iteration 15Q (22348.910000 sec): 3 clusters Score: Raw -555426.800252 + Penalty 4059.518822 = -551367.281430 nChanged 25 SP:Iteration 16Q (22348.920000 sec): 3 clusters Score: Raw -555438.480584 + Penalty 4059.518822 = -551378.961762 nChanged 22 SP:Iteration 17Q (22348.940000 sec): 3 clusters Score: Raw -555450.846543 + Penalty 4059.518822 = -551391.327721 nChanged 28 SP:Iteration 18Q (22348.950000 sec): 3 clusters Score: Raw -555469.086437 + Penalty 4059.518822 = -551409.567616 nChanged 33 SP:Iteration 19Q (22348.960000 sec): 3 clusters Score: Raw -555485.240086 + Penalty 4059.518822 = -551425.721264 nChanged 22 SP:Iteration 20F (22348.980000 sec): 3 clusters Score: Raw -555496.131295 + Penalty 4059.518822 = -551436.612473 nChanged 22 SP:Iteration 21Q (22348.990000 sec): 3 clusters Score: Raw -555506.729823 + Penalty 4059.518822 = -551447.211002 nChanged 23 SP:Iteration 22Q (22349.010000 sec): 3 clusters Score: Raw -555517.460314 + Penalty 4059.518822 = -551457.941493 nChanged 24 SP:Iteration 23Q (22349.020000 sec): 3 clusters Score: Raw -555529.802453 + Penalty 4059.518822 = -551470.283632 nChanged 24 SP:Iteration 24Q (22349.040000 sec): 3 clusters Score: Raw -555542.053317 + Penalty 4059.518822 = -551482.534496 nChanged 27 SP:Iteration 25Q (22349.050000 sec): 3 clusters Score: Raw -555556.061354 + Penalty 4059.518822 = -551496.542533 nChanged 29 SP:Iteration 26Q (22349.060000 sec): 3 clusters Score: Raw -555572.149675 + Penalty 4059.518822 = -551512.630854 nChanged 26 SP:Iteration 27Q (22349.080000 sec): 3 clusters Score: Raw -555587.746033 + Penalty 4059.518822 = -551528.227211 nChanged 22 SP:Iteration 28Q (22349.090000 sec): 3 clusters Score: Raw -555601.295307 + Penalty 4059.518822 = -551541.776485 nChanged 22 SP:Iteration 29Q (22349.100000 sec): 3 clusters Score: Raw -555616.075125 + Penalty 4059.518822 = -551556.556303 nChanged 21 SP:Iteration 30Q (22349.120000 sec): 3 clusters Score: Raw -555628.087933 + Penalty 4059.518822 = -551568.569111 nChanged 22 SP:Iteration 31Q (22349.130000 sec): 3 clusters Score: Raw -555638.024160 + Penalty 4059.518822 = -551578.505338 nChanged 13 SP:Iteration 32Q (22349.150000 sec): 3 clusters Score: Raw -555646.514730 + Penalty 4059.518822 = -551586.995909 nChanged 15 SP:Iteration 33Q (22349.160000 sec): 3 clusters Score: Raw -555654.438919 + Penalty 4059.518822 = -551594.920098 nChanged 17 SP:Iteration 34Q (22349.180000 sec): 3 clusters Score: Raw -555667.258570 + Penalty 4059.518822 = -551607.739749 nChanged 20 SP:Iteration 35Q (22349.190000 sec): 3 clusters Score: Raw -555675.018013 + Penalty 4059.518822 = -551615.499191 nChanged 11 SP:Iteration 36Q (22349.200000 sec): 3 clusters Score: Raw -555680.260496 + Penalty 4059.518822 = -551620.741675 nChanged 11 SP:Iteration 37Q (22349.220000 sec): 3 clusters Score: Raw -555685.335556 + Penalty 4059.518822 = -551625.816734 nChanged 6 SP:Iteration 38Q (22349.230000 sec): 3 clusters Score: Raw -555688.023432 + Penalty 4059.518822 = -551628.504611 nChanged 6 SP:Iteration 39Q (22349.240000 sec): 3 clusters Score: Raw -555690.551596 + Penalty 4059.518822 = -551631.032775 nChanged 7 SP:Iteration 40F (22349.260000 sec): 3 clusters Score: Raw -555693.764589 + Penalty 4059.518822 = -551634.245768 nChanged 4 SP:Iteration 41Q (22349.270000 sec): 3 clusters Score: Raw -555695.431250 + Penalty 4059.518822 = -551635.912428 nChanged 5 SP:Iteration 42Q (22349.280000 sec): 3 clusters Score: Raw -555697.115174 + Penalty 4059.518822 = -551637.596352 nChanged 9 SP:Iteration 43Q (22349.300000 sec): 3 clusters Score: Raw -555701.496722 + Penalty 4059.518822 = -551641.977901 nChanged 10 SP:Iteration 44Q (22349.310000 sec): 3 clusters Score: Raw -555705.550175 + Penalty 4059.518822 = -551646.031354 nChanged 3 SP:Iteration 45Q (22349.330000 sec): 3 clusters Score: Raw -555706.431164 + Penalty 4059.518822 = -551646.912343 nChanged 1 SP:Iteration 46Q (22349.340000 sec): 3 clusters Score: Raw -555707.435938 + Penalty 4059.518822 = -551647.917117 nChanged 3 SP:Iteration 47Q (22349.360000 sec): 3 clusters Score: Raw -555709.082637 + Penalty 4059.518822 = -551649.563815 nChanged 2 SP:Iteration 48Q (22349.370000 sec): 3 clusters Score: Raw -555709.501316 + Penalty 4059.518822 = -551649.982495 nChanged 0 SP:Iteration 49F (22349.380000 sec): 3 clusters Score: Raw -555709.501316 + Penalty 4059.518822 = -551649.982495 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 35 (4013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22349.400000 sec): 2 clusters Score: Raw -627749.560604 + Penalty 2057.729004 = -625691.831600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22349.420000 sec): 3 clusters Score: Raw -625870.747022 + Penalty 4115.458008 = -621755.289014 nChanged 1516 SP:Iteration 1F (22349.430000 sec): 3 clusters Score: Raw -626876.453313 + Penalty 4115.458008 = -622760.995305 nChanged 330 SP:Iteration 2F (22349.450000 sec): 3 clusters Score: Raw -627320.393872 + Penalty 4115.458008 = -623204.935865 nChanged 257 SP:Iteration 3F (22349.460000 sec): 3 clusters Score: Raw -627627.229690 + Penalty 4115.458008 = -623511.771682 nChanged 245 SP:Iteration 4F (22349.480000 sec): 3 clusters Score: Raw -627834.035328 + Penalty 4115.458008 = -623718.577320 nChanged 198 SP:Iteration 5Q (22349.500000 sec): 3 clusters Score: Raw -628012.159842 + Penalty 4115.458008 = -623896.701835 nChanged 172 SP:Iteration 6Q (22349.510000 sec): 3 clusters Score: Raw -628147.435017 + Penalty 4115.458008 = -624031.977009 nChanged 145 SP:Iteration 7Q (22349.530000 sec): 3 clusters Score: Raw -628269.939285 + Penalty 4115.458008 = -624154.481278 nChanged 119 SP:Iteration 8Q (22349.540000 sec): 3 clusters Score: Raw -628368.330615 + Penalty 4115.458008 = -624252.872607 nChanged 113 SP:Iteration 9Q (22349.560000 sec): 3 clusters Score: Raw -628455.687927 + Penalty 4115.458008 = -624340.229920 nChanged 106 SP:Iteration 10Q (22349.570000 sec): 3 clusters Score: Raw -628540.868630 + Penalty 4115.458008 = -624425.410622 nChanged 91 SP:Iteration 11Q (22349.590000 sec): 3 clusters Score: Raw -628607.656935 + Penalty 4115.458008 = -624492.198928 nChanged 78 SP:Iteration 12Q (22349.600000 sec): 3 clusters Score: Raw -628666.527470 + Penalty 4115.458008 = -624551.069462 nChanged 73 SP:Iteration 13Q (22349.620000 sec): 3 clusters Score: Raw -628730.212912 + Penalty 4115.458008 = -624614.754904 nChanged 69 SP:Iteration 14Q (22349.630000 sec): 3 clusters Score: Raw -628781.271657 + Penalty 4115.458008 = -624665.813649 nChanged 51 SP:Iteration 15Q (22349.640000 sec): 3 clusters Score: Raw -628815.331073 + Penalty 4115.458008 = -624699.873065 nChanged 50 SP:Iteration 16Q (22349.660000 sec): 3 clusters Score: Raw -628850.208355 + Penalty 4115.458008 = -624734.750348 nChanged 43 SP:Iteration 17Q (22349.680000 sec): 3 clusters Score: Raw -628888.452665 + Penalty 4115.458008 = -624772.994658 nChanged 49 SP:Iteration 18Q (22349.690000 sec): 3 clusters Score: Raw -628938.658074 + Penalty 4115.458008 = -624823.200066 nChanged 40 SP:Iteration 19Q (22349.710000 sec): 3 clusters Score: Raw -628969.335408 + Penalty 4115.458008 = -624853.877400 nChanged 34 SP:Iteration 20F (22349.720000 sec): 3 clusters Score: Raw -629000.313188 + Penalty 4115.458008 = -624884.855181 nChanged 25 SP:Iteration 21Q (22349.740000 sec): 3 clusters Score: Raw -629026.741131 + Penalty 4115.458008 = -624911.283123 nChanged 21 SP:Iteration 22Q (22349.750000 sec): 3 clusters Score: Raw -629047.739180 + Penalty 4115.458008 = -624932.281172 nChanged 15 SP:Iteration 23Q (22349.770000 sec): 3 clusters Score: Raw -629057.825669 + Penalty 4115.458008 = -624942.367661 nChanged 9 SP:Iteration 24Q (22349.780000 sec): 3 clusters Score: Raw -629066.035699 + Penalty 4115.458008 = -624950.577692 nChanged 8 SP:Iteration 25Q (22349.790000 sec): 3 clusters Score: Raw -629070.584112 + Penalty 4115.458008 = -624955.126104 nChanged 7 SP:Iteration 26Q (22349.810000 sec): 3 clusters Score: Raw -629074.161796 + Penalty 4115.458008 = -624958.703788 nChanged 8 SP:Iteration 27Q (22349.820000 sec): 3 clusters Score: Raw -629077.360626 + Penalty 4115.458008 = -624961.902618 nChanged 5 SP:Iteration 28Q (22349.830000 sec): 3 clusters Score: Raw -629081.172035 + Penalty 4115.458008 = -624965.714028 nChanged 3 SP:Iteration 29Q (22349.840000 sec): 3 clusters Score: Raw -629085.277944 + Penalty 4115.458008 = -624969.819936 nChanged 4 SP:Iteration 30Q (22349.860000 sec): 3 clusters Score: Raw -629088.004496 + Penalty 4115.458008 = -624972.546489 nChanged 3 SP:Iteration 31Q (22349.870000 sec): 3 clusters Score: Raw -629088.978949 + Penalty 4115.458008 = -624973.520942 nChanged 1 SP:Iteration 32Q (22349.880000 sec): 3 clusters Score: Raw -629089.261762 + Penalty 4115.458008 = -624973.803755 nChanged 1 SP:Iteration 33Q (22349.900000 sec): 3 clusters Score: Raw -629089.637848 + Penalty 4115.458008 = -624974.179840 nChanged 1 SP:Iteration 34Q (22349.910000 sec): 3 clusters Score: Raw -629089.944537 + Penalty 4115.458008 = -624974.486529 nChanged 0 SP:Iteration 35F (22349.930000 sec): 3 clusters Score: Raw -629089.944537 + Penalty 4115.458008 = -624974.486529 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 36 (37726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22350.080000 sec): 2 clusters Score: Raw -6338391.329962 + Penalty 2613.449988 = -6335777.879974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22350.240000 sec): 3 clusters Score: Raw -6315292.660955 + Penalty 5226.899976 = -6310065.760979 nChanged 17163 SP:Iteration 1F (22350.400000 sec): 3 clusters Score: Raw -6324701.961595 + Penalty 5226.899976 = -6319475.061619 nChanged 1622 SP:Iteration 2Q (22350.550000 sec): 3 clusters Score: Raw -6325148.504681 + Penalty 5226.899976 = -6319921.604705 nChanged 1425 SP:Iteration 3Q (22350.710000 sec): 3 clusters Score: Raw -6325508.637518 + Penalty 5226.899976 = -6320281.737542 nChanged 1202 SP:Iteration 4Q (22350.870000 sec): 3 clusters Score: Raw -6325800.214146 + Penalty 5226.899976 = -6320573.314170 nChanged 1128 SP:Iteration 5Q (22351.030000 sec): 3 clusters Score: Raw -6326109.014436 + Penalty 5226.899976 = -6320882.114460 nChanged 1211 SP:Iteration 6Q (22351.180000 sec): 3 clusters Score: Raw -6326528.789493 + Penalty 5226.899976 = -6321301.889516 nChanged 1525 SP:Iteration 7Q (22351.340000 sec): 3 clusters Score: Raw -6327183.772668 + Penalty 5226.899976 = -6321956.872692 nChanged 1929 SP:Iteration 8F (22351.490000 sec): 3 clusters Score: Raw -6328218.342005 + Penalty 5226.899976 = -6322991.442028 nChanged 2439 SP:Iteration 9F (22351.650000 sec): 3 clusters Score: Raw -6329912.966139 + Penalty 5226.899976 = -6324686.066162 nChanged 2793 SP:Iteration 10F (22351.800000 sec): 3 clusters Score: Raw -6332256.998534 + Penalty 5226.899976 = -6327030.098558 nChanged 2742 SP:Iteration 11F (22351.950000 sec): 3 clusters Score: Raw -6334868.564499 + Penalty 5226.899976 = -6329641.664523 nChanged 2040 SP:Iteration 12F (22352.110000 sec): 3 clusters Score: Raw -6336873.844453 + Penalty 5226.899976 = -6331646.944477 nChanged 1045 SP:Iteration 13Q (22352.240000 sec): 3 clusters Score: Raw -6337893.561649 + Penalty 5226.899976 = -6332666.661673 nChanged 378 SP:Iteration 14Q (22352.360000 sec): 3 clusters Score: Raw -6338314.835658 + Penalty 5226.899976 = -6333087.935682 nChanged 133 SP:Iteration 15Q (22352.470000 sec): 3 clusters Score: Raw -6338489.602852 + Penalty 5226.899976 = -6333262.702876 nChanged 49 SP:Iteration 16Q (22352.590000 sec): 3 clusters Score: Raw -6338565.017185 + Penalty 5226.899976 = -6333338.117209 nChanged 24 SP:Iteration 17Q (22352.690000 sec): 3 clusters Score: Raw -6338599.399240 + Penalty 5226.899976 = -6333372.499264 nChanged 14 SP:Iteration 18Q (22352.800000 sec): 3 clusters Score: Raw -6338625.647629 + Penalty 5226.899976 = -6333398.747652 nChanged 13 SP:Iteration 19Q (22352.910000 sec): 3 clusters Score: Raw -6338651.521322 + Penalty 5226.899976 = -6333424.621346 nChanged 8 SP:Iteration 20F (22353.060000 sec): 3 clusters Score: Raw -6338666.519566 + Penalty 5226.899976 = -6333439.619590 nChanged 8 SP:Iteration 21Q (22353.170000 sec): 3 clusters Score: Raw -6338680.999395 + Penalty 5226.899976 = -6333454.099419 nChanged 4 SP:Iteration 22Q (22353.270000 sec): 3 clusters Score: Raw -6338690.822500 + Penalty 5226.899976 = -6333463.922524 nChanged 6 SP:Iteration 23Q (22353.380000 sec): 3 clusters Score: Raw -6338700.265580 + Penalty 5226.899976 = -6333473.365604 nChanged 5 SP:Iteration 24Q (22353.480000 sec): 3 clusters Score: Raw -6338709.052862 + Penalty 5226.899976 = -6333482.152886 nChanged 3 SP:Iteration 25Q (22353.590000 sec): 3 clusters Score: Raw -6338715.931766 + Penalty 5226.899976 = -6333489.031790 nChanged 2 SP:Iteration 26Q (22353.690000 sec): 3 clusters Score: Raw -6338719.749999 + Penalty 5226.899976 = -6333492.850023 nChanged 0 SP:Iteration 27F (22353.850000 sec): 3 clusters Score: Raw -6338719.749999 + Penalty 5226.899976 = -6333492.850023 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 37 (4427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22353.890000 sec): 2 clusters Score: Raw -691122.272141 + Penalty 2082.078403 = -689040.193738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22353.910000 sec): 3 clusters Score: Raw -689072.460036 + Penalty 4164.156807 = -684908.303230 nChanged 1625 SP:Iteration 1F (22353.920000 sec): 3 clusters Score: Raw -690056.916165 + Penalty 4164.156807 = -685892.759358 nChanged 323 SP:Iteration 2F (22353.940000 sec): 3 clusters Score: Raw -690334.028192 + Penalty 4164.156807 = -686169.871386 nChanged 272 SP:Iteration 3F (22353.960000 sec): 3 clusters Score: Raw -690572.635243 + Penalty 4164.156807 = -686408.478436 nChanged 280 SP:Iteration 4F (22353.970000 sec): 3 clusters Score: Raw -690847.346917 + Penalty 4164.156807 = -686683.190111 nChanged 262 SP:Iteration 5F (22353.990000 sec): 3 clusters Score: Raw -691218.584666 + Penalty 4164.156807 = -687054.427859 nChanged 280 SP:Iteration 6F (22354.010000 sec): 3 clusters Score: Raw -691646.200908 + Penalty 4164.156807 = -687482.044102 nChanged 271 SP:Iteration 7F (22354.030000 sec): 3 clusters Score: Raw -691916.075473 + Penalty 4164.156807 = -687751.918666 nChanged 181 SP:Iteration 8Q (22354.040000 sec): 3 clusters Score: Raw -692062.614662 + Penalty 4164.156807 = -687898.457855 nChanged 133 SP:Iteration 9Q (22354.060000 sec): 3 clusters Score: Raw -692160.770570 + Penalty 4164.156807 = -687996.613764 nChanged 90 SP:Iteration 10Q (22354.070000 sec): 3 clusters Score: Raw -692213.550299 + Penalty 4164.156807 = -688049.393492 nChanged 60 SP:Iteration 11Q (22354.090000 sec): 3 clusters Score: Raw -692241.347320 + Penalty 4164.156807 = -688077.190513 nChanged 45 SP:Iteration 12Q (22354.110000 sec): 3 clusters Score: Raw -692267.240159 + Penalty 4164.156807 = -688103.083353 nChanged 42 SP:Iteration 13Q (22354.130000 sec): 3 clusters Score: Raw -692287.496379 + Penalty 4164.156807 = -688123.339573 nChanged 34 SP:Iteration 14Q (22354.140000 sec): 3 clusters Score: Raw -692302.758169 + Penalty 4164.156807 = -688138.601362 nChanged 15 SP:Iteration 15Q (22354.160000 sec): 3 clusters Score: Raw -692309.569469 + Penalty 4164.156807 = -688145.412663 nChanged 13 SP:Iteration 16Q (22354.170000 sec): 3 clusters Score: Raw -692314.162114 + Penalty 4164.156807 = -688150.005307 nChanged 8 SP:Iteration 17Q (22354.190000 sec): 3 clusters Score: Raw -692316.514783 + Penalty 4164.156807 = -688152.357976 nChanged 4 SP:Iteration 18Q (22354.210000 sec): 3 clusters Score: Raw -692318.057863 + Penalty 4164.156807 = -688153.901057 nChanged 4 SP:Iteration 19Q (22354.220000 sec): 3 clusters Score: Raw -692319.739458 + Penalty 4164.156807 = -688155.582651 nChanged 4 SP:Iteration 20F (22354.240000 sec): 3 clusters Score: Raw -692320.875978 + Penalty 4164.156807 = -688156.719172 nChanged 4 SP:Iteration 21Q (22354.260000 sec): 3 clusters Score: Raw -692321.986361 + Penalty 4164.156807 = -688157.829554 nChanged 6 SP:Iteration 22Q (22354.270000 sec): 3 clusters Score: Raw -692323.350414 + Penalty 4164.156807 = -688159.193607 nChanged 3 SP:Iteration 23Q (22354.290000 sec): 3 clusters Score: Raw -692324.015517 + Penalty 4164.156807 = -688159.858711 nChanged 2 SP:Iteration 24Q (22354.310000 sec): 3 clusters Score: Raw -692324.557640 + Penalty 4164.156807 = -688160.400833 nChanged 1 SP:Iteration 25Q (22354.320000 sec): 3 clusters Score: Raw -692324.847073 + Penalty 4164.156807 = -688160.690267 nChanged 1 SP:Iteration 26Q (22354.340000 sec): 3 clusters Score: Raw -692325.150114 + Penalty 4164.156807 = -688160.993307 nChanged 2 SP:Iteration 27Q (22354.350000 sec): 3 clusters Score: Raw -692326.151632 + Penalty 4164.156807 = -688161.994826 nChanged 3 SP:Iteration 28Q (22354.370000 sec): 3 clusters Score: Raw -692327.761068 + Penalty 4164.156807 = -688163.604262 nChanged 4 SP:Iteration 29Q (22354.390000 sec): 3 clusters Score: Raw -692329.705658 + Penalty 4164.156807 = -688165.548852 nChanged 4 SP:Iteration 30Q (22354.400000 sec): 3 clusters Score: Raw -692330.886899 + Penalty 4164.156807 = -688166.730092 nChanged 2 SP:Iteration 31Q (22354.420000 sec): 3 clusters Score: Raw -692331.252721 + Penalty 4164.156807 = -688167.095914 nChanged 0 SP:Iteration 32F (22354.440000 sec): 3 clusters Score: Raw -692331.252721 + Penalty 4164.156807 = -688167.095914 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 38 (3415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22354.450000 sec): 2 clusters Score: Raw -515324.903681 + Penalty 2017.711327 = -513307.192353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22354.470000 sec): 3 clusters Score: Raw -513827.570939 + Penalty 4035.422655 = -509792.148284 nChanged 1207 SP:Iteration 1F (22354.480000 sec): 3 clusters Score: Raw -514677.652834 + Penalty 4035.422655 = -510642.230180 nChanged 309 SP:Iteration 2F (22354.500000 sec): 3 clusters Score: Raw -514999.600944 + Penalty 4035.422655 = -510964.178289 nChanged 238 SP:Iteration 3F (22354.510000 sec): 3 clusters Score: Raw -515308.231510 + Penalty 4035.422655 = -511272.808855 nChanged 204 SP:Iteration 4F (22354.530000 sec): 3 clusters Score: Raw -515543.583028 + Penalty 4035.422655 = -511508.160373 nChanged 162 SP:Iteration 5Q (22354.540000 sec): 3 clusters Score: Raw -515718.531587 + Penalty 4035.422655 = -511683.108932 nChanged 147 SP:Iteration 6Q (22354.550000 sec): 3 clusters Score: Raw -515881.135271 + Penalty 4035.422655 = -511845.712617 nChanged 148 SP:Iteration 7Q (22354.570000 sec): 3 clusters Score: Raw -516065.310233 + Penalty 4035.422655 = -512029.887578 nChanged 162 SP:Iteration 8Q (22354.580000 sec): 3 clusters Score: Raw -516300.216928 + Penalty 4035.422655 = -512264.794273 nChanged 147 SP:Iteration 9Q (22354.590000 sec): 3 clusters Score: Raw -516525.950722 + Penalty 4035.422655 = -512490.528067 nChanged 125 SP:Iteration 10Q (22354.600000 sec): 3 clusters Score: Raw -516702.753742 + Penalty 4035.422655 = -512667.331087 nChanged 92 SP:Iteration 11Q (22354.610000 sec): 3 clusters Score: Raw -516811.585504 + Penalty 4035.422655 = -512776.162849 nChanged 63 SP:Iteration 12Q (22354.630000 sec): 3 clusters Score: Raw -516871.292264 + Penalty 4035.422655 = -512835.869609 nChanged 25 SP:Iteration 13Q (22354.640000 sec): 3 clusters Score: Raw -516889.202807 + Penalty 4035.422655 = -512853.780153 nChanged 12 SP:Iteration 14Q (22354.650000 sec): 3 clusters Score: Raw -516895.329597 + Penalty 4035.422655 = -512859.906943 nChanged 5 SP:Iteration 15Q (22354.660000 sec): 3 clusters Score: Raw -516899.089127 + Penalty 4035.422655 = -512863.666472 nChanged 8 SP:Iteration 16Q (22354.670000 sec): 3 clusters Score: Raw -516902.868269 + Penalty 4035.422655 = -512867.445614 nChanged 3 SP:Iteration 17Q (22354.690000 sec): 3 clusters Score: Raw -516904.997113 + Penalty 4035.422655 = -512869.574458 nChanged 3 SP:Iteration 18Q (22354.700000 sec): 3 clusters Score: Raw -516906.448547 + Penalty 4035.422655 = -512871.025892 nChanged 2 SP:Iteration 19Q (22354.710000 sec): 3 clusters Score: Raw -516907.104915 + Penalty 4035.422655 = -512871.682260 nChanged 0 SP:Iteration 20F (22354.730000 sec): 3 clusters Score: Raw -516907.132002 + Penalty 4035.422655 = -512871.709347 nChanged 1 SP:Iteration 21Q (22354.740000 sec): 3 clusters Score: Raw -516908.161574 + Penalty 4035.422655 = -512872.738919 nChanged 0 SP:Iteration 22F (22354.750000 sec): 3 clusters Score: Raw -516908.161574 + Penalty 4035.422655 = -512872.738919 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 39 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22354.760000 sec): 2 clusters Score: Raw -61114.396099 + Penalty 1460.441734 = -59653.954365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22354.760000 sec): 3 clusters Score: Raw -61309.973853 + Penalty 2920.883467 = -58389.090386 nChanged 58 SP:Iteration 1F (22354.760000 sec): 3 clusters Score: Raw -61474.519645 + Penalty 2920.883467 = -58553.636178 nChanged 15 SP:Iteration 2Q (22354.770000 sec): 3 clusters Score: Raw -61504.002501 + Penalty 2920.883467 = -58583.119033 nChanged 10 SP:Iteration 3Q (22354.770000 sec): 3 clusters Score: Raw -61552.887188 + Penalty 2920.883467 = -58632.003721 nChanged 5 SP:Iteration 4Q (22354.770000 sec): 3 clusters Score: Raw -61568.445912 + Penalty 2920.883467 = -58647.562445 nChanged 4 SP:Iteration 5Q (22354.770000 sec): 3 clusters Score: Raw -61582.972758 + Penalty 2920.883467 = -58662.089291 nChanged 2 SP:Iteration 6Q (22354.770000 sec): 3 clusters Score: Raw -61592.366150 + Penalty 2920.883467 = -58671.482683 nChanged 0 SP:Iteration 7F (22354.770000 sec): 3 clusters Score: Raw -61592.366150 + Penalty 2920.883467 = -58671.482683 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 40 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22354.780000 sec): 2 clusters Score: Raw -21300.539213 + Penalty 1285.082320 = -20015.456893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22354.780000 sec): 3 clusters Score: Raw -21618.072707 + Penalty 2570.164641 = -19047.908066 nChanged 23 SP:Iteration 1F (22354.780000 sec): 3 clusters Score: Raw -21857.625316 + Penalty 2570.164641 = -19287.460675 nChanged 7 SP:Iteration 2Q (22354.780000 sec): 3 clusters Score: Raw -21926.692146 + Penalty 2570.164641 = -19356.527505 nChanged 6 SP:Iteration 3Q (22354.780000 sec): 3 clusters Score: Raw -21977.112622 + Penalty 2570.164641 = -19406.947981 nChanged 2 SP:Iteration 4Q (22354.780000 sec): 3 clusters Score: Raw -22008.549747 + Penalty 2570.164641 = -19438.385106 nChanged 0 SP:Iteration 5F (22354.780000 sec): 3 clusters Score: Raw -22008.549747 + Penalty 2570.164641 = -19438.385106 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 41 (8924 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22354.820000 sec): 2 clusters Score: Raw -1440478.979846 + Penalty 2255.931890 = -1438223.047956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22354.860000 sec): 3 clusters Score: Raw -1435733.780663 + Penalty 4511.863780 = -1431221.916884 nChanged 3610 SP:Iteration 1F (22354.890000 sec): 3 clusters Score: Raw -1437595.894846 + Penalty 4511.863780 = -1433084.031067 nChanged 595 SP:Iteration 2F (22354.930000 sec): 3 clusters Score: Raw -1437879.843429 + Penalty 4511.863780 = -1433367.979649 nChanged 476 SP:Iteration 3F (22354.960000 sec): 3 clusters Score: Raw -1438071.501931 + Penalty 4511.863780 = -1433559.638152 nChanged 337 SP:Iteration 4Q (22355.000000 sec): 3 clusters Score: Raw -1438211.242857 + Penalty 4511.863780 = -1433699.379078 nChanged 300 SP:Iteration 5Q (22355.030000 sec): 3 clusters Score: Raw -1438339.586788 + Penalty 4511.863780 = -1433827.723008 nChanged 288 SP:Iteration 6Q (22355.070000 sec): 3 clusters Score: Raw -1438467.527468 + Penalty 4511.863780 = -1433955.663689 nChanged 281 SP:Iteration 7Q (22355.100000 sec): 3 clusters Score: Raw -1438596.353966 + Penalty 4511.863780 = -1434084.490187 nChanged 283 SP:Iteration 8Q (22355.140000 sec): 3 clusters Score: Raw -1438739.622013 + Penalty 4511.863780 = -1434227.758234 nChanged 281 SP:Iteration 9Q (22355.170000 sec): 3 clusters Score: Raw -1438914.384114 + Penalty 4511.863780 = -1434402.520335 nChanged 341 SP:Iteration 10Q (22355.210000 sec): 3 clusters Score: Raw -1439153.143868 + Penalty 4511.863780 = -1434641.280088 nChanged 370 SP:Iteration 11Q (22355.240000 sec): 3 clusters Score: Raw -1439373.884765 + Penalty 4511.863780 = -1434862.020986 nChanged 344 SP:Iteration 12Q (22355.280000 sec): 3 clusters Score: Raw -1439572.961215 + Penalty 4511.863780 = -1435061.097435 nChanged 331 SP:Iteration 13Q (22355.310000 sec): 3 clusters Score: Raw -1439751.318494 + Penalty 4511.863780 = -1435239.454715 nChanged 275 SP:Iteration 14Q (22355.350000 sec): 3 clusters Score: Raw -1439870.596761 + Penalty 4511.863780 = -1435358.732982 nChanged 240 SP:Iteration 15Q (22355.380000 sec): 3 clusters Score: Raw -1439976.119321 + Penalty 4511.863780 = -1435464.255541 nChanged 202 SP:Iteration 16Q (22355.420000 sec): 3 clusters Score: Raw -1440058.772881 + Penalty 4511.863780 = -1435546.909102 nChanged 168 SP:Iteration 17Q (22355.450000 sec): 3 clusters Score: Raw -1440118.818843 + Penalty 4511.863780 = -1435606.955063 nChanged 121 SP:Iteration 18Q (22355.490000 sec): 3 clusters Score: Raw -1440156.681596 + Penalty 4511.863780 = -1435644.817817 nChanged 102 SP:Iteration 19Q (22355.530000 sec): 3 clusters Score: Raw -1440189.215741 + Penalty 4511.863780 = -1435677.351962 nChanged 70 SP:Iteration 20F (22355.560000 sec): 3 clusters Score: Raw -1440207.227303 + Penalty 4511.863780 = -1435695.363523 nChanged 59 SP:Iteration 21Q (22355.600000 sec): 3 clusters Score: Raw -1440223.085943 + Penalty 4511.863780 = -1435711.222164 nChanged 50 SP:Iteration 22Q (22355.630000 sec): 3 clusters Score: Raw -1440232.376943 + Penalty 4511.863780 = -1435720.513164 nChanged 40 SP:Iteration 23Q (22355.670000 sec): 3 clusters Score: Raw -1440239.387919 + Penalty 4511.863780 = -1435727.524140 nChanged 30 SP:Iteration 24Q (22355.700000 sec): 3 clusters Score: Raw -1440245.397005 + Penalty 4511.863780 = -1435733.533225 nChanged 23 SP:Iteration 25Q (22355.740000 sec): 3 clusters Score: Raw -1440249.148622 + Penalty 4511.863780 = -1435737.284842 nChanged 16 SP:Iteration 26Q (22355.770000 sec): 3 clusters Score: Raw -1440251.988778 + Penalty 4511.863780 = -1435740.124998 nChanged 19 SP:Iteration 27Q (22355.810000 sec): 3 clusters Score: Raw -1440254.675464 + Penalty 4511.863780 = -1435742.811684 nChanged 12 SP:Iteration 28Q (22355.840000 sec): 3 clusters Score: Raw -1440256.478634 + Penalty 4511.863780 = -1435744.614855 nChanged 8 SP:Iteration 29Q (22355.870000 sec): 3 clusters Score: Raw -1440257.773541 + Penalty 4511.863780 = -1435745.909762 nChanged 8 SP:Iteration 30Q (22355.910000 sec): 3 clusters Score: Raw -1440259.127680 + Penalty 4511.863780 = -1435747.263900 nChanged 8 SP:Iteration 31Q (22355.940000 sec): 3 clusters Score: Raw -1440260.543558 + Penalty 4511.863780 = -1435748.679778 nChanged 13 SP:Iteration 32Q (22355.980000 sec): 3 clusters Score: Raw -1440262.532822 + Penalty 4511.863780 = -1435750.669042 nChanged 10 SP:Iteration 33Q (22356.010000 sec): 3 clusters Score: Raw -1440263.911288 + Penalty 4511.863780 = -1435752.047508 nChanged 10 SP:Iteration 34Q (22356.050000 sec): 3 clusters Score: Raw -1440265.679446 + Penalty 4511.863780 = -1435753.815666 nChanged 8 SP:Iteration 35Q (22356.080000 sec): 3 clusters Score: Raw -1440266.834491 + Penalty 4511.863780 = -1435754.970711 nChanged 4 SP:Iteration 36Q (22356.110000 sec): 3 clusters Score: Raw -1440267.386916 + Penalty 4511.863780 = -1435755.523137 nChanged 5 SP:Iteration 37Q (22356.150000 sec): 3 clusters Score: Raw -1440268.056754 + Penalty 4511.863780 = -1435756.192975 nChanged 4 SP:Iteration 38Q (22356.190000 sec): 3 clusters Score: Raw -1440268.604848 + Penalty 4511.863780 = -1435756.741069 nChanged 5 SP:Iteration 39Q (22356.220000 sec): 3 clusters Score: Raw -1440269.597503 + Penalty 4511.863780 = -1435757.733724 nChanged 6 SP:Iteration 40F (22356.250000 sec): 3 clusters Score: Raw -1440270.436594 + Penalty 4511.863780 = -1435758.572815 nChanged 4 SP:Iteration 41Q (22356.290000 sec): 3 clusters Score: Raw -1440271.258827 + Penalty 4511.863780 = -1435759.395047 nChanged 7 SP:Iteration 42Q (22356.320000 sec): 3 clusters Score: Raw -1440272.377983 + Penalty 4511.863780 = -1435760.514203 nChanged 7 SP:Iteration 43Q (22356.360000 sec): 3 clusters Score: Raw -1440273.355610 + Penalty 4511.863780 = -1435761.491831 nChanged 5 SP:Iteration 44Q (22356.390000 sec): 3 clusters Score: Raw -1440274.144690 + Penalty 4511.863780 = -1435762.280910 nChanged 3 SP:Iteration 45Q (22356.430000 sec): 3 clusters Score: Raw -1440274.550647 + Penalty 4511.863780 = -1435762.686868 nChanged 3 SP:Iteration 46Q (22356.460000 sec): 3 clusters Score: Raw -1440274.863339 + Penalty 4511.863780 = -1435762.999560 nChanged 3 SP:Iteration 47Q (22356.490000 sec): 3 clusters Score: Raw -1440275.236317 + Penalty 4511.863780 = -1435763.372537 nChanged 2 SP:Iteration 48Q (22356.530000 sec): 3 clusters Score: Raw -1440275.761393 + Penalty 4511.863780 = -1435763.897613 nChanged 1 SP:Iteration 49Q (22356.570000 sec): 3 clusters Score: Raw -1440276.000444 + Penalty 4511.863780 = -1435764.136664 nChanged 4 SP:Iteration 50Q (22356.600000 sec): 3 clusters Score: Raw -1440276.596135 + Penalty 4511.863780 = -1435764.732356 nChanged 5 SP:Iteration 51Q (22356.630000 sec): 3 clusters Score: Raw -1440277.475852 + Penalty 4511.863780 = -1435765.612073 nChanged 2 SP:Iteration 52Q (22356.670000 sec): 3 clusters Score: Raw -1440277.764580 + Penalty 4511.863780 = -1435765.900800 nChanged 2 SP:Iteration 53Q (22356.710000 sec): 3 clusters Score: Raw -1440278.114507 + Penalty 4511.863780 = -1435766.250727 nChanged 3 SP:Iteration 54Q (22356.740000 sec): 3 clusters Score: Raw -1440278.454552 + Penalty 4511.863780 = -1435766.590773 nChanged 1 SP:Iteration 55Q (22356.770000 sec): 3 clusters Score: Raw -1440278.792393 + Penalty 4511.863780 = -1435766.928613 nChanged 5 SP:Iteration 56Q (22356.810000 sec): 3 clusters Score: Raw -1440279.624806 + Penalty 4511.863780 = -1435767.761027 nChanged 5 SP:Iteration 57Q (22356.840000 sec): 3 clusters Score: Raw -1440280.208934 + Penalty 4511.863780 = -1435768.345155 nChanged 11 SP:Iteration 58Q (22356.880000 sec): 3 clusters Score: Raw -1440281.848116 + Penalty 4511.863780 = -1435769.984336 nChanged 4 SP:Iteration 59Q (22356.910000 sec): 3 clusters Score: Raw -1440282.305383 + Penalty 4511.863780 = -1435770.441604 nChanged 2 SP:Iteration 60F (22356.950000 sec): 3 clusters Score: Raw -1440282.407134 + Penalty 4511.863780 = -1435770.543354 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 42 (690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22356.960000 sec): 2 clusters Score: Raw -105882.437996 + Penalty 1621.099516 = -104261.338480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22356.960000 sec): 3 clusters Score: Raw -105801.484631 + Penalty 3242.199032 = -102559.285599 nChanged 145 SP:Iteration 1F (22356.960000 sec): 3 clusters Score: Raw -106013.272289 + Penalty 3242.199032 = -102771.073256 nChanged 41 SP:Iteration 2F (22356.970000 sec): 3 clusters Score: Raw -106091.341953 + Penalty 3242.199032 = -102849.142920 nChanged 14 SP:Iteration 3Q (22356.970000 sec): 3 clusters Score: Raw -106116.472962 + Penalty 3242.199032 = -102874.273930 nChanged 6 SP:Iteration 4Q (22356.970000 sec): 3 clusters Score: Raw -106129.333446 + Penalty 3242.199032 = -102887.134414 nChanged 6 SP:Iteration 5Q (22356.970000 sec): 3 clusters Score: Raw -106137.858747 + Penalty 3242.199032 = -102895.659715 nChanged 6 SP:Iteration 6Q (22356.980000 sec): 3 clusters Score: Raw -106145.432547 + Penalty 3242.199032 = -102903.233514 nChanged 2 SP:Iteration 7Q (22356.980000 sec): 3 clusters Score: Raw -106151.204497 + Penalty 3242.199032 = -102909.005464 nChanged 2 SP:Iteration 8Q (22356.980000 sec): 3 clusters Score: Raw -106156.880879 + Penalty 3242.199032 = -102914.681847 nChanged 1 SP:Iteration 9Q (22356.990000 sec): 3 clusters Score: Raw -106160.676665 + Penalty 3242.199032 = -102918.477633 nChanged 2 SP:Iteration 10Q (22356.990000 sec): 3 clusters Score: Raw -106163.277778 + Penalty 3242.199032 = -102921.078746 nChanged 1 SP:Iteration 11Q (22356.990000 sec): 3 clusters Score: Raw -106164.038638 + Penalty 3242.199032 = -102921.839605 nChanged 1 SP:Iteration 12Q (22356.990000 sec): 3 clusters Score: Raw -106166.020474 + Penalty 3242.199032 = -102923.821441 nChanged 0 SP:Iteration 13F (22356.990000 sec): 3 clusters Score: Raw -106166.020474 + Penalty 3242.199032 = -102923.821441 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 43 (13340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22357.050000 sec): 2 clusters Score: Raw -2241902.111292 + Penalty 2355.633535 = -2239546.477757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22357.110000 sec): 3 clusters Score: Raw -2234476.389557 + Penalty 4711.267070 = -2229765.122487 nChanged 5699 SP:Iteration 1F (22357.160000 sec): 3 clusters Score: Raw -2237437.745741 + Penalty 4711.267070 = -2232726.478671 nChanged 773 SP:Iteration 2F (22357.210000 sec): 3 clusters Score: Raw -2237737.567225 + Penalty 4711.267070 = -2233026.300154 nChanged 594 SP:Iteration 3Q (22357.270000 sec): 3 clusters Score: Raw -2237940.416096 + Penalty 4711.267070 = -2233229.149026 nChanged 473 SP:Iteration 4Q (22357.320000 sec): 3 clusters Score: Raw -2238101.090490 + Penalty 4711.267070 = -2233389.823420 nChanged 425 SP:Iteration 5Q (22357.370000 sec): 3 clusters Score: Raw -2238250.059121 + Penalty 4711.267070 = -2233538.792051 nChanged 389 SP:Iteration 6Q (22357.420000 sec): 3 clusters Score: Raw -2238377.778183 + Penalty 4711.267070 = -2233666.511113 nChanged 354 SP:Iteration 7Q (22357.480000 sec): 3 clusters Score: Raw -2238503.958315 + Penalty 4711.267070 = -2233792.691245 nChanged 348 SP:Iteration 8Q (22357.530000 sec): 3 clusters Score: Raw -2238627.033898 + Penalty 4711.267070 = -2233915.766828 nChanged 387 SP:Iteration 9Q (22357.580000 sec): 3 clusters Score: Raw -2238780.281092 + Penalty 4711.267070 = -2234069.014022 nChanged 422 SP:Iteration 10Q (22357.640000 sec): 3 clusters Score: Raw -2238970.970148 + Penalty 4711.267070 = -2234259.703078 nChanged 475 SP:Iteration 11Q (22357.690000 sec): 3 clusters Score: Raw -2239216.369153 + Penalty 4711.267070 = -2234505.102083 nChanged 540 SP:Iteration 12Q (22357.740000 sec): 3 clusters Score: Raw -2239537.244603 + Penalty 4711.267070 = -2234825.977533 nChanged 637 SP:Iteration 13Q (22357.790000 sec): 3 clusters Score: Raw -2239957.191478 + Penalty 4711.267070 = -2235245.924408 nChanged 642 SP:Iteration 14Q (22357.850000 sec): 3 clusters Score: Raw -2240427.382210 + Penalty 4711.267070 = -2235716.115140 nChanged 622 SP:Iteration 15Q (22357.900000 sec): 3 clusters Score: Raw -2240906.900162 + Penalty 4711.267070 = -2236195.633091 nChanged 558 SP:Iteration 16Q (22357.950000 sec): 3 clusters Score: Raw -2241335.624058 + Penalty 4711.267070 = -2236624.356988 nChanged 437 SP:Iteration 17Q (22357.990000 sec): 3 clusters Score: Raw -2241650.929262 + Penalty 4711.267070 = -2236939.662192 nChanged 331 SP:Iteration 18Q (22358.040000 sec): 3 clusters Score: Raw -2241907.365744 + Penalty 4711.267070 = -2237196.098673 nChanged 243 SP:Iteration 19Q (22358.090000 sec): 3 clusters Score: Raw -2242086.614107 + Penalty 4711.267070 = -2237375.347036 nChanged 169 SP:Iteration 20F (22358.140000 sec): 3 clusters Score: Raw -2242213.356234 + Penalty 4711.267070 = -2237502.089163 nChanged 104 SP:Iteration 21Q (22358.190000 sec): 3 clusters Score: Raw -2242282.481925 + Penalty 4711.267070 = -2237571.214855 nChanged 85 SP:Iteration 22Q (22358.230000 sec): 3 clusters Score: Raw -2242332.202553 + Penalty 4711.267070 = -2237620.935483 nChanged 60 SP:Iteration 23Q (22358.270000 sec): 3 clusters Score: Raw -2242367.202701 + Penalty 4711.267070 = -2237655.935630 nChanged 42 SP:Iteration 24Q (22358.320000 sec): 3 clusters Score: Raw -2242384.779923 + Penalty 4711.267070 = -2237673.512852 nChanged 31 SP:Iteration 25Q (22358.360000 sec): 3 clusters Score: Raw -2242400.148131 + Penalty 4711.267070 = -2237688.881061 nChanged 23 SP:Iteration 26Q (22358.400000 sec): 3 clusters Score: Raw -2242409.969510 + Penalty 4711.267070 = -2237698.702440 nChanged 20 SP:Iteration 27Q (22358.450000 sec): 3 clusters Score: Raw -2242418.280421 + Penalty 4711.267070 = -2237707.013350 nChanged 13 SP:Iteration 28Q (22358.490000 sec): 3 clusters Score: Raw -2242423.313362 + Penalty 4711.267070 = -2237712.046292 nChanged 10 SP:Iteration 29Q (22358.530000 sec): 3 clusters Score: Raw -2242426.692232 + Penalty 4711.267070 = -2237715.425162 nChanged 7 SP:Iteration 30Q (22358.570000 sec): 3 clusters Score: Raw -2242428.723345 + Penalty 4711.267070 = -2237717.456274 nChanged 4 SP:Iteration 31Q (22358.610000 sec): 3 clusters Score: Raw -2242430.123507 + Penalty 4711.267070 = -2237718.856437 nChanged 3 SP:Iteration 32Q (22358.660000 sec): 3 clusters Score: Raw -2242431.091644 + Penalty 4711.267070 = -2237719.824573 nChanged 3 SP:Iteration 33Q (22358.700000 sec): 3 clusters Score: Raw -2242431.857879 + Penalty 4711.267070 = -2237720.590809 nChanged 4 SP:Iteration 34Q (22358.740000 sec): 3 clusters Score: Raw -2242433.135675 + Penalty 4711.267070 = -2237721.868604 nChanged 1 SP:Iteration 35Q (22358.780000 sec): 3 clusters Score: Raw -2242433.394531 + Penalty 4711.267070 = -2237722.127460 nChanged 1 SP:Iteration 36Q (22358.830000 sec): 3 clusters Score: Raw -2242433.720320 + Penalty 4711.267070 = -2237722.453249 nChanged 1 SP:Iteration 37Q (22358.870000 sec): 3 clusters Score: Raw -2242434.194972 + Penalty 4711.267070 = -2237722.927902 nChanged 1 SP:Iteration 38Q (22358.910000 sec): 3 clusters Score: Raw -2242434.326427 + Penalty 4711.267070 = -2237723.059356 nChanged 0 SP:Iteration 39F (22358.960000 sec): 3 clusters Score: Raw -2242434.326427 + Penalty 4711.267070 = -2237723.059356 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 44 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22358.970000 sec): 2 clusters Score: Raw -16897.901713 + Penalty 1187.297952 = -15710.603761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22358.970000 sec): 3 clusters Score: Raw -17314.902570 + Penalty 2374.595904 = -14940.306665 nChanged 1 SP:Iteration 1Q (22358.970000 sec): 3 clusters Score: Raw -17326.661794 + Penalty 2374.595904 = -14952.065889 nChanged 0 SP:Iteration 2F (22358.970000 sec): 3 clusters Score: Raw -17326.661794 + Penalty 2374.595904 = -14952.065889 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 45 (537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22358.980000 sec): 2 clusters Score: Raw -81002.518010 + Penalty 1558.927527 = -79443.590482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22358.980000 sec): 3 clusters Score: Raw -81007.468521 + Penalty 3117.855055 = -77889.613466 nChanged 93 SP:Iteration 1F (22358.990000 sec): 3 clusters Score: Raw -81216.087057 + Penalty 3117.855055 = -78098.232002 nChanged 25 SP:Iteration 2Q (22358.990000 sec): 3 clusters Score: Raw -81271.592986 + Penalty 3117.855055 = -78153.737931 nChanged 14 SP:Iteration 3Q (22358.990000 sec): 3 clusters Score: Raw -81316.835973 + Penalty 3117.855055 = -78198.980918 nChanged 8 SP:Iteration 4Q (22358.990000 sec): 3 clusters Score: Raw -81332.382568 + Penalty 3117.855055 = -78214.527513 nChanged 2 SP:Iteration 5Q (22358.990000 sec): 3 clusters Score: Raw -81337.550360 + Penalty 3117.855055 = -78219.695305 nChanged 3 SP:Iteration 6Q (22358.990000 sec): 3 clusters Score: Raw -81341.855664 + Penalty 3117.855055 = -78224.000609 nChanged 4 SP:Iteration 7Q (22359.000000 sec): 3 clusters Score: Raw -81349.612075 + Penalty 3117.855055 = -78231.757020 nChanged 2 SP:Iteration 8Q (22359.000000 sec): 3 clusters Score: Raw -81353.016257 + Penalty 3117.855055 = -78235.161202 nChanged 2 SP:Iteration 9Q (22359.000000 sec): 3 clusters Score: Raw -81356.592816 + Penalty 3117.855055 = -78238.737761 nChanged 2 SP:Iteration 10Q (22359.000000 sec): 3 clusters Score: Raw -81358.242686 + Penalty 3117.855055 = -78240.387631 nChanged 2 SP:Iteration 11Q (22359.010000 sec): 3 clusters Score: Raw -81363.361923 + Penalty 3117.855055 = -78245.506868 nChanged 1 SP:Iteration 12Q (22359.010000 sec): 3 clusters Score: Raw -81364.742530 + Penalty 3117.855055 = -78246.887475 nChanged 1 SP:Iteration 13Q (22359.010000 sec): 3 clusters Score: Raw -81366.660494 + Penalty 3117.855055 = -78248.805439 nChanged 1 SP:Iteration 14Q (22359.010000 sec): 3 clusters Score: Raw -81369.525693 + Penalty 3117.855055 = -78251.670639 nChanged 1 SP:Iteration 15Q (22359.010000 sec): 3 clusters Score: Raw -81372.059829 + Penalty 3117.855055 = -78254.204774 nChanged 0 SP:Iteration 16F (22359.010000 sec): 3 clusters Score: Raw -81372.059829 + Penalty 3117.855055 = -78254.204774 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 46 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22359.020000 sec): 2 clusters Score: Raw -18614.267093 + Penalty 1203.303505 = -17410.963587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22359.020000 sec): 3 clusters Score: Raw -18869.481093 + Penalty 2406.607011 = -16462.874082 nChanged 2 SP:Iteration 1Q (22359.020000 sec): 3 clusters Score: Raw -18883.587598 + Penalty 2406.607011 = -16476.980587 nChanged 0 SP:Iteration 2F (22359.020000 sec): 3 clusters Score: Raw -18883.587598 + Penalty 2406.607011 = -16476.980587 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 47 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22359.030000 sec): 2 clusters Score: Raw -39224.621099 + Penalty 1418.637321 = -37805.983778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22359.030000 sec): 3 clusters Score: Raw -39425.142564 + Penalty 2837.274641 = -36587.867923 nChanged 63 SP:Iteration 1F (22359.030000 sec): 3 clusters Score: Raw -39659.085711 + Penalty 2837.274641 = -36821.811070 nChanged 16 SP:Iteration 2F (22359.030000 sec): 3 clusters Score: Raw -39762.400251 + Penalty 2837.274641 = -36925.125610 nChanged 10 SP:Iteration 3Q (22359.030000 sec): 3 clusters Score: Raw -39827.025258 + Penalty 2837.274641 = -36989.750617 nChanged 8 SP:Iteration 4Q (22359.030000 sec): 3 clusters Score: Raw -39893.670861 + Penalty 2837.274641 = -37056.396219 nChanged 4 SP:Iteration 5Q (22359.030000 sec): 3 clusters Score: Raw -39911.306421 + Penalty 2837.274641 = -37074.031779 nChanged 4 SP:Iteration 6Q (22359.030000 sec): 3 clusters Score: Raw -39930.846166 + Penalty 2837.274641 = -37093.571525 nChanged 2 SP:Iteration 7Q (22359.040000 sec): 3 clusters Score: Raw -39937.140373 + Penalty 2837.274641 = -37099.865731 nChanged 1 SP:Iteration 8Q (22359.040000 sec): 3 clusters Score: Raw -39940.133829 + Penalty 2837.274641 = -37102.859188 nChanged 0 SP:Iteration 9F (22359.040000 sec): 3 clusters Score: Raw -39940.133829 + Penalty 2837.274641 = -37102.859188 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 48 (1547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22359.050000 sec): 2 clusters Score: Raw -234722.125974 + Penalty 1821.330067 = -232900.795907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22359.050000 sec): 3 clusters Score: Raw -234241.366952 + Penalty 3642.660134 = -230598.706818 nChanged 441 SP:Iteration 1F (22359.060000 sec): 3 clusters Score: Raw -234661.510612 + Penalty 3642.660134 = -231018.850478 nChanged 111 SP:Iteration 2F (22359.070000 sec): 3 clusters Score: Raw -234816.260866 + Penalty 3642.660134 = -231173.600732 nChanged 81 SP:Iteration 3F (22359.070000 sec): 3 clusters Score: Raw -234934.437268 + Penalty 3642.660134 = -231291.777134 nChanged 63 SP:Iteration 4Q (22359.080000 sec): 3 clusters Score: Raw -235027.922445 + Penalty 3642.660134 = -231385.262311 nChanged 57 SP:Iteration 5Q (22359.090000 sec): 3 clusters Score: Raw -235091.591476 + Penalty 3642.660134 = -231448.931342 nChanged 49 SP:Iteration 6Q (22359.090000 sec): 3 clusters Score: Raw -235179.392589 + Penalty 3642.660134 = -231536.732455 nChanged 58 SP:Iteration 7Q (22359.100000 sec): 3 clusters Score: Raw -235307.481352 + Penalty 3642.660134 = -231664.821218 nChanged 53 SP:Iteration 8Q (22359.110000 sec): 3 clusters Score: Raw -235379.002738 + Penalty 3642.660134 = -231736.342604 nChanged 48 SP:Iteration 9Q (22359.110000 sec): 3 clusters Score: Raw -235425.302254 + Penalty 3642.660134 = -231782.642120 nChanged 41 SP:Iteration 10Q (22359.120000 sec): 3 clusters Score: Raw -235480.377447 + Penalty 3642.660134 = -231837.717313 nChanged 39 SP:Iteration 11Q (22359.120000 sec): 3 clusters Score: Raw -235529.975396 + Penalty 3642.660134 = -231887.315262 nChanged 33 SP:Iteration 12Q (22359.130000 sec): 3 clusters Score: Raw -235569.997419 + Penalty 3642.660134 = -231927.337285 nChanged 32 SP:Iteration 13Q (22359.130000 sec): 3 clusters Score: Raw -235600.434646 + Penalty 3642.660134 = -231957.774512 nChanged 21 SP:Iteration 14Q (22359.140000 sec): 3 clusters Score: Raw -235627.431923 + Penalty 3642.660134 = -231984.771789 nChanged 18 SP:Iteration 15Q (22359.150000 sec): 3 clusters Score: Raw -235645.497299 + Penalty 3642.660134 = -232002.837165 nChanged 10 SP:Iteration 16Q (22359.150000 sec): 3 clusters Score: Raw -235658.153881 + Penalty 3642.660134 = -232015.493747 nChanged 13 SP:Iteration 17Q (22359.160000 sec): 3 clusters Score: Raw -235668.979735 + Penalty 3642.660134 = -232026.319601 nChanged 8 SP:Iteration 18Q (22359.160000 sec): 3 clusters Score: Raw -235674.566853 + Penalty 3642.660134 = -232031.906719 nChanged 3 SP:Iteration 19Q (22359.170000 sec): 3 clusters Score: Raw -235676.136064 + Penalty 3642.660134 = -232033.475930 nChanged 4 SP:Iteration 20F (22359.170000 sec): 3 clusters Score: Raw -235678.551136 + Penalty 3642.660134 = -232035.891002 nChanged 2 SP:Iteration 21Q (22359.180000 sec): 3 clusters Score: Raw -235679.790665 + Penalty 3642.660134 = -232037.130531 nChanged 0 SP:Iteration 22F (22359.190000 sec): 3 clusters Score: Raw -235679.790665 + Penalty 3642.660134 = -232037.130531 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 49 (34047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22359.330000 sec): 2 clusters Score: Raw -5499038.050472 + Penalty 2588.003306 = -5496450.047166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22359.470000 sec): 3 clusters Score: Raw -5478525.123667 + Penalty 5176.006612 = -5473349.117055 nChanged 15428 SP:Iteration 1F (22359.610000 sec): 3 clusters Score: Raw -5487385.883918 + Penalty 5176.006612 = -5482209.877306 nChanged 1906 SP:Iteration 2F (22359.750000 sec): 3 clusters Score: Raw -5488371.797615 + Penalty 5176.006612 = -5483195.791003 nChanged 2123 SP:Iteration 3F (22359.890000 sec): 3 clusters Score: Raw -5489760.952985 + Penalty 5176.006612 = -5484584.946373 nChanged 2448 SP:Iteration 4F (22360.020000 sec): 3 clusters Score: Raw -5491681.082315 + Penalty 5176.006612 = -5486505.075703 nChanged 2690 SP:Iteration 5F (22360.160000 sec): 3 clusters Score: Raw -5493857.553933 + Penalty 5176.006612 = -5488681.547321 nChanged 2495 SP:Iteration 6F (22360.300000 sec): 3 clusters Score: Raw -5495801.420900 + Penalty 5176.006612 = -5490625.414288 nChanged 1969 SP:Iteration 7F (22360.440000 sec): 3 clusters Score: Raw -5497213.747746 + Penalty 5176.006612 = -5492037.741134 nChanged 1421 SP:Iteration 8Q (22360.580000 sec): 3 clusters Score: Raw -5498043.929139 + Penalty 5176.006612 = -5492867.922527 nChanged 937 SP:Iteration 9Q (22360.720000 sec): 3 clusters Score: Raw -5498421.851598 + Penalty 5176.006612 = -5493245.844986 nChanged 538 SP:Iteration 10Q (22360.850000 sec): 3 clusters Score: Raw -5498585.864772 + Penalty 5176.006612 = -5493409.858160 nChanged 343 SP:Iteration 11Q (22360.990000 sec): 3 clusters Score: Raw -5498668.499939 + Penalty 5176.006612 = -5493492.493327 nChanged 257 SP:Iteration 12Q (22361.130000 sec): 3 clusters Score: Raw -5498727.058071 + Penalty 5176.006612 = -5493551.051459 nChanged 227 SP:Iteration 13Q (22361.260000 sec): 3 clusters Score: Raw -5498774.239884 + Penalty 5176.006612 = -5493598.233272 nChanged 221 SP:Iteration 14Q (22361.390000 sec): 3 clusters Score: Raw -5498823.639138 + Penalty 5176.006612 = -5493647.632526 nChanged 224 SP:Iteration 15Q (22361.520000 sec): 3 clusters Score: Raw -5498866.149914 + Penalty 5176.006612 = -5493690.143301 nChanged 201 SP:Iteration 16Q (22361.660000 sec): 3 clusters Score: Raw -5498898.783577 + Penalty 5176.006612 = -5493722.776964 nChanged 176 SP:Iteration 17Q (22361.790000 sec): 3 clusters Score: Raw -5498928.358202 + Penalty 5176.006612 = -5493752.351589 nChanged 163 SP:Iteration 18Q (22361.930000 sec): 3 clusters Score: Raw -5498950.759686 + Penalty 5176.006612 = -5493774.753074 nChanged 130 SP:Iteration 19Q (22362.060000 sec): 3 clusters Score: Raw -5498966.958009 + Penalty 5176.006612 = -5493790.951396 nChanged 115 SP:Iteration 20F (22362.200000 sec): 3 clusters Score: Raw -5498981.465609 + Penalty 5176.006612 = -5493805.458997 nChanged 110 SP:Iteration 21Q (22362.330000 sec): 3 clusters Score: Raw -5498995.336283 + Penalty 5176.006612 = -5493819.329671 nChanged 96 SP:Iteration 22Q (22362.450000 sec): 3 clusters Score: Raw -5499007.689103 + Penalty 5176.006612 = -5493831.682491 nChanged 99 SP:Iteration 23Q (22362.590000 sec): 3 clusters Score: Raw -5499020.694136 + Penalty 5176.006612 = -5493844.687524 nChanged 114 SP:Iteration 24Q (22362.710000 sec): 3 clusters Score: Raw -5499035.361515 + Penalty 5176.006612 = -5493859.354903 nChanged 109 SP:Iteration 25Q (22362.840000 sec): 3 clusters Score: Raw -5499048.741317 + Penalty 5176.006612 = -5493872.734705 nChanged 110 SP:Iteration 26Q (22362.970000 sec): 3 clusters Score: Raw -5499063.362022 + Penalty 5176.006612 = -5493887.355410 nChanged 107 SP:Iteration 27Q (22363.100000 sec): 3 clusters Score: Raw -5499077.771353 + Penalty 5176.006612 = -5493901.764741 nChanged 94 SP:Iteration 28Q (22363.230000 sec): 3 clusters Score: Raw -5499089.510082 + Penalty 5176.006612 = -5493913.503470 nChanged 83 SP:Iteration 29Q (22363.350000 sec): 3 clusters Score: Raw -5499098.752404 + Penalty 5176.006612 = -5493922.745791 nChanged 80 SP:Iteration 30Q (22363.480000 sec): 3 clusters Score: Raw -5499107.764235 + Penalty 5176.006612 = -5493931.757623 nChanged 75 SP:Iteration 31Q (22363.610000 sec): 3 clusters Score: Raw -5499115.779581 + Penalty 5176.006612 = -5493939.772968 nChanged 69 SP:Iteration 32Q (22363.730000 sec): 3 clusters Score: Raw -5499123.343287 + Penalty 5176.006612 = -5493947.336675 nChanged 77 SP:Iteration 33Q (22363.860000 sec): 3 clusters Score: Raw -5499132.064315 + Penalty 5176.006612 = -5493956.057702 nChanged 81 SP:Iteration 34Q (22363.990000 sec): 3 clusters Score: Raw -5499141.058793 + Penalty 5176.006612 = -5493965.052181 nChanged 82 SP:Iteration 35Q (22364.110000 sec): 3 clusters Score: Raw -5499150.638433 + Penalty 5176.006612 = -5493974.631821 nChanged 80 SP:Iteration 36Q (22364.240000 sec): 3 clusters Score: Raw -5499161.409787 + Penalty 5176.006612 = -5493985.403175 nChanged 77 SP:Iteration 37Q (22364.370000 sec): 3 clusters Score: Raw -5499170.526171 + Penalty 5176.006612 = -5493994.519558 nChanged 72 SP:Iteration 38Q (22364.490000 sec): 3 clusters Score: Raw -5499178.059203 + Penalty 5176.006612 = -5494002.052591 nChanged 66 SP:Iteration 39Q (22364.620000 sec): 3 clusters Score: Raw -5499185.649928 + Penalty 5176.006612 = -5494009.643316 nChanged 73 SP:Iteration 40F (22364.760000 sec): 3 clusters Score: Raw -5499193.775069 + Penalty 5176.006612 = -5494017.768457 nChanged 82 SP:Iteration 41Q (22364.880000 sec): 3 clusters Score: Raw -5499204.578005 + Penalty 5176.006612 = -5494028.571393 nChanged 81 SP:Iteration 42Q (22365.010000 sec): 3 clusters Score: Raw -5499214.215441 + Penalty 5176.006612 = -5494038.208829 nChanged 68 SP:Iteration 43Q (22365.130000 sec): 3 clusters Score: Raw -5499221.948314 + Penalty 5176.006612 = -5494045.941702 nChanged 60 SP:Iteration 44Q (22365.260000 sec): 3 clusters Score: Raw -5499228.510505 + Penalty 5176.006612 = -5494052.503893 nChanged 56 SP:Iteration 45Q (22365.380000 sec): 3 clusters Score: Raw -5499234.687755 + Penalty 5176.006612 = -5494058.681143 nChanged 46 SP:Iteration 46Q (22365.510000 sec): 3 clusters Score: Raw -5499239.576454 + Penalty 5176.006612 = -5494063.569842 nChanged 43 SP:Iteration 47Q (22365.630000 sec): 3 clusters Score: Raw -5499243.898297 + Penalty 5176.006612 = -5494067.891685 nChanged 45 SP:Iteration 48Q (22365.750000 sec): 3 clusters Score: Raw -5499248.397139 + Penalty 5176.006612 = -5494072.390527 nChanged 50 SP:Iteration 49Q (22365.880000 sec): 3 clusters Score: Raw -5499253.903920 + Penalty 5176.006612 = -5494077.897308 nChanged 43 SP:Iteration 50Q (22366.000000 sec): 3 clusters Score: Raw -5499258.760306 + Penalty 5176.006612 = -5494082.753693 nChanged 49 SP:Iteration 51Q (22366.130000 sec): 3 clusters Score: Raw -5499264.175501 + Penalty 5176.006612 = -5494088.168889 nChanged 46 SP:Iteration 52Q (22366.250000 sec): 3 clusters Score: Raw -5499269.375033 + Penalty 5176.006612 = -5494093.368421 nChanged 55 SP:Iteration 53Q (22366.370000 sec): 3 clusters Score: Raw -5499275.266768 + Penalty 5176.006612 = -5494099.260156 nChanged 56 SP:Iteration 54Q (22366.490000 sec): 3 clusters Score: Raw -5499281.820625 + Penalty 5176.006612 = -5494105.814013 nChanged 53 SP:Iteration 55Q (22366.620000 sec): 3 clusters Score: Raw -5499287.207170 + Penalty 5176.006612 = -5494111.200557 nChanged 49 SP:Iteration 56Q (22366.740000 sec): 3 clusters Score: Raw -5499291.481523 + Penalty 5176.006612 = -5494115.474911 nChanged 34 SP:Iteration 57Q (22366.860000 sec): 3 clusters Score: Raw -5499294.290423 + Penalty 5176.006612 = -5494118.283811 nChanged 33 SP:Iteration 58Q (22366.990000 sec): 3 clusters Score: Raw -5499297.857804 + Penalty 5176.006612 = -5494121.851192 nChanged 27 SP:Iteration 59Q (22367.110000 sec): 3 clusters Score: Raw -5499300.654252 + Penalty 5176.006612 = -5494124.647640 nChanged 29 SP:Iteration 60F (22367.240000 sec): 3 clusters Score: Raw -5499303.583971 + Penalty 5176.006612 = -5494127.577359 nChanged 32 SP:Iteration 61Q (22367.370000 sec): 3 clusters Score: Raw -5499306.278553 + Penalty 5176.006612 = -5494130.271941 nChanged 30 SP:Iteration 62Q (22367.490000 sec): 3 clusters Score: Raw -5499308.794598 + Penalty 5176.006612 = -5494132.787985 nChanged 31 SP:Iteration 63Q (22367.610000 sec): 3 clusters Score: Raw -5499311.101895 + Penalty 5176.006612 = -5494135.095283 nChanged 33 SP:Iteration 64Q (22367.730000 sec): 3 clusters Score: Raw -5499313.853265 + Penalty 5176.006612 = -5494137.846652 nChanged 23 SP:Iteration 65Q (22367.850000 sec): 3 clusters Score: Raw -5499316.009808 + Penalty 5176.006612 = -5494140.003196 nChanged 25 SP:Iteration 66Q (22367.970000 sec): 3 clusters Score: Raw -5499318.037083 + Penalty 5176.006612 = -5494142.030471 nChanged 25 SP:Iteration 67Q (22368.100000 sec): 3 clusters Score: Raw -5499319.901909 + Penalty 5176.006612 = -5494143.895297 nChanged 20 SP:Iteration 68Q (22368.230000 sec): 3 clusters Score: Raw -5499321.747485 + Penalty 5176.006612 = -5494145.740872 nChanged 27 SP:Iteration 69Q (22368.350000 sec): 3 clusters Score: Raw -5499323.932721 + Penalty 5176.006612 = -5494147.926109 nChanged 22 SP:Iteration 70Q (22368.480000 sec): 3 clusters Score: Raw -5499326.262795 + Penalty 5176.006612 = -5494150.256183 nChanged 34 SP:Iteration 71Q (22368.600000 sec): 3 clusters Score: Raw -5499329.100925 + Penalty 5176.006612 = -5494153.094313 nChanged 28 SP:Iteration 72Q (22368.720000 sec): 3 clusters Score: Raw -5499331.734496 + Penalty 5176.006612 = -5494155.727884 nChanged 36 SP:Iteration 73Q (22368.840000 sec): 3 clusters Score: Raw -5499336.569697 + Penalty 5176.006612 = -5494160.563085 nChanged 52 SP:Iteration 74Q (22368.960000 sec): 3 clusters Score: Raw -5499344.187683 + Penalty 5176.006612 = -5494168.181070 nChanged 61 SP:Iteration 75Q (22369.080000 sec): 3 clusters Score: Raw -5499353.265571 + Penalty 5176.006612 = -5494177.258959 nChanged 68 SP:Iteration 76Q (22369.200000 sec): 3 clusters Score: Raw -5499361.724620 + Penalty 5176.006612 = -5494185.718007 nChanged 50 SP:Iteration 77Q (22369.320000 sec): 3 clusters Score: Raw -5499367.611021 + Penalty 5176.006612 = -5494191.604409 nChanged 54 SP:Iteration 78Q (22369.440000 sec): 3 clusters Score: Raw -5499375.147913 + Penalty 5176.006612 = -5494199.141301 nChanged 57 SP:Iteration 79Q (22369.560000 sec): 3 clusters Score: Raw -5499382.513405 + Penalty 5176.006612 = -5494206.506793 nChanged 52 SP:Iteration 80F (22369.700000 sec): 3 clusters Score: Raw -5499389.856518 + Penalty 5176.006612 = -5494213.849906 nChanged 55 SP:Iteration 81Q (22369.820000 sec): 3 clusters Score: Raw -5499396.469100 + Penalty 5176.006612 = -5494220.462488 nChanged 49 SP:Iteration 82Q (22369.940000 sec): 3 clusters Score: Raw -5499402.152515 + Penalty 5176.006612 = -5494226.145903 nChanged 41 SP:Iteration 83Q (22370.060000 sec): 3 clusters Score: Raw -5499406.376101 + Penalty 5176.006612 = -5494230.369488 nChanged 43 SP:Iteration 84Q (22370.170000 sec): 3 clusters Score: Raw -5499412.457799 + Penalty 5176.006612 = -5494236.451187 nChanged 43 SP:Iteration 85Q (22370.290000 sec): 3 clusters Score: Raw -5499417.461217 + Penalty 5176.006612 = -5494241.454605 nChanged 48 SP:Iteration 86Q (22370.410000 sec): 3 clusters Score: Raw -5499423.516417 + Penalty 5176.006612 = -5494247.509805 nChanged 43 SP:Iteration 87Q (22370.530000 sec): 3 clusters Score: Raw -5499429.034065 + Penalty 5176.006612 = -5494253.027453 nChanged 56 SP:Iteration 88Q (22370.650000 sec): 3 clusters Score: Raw -5499436.910729 + Penalty 5176.006612 = -5494260.904116 nChanged 68 SP:Iteration 89Q (22370.770000 sec): 3 clusters Score: Raw -5499446.314604 + Penalty 5176.006612 = -5494270.307992 nChanged 60 SP:Iteration 90Q (22370.890000 sec): 3 clusters Score: Raw -5499454.203329 + Penalty 5176.006612 = -5494278.196717 nChanged 52 SP:Iteration 91Q (22371.010000 sec): 3 clusters Score: Raw -5499461.010955 + Penalty 5176.006612 = -5494285.004343 nChanged 37 SP:Iteration 92Q (22371.120000 sec): 3 clusters Score: Raw -5499465.064279 + Penalty 5176.006612 = -5494289.057666 nChanged 32 SP:Iteration 93Q (22371.240000 sec): 3 clusters Score: Raw -5499469.258124 + Penalty 5176.006612 = -5494293.251512 nChanged 39 SP:Iteration 94Q (22371.360000 sec): 3 clusters Score: Raw -5499474.623683 + Penalty 5176.006612 = -5494298.617071 nChanged 50 SP:Iteration 95Q (22371.470000 sec): 3 clusters Score: Raw -5499480.781667 + Penalty 5176.006612 = -5494304.775055 nChanged 50 SP:Iteration 96Q (22371.590000 sec): 3 clusters Score: Raw -5499487.160963 + Penalty 5176.006612 = -5494311.154351 nChanged 45 SP:Iteration 97Q (22371.710000 sec): 3 clusters Score: Raw -5499492.914041 + Penalty 5176.006612 = -5494316.907429 nChanged 43 SP:Iteration 98Q (22371.820000 sec): 3 clusters Score: Raw -5499498.135659 + Penalty 5176.006612 = -5494322.129046 nChanged 41 SP:Iteration 99Q (22371.940000 sec): 3 clusters Score: Raw -5499502.959483 + Penalty 5176.006612 = -5494326.952871 nChanged 28 SP:Iteration 100F (22372.080000 sec): 3 clusters Score: Raw -5499505.915714 + Penalty 5176.006612 = -5494329.909102 nChanged 31 SP:Iteration 101Q (22372.190000 sec): 3 clusters Score: Raw -5499509.247921 + Penalty 5176.006612 = -5494333.241309 nChanged 25 SP:Iteration 102Q (22372.310000 sec): 3 clusters Score: Raw -5499511.751452 + Penalty 5176.006612 = -5494335.744839 nChanged 24 SP:Iteration 103Q (22372.430000 sec): 3 clusters Score: Raw -5499514.426791 + Penalty 5176.006612 = -5494338.420179 nChanged 22 SP:Iteration 104Q (22372.550000 sec): 3 clusters Score: Raw -5499516.851754 + Penalty 5176.006612 = -5494340.845142 nChanged 20 SP:Iteration 105Q (22372.660000 sec): 3 clusters Score: Raw -5499518.744233 + Penalty 5176.006612 = -5494342.737621 nChanged 16 SP:Iteration 106Q (22372.780000 sec): 3 clusters Score: Raw -5499520.071331 + Penalty 5176.006612 = -5494344.064719 nChanged 13 SP:Iteration 107Q (22372.890000 sec): 3 clusters Score: Raw -5499521.492086 + Penalty 5176.006612 = -5494345.485473 nChanged 17 SP:Iteration 108Q (22373.010000 sec): 3 clusters Score: Raw -5499523.113282 + Penalty 5176.006612 = -5494347.106670 nChanged 13 SP:Iteration 109Q (22373.120000 sec): 3 clusters Score: Raw -5499524.317060 + Penalty 5176.006612 = -5494348.310448 nChanged 12 SP:Iteration 110Q (22373.240000 sec): 3 clusters Score: Raw -5499525.255903 + Penalty 5176.006612 = -5494349.249291 nChanged 16 SP:Iteration 111Q (22373.350000 sec): 3 clusters Score: Raw -5499527.310919 + Penalty 5176.006612 = -5494351.304307 nChanged 18 SP:Iteration 112Q (22373.470000 sec): 3 clusters Score: Raw -5499529.140217 + Penalty 5176.006612 = -5494353.133605 nChanged 18 SP:Iteration 113Q (22373.590000 sec): 3 clusters Score: Raw -5499531.099332 + Penalty 5176.006612 = -5494355.092720 nChanged 21 SP:Iteration 114Q (22373.700000 sec): 3 clusters Score: Raw -5499533.019958 + Penalty 5176.006612 = -5494357.013345 nChanged 20 SP:Iteration 115Q (22373.810000 sec): 3 clusters Score: Raw -5499534.432481 + Penalty 5176.006612 = -5494358.425869 nChanged 16 SP:Iteration 116Q (22373.930000 sec): 3 clusters Score: Raw -5499535.719331 + Penalty 5176.006612 = -5494359.712719 nChanged 13 SP:Iteration 117Q (22374.050000 sec): 3 clusters Score: Raw -5499536.923833 + Penalty 5176.006612 = -5494360.917221 nChanged 11 SP:Iteration 118Q (22374.170000 sec): 3 clusters Score: Raw -5499538.068206 + Penalty 5176.006612 = -5494362.061594 nChanged 10 SP:Iteration 119Q (22374.280000 sec): 3 clusters Score: Raw -5499538.941462 + Penalty 5176.006612 = -5494362.934850 nChanged 9 SP:Iteration 120F (22374.430000 sec): 3 clusters Score: Raw -5499539.661084 + Penalty 5176.006612 = -5494363.654472 nChanged 8 SP:Iteration 121Q (22374.540000 sec): 3 clusters Score: Raw -5499540.218782 + Penalty 5176.006612 = -5494364.212169 nChanged 5 SP:Iteration 122Q (22374.650000 sec): 3 clusters Score: Raw -5499540.721247 + Penalty 5176.006612 = -5494364.714635 nChanged 8 SP:Iteration 123Q (22374.780000 sec): 3 clusters Score: Raw -5499541.456264 + Penalty 5176.006612 = -5494365.449652 nChanged 5 SP:Iteration 124Q (22374.890000 sec): 3 clusters Score: Raw -5499541.978341 + Penalty 5176.006612 = -5494365.971729 nChanged 8 SP:Iteration 125Q (22375.000000 sec): 3 clusters Score: Raw -5499542.934625 + Penalty 5176.006612 = -5494366.928013 nChanged 11 SP:Iteration 126Q (22375.120000 sec): 3 clusters Score: Raw -5499544.048534 + Penalty 5176.006612 = -5494368.041922 nChanged 13 SP:Iteration 127Q (22375.240000 sec): 3 clusters Score: Raw -5499545.814749 + Penalty 5176.006612 = -5494369.808137 nChanged 18 SP:Iteration 128Q (22375.350000 sec): 3 clusters Score: Raw -5499547.781232 + Penalty 5176.006612 = -5494371.774619 nChanged 23 SP:Iteration 129Q (22375.470000 sec): 3 clusters Score: Raw -5499550.234598 + Penalty 5176.006612 = -5494374.227985 nChanged 20 SP:Iteration 130Q (22375.580000 sec): 3 clusters Score: Raw -5499552.239431 + Penalty 5176.006612 = -5494376.232819 nChanged 19 SP:Iteration 131Q (22375.700000 sec): 3 clusters Score: Raw -5499554.352182 + Penalty 5176.006612 = -5494378.345570 nChanged 13 SP:Iteration 132Q (22375.810000 sec): 3 clusters Score: Raw -5499555.810315 + Penalty 5176.006612 = -5494379.803703 nChanged 14 SP:Iteration 133Q (22375.920000 sec): 3 clusters Score: Raw -5499557.190442 + Penalty 5176.006612 = -5494381.183830 nChanged 9 SP:Iteration 134Q (22376.040000 sec): 3 clusters Score: Raw -5499558.196424 + Penalty 5176.006612 = -5494382.189812 nChanged 11 SP:Iteration 135Q (22376.160000 sec): 3 clusters Score: Raw -5499559.461592 + Penalty 5176.006612 = -5494383.454979 nChanged 12 SP:Iteration 136Q (22376.270000 sec): 3 clusters Score: Raw -5499561.086623 + Penalty 5176.006612 = -5494385.080010 nChanged 11 SP:Iteration 137Q (22376.390000 sec): 3 clusters Score: Raw -5499562.262119 + Penalty 5176.006612 = -5494386.255507 nChanged 9 SP:Iteration 138Q (22376.510000 sec): 3 clusters Score: Raw -5499562.976646 + Penalty 5176.006612 = -5494386.970034 nChanged 8 SP:Iteration 139Q (22376.620000 sec): 3 clusters Score: Raw -5499563.923115 + Penalty 5176.006612 = -5494387.916503 nChanged 12 SP:Iteration 140F (22376.760000 sec): 3 clusters Score: Raw -5499565.338275 + Penalty 5176.006612 = -5494389.331663 nChanged 16 SP:Iteration 141Q (22376.870000 sec): 3 clusters Score: Raw -5499567.197261 + Penalty 5176.006612 = -5494391.190649 nChanged 21 SP:Iteration 142Q (22376.980000 sec): 3 clusters Score: Raw -5499569.318650 + Penalty 5176.006612 = -5494393.312038 nChanged 18 SP:Iteration 143Q (22377.100000 sec): 3 clusters Score: Raw -5499571.315729 + Penalty 5176.006612 = -5494395.309117 nChanged 16 SP:Iteration 144Q (22377.220000 sec): 3 clusters Score: Raw -5499572.851760 + Penalty 5176.006612 = -5494396.845148 nChanged 12 SP:Iteration 145Q (22377.330000 sec): 3 clusters Score: Raw -5499574.193480 + Penalty 5176.006612 = -5494398.186868 nChanged 12 SP:Iteration 146Q (22377.440000 sec): 3 clusters Score: Raw -5499575.317312 + Penalty 5176.006612 = -5494399.310699 nChanged 12 SP:Iteration 147Q (22377.560000 sec): 3 clusters Score: Raw -5499576.609008 + Penalty 5176.006612 = -5494400.602396 nChanged 9 SP:Iteration 148Q (22377.670000 sec): 3 clusters Score: Raw -5499577.983308 + Penalty 5176.006612 = -5494401.976696 nChanged 14 SP:Iteration 149Q (22377.780000 sec): 3 clusters Score: Raw -5499579.522228 + Penalty 5176.006612 = -5494403.515616 nChanged 11 SP:Iteration 150Q (22377.900000 sec): 3 clusters Score: Raw -5499580.937579 + Penalty 5176.006612 = -5494404.930967 nChanged 10 SP:Iteration 151Q (22378.010000 sec): 3 clusters Score: Raw -5499581.977085 + Penalty 5176.006612 = -5494405.970473 nChanged 11 SP:Iteration 152Q (22378.120000 sec): 3 clusters Score: Raw -5499583.282761 + Penalty 5176.006612 = -5494407.276149 nChanged 12 SP:Iteration 153Q (22378.240000 sec): 3 clusters Score: Raw -5499585.227835 + Penalty 5176.006612 = -5494409.221223 nChanged 15 SP:Iteration 154Q (22378.350000 sec): 3 clusters Score: Raw -5499586.888956 + Penalty 5176.006612 = -5494410.882344 nChanged 15 SP:Iteration 155Q (22378.470000 sec): 3 clusters Score: Raw -5499588.356187 + Penalty 5176.006612 = -5494412.349575 nChanged 7 SP:Iteration 156Q (22378.580000 sec): 3 clusters Score: Raw -5499589.147330 + Penalty 5176.006612 = -5494413.140718 nChanged 7 SP:Iteration 157Q (22378.690000 sec): 3 clusters Score: Raw -5499589.809897 + Penalty 5176.006612 = -5494413.803285 nChanged 7 SP:Iteration 158Q (22378.810000 sec): 3 clusters Score: Raw -5499590.493051 + Penalty 5176.006612 = -5494414.486439 nChanged 8 SP:Iteration 159Q (22378.920000 sec): 3 clusters Score: Raw -5499591.465346 + Penalty 5176.006612 = -5494415.458733 nChanged 5 SP:Iteration 160F (22379.060000 sec): 3 clusters Score: Raw -5499592.162195 + Penalty 5176.006612 = -5494416.155583 nChanged 6 SP:Iteration 161Q (22379.170000 sec): 3 clusters Score: Raw -5499592.986048 + Penalty 5176.006612 = -5494416.979436 nChanged 6 SP:Iteration 162Q (22379.290000 sec): 3 clusters Score: Raw -5499593.626372 + Penalty 5176.006612 = -5494417.619759 nChanged 3 SP:Iteration 163Q (22379.400000 sec): 3 clusters Score: Raw -5499594.120761 + Penalty 5176.006612 = -5494418.114148 nChanged 5 SP:Iteration 164Q (22379.520000 sec): 3 clusters Score: Raw -5499594.548309 + Penalty 5176.006612 = -5494418.541697 nChanged 8 SP:Iteration 165Q (22379.630000 sec): 3 clusters Score: Raw -5499594.999707 + Penalty 5176.006612 = -5494418.993095 nChanged 3 SP:Iteration 166Q (22379.740000 sec): 3 clusters Score: Raw -5499595.206185 + Penalty 5176.006612 = -5494419.199572 nChanged 4 SP:Iteration 167Q (22379.860000 sec): 3 clusters Score: Raw -5499595.623754 + Penalty 5176.006612 = -5494419.617142 nChanged 8 SP:Iteration 168Q (22379.970000 sec): 3 clusters Score: Raw -5499596.413609 + Penalty 5176.006612 = -5494420.406997 nChanged 5 SP:Iteration 169Q (22380.080000 sec): 3 clusters Score: Raw -5499596.932808 + Penalty 5176.006612 = -5494420.926196 nChanged 3 SP:Iteration 170Q (22380.200000 sec): 3 clusters Score: Raw -5499597.275208 + Penalty 5176.006612 = -5494421.268596 nChanged 5 SP:Iteration 171Q (22380.310000 sec): 3 clusters Score: Raw -5499597.920736 + Penalty 5176.006612 = -5494421.914124 nChanged 5 SP:Iteration 172Q (22380.420000 sec): 3 clusters Score: Raw -5499598.243186 + Penalty 5176.006612 = -5494422.236574 nChanged 7 SP:Iteration 173Q (22380.540000 sec): 3 clusters Score: Raw -5499598.655020 + Penalty 5176.006612 = -5494422.648408 nChanged 4 SP:Iteration 174Q (22380.660000 sec): 3 clusters Score: Raw -5499599.154121 + Penalty 5176.006612 = -5494423.147509 nChanged 2 SP:Iteration 175Q (22380.770000 sec): 3 clusters Score: Raw -5499599.696485 + Penalty 5176.006612 = -5494423.689873 nChanged 3 SP:Iteration 176Q (22380.880000 sec): 3 clusters Score: Raw -5499599.953614 + Penalty 5176.006612 = -5494423.947001 nChanged 6 SP:Iteration 177Q (22380.990000 sec): 3 clusters Score: Raw -5499600.553211 + Penalty 5176.006612 = -5494424.546599 nChanged 7 SP:Iteration 178Q (22381.110000 sec): 3 clusters Score: Raw -5499600.916449 + Penalty 5176.006612 = -5494424.909837 nChanged 4 SP:Iteration 179Q (22381.220000 sec): 3 clusters Score: Raw -5499601.178839 + Penalty 5176.006612 = -5494425.172227 nChanged 2 SP:Iteration 180F (22381.360000 sec): 3 clusters Score: Raw -5499601.318687 + Penalty 5176.006612 = -5494425.312075 nChanged 1 SP:Iteration 181Q (22381.470000 sec): 3 clusters Score: Raw -5499601.357293 + Penalty 5176.006612 = -5494425.350681 nChanged 0 SP:Iteration 182F (22381.610000 sec): 3 clusters Score: Raw -5499601.357293 + Penalty 5176.006612 = -5494425.350681 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 50 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22381.630000 sec): 2 clusters Score: Raw -12737.446125 + Penalty 1187.297952 = -11550.148173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22381.630000 sec): 3 clusters Score: Raw -13186.858798 + Penalty 2374.595904 = -10812.262893 nChanged 7 SP:Iteration 1F (22381.630000 sec): 3 clusters Score: Raw -13266.742806 + Penalty 2374.595904 = -10892.146901 nChanged 4 SP:Iteration 2Q (22381.630000 sec): 3 clusters Score: Raw -13298.805516 + Penalty 2374.595904 = -10924.209612 nChanged 3 SP:Iteration 3Q (22381.630000 sec): 3 clusters Score: Raw -13310.833289 + Penalty 2374.595904 = -10936.237385 nChanged 1 SP:Iteration 4Q (22381.640000 sec): 3 clusters Score: Raw -13314.645253 + Penalty 2374.595904 = -10940.049349 nChanged 0 SP:Iteration 5F (22381.640000 sec): 3 clusters Score: Raw -13314.645253 + Penalty 2374.595904 = -10940.049349 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 51 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22381.640000 sec): 2 clusters Score: Raw -84802.923703 + Penalty 1572.846112 = -83230.077591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22381.640000 sec): 3 clusters Score: Raw -84807.083732 + Penalty 3145.692224 = -81661.391508 nChanged 111 SP:Iteration 1F (22381.650000 sec): 3 clusters Score: Raw -84989.410010 + Penalty 3145.692224 = -81843.717787 nChanged 30 SP:Iteration 2F (22381.650000 sec): 3 clusters Score: Raw -85057.174332 + Penalty 3145.692224 = -81911.482109 nChanged 14 SP:Iteration 3Q (22381.650000 sec): 3 clusters Score: Raw -85086.975471 + Penalty 3145.692224 = -81941.283247 nChanged 9 SP:Iteration 4Q (22381.650000 sec): 3 clusters Score: Raw -85101.332017 + Penalty 3145.692224 = -81955.639794 nChanged 3 SP:Iteration 5Q (22381.660000 sec): 3 clusters Score: Raw -85106.043537 + Penalty 3145.692224 = -81960.351313 nChanged 1 SP:Iteration 6Q (22381.660000 sec): 3 clusters Score: Raw -85107.337244 + Penalty 3145.692224 = -81961.645020 nChanged 1 SP:Iteration 7Q (22381.660000 sec): 3 clusters Score: Raw -85108.418364 + Penalty 3145.692224 = -81962.726140 nChanged 0 SP:Iteration 8F (22381.660000 sec): 3 clusters Score: Raw -85108.418364 + Penalty 3145.692224 = -81962.726140 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 52 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22381.670000 sec): 2 clusters Score: Raw -32748.361017 + Penalty 1333.069045 = -31415.291972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22381.670000 sec): 3 clusters Score: Raw -32963.610770 + Penalty 2666.138090 = -30297.472680 nChanged 18 SP:Iteration 1F (22381.670000 sec): 3 clusters Score: Raw -33035.327475 + Penalty 2666.138090 = -30369.189385 nChanged 1 SP:Iteration 2Q (22381.670000 sec): 3 clusters Score: Raw -33037.552143 + Penalty 2666.138090 = -30371.414053 nChanged 1 SP:Iteration 3Q (22381.670000 sec): 3 clusters Score: Raw -33039.281384 + Penalty 2666.138090 = -30373.143294 nChanged 0 SP:Iteration 4F (22381.670000 sec): 3 clusters Score: Raw -33039.281384 + Penalty 2666.138090 = -30373.143294 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 53 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22381.680000 sec): 2 clusters Score: Raw -78966.559137 + Penalty 1550.472163 = -77416.086974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22381.680000 sec): 3 clusters Score: Raw -78989.391574 + Penalty 3100.944326 = -75888.447248 nChanged 84 SP:Iteration 1F (22381.680000 sec): 3 clusters Score: Raw -79178.493666 + Penalty 3100.944326 = -76077.549340 nChanged 27 SP:Iteration 2F (22381.680000 sec): 3 clusters Score: Raw -79234.237114 + Penalty 3100.944326 = -76133.292788 nChanged 10 SP:Iteration 3Q (22381.690000 sec): 3 clusters Score: Raw -79264.355136 + Penalty 3100.944326 = -76163.410810 nChanged 5 SP:Iteration 4Q (22381.690000 sec): 3 clusters Score: Raw -79279.503949 + Penalty 3100.944326 = -76178.559623 nChanged 2 SP:Iteration 5Q (22381.690000 sec): 3 clusters Score: Raw -79282.851710 + Penalty 3100.944326 = -76181.907384 nChanged 1 SP:Iteration 6Q (22381.690000 sec): 3 clusters Score: Raw -79285.922395 + Penalty 3100.944326 = -76184.978069 nChanged 2 SP:Iteration 7Q (22381.700000 sec): 3 clusters Score: Raw -79294.318048 + Penalty 3100.944326 = -76193.373722 nChanged 3 SP:Iteration 8Q (22381.700000 sec): 3 clusters Score: Raw -79300.728855 + Penalty 3100.944326 = -76199.784529 nChanged 2 SP:Iteration 9Q (22381.700000 sec): 3 clusters Score: Raw -79306.237582 + Penalty 3100.944326 = -76205.293256 nChanged 2 SP:Iteration 10Q (22381.700000 sec): 3 clusters Score: Raw -79310.308301 + Penalty 3100.944326 = -76209.363975 nChanged 0 SP:Iteration 11F (22381.700000 sec): 3 clusters Score: Raw -79310.308301 + Penalty 3100.944326 = -76209.363975 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 54 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22381.710000 sec): 2 clusters Score: Raw -16647.335650 + Penalty 1389.325468 = -15258.010182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22381.710000 sec): 3 clusters Score: Raw -16972.242613 + Penalty 2778.650935 = -14193.591678 nChanged 65 SP:Iteration 1F (22381.710000 sec): 3 clusters Score: Raw -17447.256443 + Penalty 2778.650935 = -14668.605508 nChanged 20 SP:Iteration 2F (22381.710000 sec): 3 clusters Score: Raw -17671.748920 + Penalty 2778.650935 = -14893.097985 nChanged 12 SP:Iteration 3Q (22381.710000 sec): 3 clusters Score: Raw -17772.064181 + Penalty 2778.650935 = -14993.413246 nChanged 7 SP:Iteration 4Q (22381.720000 sec): 3 clusters Score: Raw -17909.966092 + Penalty 2778.650935 = -15131.315156 nChanged 6 SP:Iteration 5Q (22381.720000 sec): 3 clusters Score: Raw -17973.719790 + Penalty 2778.650935 = -15195.068855 nChanged 7 SP:Iteration 6Q (22381.720000 sec): 3 clusters Score: Raw -18086.064413 + Penalty 2778.650935 = -15307.413478 nChanged 1 SP:Iteration 7Q (22381.720000 sec): 3 clusters Score: Raw -18094.222801 + Penalty 2778.650935 = -15315.571865 nChanged 0 SP:Iteration 8F (22381.720000 sec): 3 clusters Score: Raw -18094.222801 + Penalty 2778.650935 = -15315.571865 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 62. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 55 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22381.730000 sec): 2 clusters Score: Raw -40579.167008 + Penalty 1380.001061 = -39199.165947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22381.730000 sec): 3 clusters Score: Raw -40717.251583 + Penalty 2760.002122 = -37957.249460 nChanged 24 SP:Iteration 1F (22381.730000 sec): 3 clusters Score: Raw -40800.837229 + Penalty 2760.002122 = -38040.835107 nChanged 3 SP:Iteration 2Q (22381.730000 sec): 3 clusters Score: Raw -40814.492434 + Penalty 2760.002122 = -38054.490312 nChanged 2 SP:Iteration 3Q (22381.730000 sec): 3 clusters Score: Raw -40823.272179 + Penalty 2760.002122 = -38063.270057 nChanged 0 SP:Iteration 4F (22381.740000 sec): 3 clusters Score: Raw -40823.272179 + Penalty 2760.002122 = -38063.270057 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 56 (548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22381.740000 sec): 2 clusters Score: Raw -82393.720975 + Penalty 1563.956271 = -80829.764703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22381.750000 sec): 3 clusters Score: Raw -82368.471466 + Penalty 3127.912542 = -79240.558924 nChanged 111 SP:Iteration 1F (22381.750000 sec): 3 clusters Score: Raw -82606.240123 + Penalty 3127.912542 = -79478.327581 nChanged 41 SP:Iteration 2F (22381.750000 sec): 3 clusters Score: Raw -82743.117526 + Penalty 3127.912542 = -79615.204984 nChanged 32 SP:Iteration 3F (22381.750000 sec): 3 clusters Score: Raw -82858.007461 + Penalty 3127.912542 = -79730.094918 nChanged 26 SP:Iteration 4Q (22381.750000 sec): 3 clusters Score: Raw -82966.030126 + Penalty 3127.912542 = -79838.117583 nChanged 24 SP:Iteration 5Q (22381.760000 sec): 3 clusters Score: Raw -83106.382900 + Penalty 3127.912542 = -79978.470358 nChanged 14 SP:Iteration 6Q (22381.760000 sec): 3 clusters Score: Raw -83186.787007 + Penalty 3127.912542 = -80058.874464 nChanged 10 SP:Iteration 7Q (22381.760000 sec): 3 clusters Score: Raw -83237.920025 + Penalty 3127.912542 = -80110.007483 nChanged 10 SP:Iteration 8Q (22381.760000 sec): 3 clusters Score: Raw -83302.885990 + Penalty 3127.912542 = -80174.973448 nChanged 10 SP:Iteration 9Q (22381.760000 sec): 3 clusters Score: Raw -83362.171916 + Penalty 3127.912542 = -80234.259374 nChanged 10 SP:Iteration 10Q (22381.770000 sec): 3 clusters Score: Raw -83412.291031 + Penalty 3127.912542 = -80284.378489 nChanged 9 SP:Iteration 11Q (22381.770000 sec): 3 clusters Score: Raw -83451.156257 + Penalty 3127.912542 = -80323.243715 nChanged 6 SP:Iteration 12Q (22381.770000 sec): 3 clusters Score: Raw -83484.669644 + Penalty 3127.912542 = -80356.757102 nChanged 6 SP:Iteration 13Q (22381.770000 sec): 3 clusters Score: Raw -83501.484011 + Penalty 3127.912542 = -80373.571468 nChanged 3 SP:Iteration 14Q (22381.770000 sec): 3 clusters Score: Raw -83532.656356 + Penalty 3127.912542 = -80404.743813 nChanged 4 SP:Iteration 15Q (22381.770000 sec): 3 clusters Score: Raw -83543.047166 + Penalty 3127.912542 = -80415.134624 nChanged 4 SP:Iteration 16Q (22381.780000 sec): 3 clusters Score: Raw -83557.692400 + Penalty 3127.912542 = -80429.779858 nChanged 5 SP:Iteration 17Q (22381.780000 sec): 3 clusters Score: Raw -83597.492614 + Penalty 3127.912542 = -80469.580071 nChanged 9 SP:Iteration 18Q (22381.780000 sec): 3 clusters Score: Raw -83720.652064 + Penalty 3127.912542 = -80592.739521 nChanged 7 SP:Iteration 19Q (22381.780000 sec): 3 clusters Score: Raw -83990.983837 + Penalty 3127.912542 = -80863.071294 nChanged 0 SP:Iteration 20F (22381.780000 sec): 3 clusters Score: Raw -83990.983837 + Penalty 3127.912542 = -80863.071294 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 63. Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 57 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22381.790000 sec): 2 clusters Score: Raw -47369.713188 + Penalty 1428.988743 = -45940.724445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22381.790000 sec): 3 clusters Score: Raw -47512.074527 + Penalty 2857.977486 = -44654.097041 nChanged 33 SP:Iteration 1F (22381.800000 sec): 3 clusters Score: Raw -47605.964262 + Penalty 2857.977486 = -44747.986777 nChanged 7 SP:Iteration 2Q (22381.800000 sec): 3 clusters Score: Raw -47637.134391 + Penalty 2857.977486 = -44779.156905 nChanged 5 SP:Iteration 3Q (22381.800000 sec): 3 clusters Score: Raw -47656.402731 + Penalty 2857.977486 = -44798.425245 nChanged 6 SP:Iteration 4Q (22381.800000 sec): 3 clusters Score: Raw -47682.887126 + Penalty 2857.977486 = -44824.909640 nChanged 3 SP:Iteration 5Q (22381.800000 sec): 3 clusters Score: Raw -47692.891743 + Penalty 2857.977486 = -44834.914257 nChanged 0 SP:Iteration 6F (22381.800000 sec): 3 clusters Score: Raw -47692.891743 + Penalty 2857.977486 = -44834.914257 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 58 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22381.810000 sec): 2 clusters Score: Raw -10518.616953 + Penalty 1352.919637 = -9165.697316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22381.810000 sec): 3 clusters Score: Raw -10723.815476 + Penalty 2705.839273 = -8017.976203 nChanged 38 SP:Iteration 1F (22381.810000 sec): 3 clusters Score: Raw -10892.774824 + Penalty 2705.839273 = -8186.935551 nChanged 17 SP:Iteration 2F (22381.810000 sec): 3 clusters Score: Raw -10962.093313 + Penalty 2705.839273 = -8256.254040 nChanged 9 SP:Iteration 3Q (22381.810000 sec): 3 clusters Score: Raw -11021.683198 + Penalty 2705.839273 = -8315.843925 nChanged 10 SP:Iteration 4Q (22381.810000 sec): 3 clusters Score: Raw -11072.590256 + Penalty 2705.839273 = -8366.750983 nChanged 9 SP:Iteration 5Q (22381.810000 sec): 3 clusters Score: Raw -11115.332093 + Penalty 2705.839273 = -8409.492820 nChanged 6 SP:Iteration 6Q (22381.810000 sec): 3 clusters Score: Raw -11164.204336 + Penalty 2705.839273 = -8458.365063 nChanged 5 SP:Iteration 7Q (22381.820000 sec): 3 clusters Score: Raw -11192.553209 + Penalty 2705.839273 = -8486.713936 nChanged 2 SP:Iteration 8Q (22381.820000 sec): 3 clusters Score: Raw -11203.213833 + Penalty 2705.839273 = -8497.374560 nChanged 1 SP:Iteration 9Q (22381.820000 sec): 3 clusters Score: Raw -11205.211438 + Penalty 2705.839273 = -8499.372165 nChanged 1 SP:Iteration 10Q (22381.820000 sec): 3 clusters Score: Raw -11209.584416 + Penalty 2705.839273 = -8503.745143 nChanged 0 SP:Iteration 11F (22381.820000 sec): 3 clusters Score: Raw -11209.584416 + Penalty 2705.839273 = -8503.745143 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 59 (562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22381.830000 sec): 2 clusters Score: Raw -85698.723907 + Penalty 1570.212459 = -84128.511448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22381.830000 sec): 3 clusters Score: Raw -85681.154586 + Penalty 3140.424918 = -82540.729668 nChanged 105 SP:Iteration 1F (22381.830000 sec): 3 clusters Score: Raw -85881.591961 + Penalty 3140.424918 = -82741.167043 nChanged 27 SP:Iteration 2Q (22381.830000 sec): 3 clusters Score: Raw -85935.420542 + Penalty 3140.424918 = -82794.995624 nChanged 15 SP:Iteration 3Q (22381.830000 sec): 3 clusters Score: Raw -85964.032294 + Penalty 3140.424918 = -82823.607377 nChanged 7 SP:Iteration 4Q (22381.840000 sec): 3 clusters Score: Raw -85977.644826 + Penalty 3140.424918 = -82837.219908 nChanged 5 SP:Iteration 5Q (22381.840000 sec): 3 clusters Score: Raw -85988.362336 + Penalty 3140.424918 = -82847.937419 nChanged 4 SP:Iteration 6Q (22381.840000 sec): 3 clusters Score: Raw -85992.380861 + Penalty 3140.424918 = -82851.955943 nChanged 0 SP:Iteration 7F (22381.850000 sec): 3 clusters Score: Raw -85992.380861 + Penalty 3140.424918 = -82851.955943 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 60 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22381.850000 sec): 2 clusters Score: Raw -17304.987574 + Penalty 1207.148544 = -16097.839030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22381.850000 sec): 3 clusters Score: Raw -17689.631993 + Penalty 2414.297087 = -15275.334905 nChanged 6 SP:Iteration 1Q (22381.850000 sec): 3 clusters Score: Raw -17747.318280 + Penalty 2414.297087 = -15333.021193 nChanged 1 SP:Iteration 2Q (22381.850000 sec): 3 clusters Score: Raw -17755.910250 + Penalty 2414.297087 = -15341.613163 nChanged 0 SP:Iteration 3F (22381.850000 sec): 3 clusters Score: Raw -17755.910250 + Penalty 2414.297087 = -15341.613163 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 61 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22381.860000 sec): 2 clusters Score: Raw -34634.724236 + Penalty 1378.093359 = -33256.630877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22381.860000 sec): 3 clusters Score: Raw -34934.184650 + Penalty 2756.186719 = -32177.997931 nChanged 35 SP:Iteration 1F (22381.860000 sec): 3 clusters Score: Raw -35031.219064 + Penalty 2756.186719 = -32275.032346 nChanged 11 SP:Iteration 2Q (22381.860000 sec): 3 clusters Score: Raw -35068.395695 + Penalty 2756.186719 = -32312.208977 nChanged 8 SP:Iteration 3Q (22381.860000 sec): 3 clusters Score: Raw -35094.604460 + Penalty 2756.186719 = -32338.417741 nChanged 9 SP:Iteration 4Q (22381.860000 sec): 3 clusters Score: Raw -35126.117834 + Penalty 2756.186719 = -32369.931116 nChanged 8 SP:Iteration 5Q (22381.860000 sec): 3 clusters Score: Raw -35160.363029 + Penalty 2756.186719 = -32404.176311 nChanged 4 SP:Iteration 6Q (22381.870000 sec): 3 clusters Score: Raw -35181.375633 + Penalty 2756.186719 = -32425.188914 nChanged 1 SP:Iteration 7Q (22381.870000 sec): 3 clusters Score: Raw -35187.589096 + Penalty 2756.186719 = -32431.402377 nChanged 1 SP:Iteration 8Q (22381.870000 sec): 3 clusters Score: Raw -35189.366534 + Penalty 2756.186719 = -32433.179815 nChanged 0 SP:Iteration 9F (22381.870000 sec): 3 clusters Score: Raw -35189.366534 + Penalty 2756.186719 = -32433.179815 nChanged 0 Iteration 539Q (22405.930000 sec): 64 clusters Score: Raw -205042503.878084 + Penalty 219986.811428 = -204822517.066657 nChanged 29 Iteration 540F (22525.920000 sec): 64 clusters Score: Raw -205042727.870673 + Penalty 219986.811428 = -204822741.059245 nChanged 19 Iteration 541Q (22550.010000 sec): 64 clusters Score: Raw -205042980.966895 + Penalty 219986.811428 = -204822994.155468 nChanged 7 Iteration 542Q (22574.060000 sec): 64 clusters Score: Raw -205043026.166615 + Penalty 219986.811428 = -204823039.355187 nChanged 3 Iteration 543Q (22598.020000 sec): 64 clusters Score: Raw -205043110.521781 + Penalty 219986.811428 = -204823123.710353 nChanged 2 Iteration 544Q (22622.000000 sec): 64 clusters Score: Raw -205043192.419666 + Penalty 219986.811428 = -204823205.608239 nChanged 1 Iteration 545Q (22645.990000 sec): 64 clusters Score: Raw -205043198.176463 + Penalty 219986.811428 = -204823211.365035 nChanged 1 Iteration 546Q (22669.920000 sec): 64 clusters Score: Raw -205043221.263538 + Penalty 219986.811428 = -204823234.452111 nChanged 1 Iteration 547Q (22693.840000 sec): 64 clusters Score: Raw -205043243.091359 + Penalty 219986.811428 = -204823256.279931 nChanged 1 Iteration 548Q (22717.780000 sec): 64 clusters Score: Raw -205043247.465913 + Penalty 219986.811428 = -204823260.654485 nChanged 0 Iteration 549F (22837.490000 sec): 64 clusters Score: Raw -205043253.136685 + Penalty 219986.811428 = -204823266.325257 nChanged 2 Iteration 550Q (22861.370000 sec): 64 clusters Score: Raw -205043278.165941 + Penalty 219986.811428 = -204823291.354513 nChanged 0 Iteration 551F (22980.940000 sec): 64 clusters Score: Raw -205043278.165941 + Penalty 219986.811428 = -204823291.354513 nChanged 0 Compute initial score before splitting: Score: Raw -205043278.165941 + Penalty 219986.811428 = -204823291.354513 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 1 (34117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22981.130000 sec): 2 clusters Score: Raw -5537716.647254 + Penalty 2588.512666 = -5535128.134588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22981.270000 sec): 3 clusters Score: Raw -5517022.751783 + Penalty 5177.025332 = -5511845.726450 nChanged 15522 SP:Iteration 1F (22981.410000 sec): 3 clusters Score: Raw -5525548.529071 + Penalty 5177.025332 = -5520371.503739 nChanged 1514 SP:Iteration 2Q (22981.550000 sec): 3 clusters Score: Raw -5526066.025624 + Penalty 5177.025332 = -5520889.000292 nChanged 1478 SP:Iteration 3Q (22981.690000 sec): 3 clusters Score: Raw -5526616.366454 + Penalty 5177.025332 = -5521439.341122 nChanged 1529 SP:Iteration 4Q (22981.830000 sec): 3 clusters Score: Raw -5527211.874858 + Penalty 5177.025332 = -5522034.849526 nChanged 1555 SP:Iteration 5Q (22981.980000 sec): 3 clusters Score: Raw -5527895.981802 + Penalty 5177.025332 = -5522718.956470 nChanged 1680 SP:Iteration 6Q (22982.130000 sec): 3 clusters Score: Raw -5528684.620259 + Penalty 5177.025332 = -5523507.594927 nChanged 1782 SP:Iteration 7F (22982.270000 sec): 3 clusters Score: Raw -5529501.847357 + Penalty 5177.025332 = -5524324.822024 nChanged 1774 SP:Iteration 8F (22982.400000 sec): 3 clusters Score: Raw -5530326.290197 + Penalty 5177.025332 = -5525149.264865 nChanged 1644 SP:Iteration 9Q (22982.550000 sec): 3 clusters Score: Raw -5531084.314999 + Penalty 5177.025332 = -5525907.289667 nChanged 1504 SP:Iteration 10Q (22982.690000 sec): 3 clusters Score: Raw -5531735.976230 + Penalty 5177.025332 = -5526558.950898 nChanged 1324 SP:Iteration 11Q (22982.830000 sec): 3 clusters Score: Raw -5532235.807390 + Penalty 5177.025332 = -5527058.782058 nChanged 1112 SP:Iteration 12Q (22982.970000 sec): 3 clusters Score: Raw -5532578.490776 + Penalty 5177.025332 = -5527401.465443 nChanged 861 SP:Iteration 13Q (22983.110000 sec): 3 clusters Score: Raw -5532790.301839 + Penalty 5177.025332 = -5527613.276507 nChanged 676 SP:Iteration 14Q (22983.250000 sec): 3 clusters Score: Raw -5532944.823353 + Penalty 5177.025332 = -5527767.798021 nChanged 600 SP:Iteration 15Q (22983.390000 sec): 3 clusters Score: Raw -5533067.776421 + Penalty 5177.025332 = -5527890.751089 nChanged 512 SP:Iteration 16Q (22983.530000 sec): 3 clusters Score: Raw -5533166.591530 + Penalty 5177.025332 = -5527989.566198 nChanged 462 SP:Iteration 17Q (22983.670000 sec): 3 clusters Score: Raw -5533256.350125 + Penalty 5177.025332 = -5528079.324792 nChanged 494 SP:Iteration 18Q (22983.810000 sec): 3 clusters Score: Raw -5533364.015741 + Penalty 5177.025332 = -5528186.990409 nChanged 524 SP:Iteration 19Q (22983.950000 sec): 3 clusters Score: Raw -5533490.217536 + Penalty 5177.025332 = -5528313.192204 nChanged 560 SP:Iteration 20F (22984.090000 sec): 3 clusters Score: Raw -5533622.640223 + Penalty 5177.025332 = -5528445.614891 nChanged 544 SP:Iteration 21Q (22984.230000 sec): 3 clusters Score: Raw -5533759.760549 + Penalty 5177.025332 = -5528582.735217 nChanged 579 SP:Iteration 22Q (22984.370000 sec): 3 clusters Score: Raw -5533909.970233 + Penalty 5177.025332 = -5528732.944901 nChanged 622 SP:Iteration 23Q (22984.510000 sec): 3 clusters Score: Raw -5534090.845031 + Penalty 5177.025332 = -5528913.819699 nChanged 674 SP:Iteration 24Q (22984.650000 sec): 3 clusters Score: Raw -5534306.173073 + Penalty 5177.025332 = -5529129.147741 nChanged 749 SP:Iteration 25Q (22984.790000 sec): 3 clusters Score: Raw -5534576.439142 + Penalty 5177.025332 = -5529399.413810 nChanged 786 SP:Iteration 26Q (22984.930000 sec): 3 clusters Score: Raw -5534886.937140 + Penalty 5177.025332 = -5529709.911808 nChanged 795 SP:Iteration 27Q (22985.070000 sec): 3 clusters Score: Raw -5535228.259144 + Penalty 5177.025332 = -5530051.233811 nChanged 791 SP:Iteration 28Q (22985.210000 sec): 3 clusters Score: Raw -5535589.879369 + Penalty 5177.025332 = -5530412.854037 nChanged 759 SP:Iteration 29Q (22985.350000 sec): 3 clusters Score: Raw -5535977.614939 + Penalty 5177.025332 = -5530800.589607 nChanged 722 SP:Iteration 30Q (22985.490000 sec): 3 clusters Score: Raw -5536391.671133 + Penalty 5177.025332 = -5531214.645801 nChanged 647 SP:Iteration 31Q (22985.630000 sec): 3 clusters Score: Raw -5536796.482689 + Penalty 5177.025332 = -5531619.457357 nChanged 562 SP:Iteration 32Q (22985.770000 sec): 3 clusters Score: Raw -5537165.395371 + Penalty 5177.025332 = -5531988.370039 nChanged 437 SP:Iteration 33Q (22985.900000 sec): 3 clusters Score: Raw -5537445.226723 + Penalty 5177.025332 = -5532268.201391 nChanged 303 SP:Iteration 34Q (22986.030000 sec): 3 clusters Score: Raw -5537635.803881 + Penalty 5177.025332 = -5532458.778549 nChanged 233 SP:Iteration 35Q (22986.160000 sec): 3 clusters Score: Raw -5537775.902594 + Penalty 5177.025332 = -5532598.877262 nChanged 152 SP:Iteration 36Q (22986.280000 sec): 3 clusters Score: Raw -5537876.729214 + Penalty 5177.025332 = -5532699.703882 nChanged 105 SP:Iteration 37Q (22986.390000 sec): 3 clusters Score: Raw -5537955.655994 + Penalty 5177.025332 = -5532778.630662 nChanged 77 SP:Iteration 38Q (22986.510000 sec): 3 clusters Score: Raw -5538012.021961 + Penalty 5177.025332 = -5532834.996629 nChanged 49 SP:Iteration 39Q (22986.630000 sec): 3 clusters Score: Raw -5538048.429303 + Penalty 5177.025332 = -5532871.403971 nChanged 41 SP:Iteration 40F (22986.760000 sec): 3 clusters Score: Raw -5538071.243521 + Penalty 5177.025332 = -5532894.218188 nChanged 19 SP:Iteration 41Q (22986.870000 sec): 3 clusters Score: Raw -5538083.149355 + Penalty 5177.025332 = -5532906.124023 nChanged 16 SP:Iteration 42Q (22986.990000 sec): 3 clusters Score: Raw -5538092.284897 + Penalty 5177.025332 = -5532915.259565 nChanged 14 SP:Iteration 43Q (22987.100000 sec): 3 clusters Score: Raw -5538102.000979 + Penalty 5177.025332 = -5532924.975647 nChanged 21 SP:Iteration 44Q (22987.210000 sec): 3 clusters Score: Raw -5538114.978260 + Penalty 5177.025332 = -5532937.952928 nChanged 16 SP:Iteration 45Q (22987.320000 sec): 3 clusters Score: Raw -5538126.181291 + Penalty 5177.025332 = -5532949.155959 nChanged 16 SP:Iteration 46Q (22987.430000 sec): 3 clusters Score: Raw -5538135.130284 + Penalty 5177.025332 = -5532958.104952 nChanged 9 SP:Iteration 47Q (22987.540000 sec): 3 clusters Score: Raw -5538140.785183 + Penalty 5177.025332 = -5532963.759851 nChanged 7 SP:Iteration 48Q (22987.650000 sec): 3 clusters Score: Raw -5538145.671519 + Penalty 5177.025332 = -5532968.646187 nChanged 8 SP:Iteration 49Q (22987.750000 sec): 3 clusters Score: Raw -5538150.671212 + Penalty 5177.025332 = -5532973.645880 nChanged 9 SP:Iteration 50Q (22987.860000 sec): 3 clusters Score: Raw -5538157.051480 + Penalty 5177.025332 = -5532980.026148 nChanged 9 SP:Iteration 51Q (22987.970000 sec): 3 clusters Score: Raw -5538164.042374 + Penalty 5177.025332 = -5532987.017042 nChanged 9 SP:Iteration 52Q (22988.080000 sec): 3 clusters Score: Raw -5538168.970938 + Penalty 5177.025332 = -5532991.945606 nChanged 5 SP:Iteration 53Q (22988.190000 sec): 3 clusters Score: Raw -5538171.672775 + Penalty 5177.025332 = -5532994.647443 nChanged 0 SP:Iteration 54F (22988.320000 sec): 3 clusters Score: Raw -5538171.672775 + Penalty 5177.025332 = -5532994.647443 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 2 (14370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22988.390000 sec): 2 clusters Score: Raw -2340599.926786 + Penalty 2374.078699 = -2338225.848087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22988.450000 sec): 3 clusters Score: Raw -2332567.191552 + Penalty 4748.157398 = -2327819.034154 nChanged 6148 SP:Iteration 1F (22988.500000 sec): 3 clusters Score: Raw -2336100.348386 + Penalty 4748.157398 = -2331352.190988 nChanged 943 SP:Iteration 2F (22988.560000 sec): 3 clusters Score: Raw -2336595.250737 + Penalty 4748.157398 = -2331847.093339 nChanged 809 SP:Iteration 3F (22988.610000 sec): 3 clusters Score: Raw -2337060.970849 + Penalty 4748.157398 = -2332312.813451 nChanged 755 SP:Iteration 4F (22988.670000 sec): 3 clusters Score: Raw -2337500.888560 + Penalty 4748.157398 = -2332752.731162 nChanged 683 SP:Iteration 5Q (22988.730000 sec): 3 clusters Score: Raw -2337954.979820 + Penalty 4748.157398 = -2333206.822422 nChanged 699 SP:Iteration 6Q (22988.790000 sec): 3 clusters Score: Raw -2338403.771349 + Penalty 4748.157398 = -2333655.613952 nChanged 671 SP:Iteration 7Q (22988.840000 sec): 3 clusters Score: Raw -2338815.248741 + Penalty 4748.157398 = -2334067.091344 nChanged 645 SP:Iteration 8Q (22988.900000 sec): 3 clusters Score: Raw -2339194.003048 + Penalty 4748.157398 = -2334445.845650 nChanged 589 SP:Iteration 9Q (22988.950000 sec): 3 clusters Score: Raw -2339515.397001 + Penalty 4748.157398 = -2334767.239604 nChanged 499 SP:Iteration 10Q (22989.010000 sec): 3 clusters Score: Raw -2339780.719324 + Penalty 4748.157398 = -2335032.561926 nChanged 481 SP:Iteration 11Q (22989.070000 sec): 3 clusters Score: Raw -2340043.570912 + Penalty 4748.157398 = -2335295.413515 nChanged 410 SP:Iteration 12Q (22989.120000 sec): 3 clusters Score: Raw -2340240.515922 + Penalty 4748.157398 = -2335492.358525 nChanged 370 SP:Iteration 13Q (22989.180000 sec): 3 clusters Score: Raw -2340411.782449 + Penalty 4748.157398 = -2335663.625052 nChanged 308 SP:Iteration 14Q (22989.230000 sec): 3 clusters Score: Raw -2340562.624731 + Penalty 4748.157398 = -2335814.467334 nChanged 274 SP:Iteration 15Q (22989.280000 sec): 3 clusters Score: Raw -2340693.040431 + Penalty 4748.157398 = -2335944.883033 nChanged 234 SP:Iteration 16Q (22989.340000 sec): 3 clusters Score: Raw -2340818.641690 + Penalty 4748.157398 = -2336070.484293 nChanged 225 SP:Iteration 17Q (22989.390000 sec): 3 clusters Score: Raw -2340940.784687 + Penalty 4748.157398 = -2336192.627289 nChanged 220 SP:Iteration 18Q (22989.440000 sec): 3 clusters Score: Raw -2341070.673683 + Penalty 4748.157398 = -2336322.516286 nChanged 226 SP:Iteration 19Q (22989.490000 sec): 3 clusters Score: Raw -2341215.904950 + Penalty 4748.157398 = -2336467.747552 nChanged 208 SP:Iteration 20F (22989.550000 sec): 3 clusters Score: Raw -2341345.597915 + Penalty 4748.157398 = -2336597.440518 nChanged 174 SP:Iteration 21Q (22989.600000 sec): 3 clusters Score: Raw -2341458.377735 + Penalty 4748.157398 = -2336710.220337 nChanged 159 SP:Iteration 22Q (22989.650000 sec): 3 clusters Score: Raw -2341555.353693 + Penalty 4748.157398 = -2336807.196295 nChanged 135 SP:Iteration 23Q (22989.690000 sec): 3 clusters Score: Raw -2341638.955273 + Penalty 4748.157398 = -2336890.797876 nChanged 95 SP:Iteration 24Q (22989.740000 sec): 3 clusters Score: Raw -2341688.643473 + Penalty 4748.157398 = -2336940.486075 nChanged 75 SP:Iteration 25Q (22989.790000 sec): 3 clusters Score: Raw -2341719.264516 + Penalty 4748.157398 = -2336971.107118 nChanged 63 SP:Iteration 26Q (22989.840000 sec): 3 clusters Score: Raw -2341740.493913 + Penalty 4748.157398 = -2336992.336515 nChanged 36 SP:Iteration 27Q (22989.880000 sec): 3 clusters Score: Raw -2341749.186504 + Penalty 4748.157398 = -2337001.029106 nChanged 23 SP:Iteration 28Q (22989.930000 sec): 3 clusters Score: Raw -2341754.317515 + Penalty 4748.157398 = -2337006.160118 nChanged 17 SP:Iteration 29Q (22989.970000 sec): 3 clusters Score: Raw -2341757.272544 + Penalty 4748.157398 = -2337009.115146 nChanged 11 SP:Iteration 30Q (22990.020000 sec): 3 clusters Score: Raw -2341759.879886 + Penalty 4748.157398 = -2337011.722488 nChanged 15 SP:Iteration 31Q (22990.060000 sec): 3 clusters Score: Raw -2341763.112731 + Penalty 4748.157398 = -2337014.955333 nChanged 13 SP:Iteration 32Q (22990.110000 sec): 3 clusters Score: Raw -2341765.736053 + Penalty 4748.157398 = -2337017.578656 nChanged 14 SP:Iteration 33Q (22990.160000 sec): 3 clusters Score: Raw -2341769.315364 + Penalty 4748.157398 = -2337021.157966 nChanged 11 SP:Iteration 34Q (22990.200000 sec): 3 clusters Score: Raw -2341771.397481 + Penalty 4748.157398 = -2337023.240084 nChanged 4 SP:Iteration 35Q (22990.240000 sec): 3 clusters Score: Raw -2341772.457898 + Penalty 4748.157398 = -2337024.300501 nChanged 5 SP:Iteration 36Q (22990.290000 sec): 3 clusters Score: Raw -2341773.211596 + Penalty 4748.157398 = -2337025.054198 nChanged 0 SP:Iteration 37F (22990.350000 sec): 3 clusters Score: Raw -2341773.211596 + Penalty 4748.157398 = -2337025.054198 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 3 (1589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22990.360000 sec): 2 clusters Score: Raw -228331.406480 + Penalty 1827.973321 = -226503.433159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22990.370000 sec): 3 clusters Score: Raw -227778.200074 + Penalty 3655.946643 = -224122.253431 nChanged 482 SP:Iteration 1F (22990.380000 sec): 3 clusters Score: Raw -228217.764750 + Penalty 3655.946643 = -224561.818107 nChanged 124 SP:Iteration 2F (22990.380000 sec): 3 clusters Score: Raw -228363.288460 + Penalty 3655.946643 = -224707.341817 nChanged 78 SP:Iteration 3Q (22990.390000 sec): 3 clusters Score: Raw -228436.132451 + Penalty 3655.946643 = -224780.185809 nChanged 49 SP:Iteration 4Q (22990.400000 sec): 3 clusters Score: Raw -228481.912958 + Penalty 3655.946643 = -224825.966316 nChanged 27 SP:Iteration 5Q (22990.400000 sec): 3 clusters Score: Raw -228508.073845 + Penalty 3655.946643 = -224852.127202 nChanged 19 SP:Iteration 6Q (22990.410000 sec): 3 clusters Score: Raw -228523.843376 + Penalty 3655.946643 = -224867.896734 nChanged 12 SP:Iteration 7Q (22990.420000 sec): 3 clusters Score: Raw -228534.107573 + Penalty 3655.946643 = -224878.160931 nChanged 11 SP:Iteration 8Q (22990.420000 sec): 3 clusters Score: Raw -228544.047678 + Penalty 3655.946643 = -224888.101036 nChanged 11 SP:Iteration 9Q (22990.430000 sec): 3 clusters Score: Raw -228553.353351 + Penalty 3655.946643 = -224897.406709 nChanged 6 SP:Iteration 10Q (22990.430000 sec): 3 clusters Score: Raw -228559.028495 + Penalty 3655.946643 = -224903.081853 nChanged 5 SP:Iteration 11Q (22990.440000 sec): 3 clusters Score: Raw -228563.174189 + Penalty 3655.946643 = -224907.227547 nChanged 5 SP:Iteration 12Q (22990.440000 sec): 3 clusters Score: Raw -228568.182400 + Penalty 3655.946643 = -224912.235757 nChanged 6 SP:Iteration 13Q (22990.450000 sec): 3 clusters Score: Raw -228572.962893 + Penalty 3655.946643 = -224917.016251 nChanged 4 SP:Iteration 14Q (22990.460000 sec): 3 clusters Score: Raw -228576.707674 + Penalty 3655.946643 = -224920.761031 nChanged 5 SP:Iteration 15Q (22990.460000 sec): 3 clusters Score: Raw -228582.283728 + Penalty 3655.946643 = -224926.337085 nChanged 9 SP:Iteration 16Q (22990.470000 sec): 3 clusters Score: Raw -228591.468134 + Penalty 3655.946643 = -224935.521492 nChanged 12 SP:Iteration 17Q (22990.480000 sec): 3 clusters Score: Raw -228603.394415 + Penalty 3655.946643 = -224947.447772 nChanged 11 SP:Iteration 18Q (22990.480000 sec): 3 clusters Score: Raw -228615.783181 + Penalty 3655.946643 = -224959.836539 nChanged 13 SP:Iteration 19Q (22990.490000 sec): 3 clusters Score: Raw -228631.484844 + Penalty 3655.946643 = -224975.538202 nChanged 16 SP:Iteration 20F (22990.500000 sec): 3 clusters Score: Raw -228646.685234 + Penalty 3655.946643 = -224990.738592 nChanged 13 SP:Iteration 21Q (22990.500000 sec): 3 clusters Score: Raw -228662.351621 + Penalty 3655.946643 = -225006.404978 nChanged 11 SP:Iteration 22Q (22990.510000 sec): 3 clusters Score: Raw -228672.469779 + Penalty 3655.946643 = -225016.523137 nChanged 10 SP:Iteration 23Q (22990.510000 sec): 3 clusters Score: Raw -228680.149681 + Penalty 3655.946643 = -225024.203039 nChanged 6 SP:Iteration 24Q (22990.520000 sec): 3 clusters Score: Raw -228687.711541 + Penalty 3655.946643 = -225031.764898 nChanged 9 SP:Iteration 25Q (22990.520000 sec): 3 clusters Score: Raw -228697.643028 + Penalty 3655.946643 = -225041.696385 nChanged 7 SP:Iteration 26Q (22990.530000 sec): 3 clusters Score: Raw -228704.827877 + Penalty 3655.946643 = -225048.881234 nChanged 6 SP:Iteration 27Q (22990.540000 sec): 3 clusters Score: Raw -228712.513655 + Penalty 3655.946643 = -225056.567012 nChanged 6 SP:Iteration 28Q (22990.540000 sec): 3 clusters Score: Raw -228717.085690 + Penalty 3655.946643 = -225061.139047 nChanged 4 SP:Iteration 29Q (22990.550000 sec): 3 clusters Score: Raw -228721.484613 + Penalty 3655.946643 = -225065.537971 nChanged 6 SP:Iteration 30Q (22990.560000 sec): 3 clusters Score: Raw -228727.943050 + Penalty 3655.946643 = -225071.996407 nChanged 3 SP:Iteration 31Q (22990.560000 sec): 3 clusters Score: Raw -228730.768602 + Penalty 3655.946643 = -225074.821959 nChanged 1 SP:Iteration 32Q (22990.570000 sec): 3 clusters Score: Raw -228732.058929 + Penalty 3655.946643 = -225076.112287 nChanged 1 SP:Iteration 33Q (22990.570000 sec): 3 clusters Score: Raw -228732.549530 + Penalty 3655.946643 = -225076.602887 nChanged 1 SP:Iteration 34Q (22990.580000 sec): 3 clusters Score: Raw -228733.065999 + Penalty 3655.946643 = -225077.119357 nChanged 1 SP:Iteration 35Q (22990.580000 sec): 3 clusters Score: Raw -228733.542605 + Penalty 3655.946643 = -225077.595963 nChanged 1 SP:Iteration 36Q (22990.590000 sec): 3 clusters Score: Raw -228734.164135 + Penalty 3655.946643 = -225078.217493 nChanged 1 SP:Iteration 37Q (22990.600000 sec): 3 clusters Score: Raw -228735.457582 + Penalty 3655.946643 = -225079.510939 nChanged 1 SP:Iteration 38Q (22990.600000 sec): 3 clusters Score: Raw -228736.191863 + Penalty 3655.946643 = -225080.245220 nChanged 3 SP:Iteration 39Q (22990.610000 sec): 3 clusters Score: Raw -228739.024746 + Penalty 3655.946643 = -225083.078103 nChanged 4 SP:Iteration 40F (22990.620000 sec): 3 clusters Score: Raw -228743.029556 + Penalty 3655.946643 = -225087.082914 nChanged 6 SP:Iteration 41Q (22990.620000 sec): 3 clusters Score: Raw -228747.480060 + Penalty 3655.946643 = -225091.533418 nChanged 5 SP:Iteration 42Q (22990.630000 sec): 3 clusters Score: Raw -228750.556348 + Penalty 3655.946643 = -225094.609705 nChanged 4 SP:Iteration 43Q (22990.640000 sec): 3 clusters Score: Raw -228752.967176 + Penalty 3655.946643 = -225097.020533 nChanged 4 SP:Iteration 44Q (22990.640000 sec): 3 clusters Score: Raw -228757.376717 + Penalty 3655.946643 = -225101.430075 nChanged 5 SP:Iteration 45Q (22990.650000 sec): 3 clusters Score: Raw -228761.276666 + Penalty 3655.946643 = -225105.330023 nChanged 2 SP:Iteration 46Q (22990.650000 sec): 3 clusters Score: Raw -228762.789710 + Penalty 3655.946643 = -225106.843067 nChanged 1 SP:Iteration 47Q (22990.660000 sec): 3 clusters Score: Raw -228763.865734 + Penalty 3655.946643 = -225107.919091 nChanged 3 SP:Iteration 48Q (22990.660000 sec): 3 clusters Score: Raw -228766.084895 + Penalty 3655.946643 = -225110.138253 nChanged 2 SP:Iteration 49Q (22990.670000 sec): 3 clusters Score: Raw -228767.361350 + Penalty 3655.946643 = -225111.414707 nChanged 3 SP:Iteration 50Q (22990.680000 sec): 3 clusters Score: Raw -228769.519586 + Penalty 3655.946643 = -225113.572943 nChanged 2 SP:Iteration 51Q (22990.680000 sec): 3 clusters Score: Raw -228772.845014 + Penalty 3655.946643 = -225116.898371 nChanged 5 SP:Iteration 52Q (22990.690000 sec): 3 clusters Score: Raw -228781.775684 + Penalty 3655.946643 = -225125.829042 nChanged 4 SP:Iteration 53Q (22990.700000 sec): 3 clusters Score: Raw -228784.813810 + Penalty 3655.946643 = -225128.867167 nChanged 2 SP:Iteration 54Q (22990.700000 sec): 3 clusters Score: Raw -228786.280961 + Penalty 3655.946643 = -225130.334319 nChanged 1 SP:Iteration 55Q (22990.710000 sec): 3 clusters Score: Raw -228786.948182 + Penalty 3655.946643 = -225131.001539 nChanged 0 SP:Iteration 56F (22990.710000 sec): 3 clusters Score: Raw -228786.948182 + Penalty 3655.946643 = -225131.001539 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 4 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22990.720000 sec): 2 clusters Score: Raw -72896.426781 + Penalty 1537.726275 = -71358.700506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22990.720000 sec): 3 clusters Score: Raw -72926.504905 + Penalty 3075.452550 = -69851.052355 nChanged 89 SP:Iteration 1F (22990.720000 sec): 3 clusters Score: Raw -73138.551844 + Penalty 3075.452550 = -70063.099293 nChanged 26 SP:Iteration 2F (22990.730000 sec): 3 clusters Score: Raw -73243.036780 + Penalty 3075.452550 = -70167.584230 nChanged 15 SP:Iteration 3Q (22990.730000 sec): 3 clusters Score: Raw -73300.019975 + Penalty 3075.452550 = -70224.567424 nChanged 13 SP:Iteration 4Q (22990.730000 sec): 3 clusters Score: Raw -73341.207895 + Penalty 3075.452550 = -70265.755345 nChanged 8 SP:Iteration 5Q (22990.730000 sec): 3 clusters Score: Raw -73360.474238 + Penalty 3075.452550 = -70285.021688 nChanged 8 SP:Iteration 6Q (22990.740000 sec): 3 clusters Score: Raw -73379.201801 + Penalty 3075.452550 = -70303.749251 nChanged 3 SP:Iteration 7Q (22990.740000 sec): 3 clusters Score: Raw -73390.294422 + Penalty 3075.452550 = -70314.841872 nChanged 2 SP:Iteration 8Q (22990.740000 sec): 3 clusters Score: Raw -73392.981028 + Penalty 3075.452550 = -70317.528478 nChanged 0 SP:Iteration 9F (22990.740000 sec): 3 clusters Score: Raw -73392.981028 + Penalty 3075.452550 = -70317.528478 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 5 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22990.740000 sec): 2 clusters Score: Raw -17234.145259 + Penalty 1263.250050 = -15970.895209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22990.740000 sec): 3 clusters Score: Raw -17556.853726 + Penalty 2526.500100 = -15030.353626 nChanged 16 SP:Iteration 1F (22990.750000 sec): 3 clusters Score: Raw -17629.795927 + Penalty 2526.500100 = -15103.295827 nChanged 4 SP:Iteration 2Q (22990.750000 sec): 3 clusters Score: Raw -17709.363991 + Penalty 2526.500100 = -15182.863892 nChanged 2 SP:Iteration 3Q (22990.750000 sec): 3 clusters Score: Raw -17717.071057 + Penalty 2526.500100 = -15190.570957 nChanged 1 SP:Iteration 4Q (22990.750000 sec): 3 clusters Score: Raw -17721.875843 + Penalty 2526.500100 = -15195.375743 nChanged 0 SP:Iteration 5F (22990.750000 sec): 3 clusters Score: Raw -17721.875843 + Penalty 2526.500100 = -15195.375743 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 6 (13168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22990.800000 sec): 2 clusters Score: Raw -2119625.265707 + Penalty 2352.415141 = -2117272.850566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22990.860000 sec): 3 clusters Score: Raw -2112149.806442 + Penalty 4704.830282 = -2107444.976160 nChanged 5656 SP:Iteration 1F (22990.910000 sec): 3 clusters Score: Raw -2115175.415201 + Penalty 4704.830282 = -2110470.584919 nChanged 921 SP:Iteration 2F (22990.960000 sec): 3 clusters Score: Raw -2115645.695105 + Penalty 4704.830282 = -2110940.864823 nChanged 838 SP:Iteration 3F (22991.010000 sec): 3 clusters Score: Raw -2116144.751574 + Penalty 4704.830282 = -2111439.921292 nChanged 829 SP:Iteration 4F (22991.060000 sec): 3 clusters Score: Raw -2116745.255346 + Penalty 4704.830282 = -2112040.425064 nChanged 878 SP:Iteration 5F (22991.120000 sec): 3 clusters Score: Raw -2117462.013235 + Penalty 4704.830282 = -2112757.182953 nChanged 931 SP:Iteration 6F (22991.170000 sec): 3 clusters Score: Raw -2118305.396809 + Penalty 4704.830282 = -2113600.566527 nChanged 917 SP:Iteration 7F (22991.220000 sec): 3 clusters Score: Raw -2119071.232015 + Penalty 4704.830282 = -2114366.401733 nChanged 776 SP:Iteration 8F (22991.270000 sec): 3 clusters Score: Raw -2119710.722317 + Penalty 4704.830282 = -2115005.892035 nChanged 616 SP:Iteration 9Q (22991.320000 sec): 3 clusters Score: Raw -2120220.892460 + Penalty 4704.830282 = -2115516.062178 nChanged 501 SP:Iteration 10Q (22991.380000 sec): 3 clusters Score: Raw -2120620.942511 + Penalty 4704.830282 = -2115916.112229 nChanged 385 SP:Iteration 11Q (22991.420000 sec): 3 clusters Score: Raw -2120908.928246 + Penalty 4704.830282 = -2116204.097964 nChanged 276 SP:Iteration 12Q (22991.470000 sec): 3 clusters Score: Raw -2121095.507686 + Penalty 4704.830282 = -2116390.677404 nChanged 213 SP:Iteration 13Q (22991.520000 sec): 3 clusters Score: Raw -2121219.937087 + Penalty 4704.830282 = -2116515.106806 nChanged 147 SP:Iteration 14Q (22991.570000 sec): 3 clusters Score: Raw -2121310.244332 + Penalty 4704.830282 = -2116605.414050 nChanged 119 SP:Iteration 15Q (22991.610000 sec): 3 clusters Score: Raw -2121393.874803 + Penalty 4704.830282 = -2116689.044521 nChanged 119 SP:Iteration 16Q (22991.660000 sec): 3 clusters Score: Raw -2121484.344481 + Penalty 4704.830282 = -2116779.514199 nChanged 107 SP:Iteration 17Q (22991.700000 sec): 3 clusters Score: Raw -2121550.393880 + Penalty 4704.830282 = -2116845.563598 nChanged 95 SP:Iteration 18Q (22991.750000 sec): 3 clusters Score: Raw -2121600.977550 + Penalty 4704.830282 = -2116896.147268 nChanged 65 SP:Iteration 19Q (22991.790000 sec): 3 clusters Score: Raw -2121634.154841 + Penalty 4704.830282 = -2116929.324559 nChanged 61 SP:Iteration 20F (22991.840000 sec): 3 clusters Score: Raw -2121663.680592 + Penalty 4704.830282 = -2116958.850310 nChanged 68 SP:Iteration 21Q (22991.890000 sec): 3 clusters Score: Raw -2121702.416142 + Penalty 4704.830282 = -2116997.585860 nChanged 66 SP:Iteration 22Q (22991.930000 sec): 3 clusters Score: Raw -2121731.828738 + Penalty 4704.830282 = -2117026.998457 nChanged 50 SP:Iteration 23Q (22991.970000 sec): 3 clusters Score: Raw -2121750.180571 + Penalty 4704.830282 = -2117045.350289 nChanged 38 SP:Iteration 24Q (22992.020000 sec): 3 clusters Score: Raw -2121764.386940 + Penalty 4704.830282 = -2117059.556658 nChanged 37 SP:Iteration 25Q (22992.060000 sec): 3 clusters Score: Raw -2121774.940045 + Penalty 4704.830282 = -2117070.109763 nChanged 22 SP:Iteration 26Q (22992.100000 sec): 3 clusters Score: Raw -2121782.151794 + Penalty 4704.830282 = -2117077.321512 nChanged 20 SP:Iteration 27Q (22992.140000 sec): 3 clusters Score: Raw -2121787.185978 + Penalty 4704.830282 = -2117082.355697 nChanged 16 SP:Iteration 28Q (22992.180000 sec): 3 clusters Score: Raw -2121792.725904 + Penalty 4704.830282 = -2117087.895622 nChanged 24 SP:Iteration 29Q (22992.230000 sec): 3 clusters Score: Raw -2121800.321163 + Penalty 4704.830282 = -2117095.490881 nChanged 26 SP:Iteration 30Q (22992.270000 sec): 3 clusters Score: Raw -2121809.420659 + Penalty 4704.830282 = -2117104.590378 nChanged 23 SP:Iteration 31Q (22992.310000 sec): 3 clusters Score: Raw -2121816.533892 + Penalty 4704.830282 = -2117111.703611 nChanged 15 SP:Iteration 32Q (22992.350000 sec): 3 clusters Score: Raw -2121822.111715 + Penalty 4704.830282 = -2117117.281433 nChanged 14 SP:Iteration 33Q (22992.390000 sec): 3 clusters Score: Raw -2121825.683723 + Penalty 4704.830282 = -2117120.853441 nChanged 15 SP:Iteration 34Q (22992.440000 sec): 3 clusters Score: Raw -2121828.806668 + Penalty 4704.830282 = -2117123.976387 nChanged 6 SP:Iteration 35Q (22992.480000 sec): 3 clusters Score: Raw -2121830.089981 + Penalty 4704.830282 = -2117125.259699 nChanged 5 SP:Iteration 36Q (22992.520000 sec): 3 clusters Score: Raw -2121830.779234 + Penalty 4704.830282 = -2117125.948952 nChanged 3 SP:Iteration 37Q (22992.560000 sec): 3 clusters Score: Raw -2121831.468841 + Penalty 4704.830282 = -2117126.638559 nChanged 1 SP:Iteration 38Q (22992.600000 sec): 3 clusters Score: Raw -2121831.598586 + Penalty 4704.830282 = -2117126.768304 nChanged 0 SP:Iteration 39F (22992.650000 sec): 3 clusters Score: Raw -2121831.598586 + Penalty 4704.830282 = -2117126.768304 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 7 (15748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22992.720000 sec): 2 clusters Score: Raw -2434028.257851 + Penalty 2396.788226 = -2431631.469626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22992.780000 sec): 3 clusters Score: Raw -2425164.230529 + Penalty 4793.576451 = -2420370.654077 nChanged 6774 SP:Iteration 1F (22992.840000 sec): 3 clusters Score: Raw -2429046.726479 + Penalty 4793.576451 = -2424253.150027 nChanged 1095 SP:Iteration 2F (22992.900000 sec): 3 clusters Score: Raw -2429709.949768 + Penalty 4793.576451 = -2424916.373317 nChanged 1026 SP:Iteration 3F (22992.960000 sec): 3 clusters Score: Raw -2430420.874402 + Penalty 4793.576451 = -2425627.297951 nChanged 1023 SP:Iteration 4F (22993.030000 sec): 3 clusters Score: Raw -2431166.146599 + Penalty 4793.576451 = -2426372.570148 nChanged 988 SP:Iteration 5F (22993.090000 sec): 3 clusters Score: Raw -2431898.521862 + Penalty 4793.576451 = -2427104.945410 nChanged 905 SP:Iteration 6F (22993.150000 sec): 3 clusters Score: Raw -2432504.898194 + Penalty 4793.576451 = -2427711.321743 nChanged 779 SP:Iteration 7Q (22993.220000 sec): 3 clusters Score: Raw -2432921.662586 + Penalty 4793.576451 = -2428128.086135 nChanged 601 SP:Iteration 8Q (22993.280000 sec): 3 clusters Score: Raw -2433213.158139 + Penalty 4793.576451 = -2428419.581688 nChanged 499 SP:Iteration 9Q (22993.340000 sec): 3 clusters Score: Raw -2433426.510489 + Penalty 4793.576451 = -2428632.934038 nChanged 428 SP:Iteration 10Q (22993.410000 sec): 3 clusters Score: Raw -2433606.426830 + Penalty 4793.576451 = -2428812.850378 nChanged 398 SP:Iteration 11Q (22993.460000 sec): 3 clusters Score: Raw -2433763.390166 + Penalty 4793.576451 = -2428969.813715 nChanged 395 SP:Iteration 12Q (22993.520000 sec): 3 clusters Score: Raw -2433932.000521 + Penalty 4793.576451 = -2429138.424069 nChanged 407 SP:Iteration 13Q (22993.580000 sec): 3 clusters Score: Raw -2434110.026749 + Penalty 4793.576451 = -2429316.450298 nChanged 413 SP:Iteration 14Q (22993.640000 sec): 3 clusters Score: Raw -2434292.870804 + Penalty 4793.576451 = -2429499.294352 nChanged 409 SP:Iteration 15Q (22993.700000 sec): 3 clusters Score: Raw -2434473.859989 + Penalty 4793.576451 = -2429680.283538 nChanged 380 SP:Iteration 16Q (22993.760000 sec): 3 clusters Score: Raw -2434646.733172 + Penalty 4793.576451 = -2429853.156720 nChanged 363 SP:Iteration 17Q (22993.820000 sec): 3 clusters Score: Raw -2434820.666119 + Penalty 4793.576451 = -2430027.089668 nChanged 316 SP:Iteration 18Q (22993.880000 sec): 3 clusters Score: Raw -2434960.733821 + Penalty 4793.576451 = -2430167.157370 nChanged 293 SP:Iteration 19Q (22993.940000 sec): 3 clusters Score: Raw -2435089.815137 + Penalty 4793.576451 = -2430296.238686 nChanged 232 SP:Iteration 20F (22994.000000 sec): 3 clusters Score: Raw -2435191.087019 + Penalty 4793.576451 = -2430397.510567 nChanged 210 SP:Iteration 21Q (22994.060000 sec): 3 clusters Score: Raw -2435287.440391 + Penalty 4793.576451 = -2430493.863939 nChanged 190 SP:Iteration 22Q (22994.120000 sec): 3 clusters Score: Raw -2435365.741321 + Penalty 4793.576451 = -2430572.164870 nChanged 153 SP:Iteration 23Q (22994.180000 sec): 3 clusters Score: Raw -2435426.045562 + Penalty 4793.576451 = -2430632.469110 nChanged 128 SP:Iteration 24Q (22994.230000 sec): 3 clusters Score: Raw -2435473.562705 + Penalty 4793.576451 = -2430679.986253 nChanged 95 SP:Iteration 25Q (22994.290000 sec): 3 clusters Score: Raw -2435501.018115 + Penalty 4793.576451 = -2430707.441664 nChanged 77 SP:Iteration 26Q (22994.350000 sec): 3 clusters Score: Raw -2435523.342562 + Penalty 4793.576451 = -2430729.766110 nChanged 55 SP:Iteration 27Q (22994.410000 sec): 3 clusters Score: Raw -2435537.116462 + Penalty 4793.576451 = -2430743.540010 nChanged 46 SP:Iteration 28Q (22994.460000 sec): 3 clusters Score: Raw -2435549.601181 + Penalty 4793.576451 = -2430756.024730 nChanged 42 SP:Iteration 29Q (22994.520000 sec): 3 clusters Score: Raw -2435561.171037 + Penalty 4793.576451 = -2430767.594586 nChanged 39 SP:Iteration 30Q (22994.570000 sec): 3 clusters Score: Raw -2435571.914208 + Penalty 4793.576451 = -2430778.337756 nChanged 37 SP:Iteration 31Q (22994.630000 sec): 3 clusters Score: Raw -2435580.747405 + Penalty 4793.576451 = -2430787.170954 nChanged 27 SP:Iteration 32Q (22994.680000 sec): 3 clusters Score: Raw -2435588.615730 + Penalty 4793.576451 = -2430795.039279 nChanged 21 SP:Iteration 33Q (22994.740000 sec): 3 clusters Score: Raw -2435596.067814 + Penalty 4793.576451 = -2430802.491362 nChanged 26 SP:Iteration 34Q (22994.790000 sec): 3 clusters Score: Raw -2435607.320428 + Penalty 4793.576451 = -2430813.743977 nChanged 27 SP:Iteration 35Q (22994.850000 sec): 3 clusters Score: Raw -2435616.817779 + Penalty 4793.576451 = -2430823.241328 nChanged 24 SP:Iteration 36Q (22994.900000 sec): 3 clusters Score: Raw -2435624.575633 + Penalty 4793.576451 = -2430830.999182 nChanged 23 SP:Iteration 37Q (22994.960000 sec): 3 clusters Score: Raw -2435634.267476 + Penalty 4793.576451 = -2430840.691025 nChanged 28 SP:Iteration 38Q (22995.010000 sec): 3 clusters Score: Raw -2435643.531585 + Penalty 4793.576451 = -2430849.955134 nChanged 21 SP:Iteration 39Q (22995.070000 sec): 3 clusters Score: Raw -2435648.752480 + Penalty 4793.576451 = -2430855.176029 nChanged 16 SP:Iteration 40F (22995.130000 sec): 3 clusters Score: Raw -2435651.577933 + Penalty 4793.576451 = -2430858.001481 nChanged 13 SP:Iteration 41Q (22995.190000 sec): 3 clusters Score: Raw -2435654.306597 + Penalty 4793.576451 = -2430860.730146 nChanged 7 SP:Iteration 42Q (22995.240000 sec): 3 clusters Score: Raw -2435656.244007 + Penalty 4793.576451 = -2430862.667555 nChanged 9 SP:Iteration 43Q (22995.300000 sec): 3 clusters Score: Raw -2435658.080114 + Penalty 4793.576451 = -2430864.503663 nChanged 6 SP:Iteration 44Q (22995.350000 sec): 3 clusters Score: Raw -2435659.411567 + Penalty 4793.576451 = -2430865.835116 nChanged 9 SP:Iteration 45Q (22995.410000 sec): 3 clusters Score: Raw -2435661.778476 + Penalty 4793.576451 = -2430868.202025 nChanged 12 SP:Iteration 46Q (22995.460000 sec): 3 clusters Score: Raw -2435667.075639 + Penalty 4793.576451 = -2430873.499188 nChanged 19 SP:Iteration 47Q (22995.510000 sec): 3 clusters Score: Raw -2435676.369754 + Penalty 4793.576451 = -2430882.793302 nChanged 18 SP:Iteration 48Q (22995.570000 sec): 3 clusters Score: Raw -2435683.198269 + Penalty 4793.576451 = -2430889.621818 nChanged 14 SP:Iteration 49Q (22995.620000 sec): 3 clusters Score: Raw -2435689.335782 + Penalty 4793.576451 = -2430895.759331 nChanged 14 SP:Iteration 50Q (22995.680000 sec): 3 clusters Score: Raw -2435694.408349 + Penalty 4793.576451 = -2430900.831898 nChanged 14 SP:Iteration 51Q (22995.730000 sec): 3 clusters Score: Raw -2435698.300893 + Penalty 4793.576451 = -2430904.724442 nChanged 8 SP:Iteration 52Q (22995.790000 sec): 3 clusters Score: Raw -2435700.588394 + Penalty 4793.576451 = -2430907.011943 nChanged 11 SP:Iteration 53Q (22995.840000 sec): 3 clusters Score: Raw -2435703.538544 + Penalty 4793.576451 = -2430909.962093 nChanged 13 SP:Iteration 54Q (22995.890000 sec): 3 clusters Score: Raw -2435706.751144 + Penalty 4793.576451 = -2430913.174692 nChanged 8 SP:Iteration 55Q (22995.950000 sec): 3 clusters Score: Raw -2435708.303995 + Penalty 4793.576451 = -2430914.727544 nChanged 1 SP:Iteration 56Q (22996.000000 sec): 3 clusters Score: Raw -2435708.497149 + Penalty 4793.576451 = -2430914.920697 nChanged 1 SP:Iteration 57Q (22996.060000 sec): 3 clusters Score: Raw -2435708.611771 + Penalty 4793.576451 = -2430915.035319 nChanged 0 SP:Iteration 58F (22996.120000 sec): 3 clusters Score: Raw -2435708.611771 + Penalty 4793.576451 = -2430915.035319 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 8 (3130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22996.140000 sec): 2 clusters Score: Raw -506096.618343 + Penalty 1996.099494 = -504100.518849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22996.160000 sec): 3 clusters Score: Raw -504712.454757 + Penalty 3992.198989 = -500720.255768 nChanged 1111 SP:Iteration 1F (22996.170000 sec): 3 clusters Score: Raw -505392.850887 + Penalty 3992.198989 = -501400.651898 nChanged 241 SP:Iteration 2F (22996.180000 sec): 3 clusters Score: Raw -505561.537900 + Penalty 3992.198989 = -501569.338911 nChanged 148 SP:Iteration 3Q (22996.190000 sec): 3 clusters Score: Raw -505659.530041 + Penalty 3992.198989 = -501667.331053 nChanged 97 SP:Iteration 4Q (22996.210000 sec): 3 clusters Score: Raw -505718.804179 + Penalty 3992.198989 = -501726.605190 nChanged 78 SP:Iteration 5Q (22996.220000 sec): 3 clusters Score: Raw -505762.073427 + Penalty 3992.198989 = -501769.874438 nChanged 68 SP:Iteration 6Q (22996.230000 sec): 3 clusters Score: Raw -505795.411610 + Penalty 3992.198989 = -501803.212621 nChanged 51 SP:Iteration 7Q (22996.240000 sec): 3 clusters Score: Raw -505824.073065 + Penalty 3992.198989 = -501831.874076 nChanged 45 SP:Iteration 8Q (22996.250000 sec): 3 clusters Score: Raw -505845.609239 + Penalty 3992.198989 = -501853.410251 nChanged 26 SP:Iteration 9Q (22996.270000 sec): 3 clusters Score: Raw -505859.782324 + Penalty 3992.198989 = -501867.583336 nChanged 22 SP:Iteration 10Q (22996.280000 sec): 3 clusters Score: Raw -505868.359875 + Penalty 3992.198989 = -501876.160887 nChanged 16 SP:Iteration 11Q (22996.290000 sec): 3 clusters Score: Raw -505876.916546 + Penalty 3992.198989 = -501884.717557 nChanged 16 SP:Iteration 12Q (22996.310000 sec): 3 clusters Score: Raw -505882.276273 + Penalty 3992.198989 = -501890.077284 nChanged 7 SP:Iteration 13Q (22996.320000 sec): 3 clusters Score: Raw -505885.107377 + Penalty 3992.198989 = -501892.908389 nChanged 7 SP:Iteration 14Q (22996.330000 sec): 3 clusters Score: Raw -505887.711966 + Penalty 3992.198989 = -501895.512977 nChanged 7 SP:Iteration 15Q (22996.340000 sec): 3 clusters Score: Raw -505890.379081 + Penalty 3992.198989 = -501898.180092 nChanged 8 SP:Iteration 16Q (22996.350000 sec): 3 clusters Score: Raw -505891.956768 + Penalty 3992.198989 = -501899.757779 nChanged 4 SP:Iteration 17Q (22996.370000 sec): 3 clusters Score: Raw -505893.131933 + Penalty 3992.198989 = -501900.932945 nChanged 2 SP:Iteration 18Q (22996.380000 sec): 3 clusters Score: Raw -505893.819581 + Penalty 3992.198989 = -501901.620592 nChanged 4 SP:Iteration 19Q (22996.390000 sec): 3 clusters Score: Raw -505896.019534 + Penalty 3992.198989 = -501903.820546 nChanged 8 SP:Iteration 20F (22996.400000 sec): 3 clusters Score: Raw -505899.466877 + Penalty 3992.198989 = -501907.267888 nChanged 3 SP:Iteration 21Q (22996.410000 sec): 3 clusters Score: Raw -505900.686261 + Penalty 3992.198989 = -501908.487272 nChanged 2 SP:Iteration 22Q (22996.430000 sec): 3 clusters Score: Raw -505901.406180 + Penalty 3992.198989 = -501909.207191 nChanged 2 SP:Iteration 23Q (22996.440000 sec): 3 clusters Score: Raw -505901.934170 + Penalty 3992.198989 = -501909.735181 nChanged 2 SP:Iteration 24Q (22996.450000 sec): 3 clusters Score: Raw -505902.400768 + Penalty 3992.198989 = -501910.201779 nChanged 2 SP:Iteration 25Q (22996.470000 sec): 3 clusters Score: Raw -505903.662716 + Penalty 3992.198989 = -501911.463728 nChanged 1 SP:Iteration 26Q (22996.480000 sec): 3 clusters Score: Raw -505903.920063 + Penalty 3992.198989 = -501911.721074 nChanged 1 SP:Iteration 27Q (22996.490000 sec): 3 clusters Score: Raw -505904.151377 + Penalty 3992.198989 = -501911.952388 nChanged 0 SP:Iteration 28F (22996.500000 sec): 3 clusters Score: Raw -505904.151377 + Penalty 3992.198989 = -501911.952388 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 9 (1020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22996.510000 sec): 2 clusters Score: Raw -165630.769240 + Penalty 1718.034361 = -163912.734879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22996.510000 sec): 3 clusters Score: Raw -165409.025112 + Penalty 3436.068722 = -161972.956391 nChanged 253 SP:Iteration 1F (22996.520000 sec): 3 clusters Score: Raw -165678.508103 + Penalty 3436.068722 = -162242.439382 nChanged 51 SP:Iteration 2Q (22996.520000 sec): 3 clusters Score: Raw -165734.358886 + Penalty 3436.068722 = -162298.290165 nChanged 26 SP:Iteration 3Q (22996.530000 sec): 3 clusters Score: Raw -165765.872826 + Penalty 3436.068722 = -162329.804105 nChanged 17 SP:Iteration 4Q (22996.530000 sec): 3 clusters Score: Raw -165787.092011 + Penalty 3436.068722 = -162351.023290 nChanged 9 SP:Iteration 5Q (22996.530000 sec): 3 clusters Score: Raw -165796.681737 + Penalty 3436.068722 = -162360.613015 nChanged 9 SP:Iteration 6Q (22996.540000 sec): 3 clusters Score: Raw -165808.115205 + Penalty 3436.068722 = -162372.046484 nChanged 7 SP:Iteration 7Q (22996.540000 sec): 3 clusters Score: Raw -165816.294326 + Penalty 3436.068722 = -162380.225604 nChanged 6 SP:Iteration 8Q (22996.550000 sec): 3 clusters Score: Raw -165823.396639 + Penalty 3436.068722 = -162387.327917 nChanged 3 SP:Iteration 9Q (22996.550000 sec): 3 clusters Score: Raw -165826.606243 + Penalty 3436.068722 = -162390.537521 nChanged 1 SP:Iteration 10Q (22996.550000 sec): 3 clusters Score: Raw -165827.624935 + Penalty 3436.068722 = -162391.556213 nChanged 1 SP:Iteration 11Q (22996.560000 sec): 3 clusters Score: Raw -165828.254848 + Penalty 3436.068722 = -162392.186127 nChanged 0 SP:Iteration 12F (22996.560000 sec): 3 clusters Score: Raw -165828.254848 + Penalty 3436.068722 = -162392.186127 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 10 (5102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22996.590000 sec): 2 clusters Score: Raw -777006.562812 + Penalty 2117.272199 = -774889.290613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22996.610000 sec): 3 clusters Score: Raw -774552.502541 + Penalty 4234.544398 = -770317.958143 nChanged 1970 SP:Iteration 1F (22996.630000 sec): 3 clusters Score: Raw -775701.600152 + Penalty 4234.544398 = -771467.055754 nChanged 372 SP:Iteration 2F (22996.650000 sec): 3 clusters Score: Raw -775938.732766 + Penalty 4234.544398 = -771704.188368 nChanged 283 SP:Iteration 3F (22996.670000 sec): 3 clusters Score: Raw -776128.793051 + Penalty 4234.544398 = -771894.248653 nChanged 231 SP:Iteration 4Q (22996.690000 sec): 3 clusters Score: Raw -776286.987378 + Penalty 4234.544398 = -772052.442980 nChanged 205 SP:Iteration 5Q (22996.710000 sec): 3 clusters Score: Raw -776442.485238 + Penalty 4234.544398 = -772207.940840 nChanged 209 SP:Iteration 6Q (22996.730000 sec): 3 clusters Score: Raw -776602.289206 + Penalty 4234.544398 = -772367.744808 nChanged 186 SP:Iteration 7Q (22996.750000 sec): 3 clusters Score: Raw -776740.801807 + Penalty 4234.544398 = -772506.257409 nChanged 187 SP:Iteration 8Q (22996.770000 sec): 3 clusters Score: Raw -776902.025756 + Penalty 4234.544398 = -772667.481358 nChanged 193 SP:Iteration 9Q (22996.790000 sec): 3 clusters Score: Raw -777053.651537 + Penalty 4234.544398 = -772819.107140 nChanged 186 SP:Iteration 10Q (22996.810000 sec): 3 clusters Score: Raw -777188.971665 + Penalty 4234.544398 = -772954.427267 nChanged 169 SP:Iteration 11Q (22996.830000 sec): 3 clusters Score: Raw -777317.313294 + Penalty 4234.544398 = -773082.768896 nChanged 144 SP:Iteration 12Q (22996.850000 sec): 3 clusters Score: Raw -777422.635226 + Penalty 4234.544398 = -773188.090828 nChanged 134 SP:Iteration 13Q (22996.870000 sec): 3 clusters Score: Raw -777528.856166 + Penalty 4234.544398 = -773294.311768 nChanged 135 SP:Iteration 14Q (22996.890000 sec): 3 clusters Score: Raw -777635.943221 + Penalty 4234.544398 = -773401.398823 nChanged 128 SP:Iteration 15Q (22996.910000 sec): 3 clusters Score: Raw -777714.831078 + Penalty 4234.544398 = -773480.286680 nChanged 91 SP:Iteration 16Q (22996.930000 sec): 3 clusters Score: Raw -777772.167227 + Penalty 4234.544398 = -773537.622829 nChanged 75 SP:Iteration 17Q (22996.950000 sec): 3 clusters Score: Raw -777813.361131 + Penalty 4234.544398 = -773578.816733 nChanged 66 SP:Iteration 18Q (22996.970000 sec): 3 clusters Score: Raw -777854.423116 + Penalty 4234.544398 = -773619.878719 nChanged 56 SP:Iteration 19Q (22996.980000 sec): 3 clusters Score: Raw -777888.495798 + Penalty 4234.544398 = -773653.951400 nChanged 55 SP:Iteration 20F (22997.010000 sec): 3 clusters Score: Raw -777920.368713 + Penalty 4234.544398 = -773685.824316 nChanged 43 SP:Iteration 21Q (22997.020000 sec): 3 clusters Score: Raw -777948.664874 + Penalty 4234.544398 = -773714.120476 nChanged 44 SP:Iteration 22Q (22997.040000 sec): 3 clusters Score: Raw -777973.707384 + Penalty 4234.544398 = -773739.162986 nChanged 42 SP:Iteration 23Q (22997.060000 sec): 3 clusters Score: Raw -778000.768110 + Penalty 4234.544398 = -773766.223712 nChanged 34 SP:Iteration 24Q (22997.080000 sec): 3 clusters Score: Raw -778022.152331 + Penalty 4234.544398 = -773787.607934 nChanged 26 SP:Iteration 25Q (22997.100000 sec): 3 clusters Score: Raw -778038.786933 + Penalty 4234.544398 = -773804.242535 nChanged 29 SP:Iteration 26Q (22997.110000 sec): 3 clusters Score: Raw -778053.405913 + Penalty 4234.544398 = -773818.861515 nChanged 21 SP:Iteration 27Q (22997.130000 sec): 3 clusters Score: Raw -778067.359719 + Penalty 4234.544398 = -773832.815321 nChanged 23 SP:Iteration 28Q (22997.150000 sec): 3 clusters Score: Raw -778079.735364 + Penalty 4234.544398 = -773845.190967 nChanged 19 SP:Iteration 29Q (22997.170000 sec): 3 clusters Score: Raw -778087.859887 + Penalty 4234.544398 = -773853.315489 nChanged 9 SP:Iteration 30Q (22997.190000 sec): 3 clusters Score: Raw -778091.385249 + Penalty 4234.544398 = -773856.840851 nChanged 5 SP:Iteration 31Q (22997.210000 sec): 3 clusters Score: Raw -778093.042057 + Penalty 4234.544398 = -773858.497659 nChanged 0 SP:Iteration 32F (22997.230000 sec): 3 clusters Score: Raw -778093.042057 + Penalty 4234.544398 = -773858.497659 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 11 (848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22997.230000 sec): 2 clusters Score: Raw -133478.863663 + Penalty 1672.234398 = -131806.629266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22997.240000 sec): 3 clusters Score: Raw -133386.232662 + Penalty 3344.468795 = -130041.763867 nChanged 190 SP:Iteration 1F (22997.240000 sec): 3 clusters Score: Raw -133639.122914 + Penalty 3344.468795 = -130294.654119 nChanged 33 SP:Iteration 2Q (22997.250000 sec): 3 clusters Score: Raw -133682.037529 + Penalty 3344.468795 = -130337.568733 nChanged 11 SP:Iteration 3Q (22997.250000 sec): 3 clusters Score: Raw -133696.632020 + Penalty 3344.468795 = -130352.163225 nChanged 11 SP:Iteration 4Q (22997.250000 sec): 3 clusters Score: Raw -133713.996093 + Penalty 3344.468795 = -130369.527298 nChanged 4 SP:Iteration 5Q (22997.250000 sec): 3 clusters Score: Raw -133720.481072 + Penalty 3344.468795 = -130376.012277 nChanged 1 SP:Iteration 6Q (22997.260000 sec): 3 clusters Score: Raw -133722.827360 + Penalty 3344.468795 = -130378.358565 nChanged 0 SP:Iteration 7F (22997.260000 sec): 3 clusters Score: Raw -133722.827360 + Penalty 3344.468795 = -130378.358565 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 12 (626643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22999.720000 sec): 2 clusters Score: Raw -99733488.929013 + Penalty 3310.336805 = -99730178.592207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23002.430000 sec): 3 clusters Score: Raw -99312785.788072 + Penalty 6620.673611 = -99306165.114461 nChanged 305814 SP:Iteration 1F (23005.130000 sec): 3 clusters Score: Raw -99499793.010189 + Penalty 6620.673611 = -99493172.336578 nChanged 15911 SP:Iteration 2Q (23007.870000 sec): 3 clusters Score: Raw -99503358.450121 + Penalty 6620.673611 = -99496737.776510 nChanged 18493 SP:Iteration 3Q (23010.630000 sec): 3 clusters Score: Raw -99508620.833863 + Penalty 6620.673611 = -99502000.160252 nChanged 21922 SP:Iteration 4Q (23013.380000 sec): 3 clusters Score: Raw -99516465.913851 + Penalty 6620.673611 = -99509845.240240 nChanged 26421 SP:Iteration 5Q (23016.170000 sec): 3 clusters Score: Raw -99528196.585867 + Penalty 6620.673611 = -99521575.912257 nChanged 31449 SP:Iteration 6F (23018.850000 sec): 3 clusters Score: Raw -99545135.734262 + Penalty 6620.673611 = -99538515.060651 nChanged 36513 SP:Iteration 7F (23021.540000 sec): 3 clusters Score: Raw -99569417.252312 + Penalty 6620.673611 = -99562796.578701 nChanged 40536 SP:Iteration 8F (23024.240000 sec): 3 clusters Score: Raw -99600374.032313 + Penalty 6620.673611 = -99593753.358702 nChanged 39925 SP:Iteration 9F (23026.930000 sec): 3 clusters Score: Raw -99628630.478266 + Penalty 6620.673611 = -99622009.804655 nChanged 31518 SP:Iteration 10F (23029.620000 sec): 3 clusters Score: Raw -99644518.023743 + Penalty 6620.673611 = -99637897.350133 nChanged 21057 SP:Iteration 11Q (23032.280000 sec): 3 clusters Score: Raw -99652143.291049 + Penalty 6620.673611 = -99645522.617439 nChanged 14838 SP:Iteration 12Q (23034.930000 sec): 3 clusters Score: Raw -99657344.389944 + Penalty 6620.673611 = -99650723.716334 nChanged 13065 SP:Iteration 13Q (23037.520000 sec): 3 clusters Score: Raw -99662301.570129 + Penalty 6620.673611 = -99655680.896519 nChanged 13351 SP:Iteration 14Q (23040.140000 sec): 3 clusters Score: Raw -99667818.223929 + Penalty 6620.673611 = -99661197.550318 nChanged 13952 SP:Iteration 15Q (23042.690000 sec): 3 clusters Score: Raw -99674403.552552 + Penalty 6620.673611 = -99667782.878941 nChanged 14545 SP:Iteration 16Q (23045.260000 sec): 3 clusters Score: Raw -99682337.568642 + Penalty 6620.673611 = -99675716.895032 nChanged 14856 SP:Iteration 17Q (23047.770000 sec): 3 clusters Score: Raw -99691995.032549 + Penalty 6620.673611 = -99685374.358938 nChanged 14531 SP:Iteration 18Q (23050.270000 sec): 3 clusters Score: Raw -99702948.510639 + Penalty 6620.673611 = -99696327.837029 nChanged 13016 SP:Iteration 19Q (23052.690000 sec): 3 clusters Score: Raw -99713004.143278 + Penalty 6620.673611 = -99706383.469668 nChanged 10821 SP:Iteration 20F (23055.370000 sec): 3 clusters Score: Raw -99719802.844590 + Penalty 6620.673611 = -99713182.170980 nChanged 8024 SP:Iteration 21Q (23057.660000 sec): 3 clusters Score: Raw -99723190.894234 + Penalty 6620.673611 = -99716570.220624 nChanged 5847 SP:Iteration 22Q (23059.910000 sec): 3 clusters Score: Raw -99724914.034517 + Penalty 6620.673611 = -99718293.360907 nChanged 4451 SP:Iteration 23Q (23062.180000 sec): 3 clusters Score: Raw -99725932.176018 + Penalty 6620.673611 = -99719311.502408 nChanged 3548 SP:Iteration 24Q (23064.430000 sec): 3 clusters Score: Raw -99726574.301047 + Penalty 6620.673611 = -99719953.627436 nChanged 2980 SP:Iteration 25Q (23066.660000 sec): 3 clusters Score: Raw -99727040.018501 + Penalty 6620.673611 = -99720419.344890 nChanged 2622 SP:Iteration 26Q (23068.900000 sec): 3 clusters Score: Raw -99727407.371143 + Penalty 6620.673611 = -99720786.697532 nChanged 2354 SP:Iteration 27Q (23071.110000 sec): 3 clusters Score: Raw -99727714.777963 + Penalty 6620.673611 = -99721094.104352 nChanged 2126 SP:Iteration 28Q (23073.310000 sec): 3 clusters Score: Raw -99727966.641383 + Penalty 6620.673611 = -99721345.967773 nChanged 1965 SP:Iteration 29Q (23075.510000 sec): 3 clusters Score: Raw -99728187.247957 + Penalty 6620.673611 = -99721566.574346 nChanged 1793 SP:Iteration 30Q (23077.710000 sec): 3 clusters Score: Raw -99728380.588211 + Penalty 6620.673611 = -99721759.914600 nChanged 1727 SP:Iteration 31Q (23079.890000 sec): 3 clusters Score: Raw -99728559.942241 + Penalty 6620.673611 = -99721939.268631 nChanged 1563 SP:Iteration 32Q (23082.070000 sec): 3 clusters Score: Raw -99728713.322433 + Penalty 6620.673611 = -99722092.648822 nChanged 1477 SP:Iteration 33Q (23084.250000 sec): 3 clusters Score: Raw -99728851.542699 + Penalty 6620.673611 = -99722230.869088 nChanged 1360 SP:Iteration 34Q (23086.430000 sec): 3 clusters Score: Raw -99728972.569183 + Penalty 6620.673611 = -99722351.895572 nChanged 1276 SP:Iteration 35Q (23088.590000 sec): 3 clusters Score: Raw -99729083.072967 + Penalty 6620.673611 = -99722462.399356 nChanged 1222 SP:Iteration 36Q (23090.760000 sec): 3 clusters Score: Raw -99729183.725490 + Penalty 6620.673611 = -99722563.051880 nChanged 1158 SP:Iteration 37Q (23092.920000 sec): 3 clusters Score: Raw -99729273.556146 + Penalty 6620.673611 = -99722652.882535 nChanged 1109 SP:Iteration 38Q (23095.080000 sec): 3 clusters Score: Raw -99729358.553224 + Penalty 6620.673611 = -99722737.879614 nChanged 1055 SP:Iteration 39Q (23097.240000 sec): 3 clusters Score: Raw -99729437.117995 + Penalty 6620.673611 = -99722816.444384 nChanged 990 SP:Iteration 40F (23099.900000 sec): 3 clusters Score: Raw -99729511.985688 + Penalty 6620.673611 = -99722891.312077 nChanged 1000 SP:Iteration 41Q (23102.060000 sec): 3 clusters Score: Raw -99729588.884548 + Penalty 6620.673611 = -99722968.210937 nChanged 980 SP:Iteration 42Q (23104.210000 sec): 3 clusters Score: Raw -99729662.319043 + Penalty 6620.673611 = -99723041.645432 nChanged 959 SP:Iteration 43Q (23106.350000 sec): 3 clusters Score: Raw -99729735.163068 + Penalty 6620.673611 = -99723114.489458 nChanged 981 SP:Iteration 44Q (23108.490000 sec): 3 clusters Score: Raw -99729810.166691 + Penalty 6620.673611 = -99723189.493081 nChanged 934 SP:Iteration 45Q (23110.630000 sec): 3 clusters Score: Raw -99729879.160420 + Penalty 6620.673611 = -99723258.486809 nChanged 922 SP:Iteration 46Q (23112.770000 sec): 3 clusters Score: Raw -99729947.558511 + Penalty 6620.673611 = -99723326.884900 nChanged 903 SP:Iteration 47Q (23114.900000 sec): 3 clusters Score: Raw -99730012.651914 + Penalty 6620.673611 = -99723391.978303 nChanged 864 SP:Iteration 48Q (23117.030000 sec): 3 clusters Score: Raw -99730074.545346 + Penalty 6620.673611 = -99723453.871735 nChanged 774 SP:Iteration 49Q (23119.170000 sec): 3 clusters Score: Raw -99730129.830280 + Penalty 6620.673611 = -99723509.156670 nChanged 791 SP:Iteration 50Q (23121.290000 sec): 3 clusters Score: Raw -99730185.528217 + Penalty 6620.673611 = -99723564.854607 nChanged 822 SP:Iteration 51Q (23123.410000 sec): 3 clusters Score: Raw -99730246.399555 + Penalty 6620.673611 = -99723625.725944 nChanged 834 SP:Iteration 52Q (23125.540000 sec): 3 clusters Score: Raw -99730305.618956 + Penalty 6620.673611 = -99723684.945346 nChanged 844 SP:Iteration 53Q (23127.660000 sec): 3 clusters Score: Raw -99730366.634168 + Penalty 6620.673611 = -99723745.960557 nChanged 882 SP:Iteration 54Q (23129.760000 sec): 3 clusters Score: Raw -99730430.360487 + Penalty 6620.673611 = -99723809.686877 nChanged 846 SP:Iteration 55Q (23131.890000 sec): 3 clusters Score: Raw -99730490.397255 + Penalty 6620.673611 = -99723869.723644 nChanged 820 SP:Iteration 56Q (23134.010000 sec): 3 clusters Score: Raw -99730548.570658 + Penalty 6620.673611 = -99723927.897047 nChanged 831 SP:Iteration 57Q (23136.110000 sec): 3 clusters Score: Raw -99730609.933474 + Penalty 6620.673611 = -99723989.259864 nChanged 829 SP:Iteration 58Q (23138.220000 sec): 3 clusters Score: Raw -99730671.246952 + Penalty 6620.673611 = -99724050.573342 nChanged 823 SP:Iteration 59Q (23140.330000 sec): 3 clusters Score: Raw -99730731.646977 + Penalty 6620.673611 = -99724110.973366 nChanged 829 SP:Iteration 60F (23142.980000 sec): 3 clusters Score: Raw -99730797.321893 + Penalty 6620.673611 = -99724176.648282 nChanged 838 SP:Iteration 61Q (23145.080000 sec): 3 clusters Score: Raw -99730863.726191 + Penalty 6620.673611 = -99724243.052581 nChanged 813 SP:Iteration 62Q (23147.180000 sec): 3 clusters Score: Raw -99730924.361482 + Penalty 6620.673611 = -99724303.687871 nChanged 814 SP:Iteration 63Q (23149.260000 sec): 3 clusters Score: Raw -99730984.104320 + Penalty 6620.673611 = -99724363.430710 nChanged 801 SP:Iteration 64Q (23151.350000 sec): 3 clusters Score: Raw -99731044.885344 + Penalty 6620.673611 = -99724424.211734 nChanged 836 SP:Iteration 65Q (23153.430000 sec): 3 clusters Score: Raw -99731113.374631 + Penalty 6620.673611 = -99724492.701020 nChanged 826 SP:Iteration 66Q (23155.510000 sec): 3 clusters Score: Raw -99731182.924392 + Penalty 6620.673611 = -99724562.250781 nChanged 833 SP:Iteration 67Q (23157.600000 sec): 3 clusters Score: Raw -99731258.083421 + Penalty 6620.673611 = -99724637.409811 nChanged 847 SP:Iteration 68Q (23159.690000 sec): 3 clusters Score: Raw -99731336.083580 + Penalty 6620.673611 = -99724715.409969 nChanged 846 SP:Iteration 69Q (23161.770000 sec): 3 clusters Score: Raw -99731412.091067 + Penalty 6620.673611 = -99724791.417456 nChanged 841 SP:Iteration 70Q (23163.850000 sec): 3 clusters Score: Raw -99731487.580435 + Penalty 6620.673611 = -99724866.906825 nChanged 887 SP:Iteration 71Q (23165.920000 sec): 3 clusters Score: Raw -99731571.225506 + Penalty 6620.673611 = -99724950.551895 nChanged 905 SP:Iteration 72Q (23168.000000 sec): 3 clusters Score: Raw -99731661.624926 + Penalty 6620.673611 = -99725040.951315 nChanged 931 SP:Iteration 73Q (23170.040000 sec): 3 clusters Score: Raw -99731761.682760 + Penalty 6620.673611 = -99725141.009150 nChanged 957 SP:Iteration 74Q (23172.110000 sec): 3 clusters Score: Raw -99731864.369823 + Penalty 6620.673611 = -99725243.696213 nChanged 981 SP:Iteration 75Q (23174.160000 sec): 3 clusters Score: Raw -99731974.806094 + Penalty 6620.673611 = -99725354.132483 nChanged 964 SP:Iteration 76Q (23176.220000 sec): 3 clusters Score: Raw -99732085.616980 + Penalty 6620.673611 = -99725464.943370 nChanged 983 SP:Iteration 77Q (23178.270000 sec): 3 clusters Score: Raw -99732199.844955 + Penalty 6620.673611 = -99725579.171344 nChanged 1000 SP:Iteration 78Q (23180.330000 sec): 3 clusters Score: Raw -99732314.056772 + Penalty 6620.673611 = -99725693.383162 nChanged 971 SP:Iteration 79Q (23182.380000 sec): 3 clusters Score: Raw -99732430.921337 + Penalty 6620.673611 = -99725810.247726 nChanged 1001 SP:Iteration 80F (23185.030000 sec): 3 clusters Score: Raw -99732548.963153 + Penalty 6620.673611 = -99725928.289543 nChanged 968 SP:Iteration 81Q (23187.050000 sec): 3 clusters Score: Raw -99732664.825071 + Penalty 6620.673611 = -99726044.151461 nChanged 995 SP:Iteration 82Q (23189.040000 sec): 3 clusters Score: Raw -99732789.590922 + Penalty 6620.673611 = -99726168.917311 nChanged 1011 SP:Iteration 83Q (23191.080000 sec): 3 clusters Score: Raw -99732917.242160 + Penalty 6620.673611 = -99726296.568550 nChanged 979 SP:Iteration 84Q (23193.080000 sec): 3 clusters Score: Raw -99733040.905271 + Penalty 6620.673611 = -99726420.231660 nChanged 967 SP:Iteration 85Q (23195.110000 sec): 3 clusters Score: Raw -99733164.472257 + Penalty 6620.673611 = -99726543.798646 nChanged 883 SP:Iteration 86Q (23197.150000 sec): 3 clusters Score: Raw -99733278.921216 + Penalty 6620.673611 = -99726658.247606 nChanged 875 SP:Iteration 87Q (23199.160000 sec): 3 clusters Score: Raw -99733397.343896 + Penalty 6620.673611 = -99726776.670285 nChanged 873 SP:Iteration 88Q (23201.180000 sec): 3 clusters Score: Raw -99733515.347368 + Penalty 6620.673611 = -99726894.673757 nChanged 857 SP:Iteration 89Q (23203.190000 sec): 3 clusters Score: Raw -99733627.978831 + Penalty 6620.673611 = -99727007.305221 nChanged 880 SP:Iteration 90Q (23205.190000 sec): 3 clusters Score: Raw -99733739.426914 + Penalty 6620.673611 = -99727118.753303 nChanged 791 SP:Iteration 91Q (23207.210000 sec): 3 clusters Score: Raw -99733841.473795 + Penalty 6620.673611 = -99727220.800184 nChanged 775 SP:Iteration 92Q (23209.210000 sec): 3 clusters Score: Raw -99733942.494267 + Penalty 6620.673611 = -99727321.820656 nChanged 738 SP:Iteration 93Q (23211.210000 sec): 3 clusters Score: Raw -99734036.687229 + Penalty 6620.673611 = -99727416.013619 nChanged 704 SP:Iteration 94Q (23213.220000 sec): 3 clusters Score: Raw -99734127.352617 + Penalty 6620.673611 = -99727506.679007 nChanged 647 SP:Iteration 95Q (23215.230000 sec): 3 clusters Score: Raw -99734205.594636 + Penalty 6620.673611 = -99727584.921025 nChanged 626 SP:Iteration 96Q (23217.230000 sec): 3 clusters Score: Raw -99734277.771279 + Penalty 6620.673611 = -99727657.097669 nChanged 593 SP:Iteration 97Q (23219.230000 sec): 3 clusters Score: Raw -99734346.255964 + Penalty 6620.673611 = -99727725.582353 nChanged 559 SP:Iteration 98Q (23221.240000 sec): 3 clusters Score: Raw -99734410.561752 + Penalty 6620.673611 = -99727789.888141 nChanged 510 SP:Iteration 99Q (23223.210000 sec): 3 clusters Score: Raw -99734468.335039 + Penalty 6620.673611 = -99727847.661428 nChanged 500 SP:Iteration 100F (23225.870000 sec): 3 clusters Score: Raw -99734523.825776 + Penalty 6620.673611 = -99727903.152165 nChanged 476 SP:Iteration 101Q (23227.840000 sec): 3 clusters Score: Raw -99734576.921946 + Penalty 6620.673611 = -99727956.248335 nChanged 445 SP:Iteration 102Q (23229.810000 sec): 3 clusters Score: Raw -99734626.635093 + Penalty 6620.673611 = -99728005.961482 nChanged 460 SP:Iteration 103Q (23231.780000 sec): 3 clusters Score: Raw -99734678.852951 + Penalty 6620.673611 = -99728058.179341 nChanged 453 SP:Iteration 104Q (23233.750000 sec): 3 clusters Score: Raw -99734729.400596 + Penalty 6620.673611 = -99728108.726986 nChanged 427 SP:Iteration 105Q (23235.710000 sec): 3 clusters Score: Raw -99734778.243098 + Penalty 6620.673611 = -99728157.569487 nChanged 410 SP:Iteration 106Q (23237.670000 sec): 3 clusters Score: Raw -99734827.448359 + Penalty 6620.673611 = -99728206.774749 nChanged 422 SP:Iteration 107Q (23239.640000 sec): 3 clusters Score: Raw -99734881.044767 + Penalty 6620.673611 = -99728260.371156 nChanged 419 SP:Iteration 108Q (23241.600000 sec): 3 clusters Score: Raw -99734931.812700 + Penalty 6620.673611 = -99728311.139089 nChanged 378 SP:Iteration 109Q (23243.560000 sec): 3 clusters Score: Raw -99734973.875387 + Penalty 6620.673611 = -99728353.201777 nChanged 355 SP:Iteration 110Q (23245.510000 sec): 3 clusters Score: Raw -99735014.901274 + Penalty 6620.673611 = -99728394.227664 nChanged 331 SP:Iteration 111Q (23247.470000 sec): 3 clusters Score: Raw -99735055.170256 + Penalty 6620.673611 = -99728434.496646 nChanged 352 SP:Iteration 112Q (23249.430000 sec): 3 clusters Score: Raw -99735093.480875 + Penalty 6620.673611 = -99728472.807265 nChanged 302 SP:Iteration 113Q (23251.380000 sec): 3 clusters Score: Raw -99735120.833806 + Penalty 6620.673611 = -99728500.160195 nChanged 250 SP:Iteration 114Q (23253.340000 sec): 3 clusters Score: Raw -99735142.684665 + Penalty 6620.673611 = -99728522.011054 nChanged 217 SP:Iteration 115Q (23255.290000 sec): 3 clusters Score: Raw -99735162.843063 + Penalty 6620.673611 = -99728542.169452 nChanged 225 SP:Iteration 116Q (23257.250000 sec): 3 clusters Score: Raw -99735181.715652 + Penalty 6620.673611 = -99728561.042041 nChanged 216 SP:Iteration 117Q (23259.200000 sec): 3 clusters Score: Raw -99735201.271276 + Penalty 6620.673611 = -99728580.597665 nChanged 197 SP:Iteration 118Q (23261.140000 sec): 3 clusters Score: Raw -99735217.883775 + Penalty 6620.673611 = -99728597.210165 nChanged 185 SP:Iteration 119Q (23263.100000 sec): 3 clusters Score: Raw -99735232.931399 + Penalty 6620.673611 = -99728612.257788 nChanged 184 SP:Iteration 120F (23265.740000 sec): 3 clusters Score: Raw -99735248.630998 + Penalty 6620.673611 = -99728627.957387 nChanged 174 SP:Iteration 121Q (23267.690000 sec): 3 clusters Score: Raw -99735264.627432 + Penalty 6620.673611 = -99728643.953822 nChanged 191 SP:Iteration 122Q (23269.640000 sec): 3 clusters Score: Raw -99735282.145701 + Penalty 6620.673611 = -99728661.472090 nChanged 176 SP:Iteration 123Q (23271.580000 sec): 3 clusters Score: Raw -99735297.765649 + Penalty 6620.673611 = -99728677.092039 nChanged 161 SP:Iteration 124Q (23273.520000 sec): 3 clusters Score: Raw -99735309.761453 + Penalty 6620.673611 = -99728689.087842 nChanged 145 SP:Iteration 125Q (23275.470000 sec): 3 clusters Score: Raw -99735320.284912 + Penalty 6620.673611 = -99728699.611302 nChanged 129 SP:Iteration 126Q (23277.410000 sec): 3 clusters Score: Raw -99735329.517926 + Penalty 6620.673611 = -99728708.844315 nChanged 118 SP:Iteration 127Q (23279.360000 sec): 3 clusters Score: Raw -99735338.383779 + Penalty 6620.673611 = -99728717.710169 nChanged 123 SP:Iteration 128Q (23281.310000 sec): 3 clusters Score: Raw -99735346.297942 + Penalty 6620.673611 = -99728725.624332 nChanged 101 SP:Iteration 129Q (23283.250000 sec): 3 clusters Score: Raw -99735354.152100 + Penalty 6620.673611 = -99728733.478490 nChanged 114 SP:Iteration 130Q (23285.190000 sec): 3 clusters Score: Raw -99735363.877465 + Penalty 6620.673611 = -99728743.203854 nChanged 116 SP:Iteration 131Q (23287.130000 sec): 3 clusters Score: Raw -99735373.934795 + Penalty 6620.673611 = -99728753.261184 nChanged 129 SP:Iteration 132Q (23289.070000 sec): 3 clusters Score: Raw -99735384.264466 + Penalty 6620.673611 = -99728763.590856 nChanged 112 SP:Iteration 133Q (23291.020000 sec): 3 clusters Score: Raw -99735392.940598 + Penalty 6620.673611 = -99728772.266987 nChanged 107 SP:Iteration 134Q (23292.960000 sec): 3 clusters Score: Raw -99735400.494238 + Penalty 6620.673611 = -99728779.820628 nChanged 93 SP:Iteration 135Q (23294.900000 sec): 3 clusters Score: Raw -99735407.162664 + Penalty 6620.673611 = -99728786.489053 nChanged 89 SP:Iteration 136Q (23296.830000 sec): 3 clusters Score: Raw -99735412.934373 + Penalty 6620.673611 = -99728792.260763 nChanged 87 SP:Iteration 137Q (23298.770000 sec): 3 clusters Score: Raw -99735418.800016 + Penalty 6620.673611 = -99728798.126405 nChanged 80 SP:Iteration 138Q (23300.710000 sec): 3 clusters Score: Raw -99735424.019349 + Penalty 6620.673611 = -99728803.345738 nChanged 77 SP:Iteration 139Q (23302.650000 sec): 3 clusters Score: Raw -99735429.184372 + Penalty 6620.673611 = -99728808.510762 nChanged 68 SP:Iteration 140F (23305.300000 sec): 3 clusters Score: Raw -99735433.125542 + Penalty 6620.673611 = -99728812.451931 nChanged 54 SP:Iteration 141Q (23307.240000 sec): 3 clusters Score: Raw -99735436.140370 + Penalty 6620.673611 = -99728815.466760 nChanged 53 SP:Iteration 142Q (23309.180000 sec): 3 clusters Score: Raw -99735438.865771 + Penalty 6620.673611 = -99728818.192160 nChanged 48 SP:Iteration 143Q (23311.120000 sec): 3 clusters Score: Raw -99735441.790723 + Penalty 6620.673611 = -99728821.117113 nChanged 53 SP:Iteration 144Q (23313.060000 sec): 3 clusters Score: Raw -99735445.299912 + Penalty 6620.673611 = -99728824.626301 nChanged 61 SP:Iteration 145Q (23314.990000 sec): 3 clusters Score: Raw -99735449.695037 + Penalty 6620.673611 = -99728829.021426 nChanged 63 SP:Iteration 146Q (23316.930000 sec): 3 clusters Score: Raw -99735453.690520 + Penalty 6620.673611 = -99728833.016910 nChanged 62 SP:Iteration 147Q (23318.870000 sec): 3 clusters Score: Raw -99735458.068531 + Penalty 6620.673611 = -99728837.394920 nChanged 68 SP:Iteration 148Q (23320.800000 sec): 3 clusters Score: Raw -99735462.982629 + Penalty 6620.673611 = -99728842.309018 nChanged 68 SP:Iteration 149Q (23322.740000 sec): 3 clusters Score: Raw -99735467.542642 + Penalty 6620.673611 = -99728846.869032 nChanged 62 SP:Iteration 150Q (23324.680000 sec): 3 clusters Score: Raw -99735471.829195 + Penalty 6620.673611 = -99728851.155584 nChanged 60 SP:Iteration 151Q (23326.620000 sec): 3 clusters Score: Raw -99735475.438439 + Penalty 6620.673611 = -99728854.764828 nChanged 54 SP:Iteration 152Q (23328.560000 sec): 3 clusters Score: Raw -99735478.802198 + Penalty 6620.673611 = -99728858.128588 nChanged 55 SP:Iteration 153Q (23330.490000 sec): 3 clusters Score: Raw -99735482.163084 + Penalty 6620.673611 = -99728861.489473 nChanged 54 SP:Iteration 154Q (23332.430000 sec): 3 clusters Score: Raw -99735485.150401 + Penalty 6620.673611 = -99728864.476791 nChanged 40 SP:Iteration 155Q (23334.370000 sec): 3 clusters Score: Raw -99735487.632122 + Penalty 6620.673611 = -99728866.958511 nChanged 41 SP:Iteration 156Q (23336.310000 sec): 3 clusters Score: Raw -99735489.894559 + Penalty 6620.673611 = -99728869.220949 nChanged 44 SP:Iteration 157Q (23338.240000 sec): 3 clusters Score: Raw -99735492.110416 + Penalty 6620.673611 = -99728871.436806 nChanged 36 SP:Iteration 158Q (23340.180000 sec): 3 clusters Score: Raw -99735494.523989 + Penalty 6620.673611 = -99728873.850378 nChanged 38 SP:Iteration 159Q (23342.120000 sec): 3 clusters Score: Raw -99735496.527331 + Penalty 6620.673611 = -99728875.853721 nChanged 30 SP:Iteration 160F (23344.760000 sec): 3 clusters Score: Raw -99735498.248893 + Penalty 6620.673611 = -99728877.575283 nChanged 30 SP:Iteration 161Q (23346.700000 sec): 3 clusters Score: Raw -99735499.883439 + Penalty 6620.673611 = -99728879.209828 nChanged 23 SP:Iteration 162Q (23348.650000 sec): 3 clusters Score: Raw -99735501.078779 + Penalty 6620.673611 = -99728880.405169 nChanged 22 SP:Iteration 163Q (23350.590000 sec): 3 clusters Score: Raw -99735502.288117 + Penalty 6620.673611 = -99728881.614507 nChanged 21 SP:Iteration 164Q (23352.530000 sec): 3 clusters Score: Raw -99735503.423068 + Penalty 6620.673611 = -99728882.749457 nChanged 31 SP:Iteration 165Q (23354.470000 sec): 3 clusters Score: Raw -99735505.122509 + Penalty 6620.673611 = -99728884.448898 nChanged 26 SP:Iteration 166Q (23356.400000 sec): 3 clusters Score: Raw -99735506.415172 + Penalty 6620.673611 = -99728885.741561 nChanged 25 SP:Iteration 167Q (23358.330000 sec): 3 clusters Score: Raw -99735507.684037 + Penalty 6620.673611 = -99728887.010426 nChanged 23 SP:Iteration 168Q (23360.270000 sec): 3 clusters Score: Raw -99735508.965675 + Penalty 6620.673611 = -99728888.292064 nChanged 20 SP:Iteration 169Q (23362.200000 sec): 3 clusters Score: Raw -99735509.859517 + Penalty 6620.673611 = -99728889.185906 nChanged 12 SP:Iteration 170Q (23364.140000 sec): 3 clusters Score: Raw -99735510.752741 + Penalty 6620.673611 = -99728890.079131 nChanged 19 SP:Iteration 171Q (23366.070000 sec): 3 clusters Score: Raw -99735511.556946 + Penalty 6620.673611 = -99728890.883336 nChanged 13 SP:Iteration 172Q (23368.010000 sec): 3 clusters Score: Raw -99735512.112942 + Penalty 6620.673611 = -99728891.439331 nChanged 17 SP:Iteration 173Q (23369.940000 sec): 3 clusters Score: Raw -99735512.850623 + Penalty 6620.673611 = -99728892.177013 nChanged 17 SP:Iteration 174Q (23371.870000 sec): 3 clusters Score: Raw -99735513.565840 + Penalty 6620.673611 = -99728892.892230 nChanged 12 SP:Iteration 175Q (23373.820000 sec): 3 clusters Score: Raw -99735514.013401 + Penalty 6620.673611 = -99728893.339790 nChanged 7 SP:Iteration 176Q (23375.760000 sec): 3 clusters Score: Raw -99735514.355127 + Penalty 6620.673611 = -99728893.681516 nChanged 4 SP:Iteration 177Q (23377.700000 sec): 3 clusters Score: Raw -99735514.520080 + Penalty 6620.673611 = -99728893.846470 nChanged 8 SP:Iteration 178Q (23379.630000 sec): 3 clusters Score: Raw -99735514.850640 + Penalty 6620.673611 = -99728894.177029 nChanged 10 SP:Iteration 179Q (23381.560000 sec): 3 clusters Score: Raw -99735515.393829 + Penalty 6620.673611 = -99728894.720219 nChanged 6 SP:Iteration 180F (23384.210000 sec): 3 clusters Score: Raw -99735515.667178 + Penalty 6620.673611 = -99728894.993568 nChanged 10 SP:Iteration 181Q (23386.140000 sec): 3 clusters Score: Raw -99735516.190854 + Penalty 6620.673611 = -99728895.517244 nChanged 10 SP:Iteration 182Q (23388.080000 sec): 3 clusters Score: Raw -99735516.681889 + Penalty 6620.673611 = -99728896.008278 nChanged 9 SP:Iteration 183Q (23390.010000 sec): 3 clusters Score: Raw -99735517.077419 + Penalty 6620.673611 = -99728896.403809 nChanged 8 SP:Iteration 184Q (23391.960000 sec): 3 clusters Score: Raw -99735517.440491 + Penalty 6620.673611 = -99728896.766880 nChanged 5 SP:Iteration 185Q (23393.890000 sec): 3 clusters Score: Raw -99735517.666600 + Penalty 6620.673611 = -99728896.992990 nChanged 5 SP:Iteration 186Q (23395.820000 sec): 3 clusters Score: Raw -99735517.857794 + Penalty 6620.673611 = -99728897.184183 nChanged 5 SP:Iteration 187Q (23397.770000 sec): 3 clusters Score: Raw -99735518.005384 + Penalty 6620.673611 = -99728897.331773 nChanged 2 SP:Iteration 188Q (23399.710000 sec): 3 clusters Score: Raw -99735518.090905 + Penalty 6620.673611 = -99728897.417295 nChanged 4 SP:Iteration 189Q (23401.640000 sec): 3 clusters Score: Raw -99735518.260709 + Penalty 6620.673611 = -99728897.587098 nChanged 5 SP:Iteration 190Q (23403.580000 sec): 3 clusters Score: Raw -99735518.465600 + Penalty 6620.673611 = -99728897.791989 nChanged 5 SP:Iteration 191Q (23405.520000 sec): 3 clusters Score: Raw -99735518.690883 + Penalty 6620.673611 = -99728898.017272 nChanged 7 SP:Iteration 192Q (23407.470000 sec): 3 clusters Score: Raw -99735518.952169 + Penalty 6620.673611 = -99728898.278559 nChanged 5 SP:Iteration 193Q (23409.430000 sec): 3 clusters Score: Raw -99735519.209128 + Penalty 6620.673611 = -99728898.535518 nChanged 8 SP:Iteration 194Q (23411.370000 sec): 3 clusters Score: Raw -99735519.680656 + Penalty 6620.673611 = -99728899.007045 nChanged 12 SP:Iteration 195Q (23413.320000 sec): 3 clusters Score: Raw -99735520.333791 + Penalty 6620.673611 = -99728899.660180 nChanged 9 SP:Iteration 196Q (23415.260000 sec): 3 clusters Score: Raw -99735520.781566 + Penalty 6620.673611 = -99728900.107956 nChanged 13 SP:Iteration 197Q (23417.200000 sec): 3 clusters Score: Raw -99735521.339766 + Penalty 6620.673611 = -99728900.666155 nChanged 9 SP:Iteration 198Q (23419.160000 sec): 3 clusters Score: Raw -99735521.669149 + Penalty 6620.673611 = -99728900.995538 nChanged 4 SP:Iteration 199Q (23421.120000 sec): 3 clusters Score: Raw -99735521.798943 + Penalty 6620.673611 = -99728901.125332 nChanged 3 SP:Iteration 200F (23423.770000 sec): 3 clusters Score: Raw -99735521.878518 + Penalty 6620.673611 = -99728901.204908 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 13 (10399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23424.140000 sec): 2 clusters Score: Raw -1674751.335810 + Penalty 2293.867302 = -1672457.468508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23424.180000 sec): 3 clusters Score: Raw -1669101.463078 + Penalty 4587.734604 = -1664513.728474 nChanged 4317 SP:Iteration 1F (23424.230000 sec): 3 clusters Score: Raw -1671424.814375 + Penalty 4587.734604 = -1666837.079771 nChanged 726 SP:Iteration 2F (23424.270000 sec): 3 clusters Score: Raw -1671794.580569 + Penalty 4587.734604 = -1667206.845966 nChanged 584 SP:Iteration 3F (23424.310000 sec): 3 clusters Score: Raw -1672089.350667 + Penalty 4587.734604 = -1667501.616064 nChanged 511 SP:Iteration 4Q (23424.350000 sec): 3 clusters Score: Raw -1672329.461874 + Penalty 4587.734604 = -1667741.727271 nChanged 431 SP:Iteration 5Q (23424.390000 sec): 3 clusters Score: Raw -1672535.157898 + Penalty 4587.734604 = -1667947.423294 nChanged 414 SP:Iteration 6Q (23424.430000 sec): 3 clusters Score: Raw -1672723.619138 + Penalty 4587.734604 = -1668135.884534 nChanged 382 SP:Iteration 7Q (23424.480000 sec): 3 clusters Score: Raw -1672895.411856 + Penalty 4587.734604 = -1668307.677252 nChanged 351 SP:Iteration 8Q (23424.520000 sec): 3 clusters Score: Raw -1673070.890476 + Penalty 4587.734604 = -1668483.155873 nChanged 334 SP:Iteration 9Q (23424.560000 sec): 3 clusters Score: Raw -1673224.225148 + Penalty 4587.734604 = -1668636.490545 nChanged 291 SP:Iteration 10Q (23424.610000 sec): 3 clusters Score: Raw -1673355.082141 + Penalty 4587.734604 = -1668767.347538 nChanged 283 SP:Iteration 11Q (23424.650000 sec): 3 clusters Score: Raw -1673479.266644 + Penalty 4587.734604 = -1668891.532041 nChanged 294 SP:Iteration 12Q (23424.690000 sec): 3 clusters Score: Raw -1673620.521222 + Penalty 4587.734604 = -1669032.786619 nChanged 284 SP:Iteration 13Q (23424.730000 sec): 3 clusters Score: Raw -1673772.213530 + Penalty 4587.734604 = -1669184.478926 nChanged 277 SP:Iteration 14Q (23424.770000 sec): 3 clusters Score: Raw -1673934.664338 + Penalty 4587.734604 = -1669346.929735 nChanged 276 SP:Iteration 15Q (23424.810000 sec): 3 clusters Score: Raw -1674125.565027 + Penalty 4587.734604 = -1669537.830423 nChanged 281 SP:Iteration 16Q (23424.850000 sec): 3 clusters Score: Raw -1674339.045200 + Penalty 4587.734604 = -1669751.310597 nChanged 286 SP:Iteration 17Q (23424.890000 sec): 3 clusters Score: Raw -1674562.436859 + Penalty 4587.734604 = -1669974.702255 nChanged 262 SP:Iteration 18Q (23424.930000 sec): 3 clusters Score: Raw -1674733.413663 + Penalty 4587.734604 = -1670145.679059 nChanged 188 SP:Iteration 19Q (23424.970000 sec): 3 clusters Score: Raw -1674838.367560 + Penalty 4587.734604 = -1670250.632956 nChanged 134 SP:Iteration 20F (23425.010000 sec): 3 clusters Score: Raw -1674901.786335 + Penalty 4587.734604 = -1670314.051732 nChanged 121 SP:Iteration 21Q (23425.050000 sec): 3 clusters Score: Raw -1674961.042519 + Penalty 4587.734604 = -1670373.307916 nChanged 125 SP:Iteration 22Q (23425.090000 sec): 3 clusters Score: Raw -1675022.902190 + Penalty 4587.734604 = -1670435.167586 nChanged 98 SP:Iteration 23Q (23425.130000 sec): 3 clusters Score: Raw -1675068.879312 + Penalty 4587.734604 = -1670481.144708 nChanged 98 SP:Iteration 24Q (23425.160000 sec): 3 clusters Score: Raw -1675113.631519 + Penalty 4587.734604 = -1670525.896916 nChanged 95 SP:Iteration 25Q (23425.200000 sec): 3 clusters Score: Raw -1675151.757721 + Penalty 4587.734604 = -1670564.023117 nChanged 86 SP:Iteration 26Q (23425.230000 sec): 3 clusters Score: Raw -1675185.303006 + Penalty 4587.734604 = -1670597.568402 nChanged 71 SP:Iteration 27Q (23425.270000 sec): 3 clusters Score: Raw -1675211.313071 + Penalty 4587.734604 = -1670623.578467 nChanged 66 SP:Iteration 28Q (23425.310000 sec): 3 clusters Score: Raw -1675233.238911 + Penalty 4587.734604 = -1670645.504307 nChanged 54 SP:Iteration 29Q (23425.340000 sec): 3 clusters Score: Raw -1675251.262106 + Penalty 4587.734604 = -1670663.527503 nChanged 57 SP:Iteration 30Q (23425.370000 sec): 3 clusters Score: Raw -1675271.096792 + Penalty 4587.734604 = -1670683.362189 nChanged 58 SP:Iteration 31Q (23425.410000 sec): 3 clusters Score: Raw -1675291.307495 + Penalty 4587.734604 = -1670703.572891 nChanged 51 SP:Iteration 32Q (23425.450000 sec): 3 clusters Score: Raw -1675313.205853 + Penalty 4587.734604 = -1670725.471249 nChanged 42 SP:Iteration 33Q (23425.480000 sec): 3 clusters Score: Raw -1675325.199857 + Penalty 4587.734604 = -1670737.465254 nChanged 43 SP:Iteration 34Q (23425.520000 sec): 3 clusters Score: Raw -1675337.153268 + Penalty 4587.734604 = -1670749.418665 nChanged 34 SP:Iteration 35Q (23425.550000 sec): 3 clusters Score: Raw -1675345.056627 + Penalty 4587.734604 = -1670757.322024 nChanged 20 SP:Iteration 36Q (23425.590000 sec): 3 clusters Score: Raw -1675348.941551 + Penalty 4587.734604 = -1670761.206947 nChanged 15 SP:Iteration 37Q (23425.620000 sec): 3 clusters Score: Raw -1675352.190554 + Penalty 4587.734604 = -1670764.455950 nChanged 14 SP:Iteration 38Q (23425.660000 sec): 3 clusters Score: Raw -1675354.643200 + Penalty 4587.734604 = -1670766.908596 nChanged 11 SP:Iteration 39Q (23425.690000 sec): 3 clusters Score: Raw -1675356.666389 + Penalty 4587.734604 = -1670768.931785 nChanged 10 SP:Iteration 40F (23425.730000 sec): 3 clusters Score: Raw -1675357.871168 + Penalty 4587.734604 = -1670770.136565 nChanged 4 SP:Iteration 41Q (23425.770000 sec): 3 clusters Score: Raw -1675358.358175 + Penalty 4587.734604 = -1670770.623571 nChanged 5 SP:Iteration 42Q (23425.810000 sec): 3 clusters Score: Raw -1675359.089743 + Penalty 4587.734604 = -1670771.355140 nChanged 2 SP:Iteration 43Q (23425.840000 sec): 3 clusters Score: Raw -1675359.292614 + Penalty 4587.734604 = -1670771.558010 nChanged 2 SP:Iteration 44Q (23425.880000 sec): 3 clusters Score: Raw -1675359.753185 + Penalty 4587.734604 = -1670772.018581 nChanged 1 SP:Iteration 45Q (23425.910000 sec): 3 clusters Score: Raw -1675360.010241 + Penalty 4587.734604 = -1670772.275637 nChanged 0 SP:Iteration 46F (23425.950000 sec): 3 clusters Score: Raw -1675360.010241 + Penalty 4587.734604 = -1670772.275637 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 14 (57349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23426.180000 sec): 2 clusters Score: Raw -8777143.562390 + Penalty 2717.313850 = -8774426.248539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23426.430000 sec): 3 clusters Score: Raw -8741492.016726 + Penalty 5434.627700 = -8736057.389026 nChanged 26542 SP:Iteration 1F (23426.670000 sec): 3 clusters Score: Raw -8756444.147498 + Penalty 5434.627700 = -8751009.519798 nChanged 2523 SP:Iteration 2Q (23426.910000 sec): 3 clusters Score: Raw -8757268.081848 + Penalty 5434.627700 = -8751833.454148 nChanged 2603 SP:Iteration 3Q (23427.150000 sec): 3 clusters Score: Raw -8758270.298071 + Penalty 5434.627700 = -8752835.670371 nChanged 2891 SP:Iteration 4F (23427.390000 sec): 3 clusters Score: Raw -8759671.123585 + Penalty 5434.627700 = -8754236.495885 nChanged 3298 SP:Iteration 5F (23427.620000 sec): 3 clusters Score: Raw -8761628.067284 + Penalty 5434.627700 = -8756193.439584 nChanged 3689 SP:Iteration 6F (23427.860000 sec): 3 clusters Score: Raw -8764248.938260 + Penalty 5434.627700 = -8758814.310560 nChanged 3899 SP:Iteration 7F (23428.090000 sec): 3 clusters Score: Raw -8767475.983578 + Penalty 5434.627700 = -8762041.355878 nChanged 3558 SP:Iteration 8F (23428.330000 sec): 3 clusters Score: Raw -8770642.090482 + Penalty 5434.627700 = -8765207.462782 nChanged 2761 SP:Iteration 9Q (23428.570000 sec): 3 clusters Score: Raw -8772950.947735 + Penalty 5434.627700 = -8767516.320034 nChanged 1990 SP:Iteration 10Q (23428.790000 sec): 3 clusters Score: Raw -8774235.084372 + Penalty 5434.627700 = -8768800.456672 nChanged 1322 SP:Iteration 11Q (23429.010000 sec): 3 clusters Score: Raw -8774901.866624 + Penalty 5434.627700 = -8769467.238924 nChanged 926 SP:Iteration 12Q (23429.210000 sec): 3 clusters Score: Raw -8775294.218750 + Penalty 5434.627700 = -8769859.591050 nChanged 725 SP:Iteration 13Q (23429.420000 sec): 3 clusters Score: Raw -8775580.258528 + Penalty 5434.627700 = -8770145.630828 nChanged 585 SP:Iteration 14Q (23429.620000 sec): 3 clusters Score: Raw -8775800.330617 + Penalty 5434.627700 = -8770365.702917 nChanged 522 SP:Iteration 15Q (23429.820000 sec): 3 clusters Score: Raw -8775983.445831 + Penalty 5434.627700 = -8770548.818131 nChanged 494 SP:Iteration 16Q (23430.020000 sec): 3 clusters Score: Raw -8776160.419151 + Penalty 5434.627700 = -8770725.791451 nChanged 447 SP:Iteration 17Q (23430.210000 sec): 3 clusters Score: Raw -8776317.285972 + Penalty 5434.627700 = -8770882.658272 nChanged 384 SP:Iteration 18Q (23430.410000 sec): 3 clusters Score: Raw -8776441.349384 + Penalty 5434.627700 = -8771006.721684 nChanged 340 SP:Iteration 19Q (23430.590000 sec): 3 clusters Score: Raw -8776538.280207 + Penalty 5434.627700 = -8771103.652506 nChanged 302 SP:Iteration 20F (23430.830000 sec): 3 clusters Score: Raw -8776624.869344 + Penalty 5434.627700 = -8771190.241644 nChanged 261 SP:Iteration 21Q (23431.020000 sec): 3 clusters Score: Raw -8776701.377926 + Penalty 5434.627700 = -8771266.750226 nChanged 260 SP:Iteration 22Q (23431.210000 sec): 3 clusters Score: Raw -8776782.867943 + Penalty 5434.627700 = -8771348.240243 nChanged 266 SP:Iteration 23Q (23431.390000 sec): 3 clusters Score: Raw -8776863.581673 + Penalty 5434.627700 = -8771428.953973 nChanged 260 SP:Iteration 24Q (23431.580000 sec): 3 clusters Score: Raw -8776948.366291 + Penalty 5434.627700 = -8771513.738591 nChanged 224 SP:Iteration 25Q (23431.770000 sec): 3 clusters Score: Raw -8777021.055817 + Penalty 5434.627700 = -8771586.428117 nChanged 221 SP:Iteration 26Q (23431.950000 sec): 3 clusters Score: Raw -8777094.061252 + Penalty 5434.627700 = -8771659.433552 nChanged 179 SP:Iteration 27Q (23432.130000 sec): 3 clusters Score: Raw -8777150.196923 + Penalty 5434.627700 = -8771715.569223 nChanged 164 SP:Iteration 28Q (23432.310000 sec): 3 clusters Score: Raw -8777207.200742 + Penalty 5434.627700 = -8771772.573042 nChanged 144 SP:Iteration 29Q (23432.490000 sec): 3 clusters Score: Raw -8777263.425847 + Penalty 5434.627700 = -8771828.798147 nChanged 139 SP:Iteration 30Q (23432.680000 sec): 3 clusters Score: Raw -8777326.045638 + Penalty 5434.627700 = -8771891.417938 nChanged 154 SP:Iteration 31Q (23432.860000 sec): 3 clusters Score: Raw -8777396.573060 + Penalty 5434.627700 = -8771961.945360 nChanged 160 SP:Iteration 32Q (23433.030000 sec): 3 clusters Score: Raw -8777466.153024 + Penalty 5434.627700 = -8772031.525324 nChanged 131 SP:Iteration 33Q (23433.210000 sec): 3 clusters Score: Raw -8777534.126832 + Penalty 5434.627700 = -8772099.499132 nChanged 140 SP:Iteration 34Q (23433.390000 sec): 3 clusters Score: Raw -8777621.040727 + Penalty 5434.627700 = -8772186.413027 nChanged 174 SP:Iteration 35Q (23433.560000 sec): 3 clusters Score: Raw -8777700.242925 + Penalty 5434.627700 = -8772265.615225 nChanged 134 SP:Iteration 36Q (23433.740000 sec): 3 clusters Score: Raw -8777755.461010 + Penalty 5434.627700 = -8772320.833310 nChanged 131 SP:Iteration 37Q (23433.930000 sec): 3 clusters Score: Raw -8777810.723989 + Penalty 5434.627700 = -8772376.096289 nChanged 116 SP:Iteration 38Q (23434.100000 sec): 3 clusters Score: Raw -8777860.799147 + Penalty 5434.627700 = -8772426.171447 nChanged 105 SP:Iteration 39Q (23434.280000 sec): 3 clusters Score: Raw -8777901.004968 + Penalty 5434.627700 = -8772466.377268 nChanged 86 SP:Iteration 40F (23434.510000 sec): 3 clusters Score: Raw -8777932.823461 + Penalty 5434.627700 = -8772498.195761 nChanged 71 SP:Iteration 41Q (23434.690000 sec): 3 clusters Score: Raw -8777953.501453 + Penalty 5434.627700 = -8772518.873753 nChanged 60 SP:Iteration 42Q (23434.860000 sec): 3 clusters Score: Raw -8777969.278640 + Penalty 5434.627700 = -8772534.650940 nChanged 49 SP:Iteration 43Q (23435.040000 sec): 3 clusters Score: Raw -8777983.468200 + Penalty 5434.627700 = -8772548.840500 nChanged 40 SP:Iteration 44Q (23435.210000 sec): 3 clusters Score: Raw -8777995.174969 + Penalty 5434.627700 = -8772560.547268 nChanged 44 SP:Iteration 45Q (23435.390000 sec): 3 clusters Score: Raw -8778008.407441 + Penalty 5434.627700 = -8772573.779741 nChanged 47 SP:Iteration 46Q (23435.550000 sec): 3 clusters Score: Raw -8778020.427103 + Penalty 5434.627700 = -8772585.799403 nChanged 37 SP:Iteration 47Q (23435.730000 sec): 3 clusters Score: Raw -8778032.170053 + Penalty 5434.627700 = -8772597.542353 nChanged 52 SP:Iteration 48Q (23435.900000 sec): 3 clusters Score: Raw -8778045.678540 + Penalty 5434.627700 = -8772611.050840 nChanged 37 SP:Iteration 49Q (23436.070000 sec): 3 clusters Score: Raw -8778055.667209 + Penalty 5434.627700 = -8772621.039509 nChanged 40 SP:Iteration 50Q (23436.240000 sec): 3 clusters Score: Raw -8778066.328030 + Penalty 5434.627700 = -8772631.700330 nChanged 38 SP:Iteration 51Q (23436.410000 sec): 3 clusters Score: Raw -8778075.643113 + Penalty 5434.627700 = -8772641.015413 nChanged 26 SP:Iteration 52Q (23436.580000 sec): 3 clusters Score: Raw -8778081.084819 + Penalty 5434.627700 = -8772646.457119 nChanged 20 SP:Iteration 53Q (23436.760000 sec): 3 clusters Score: Raw -8778086.327284 + Penalty 5434.627700 = -8772651.699584 nChanged 17 SP:Iteration 54Q (23436.930000 sec): 3 clusters Score: Raw -8778089.497633 + Penalty 5434.627700 = -8772654.869933 nChanged 16 SP:Iteration 55Q (23437.100000 sec): 3 clusters Score: Raw -8778092.456349 + Penalty 5434.627700 = -8772657.828649 nChanged 17 SP:Iteration 56Q (23437.270000 sec): 3 clusters Score: Raw -8778095.483927 + Penalty 5434.627700 = -8772660.856227 nChanged 10 SP:Iteration 57Q (23437.440000 sec): 3 clusters Score: Raw -8778096.881132 + Penalty 5434.627700 = -8772662.253432 nChanged 11 SP:Iteration 58Q (23437.610000 sec): 3 clusters Score: Raw -8778098.468668 + Penalty 5434.627700 = -8772663.840968 nChanged 7 SP:Iteration 59Q (23437.790000 sec): 3 clusters Score: Raw -8778099.230077 + Penalty 5434.627700 = -8772664.602377 nChanged 5 SP:Iteration 60F (23438.020000 sec): 3 clusters Score: Raw -8778100.622666 + Penalty 5434.627700 = -8772665.994966 nChanged 10 SP:Iteration 61Q (23438.190000 sec): 3 clusters Score: Raw -8778102.547959 + Penalty 5434.627700 = -8772667.920259 nChanged 7 SP:Iteration 62Q (23438.360000 sec): 3 clusters Score: Raw -8778103.977498 + Penalty 5434.627700 = -8772669.349798 nChanged 8 SP:Iteration 63Q (23438.530000 sec): 3 clusters Score: Raw -8778105.093380 + Penalty 5434.627700 = -8772670.465680 nChanged 10 SP:Iteration 64Q (23438.710000 sec): 3 clusters Score: Raw -8778106.626081 + Penalty 5434.627700 = -8772671.998381 nChanged 6 SP:Iteration 65Q (23438.880000 sec): 3 clusters Score: Raw -8778107.318997 + Penalty 5434.627700 = -8772672.691297 nChanged 5 SP:Iteration 66Q (23439.050000 sec): 3 clusters Score: Raw -8778108.031487 + Penalty 5434.627700 = -8772673.403787 nChanged 4 SP:Iteration 67Q (23439.220000 sec): 3 clusters Score: Raw -8778108.952040 + Penalty 5434.627700 = -8772674.324340 nChanged 1 SP:Iteration 68Q (23439.390000 sec): 3 clusters Score: Raw -8778109.427607 + Penalty 5434.627700 = -8772674.799907 nChanged 2 SP:Iteration 69Q (23439.560000 sec): 3 clusters Score: Raw -8778109.710185 + Penalty 5434.627700 = -8772675.082484 nChanged 4 SP:Iteration 70Q (23439.740000 sec): 3 clusters Score: Raw -8778110.253927 + Penalty 5434.627700 = -8772675.626227 nChanged 3 SP:Iteration 71Q (23439.910000 sec): 3 clusters Score: Raw -8778111.076131 + Penalty 5434.627700 = -8772676.448431 nChanged 2 SP:Iteration 72Q (23440.080000 sec): 3 clusters Score: Raw -8778111.299122 + Penalty 5434.627700 = -8772676.671422 nChanged 0 SP:Iteration 73F (23440.310000 sec): 3 clusters Score: Raw -8778111.299122 + Penalty 5434.627700 = -8772676.671422 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 15 (23666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23440.420000 sec): 2 clusters Score: Raw -3598791.538351 + Penalty 2497.805085 = -3596293.733266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23440.520000 sec): 3 clusters Score: Raw -3584821.287832 + Penalty 4995.610170 = -3579825.677662 nChanged 10498 SP:Iteration 1F (23440.610000 sec): 3 clusters Score: Raw -3590614.783799 + Penalty 4995.610170 = -3585619.173629 nChanged 1241 SP:Iteration 2F (23440.710000 sec): 3 clusters Score: Raw -3591112.504376 + Penalty 4995.610170 = -3586116.894206 nChanged 1126 SP:Iteration 3Q (23440.800000 sec): 3 clusters Score: Raw -3591554.358033 + Penalty 4995.610170 = -3586558.747862 nChanged 1008 SP:Iteration 4Q (23440.900000 sec): 3 clusters Score: Raw -3591957.239135 + Penalty 4995.610170 = -3586961.628965 nChanged 933 SP:Iteration 5Q (23441.000000 sec): 3 clusters Score: Raw -3592330.355865 + Penalty 4995.610170 = -3587334.745695 nChanged 944 SP:Iteration 6Q (23441.100000 sec): 3 clusters Score: Raw -3592701.134187 + Penalty 4995.610170 = -3587705.524017 nChanged 900 SP:Iteration 7Q (23441.190000 sec): 3 clusters Score: Raw -3593083.172084 + Penalty 4995.610170 = -3588087.561914 nChanged 912 SP:Iteration 8Q (23441.290000 sec): 3 clusters Score: Raw -3593504.603316 + Penalty 4995.610170 = -3588508.993145 nChanged 938 SP:Iteration 9Q (23441.380000 sec): 3 clusters Score: Raw -3593959.569996 + Penalty 4995.610170 = -3588963.959826 nChanged 992 SP:Iteration 10Q (23441.480000 sec): 3 clusters Score: Raw -3594467.825830 + Penalty 4995.610170 = -3589472.215660 nChanged 1004 SP:Iteration 11Q (23441.580000 sec): 3 clusters Score: Raw -3594950.405502 + Penalty 4995.610170 = -3589954.795332 nChanged 961 SP:Iteration 12Q (23441.680000 sec): 3 clusters Score: Raw -3595459.762886 + Penalty 4995.610170 = -3590464.152716 nChanged 976 SP:Iteration 13Q (23441.770000 sec): 3 clusters Score: Raw -3596017.962937 + Penalty 4995.610170 = -3591022.352766 nChanged 923 SP:Iteration 14Q (23441.870000 sec): 3 clusters Score: Raw -3596595.961921 + Penalty 4995.610170 = -3591600.351750 nChanged 859 SP:Iteration 15Q (23441.960000 sec): 3 clusters Score: Raw -3597130.798553 + Penalty 4995.610170 = -3592135.188382 nChanged 738 SP:Iteration 16Q (23442.060000 sec): 3 clusters Score: Raw -3597527.247986 + Penalty 4995.610170 = -3592531.637816 nChanged 580 SP:Iteration 17Q (23442.150000 sec): 3 clusters Score: Raw -3597808.069808 + Penalty 4995.610170 = -3592812.459638 nChanged 486 SP:Iteration 18Q (23442.240000 sec): 3 clusters Score: Raw -3598012.646103 + Penalty 4995.610170 = -3593017.035933 nChanged 318 SP:Iteration 19Q (23442.330000 sec): 3 clusters Score: Raw -3598122.378090 + Penalty 4995.610170 = -3593126.767919 nChanged 257 SP:Iteration 20F (23442.420000 sec): 3 clusters Score: Raw -3598195.919836 + Penalty 4995.610170 = -3593200.309666 nChanged 217 SP:Iteration 21Q (23442.510000 sec): 3 clusters Score: Raw -3598251.260089 + Penalty 4995.610170 = -3593255.649919 nChanged 166 SP:Iteration 22Q (23442.600000 sec): 3 clusters Score: Raw -3598292.425362 + Penalty 4995.610170 = -3593296.815192 nChanged 149 SP:Iteration 23Q (23442.690000 sec): 3 clusters Score: Raw -3598322.827737 + Penalty 4995.610170 = -3593327.217567 nChanged 123 SP:Iteration 24Q (23442.780000 sec): 3 clusters Score: Raw -3598346.971371 + Penalty 4995.610170 = -3593351.361201 nChanged 117 SP:Iteration 25Q (23442.860000 sec): 3 clusters Score: Raw -3598366.548949 + Penalty 4995.610170 = -3593370.938779 nChanged 98 SP:Iteration 26Q (23442.950000 sec): 3 clusters Score: Raw -3598381.287082 + Penalty 4995.610170 = -3593385.676912 nChanged 85 SP:Iteration 27Q (23443.040000 sec): 3 clusters Score: Raw -3598396.155399 + Penalty 4995.610170 = -3593400.545228 nChanged 100 SP:Iteration 28Q (23443.120000 sec): 3 clusters Score: Raw -3598415.103752 + Penalty 4995.610170 = -3593419.493582 nChanged 101 SP:Iteration 29Q (23443.210000 sec): 3 clusters Score: Raw -3598436.535953 + Penalty 4995.610170 = -3593440.925782 nChanged 108 SP:Iteration 30Q (23443.300000 sec): 3 clusters Score: Raw -3598458.970064 + Penalty 4995.610170 = -3593463.359894 nChanged 101 SP:Iteration 31Q (23443.380000 sec): 3 clusters Score: Raw -3598480.130270 + Penalty 4995.610170 = -3593484.520100 nChanged 98 SP:Iteration 32Q (23443.470000 sec): 3 clusters Score: Raw -3598501.221003 + Penalty 4995.610170 = -3593505.610833 nChanged 109 SP:Iteration 33Q (23443.560000 sec): 3 clusters Score: Raw -3598523.947927 + Penalty 4995.610170 = -3593528.337757 nChanged 101 SP:Iteration 34Q (23443.640000 sec): 3 clusters Score: Raw -3598543.848895 + Penalty 4995.610170 = -3593548.238725 nChanged 94 SP:Iteration 35Q (23443.730000 sec): 3 clusters Score: Raw -3598559.800362 + Penalty 4995.610170 = -3593564.190192 nChanged 79 SP:Iteration 36Q (23443.820000 sec): 3 clusters Score: Raw -3598573.458773 + Penalty 4995.610170 = -3593577.848602 nChanged 77 SP:Iteration 37Q (23443.900000 sec): 3 clusters Score: Raw -3598585.779319 + Penalty 4995.610170 = -3593590.169149 nChanged 73 SP:Iteration 38Q (23443.990000 sec): 3 clusters Score: Raw -3598599.428447 + Penalty 4995.610170 = -3593603.818277 nChanged 67 SP:Iteration 39Q (23444.080000 sec): 3 clusters Score: Raw -3598611.569356 + Penalty 4995.610170 = -3593615.959186 nChanged 62 SP:Iteration 40F (23444.180000 sec): 3 clusters Score: Raw -3598620.334713 + Penalty 4995.610170 = -3593624.724543 nChanged 45 SP:Iteration 41Q (23444.260000 sec): 3 clusters Score: Raw -3598628.109457 + Penalty 4995.610170 = -3593632.499287 nChanged 59 SP:Iteration 42Q (23444.350000 sec): 3 clusters Score: Raw -3598637.310395 + Penalty 4995.610170 = -3593641.700225 nChanged 55 SP:Iteration 43Q (23444.430000 sec): 3 clusters Score: Raw -3598645.723360 + Penalty 4995.610170 = -3593650.113190 nChanged 52 SP:Iteration 44Q (23444.520000 sec): 3 clusters Score: Raw -3598653.889952 + Penalty 4995.610170 = -3593658.279782 nChanged 60 SP:Iteration 45Q (23444.600000 sec): 3 clusters Score: Raw -3598663.680541 + Penalty 4995.610170 = -3593668.070371 nChanged 63 SP:Iteration 46Q (23444.690000 sec): 3 clusters Score: Raw -3598674.391828 + Penalty 4995.610170 = -3593678.781658 nChanged 70 SP:Iteration 47Q (23444.780000 sec): 3 clusters Score: Raw -3598689.648436 + Penalty 4995.610170 = -3593694.038266 nChanged 72 SP:Iteration 48Q (23444.860000 sec): 3 clusters Score: Raw -3598701.377835 + Penalty 4995.610170 = -3593705.767665 nChanged 57 SP:Iteration 49Q (23444.940000 sec): 3 clusters Score: Raw -3598710.531117 + Penalty 4995.610170 = -3593714.920947 nChanged 54 SP:Iteration 50Q (23445.030000 sec): 3 clusters Score: Raw -3598718.647694 + Penalty 4995.610170 = -3593723.037524 nChanged 61 SP:Iteration 51Q (23445.110000 sec): 3 clusters Score: Raw -3598729.028769 + Penalty 4995.610170 = -3593733.418599 nChanged 57 SP:Iteration 52Q (23445.200000 sec): 3 clusters Score: Raw -3598738.850859 + Penalty 4995.610170 = -3593743.240689 nChanged 62 SP:Iteration 53Q (23445.280000 sec): 3 clusters Score: Raw -3598750.577493 + Penalty 4995.610170 = -3593754.967322 nChanged 66 SP:Iteration 54Q (23445.360000 sec): 3 clusters Score: Raw -3598763.675322 + Penalty 4995.610170 = -3593768.065151 nChanged 60 SP:Iteration 55Q (23445.450000 sec): 3 clusters Score: Raw -3598776.288943 + Penalty 4995.610170 = -3593780.678773 nChanged 52 SP:Iteration 56Q (23445.530000 sec): 3 clusters Score: Raw -3598785.736847 + Penalty 4995.610170 = -3593790.126677 nChanged 45 SP:Iteration 57Q (23445.620000 sec): 3 clusters Score: Raw -3598794.366505 + Penalty 4995.610170 = -3593798.756335 nChanged 50 SP:Iteration 58Q (23445.700000 sec): 3 clusters Score: Raw -3598803.953337 + Penalty 4995.610170 = -3593808.343167 nChanged 57 SP:Iteration 59Q (23445.790000 sec): 3 clusters Score: Raw -3598816.417991 + Penalty 4995.610170 = -3593820.807821 nChanged 62 SP:Iteration 60F (23445.880000 sec): 3 clusters Score: Raw -3598830.078244 + Penalty 4995.610170 = -3593834.468074 nChanged 64 SP:Iteration 61Q (23445.970000 sec): 3 clusters Score: Raw -3598841.346545 + Penalty 4995.610170 = -3593845.736375 nChanged 63 SP:Iteration 62Q (23446.050000 sec): 3 clusters Score: Raw -3598854.558818 + Penalty 4995.610170 = -3593858.948648 nChanged 54 SP:Iteration 63Q (23446.140000 sec): 3 clusters Score: Raw -3598865.735076 + Penalty 4995.610170 = -3593870.124906 nChanged 68 SP:Iteration 64Q (23446.220000 sec): 3 clusters Score: Raw -3598879.603354 + Penalty 4995.610170 = -3593883.993184 nChanged 72 SP:Iteration 65Q (23446.300000 sec): 3 clusters Score: Raw -3598898.509905 + Penalty 4995.610170 = -3593902.899735 nChanged 87 SP:Iteration 66Q (23446.380000 sec): 3 clusters Score: Raw -3598928.564605 + Penalty 4995.610170 = -3593932.954435 nChanged 90 SP:Iteration 67Q (23446.460000 sec): 3 clusters Score: Raw -3598955.453719 + Penalty 4995.610170 = -3593959.843549 nChanged 99 SP:Iteration 68Q (23446.550000 sec): 3 clusters Score: Raw -3598988.034196 + Penalty 4995.610170 = -3593992.424026 nChanged 105 SP:Iteration 69Q (23446.630000 sec): 3 clusters Score: Raw -3599032.170596 + Penalty 4995.610170 = -3594036.560426 nChanged 124 SP:Iteration 70Q (23446.720000 sec): 3 clusters Score: Raw -3599073.337828 + Penalty 4995.610170 = -3594077.727658 nChanged 114 SP:Iteration 71Q (23446.800000 sec): 3 clusters Score: Raw -3599107.159125 + Penalty 4995.610170 = -3594111.548955 nChanged 112 SP:Iteration 72Q (23446.880000 sec): 3 clusters Score: Raw -3599134.816338 + Penalty 4995.610170 = -3594139.206168 nChanged 91 SP:Iteration 73Q (23446.960000 sec): 3 clusters Score: Raw -3599161.345919 + Penalty 4995.610170 = -3594165.735749 nChanged 99 SP:Iteration 74Q (23447.040000 sec): 3 clusters Score: Raw -3599191.970855 + Penalty 4995.610170 = -3594196.360685 nChanged 82 SP:Iteration 75Q (23447.120000 sec): 3 clusters Score: Raw -3599220.400957 + Penalty 4995.610170 = -3594224.790787 nChanged 93 SP:Iteration 76Q (23447.200000 sec): 3 clusters Score: Raw -3599251.399667 + Penalty 4995.610170 = -3594255.789497 nChanged 105 SP:Iteration 77Q (23447.280000 sec): 3 clusters Score: Raw -3599283.426705 + Penalty 4995.610170 = -3594287.816535 nChanged 99 SP:Iteration 78Q (23447.370000 sec): 3 clusters Score: Raw -3599315.362784 + Penalty 4995.610170 = -3594319.752614 nChanged 95 SP:Iteration 79Q (23447.450000 sec): 3 clusters Score: Raw -3599341.131968 + Penalty 4995.610170 = -3594345.521798 nChanged 82 SP:Iteration 80F (23447.540000 sec): 3 clusters Score: Raw -3599363.526134 + Penalty 4995.610170 = -3594367.915963 nChanged 83 SP:Iteration 81Q (23447.620000 sec): 3 clusters Score: Raw -3599383.315063 + Penalty 4995.610170 = -3594387.704893 nChanged 63 SP:Iteration 82Q (23447.700000 sec): 3 clusters Score: Raw -3599396.423887 + Penalty 4995.610170 = -3594400.813717 nChanged 51 SP:Iteration 83Q (23447.780000 sec): 3 clusters Score: Raw -3599407.708586 + Penalty 4995.610170 = -3594412.098416 nChanged 54 SP:Iteration 84Q (23447.860000 sec): 3 clusters Score: Raw -3599419.318184 + Penalty 4995.610170 = -3594423.708014 nChanged 54 SP:Iteration 85Q (23447.940000 sec): 3 clusters Score: Raw -3599431.320521 + Penalty 4995.610170 = -3594435.710351 nChanged 53 SP:Iteration 86Q (23448.020000 sec): 3 clusters Score: Raw -3599442.473317 + Penalty 4995.610170 = -3594446.863147 nChanged 56 SP:Iteration 87Q (23448.100000 sec): 3 clusters Score: Raw -3599455.093334 + Penalty 4995.610170 = -3594459.483164 nChanged 51 SP:Iteration 88Q (23448.180000 sec): 3 clusters Score: Raw -3599467.809172 + Penalty 4995.610170 = -3594472.199002 nChanged 69 SP:Iteration 89Q (23448.260000 sec): 3 clusters Score: Raw -3599483.065007 + Penalty 4995.610170 = -3594487.454837 nChanged 64 SP:Iteration 90Q (23448.340000 sec): 3 clusters Score: Raw -3599497.330893 + Penalty 4995.610170 = -3594501.720723 nChanged 53 SP:Iteration 91Q (23448.420000 sec): 3 clusters Score: Raw -3599508.641526 + Penalty 4995.610170 = -3594513.031356 nChanged 50 SP:Iteration 92Q (23448.500000 sec): 3 clusters Score: Raw -3599516.850435 + Penalty 4995.610170 = -3594521.240265 nChanged 37 SP:Iteration 93Q (23448.580000 sec): 3 clusters Score: Raw -3599523.240830 + Penalty 4995.610170 = -3594527.630660 nChanged 34 SP:Iteration 94Q (23448.650000 sec): 3 clusters Score: Raw -3599529.782748 + Penalty 4995.610170 = -3594534.172578 nChanged 34 SP:Iteration 95Q (23448.730000 sec): 3 clusters Score: Raw -3599536.259310 + Penalty 4995.610170 = -3594540.649140 nChanged 35 SP:Iteration 96Q (23448.810000 sec): 3 clusters Score: Raw -3599543.577379 + Penalty 4995.610170 = -3594547.967209 nChanged 39 SP:Iteration 97Q (23448.890000 sec): 3 clusters Score: Raw -3599554.067436 + Penalty 4995.610170 = -3594558.457266 nChanged 36 SP:Iteration 98Q (23448.970000 sec): 3 clusters Score: Raw -3599562.939229 + Penalty 4995.610170 = -3594567.329059 nChanged 39 SP:Iteration 99Q (23449.050000 sec): 3 clusters Score: Raw -3599570.890979 + Penalty 4995.610170 = -3594575.280809 nChanged 25 SP:Iteration 100F (23449.140000 sec): 3 clusters Score: Raw -3599574.399875 + Penalty 4995.610170 = -3594578.789704 nChanged 18 SP:Iteration 101Q (23449.220000 sec): 3 clusters Score: Raw -3599577.166711 + Penalty 4995.610170 = -3594581.556541 nChanged 22 SP:Iteration 102Q (23449.300000 sec): 3 clusters Score: Raw -3599580.794513 + Penalty 4995.610170 = -3594585.184342 nChanged 15 SP:Iteration 103Q (23449.380000 sec): 3 clusters Score: Raw -3599583.059858 + Penalty 4995.610170 = -3594587.449688 nChanged 11 SP:Iteration 104Q (23449.450000 sec): 3 clusters Score: Raw -3599585.159770 + Penalty 4995.610170 = -3594589.549600 nChanged 12 SP:Iteration 105Q (23449.530000 sec): 3 clusters Score: Raw -3599586.620480 + Penalty 4995.610170 = -3594591.010310 nChanged 11 SP:Iteration 106Q (23449.610000 sec): 3 clusters Score: Raw -3599588.408920 + Penalty 4995.610170 = -3594592.798750 nChanged 13 SP:Iteration 107Q (23449.690000 sec): 3 clusters Score: Raw -3599590.281263 + Penalty 4995.610170 = -3594594.671093 nChanged 12 SP:Iteration 108Q (23449.770000 sec): 3 clusters Score: Raw -3599592.226257 + Penalty 4995.610170 = -3594596.616087 nChanged 8 SP:Iteration 109Q (23449.840000 sec): 3 clusters Score: Raw -3599593.422498 + Penalty 4995.610170 = -3594597.812328 nChanged 9 SP:Iteration 110Q (23449.920000 sec): 3 clusters Score: Raw -3599595.277916 + Penalty 4995.610170 = -3594599.667746 nChanged 14 SP:Iteration 111Q (23450.000000 sec): 3 clusters Score: Raw -3599597.629187 + Penalty 4995.610170 = -3594602.019017 nChanged 11 SP:Iteration 112Q (23450.080000 sec): 3 clusters Score: Raw -3599599.314968 + Penalty 4995.610170 = -3594603.704797 nChanged 10 SP:Iteration 113Q (23450.150000 sec): 3 clusters Score: Raw -3599601.366246 + Penalty 4995.610170 = -3594605.756076 nChanged 16 SP:Iteration 114Q (23450.230000 sec): 3 clusters Score: Raw -3599603.962985 + Penalty 4995.610170 = -3594608.352815 nChanged 12 SP:Iteration 115Q (23450.310000 sec): 3 clusters Score: Raw -3599605.484221 + Penalty 4995.610170 = -3594609.874050 nChanged 8 SP:Iteration 116Q (23450.390000 sec): 3 clusters Score: Raw -3599606.927725 + Penalty 4995.610170 = -3594611.317555 nChanged 7 SP:Iteration 117Q (23450.460000 sec): 3 clusters Score: Raw -3599607.885687 + Penalty 4995.610170 = -3594612.275517 nChanged 5 SP:Iteration 118Q (23450.540000 sec): 3 clusters Score: Raw -3599608.976973 + Penalty 4995.610170 = -3594613.366803 nChanged 7 SP:Iteration 119Q (23450.620000 sec): 3 clusters Score: Raw -3599610.356210 + Penalty 4995.610170 = -3594614.746040 nChanged 8 SP:Iteration 120F (23450.720000 sec): 3 clusters Score: Raw -3599611.462949 + Penalty 4995.610170 = -3594615.852779 nChanged 2 SP:Iteration 121Q (23450.790000 sec): 3 clusters Score: Raw -3599611.930082 + Penalty 4995.610170 = -3594616.319912 nChanged 6 SP:Iteration 122Q (23450.870000 sec): 3 clusters Score: Raw -3599612.994421 + Penalty 4995.610170 = -3594617.384251 nChanged 5 SP:Iteration 123Q (23450.950000 sec): 3 clusters Score: Raw -3599613.956536 + Penalty 4995.610170 = -3594618.346366 nChanged 10 SP:Iteration 124Q (23451.030000 sec): 3 clusters Score: Raw -3599615.512522 + Penalty 4995.610170 = -3594619.902352 nChanged 9 SP:Iteration 125Q (23451.100000 sec): 3 clusters Score: Raw -3599616.878657 + Penalty 4995.610170 = -3594621.268487 nChanged 10 SP:Iteration 126Q (23451.180000 sec): 3 clusters Score: Raw -3599619.475388 + Penalty 4995.610170 = -3594623.865218 nChanged 15 SP:Iteration 127Q (23451.260000 sec): 3 clusters Score: Raw -3599622.387341 + Penalty 4995.610170 = -3594626.777171 nChanged 14 SP:Iteration 128Q (23451.340000 sec): 3 clusters Score: Raw -3599625.671335 + Penalty 4995.610170 = -3594630.061165 nChanged 18 SP:Iteration 129Q (23451.420000 sec): 3 clusters Score: Raw -3599628.773106 + Penalty 4995.610170 = -3594633.162936 nChanged 9 SP:Iteration 130Q (23451.490000 sec): 3 clusters Score: Raw -3599630.657901 + Penalty 4995.610170 = -3594635.047731 nChanged 6 SP:Iteration 131Q (23451.570000 sec): 3 clusters Score: Raw -3599631.633102 + Penalty 4995.610170 = -3594636.022932 nChanged 6 SP:Iteration 132Q (23451.640000 sec): 3 clusters Score: Raw -3599632.823445 + Penalty 4995.610170 = -3594637.213275 nChanged 8 SP:Iteration 133Q (23451.720000 sec): 3 clusters Score: Raw -3599634.022332 + Penalty 4995.610170 = -3594638.412162 nChanged 9 SP:Iteration 134Q (23451.800000 sec): 3 clusters Score: Raw -3599635.411144 + Penalty 4995.610170 = -3594639.800974 nChanged 12 SP:Iteration 135Q (23451.880000 sec): 3 clusters Score: Raw -3599637.422134 + Penalty 4995.610170 = -3594641.811964 nChanged 7 SP:Iteration 136Q (23451.960000 sec): 3 clusters Score: Raw -3599638.550437 + Penalty 4995.610170 = -3594642.940267 nChanged 7 SP:Iteration 137Q (23452.040000 sec): 3 clusters Score: Raw -3599639.481523 + Penalty 4995.610170 = -3594643.871352 nChanged 3 SP:Iteration 138Q (23452.110000 sec): 3 clusters Score: Raw -3599639.888871 + Penalty 4995.610170 = -3594644.278701 nChanged 3 SP:Iteration 139Q (23452.190000 sec): 3 clusters Score: Raw -3599640.337175 + Penalty 4995.610170 = -3594644.727005 nChanged 4 SP:Iteration 140F (23452.290000 sec): 3 clusters Score: Raw -3599641.168723 + Penalty 4995.610170 = -3594645.558553 nChanged 8 SP:Iteration 141Q (23452.360000 sec): 3 clusters Score: Raw -3599642.447500 + Penalty 4995.610170 = -3594646.837330 nChanged 9 SP:Iteration 142Q (23452.440000 sec): 3 clusters Score: Raw -3599643.924938 + Penalty 4995.610170 = -3594648.314768 nChanged 7 SP:Iteration 143Q (23452.520000 sec): 3 clusters Score: Raw -3599645.032589 + Penalty 4995.610170 = -3594649.422419 nChanged 3 SP:Iteration 144Q (23452.600000 sec): 3 clusters Score: Raw -3599645.443666 + Penalty 4995.610170 = -3594649.833495 nChanged 5 SP:Iteration 145Q (23452.670000 sec): 3 clusters Score: Raw -3599646.199162 + Penalty 4995.610170 = -3594650.588991 nChanged 2 SP:Iteration 146Q (23452.750000 sec): 3 clusters Score: Raw -3599646.632228 + Penalty 4995.610170 = -3594651.022058 nChanged 3 SP:Iteration 147Q (23452.830000 sec): 3 clusters Score: Raw -3599647.155560 + Penalty 4995.610170 = -3594651.545390 nChanged 2 SP:Iteration 148Q (23452.900000 sec): 3 clusters Score: Raw -3599647.716858 + Penalty 4995.610170 = -3594652.106688 nChanged 3 SP:Iteration 149Q (23452.980000 sec): 3 clusters Score: Raw -3599648.077066 + Penalty 4995.610170 = -3594652.466895 nChanged 2 SP:Iteration 150Q (23453.060000 sec): 3 clusters Score: Raw -3599648.359297 + Penalty 4995.610170 = -3594652.749127 nChanged 1 SP:Iteration 151Q (23453.140000 sec): 3 clusters Score: Raw -3599648.602327 + Penalty 4995.610170 = -3594652.992157 nChanged 1 SP:Iteration 152Q (23453.210000 sec): 3 clusters Score: Raw -3599648.896299 + Penalty 4995.610170 = -3594653.286129 nChanged 1 SP:Iteration 153Q (23453.290000 sec): 3 clusters Score: Raw -3599649.071333 + Penalty 4995.610170 = -3594653.461162 nChanged 0 SP:Iteration 154F (23453.380000 sec): 3 clusters Score: Raw -3599649.071333 + Penalty 4995.610170 = -3594653.461162 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 16 (153110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23454.000000 sec): 2 clusters Score: Raw -24736332.541040 + Penalty 2960.850150 = -24733371.690890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23454.660000 sec): 3 clusters Score: Raw -24636523.041378 + Penalty 5921.700301 = -24630601.341078 nChanged 73444 SP:Iteration 1F (23455.310000 sec): 3 clusters Score: Raw -24678607.739698 + Penalty 5921.700301 = -24672686.039398 nChanged 4035 SP:Iteration 2Q (23455.980000 sec): 3 clusters Score: Raw -24679316.702816 + Penalty 5921.700301 = -24673395.002516 nChanged 3904 SP:Iteration 3Q (23456.660000 sec): 3 clusters Score: Raw -24680001.003879 + Penalty 5921.700301 = -24674079.303578 nChanged 3947 SP:Iteration 4Q (23457.340000 sec): 3 clusters Score: Raw -24680734.888098 + Penalty 5921.700301 = -24674813.187798 nChanged 4024 SP:Iteration 5Q (23458.020000 sec): 3 clusters Score: Raw -24681539.635305 + Penalty 5921.700301 = -24675617.935005 nChanged 4211 SP:Iteration 6Q (23458.700000 sec): 3 clusters Score: Raw -24682438.341063 + Penalty 5921.700301 = -24676516.640762 nChanged 4390 SP:Iteration 7Q (23459.380000 sec): 3 clusters Score: Raw -24683498.471338 + Penalty 5921.700301 = -24677576.771037 nChanged 4835 SP:Iteration 8Q (23460.060000 sec): 3 clusters Score: Raw -24684956.977290 + Penalty 5921.700301 = -24679035.276989 nChanged 5631 SP:Iteration 9Q (23460.740000 sec): 3 clusters Score: Raw -24687063.817450 + Penalty 5921.700301 = -24681142.117149 nChanged 6675 SP:Iteration 10Q (23461.410000 sec): 3 clusters Score: Raw -24690425.751420 + Penalty 5921.700301 = -24684504.051120 nChanged 8064 SP:Iteration 11F (23462.070000 sec): 3 clusters Score: Raw -24695568.848261 + Penalty 5921.700301 = -24689647.147960 nChanged 8993 SP:Iteration 12F (23462.720000 sec): 3 clusters Score: Raw -24701937.117088 + Penalty 5921.700301 = -24696015.416787 nChanged 8765 SP:Iteration 13F (23463.380000 sec): 3 clusters Score: Raw -24706977.731666 + Penalty 5921.700301 = -24701056.031365 nChanged 6583 SP:Iteration 14Q (23464.050000 sec): 3 clusters Score: Raw -24709342.443088 + Penalty 5921.700301 = -24703420.742787 nChanged 3890 SP:Iteration 15Q (23464.710000 sec): 3 clusters Score: Raw -24710069.496365 + Penalty 5921.700301 = -24704147.796065 nChanged 2050 SP:Iteration 16Q (23465.370000 sec): 3 clusters Score: Raw -24710296.186950 + Penalty 5921.700301 = -24704374.486650 nChanged 1136 SP:Iteration 17Q (23466.030000 sec): 3 clusters Score: Raw -24710405.011598 + Penalty 5921.700301 = -24704483.311298 nChanged 898 SP:Iteration 18Q (23466.680000 sec): 3 clusters Score: Raw -24710496.954451 + Penalty 5921.700301 = -24704575.254150 nChanged 843 SP:Iteration 19Q (23467.340000 sec): 3 clusters Score: Raw -24710583.517291 + Penalty 5921.700301 = -24704661.816990 nChanged 836 SP:Iteration 20F (23468.000000 sec): 3 clusters Score: Raw -24710671.869649 + Penalty 5921.700301 = -24704750.169348 nChanged 827 SP:Iteration 21Q (23468.660000 sec): 3 clusters Score: Raw -24710759.664000 + Penalty 5921.700301 = -24704837.963700 nChanged 836 SP:Iteration 22Q (23469.320000 sec): 3 clusters Score: Raw -24710849.739411 + Penalty 5921.700301 = -24704928.039111 nChanged 847 SP:Iteration 23Q (23469.980000 sec): 3 clusters Score: Raw -24710942.227229 + Penalty 5921.700301 = -24705020.526929 nChanged 869 SP:Iteration 24Q (23470.630000 sec): 3 clusters Score: Raw -24711039.855698 + Penalty 5921.700301 = -24705118.155397 nChanged 889 SP:Iteration 25Q (23471.290000 sec): 3 clusters Score: Raw -24711144.092734 + Penalty 5921.700301 = -24705222.392433 nChanged 907 SP:Iteration 26Q (23471.950000 sec): 3 clusters Score: Raw -24711252.285130 + Penalty 5921.700301 = -24705330.584829 nChanged 909 SP:Iteration 27Q (23472.600000 sec): 3 clusters Score: Raw -24711355.695437 + Penalty 5921.700301 = -24705433.995136 nChanged 891 SP:Iteration 28Q (23473.250000 sec): 3 clusters Score: Raw -24711454.210499 + Penalty 5921.700301 = -24705532.510198 nChanged 849 SP:Iteration 29Q (23473.900000 sec): 3 clusters Score: Raw -24711546.735661 + Penalty 5921.700301 = -24705625.035360 nChanged 889 SP:Iteration 30Q (23474.560000 sec): 3 clusters Score: Raw -24711642.950264 + Penalty 5921.700301 = -24705721.249963 nChanged 811 SP:Iteration 31Q (23475.210000 sec): 3 clusters Score: Raw -24711728.846838 + Penalty 5921.700301 = -24705807.146538 nChanged 801 SP:Iteration 32Q (23475.860000 sec): 3 clusters Score: Raw -24711815.654149 + Penalty 5921.700301 = -24705893.953848 nChanged 840 SP:Iteration 33Q (23476.510000 sec): 3 clusters Score: Raw -24711908.987464 + Penalty 5921.700301 = -24705987.287163 nChanged 841 SP:Iteration 34Q (23477.150000 sec): 3 clusters Score: Raw -24711999.984896 + Penalty 5921.700301 = -24706078.284596 nChanged 826 SP:Iteration 35Q (23477.810000 sec): 3 clusters Score: Raw -24712089.445936 + Penalty 5921.700301 = -24706167.745636 nChanged 835 SP:Iteration 36Q (23478.470000 sec): 3 clusters Score: Raw -24712178.411907 + Penalty 5921.700301 = -24706256.711606 nChanged 805 SP:Iteration 37Q (23479.120000 sec): 3 clusters Score: Raw -24712265.657735 + Penalty 5921.700301 = -24706343.957435 nChanged 805 SP:Iteration 38Q (23479.760000 sec): 3 clusters Score: Raw -24712351.599571 + Penalty 5921.700301 = -24706429.899271 nChanged 779 SP:Iteration 39Q (23480.410000 sec): 3 clusters Score: Raw -24712429.444196 + Penalty 5921.700301 = -24706507.743895 nChanged 770 SP:Iteration 40F (23481.060000 sec): 3 clusters Score: Raw -24712506.231122 + Penalty 5921.700301 = -24706584.530822 nChanged 785 SP:Iteration 41Q (23481.710000 sec): 3 clusters Score: Raw -24712585.234814 + Penalty 5921.700301 = -24706663.534514 nChanged 776 SP:Iteration 42Q (23482.350000 sec): 3 clusters Score: Raw -24712661.275657 + Penalty 5921.700301 = -24706739.575357 nChanged 768 SP:Iteration 43Q (23482.990000 sec): 3 clusters Score: Raw -24712738.460344 + Penalty 5921.700301 = -24706816.760044 nChanged 806 SP:Iteration 44Q (23483.630000 sec): 3 clusters Score: Raw -24712823.105174 + Penalty 5921.700301 = -24706901.404874 nChanged 776 SP:Iteration 45Q (23484.270000 sec): 3 clusters Score: Raw -24712907.436889 + Penalty 5921.700301 = -24706985.736589 nChanged 787 SP:Iteration 46Q (23484.920000 sec): 3 clusters Score: Raw -24712984.323315 + Penalty 5921.700301 = -24707062.623014 nChanged 770 SP:Iteration 47Q (23485.550000 sec): 3 clusters Score: Raw -24713055.629838 + Penalty 5921.700301 = -24707133.929537 nChanged 754 SP:Iteration 48Q (23486.190000 sec): 3 clusters Score: Raw -24713125.570403 + Penalty 5921.700301 = -24707203.870102 nChanged 756 SP:Iteration 49Q (23486.830000 sec): 3 clusters Score: Raw -24713193.991253 + Penalty 5921.700301 = -24707272.290953 nChanged 748 SP:Iteration 50Q (23487.460000 sec): 3 clusters Score: Raw -24713261.426803 + Penalty 5921.700301 = -24707339.726502 nChanged 742 SP:Iteration 51Q (23488.100000 sec): 3 clusters Score: Raw -24713331.877302 + Penalty 5921.700301 = -24707410.177001 nChanged 833 SP:Iteration 52Q (23488.730000 sec): 3 clusters Score: Raw -24713416.210312 + Penalty 5921.700301 = -24707494.510011 nChanged 843 SP:Iteration 53Q (23489.360000 sec): 3 clusters Score: Raw -24713504.135634 + Penalty 5921.700301 = -24707582.435334 nChanged 907 SP:Iteration 54Q (23490.000000 sec): 3 clusters Score: Raw -24713598.780488 + Penalty 5921.700301 = -24707677.080188 nChanged 916 SP:Iteration 55Q (23490.620000 sec): 3 clusters Score: Raw -24713700.205499 + Penalty 5921.700301 = -24707778.505199 nChanged 1045 SP:Iteration 56Q (23491.240000 sec): 3 clusters Score: Raw -24713825.561912 + Penalty 5921.700301 = -24707903.861611 nChanged 1114 SP:Iteration 57Q (23491.870000 sec): 3 clusters Score: Raw -24713965.678194 + Penalty 5921.700301 = -24708043.977894 nChanged 1154 SP:Iteration 58Q (23492.500000 sec): 3 clusters Score: Raw -24714119.590072 + Penalty 5921.700301 = -24708197.889771 nChanged 1250 SP:Iteration 59Q (23493.120000 sec): 3 clusters Score: Raw -24714296.387398 + Penalty 5921.700301 = -24708374.687097 nChanged 1365 SP:Iteration 60F (23493.780000 sec): 3 clusters Score: Raw -24714500.319403 + Penalty 5921.700301 = -24708578.619102 nChanged 1479 SP:Iteration 61Q (23494.400000 sec): 3 clusters Score: Raw -24714738.920928 + Penalty 5921.700301 = -24708817.220627 nChanged 1571 SP:Iteration 62Q (23495.020000 sec): 3 clusters Score: Raw -24715013.686418 + Penalty 5921.700301 = -24709091.986117 nChanged 1711 SP:Iteration 63Q (23495.620000 sec): 3 clusters Score: Raw -24715349.893121 + Penalty 5921.700301 = -24709428.192821 nChanged 1883 SP:Iteration 64Q (23496.230000 sec): 3 clusters Score: Raw -24715756.422539 + Penalty 5921.700301 = -24709834.722239 nChanged 2044 SP:Iteration 65Q (23496.840000 sec): 3 clusters Score: Raw -24716243.591807 + Penalty 5921.700301 = -24710321.891506 nChanged 2226 SP:Iteration 66Q (23497.440000 sec): 3 clusters Score: Raw -24716831.135532 + Penalty 5921.700301 = -24710909.435232 nChanged 2475 SP:Iteration 67Q (23498.050000 sec): 3 clusters Score: Raw -24717558.605920 + Penalty 5921.700301 = -24711636.905619 nChanged 2638 SP:Iteration 68Q (23498.640000 sec): 3 clusters Score: Raw -24718410.359168 + Penalty 5921.700301 = -24712488.658867 nChanged 2784 SP:Iteration 69Q (23499.230000 sec): 3 clusters Score: Raw -24719406.065923 + Penalty 5921.700301 = -24713484.365623 nChanged 2965 SP:Iteration 70Q (23499.820000 sec): 3 clusters Score: Raw -24720567.108928 + Penalty 5921.700301 = -24714645.408628 nChanged 3090 SP:Iteration 71Q (23500.400000 sec): 3 clusters Score: Raw -24721914.007679 + Penalty 5921.700301 = -24715992.307378 nChanged 3224 SP:Iteration 72Q (23500.960000 sec): 3 clusters Score: Raw -24723478.923051 + Penalty 5921.700301 = -24717557.222751 nChanged 3244 SP:Iteration 73Q (23501.520000 sec): 3 clusters Score: Raw -24725243.219138 + Penalty 5921.700301 = -24719321.518838 nChanged 3214 SP:Iteration 74Q (23502.070000 sec): 3 clusters Score: Raw -24727134.170179 + Penalty 5921.700301 = -24721212.469879 nChanged 3080 SP:Iteration 75Q (23502.600000 sec): 3 clusters Score: Raw -24729102.300245 + Penalty 5921.700301 = -24723180.599945 nChanged 2878 SP:Iteration 76Q (23503.130000 sec): 3 clusters Score: Raw -24731083.024092 + Penalty 5921.700301 = -24725161.323792 nChanged 2422 SP:Iteration 77Q (23503.650000 sec): 3 clusters Score: Raw -24732756.954190 + Penalty 5921.700301 = -24726835.253889 nChanged 1940 SP:Iteration 78Q (23504.150000 sec): 3 clusters Score: Raw -24734118.791661 + Penalty 5921.700301 = -24728197.091360 nChanged 1456 SP:Iteration 79Q (23504.650000 sec): 3 clusters Score: Raw -24735093.901206 + Penalty 5921.700301 = -24729172.200906 nChanged 987 SP:Iteration 80F (23505.290000 sec): 3 clusters Score: Raw -24735713.175621 + Penalty 5921.700301 = -24729791.475320 nChanged 633 SP:Iteration 81Q (23505.770000 sec): 3 clusters Score: Raw -24736105.295551 + Penalty 5921.700301 = -24730183.595251 nChanged 410 SP:Iteration 82Q (23506.250000 sec): 3 clusters Score: Raw -24736355.471014 + Penalty 5921.700301 = -24730433.770713 nChanged 272 SP:Iteration 83Q (23506.720000 sec): 3 clusters Score: Raw -24736506.709678 + Penalty 5921.700301 = -24730585.009378 nChanged 175 SP:Iteration 84Q (23507.190000 sec): 3 clusters Score: Raw -24736596.287902 + Penalty 5921.700301 = -24730674.587601 nChanged 120 SP:Iteration 85Q (23507.660000 sec): 3 clusters Score: Raw -24736662.868592 + Penalty 5921.700301 = -24730741.168292 nChanged 88 SP:Iteration 86Q (23508.120000 sec): 3 clusters Score: Raw -24736713.375259 + Penalty 5921.700301 = -24730791.674959 nChanged 67 SP:Iteration 87Q (23508.590000 sec): 3 clusters Score: Raw -24736756.035480 + Penalty 5921.700301 = -24730834.335180 nChanged 63 SP:Iteration 88Q (23509.060000 sec): 3 clusters Score: Raw -24736792.701087 + Penalty 5921.700301 = -24730871.000787 nChanged 46 SP:Iteration 89Q (23509.520000 sec): 3 clusters Score: Raw -24736814.778580 + Penalty 5921.700301 = -24730893.078279 nChanged 25 SP:Iteration 90Q (23509.990000 sec): 3 clusters Score: Raw -24736828.969362 + Penalty 5921.700301 = -24730907.269062 nChanged 24 SP:Iteration 91Q (23510.450000 sec): 3 clusters Score: Raw -24736847.569294 + Penalty 5921.700301 = -24730925.868994 nChanged 27 SP:Iteration 92Q (23510.910000 sec): 3 clusters Score: Raw -24736859.913576 + Penalty 5921.700301 = -24730938.213276 nChanged 13 SP:Iteration 93Q (23511.380000 sec): 3 clusters Score: Raw -24736868.068444 + Penalty 5921.700301 = -24730946.368144 nChanged 14 SP:Iteration 94Q (23511.840000 sec): 3 clusters Score: Raw -24736876.234958 + Penalty 5921.700301 = -24730954.534657 nChanged 16 SP:Iteration 95Q (23512.310000 sec): 3 clusters Score: Raw -24736885.191042 + Penalty 5921.700301 = -24730963.490741 nChanged 14 SP:Iteration 96Q (23512.770000 sec): 3 clusters Score: Raw -24736891.506649 + Penalty 5921.700301 = -24730969.806348 nChanged 9 SP:Iteration 97Q (23513.240000 sec): 3 clusters Score: Raw -24736896.977664 + Penalty 5921.700301 = -24730975.277363 nChanged 5 SP:Iteration 98Q (23513.700000 sec): 3 clusters Score: Raw -24736900.872955 + Penalty 5921.700301 = -24730979.172654 nChanged 4 SP:Iteration 99Q (23514.160000 sec): 3 clusters Score: Raw -24736903.866959 + Penalty 5921.700301 = -24730982.166659 nChanged 4 SP:Iteration 100F (23514.810000 sec): 3 clusters Score: Raw -24736906.397834 + Penalty 5921.700301 = -24730984.697534 nChanged 6 SP:Iteration 101Q (23515.270000 sec): 3 clusters Score: Raw -24736908.387829 + Penalty 5921.700301 = -24730986.687529 nChanged 3 SP:Iteration 102Q (23515.730000 sec): 3 clusters Score: Raw -24736910.133438 + Penalty 5921.700301 = -24730988.433137 nChanged 2 SP:Iteration 103Q (23516.190000 sec): 3 clusters Score: Raw -24736910.856814 + Penalty 5921.700301 = -24730989.156514 nChanged 0 SP:Iteration 104F (23516.830000 sec): 3 clusters Score: Raw -24736910.856814 + Penalty 5921.700301 = -24730989.156514 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 17 (3353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23516.930000 sec): 2 clusters Score: Raw -512524.710596 + Penalty 2013.167465 = -510511.543131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23516.940000 sec): 3 clusters Score: Raw -511025.127707 + Penalty 4026.334930 = -506998.792777 nChanged 1207 SP:Iteration 1F (23516.960000 sec): 3 clusters Score: Raw -511842.801311 + Penalty 4026.334930 = -507816.466381 nChanged 298 SP:Iteration 2F (23516.970000 sec): 3 clusters Score: Raw -512139.406387 + Penalty 4026.334930 = -508113.071456 nChanged 243 SP:Iteration 3F (23516.980000 sec): 3 clusters Score: Raw -512415.911734 + Penalty 4026.334930 = -508389.576804 nChanged 216 SP:Iteration 4F (23516.990000 sec): 3 clusters Score: Raw -512712.562003 + Penalty 4026.334930 = -508686.227072 nChanged 225 SP:Iteration 5F (23517.010000 sec): 3 clusters Score: Raw -513056.683688 + Penalty 4026.334930 = -509030.348758 nChanged 220 SP:Iteration 6F (23517.020000 sec): 3 clusters Score: Raw -513429.392975 + Penalty 4026.334930 = -509403.058045 nChanged 224 SP:Iteration 7F (23517.030000 sec): 3 clusters Score: Raw -513834.134864 + Penalty 4026.334930 = -509807.799934 nChanged 166 SP:Iteration 8Q (23517.050000 sec): 3 clusters Score: Raw -514096.644405 + Penalty 4026.334930 = -510070.309475 nChanged 120 SP:Iteration 9Q (23517.060000 sec): 3 clusters Score: Raw -514221.753918 + Penalty 4026.334930 = -510195.418988 nChanged 72 SP:Iteration 10Q (23517.070000 sec): 3 clusters Score: Raw -514282.403357 + Penalty 4026.334930 = -510256.068427 nChanged 41 SP:Iteration 11Q (23517.080000 sec): 3 clusters Score: Raw -514309.650698 + Penalty 4026.334930 = -510283.315768 nChanged 21 SP:Iteration 12Q (23517.090000 sec): 3 clusters Score: Raw -514322.538402 + Penalty 4026.334930 = -510296.203471 nChanged 13 SP:Iteration 13Q (23517.110000 sec): 3 clusters Score: Raw -514329.270986 + Penalty 4026.334930 = -510302.936056 nChanged 8 SP:Iteration 14Q (23517.110000 sec): 3 clusters Score: Raw -514334.224201 + Penalty 4026.334930 = -510307.889271 nChanged 5 SP:Iteration 15Q (23517.130000 sec): 3 clusters Score: Raw -514337.485552 + Penalty 4026.334930 = -510311.150621 nChanged 7 SP:Iteration 16Q (23517.140000 sec): 3 clusters Score: Raw -514339.806231 + Penalty 4026.334930 = -510313.471301 nChanged 1 SP:Iteration 17Q (23517.150000 sec): 3 clusters Score: Raw -514340.143047 + Penalty 4026.334930 = -510313.808117 nChanged 2 SP:Iteration 18Q (23517.160000 sec): 3 clusters Score: Raw -514341.177075 + Penalty 4026.334930 = -510314.842145 nChanged 0 SP:Iteration 19F (23517.170000 sec): 3 clusters Score: Raw -514341.177075 + Penalty 4026.334930 = -510314.842145 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 18 (39907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23517.330000 sec): 2 clusters Score: Raw -6466070.765997 + Penalty 2627.388142 = -6463443.377855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23517.510000 sec): 3 clusters Score: Raw -6441549.179366 + Penalty 5254.776285 = -6436294.403081 nChanged 18243 SP:Iteration 1F (23517.670000 sec): 3 clusters Score: Raw -6451440.431193 + Penalty 5254.776285 = -6446185.654908 nChanged 1602 SP:Iteration 2Q (23517.830000 sec): 3 clusters Score: Raw -6451858.107774 + Penalty 5254.776285 = -6446603.331489 nChanged 1412 SP:Iteration 3Q (23518.000000 sec): 3 clusters Score: Raw -6452242.357760 + Penalty 5254.776285 = -6446987.581475 nChanged 1395 SP:Iteration 4Q (23518.160000 sec): 3 clusters Score: Raw -6452648.193120 + Penalty 5254.776285 = -6447393.416835 nChanged 1352 SP:Iteration 5Q (23518.330000 sec): 3 clusters Score: Raw -6453079.907134 + Penalty 5254.776285 = -6447825.130849 nChanged 1427 SP:Iteration 6Q (23518.490000 sec): 3 clusters Score: Raw -6453587.959673 + Penalty 5254.776285 = -6448333.183388 nChanged 1566 SP:Iteration 7Q (23518.660000 sec): 3 clusters Score: Raw -6454221.480464 + Penalty 5254.776285 = -6448966.704179 nChanged 1701 SP:Iteration 8Q (23518.820000 sec): 3 clusters Score: Raw -6455040.930865 + Penalty 5254.776285 = -6449786.154580 nChanged 1947 SP:Iteration 9Q (23518.990000 sec): 3 clusters Score: Raw -6456158.055369 + Penalty 5254.776285 = -6450903.279084 nChanged 2254 SP:Iteration 10F (23519.150000 sec): 3 clusters Score: Raw -6457747.455722 + Penalty 5254.776285 = -6452492.679437 nChanged 2396 SP:Iteration 11F (23519.310000 sec): 3 clusters Score: Raw -6459651.470513 + Penalty 5254.776285 = -6454396.694229 nChanged 2292 SP:Iteration 12F (23519.470000 sec): 3 clusters Score: Raw -6461606.841597 + Penalty 5254.776285 = -6456352.065312 nChanged 1879 SP:Iteration 13Q (23519.630000 sec): 3 clusters Score: Raw -6463152.345619 + Penalty 5254.776285 = -6457897.569335 nChanged 1329 SP:Iteration 14Q (23519.780000 sec): 3 clusters Score: Raw -6464275.977122 + Penalty 5254.776285 = -6459021.200837 nChanged 956 SP:Iteration 15Q (23519.920000 sec): 3 clusters Score: Raw -6465081.497940 + Penalty 5254.776285 = -6459826.721656 nChanged 691 SP:Iteration 16Q (23520.050000 sec): 3 clusters Score: Raw -6465652.162059 + Penalty 5254.776285 = -6460397.385774 nChanged 484 SP:Iteration 17Q (23520.180000 sec): 3 clusters Score: Raw -6465998.447243 + Penalty 5254.776285 = -6460743.670958 nChanged 319 SP:Iteration 18Q (23520.310000 sec): 3 clusters Score: Raw -6466201.321538 + Penalty 5254.776285 = -6460946.545253 nChanged 231 SP:Iteration 19Q (23520.430000 sec): 3 clusters Score: Raw -6466315.126133 + Penalty 5254.776285 = -6461060.349848 nChanged 158 SP:Iteration 20F (23520.600000 sec): 3 clusters Score: Raw -6466383.540473 + Penalty 5254.776285 = -6461128.764188 nChanged 122 SP:Iteration 21Q (23520.720000 sec): 3 clusters Score: Raw -6466432.820554 + Penalty 5254.776285 = -6461178.044269 nChanged 97 SP:Iteration 22Q (23520.840000 sec): 3 clusters Score: Raw -6466466.030979 + Penalty 5254.776285 = -6461211.254694 nChanged 86 SP:Iteration 23Q (23520.960000 sec): 3 clusters Score: Raw -6466492.711456 + Penalty 5254.776285 = -6461237.935171 nChanged 57 SP:Iteration 24Q (23521.080000 sec): 3 clusters Score: Raw -6466509.731982 + Penalty 5254.776285 = -6461254.955697 nChanged 45 SP:Iteration 25Q (23521.200000 sec): 3 clusters Score: Raw -6466520.670643 + Penalty 5254.776285 = -6461265.894358 nChanged 35 SP:Iteration 26Q (23521.310000 sec): 3 clusters Score: Raw -6466529.610515 + Penalty 5254.776285 = -6461274.834230 nChanged 21 SP:Iteration 27Q (23521.440000 sec): 3 clusters Score: Raw -6466536.797979 + Penalty 5254.776285 = -6461282.021694 nChanged 26 SP:Iteration 28Q (23521.570000 sec): 3 clusters Score: Raw -6466543.382796 + Penalty 5254.776285 = -6461288.606511 nChanged 24 SP:Iteration 29Q (23521.690000 sec): 3 clusters Score: Raw -6466549.456120 + Penalty 5254.776285 = -6461294.679835 nChanged 16 SP:Iteration 30Q (23521.810000 sec): 3 clusters Score: Raw -6466553.308592 + Penalty 5254.776285 = -6461298.532307 nChanged 18 SP:Iteration 31Q (23521.920000 sec): 3 clusters Score: Raw -6466557.898663 + Penalty 5254.776285 = -6461303.122378 nChanged 19 SP:Iteration 32Q (23522.050000 sec): 3 clusters Score: Raw -6466562.299475 + Penalty 5254.776285 = -6461307.523190 nChanged 11 SP:Iteration 33Q (23522.160000 sec): 3 clusters Score: Raw -6466564.160063 + Penalty 5254.776285 = -6461309.383778 nChanged 10 SP:Iteration 34Q (23522.280000 sec): 3 clusters Score: Raw -6466566.007154 + Penalty 5254.776285 = -6461311.230869 nChanged 7 SP:Iteration 35Q (23522.400000 sec): 3 clusters Score: Raw -6466567.986127 + Penalty 5254.776285 = -6461313.209842 nChanged 3 SP:Iteration 36Q (23522.520000 sec): 3 clusters Score: Raw -6466568.612430 + Penalty 5254.776285 = -6461313.836145 nChanged 3 SP:Iteration 37Q (23522.640000 sec): 3 clusters Score: Raw -6466569.405307 + Penalty 5254.776285 = -6461314.629022 nChanged 5 SP:Iteration 38Q (23522.750000 sec): 3 clusters Score: Raw -6466571.000002 + Penalty 5254.776285 = -6461316.223717 nChanged 10 SP:Iteration 39Q (23522.870000 sec): 3 clusters Score: Raw -6466573.227304 + Penalty 5254.776285 = -6461318.451019 nChanged 7 SP:Iteration 40F (23523.030000 sec): 3 clusters Score: Raw -6466574.938977 + Penalty 5254.776285 = -6461320.162692 nChanged 4 SP:Iteration 41Q (23523.150000 sec): 3 clusters Score: Raw -6466575.720996 + Penalty 5254.776285 = -6461320.944711 nChanged 6 SP:Iteration 42Q (23523.270000 sec): 3 clusters Score: Raw -6466576.491768 + Penalty 5254.776285 = -6461321.715483 nChanged 4 SP:Iteration 43Q (23523.390000 sec): 3 clusters Score: Raw -6466577.137616 + Penalty 5254.776285 = -6461322.361331 nChanged 2 SP:Iteration 44Q (23523.500000 sec): 3 clusters Score: Raw -6466577.364421 + Penalty 5254.776285 = -6461322.588136 nChanged 1 SP:Iteration 45Q (23523.630000 sec): 3 clusters Score: Raw -6466577.569985 + Penalty 5254.776285 = -6461322.793700 nChanged 0 SP:Iteration 46F (23523.790000 sec): 3 clusters Score: Raw -6466577.569985 + Penalty 5254.776285 = -6461322.793700 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 19 (487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23523.810000 sec): 2 clusters Score: Raw -75419.684463 + Penalty 1534.689503 = -73884.994960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23523.820000 sec): 3 clusters Score: Raw -75445.025082 + Penalty 3069.379005 = -72375.646077 nChanged 92 SP:Iteration 1F (23523.820000 sec): 3 clusters Score: Raw -75600.104150 + Penalty 3069.379005 = -72530.725145 nChanged 15 SP:Iteration 2Q (23523.820000 sec): 3 clusters Score: Raw -75636.893412 + Penalty 3069.379005 = -72567.514407 nChanged 11 SP:Iteration 3Q (23523.820000 sec): 3 clusters Score: Raw -75663.943771 + Penalty 3069.379005 = -72594.564766 nChanged 4 SP:Iteration 4Q (23523.820000 sec): 3 clusters Score: Raw -75670.896200 + Penalty 3069.379005 = -72601.517195 nChanged 1 SP:Iteration 5Q (23523.830000 sec): 3 clusters Score: Raw -75672.557758 + Penalty 3069.379005 = -72603.178753 nChanged 2 SP:Iteration 6Q (23523.830000 sec): 3 clusters Score: Raw -75677.479205 + Penalty 3069.379005 = -72608.100200 nChanged 2 SP:Iteration 7Q (23523.830000 sec): 3 clusters Score: Raw -75681.100505 + Penalty 3069.379005 = -72611.721500 nChanged 2 SP:Iteration 8Q (23523.830000 sec): 3 clusters Score: Raw -75684.404161 + Penalty 3069.379005 = -72615.025156 nChanged 2 SP:Iteration 9Q (23523.830000 sec): 3 clusters Score: Raw -75694.326094 + Penalty 3069.379005 = -72624.947089 nChanged 3 SP:Iteration 10Q (23523.830000 sec): 3 clusters Score: Raw -75705.001776 + Penalty 3069.379005 = -72635.622771 nChanged 5 SP:Iteration 11Q (23523.840000 sec): 3 clusters Score: Raw -75718.136519 + Penalty 3069.379005 = -72648.757514 nChanged 4 SP:Iteration 12Q (23523.840000 sec): 3 clusters Score: Raw -75726.815670 + Penalty 3069.379005 = -72657.436665 nChanged 1 SP:Iteration 13Q (23523.840000 sec): 3 clusters Score: Raw -75729.274737 + Penalty 3069.379005 = -72659.895732 nChanged 0 SP:Iteration 14F (23523.840000 sec): 3 clusters Score: Raw -75729.274737 + Penalty 3069.379005 = -72659.895732 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 20 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23523.850000 sec): 2 clusters Score: Raw -29177.225153 + Penalty 1348.643669 = -27828.581484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23523.850000 sec): 3 clusters Score: Raw -29499.948717 + Penalty 2697.287337 = -26802.661379 nChanged 42 SP:Iteration 1F (23523.850000 sec): 3 clusters Score: Raw -29706.344379 + Penalty 2697.287337 = -27009.057042 nChanged 18 SP:Iteration 2F (23523.850000 sec): 3 clusters Score: Raw -29791.459813 + Penalty 2697.287337 = -27094.172476 nChanged 7 SP:Iteration 3Q (23523.850000 sec): 3 clusters Score: Raw -29824.167478 + Penalty 2697.287337 = -27126.880141 nChanged 4 SP:Iteration 4Q (23523.850000 sec): 3 clusters Score: Raw -29854.014644 + Penalty 2697.287337 = -27156.727307 nChanged 2 SP:Iteration 5Q (23523.850000 sec): 3 clusters Score: Raw -29874.426060 + Penalty 2697.287337 = -27177.138723 nChanged 1 SP:Iteration 6Q (23523.850000 sec): 3 clusters Score: Raw -29885.000687 + Penalty 2697.287337 = -27187.713349 nChanged 0 SP:Iteration 7F (23523.850000 sec): 3 clusters Score: Raw -29885.000687 + Penalty 2697.287337 = -27187.713349 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 21 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23523.860000 sec): 2 clusters Score: Raw -18107.832363 + Penalty 1346.477716 = -16761.354647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23523.860000 sec): 3 clusters Score: Raw -18430.568872 + Penalty 2692.955432 = -15737.613440 nChanged 52 SP:Iteration 1F (23523.860000 sec): 3 clusters Score: Raw -18743.308181 + Penalty 2692.955432 = -16050.352749 nChanged 15 SP:Iteration 2F (23523.860000 sec): 3 clusters Score: Raw -18869.029597 + Penalty 2692.955432 = -16176.074165 nChanged 4 SP:Iteration 3Q (23523.870000 sec): 3 clusters Score: Raw -18883.638548 + Penalty 2692.955432 = -16190.683116 nChanged 4 SP:Iteration 4Q (23523.870000 sec): 3 clusters Score: Raw -18916.761550 + Penalty 2692.955432 = -16223.806118 nChanged 3 SP:Iteration 5Q (23523.870000 sec): 3 clusters Score: Raw -18935.717091 + Penalty 2692.955432 = -16242.761659 nChanged 0 SP:Iteration 6F (23523.870000 sec): 3 clusters Score: Raw -18935.717091 + Penalty 2692.955432 = -16242.761659 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 22 (841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23523.870000 sec): 2 clusters Score: Raw -137290.615802 + Penalty 1670.178732 = -135620.437070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23523.880000 sec): 3 clusters Score: Raw -137125.105437 + Penalty 3340.357463 = -133784.747974 nChanged 174 SP:Iteration 1F (23523.880000 sec): 3 clusters Score: Raw -137338.168489 + Penalty 3340.357463 = -133997.811026 nChanged 40 SP:Iteration 2Q (23523.890000 sec): 3 clusters Score: Raw -137401.185859 + Penalty 3340.357463 = -134060.828395 nChanged 23 SP:Iteration 3Q (23523.890000 sec): 3 clusters Score: Raw -137441.636141 + Penalty 3340.357463 = -134101.278678 nChanged 13 SP:Iteration 4Q (23523.890000 sec): 3 clusters Score: Raw -137459.821048 + Penalty 3340.357463 = -134119.463585 nChanged 10 SP:Iteration 5Q (23523.890000 sec): 3 clusters Score: Raw -137476.906300 + Penalty 3340.357463 = -134136.548837 nChanged 6 SP:Iteration 6Q (23523.900000 sec): 3 clusters Score: Raw -137483.399915 + Penalty 3340.357463 = -134143.042452 nChanged 0 SP:Iteration 7F (23523.900000 sec): 3 clusters Score: Raw -137483.399915 + Penalty 3340.357463 = -134143.042452 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 23 (28532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23524.020000 sec): 2 clusters Score: Raw -4586507.853844 + Penalty 2544.177823 = -4583963.676021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23524.140000 sec): 3 clusters Score: Raw -4569526.975189 + Penalty 5088.355646 = -4564438.619544 nChanged 12747 SP:Iteration 1F (23524.250000 sec): 3 clusters Score: Raw -4576255.905016 + Penalty 5088.355646 = -4571167.549370 nChanged 1315 SP:Iteration 2Q (23524.370000 sec): 3 clusters Score: Raw -4576654.761104 + Penalty 5088.355646 = -4571566.405459 nChanged 1178 SP:Iteration 3Q (23524.480000 sec): 3 clusters Score: Raw -4577012.846160 + Penalty 5088.355646 = -4571924.490514 nChanged 1048 SP:Iteration 4Q (23524.600000 sec): 3 clusters Score: Raw -4577316.968192 + Penalty 5088.355646 = -4572228.612546 nChanged 935 SP:Iteration 5Q (23524.720000 sec): 3 clusters Score: Raw -4577583.286075 + Penalty 5088.355646 = -4572494.930429 nChanged 860 SP:Iteration 6Q (23524.830000 sec): 3 clusters Score: Raw -4577842.309684 + Penalty 5088.355646 = -4572753.954039 nChanged 883 SP:Iteration 7Q (23524.950000 sec): 3 clusters Score: Raw -4578113.039952 + Penalty 5088.355646 = -4573024.684307 nChanged 858 SP:Iteration 8Q (23525.070000 sec): 3 clusters Score: Raw -4578388.529506 + Penalty 5088.355646 = -4573300.173861 nChanged 826 SP:Iteration 9Q (23525.190000 sec): 3 clusters Score: Raw -4578683.924079 + Penalty 5088.355646 = -4573595.568433 nChanged 888 SP:Iteration 10Q (23525.300000 sec): 3 clusters Score: Raw -4579012.968092 + Penalty 5088.355646 = -4573924.612447 nChanged 906 SP:Iteration 11Q (23525.420000 sec): 3 clusters Score: Raw -4579369.368212 + Penalty 5088.355646 = -4574281.012566 nChanged 930 SP:Iteration 12Q (23525.530000 sec): 3 clusters Score: Raw -4579767.996266 + Penalty 5088.355646 = -4574679.640620 nChanged 1040 SP:Iteration 13Q (23525.650000 sec): 3 clusters Score: Raw -4580256.148967 + Penalty 5088.355646 = -4575167.793321 nChanged 1133 SP:Iteration 14Q (23525.760000 sec): 3 clusters Score: Raw -4580849.807922 + Penalty 5088.355646 = -4575761.452276 nChanged 1296 SP:Iteration 15Q (23525.870000 sec): 3 clusters Score: Raw -4581610.367763 + Penalty 5088.355646 = -4576522.012117 nChanged 1459 SP:Iteration 16F (23525.990000 sec): 3 clusters Score: Raw -4582562.953843 + Penalty 5088.355646 = -4577474.598197 nChanged 1489 SP:Iteration 17F (23526.100000 sec): 3 clusters Score: Raw -4583623.219497 + Penalty 5088.355646 = -4578534.863852 nChanged 1333 SP:Iteration 18Q (23526.210000 sec): 3 clusters Score: Raw -4584624.127829 + Penalty 5088.355646 = -4579535.772184 nChanged 1058 SP:Iteration 19Q (23526.310000 sec): 3 clusters Score: Raw -4585444.620407 + Penalty 5088.355646 = -4580356.264762 nChanged 709 SP:Iteration 20F (23526.420000 sec): 3 clusters Score: Raw -4585989.268651 + Penalty 5088.355646 = -4580900.913006 nChanged 422 SP:Iteration 21Q (23526.510000 sec): 3 clusters Score: Raw -4586339.386125 + Penalty 5088.355646 = -4581251.030479 nChanged 235 SP:Iteration 22Q (23526.610000 sec): 3 clusters Score: Raw -4586548.136505 + Penalty 5088.355646 = -4581459.780860 nChanged 139 SP:Iteration 23Q (23526.690000 sec): 3 clusters Score: Raw -4586686.364838 + Penalty 5088.355646 = -4581598.009193 nChanged 78 SP:Iteration 24Q (23526.780000 sec): 3 clusters Score: Raw -4586759.871596 + Penalty 5088.355646 = -4581671.515950 nChanged 48 SP:Iteration 25Q (23526.870000 sec): 3 clusters Score: Raw -4586810.131158 + Penalty 5088.355646 = -4581721.775513 nChanged 24 SP:Iteration 26Q (23526.950000 sec): 3 clusters Score: Raw -4586834.802251 + Penalty 5088.355646 = -4581746.446606 nChanged 13 SP:Iteration 27Q (23527.030000 sec): 3 clusters Score: Raw -4586851.375056 + Penalty 5088.355646 = -4581763.019411 nChanged 14 SP:Iteration 28Q (23527.110000 sec): 3 clusters Score: Raw -4586868.879876 + Penalty 5088.355646 = -4581780.524230 nChanged 3 SP:Iteration 29Q (23527.190000 sec): 3 clusters Score: Raw -4586870.755848 + Penalty 5088.355646 = -4581782.400202 nChanged 3 SP:Iteration 30Q (23527.280000 sec): 3 clusters Score: Raw -4586872.877674 + Penalty 5088.355646 = -4581784.522028 nChanged 2 SP:Iteration 31Q (23527.360000 sec): 3 clusters Score: Raw -4586874.787050 + Penalty 5088.355646 = -4581786.431404 nChanged 2 SP:Iteration 32Q (23527.440000 sec): 3 clusters Score: Raw -4586875.998023 + Penalty 5088.355646 = -4581787.642378 nChanged 1 SP:Iteration 33Q (23527.520000 sec): 3 clusters Score: Raw -4586877.583124 + Penalty 5088.355646 = -4581789.227479 nChanged 1 SP:Iteration 34Q (23527.600000 sec): 3 clusters Score: Raw -4586878.239489 + Penalty 5088.355646 = -4581789.883843 nChanged 1 SP:Iteration 35Q (23527.690000 sec): 3 clusters Score: Raw -4586878.877872 + Penalty 5088.355646 = -4581790.522226 nChanged 2 SP:Iteration 36Q (23527.770000 sec): 3 clusters Score: Raw -4586880.521265 + Penalty 5088.355646 = -4581792.165620 nChanged 0 SP:Iteration 37F (23527.880000 sec): 3 clusters Score: Raw -4586880.521265 + Penalty 5088.355646 = -4581792.165620 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 24 (538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23527.900000 sec): 2 clusters Score: Raw -85148.195072 + Penalty 1559.388923 = -83588.806150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23527.900000 sec): 3 clusters Score: Raw -85128.954861 + Penalty 3118.777846 = -82010.177016 nChanged 95 SP:Iteration 1F (23527.910000 sec): 3 clusters Score: Raw -85291.283732 + Penalty 3118.777846 = -82172.505886 nChanged 24 SP:Iteration 2Q (23527.910000 sec): 3 clusters Score: Raw -85342.524904 + Penalty 3118.777846 = -82223.747058 nChanged 14 SP:Iteration 3Q (23527.910000 sec): 3 clusters Score: Raw -85370.905411 + Penalty 3118.777846 = -82252.127565 nChanged 2 SP:Iteration 4Q (23527.910000 sec): 3 clusters Score: Raw -85373.496484 + Penalty 3118.777846 = -82254.718638 nChanged 3 SP:Iteration 5Q (23527.910000 sec): 3 clusters Score: Raw -85378.328815 + Penalty 3118.777846 = -82259.550969 nChanged 2 SP:Iteration 6Q (23527.920000 sec): 3 clusters Score: Raw -85382.372444 + Penalty 3118.777846 = -82263.594598 nChanged 2 SP:Iteration 7Q (23527.920000 sec): 3 clusters Score: Raw -85388.784306 + Penalty 3118.777846 = -82270.006460 nChanged 2 SP:Iteration 8Q (23527.920000 sec): 3 clusters Score: Raw -85394.534495 + Penalty 3118.777846 = -82275.756649 nChanged 1 SP:Iteration 9Q (23527.920000 sec): 3 clusters Score: Raw -85395.915569 + Penalty 3118.777846 = -82277.137723 nChanged 0 SP:Iteration 10F (23527.930000 sec): 3 clusters Score: Raw -85395.915569 + Penalty 3118.777846 = -82277.137723 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 25 (14977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23527.990000 sec): 2 clusters Score: Raw -2390349.759556 + Penalty 2384.339201 = -2387965.420356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23528.050000 sec): 3 clusters Score: Raw -2381869.029922 + Penalty 4768.678401 = -2377100.351521 nChanged 6402 SP:Iteration 1F (23528.110000 sec): 3 clusters Score: Raw -2385305.015799 + Penalty 4768.678401 = -2380536.337398 nChanged 843 SP:Iteration 2F (23528.170000 sec): 3 clusters Score: Raw -2385628.174158 + Penalty 4768.678401 = -2380859.495756 nChanged 654 SP:Iteration 3Q (23528.230000 sec): 3 clusters Score: Raw -2385837.517653 + Penalty 4768.678401 = -2381068.839251 nChanged 510 SP:Iteration 4Q (23528.290000 sec): 3 clusters Score: Raw -2385991.831684 + Penalty 4768.678401 = -2381223.153283 nChanged 444 SP:Iteration 5Q (23528.350000 sec): 3 clusters Score: Raw -2386134.337947 + Penalty 4768.678401 = -2381365.659546 nChanged 410 SP:Iteration 6Q (23528.410000 sec): 3 clusters Score: Raw -2386263.565234 + Penalty 4768.678401 = -2381494.886833 nChanged 406 SP:Iteration 7Q (23528.470000 sec): 3 clusters Score: Raw -2386387.969761 + Penalty 4768.678401 = -2381619.291360 nChanged 431 SP:Iteration 8Q (23528.530000 sec): 3 clusters Score: Raw -2386551.273483 + Penalty 4768.678401 = -2381782.595082 nChanged 468 SP:Iteration 9Q (23528.590000 sec): 3 clusters Score: Raw -2386752.859940 + Penalty 4768.678401 = -2381984.181539 nChanged 520 SP:Iteration 10Q (23528.650000 sec): 3 clusters Score: Raw -2386994.806298 + Penalty 4768.678401 = -2382226.127897 nChanged 578 SP:Iteration 11Q (23528.710000 sec): 3 clusters Score: Raw -2387309.031936 + Penalty 4768.678401 = -2382540.353535 nChanged 622 SP:Iteration 12Q (23528.760000 sec): 3 clusters Score: Raw -2387691.772088 + Penalty 4768.678401 = -2382923.093686 nChanged 662 SP:Iteration 13Q (23528.820000 sec): 3 clusters Score: Raw -2388148.590379 + Penalty 4768.678401 = -2383379.911977 nChanged 669 SP:Iteration 14Q (23528.880000 sec): 3 clusters Score: Raw -2388676.979873 + Penalty 4768.678401 = -2383908.301472 nChanged 586 SP:Iteration 15Q (23528.940000 sec): 3 clusters Score: Raw -2389156.594418 + Penalty 4768.678401 = -2384387.916017 nChanged 512 SP:Iteration 16Q (23528.990000 sec): 3 clusters Score: Raw -2389643.219542 + Penalty 4768.678401 = -2384874.541141 nChanged 385 SP:Iteration 17Q (23529.050000 sec): 3 clusters Score: Raw -2390010.646872 + Penalty 4768.678401 = -2385241.968471 nChanged 273 SP:Iteration 18Q (23529.100000 sec): 3 clusters Score: Raw -2390263.202497 + Penalty 4768.678401 = -2385494.524096 nChanged 194 SP:Iteration 19Q (23529.150000 sec): 3 clusters Score: Raw -2390433.294923 + Penalty 4768.678401 = -2385664.616522 nChanged 129 SP:Iteration 20F (23529.210000 sec): 3 clusters Score: Raw -2390531.727982 + Penalty 4768.678401 = -2385763.049581 nChanged 90 SP:Iteration 21Q (23529.250000 sec): 3 clusters Score: Raw -2390593.321809 + Penalty 4768.678401 = -2385824.643408 nChanged 64 SP:Iteration 22Q (23529.300000 sec): 3 clusters Score: Raw -2390644.210606 + Penalty 4768.678401 = -2385875.532205 nChanged 49 SP:Iteration 23Q (23529.350000 sec): 3 clusters Score: Raw -2390677.612316 + Penalty 4768.678401 = -2385908.933915 nChanged 34 SP:Iteration 24Q (23529.390000 sec): 3 clusters Score: Raw -2390700.735663 + Penalty 4768.678401 = -2385932.057262 nChanged 27 SP:Iteration 25Q (23529.440000 sec): 3 clusters Score: Raw -2390720.684021 + Penalty 4768.678401 = -2385952.005619 nChanged 24 SP:Iteration 26Q (23529.480000 sec): 3 clusters Score: Raw -2390736.009592 + Penalty 4768.678401 = -2385967.331190 nChanged 21 SP:Iteration 27Q (23529.530000 sec): 3 clusters Score: Raw -2390746.931020 + Penalty 4768.678401 = -2385978.252619 nChanged 14 SP:Iteration 28Q (23529.570000 sec): 3 clusters Score: Raw -2390753.242306 + Penalty 4768.678401 = -2385984.563905 nChanged 4 SP:Iteration 29Q (23529.610000 sec): 3 clusters Score: Raw -2390756.985114 + Penalty 4768.678401 = -2385988.306713 nChanged 7 SP:Iteration 30Q (23529.660000 sec): 3 clusters Score: Raw -2390760.134889 + Penalty 4768.678401 = -2385991.456488 nChanged 5 SP:Iteration 31Q (23529.710000 sec): 3 clusters Score: Raw -2390763.924336 + Penalty 4768.678401 = -2385995.245934 nChanged 7 SP:Iteration 32Q (23529.750000 sec): 3 clusters Score: Raw -2390769.575200 + Penalty 4768.678401 = -2386000.896799 nChanged 8 SP:Iteration 33Q (23529.790000 sec): 3 clusters Score: Raw -2390775.033046 + Penalty 4768.678401 = -2386006.354645 nChanged 2 SP:Iteration 34Q (23529.830000 sec): 3 clusters Score: Raw -2390776.385638 + Penalty 4768.678401 = -2386007.707237 nChanged 6 SP:Iteration 35Q (23529.880000 sec): 3 clusters Score: Raw -2390780.069035 + Penalty 4768.678401 = -2386011.390634 nChanged 9 SP:Iteration 36Q (23529.920000 sec): 3 clusters Score: Raw -2390785.170170 + Penalty 4768.678401 = -2386016.491769 nChanged 10 SP:Iteration 37Q (23529.970000 sec): 3 clusters Score: Raw -2390791.562155 + Penalty 4768.678401 = -2386022.883754 nChanged 12 SP:Iteration 38Q (23530.010000 sec): 3 clusters Score: Raw -2390798.134306 + Penalty 4768.678401 = -2386029.455905 nChanged 10 SP:Iteration 39Q (23530.050000 sec): 3 clusters Score: Raw -2390804.781930 + Penalty 4768.678401 = -2386036.103529 nChanged 11 SP:Iteration 40F (23530.110000 sec): 3 clusters Score: Raw -2390811.069072 + Penalty 4768.678401 = -2386042.390671 nChanged 8 SP:Iteration 41Q (23530.150000 sec): 3 clusters Score: Raw -2390814.998739 + Penalty 4768.678401 = -2386046.320338 nChanged 6 SP:Iteration 42Q (23530.200000 sec): 3 clusters Score: Raw -2390818.437180 + Penalty 4768.678401 = -2386049.758779 nChanged 3 SP:Iteration 43Q (23530.240000 sec): 3 clusters Score: Raw -2390819.720548 + Penalty 4768.678401 = -2386051.042147 nChanged 0 SP:Iteration 44F (23530.300000 sec): 3 clusters Score: Raw -2390819.720548 + Penalty 4768.678401 = -2386051.042147 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 26 (102721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23530.710000 sec): 2 clusters Score: Raw -16515826.267953 + Penalty 2861.863420 = -16512964.404534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23531.150000 sec): 3 clusters Score: Raw -16449648.858271 + Penalty 5723.726840 = -16443925.131431 nChanged 48821 SP:Iteration 1F (23531.590000 sec): 3 clusters Score: Raw -16477784.257829 + Penalty 5723.726840 = -16472060.530989 nChanged 3711 SP:Iteration 2Q (23532.040000 sec): 3 clusters Score: Raw -16478849.373625 + Penalty 5723.726840 = -16473125.646785 nChanged 4253 SP:Iteration 3Q (23532.490000 sec): 3 clusters Score: Raw -16480448.123275 + Penalty 5723.726840 = -16474724.396435 nChanged 5272 SP:Iteration 4F (23532.930000 sec): 3 clusters Score: Raw -16483176.684291 + Penalty 5723.726840 = -16477452.957452 nChanged 6794 SP:Iteration 5F (23533.370000 sec): 3 clusters Score: Raw -16487637.841211 + Penalty 5723.726840 = -16481914.114371 nChanged 8008 SP:Iteration 6F (23533.810000 sec): 3 clusters Score: Raw -16493762.878505 + Penalty 5723.726840 = -16488039.151666 nChanged 7983 SP:Iteration 7F (23534.240000 sec): 3 clusters Score: Raw -16500294.849980 + Penalty 5723.726840 = -16494571.123140 nChanged 6525 SP:Iteration 8F (23534.680000 sec): 3 clusters Score: Raw -16505761.224308 + Penalty 5723.726840 = -16500037.497468 nChanged 4589 SP:Iteration 9Q (23535.120000 sec): 3 clusters Score: Raw -16509305.643596 + Penalty 5723.726840 = -16503581.916757 nChanged 2993 SP:Iteration 10Q (23535.550000 sec): 3 clusters Score: Raw -16511063.241248 + Penalty 5723.726840 = -16505339.514409 nChanged 1907 SP:Iteration 11Q (23535.960000 sec): 3 clusters Score: Raw -16511907.001244 + Penalty 5723.726840 = -16506183.274404 nChanged 1313 SP:Iteration 12Q (23536.370000 sec): 3 clusters Score: Raw -16512415.951401 + Penalty 5723.726840 = -16506692.224561 nChanged 1136 SP:Iteration 13Q (23536.760000 sec): 3 clusters Score: Raw -16512808.338063 + Penalty 5723.726840 = -16507084.611224 nChanged 1091 SP:Iteration 14Q (23537.150000 sec): 3 clusters Score: Raw -16513160.261273 + Penalty 5723.726840 = -16507436.534434 nChanged 1031 SP:Iteration 15Q (23537.540000 sec): 3 clusters Score: Raw -16513482.791881 + Penalty 5723.726840 = -16507759.065041 nChanged 912 SP:Iteration 16Q (23537.920000 sec): 3 clusters Score: Raw -16513759.369999 + Penalty 5723.726840 = -16508035.643159 nChanged 844 SP:Iteration 17Q (23538.290000 sec): 3 clusters Score: Raw -16513999.521469 + Penalty 5723.726840 = -16508275.794630 nChanged 825 SP:Iteration 18Q (23538.660000 sec): 3 clusters Score: Raw -16514243.705134 + Penalty 5723.726840 = -16508519.978294 nChanged 771 SP:Iteration 19Q (23539.040000 sec): 3 clusters Score: Raw -16514460.850813 + Penalty 5723.726840 = -16508737.123973 nChanged 708 SP:Iteration 20F (23539.470000 sec): 3 clusters Score: Raw -16514651.763671 + Penalty 5723.726840 = -16508928.036831 nChanged 664 SP:Iteration 21Q (23539.830000 sec): 3 clusters Score: Raw -16514833.082912 + Penalty 5723.726840 = -16509109.356072 nChanged 617 SP:Iteration 22Q (23540.190000 sec): 3 clusters Score: Raw -16514989.165626 + Penalty 5723.726840 = -16509265.438786 nChanged 550 SP:Iteration 23Q (23540.550000 sec): 3 clusters Score: Raw -16515118.349346 + Penalty 5723.726840 = -16509394.622506 nChanged 490 SP:Iteration 24Q (23540.900000 sec): 3 clusters Score: Raw -16515225.407335 + Penalty 5723.726840 = -16509501.680495 nChanged 461 SP:Iteration 25Q (23541.260000 sec): 3 clusters Score: Raw -16515335.782594 + Penalty 5723.726840 = -16509612.055754 nChanged 439 SP:Iteration 26Q (23541.600000 sec): 3 clusters Score: Raw -16515439.352660 + Penalty 5723.726840 = -16509715.625820 nChanged 412 SP:Iteration 27Q (23541.960000 sec): 3 clusters Score: Raw -16515530.631232 + Penalty 5723.726840 = -16509806.904392 nChanged 372 SP:Iteration 28Q (23542.300000 sec): 3 clusters Score: Raw -16515611.604277 + Penalty 5723.726840 = -16509887.877438 nChanged 345 SP:Iteration 29Q (23542.640000 sec): 3 clusters Score: Raw -16515683.729900 + Penalty 5723.726840 = -16509960.003060 nChanged 299 SP:Iteration 30Q (23542.980000 sec): 3 clusters Score: Raw -16515744.647203 + Penalty 5723.726840 = -16510020.920363 nChanged 280 SP:Iteration 31Q (23543.320000 sec): 3 clusters Score: Raw -16515804.177247 + Penalty 5723.726840 = -16510080.450408 nChanged 274 SP:Iteration 32Q (23543.660000 sec): 3 clusters Score: Raw -16515863.568039 + Penalty 5723.726840 = -16510139.841200 nChanged 254 SP:Iteration 33Q (23544.000000 sec): 3 clusters Score: Raw -16515919.284842 + Penalty 5723.726840 = -16510195.558003 nChanged 260 SP:Iteration 34Q (23544.340000 sec): 3 clusters Score: Raw -16515973.758028 + Penalty 5723.726840 = -16510250.031189 nChanged 243 SP:Iteration 35Q (23544.680000 sec): 3 clusters Score: Raw -16516027.000955 + Penalty 5723.726840 = -16510303.274115 nChanged 236 SP:Iteration 36Q (23545.020000 sec): 3 clusters Score: Raw -16516077.247939 + Penalty 5723.726840 = -16510353.521100 nChanged 203 SP:Iteration 37Q (23545.340000 sec): 3 clusters Score: Raw -16516119.314070 + Penalty 5723.726840 = -16510395.587230 nChanged 177 SP:Iteration 38Q (23545.680000 sec): 3 clusters Score: Raw -16516153.558019 + Penalty 5723.726840 = -16510429.831179 nChanged 155 SP:Iteration 39Q (23546.000000 sec): 3 clusters Score: Raw -16516179.480209 + Penalty 5723.726840 = -16510455.753370 nChanged 129 SP:Iteration 40F (23546.440000 sec): 3 clusters Score: Raw -16516204.393692 + Penalty 5723.726840 = -16510480.666853 nChanged 136 SP:Iteration 41Q (23546.770000 sec): 3 clusters Score: Raw -16516228.502641 + Penalty 5723.726840 = -16510504.775802 nChanged 131 SP:Iteration 42Q (23547.100000 sec): 3 clusters Score: Raw -16516251.242225 + Penalty 5723.726840 = -16510527.515385 nChanged 110 SP:Iteration 43Q (23547.430000 sec): 3 clusters Score: Raw -16516270.057989 + Penalty 5723.726840 = -16510546.331150 nChanged 98 SP:Iteration 44Q (23547.760000 sec): 3 clusters Score: Raw -16516288.069956 + Penalty 5723.726840 = -16510564.343116 nChanged 108 SP:Iteration 45Q (23548.090000 sec): 3 clusters Score: Raw -16516305.917298 + Penalty 5723.726840 = -16510582.190459 nChanged 86 SP:Iteration 46Q (23548.420000 sec): 3 clusters Score: Raw -16516320.810096 + Penalty 5723.726840 = -16510597.083257 nChanged 74 SP:Iteration 47Q (23548.740000 sec): 3 clusters Score: Raw -16516333.215973 + Penalty 5723.726840 = -16510609.489133 nChanged 69 SP:Iteration 48Q (23549.070000 sec): 3 clusters Score: Raw -16516343.417819 + Penalty 5723.726840 = -16510619.690979 nChanged 62 SP:Iteration 49Q (23549.400000 sec): 3 clusters Score: Raw -16516355.029996 + Penalty 5723.726840 = -16510631.303156 nChanged 58 SP:Iteration 50Q (23549.730000 sec): 3 clusters Score: Raw -16516366.151200 + Penalty 5723.726840 = -16510642.424361 nChanged 67 SP:Iteration 51Q (23550.050000 sec): 3 clusters Score: Raw -16516375.661318 + Penalty 5723.726840 = -16510651.934479 nChanged 55 SP:Iteration 52Q (23550.380000 sec): 3 clusters Score: Raw -16516383.744641 + Penalty 5723.726840 = -16510660.017801 nChanged 56 SP:Iteration 53Q (23550.700000 sec): 3 clusters Score: Raw -16516391.983423 + Penalty 5723.726840 = -16510668.256583 nChanged 44 SP:Iteration 54Q (23551.020000 sec): 3 clusters Score: Raw -16516398.759336 + Penalty 5723.726840 = -16510675.032496 nChanged 37 SP:Iteration 55Q (23551.340000 sec): 3 clusters Score: Raw -16516405.251659 + Penalty 5723.726840 = -16510681.524819 nChanged 29 SP:Iteration 56Q (23551.670000 sec): 3 clusters Score: Raw -16516410.773435 + Penalty 5723.726840 = -16510687.046595 nChanged 37 SP:Iteration 57Q (23551.990000 sec): 3 clusters Score: Raw -16516415.810932 + Penalty 5723.726840 = -16510692.084093 nChanged 25 SP:Iteration 58Q (23552.320000 sec): 3 clusters Score: Raw -16516418.885454 + Penalty 5723.726840 = -16510695.158615 nChanged 24 SP:Iteration 59Q (23552.640000 sec): 3 clusters Score: Raw -16516422.026474 + Penalty 5723.726840 = -16510698.299634 nChanged 25 SP:Iteration 60F (23553.070000 sec): 3 clusters Score: Raw -16516425.396346 + Penalty 5723.726840 = -16510701.669506 nChanged 24 SP:Iteration 61Q (23553.400000 sec): 3 clusters Score: Raw -16516428.792428 + Penalty 5723.726840 = -16510705.065589 nChanged 30 SP:Iteration 62Q (23553.720000 sec): 3 clusters Score: Raw -16516432.640620 + Penalty 5723.726840 = -16510708.913781 nChanged 24 SP:Iteration 63Q (23554.050000 sec): 3 clusters Score: Raw -16516436.168214 + Penalty 5723.726840 = -16510712.441375 nChanged 27 SP:Iteration 64Q (23554.380000 sec): 3 clusters Score: Raw -16516440.822107 + Penalty 5723.726840 = -16510717.095268 nChanged 26 SP:Iteration 65Q (23554.700000 sec): 3 clusters Score: Raw -16516444.987423 + Penalty 5723.726840 = -16510721.260584 nChanged 25 SP:Iteration 66Q (23555.020000 sec): 3 clusters Score: Raw -16516449.539698 + Penalty 5723.726840 = -16510725.812858 nChanged 31 SP:Iteration 67Q (23555.340000 sec): 3 clusters Score: Raw -16516456.157336 + Penalty 5723.726840 = -16510732.430496 nChanged 38 SP:Iteration 68Q (23555.680000 sec): 3 clusters Score: Raw -16516463.208197 + Penalty 5723.726840 = -16510739.481358 nChanged 36 SP:Iteration 69Q (23556.000000 sec): 3 clusters Score: Raw -16516468.825355 + Penalty 5723.726840 = -16510745.098516 nChanged 33 SP:Iteration 70Q (23556.320000 sec): 3 clusters Score: Raw -16516473.601927 + Penalty 5723.726840 = -16510749.875088 nChanged 22 SP:Iteration 71Q (23556.640000 sec): 3 clusters Score: Raw -16516476.165596 + Penalty 5723.726840 = -16510752.438757 nChanged 19 SP:Iteration 72Q (23556.960000 sec): 3 clusters Score: Raw -16516478.521203 + Penalty 5723.726840 = -16510754.794363 nChanged 13 SP:Iteration 73Q (23557.290000 sec): 3 clusters Score: Raw -16516480.391287 + Penalty 5723.726840 = -16510756.664448 nChanged 16 SP:Iteration 74Q (23557.610000 sec): 3 clusters Score: Raw -16516482.663637 + Penalty 5723.726840 = -16510758.936797 nChanged 16 SP:Iteration 75Q (23557.940000 sec): 3 clusters Score: Raw -16516485.113526 + Penalty 5723.726840 = -16510761.386686 nChanged 17 SP:Iteration 76Q (23558.260000 sec): 3 clusters Score: Raw -16516487.442015 + Penalty 5723.726840 = -16510763.715175 nChanged 14 SP:Iteration 77Q (23558.580000 sec): 3 clusters Score: Raw -16516489.434157 + Penalty 5723.726840 = -16510765.707317 nChanged 13 SP:Iteration 78Q (23558.910000 sec): 3 clusters Score: Raw -16516491.457105 + Penalty 5723.726840 = -16510767.730266 nChanged 18 SP:Iteration 79Q (23559.230000 sec): 3 clusters Score: Raw -16516493.979268 + Penalty 5723.726840 = -16510770.252428 nChanged 16 SP:Iteration 80F (23559.660000 sec): 3 clusters Score: Raw -16516496.129701 + Penalty 5723.726840 = -16510772.402861 nChanged 14 SP:Iteration 81Q (23559.980000 sec): 3 clusters Score: Raw -16516497.932303 + Penalty 5723.726840 = -16510774.205464 nChanged 12 SP:Iteration 82Q (23560.300000 sec): 3 clusters Score: Raw -16516499.205069 + Penalty 5723.726840 = -16510775.478230 nChanged 14 SP:Iteration 83Q (23560.620000 sec): 3 clusters Score: Raw -16516501.039611 + Penalty 5723.726840 = -16510777.312771 nChanged 12 SP:Iteration 84Q (23560.940000 sec): 3 clusters Score: Raw -16516502.437457 + Penalty 5723.726840 = -16510778.710618 nChanged 6 SP:Iteration 85Q (23561.260000 sec): 3 clusters Score: Raw -16516503.179187 + Penalty 5723.726840 = -16510779.452347 nChanged 2 SP:Iteration 86Q (23561.580000 sec): 3 clusters Score: Raw -16516503.505017 + Penalty 5723.726840 = -16510779.778178 nChanged 6 SP:Iteration 87Q (23561.900000 sec): 3 clusters Score: Raw -16516504.241362 + Penalty 5723.726840 = -16510780.514522 nChanged 3 SP:Iteration 88Q (23562.220000 sec): 3 clusters Score: Raw -16516504.581608 + Penalty 5723.726840 = -16510780.854769 nChanged 3 SP:Iteration 89Q (23562.540000 sec): 3 clusters Score: Raw -16516504.911327 + Penalty 5723.726840 = -16510781.184488 nChanged 3 SP:Iteration 90Q (23562.860000 sec): 3 clusters Score: Raw -16516505.298521 + Penalty 5723.726840 = -16510781.571681 nChanged 1 SP:Iteration 91Q (23563.180000 sec): 3 clusters Score: Raw -16516505.349815 + Penalty 5723.726840 = -16510781.622976 nChanged 0 SP:Iteration 92F (23563.620000 sec): 3 clusters Score: Raw -16516505.349815 + Penalty 5723.726840 = -16510781.622976 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 27 (9744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23563.700000 sec): 2 clusters Score: Raw -1503744.004304 + Penalty 2277.732934 = -1501466.271371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23563.740000 sec): 3 clusters Score: Raw -1498623.130334 + Penalty 4555.465867 = -1494067.664467 nChanged 3963 SP:Iteration 1F (23563.780000 sec): 3 clusters Score: Raw -1500777.724504 + Penalty 4555.465867 = -1496222.258637 nChanged 566 SP:Iteration 2F (23563.820000 sec): 3 clusters Score: Raw -1501045.341136 + Penalty 4555.465867 = -1496489.875269 nChanged 462 SP:Iteration 3Q (23563.860000 sec): 3 clusters Score: Raw -1501278.947599 + Penalty 4555.465867 = -1496723.481732 nChanged 418 SP:Iteration 4Q (23563.900000 sec): 3 clusters Score: Raw -1501505.384726 + Penalty 4555.465867 = -1496949.918859 nChanged 424 SP:Iteration 5Q (23563.940000 sec): 3 clusters Score: Raw -1501766.274887 + Penalty 4555.465867 = -1497210.809020 nChanged 434 SP:Iteration 6Q (23563.970000 sec): 3 clusters Score: Raw -1502038.362715 + Penalty 4555.465867 = -1497482.896848 nChanged 453 SP:Iteration 7Q (23564.010000 sec): 3 clusters Score: Raw -1502385.352554 + Penalty 4555.465867 = -1497829.886687 nChanged 433 SP:Iteration 8Q (23564.050000 sec): 3 clusters Score: Raw -1502755.880161 + Penalty 4555.465867 = -1498200.414294 nChanged 445 SP:Iteration 9Q (23564.090000 sec): 3 clusters Score: Raw -1503153.292180 + Penalty 4555.465867 = -1498597.826313 nChanged 417 SP:Iteration 10Q (23564.120000 sec): 3 clusters Score: Raw -1503613.662563 + Penalty 4555.465867 = -1499058.196696 nChanged 402 SP:Iteration 11Q (23564.160000 sec): 3 clusters Score: Raw -1504133.270562 + Penalty 4555.465867 = -1499577.804695 nChanged 420 SP:Iteration 12Q (23564.200000 sec): 3 clusters Score: Raw -1504605.813910 + Penalty 4555.465867 = -1500050.348043 nChanged 350 SP:Iteration 13Q (23564.230000 sec): 3 clusters Score: Raw -1504898.037918 + Penalty 4555.465867 = -1500342.572051 nChanged 257 SP:Iteration 14Q (23564.260000 sec): 3 clusters Score: Raw -1505056.795132 + Penalty 4555.465867 = -1500501.329265 nChanged 166 SP:Iteration 15Q (23564.300000 sec): 3 clusters Score: Raw -1505136.914827 + Penalty 4555.465867 = -1500581.448960 nChanged 104 SP:Iteration 16Q (23564.330000 sec): 3 clusters Score: Raw -1505180.322355 + Penalty 4555.465867 = -1500624.856488 nChanged 70 SP:Iteration 17Q (23564.360000 sec): 3 clusters Score: Raw -1505199.521048 + Penalty 4555.465867 = -1500644.055181 nChanged 52 SP:Iteration 18Q (23564.390000 sec): 3 clusters Score: Raw -1505211.689171 + Penalty 4555.465867 = -1500656.223304 nChanged 37 SP:Iteration 19Q (23564.420000 sec): 3 clusters Score: Raw -1505221.259257 + Penalty 4555.465867 = -1500665.793390 nChanged 34 SP:Iteration 20F (23564.460000 sec): 3 clusters Score: Raw -1505230.554810 + Penalty 4555.465867 = -1500675.088943 nChanged 29 SP:Iteration 21Q (23564.500000 sec): 3 clusters Score: Raw -1505239.826061 + Penalty 4555.465867 = -1500684.360194 nChanged 27 SP:Iteration 22Q (23564.530000 sec): 3 clusters Score: Raw -1505250.069893 + Penalty 4555.465867 = -1500694.604026 nChanged 30 SP:Iteration 23Q (23564.560000 sec): 3 clusters Score: Raw -1505260.735135 + Penalty 4555.465867 = -1500705.269268 nChanged 32 SP:Iteration 24Q (23564.590000 sec): 3 clusters Score: Raw -1505270.825966 + Penalty 4555.465867 = -1500715.360099 nChanged 29 SP:Iteration 25Q (23564.630000 sec): 3 clusters Score: Raw -1505280.919133 + Penalty 4555.465867 = -1500725.453266 nChanged 31 SP:Iteration 26Q (23564.660000 sec): 3 clusters Score: Raw -1505293.665056 + Penalty 4555.465867 = -1500738.199189 nChanged 38 SP:Iteration 27Q (23564.700000 sec): 3 clusters Score: Raw -1505307.015607 + Penalty 4555.465867 = -1500751.549740 nChanged 44 SP:Iteration 28Q (23564.730000 sec): 3 clusters Score: Raw -1505321.534669 + Penalty 4555.465867 = -1500766.068802 nChanged 29 SP:Iteration 29Q (23564.770000 sec): 3 clusters Score: Raw -1505330.666107 + Penalty 4555.465867 = -1500775.200239 nChanged 22 SP:Iteration 30Q (23564.800000 sec): 3 clusters Score: Raw -1505338.208289 + Penalty 4555.465867 = -1500782.742422 nChanged 29 SP:Iteration 31Q (23564.830000 sec): 3 clusters Score: Raw -1505348.036957 + Penalty 4555.465867 = -1500792.571090 nChanged 29 SP:Iteration 32Q (23564.870000 sec): 3 clusters Score: Raw -1505359.266502 + Penalty 4555.465867 = -1500803.800635 nChanged 33 SP:Iteration 33Q (23564.900000 sec): 3 clusters Score: Raw -1505372.600696 + Penalty 4555.465867 = -1500817.134829 nChanged 38 SP:Iteration 34Q (23564.930000 sec): 3 clusters Score: Raw -1505385.269281 + Penalty 4555.465867 = -1500829.803414 nChanged 30 SP:Iteration 35Q (23564.960000 sec): 3 clusters Score: Raw -1505393.104385 + Penalty 4555.465867 = -1500837.638518 nChanged 26 SP:Iteration 36Q (23565.000000 sec): 3 clusters Score: Raw -1505401.870233 + Penalty 4555.465867 = -1500846.404366 nChanged 25 SP:Iteration 37Q (23565.030000 sec): 3 clusters Score: Raw -1505409.941713 + Penalty 4555.465867 = -1500854.475846 nChanged 23 SP:Iteration 38Q (23565.060000 sec): 3 clusters Score: Raw -1505418.261597 + Penalty 4555.465867 = -1500862.795730 nChanged 19 SP:Iteration 39Q (23565.090000 sec): 3 clusters Score: Raw -1505424.512041 + Penalty 4555.465867 = -1500869.046174 nChanged 13 SP:Iteration 40F (23565.130000 sec): 3 clusters Score: Raw -1505428.101461 + Penalty 4555.465867 = -1500872.635594 nChanged 14 SP:Iteration 41Q (23565.160000 sec): 3 clusters Score: Raw -1505432.220925 + Penalty 4555.465867 = -1500876.755058 nChanged 11 SP:Iteration 42Q (23565.190000 sec): 3 clusters Score: Raw -1505435.658637 + Penalty 4555.465867 = -1500880.192770 nChanged 13 SP:Iteration 43Q (23565.220000 sec): 3 clusters Score: Raw -1505440.606105 + Penalty 4555.465867 = -1500885.140238 nChanged 20 SP:Iteration 44Q (23565.260000 sec): 3 clusters Score: Raw -1505447.076781 + Penalty 4555.465867 = -1500891.610914 nChanged 23 SP:Iteration 45Q (23565.280000 sec): 3 clusters Score: Raw -1505454.900781 + Penalty 4555.465867 = -1500899.434914 nChanged 31 SP:Iteration 46Q (23565.320000 sec): 3 clusters Score: Raw -1505464.829777 + Penalty 4555.465867 = -1500909.363910 nChanged 22 SP:Iteration 47Q (23565.350000 sec): 3 clusters Score: Raw -1505474.126857 + Penalty 4555.465867 = -1500918.660990 nChanged 24 SP:Iteration 48Q (23565.380000 sec): 3 clusters Score: Raw -1505482.164442 + Penalty 4555.465867 = -1500926.698575 nChanged 16 SP:Iteration 49Q (23565.410000 sec): 3 clusters Score: Raw -1505486.192252 + Penalty 4555.465867 = -1500930.726385 nChanged 11 SP:Iteration 50Q (23565.440000 sec): 3 clusters Score: Raw -1505489.192821 + Penalty 4555.465867 = -1500933.726954 nChanged 14 SP:Iteration 51Q (23565.470000 sec): 3 clusters Score: Raw -1505493.357830 + Penalty 4555.465867 = -1500937.891963 nChanged 18 SP:Iteration 52Q (23565.500000 sec): 3 clusters Score: Raw -1505500.056392 + Penalty 4555.465867 = -1500944.590525 nChanged 23 SP:Iteration 53Q (23565.530000 sec): 3 clusters Score: Raw -1505509.753430 + Penalty 4555.465867 = -1500954.287563 nChanged 28 SP:Iteration 54Q (23565.560000 sec): 3 clusters Score: Raw -1505520.844509 + Penalty 4555.465867 = -1500965.378642 nChanged 21 SP:Iteration 55Q (23565.600000 sec): 3 clusters Score: Raw -1505529.833319 + Penalty 4555.465867 = -1500974.367452 nChanged 18 SP:Iteration 56Q (23565.620000 sec): 3 clusters Score: Raw -1505535.357110 + Penalty 4555.465867 = -1500979.891243 nChanged 16 SP:Iteration 57Q (23565.660000 sec): 3 clusters Score: Raw -1505541.412395 + Penalty 4555.465867 = -1500985.946528 nChanged 24 SP:Iteration 58Q (23565.690000 sec): 3 clusters Score: Raw -1505550.597454 + Penalty 4555.465867 = -1500995.131587 nChanged 24 SP:Iteration 59Q (23565.720000 sec): 3 clusters Score: Raw -1505560.780944 + Penalty 4555.465867 = -1501005.315077 nChanged 22 SP:Iteration 60F (23565.760000 sec): 3 clusters Score: Raw -1505568.678670 + Penalty 4555.465867 = -1501013.212803 nChanged 24 SP:Iteration 61Q (23565.780000 sec): 3 clusters Score: Raw -1505577.224130 + Penalty 4555.465867 = -1501021.758263 nChanged 24 SP:Iteration 62Q (23565.820000 sec): 3 clusters Score: Raw -1505586.207205 + Penalty 4555.465867 = -1501030.741338 nChanged 22 SP:Iteration 63Q (23565.850000 sec): 3 clusters Score: Raw -1505593.737605 + Penalty 4555.465867 = -1501038.271738 nChanged 18 SP:Iteration 64Q (23565.880000 sec): 3 clusters Score: Raw -1505599.075710 + Penalty 4555.465867 = -1501043.609843 nChanged 12 SP:Iteration 65Q (23565.910000 sec): 3 clusters Score: Raw -1505601.517325 + Penalty 4555.465867 = -1501046.051458 nChanged 5 SP:Iteration 66Q (23565.940000 sec): 3 clusters Score: Raw -1505602.930353 + Penalty 4555.465867 = -1501047.464486 nChanged 4 SP:Iteration 67Q (23565.970000 sec): 3 clusters Score: Raw -1505603.732481 + Penalty 4555.465867 = -1501048.266614 nChanged 2 SP:Iteration 68Q (23566.000000 sec): 3 clusters Score: Raw -1505604.044506 + Penalty 4555.465867 = -1501048.578639 nChanged 2 SP:Iteration 69Q (23566.030000 sec): 3 clusters Score: Raw -1505604.358629 + Penalty 4555.465867 = -1501048.892762 nChanged 1 SP:Iteration 70Q (23566.060000 sec): 3 clusters Score: Raw -1505604.469201 + Penalty 4555.465867 = -1501049.003334 nChanged 0 SP:Iteration 71F (23566.090000 sec): 3 clusters Score: Raw -1505604.469201 + Penalty 4555.465867 = -1501049.003334 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 28 (15704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23566.160000 sec): 2 clusters Score: Raw -2521005.277837 + Penalty 2396.094343 = -2518609.183494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23566.220000 sec): 3 clusters Score: Raw -2512057.889387 + Penalty 4792.188685 = -2507265.700702 nChanged 6826 SP:Iteration 1F (23566.290000 sec): 3 clusters Score: Raw -2515738.133646 + Penalty 4792.188685 = -2510945.944961 nChanged 963 SP:Iteration 2F (23566.350000 sec): 3 clusters Score: Raw -2516175.812193 + Penalty 4792.188685 = -2511383.623507 nChanged 848 SP:Iteration 3F (23566.410000 sec): 3 clusters Score: Raw -2516570.788077 + Penalty 4792.188685 = -2511778.599392 nChanged 748 SP:Iteration 4Q (23566.480000 sec): 3 clusters Score: Raw -2516956.169865 + Penalty 4792.188685 = -2512163.981180 nChanged 737 SP:Iteration 5Q (23566.540000 sec): 3 clusters Score: Raw -2517319.690270 + Penalty 4792.188685 = -2512527.501585 nChanged 695 SP:Iteration 6Q (23566.600000 sec): 3 clusters Score: Raw -2517692.601084 + Penalty 4792.188685 = -2512900.412399 nChanged 708 SP:Iteration 7Q (23566.670000 sec): 3 clusters Score: Raw -2518089.387621 + Penalty 4792.188685 = -2513297.198936 nChanged 705 SP:Iteration 8Q (23566.730000 sec): 3 clusters Score: Raw -2518546.678909 + Penalty 4792.188685 = -2513754.490224 nChanged 773 SP:Iteration 9Q (23566.790000 sec): 3 clusters Score: Raw -2519073.928187 + Penalty 4792.188685 = -2514281.739502 nChanged 729 SP:Iteration 10Q (23566.850000 sec): 3 clusters Score: Raw -2519598.123019 + Penalty 4792.188685 = -2514805.934334 nChanged 720 SP:Iteration 11Q (23566.910000 sec): 3 clusters Score: Raw -2520071.299273 + Penalty 4792.188685 = -2515279.110588 nChanged 580 SP:Iteration 12Q (23566.970000 sec): 3 clusters Score: Raw -2520397.002898 + Penalty 4792.188685 = -2515604.814213 nChanged 460 SP:Iteration 13Q (23567.030000 sec): 3 clusters Score: Raw -2520634.680676 + Penalty 4792.188685 = -2515842.491991 nChanged 358 SP:Iteration 14Q (23567.090000 sec): 3 clusters Score: Raw -2520796.767890 + Penalty 4792.188685 = -2516004.579205 nChanged 286 SP:Iteration 15Q (23567.150000 sec): 3 clusters Score: Raw -2520909.208418 + Penalty 4792.188685 = -2516117.019733 nChanged 245 SP:Iteration 16Q (23567.210000 sec): 3 clusters Score: Raw -2520989.564920 + Penalty 4792.188685 = -2516197.376234 nChanged 177 SP:Iteration 17Q (23567.270000 sec): 3 clusters Score: Raw -2521043.859653 + Penalty 4792.188685 = -2516251.670968 nChanged 154 SP:Iteration 18Q (23567.330000 sec): 3 clusters Score: Raw -2521092.141664 + Penalty 4792.188685 = -2516299.952979 nChanged 161 SP:Iteration 19Q (23567.390000 sec): 3 clusters Score: Raw -2521140.568862 + Penalty 4792.188685 = -2516348.380177 nChanged 167 SP:Iteration 20F (23567.450000 sec): 3 clusters Score: Raw -2521194.486125 + Penalty 4792.188685 = -2516402.297440 nChanged 166 SP:Iteration 21Q (23567.510000 sec): 3 clusters Score: Raw -2521251.328085 + Penalty 4792.188685 = -2516459.139400 nChanged 163 SP:Iteration 22Q (23567.570000 sec): 3 clusters Score: Raw -2521306.238796 + Penalty 4792.188685 = -2516514.050111 nChanged 158 SP:Iteration 23Q (23567.620000 sec): 3 clusters Score: Raw -2521381.843731 + Penalty 4792.188685 = -2516589.655046 nChanged 193 SP:Iteration 24Q (23567.680000 sec): 3 clusters Score: Raw -2521489.061927 + Penalty 4792.188685 = -2516696.873241 nChanged 185 SP:Iteration 25Q (23567.730000 sec): 3 clusters Score: Raw -2521606.333764 + Penalty 4792.188685 = -2516814.145079 nChanged 204 SP:Iteration 26Q (23567.790000 sec): 3 clusters Score: Raw -2521731.725826 + Penalty 4792.188685 = -2516939.537141 nChanged 176 SP:Iteration 27Q (23567.850000 sec): 3 clusters Score: Raw -2521812.037861 + Penalty 4792.188685 = -2517019.849176 nChanged 140 SP:Iteration 28Q (23567.900000 sec): 3 clusters Score: Raw -2521864.137035 + Penalty 4792.188685 = -2517071.948350 nChanged 107 SP:Iteration 29Q (23567.960000 sec): 3 clusters Score: Raw -2521893.703725 + Penalty 4792.188685 = -2517101.515040 nChanged 70 SP:Iteration 30Q (23568.010000 sec): 3 clusters Score: Raw -2521910.934861 + Penalty 4792.188685 = -2517118.746176 nChanged 64 SP:Iteration 31Q (23568.070000 sec): 3 clusters Score: Raw -2521927.354781 + Penalty 4792.188685 = -2517135.166096 nChanged 58 SP:Iteration 32Q (23568.120000 sec): 3 clusters Score: Raw -2521938.716383 + Penalty 4792.188685 = -2517146.527698 nChanged 39 SP:Iteration 33Q (23568.180000 sec): 3 clusters Score: Raw -2521945.100110 + Penalty 4792.188685 = -2517152.911425 nChanged 35 SP:Iteration 34Q (23568.230000 sec): 3 clusters Score: Raw -2521950.716897 + Penalty 4792.188685 = -2517158.528212 nChanged 26 SP:Iteration 35Q (23568.290000 sec): 3 clusters Score: Raw -2521955.985475 + Penalty 4792.188685 = -2517163.796790 nChanged 28 SP:Iteration 36Q (23568.340000 sec): 3 clusters Score: Raw -2521960.685044 + Penalty 4792.188685 = -2517168.496359 nChanged 23 SP:Iteration 37Q (23568.390000 sec): 3 clusters Score: Raw -2521963.869814 + Penalty 4792.188685 = -2517171.681129 nChanged 17 SP:Iteration 38Q (23568.450000 sec): 3 clusters Score: Raw -2521965.904619 + Penalty 4792.188685 = -2517173.715934 nChanged 16 SP:Iteration 39Q (23568.500000 sec): 3 clusters Score: Raw -2521968.241136 + Penalty 4792.188685 = -2517176.052451 nChanged 10 SP:Iteration 40F (23568.560000 sec): 3 clusters Score: Raw -2521969.381568 + Penalty 4792.188685 = -2517177.192883 nChanged 7 SP:Iteration 41Q (23568.620000 sec): 3 clusters Score: Raw -2521970.347154 + Penalty 4792.188685 = -2517178.158469 nChanged 10 SP:Iteration 42Q (23568.670000 sec): 3 clusters Score: Raw -2521971.643994 + Penalty 4792.188685 = -2517179.455309 nChanged 4 SP:Iteration 43Q (23568.730000 sec): 3 clusters Score: Raw -2521972.061886 + Penalty 4792.188685 = -2517179.873201 nChanged 3 SP:Iteration 44Q (23568.780000 sec): 3 clusters Score: Raw -2521972.567345 + Penalty 4792.188685 = -2517180.378660 nChanged 5 SP:Iteration 45Q (23568.830000 sec): 3 clusters Score: Raw -2521973.025085 + Penalty 4792.188685 = -2517180.836400 nChanged 3 SP:Iteration 46Q (23568.890000 sec): 3 clusters Score: Raw -2521973.260557 + Penalty 4792.188685 = -2517181.071872 nChanged 1 SP:Iteration 47Q (23568.940000 sec): 3 clusters Score: Raw -2521973.331979 + Penalty 4792.188685 = -2517181.143294 nChanged 0 SP:Iteration 48F (23569.000000 sec): 3 clusters Score: Raw -2521973.331979 + Penalty 4792.188685 = -2517181.143294 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 29 (325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23569.020000 sec): 2 clusters Score: Raw -47831.727350 + Penalty 1434.388645 = -46397.338705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23569.020000 sec): 3 clusters Score: Raw -47949.798398 + Penalty 2868.777290 = -45081.021108 nChanged 63 SP:Iteration 1F (23569.020000 sec): 3 clusters Score: Raw -48183.133560 + Penalty 2868.777290 = -45314.356270 nChanged 14 SP:Iteration 2Q (23569.020000 sec): 3 clusters Score: Raw -48280.980090 + Penalty 2868.777290 = -45412.202799 nChanged 10 SP:Iteration 3Q (23569.020000 sec): 3 clusters Score: Raw -48318.002869 + Penalty 2868.777290 = -45449.225578 nChanged 8 SP:Iteration 4Q (23569.020000 sec): 3 clusters Score: Raw -48344.497742 + Penalty 2868.777290 = -45475.720452 nChanged 4 SP:Iteration 5Q (23569.030000 sec): 3 clusters Score: Raw -48362.778846 + Penalty 2868.777290 = -45494.001555 nChanged 4 SP:Iteration 6Q (23569.030000 sec): 3 clusters Score: Raw -48377.872055 + Penalty 2868.777290 = -45509.094764 nChanged 3 SP:Iteration 7Q (23569.030000 sec): 3 clusters Score: Raw -48391.351280 + Penalty 2868.777290 = -45522.573989 nChanged 2 SP:Iteration 8Q (23569.030000 sec): 3 clusters Score: Raw -48410.709891 + Penalty 2868.777290 = -45541.932600 nChanged 3 SP:Iteration 9Q (23569.030000 sec): 3 clusters Score: Raw -48420.641858 + Penalty 2868.777290 = -45551.864568 nChanged 0 SP:Iteration 10F (23569.030000 sec): 3 clusters Score: Raw -48420.641858 + Penalty 2868.777290 = -45551.864568 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 30 (4298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23569.050000 sec): 2 clusters Score: Raw -688046.166270 + Penalty 2074.744459 = -685971.421811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23569.070000 sec): 3 clusters Score: Raw -685988.676441 + Penalty 4149.488918 = -681839.187523 nChanged 1590 SP:Iteration 1F (23569.090000 sec): 3 clusters Score: Raw -686862.647675 + Penalty 4149.488918 = -682713.158756 nChanged 331 SP:Iteration 2F (23569.100000 sec): 3 clusters Score: Raw -687068.969904 + Penalty 4149.488918 = -682919.480986 nChanged 198 SP:Iteration 3Q (23569.120000 sec): 3 clusters Score: Raw -687178.737691 + Penalty 4149.488918 = -683029.248773 nChanged 140 SP:Iteration 4Q (23569.140000 sec): 3 clusters Score: Raw -687251.500679 + Penalty 4149.488918 = -683102.011760 nChanged 105 SP:Iteration 5Q (23569.150000 sec): 3 clusters Score: Raw -687300.895580 + Penalty 4149.488918 = -683151.406662 nChanged 99 SP:Iteration 6Q (23569.170000 sec): 3 clusters Score: Raw -687346.463824 + Penalty 4149.488918 = -683196.974905 nChanged 84 SP:Iteration 7Q (23569.190000 sec): 3 clusters Score: Raw -687389.340675 + Penalty 4149.488918 = -683239.851756 nChanged 91 SP:Iteration 8Q (23569.210000 sec): 3 clusters Score: Raw -687427.925504 + Penalty 4149.488918 = -683278.436585 nChanged 63 SP:Iteration 9Q (23569.220000 sec): 3 clusters Score: Raw -687450.863457 + Penalty 4149.488918 = -683301.374539 nChanged 55 SP:Iteration 10Q (23569.240000 sec): 3 clusters Score: Raw -687478.978043 + Penalty 4149.488918 = -683329.489124 nChanged 65 SP:Iteration 11Q (23569.260000 sec): 3 clusters Score: Raw -687509.009623 + Penalty 4149.488918 = -683359.520705 nChanged 61 SP:Iteration 12Q (23569.270000 sec): 3 clusters Score: Raw -687539.470003 + Penalty 4149.488918 = -683389.981085 nChanged 65 SP:Iteration 13Q (23569.290000 sec): 3 clusters Score: Raw -687569.830124 + Penalty 4149.488918 = -683420.341206 nChanged 75 SP:Iteration 14Q (23569.310000 sec): 3 clusters Score: Raw -687603.308250 + Penalty 4149.488918 = -683453.819331 nChanged 65 SP:Iteration 15Q (23569.330000 sec): 3 clusters Score: Raw -687635.154074 + Penalty 4149.488918 = -683485.665156 nChanged 61 SP:Iteration 16Q (23569.340000 sec): 3 clusters Score: Raw -687666.238725 + Penalty 4149.488918 = -683516.749807 nChanged 69 SP:Iteration 17Q (23569.360000 sec): 3 clusters Score: Raw -687701.296947 + Penalty 4149.488918 = -683551.808029 nChanged 75 SP:Iteration 18Q (23569.380000 sec): 3 clusters Score: Raw -687741.162945 + Penalty 4149.488918 = -683591.674027 nChanged 83 SP:Iteration 19Q (23569.400000 sec): 3 clusters Score: Raw -687782.676777 + Penalty 4149.488918 = -683633.187859 nChanged 75 SP:Iteration 20F (23569.410000 sec): 3 clusters Score: Raw -687819.483915 + Penalty 4149.488918 = -683669.994996 nChanged 59 SP:Iteration 21Q (23569.430000 sec): 3 clusters Score: Raw -687850.299766 + Penalty 4149.488918 = -683700.810848 nChanged 64 SP:Iteration 22Q (23569.450000 sec): 3 clusters Score: Raw -687884.810684 + Penalty 4149.488918 = -683735.321766 nChanged 76 SP:Iteration 23Q (23569.470000 sec): 3 clusters Score: Raw -687925.642417 + Penalty 4149.488918 = -683776.153499 nChanged 64 SP:Iteration 24Q (23569.480000 sec): 3 clusters Score: Raw -687960.882067 + Penalty 4149.488918 = -683811.393149 nChanged 55 SP:Iteration 25Q (23569.500000 sec): 3 clusters Score: Raw -687995.145875 + Penalty 4149.488918 = -683845.656957 nChanged 56 SP:Iteration 26Q (23569.510000 sec): 3 clusters Score: Raw -688029.890804 + Penalty 4149.488918 = -683880.401885 nChanged 63 SP:Iteration 27Q (23569.530000 sec): 3 clusters Score: Raw -688067.261540 + Penalty 4149.488918 = -683917.772622 nChanged 54 SP:Iteration 28Q (23569.550000 sec): 3 clusters Score: Raw -688096.106366 + Penalty 4149.488918 = -683946.617447 nChanged 39 SP:Iteration 29Q (23569.570000 sec): 3 clusters Score: Raw -688117.640736 + Penalty 4149.488918 = -683968.151818 nChanged 29 SP:Iteration 30Q (23569.580000 sec): 3 clusters Score: Raw -688133.193270 + Penalty 4149.488918 = -683983.704352 nChanged 29 SP:Iteration 31Q (23569.600000 sec): 3 clusters Score: Raw -688146.361412 + Penalty 4149.488918 = -683996.872494 nChanged 33 SP:Iteration 32Q (23569.610000 sec): 3 clusters Score: Raw -688167.965809 + Penalty 4149.488918 = -684018.476891 nChanged 36 SP:Iteration 33Q (23569.630000 sec): 3 clusters Score: Raw -688187.564414 + Penalty 4149.488918 = -684038.075496 nChanged 25 SP:Iteration 34Q (23569.650000 sec): 3 clusters Score: Raw -688200.637651 + Penalty 4149.488918 = -684051.148732 nChanged 20 SP:Iteration 35Q (23569.670000 sec): 3 clusters Score: Raw -688211.835550 + Penalty 4149.488918 = -684062.346632 nChanged 21 SP:Iteration 36Q (23569.680000 sec): 3 clusters Score: Raw -688225.406988 + Penalty 4149.488918 = -684075.918069 nChanged 31 SP:Iteration 37Q (23569.700000 sec): 3 clusters Score: Raw -688243.933936 + Penalty 4149.488918 = -684094.445018 nChanged 24 SP:Iteration 38Q (23569.710000 sec): 3 clusters Score: Raw -688260.702136 + Penalty 4149.488918 = -684111.213217 nChanged 24 SP:Iteration 39Q (23569.730000 sec): 3 clusters Score: Raw -688278.305891 + Penalty 4149.488918 = -684128.816972 nChanged 24 SP:Iteration 40F (23569.750000 sec): 3 clusters Score: Raw -688294.817209 + Penalty 4149.488918 = -684145.328291 nChanged 21 SP:Iteration 41Q (23569.760000 sec): 3 clusters Score: Raw -688305.509253 + Penalty 4149.488918 = -684156.020335 nChanged 12 SP:Iteration 42Q (23569.780000 sec): 3 clusters Score: Raw -688312.432153 + Penalty 4149.488918 = -684162.943234 nChanged 15 SP:Iteration 43Q (23569.790000 sec): 3 clusters Score: Raw -688319.824869 + Penalty 4149.488918 = -684170.335951 nChanged 11 SP:Iteration 44Q (23569.810000 sec): 3 clusters Score: Raw -688326.457250 + Penalty 4149.488918 = -684176.968332 nChanged 12 SP:Iteration 45Q (23569.830000 sec): 3 clusters Score: Raw -688333.724974 + Penalty 4149.488918 = -684184.236056 nChanged 13 SP:Iteration 46Q (23569.840000 sec): 3 clusters Score: Raw -688342.998499 + Penalty 4149.488918 = -684193.509580 nChanged 19 SP:Iteration 47Q (23569.860000 sec): 3 clusters Score: Raw -688354.679058 + Penalty 4149.488918 = -684205.190139 nChanged 15 SP:Iteration 48Q (23569.870000 sec): 3 clusters Score: Raw -688364.319495 + Penalty 4149.488918 = -684214.830576 nChanged 18 SP:Iteration 49Q (23569.890000 sec): 3 clusters Score: Raw -688379.844173 + Penalty 4149.488918 = -684230.355254 nChanged 18 SP:Iteration 50Q (23569.910000 sec): 3 clusters Score: Raw -688392.193827 + Penalty 4149.488918 = -684242.704909 nChanged 11 SP:Iteration 51Q (23569.920000 sec): 3 clusters Score: Raw -688399.482736 + Penalty 4149.488918 = -684249.993817 nChanged 10 SP:Iteration 52Q (23569.940000 sec): 3 clusters Score: Raw -688403.825676 + Penalty 4149.488918 = -684254.336758 nChanged 8 SP:Iteration 53Q (23569.950000 sec): 3 clusters Score: Raw -688408.289446 + Penalty 4149.488918 = -684258.800527 nChanged 2 SP:Iteration 54Q (23569.970000 sec): 3 clusters Score: Raw -688409.137088 + Penalty 4149.488918 = -684259.648170 nChanged 0 SP:Iteration 55F (23569.990000 sec): 3 clusters Score: Raw -688409.137088 + Penalty 4149.488918 = -684259.648170 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 31 (1837 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23570.000000 sec): 2 clusters Score: Raw -258930.317004 + Penalty 1863.940493 = -257066.376510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23570.010000 sec): 3 clusters Score: Raw -258308.304738 + Penalty 3727.880986 = -254580.423752 nChanged 596 SP:Iteration 1F (23570.010000 sec): 3 clusters Score: Raw -258870.142078 + Penalty 3727.880986 = -255142.261091 nChanged 176 SP:Iteration 2F (23570.020000 sec): 3 clusters Score: Raw -259146.346713 + Penalty 3727.880986 = -255418.465726 nChanged 138 SP:Iteration 3F (23570.030000 sec): 3 clusters Score: Raw -259362.543011 + Penalty 3727.880986 = -255634.662025 nChanged 92 SP:Iteration 4F (23570.030000 sec): 3 clusters Score: Raw -259496.558293 + Penalty 3727.880986 = -255768.677307 nChanged 89 SP:Iteration 5Q (23570.040000 sec): 3 clusters Score: Raw -259621.895649 + Penalty 3727.880986 = -255894.014662 nChanged 62 SP:Iteration 6Q (23570.050000 sec): 3 clusters Score: Raw -259703.674305 + Penalty 3727.880986 = -255975.793319 nChanged 43 SP:Iteration 7Q (23570.050000 sec): 3 clusters Score: Raw -259754.143704 + Penalty 3727.880986 = -256026.262718 nChanged 33 SP:Iteration 8Q (23570.060000 sec): 3 clusters Score: Raw -259788.154498 + Penalty 3727.880986 = -256060.273512 nChanged 26 SP:Iteration 9Q (23570.070000 sec): 3 clusters Score: Raw -259820.506101 + Penalty 3727.880986 = -256092.625114 nChanged 21 SP:Iteration 10Q (23570.070000 sec): 3 clusters Score: Raw -259848.018558 + Penalty 3727.880986 = -256120.137572 nChanged 18 SP:Iteration 11Q (23570.080000 sec): 3 clusters Score: Raw -259868.900497 + Penalty 3727.880986 = -256141.019511 nChanged 11 SP:Iteration 12Q (23570.090000 sec): 3 clusters Score: Raw -259878.999370 + Penalty 3727.880986 = -256151.118384 nChanged 10 SP:Iteration 13Q (23570.090000 sec): 3 clusters Score: Raw -259892.392623 + Penalty 3727.880986 = -256164.511637 nChanged 12 SP:Iteration 14Q (23570.100000 sec): 3 clusters Score: Raw -259901.033557 + Penalty 3727.880986 = -256173.152571 nChanged 3 SP:Iteration 15Q (23570.110000 sec): 3 clusters Score: Raw -259903.148676 + Penalty 3727.880986 = -256175.267690 nChanged 2 SP:Iteration 16Q (23570.110000 sec): 3 clusters Score: Raw -259903.776375 + Penalty 3727.880986 = -256175.895388 nChanged 0 SP:Iteration 17F (23570.120000 sec): 3 clusters Score: Raw -259903.776375 + Penalty 3727.880986 = -256175.895388 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 32 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23570.130000 sec): 2 clusters Score: Raw -77914.222771 + Penalty 1555.673498 = -76358.549273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23570.130000 sec): 3 clusters Score: Raw -77926.217579 + Penalty 3111.346995 = -74814.870584 nChanged 90 SP:Iteration 1F (23570.130000 sec): 3 clusters Score: Raw -78105.056816 + Penalty 3111.346995 = -74993.709821 nChanged 23 SP:Iteration 2Q (23570.130000 sec): 3 clusters Score: Raw -78169.638459 + Penalty 3111.346995 = -75058.291464 nChanged 16 SP:Iteration 3Q (23570.140000 sec): 3 clusters Score: Raw -78214.409203 + Penalty 3111.346995 = -75103.062208 nChanged 14 SP:Iteration 4Q (23570.140000 sec): 3 clusters Score: Raw -78246.030812 + Penalty 3111.346995 = -75134.683816 nChanged 8 SP:Iteration 5Q (23570.140000 sec): 3 clusters Score: Raw -78267.779872 + Penalty 3111.346995 = -75156.432877 nChanged 7 SP:Iteration 6Q (23570.140000 sec): 3 clusters Score: Raw -78282.457541 + Penalty 3111.346995 = -75171.110546 nChanged 6 SP:Iteration 7Q (23570.150000 sec): 3 clusters Score: Raw -78296.263676 + Penalty 3111.346995 = -75184.916681 nChanged 7 SP:Iteration 8Q (23570.150000 sec): 3 clusters Score: Raw -78319.191289 + Penalty 3111.346995 = -75207.844294 nChanged 6 SP:Iteration 9Q (23570.150000 sec): 3 clusters Score: Raw -78341.390953 + Penalty 3111.346995 = -75230.043958 nChanged 6 SP:Iteration 10Q (23570.150000 sec): 3 clusters Score: Raw -78366.118915 + Penalty 3111.346995 = -75254.771920 nChanged 6 SP:Iteration 11Q (23570.150000 sec): 3 clusters Score: Raw -78410.173473 + Penalty 3111.346995 = -75298.826478 nChanged 8 SP:Iteration 12Q (23570.150000 sec): 3 clusters Score: Raw -78468.329280 + Penalty 3111.346995 = -75356.982284 nChanged 4 SP:Iteration 13Q (23570.160000 sec): 3 clusters Score: Raw -78476.879940 + Penalty 3111.346995 = -75365.532945 nChanged 3 SP:Iteration 14Q (23570.160000 sec): 3 clusters Score: Raw -78489.165027 + Penalty 3111.346995 = -75377.818032 nChanged 2 SP:Iteration 15Q (23570.160000 sec): 3 clusters Score: Raw -78492.921778 + Penalty 3111.346995 = -75381.574783 nChanged 1 SP:Iteration 16Q (23570.160000 sec): 3 clusters Score: Raw -78498.587328 + Penalty 3111.346995 = -75387.240333 nChanged 3 SP:Iteration 17Q (23570.170000 sec): 3 clusters Score: Raw -78506.428144 + Penalty 3111.346995 = -75395.081149 nChanged 2 SP:Iteration 18Q (23570.170000 sec): 3 clusters Score: Raw -78513.766093 + Penalty 3111.346995 = -75402.419098 nChanged 4 SP:Iteration 19Q (23570.170000 sec): 3 clusters Score: Raw -78521.385795 + Penalty 3111.346995 = -75410.038800 nChanged 5 SP:Iteration 20F (23570.170000 sec): 3 clusters Score: Raw -78529.682242 + Penalty 3111.346995 = -75418.335246 nChanged 3 SP:Iteration 21Q (23570.170000 sec): 3 clusters Score: Raw -78536.647280 + Penalty 3111.346995 = -75425.300284 nChanged 1 SP:Iteration 22Q (23570.170000 sec): 3 clusters Score: Raw -78538.441091 + Penalty 3111.346995 = -75427.094096 nChanged 2 SP:Iteration 23Q (23570.170000 sec): 3 clusters Score: Raw -78541.990588 + Penalty 3111.346995 = -75430.643593 nChanged 0 SP:Iteration 24F (23570.180000 sec): 3 clusters Score: Raw -78541.990588 + Penalty 3111.346995 = -75430.643593 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 33 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23570.180000 sec): 2 clusters Score: Raw -38037.572956 + Penalty 1376.170869 = -36661.402087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23570.190000 sec): 3 clusters Score: Raw -38240.524560 + Penalty 2752.341738 = -35488.182822 nChanged 30 SP:Iteration 1F (23570.190000 sec): 3 clusters Score: Raw -38341.193980 + Penalty 2752.341738 = -35588.852242 nChanged 4 SP:Iteration 2Q (23570.190000 sec): 3 clusters Score: Raw -38353.293510 + Penalty 2752.341738 = -35600.951771 nChanged 1 SP:Iteration 3Q (23570.190000 sec): 3 clusters Score: Raw -38355.805072 + Penalty 2752.341738 = -35603.463334 nChanged 1 SP:Iteration 4Q (23570.190000 sec): 3 clusters Score: Raw -38356.891695 + Penalty 2752.341738 = -35604.549957 nChanged 1 SP:Iteration 5Q (23570.190000 sec): 3 clusters Score: Raw -38357.703121 + Penalty 2752.341738 = -35605.361383 nChanged 0 SP:Iteration 6F (23570.190000 sec): 3 clusters Score: Raw -38357.703121 + Penalty 2752.341738 = -35605.361383 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 34 (3585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23570.210000 sec): 2 clusters Score: Raw -555031.490967 + Penalty 2029.759411 = -553001.731556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23570.220000 sec): 3 clusters Score: Raw -553389.944926 + Penalty 4059.518822 = -549330.426104 nChanged 1295 SP:Iteration 1F (23570.240000 sec): 3 clusters Score: Raw -554199.827335 + Penalty 4059.518822 = -550140.308514 nChanged 287 SP:Iteration 2F (23570.250000 sec): 3 clusters Score: Raw -554415.518836 + Penalty 4059.518822 = -550356.000015 nChanged 218 SP:Iteration 3F (23570.270000 sec): 3 clusters Score: Raw -554583.751393 + Penalty 4059.518822 = -550524.232572 nChanged 175 SP:Iteration 4Q (23570.280000 sec): 3 clusters Score: Raw -554708.277256 + Penalty 4059.518822 = -550648.758435 nChanged 130 SP:Iteration 5Q (23570.290000 sec): 3 clusters Score: Raw -554795.678435 + Penalty 4059.518822 = -550736.159613 nChanged 109 SP:Iteration 6Q (23570.310000 sec): 3 clusters Score: Raw -554875.207079 + Penalty 4059.518822 = -550815.688257 nChanged 103 SP:Iteration 7Q (23570.320000 sec): 3 clusters Score: Raw -554936.943813 + Penalty 4059.518822 = -550877.424992 nChanged 74 SP:Iteration 8Q (23570.330000 sec): 3 clusters Score: Raw -554991.381905 + Penalty 4059.518822 = -550931.863084 nChanged 77 SP:Iteration 9Q (23570.350000 sec): 3 clusters Score: Raw -555044.934717 + Penalty 4059.518822 = -550985.415896 nChanged 81 SP:Iteration 10Q (23570.360000 sec): 3 clusters Score: Raw -555094.104492 + Penalty 4059.518822 = -551034.585671 nChanged 68 SP:Iteration 11Q (23570.380000 sec): 3 clusters Score: Raw -555143.212177 + Penalty 4059.518822 = -551083.693355 nChanged 70 SP:Iteration 12Q (23570.390000 sec): 3 clusters Score: Raw -555186.958434 + Penalty 4059.518822 = -551127.439612 nChanged 60 SP:Iteration 13Q (23570.410000 sec): 3 clusters Score: Raw -555232.468000 + Penalty 4059.518822 = -551172.949179 nChanged 67 SP:Iteration 14Q (23570.420000 sec): 3 clusters Score: Raw -555291.146367 + Penalty 4059.518822 = -551231.627546 nChanged 61 SP:Iteration 15Q (23570.430000 sec): 3 clusters Score: Raw -555348.172080 + Penalty 4059.518822 = -551288.653258 nChanged 65 SP:Iteration 16Q (23570.450000 sec): 3 clusters Score: Raw -555413.499560 + Penalty 4059.518822 = -551353.980739 nChanged 72 SP:Iteration 17Q (23570.460000 sec): 3 clusters Score: Raw -555485.369075 + Penalty 4059.518822 = -551425.850254 nChanged 63 SP:Iteration 18Q (23570.470000 sec): 3 clusters Score: Raw -555542.855132 + Penalty 4059.518822 = -551483.336310 nChanged 67 SP:Iteration 19Q (23570.490000 sec): 3 clusters Score: Raw -555606.176521 + Penalty 4059.518822 = -551546.657700 nChanged 78 SP:Iteration 20F (23570.500000 sec): 3 clusters Score: Raw -555672.373064 + Penalty 4059.518822 = -551612.854242 nChanged 64 SP:Iteration 21Q (23570.510000 sec): 3 clusters Score: Raw -555714.577592 + Penalty 4059.518822 = -551655.058771 nChanged 46 SP:Iteration 22Q (23570.530000 sec): 3 clusters Score: Raw -555741.585983 + Penalty 4059.518822 = -551682.067162 nChanged 39 SP:Iteration 23Q (23570.540000 sec): 3 clusters Score: Raw -555771.777040 + Penalty 4059.518822 = -551712.258219 nChanged 37 SP:Iteration 24Q (23570.550000 sec): 3 clusters Score: Raw -555799.756409 + Penalty 4059.518822 = -551740.237587 nChanged 32 SP:Iteration 25Q (23570.570000 sec): 3 clusters Score: Raw -555821.325458 + Penalty 4059.518822 = -551761.806637 nChanged 27 SP:Iteration 26Q (23570.580000 sec): 3 clusters Score: Raw -555840.962111 + Penalty 4059.518822 = -551781.443289 nChanged 22 SP:Iteration 27Q (23570.590000 sec): 3 clusters Score: Raw -555855.393151 + Penalty 4059.518822 = -551795.874329 nChanged 20 SP:Iteration 28Q (23570.600000 sec): 3 clusters Score: Raw -555867.250884 + Penalty 4059.518822 = -551807.732062 nChanged 13 SP:Iteration 29Q (23570.620000 sec): 3 clusters Score: Raw -555874.253633 + Penalty 4059.518822 = -551814.734812 nChanged 6 SP:Iteration 30Q (23570.630000 sec): 3 clusters Score: Raw -555876.970811 + Penalty 4059.518822 = -551817.451989 nChanged 4 SP:Iteration 31Q (23570.640000 sec): 3 clusters Score: Raw -555878.970298 + Penalty 4059.518822 = -551819.451477 nChanged 2 SP:Iteration 32Q (23570.650000 sec): 3 clusters Score: Raw -555880.413351 + Penalty 4059.518822 = -551820.894529 nChanged 5 SP:Iteration 33Q (23570.670000 sec): 3 clusters Score: Raw -555882.946251 + Penalty 4059.518822 = -551823.427430 nChanged 7 SP:Iteration 34Q (23570.680000 sec): 3 clusters Score: Raw -555887.722283 + Penalty 4059.518822 = -551828.203462 nChanged 8 SP:Iteration 35Q (23570.690000 sec): 3 clusters Score: Raw -555890.646524 + Penalty 4059.518822 = -551831.127702 nChanged 0 SP:Iteration 36F (23570.710000 sec): 3 clusters Score: Raw -555890.646524 + Penalty 4059.518822 = -551831.127702 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 35 (4013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23570.730000 sec): 2 clusters Score: Raw -627749.560604 + Penalty 2057.729004 = -625691.831600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23570.740000 sec): 3 clusters Score: Raw -625928.439956 + Penalty 4115.458008 = -621812.981949 nChanged 1507 SP:Iteration 1F (23570.760000 sec): 3 clusters Score: Raw -627022.692984 + Penalty 4115.458008 = -622907.234976 nChanged 354 SP:Iteration 2F (23570.770000 sec): 3 clusters Score: Raw -627489.977650 + Penalty 4115.458008 = -623374.519643 nChanged 285 SP:Iteration 3F (23570.790000 sec): 3 clusters Score: Raw -627762.693015 + Penalty 4115.458008 = -623647.235007 nChanged 241 SP:Iteration 4F (23570.810000 sec): 3 clusters Score: Raw -627931.153958 + Penalty 4115.458008 = -623815.695950 nChanged 195 SP:Iteration 5Q (23570.820000 sec): 3 clusters Score: Raw -628088.042990 + Penalty 4115.458008 = -623972.584982 nChanged 191 SP:Iteration 6Q (23570.830000 sec): 3 clusters Score: Raw -628252.834060 + Penalty 4115.458008 = -624137.376052 nChanged 174 SP:Iteration 7Q (23570.850000 sec): 3 clusters Score: Raw -628397.719285 + Penalty 4115.458008 = -624282.261277 nChanged 138 SP:Iteration 8Q (23570.870000 sec): 3 clusters Score: Raw -628504.716023 + Penalty 4115.458008 = -624389.258015 nChanged 112 SP:Iteration 9Q (23570.890000 sec): 3 clusters Score: Raw -628594.962831 + Penalty 4115.458008 = -624479.504824 nChanged 94 SP:Iteration 10Q (23570.900000 sec): 3 clusters Score: Raw -628670.120707 + Penalty 4115.458008 = -624554.662699 nChanged 81 SP:Iteration 11Q (23570.920000 sec): 3 clusters Score: Raw -628741.504672 + Penalty 4115.458008 = -624626.046665 nChanged 61 SP:Iteration 12Q (23570.930000 sec): 3 clusters Score: Raw -628787.707493 + Penalty 4115.458008 = -624672.249486 nChanged 48 SP:Iteration 13Q (23570.950000 sec): 3 clusters Score: Raw -628831.688273 + Penalty 4115.458008 = -624716.230265 nChanged 27 SP:Iteration 14Q (23570.960000 sec): 3 clusters Score: Raw -628860.593364 + Penalty 4115.458008 = -624745.135357 nChanged 26 SP:Iteration 15Q (23570.980000 sec): 3 clusters Score: Raw -628881.046941 + Penalty 4115.458008 = -624765.588934 nChanged 15 SP:Iteration 16Q (23570.990000 sec): 3 clusters Score: Raw -628892.544297 + Penalty 4115.458008 = -624777.086290 nChanged 15 SP:Iteration 17Q (23571.010000 sec): 3 clusters Score: Raw -628903.802468 + Penalty 4115.458008 = -624788.344460 nChanged 12 SP:Iteration 18Q (23571.020000 sec): 3 clusters Score: Raw -628910.996325 + Penalty 4115.458008 = -624795.538317 nChanged 5 SP:Iteration 19Q (23571.030000 sec): 3 clusters Score: Raw -628916.447275 + Penalty 4115.458008 = -624800.989267 nChanged 9 SP:Iteration 20F (23571.050000 sec): 3 clusters Score: Raw -628925.080106 + Penalty 4115.458008 = -624809.622098 nChanged 9 SP:Iteration 21Q (23571.070000 sec): 3 clusters Score: Raw -628932.124451 + Penalty 4115.458008 = -624816.666444 nChanged 2 SP:Iteration 22Q (23571.080000 sec): 3 clusters Score: Raw -628933.479263 + Penalty 4115.458008 = -624818.021255 nChanged 1 SP:Iteration 23Q (23571.090000 sec): 3 clusters Score: Raw -628934.738139 + Penalty 4115.458008 = -624819.280131 nChanged 2 SP:Iteration 24Q (23571.110000 sec): 3 clusters Score: Raw -628936.143722 + Penalty 4115.458008 = -624820.685714 nChanged 2 SP:Iteration 25Q (23571.120000 sec): 3 clusters Score: Raw -628937.842945 + Penalty 4115.458008 = -624822.384938 nChanged 2 SP:Iteration 26Q (23571.140000 sec): 3 clusters Score: Raw -628940.238395 + Penalty 4115.458008 = -624824.780388 nChanged 1 SP:Iteration 27Q (23571.150000 sec): 3 clusters Score: Raw -628940.482450 + Penalty 4115.458008 = -624825.024442 nChanged 1 SP:Iteration 28Q (23571.170000 sec): 3 clusters Score: Raw -628940.747590 + Penalty 4115.458008 = -624825.289582 nChanged 0 SP:Iteration 29F (23571.180000 sec): 3 clusters Score: Raw -628940.747590 + Penalty 4115.458008 = -624825.289582 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 36 (37726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23571.340000 sec): 2 clusters Score: Raw -6338391.329962 + Penalty 2613.449988 = -6335777.879974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23571.490000 sec): 3 clusters Score: Raw -6315312.048870 + Penalty 5226.899976 = -6310085.148894 nChanged 17255 SP:Iteration 1F (23571.650000 sec): 3 clusters Score: Raw -6324727.930165 + Penalty 5226.899976 = -6319501.030189 nChanged 1429 SP:Iteration 2Q (23571.800000 sec): 3 clusters Score: Raw -6325108.271690 + Penalty 5226.899976 = -6319881.371714 nChanged 1322 SP:Iteration 3Q (23571.960000 sec): 3 clusters Score: Raw -6325473.591005 + Penalty 5226.899976 = -6320246.691029 nChanged 1307 SP:Iteration 4Q (23572.110000 sec): 3 clusters Score: Raw -6325873.010964 + Penalty 5226.899976 = -6320646.110988 nChanged 1383 SP:Iteration 5Q (23572.270000 sec): 3 clusters Score: Raw -6326387.055518 + Penalty 5226.899976 = -6321160.155542 nChanged 1638 SP:Iteration 6Q (23572.430000 sec): 3 clusters Score: Raw -6327143.114399 + Penalty 5226.899976 = -6321916.214422 nChanged 2026 SP:Iteration 7F (23572.580000 sec): 3 clusters Score: Raw -6328309.816904 + Penalty 5226.899976 = -6323082.916928 nChanged 2509 SP:Iteration 8F (23572.740000 sec): 3 clusters Score: Raw -6330075.642375 + Penalty 5226.899976 = -6324848.742398 nChanged 2930 SP:Iteration 9F (23572.890000 sec): 3 clusters Score: Raw -6332580.299838 + Penalty 5226.899976 = -6327353.399862 nChanged 2775 SP:Iteration 10F (23573.040000 sec): 3 clusters Score: Raw -6335281.416013 + Penalty 5226.899976 = -6330054.516037 nChanged 1932 SP:Iteration 11F (23573.190000 sec): 3 clusters Score: Raw -6337209.003650 + Penalty 5226.899976 = -6331982.103673 nChanged 894 SP:Iteration 12Q (23573.320000 sec): 3 clusters Score: Raw -6338098.271814 + Penalty 5226.899976 = -6332871.371838 nChanged 270 SP:Iteration 13Q (23573.440000 sec): 3 clusters Score: Raw -6338423.878268 + Penalty 5226.899976 = -6333196.978291 nChanged 83 SP:Iteration 14Q (23573.550000 sec): 3 clusters Score: Raw -6338555.464896 + Penalty 5226.899976 = -6333328.564920 nChanged 38 SP:Iteration 15Q (23573.650000 sec): 3 clusters Score: Raw -6338625.882539 + Penalty 5226.899976 = -6333398.982563 nChanged 16 SP:Iteration 16Q (23573.760000 sec): 3 clusters Score: Raw -6338659.387830 + Penalty 5226.899976 = -6333432.487853 nChanged 7 SP:Iteration 17Q (23573.870000 sec): 3 clusters Score: Raw -6338674.872295 + Penalty 5226.899976 = -6333447.972318 nChanged 2 SP:Iteration 18Q (23573.970000 sec): 3 clusters Score: Raw -6338678.365304 + Penalty 5226.899976 = -6333451.465327 nChanged 1 SP:Iteration 19Q (23574.080000 sec): 3 clusters Score: Raw -6338679.055477 + Penalty 5226.899976 = -6333452.155501 nChanged 0 SP:Iteration 20F (23574.230000 sec): 3 clusters Score: Raw -6338679.055477 + Penalty 5226.899976 = -6333452.155501 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 37 (4427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23574.270000 sec): 2 clusters Score: Raw -691122.272141 + Penalty 2082.078403 = -689040.193738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23574.290000 sec): 3 clusters Score: Raw -688964.767813 + Penalty 4164.156807 = -684800.611006 nChanged 1700 SP:Iteration 1F (23574.300000 sec): 3 clusters Score: Raw -689934.524258 + Penalty 4164.156807 = -685770.367451 nChanged 385 SP:Iteration 2F (23574.320000 sec): 3 clusters Score: Raw -690208.281336 + Penalty 4164.156807 = -686044.124529 nChanged 316 SP:Iteration 3F (23574.340000 sec): 3 clusters Score: Raw -690506.380593 + Penalty 4164.156807 = -686342.223787 nChanged 299 SP:Iteration 4F (23574.350000 sec): 3 clusters Score: Raw -690789.924690 + Penalty 4164.156807 = -686625.767883 nChanged 273 SP:Iteration 5F (23574.370000 sec): 3 clusters Score: Raw -691056.753381 + Penalty 4164.156807 = -686892.596575 nChanged 249 SP:Iteration 6F (23574.390000 sec): 3 clusters Score: Raw -691283.122172 + Penalty 4164.156807 = -687118.965365 nChanged 211 SP:Iteration 7Q (23574.410000 sec): 3 clusters Score: Raw -691461.488763 + Penalty 4164.156807 = -687297.331957 nChanged 162 SP:Iteration 8Q (23574.430000 sec): 3 clusters Score: Raw -691578.501792 + Penalty 4164.156807 = -687414.344986 nChanged 108 SP:Iteration 9Q (23574.440000 sec): 3 clusters Score: Raw -691637.815068 + Penalty 4164.156807 = -687473.658261 nChanged 83 SP:Iteration 10Q (23574.460000 sec): 3 clusters Score: Raw -691682.426665 + Penalty 4164.156807 = -687518.269859 nChanged 57 SP:Iteration 11Q (23574.470000 sec): 3 clusters Score: Raw -691711.062660 + Penalty 4164.156807 = -687546.905853 nChanged 39 SP:Iteration 12Q (23574.490000 sec): 3 clusters Score: Raw -691728.098252 + Penalty 4164.156807 = -687563.941445 nChanged 24 SP:Iteration 13Q (23574.510000 sec): 3 clusters Score: Raw -691736.797199 + Penalty 4164.156807 = -687572.640392 nChanged 21 SP:Iteration 14Q (23574.530000 sec): 3 clusters Score: Raw -691744.350609 + Penalty 4164.156807 = -687580.193803 nChanged 23 SP:Iteration 15Q (23574.540000 sec): 3 clusters Score: Raw -691753.212904 + Penalty 4164.156807 = -687589.056097 nChanged 17 SP:Iteration 16Q (23574.560000 sec): 3 clusters Score: Raw -691758.226350 + Penalty 4164.156807 = -687594.069543 nChanged 11 SP:Iteration 17Q (23574.580000 sec): 3 clusters Score: Raw -691761.429864 + Penalty 4164.156807 = -687597.273057 nChanged 6 SP:Iteration 18Q (23574.590000 sec): 3 clusters Score: Raw -691763.123395 + Penalty 4164.156807 = -687598.966589 nChanged 5 SP:Iteration 19Q (23574.610000 sec): 3 clusters Score: Raw -691764.419552 + Penalty 4164.156807 = -687600.262745 nChanged 2 SP:Iteration 20F (23574.630000 sec): 3 clusters Score: Raw -691764.994744 + Penalty 4164.156807 = -687600.837938 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 38 (3415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23574.650000 sec): 2 clusters Score: Raw -515324.903681 + Penalty 2017.711327 = -513307.192353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23574.660000 sec): 3 clusters Score: Raw -513790.964795 + Penalty 4035.422655 = -509755.542141 nChanged 1247 SP:Iteration 1F (23574.670000 sec): 3 clusters Score: Raw -514613.261392 + Penalty 4035.422655 = -510577.838737 nChanged 273 SP:Iteration 2F (23574.690000 sec): 3 clusters Score: Raw -514846.790401 + Penalty 4035.422655 = -510811.367746 nChanged 201 SP:Iteration 3F (23574.700000 sec): 3 clusters Score: Raw -515040.568820 + Penalty 4035.422655 = -511005.146166 nChanged 184 SP:Iteration 4F (23574.710000 sec): 3 clusters Score: Raw -515244.662198 + Penalty 4035.422655 = -511209.239543 nChanged 173 SP:Iteration 5F (23574.730000 sec): 3 clusters Score: Raw -515453.849345 + Penalty 4035.422655 = -511418.426690 nChanged 172 SP:Iteration 6F (23574.740000 sec): 3 clusters Score: Raw -515706.115680 + Penalty 4035.422655 = -511670.693025 nChanged 214 SP:Iteration 7F (23574.750000 sec): 3 clusters Score: Raw -516061.223770 + Penalty 4035.422655 = -512025.801116 nChanged 198 SP:Iteration 8F (23574.770000 sec): 3 clusters Score: Raw -516426.415490 + Penalty 4035.422655 = -512390.992836 nChanged 128 SP:Iteration 9Q (23574.780000 sec): 3 clusters Score: Raw -516612.352925 + Penalty 4035.422655 = -512576.930270 nChanged 89 SP:Iteration 10Q (23574.790000 sec): 3 clusters Score: Raw -516692.014521 + Penalty 4035.422655 = -512656.591866 nChanged 53 SP:Iteration 11Q (23574.810000 sec): 3 clusters Score: Raw -516739.363827 + Penalty 4035.422655 = -512703.941172 nChanged 54 SP:Iteration 12Q (23574.820000 sec): 3 clusters Score: Raw -516783.046962 + Penalty 4035.422655 = -512747.624307 nChanged 34 SP:Iteration 13Q (23574.830000 sec): 3 clusters Score: Raw -516806.151682 + Penalty 4035.422655 = -512770.729027 nChanged 22 SP:Iteration 14Q (23574.840000 sec): 3 clusters Score: Raw -516815.247811 + Penalty 4035.422655 = -512779.825156 nChanged 15 SP:Iteration 15Q (23574.850000 sec): 3 clusters Score: Raw -516821.968982 + Penalty 4035.422655 = -512786.546327 nChanged 12 SP:Iteration 16Q (23574.870000 sec): 3 clusters Score: Raw -516827.552518 + Penalty 4035.422655 = -512792.129863 nChanged 7 SP:Iteration 17Q (23574.870000 sec): 3 clusters Score: Raw -516832.722930 + Penalty 4035.422655 = -512797.300275 nChanged 11 SP:Iteration 18Q (23574.890000 sec): 3 clusters Score: Raw -516837.808031 + Penalty 4035.422655 = -512802.385376 nChanged 8 SP:Iteration 19Q (23574.900000 sec): 3 clusters Score: Raw -516841.990209 + Penalty 4035.422655 = -512806.567554 nChanged 6 SP:Iteration 20F (23574.910000 sec): 3 clusters Score: Raw -516844.473878 + Penalty 4035.422655 = -512809.051223 nChanged 5 SP:Iteration 21Q (23574.930000 sec): 3 clusters Score: Raw -516846.830493 + Penalty 4035.422655 = -512811.407839 nChanged 7 SP:Iteration 22Q (23574.930000 sec): 3 clusters Score: Raw -516851.186007 + Penalty 4035.422655 = -512815.763352 nChanged 8 SP:Iteration 23Q (23574.950000 sec): 3 clusters Score: Raw -516856.445407 + Penalty 4035.422655 = -512821.022752 nChanged 7 SP:Iteration 24Q (23574.960000 sec): 3 clusters Score: Raw -516860.591180 + Penalty 4035.422655 = -512825.168526 nChanged 5 SP:Iteration 25Q (23574.970000 sec): 3 clusters Score: Raw -516862.919360 + Penalty 4035.422655 = -512827.496705 nChanged 1 SP:Iteration 26Q (23574.980000 sec): 3 clusters Score: Raw -516863.164891 + Penalty 4035.422655 = -512827.742236 nChanged 1 SP:Iteration 27Q (23574.990000 sec): 3 clusters Score: Raw -516864.001174 + Penalty 4035.422655 = -512828.578519 nChanged 0 SP:Iteration 28F (23575.010000 sec): 3 clusters Score: Raw -516864.001174 + Penalty 4035.422655 = -512828.578519 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 39 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23575.010000 sec): 2 clusters Score: Raw -61114.396099 + Penalty 1460.441734 = -59653.954365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23575.020000 sec): 3 clusters Score: Raw -61295.666173 + Penalty 2920.883467 = -58374.782706 nChanged 72 SP:Iteration 1F (23575.020000 sec): 3 clusters Score: Raw -61487.455461 + Penalty 2920.883467 = -58566.571993 nChanged 17 SP:Iteration 2Q (23575.020000 sec): 3 clusters Score: Raw -61522.842047 + Penalty 2920.883467 = -58601.958580 nChanged 4 SP:Iteration 3Q (23575.020000 sec): 3 clusters Score: Raw -61532.627058 + Penalty 2920.883467 = -58611.743590 nChanged 2 SP:Iteration 4Q (23575.020000 sec): 3 clusters Score: Raw -61533.367594 + Penalty 2920.883467 = -58612.484127 nChanged 1 SP:Iteration 5Q (23575.020000 sec): 3 clusters Score: Raw -61537.162134 + Penalty 2920.883467 = -58616.278667 nChanged 2 SP:Iteration 6Q (23575.030000 sec): 3 clusters Score: Raw -61542.147086 + Penalty 2920.883467 = -58621.263619 nChanged 1 SP:Iteration 7Q (23575.030000 sec): 3 clusters Score: Raw -61542.613785 + Penalty 2920.883467 = -58621.730318 nChanged 0 SP:Iteration 8F (23575.030000 sec): 3 clusters Score: Raw -61542.613785 + Penalty 2920.883467 = -58621.730318 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 40 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23575.030000 sec): 2 clusters Score: Raw -21300.539213 + Penalty 1285.082320 = -20015.456893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23575.030000 sec): 3 clusters Score: Raw -21589.264796 + Penalty 2570.164641 = -19019.100155 nChanged 23 SP:Iteration 1F (23575.030000 sec): 3 clusters Score: Raw -21850.621963 + Penalty 2570.164641 = -19280.457322 nChanged 12 SP:Iteration 2F (23575.030000 sec): 3 clusters Score: Raw -21939.060668 + Penalty 2570.164641 = -19368.896028 nChanged 4 SP:Iteration 3Q (23575.030000 sec): 3 clusters Score: Raw -21981.280276 + Penalty 2570.164641 = -19411.115636 nChanged 2 SP:Iteration 4Q (23575.040000 sec): 3 clusters Score: Raw -22044.705246 + Penalty 2570.164641 = -19474.540605 nChanged 3 SP:Iteration 5Q (23575.040000 sec): 3 clusters Score: Raw -22082.543023 + Penalty 2570.164641 = -19512.378382 nChanged 0 SP:Iteration 6F (23575.040000 sec): 3 clusters Score: Raw -22082.543023 + Penalty 2570.164641 = -19512.378382 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 41 (8924 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23575.080000 sec): 2 clusters Score: Raw -1440478.979846 + Penalty 2255.931890 = -1438223.047956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23575.110000 sec): 3 clusters Score: Raw -1435754.641850 + Penalty 4511.863780 = -1431242.778071 nChanged 3664 SP:Iteration 1F (23575.150000 sec): 3 clusters Score: Raw -1437659.505285 + Penalty 4511.863780 = -1433147.641505 nChanged 551 SP:Iteration 2F (23575.190000 sec): 3 clusters Score: Raw -1437907.912198 + Penalty 4511.863780 = -1433396.048419 nChanged 454 SP:Iteration 3F (23575.220000 sec): 3 clusters Score: Raw -1438109.775344 + Penalty 4511.863780 = -1433597.911565 nChanged 418 SP:Iteration 4Q (23575.250000 sec): 3 clusters Score: Raw -1438318.319030 + Penalty 4511.863780 = -1433806.455250 nChanged 398 SP:Iteration 5Q (23575.290000 sec): 3 clusters Score: Raw -1438532.517294 + Penalty 4511.863780 = -1434020.653514 nChanged 382 SP:Iteration 6Q (23575.330000 sec): 3 clusters Score: Raw -1438755.253818 + Penalty 4511.863780 = -1434243.390038 nChanged 398 SP:Iteration 7Q (23575.360000 sec): 3 clusters Score: Raw -1439000.796845 + Penalty 4511.863780 = -1434488.933065 nChanged 405 SP:Iteration 8Q (23575.400000 sec): 3 clusters Score: Raw -1439271.283489 + Penalty 4511.863780 = -1434759.419710 nChanged 420 SP:Iteration 9Q (23575.430000 sec): 3 clusters Score: Raw -1439561.591243 + Penalty 4511.863780 = -1435049.727464 nChanged 391 SP:Iteration 10Q (23575.470000 sec): 3 clusters Score: Raw -1439847.180425 + Penalty 4511.863780 = -1435335.316646 nChanged 344 SP:Iteration 11Q (23575.510000 sec): 3 clusters Score: Raw -1440080.304351 + Penalty 4511.863780 = -1435568.440571 nChanged 288 SP:Iteration 12Q (23575.540000 sec): 3 clusters Score: Raw -1440269.233158 + Penalty 4511.863780 = -1435757.369379 nChanged 221 SP:Iteration 13Q (23575.570000 sec): 3 clusters Score: Raw -1440409.073699 + Penalty 4511.863780 = -1435897.209919 nChanged 161 SP:Iteration 14Q (23575.610000 sec): 3 clusters Score: Raw -1440505.563902 + Penalty 4511.863780 = -1435993.700123 nChanged 121 SP:Iteration 15Q (23575.640000 sec): 3 clusters Score: Raw -1440576.501419 + Penalty 4511.863780 = -1436064.637639 nChanged 98 SP:Iteration 16Q (23575.670000 sec): 3 clusters Score: Raw -1440632.636022 + Penalty 4511.863780 = -1436120.772242 nChanged 77 SP:Iteration 17Q (23575.710000 sec): 3 clusters Score: Raw -1440671.789226 + Penalty 4511.863780 = -1436159.925446 nChanged 49 SP:Iteration 18Q (23575.740000 sec): 3 clusters Score: Raw -1440693.494986 + Penalty 4511.863780 = -1436181.631207 nChanged 46 SP:Iteration 19Q (23575.770000 sec): 3 clusters Score: Raw -1440715.342243 + Penalty 4511.863780 = -1436203.478463 nChanged 35 SP:Iteration 20F (23575.810000 sec): 3 clusters Score: Raw -1440734.263110 + Penalty 4511.863780 = -1436222.399330 nChanged 30 SP:Iteration 21Q (23575.840000 sec): 3 clusters Score: Raw -1440750.769347 + Penalty 4511.863780 = -1436238.905567 nChanged 28 SP:Iteration 22Q (23575.870000 sec): 3 clusters Score: Raw -1440764.576575 + Penalty 4511.863780 = -1436252.712796 nChanged 23 SP:Iteration 23Q (23575.900000 sec): 3 clusters Score: Raw -1440777.527194 + Penalty 4511.863780 = -1436265.663415 nChanged 25 SP:Iteration 24Q (23575.930000 sec): 3 clusters Score: Raw -1440788.817991 + Penalty 4511.863780 = -1436276.954211 nChanged 19 SP:Iteration 25Q (23575.970000 sec): 3 clusters Score: Raw -1440796.673688 + Penalty 4511.863780 = -1436284.809908 nChanged 18 SP:Iteration 26Q (23576.000000 sec): 3 clusters Score: Raw -1440806.044492 + Penalty 4511.863780 = -1436294.180712 nChanged 15 SP:Iteration 27Q (23576.030000 sec): 3 clusters Score: Raw -1440814.385767 + Penalty 4511.863780 = -1436302.521988 nChanged 15 SP:Iteration 28Q (23576.060000 sec): 3 clusters Score: Raw -1440822.986067 + Penalty 4511.863780 = -1436311.122287 nChanged 17 SP:Iteration 29Q (23576.090000 sec): 3 clusters Score: Raw -1440834.516406 + Penalty 4511.863780 = -1436322.652627 nChanged 18 SP:Iteration 30Q (23576.130000 sec): 3 clusters Score: Raw -1440845.822279 + Penalty 4511.863780 = -1436333.958500 nChanged 23 SP:Iteration 31Q (23576.160000 sec): 3 clusters Score: Raw -1440862.061302 + Penalty 4511.863780 = -1436350.197522 nChanged 20 SP:Iteration 32Q (23576.190000 sec): 3 clusters Score: Raw -1440876.378900 + Penalty 4511.863780 = -1436364.515120 nChanged 13 SP:Iteration 33Q (23576.220000 sec): 3 clusters Score: Raw -1440884.065872 + Penalty 4511.863780 = -1436372.202092 nChanged 12 SP:Iteration 34Q (23576.250000 sec): 3 clusters Score: Raw -1440890.898264 + Penalty 4511.863780 = -1436379.034484 nChanged 10 SP:Iteration 35Q (23576.280000 sec): 3 clusters Score: Raw -1440898.979994 + Penalty 4511.863780 = -1436387.116215 nChanged 15 SP:Iteration 36Q (23576.310000 sec): 3 clusters Score: Raw -1440910.555558 + Penalty 4511.863780 = -1436398.691778 nChanged 15 SP:Iteration 37Q (23576.340000 sec): 3 clusters Score: Raw -1440919.277624 + Penalty 4511.863780 = -1436407.413844 nChanged 4 SP:Iteration 38Q (23576.370000 sec): 3 clusters Score: Raw -1440921.847798 + Penalty 4511.863780 = -1436409.984018 nChanged 5 SP:Iteration 39Q (23576.400000 sec): 3 clusters Score: Raw -1440925.321058 + Penalty 4511.863780 = -1436413.457278 nChanged 6 SP:Iteration 40F (23576.430000 sec): 3 clusters Score: Raw -1440928.646432 + Penalty 4511.863780 = -1436416.782652 nChanged 6 SP:Iteration 41Q (23576.460000 sec): 3 clusters Score: Raw -1440931.833126 + Penalty 4511.863780 = -1436419.969347 nChanged 4 SP:Iteration 42Q (23576.490000 sec): 3 clusters Score: Raw -1440933.387855 + Penalty 4511.863780 = -1436421.524075 nChanged 1 SP:Iteration 43Q (23576.520000 sec): 3 clusters Score: Raw -1440933.776925 + Penalty 4511.863780 = -1436421.913145 nChanged 0 SP:Iteration 44F (23576.560000 sec): 3 clusters Score: Raw -1440933.776925 + Penalty 4511.863780 = -1436421.913145 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 42 (690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23576.570000 sec): 2 clusters Score: Raw -105882.437996 + Penalty 1621.099516 = -104261.338480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23576.570000 sec): 3 clusters Score: Raw -105800.306111 + Penalty 3242.199032 = -102558.107079 nChanged 137 SP:Iteration 1F (23576.570000 sec): 3 clusters Score: Raw -106008.749858 + Penalty 3242.199032 = -102766.550825 nChanged 41 SP:Iteration 2F (23576.580000 sec): 3 clusters Score: Raw -106090.406749 + Penalty 3242.199032 = -102848.207717 nChanged 29 SP:Iteration 3Q (23576.580000 sec): 3 clusters Score: Raw -106144.799251 + Penalty 3242.199032 = -102902.600219 nChanged 14 SP:Iteration 4Q (23576.580000 sec): 3 clusters Score: Raw -106172.399004 + Penalty 3242.199032 = -102930.199972 nChanged 8 SP:Iteration 5Q (23576.590000 sec): 3 clusters Score: Raw -106188.458128 + Penalty 3242.199032 = -102946.259095 nChanged 9 SP:Iteration 6Q (23576.590000 sec): 3 clusters Score: Raw -106205.778290 + Penalty 3242.199032 = -102963.579258 nChanged 6 SP:Iteration 7Q (23576.590000 sec): 3 clusters Score: Raw -106215.166013 + Penalty 3242.199032 = -102972.966981 nChanged 2 SP:Iteration 8Q (23576.590000 sec): 3 clusters Score: Raw -106217.457054 + Penalty 3242.199032 = -102975.258022 nChanged 0 SP:Iteration 9F (23576.600000 sec): 3 clusters Score: Raw -106217.457054 + Penalty 3242.199032 = -102975.258022 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 43 (13340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23576.650000 sec): 2 clusters Score: Raw -2241902.111292 + Penalty 2355.633535 = -2239546.477757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23576.710000 sec): 3 clusters Score: Raw -2234383.553778 + Penalty 4711.267070 = -2229672.286708 nChanged 5709 SP:Iteration 1F (23576.760000 sec): 3 clusters Score: Raw -2237331.991442 + Penalty 4711.267070 = -2232620.724372 nChanged 803 SP:Iteration 2F (23576.810000 sec): 3 clusters Score: Raw -2237669.964652 + Penalty 4711.267070 = -2232958.697581 nChanged 672 SP:Iteration 3F (23576.860000 sec): 3 clusters Score: Raw -2237961.378128 + Penalty 4711.267070 = -2233250.111057 nChanged 639 SP:Iteration 4Q (23576.920000 sec): 3 clusters Score: Raw -2238287.580514 + Penalty 4711.267070 = -2233576.313444 nChanged 708 SP:Iteration 5F (23576.970000 sec): 3 clusters Score: Raw -2238719.436220 + Penalty 4711.267070 = -2234008.169150 nChanged 815 SP:Iteration 6F (23577.030000 sec): 3 clusters Score: Raw -2239247.212180 + Penalty 4711.267070 = -2234535.945110 nChanged 805 SP:Iteration 7F (23577.080000 sec): 3 clusters Score: Raw -2239838.745190 + Penalty 4711.267070 = -2235127.478120 nChanged 755 SP:Iteration 8F (23577.130000 sec): 3 clusters Score: Raw -2240432.676664 + Penalty 4711.267070 = -2235721.409594 nChanged 678 SP:Iteration 9F (23577.180000 sec): 3 clusters Score: Raw -2240990.686183 + Penalty 4711.267070 = -2236279.419113 nChanged 549 SP:Iteration 10Q (23577.230000 sec): 3 clusters Score: Raw -2241447.432939 + Penalty 4711.267070 = -2236736.165869 nChanged 398 SP:Iteration 11Q (23577.290000 sec): 3 clusters Score: Raw -2241780.052564 + Penalty 4711.267070 = -2237068.785494 nChanged 291 SP:Iteration 12Q (23577.340000 sec): 3 clusters Score: Raw -2242027.562880 + Penalty 4711.267070 = -2237316.295810 nChanged 217 SP:Iteration 13Q (23577.390000 sec): 3 clusters Score: Raw -2242179.959761 + Penalty 4711.267070 = -2237468.692691 nChanged 125 SP:Iteration 14Q (23577.430000 sec): 3 clusters Score: Raw -2242260.884678 + Penalty 4711.267070 = -2237549.617608 nChanged 78 SP:Iteration 15Q (23577.470000 sec): 3 clusters Score: Raw -2242308.857907 + Penalty 4711.267070 = -2237597.590837 nChanged 53 SP:Iteration 16Q (23577.520000 sec): 3 clusters Score: Raw -2242345.471311 + Penalty 4711.267070 = -2237634.204241 nChanged 54 SP:Iteration 17Q (23577.560000 sec): 3 clusters Score: Raw -2242373.291600 + Penalty 4711.267070 = -2237662.024530 nChanged 36 SP:Iteration 18Q (23577.610000 sec): 3 clusters Score: Raw -2242392.906676 + Penalty 4711.267070 = -2237681.639605 nChanged 27 SP:Iteration 19Q (23577.650000 sec): 3 clusters Score: Raw -2242407.190701 + Penalty 4711.267070 = -2237695.923631 nChanged 20 SP:Iteration 20F (23577.700000 sec): 3 clusters Score: Raw -2242418.344333 + Penalty 4711.267070 = -2237707.077263 nChanged 19 SP:Iteration 21Q (23577.750000 sec): 3 clusters Score: Raw -2242427.679444 + Penalty 4711.267070 = -2237716.412374 nChanged 18 SP:Iteration 22Q (23577.790000 sec): 3 clusters Score: Raw -2242436.752367 + Penalty 4711.267070 = -2237725.485297 nChanged 19 SP:Iteration 23Q (23577.830000 sec): 3 clusters Score: Raw -2242446.949211 + Penalty 4711.267070 = -2237735.682141 nChanged 11 SP:Iteration 24Q (23577.870000 sec): 3 clusters Score: Raw -2242453.369806 + Penalty 4711.267070 = -2237742.102736 nChanged 10 SP:Iteration 25Q (23577.910000 sec): 3 clusters Score: Raw -2242460.547480 + Penalty 4711.267070 = -2237749.280410 nChanged 10 SP:Iteration 26Q (23577.950000 sec): 3 clusters Score: Raw -2242465.687368 + Penalty 4711.267070 = -2237754.420297 nChanged 7 SP:Iteration 27Q (23578.000000 sec): 3 clusters Score: Raw -2242469.790725 + Penalty 4711.267070 = -2237758.523654 nChanged 10 SP:Iteration 28Q (23578.040000 sec): 3 clusters Score: Raw -2242475.480993 + Penalty 4711.267070 = -2237764.213923 nChanged 7 SP:Iteration 29Q (23578.080000 sec): 3 clusters Score: Raw -2242479.981463 + Penalty 4711.267070 = -2237768.714393 nChanged 9 SP:Iteration 30Q (23578.120000 sec): 3 clusters Score: Raw -2242484.571400 + Penalty 4711.267070 = -2237773.304329 nChanged 8 SP:Iteration 31Q (23578.160000 sec): 3 clusters Score: Raw -2242488.674521 + Penalty 4711.267070 = -2237777.407450 nChanged 4 SP:Iteration 32Q (23578.210000 sec): 3 clusters Score: Raw -2242490.194141 + Penalty 4711.267070 = -2237778.927071 nChanged 2 SP:Iteration 33Q (23578.250000 sec): 3 clusters Score: Raw -2242491.133847 + Penalty 4711.267070 = -2237779.866776 nChanged 3 SP:Iteration 34Q (23578.290000 sec): 3 clusters Score: Raw -2242492.481844 + Penalty 4711.267070 = -2237781.214774 nChanged 2 SP:Iteration 35Q (23578.330000 sec): 3 clusters Score: Raw -2242493.547338 + Penalty 4711.267070 = -2237782.280267 nChanged 2 SP:Iteration 36Q (23578.370000 sec): 3 clusters Score: Raw -2242494.598204 + Penalty 4711.267070 = -2237783.331134 nChanged 3 SP:Iteration 37Q (23578.410000 sec): 3 clusters Score: Raw -2242495.943140 + Penalty 4711.267070 = -2237784.676070 nChanged 2 SP:Iteration 38Q (23578.450000 sec): 3 clusters Score: Raw -2242496.682254 + Penalty 4711.267070 = -2237785.415184 nChanged 0 SP:Iteration 39F (23578.510000 sec): 3 clusters Score: Raw -2242496.682254 + Penalty 4711.267070 = -2237785.415184 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 44 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23578.520000 sec): 2 clusters Score: Raw -16897.901713 + Penalty 1187.297952 = -15710.603761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23578.520000 sec): 3 clusters Score: Raw -17293.727637 + Penalty 2374.595904 = -14919.131733 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 45 (537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23578.530000 sec): 2 clusters Score: Raw -81002.518010 + Penalty 1558.927527 = -79443.590482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23578.530000 sec): 3 clusters Score: Raw -81009.348962 + Penalty 3117.855055 = -77891.493908 nChanged 105 SP:Iteration 1F (23578.530000 sec): 3 clusters Score: Raw -81217.023207 + Penalty 3117.855055 = -78099.168152 nChanged 22 SP:Iteration 2Q (23578.530000 sec): 3 clusters Score: Raw -81270.280449 + Penalty 3117.855055 = -78152.425394 nChanged 8 SP:Iteration 3Q (23578.530000 sec): 3 clusters Score: Raw -81288.482033 + Penalty 3117.855055 = -78170.626978 nChanged 7 SP:Iteration 4Q (23578.540000 sec): 3 clusters Score: Raw -81303.354697 + Penalty 3117.855055 = -78185.499642 nChanged 1 SP:Iteration 5Q (23578.540000 sec): 3 clusters Score: Raw -81306.437982 + Penalty 3117.855055 = -78188.582928 nChanged 2 SP:Iteration 6Q (23578.540000 sec): 3 clusters Score: Raw -81310.032663 + Penalty 3117.855055 = -78192.177609 nChanged 0 SP:Iteration 7F (23578.540000 sec): 3 clusters Score: Raw -81310.032663 + Penalty 3117.855055 = -78192.177609 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 46 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23578.550000 sec): 2 clusters Score: Raw -18614.267093 + Penalty 1203.303505 = -17410.963587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23578.550000 sec): 3 clusters Score: Raw -18840.736733 + Penalty 2406.607011 = -16434.129722 nChanged 2 SP:Iteration 1Q (23578.550000 sec): 3 clusters Score: Raw -18858.402483 + Penalty 2406.607011 = -16451.795472 nChanged 0 SP:Iteration 2F (23578.550000 sec): 3 clusters Score: Raw -18858.402483 + Penalty 2406.607011 = -16451.795472 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 47 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23578.560000 sec): 2 clusters Score: Raw -39224.621099 + Penalty 1418.637321 = -37805.983778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23578.560000 sec): 3 clusters Score: Raw -39439.742519 + Penalty 2837.274641 = -36602.467878 nChanged 57 SP:Iteration 1F (23578.560000 sec): 3 clusters Score: Raw -39641.083344 + Penalty 2837.274641 = -36803.808703 nChanged 18 SP:Iteration 2F (23578.560000 sec): 3 clusters Score: Raw -39728.583250 + Penalty 2837.274641 = -36891.308608 nChanged 10 SP:Iteration 3Q (23578.560000 sec): 3 clusters Score: Raw -39793.574648 + Penalty 2837.274641 = -36956.300006 nChanged 9 SP:Iteration 4Q (23578.560000 sec): 3 clusters Score: Raw -39857.924262 + Penalty 2837.274641 = -37020.649621 nChanged 8 SP:Iteration 5Q (23578.560000 sec): 3 clusters Score: Raw -39888.778158 + Penalty 2837.274641 = -37051.503517 nChanged 1 SP:Iteration 6Q (23578.570000 sec): 3 clusters Score: Raw -39890.704691 + Penalty 2837.274641 = -37053.430050 nChanged 0 SP:Iteration 7F (23578.570000 sec): 3 clusters Score: Raw -39890.704691 + Penalty 2837.274641 = -37053.430050 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 48 (1547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23578.580000 sec): 2 clusters Score: Raw -234722.125974 + Penalty 1821.330067 = -232900.795907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23578.580000 sec): 3 clusters Score: Raw -234241.319391 + Penalty 3642.660134 = -230598.659257 nChanged 476 SP:Iteration 1F (23578.590000 sec): 3 clusters Score: Raw -234666.633302 + Penalty 3642.660134 = -231023.973168 nChanged 150 SP:Iteration 2F (23578.590000 sec): 3 clusters Score: Raw -234944.238415 + Penalty 3642.660134 = -231301.578281 nChanged 96 SP:Iteration 3F (23578.600000 sec): 3 clusters Score: Raw -235107.149063 + Penalty 3642.660134 = -231464.488929 nChanged 98 SP:Iteration 4F (23578.610000 sec): 3 clusters Score: Raw -235230.939735 + Penalty 3642.660134 = -231588.279601 nChanged 87 SP:Iteration 5F (23578.610000 sec): 3 clusters Score: Raw -235341.775280 + Penalty 3642.660134 = -231699.115146 nChanged 59 SP:Iteration 6Q (23578.620000 sec): 3 clusters Score: Raw -235421.126636 + Penalty 3642.660134 = -231778.466502 nChanged 60 SP:Iteration 7Q (23578.630000 sec): 3 clusters Score: Raw -235511.383967 + Penalty 3642.660134 = -231868.723834 nChanged 47 SP:Iteration 8Q (23578.630000 sec): 3 clusters Score: Raw -235569.833718 + Penalty 3642.660134 = -231927.173584 nChanged 33 SP:Iteration 9Q (23578.640000 sec): 3 clusters Score: Raw -235610.581561 + Penalty 3642.660134 = -231967.921427 nChanged 28 SP:Iteration 10Q (23578.640000 sec): 3 clusters Score: Raw -235647.278276 + Penalty 3642.660134 = -232004.618142 nChanged 20 SP:Iteration 11Q (23578.650000 sec): 3 clusters Score: Raw -235670.612159 + Penalty 3642.660134 = -232027.952026 nChanged 16 SP:Iteration 12Q (23578.650000 sec): 3 clusters Score: Raw -235692.911806 + Penalty 3642.660134 = -232050.251672 nChanged 18 SP:Iteration 13Q (23578.660000 sec): 3 clusters Score: Raw -235712.095597 + Penalty 3642.660134 = -232069.435463 nChanged 11 SP:Iteration 14Q (23578.670000 sec): 3 clusters Score: Raw -235725.278804 + Penalty 3642.660134 = -232082.618670 nChanged 10 SP:Iteration 15Q (23578.670000 sec): 3 clusters Score: Raw -235733.105002 + Penalty 3642.660134 = -232090.444869 nChanged 7 SP:Iteration 16Q (23578.680000 sec): 3 clusters Score: Raw -235740.753735 + Penalty 3642.660134 = -232098.093601 nChanged 3 SP:Iteration 17Q (23578.680000 sec): 3 clusters Score: Raw -235742.701269 + Penalty 3642.660134 = -232100.041135 nChanged 2 SP:Iteration 18Q (23578.690000 sec): 3 clusters Score: Raw -235745.126513 + Penalty 3642.660134 = -232102.466379 nChanged 3 SP:Iteration 19Q (23578.690000 sec): 3 clusters Score: Raw -235747.587268 + Penalty 3642.660134 = -232104.927134 nChanged 4 SP:Iteration 20F (23578.700000 sec): 3 clusters Score: Raw -235750.889263 + Penalty 3642.660134 = -232108.229129 nChanged 3 SP:Iteration 21Q (23578.710000 sec): 3 clusters Score: Raw -235753.133602 + Penalty 3642.660134 = -232110.473468 nChanged 2 SP:Iteration 22Q (23578.710000 sec): 3 clusters Score: Raw -235755.206142 + Penalty 3642.660134 = -232112.546008 nChanged 2 SP:Iteration 23Q (23578.720000 sec): 3 clusters Score: Raw -235759.254940 + Penalty 3642.660134 = -232116.594806 nChanged 3 SP:Iteration 24Q (23578.720000 sec): 3 clusters Score: Raw -235761.810704 + Penalty 3642.660134 = -232119.150570 nChanged 5 SP:Iteration 25Q (23578.730000 sec): 3 clusters Score: Raw -235770.752741 + Penalty 3642.660134 = -232128.092607 nChanged 4 SP:Iteration 26Q (23578.730000 sec): 3 clusters Score: Raw -235782.368672 + Penalty 3642.660134 = -232139.708538 nChanged 2 SP:Iteration 27Q (23578.740000 sec): 3 clusters Score: Raw -235784.994590 + Penalty 3642.660134 = -232142.334456 nChanged 3 SP:Iteration 28Q (23578.750000 sec): 3 clusters Score: Raw -235787.311338 + Penalty 3642.660134 = -232144.651204 nChanged 1 SP:Iteration 29Q (23578.750000 sec): 3 clusters Score: Raw -235787.873637 + Penalty 3642.660134 = -232145.213503 nChanged 1 SP:Iteration 30Q (23578.760000 sec): 3 clusters Score: Raw -235789.930065 + Penalty 3642.660134 = -232147.269931 nChanged 2 SP:Iteration 31Q (23578.760000 sec): 3 clusters Score: Raw -235791.619675 + Penalty 3642.660134 = -232148.959541 nChanged 1 SP:Iteration 32Q (23578.770000 sec): 3 clusters Score: Raw -235792.701292 + Penalty 3642.660134 = -232150.041158 nChanged 2 SP:Iteration 33Q (23578.770000 sec): 3 clusters Score: Raw -235793.963585 + Penalty 3642.660134 = -232151.303451 nChanged 0 SP:Iteration 34F (23578.780000 sec): 3 clusters Score: Raw -235793.963585 + Penalty 3642.660134 = -232151.303451 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 49 (34047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23578.920000 sec): 2 clusters Score: Raw -5499038.050472 + Penalty 2588.003306 = -5496450.047166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23579.060000 sec): 3 clusters Score: Raw -5478538.613500 + Penalty 5176.006612 = -5473362.606888 nChanged 15443 SP:Iteration 1F (23579.200000 sec): 3 clusters Score: Raw -5486933.176100 + Penalty 5176.006612 = -5481757.169487 nChanged 1731 SP:Iteration 2F (23579.330000 sec): 3 clusters Score: Raw -5487638.011415 + Penalty 5176.006612 = -5482462.004802 nChanged 1735 SP:Iteration 3F (23579.470000 sec): 3 clusters Score: Raw -5488427.400398 + Penalty 5176.006612 = -5483251.393785 nChanged 1886 SP:Iteration 4F (23579.610000 sec): 3 clusters Score: Raw -5489510.459230 + Penalty 5176.006612 = -5484334.452618 nChanged 2163 SP:Iteration 5F (23579.750000 sec): 3 clusters Score: Raw -5490941.992449 + Penalty 5176.006612 = -5485765.985836 nChanged 2356 SP:Iteration 6F (23579.890000 sec): 3 clusters Score: Raw -5492575.956712 + Penalty 5176.006612 = -5487399.950099 nChanged 2302 SP:Iteration 7F (23580.030000 sec): 3 clusters Score: Raw -5494081.426023 + Penalty 5176.006612 = -5488905.419411 nChanged 1958 SP:Iteration 8F (23580.170000 sec): 3 clusters Score: Raw -5495206.828340 + Penalty 5176.006612 = -5490030.821727 nChanged 1549 SP:Iteration 9Q (23580.310000 sec): 3 clusters Score: Raw -5496007.095471 + Penalty 5176.006612 = -5490831.088859 nChanged 1274 SP:Iteration 10Q (23580.440000 sec): 3 clusters Score: Raw -5496673.092909 + Penalty 5176.006612 = -5491497.086297 nChanged 1062 SP:Iteration 11Q (23580.580000 sec): 3 clusters Score: Raw -5497234.978218 + Penalty 5176.006612 = -5492058.971606 nChanged 899 SP:Iteration 12Q (23580.720000 sec): 3 clusters Score: Raw -5497707.735471 + Penalty 5176.006612 = -5492531.728858 nChanged 791 SP:Iteration 13Q (23580.850000 sec): 3 clusters Score: Raw -5498074.090517 + Penalty 5176.006612 = -5492898.083905 nChanged 651 SP:Iteration 14Q (23580.990000 sec): 3 clusters Score: Raw -5498333.272206 + Penalty 5176.006612 = -5493157.265593 nChanged 534 SP:Iteration 15Q (23581.130000 sec): 3 clusters Score: Raw -5498519.778967 + Penalty 5176.006612 = -5493343.772355 nChanged 398 SP:Iteration 16Q (23581.260000 sec): 3 clusters Score: Raw -5498639.758103 + Penalty 5176.006612 = -5493463.751491 nChanged 353 SP:Iteration 17Q (23581.390000 sec): 3 clusters Score: Raw -5498730.801264 + Penalty 5176.006612 = -5493554.794652 nChanged 282 SP:Iteration 18Q (23581.530000 sec): 3 clusters Score: Raw -5498802.893939 + Penalty 5176.006612 = -5493626.887327 nChanged 261 SP:Iteration 19Q (23581.650000 sec): 3 clusters Score: Raw -5498868.195281 + Penalty 5176.006612 = -5493692.188669 nChanged 233 SP:Iteration 20F (23581.790000 sec): 3 clusters Score: Raw -5498925.517513 + Penalty 5176.006612 = -5493749.510901 nChanged 213 SP:Iteration 21Q (23581.920000 sec): 3 clusters Score: Raw -5498971.973893 + Penalty 5176.006612 = -5493795.967281 nChanged 194 SP:Iteration 22Q (23582.050000 sec): 3 clusters Score: Raw -5499007.965065 + Penalty 5176.006612 = -5493831.958453 nChanged 153 SP:Iteration 23Q (23582.170000 sec): 3 clusters Score: Raw -5499034.997034 + Penalty 5176.006612 = -5493858.990421 nChanged 146 SP:Iteration 24Q (23582.300000 sec): 3 clusters Score: Raw -5499057.982622 + Penalty 5176.006612 = -5493881.976010 nChanged 123 SP:Iteration 25Q (23582.430000 sec): 3 clusters Score: Raw -5499076.553491 + Penalty 5176.006612 = -5493900.546879 nChanged 111 SP:Iteration 26Q (23582.550000 sec): 3 clusters Score: Raw -5499091.220262 + Penalty 5176.006612 = -5493915.213649 nChanged 102 SP:Iteration 27Q (23582.680000 sec): 3 clusters Score: Raw -5499104.258094 + Penalty 5176.006612 = -5493928.251482 nChanged 91 SP:Iteration 28Q (23582.810000 sec): 3 clusters Score: Raw -5499115.895056 + Penalty 5176.006612 = -5493939.888444 nChanged 89 SP:Iteration 29Q (23582.930000 sec): 3 clusters Score: Raw -5499127.422617 + Penalty 5176.006612 = -5493951.416005 nChanged 85 SP:Iteration 30Q (23583.060000 sec): 3 clusters Score: Raw -5499137.618536 + Penalty 5176.006612 = -5493961.611924 nChanged 84 SP:Iteration 31Q (23583.190000 sec): 3 clusters Score: Raw -5499148.294038 + Penalty 5176.006612 = -5493972.287426 nChanged 83 SP:Iteration 32Q (23583.310000 sec): 3 clusters Score: Raw -5499158.827444 + Penalty 5176.006612 = -5493982.820832 nChanged 103 SP:Iteration 33Q (23583.440000 sec): 3 clusters Score: Raw -5499173.071243 + Penalty 5176.006612 = -5493997.064631 nChanged 101 SP:Iteration 34Q (23583.560000 sec): 3 clusters Score: Raw -5499185.815295 + Penalty 5176.006612 = -5494009.808683 nChanged 93 SP:Iteration 35Q (23583.690000 sec): 3 clusters Score: Raw -5499197.221397 + Penalty 5176.006612 = -5494021.214784 nChanged 90 SP:Iteration 36Q (23583.810000 sec): 3 clusters Score: Raw -5499208.448444 + Penalty 5176.006612 = -5494032.441832 nChanged 85 SP:Iteration 37Q (23583.930000 sec): 3 clusters Score: Raw -5499218.422811 + Penalty 5176.006612 = -5494042.416199 nChanged 66 SP:Iteration 38Q (23584.060000 sec): 3 clusters Score: Raw -5499225.451052 + Penalty 5176.006612 = -5494049.444440 nChanged 57 SP:Iteration 39Q (23584.180000 sec): 3 clusters Score: Raw -5499231.642529 + Penalty 5176.006612 = -5494055.635916 nChanged 55 SP:Iteration 40F (23584.320000 sec): 3 clusters Score: Raw -5499237.968008 + Penalty 5176.006612 = -5494061.961396 nChanged 50 SP:Iteration 41Q (23584.440000 sec): 3 clusters Score: Raw -5499242.800022 + Penalty 5176.006612 = -5494066.793409 nChanged 45 SP:Iteration 42Q (23584.570000 sec): 3 clusters Score: Raw -5499247.094280 + Penalty 5176.006612 = -5494071.087668 nChanged 48 SP:Iteration 43Q (23584.690000 sec): 3 clusters Score: Raw -5499252.263963 + Penalty 5176.006612 = -5494076.257351 nChanged 43 SP:Iteration 44Q (23584.810000 sec): 3 clusters Score: Raw -5499256.670728 + Penalty 5176.006612 = -5494080.664116 nChanged 53 SP:Iteration 45Q (23584.940000 sec): 3 clusters Score: Raw -5499262.167386 + Penalty 5176.006612 = -5494086.160773 nChanged 37 SP:Iteration 46Q (23585.060000 sec): 3 clusters Score: Raw -5499265.699876 + Penalty 5176.006612 = -5494089.693264 nChanged 46 SP:Iteration 47Q (23585.180000 sec): 3 clusters Score: Raw -5499270.565175 + Penalty 5176.006612 = -5494094.558563 nChanged 48 SP:Iteration 48Q (23585.300000 sec): 3 clusters Score: Raw -5499276.130470 + Penalty 5176.006612 = -5494100.123858 nChanged 50 SP:Iteration 49Q (23585.430000 sec): 3 clusters Score: Raw -5499282.247431 + Penalty 5176.006612 = -5494106.240819 nChanged 53 SP:Iteration 50Q (23585.550000 sec): 3 clusters Score: Raw -5499287.145842 + Penalty 5176.006612 = -5494111.139230 nChanged 36 SP:Iteration 51Q (23585.670000 sec): 3 clusters Score: Raw -5499290.449481 + Penalty 5176.006612 = -5494114.442869 nChanged 37 SP:Iteration 52Q (23585.790000 sec): 3 clusters Score: Raw -5499294.291501 + Penalty 5176.006612 = -5494118.284889 nChanged 41 SP:Iteration 53Q (23585.910000 sec): 3 clusters Score: Raw -5499298.750471 + Penalty 5176.006612 = -5494122.743859 nChanged 34 SP:Iteration 54Q (23586.030000 sec): 3 clusters Score: Raw -5499302.154099 + Penalty 5176.006612 = -5494126.147486 nChanged 30 SP:Iteration 55Q (23586.160000 sec): 3 clusters Score: Raw -5499304.977678 + Penalty 5176.006612 = -5494128.971066 nChanged 30 SP:Iteration 56Q (23586.280000 sec): 3 clusters Score: Raw -5499307.136588 + Penalty 5176.006612 = -5494131.129976 nChanged 26 SP:Iteration 57Q (23586.400000 sec): 3 clusters Score: Raw -5499309.370687 + Penalty 5176.006612 = -5494133.364075 nChanged 24 SP:Iteration 58Q (23586.520000 sec): 3 clusters Score: Raw -5499311.528731 + Penalty 5176.006612 = -5494135.522119 nChanged 29 SP:Iteration 59Q (23586.640000 sec): 3 clusters Score: Raw -5499314.029168 + Penalty 5176.006612 = -5494138.022555 nChanged 29 SP:Iteration 60F (23586.780000 sec): 3 clusters Score: Raw -5499316.662874 + Penalty 5176.006612 = -5494140.656262 nChanged 24 SP:Iteration 61Q (23586.900000 sec): 3 clusters Score: Raw -5499318.790995 + Penalty 5176.006612 = -5494142.784382 nChanged 30 SP:Iteration 62Q (23587.020000 sec): 3 clusters Score: Raw -5499321.954837 + Penalty 5176.006612 = -5494145.948225 nChanged 38 SP:Iteration 63Q (23587.140000 sec): 3 clusters Score: Raw -5499325.561655 + Penalty 5176.006612 = -5494149.555043 nChanged 39 SP:Iteration 64Q (23587.260000 sec): 3 clusters Score: Raw -5499329.204765 + Penalty 5176.006612 = -5494153.198153 nChanged 32 SP:Iteration 65Q (23587.380000 sec): 3 clusters Score: Raw -5499332.489803 + Penalty 5176.006612 = -5494156.483190 nChanged 40 SP:Iteration 66Q (23587.500000 sec): 3 clusters Score: Raw -5499336.683596 + Penalty 5176.006612 = -5494160.676984 nChanged 43 SP:Iteration 67Q (23587.630000 sec): 3 clusters Score: Raw -5499341.471515 + Penalty 5176.006612 = -5494165.464903 nChanged 42 SP:Iteration 68Q (23587.750000 sec): 3 clusters Score: Raw -5499346.419375 + Penalty 5176.006612 = -5494170.412763 nChanged 47 SP:Iteration 69Q (23587.870000 sec): 3 clusters Score: Raw -5499351.884606 + Penalty 5176.006612 = -5494175.877994 nChanged 40 SP:Iteration 70Q (23587.990000 sec): 3 clusters Score: Raw -5499356.195239 + Penalty 5176.006612 = -5494180.188627 nChanged 40 SP:Iteration 71Q (23588.110000 sec): 3 clusters Score: Raw -5499361.387419 + Penalty 5176.006612 = -5494185.380807 nChanged 48 SP:Iteration 72Q (23588.230000 sec): 3 clusters Score: Raw -5499368.162367 + Penalty 5176.006612 = -5494192.155755 nChanged 56 SP:Iteration 73Q (23588.350000 sec): 3 clusters Score: Raw -5499375.267411 + Penalty 5176.006612 = -5494199.260799 nChanged 53 SP:Iteration 74Q (23588.460000 sec): 3 clusters Score: Raw -5499381.978652 + Penalty 5176.006612 = -5494205.972040 nChanged 51 SP:Iteration 75Q (23588.580000 sec): 3 clusters Score: Raw -5499389.068821 + Penalty 5176.006612 = -5494213.062209 nChanged 50 SP:Iteration 76Q (23588.700000 sec): 3 clusters Score: Raw -5499395.322753 + Penalty 5176.006612 = -5494219.316141 nChanged 47 SP:Iteration 77Q (23588.820000 sec): 3 clusters Score: Raw -5499402.161453 + Penalty 5176.006612 = -5494226.154841 nChanged 61 SP:Iteration 78Q (23588.940000 sec): 3 clusters Score: Raw -5499410.307295 + Penalty 5176.006612 = -5494234.300683 nChanged 51 SP:Iteration 79Q (23589.050000 sec): 3 clusters Score: Raw -5499416.448640 + Penalty 5176.006612 = -5494240.442028 nChanged 51 SP:Iteration 80F (23589.200000 sec): 3 clusters Score: Raw -5499422.407843 + Penalty 5176.006612 = -5494246.401231 nChanged 45 SP:Iteration 81Q (23589.310000 sec): 3 clusters Score: Raw -5499427.689865 + Penalty 5176.006612 = -5494251.683253 nChanged 47 SP:Iteration 82Q (23589.430000 sec): 3 clusters Score: Raw -5499433.621929 + Penalty 5176.006612 = -5494257.615316 nChanged 46 SP:Iteration 83Q (23589.550000 sec): 3 clusters Score: Raw -5499439.626441 + Penalty 5176.006612 = -5494263.619829 nChanged 56 SP:Iteration 84Q (23589.670000 sec): 3 clusters Score: Raw -5499446.963419 + Penalty 5176.006612 = -5494270.956807 nChanged 51 SP:Iteration 85Q (23589.780000 sec): 3 clusters Score: Raw -5499454.578333 + Penalty 5176.006612 = -5494278.571721 nChanged 56 SP:Iteration 86Q (23589.900000 sec): 3 clusters Score: Raw -5499462.677398 + Penalty 5176.006612 = -5494286.670786 nChanged 51 SP:Iteration 87Q (23590.020000 sec): 3 clusters Score: Raw -5499469.456663 + Penalty 5176.006612 = -5494293.450050 nChanged 51 SP:Iteration 88Q (23590.130000 sec): 3 clusters Score: Raw -5499475.073942 + Penalty 5176.006612 = -5494299.067330 nChanged 48 SP:Iteration 89Q (23590.250000 sec): 3 clusters Score: Raw -5499481.664615 + Penalty 5176.006612 = -5494305.658003 nChanged 47 SP:Iteration 90Q (23590.370000 sec): 3 clusters Score: Raw -5499487.874430 + Penalty 5176.006612 = -5494311.867818 nChanged 39 SP:Iteration 91Q (23590.480000 sec): 3 clusters Score: Raw -5499492.300944 + Penalty 5176.006612 = -5494316.294332 nChanged 35 SP:Iteration 92Q (23590.600000 sec): 3 clusters Score: Raw -5499496.590032 + Penalty 5176.006612 = -5494320.583420 nChanged 37 SP:Iteration 93Q (23590.720000 sec): 3 clusters Score: Raw -5499502.085066 + Penalty 5176.006612 = -5494326.078454 nChanged 40 SP:Iteration 94Q (23590.830000 sec): 3 clusters Score: Raw -5499506.486177 + Penalty 5176.006612 = -5494330.479565 nChanged 30 SP:Iteration 95Q (23590.950000 sec): 3 clusters Score: Raw -5499509.577944 + Penalty 5176.006612 = -5494333.571332 nChanged 21 SP:Iteration 96Q (23591.060000 sec): 3 clusters Score: Raw -5499511.928529 + Penalty 5176.006612 = -5494335.921917 nChanged 25 SP:Iteration 97Q (23591.180000 sec): 3 clusters Score: Raw -5499514.721062 + Penalty 5176.006612 = -5494338.714449 nChanged 27 SP:Iteration 98Q (23591.290000 sec): 3 clusters Score: Raw -5499517.209869 + Penalty 5176.006612 = -5494341.203257 nChanged 23 SP:Iteration 99Q (23591.410000 sec): 3 clusters Score: Raw -5499519.345598 + Penalty 5176.006612 = -5494343.338986 nChanged 24 SP:Iteration 100F (23591.540000 sec): 3 clusters Score: Raw -5499521.715508 + Penalty 5176.006612 = -5494345.708896 nChanged 19 SP:Iteration 101Q (23591.660000 sec): 3 clusters Score: Raw -5499523.920984 + Penalty 5176.006612 = -5494347.914372 nChanged 24 SP:Iteration 102Q (23591.770000 sec): 3 clusters Score: Raw -5499526.345157 + Penalty 5176.006612 = -5494350.338544 nChanged 22 SP:Iteration 103Q (23591.890000 sec): 3 clusters Score: Raw -5499528.794901 + Penalty 5176.006612 = -5494352.788289 nChanged 25 SP:Iteration 104Q (23592.000000 sec): 3 clusters Score: Raw -5499531.326400 + Penalty 5176.006612 = -5494355.319788 nChanged 28 SP:Iteration 105Q (23592.120000 sec): 3 clusters Score: Raw -5499534.129601 + Penalty 5176.006612 = -5494358.122989 nChanged 29 SP:Iteration 106Q (23592.240000 sec): 3 clusters Score: Raw -5499537.023118 + Penalty 5176.006612 = -5494361.016506 nChanged 22 SP:Iteration 107Q (23592.350000 sec): 3 clusters Score: Raw -5499539.014943 + Penalty 5176.006612 = -5494363.008331 nChanged 14 SP:Iteration 108Q (23592.470000 sec): 3 clusters Score: Raw -5499540.197082 + Penalty 5176.006612 = -5494364.190470 nChanged 12 SP:Iteration 109Q (23592.580000 sec): 3 clusters Score: Raw -5499541.384240 + Penalty 5176.006612 = -5494365.377628 nChanged 13 SP:Iteration 110Q (23592.700000 sec): 3 clusters Score: Raw -5499542.612398 + Penalty 5176.006612 = -5494366.605786 nChanged 13 SP:Iteration 111Q (23592.810000 sec): 3 clusters Score: Raw -5499544.411884 + Penalty 5176.006612 = -5494368.405272 nChanged 13 SP:Iteration 112Q (23592.930000 sec): 3 clusters Score: Raw -5499545.585838 + Penalty 5176.006612 = -5494369.579226 nChanged 13 SP:Iteration 113Q (23593.040000 sec): 3 clusters Score: Raw -5499546.729628 + Penalty 5176.006612 = -5494370.723016 nChanged 15 SP:Iteration 114Q (23593.150000 sec): 3 clusters Score: Raw -5499548.132697 + Penalty 5176.006612 = -5494372.126084 nChanged 12 SP:Iteration 115Q (23593.270000 sec): 3 clusters Score: Raw -5499549.297331 + Penalty 5176.006612 = -5494373.290719 nChanged 10 SP:Iteration 116Q (23593.380000 sec): 3 clusters Score: Raw -5499550.266778 + Penalty 5176.006612 = -5494374.260166 nChanged 10 SP:Iteration 117Q (23593.500000 sec): 3 clusters Score: Raw -5499551.112535 + Penalty 5176.006612 = -5494375.105923 nChanged 14 SP:Iteration 118Q (23593.610000 sec): 3 clusters Score: Raw -5499552.068166 + Penalty 5176.006612 = -5494376.061554 nChanged 7 SP:Iteration 119Q (23593.730000 sec): 3 clusters Score: Raw -5499552.540362 + Penalty 5176.006612 = -5494376.533750 nChanged 7 SP:Iteration 120F (23593.870000 sec): 3 clusters Score: Raw -5499553.113154 + Penalty 5176.006612 = -5494377.106542 nChanged 8 SP:Iteration 121Q (23593.980000 sec): 3 clusters Score: Raw -5499554.101698 + Penalty 5176.006612 = -5494378.095085 nChanged 13 SP:Iteration 122Q (23594.090000 sec): 3 clusters Score: Raw -5499555.958338 + Penalty 5176.006612 = -5494379.951726 nChanged 15 SP:Iteration 123Q (23594.210000 sec): 3 clusters Score: Raw -5499557.733032 + Penalty 5176.006612 = -5494381.726419 nChanged 12 SP:Iteration 124Q (23594.320000 sec): 3 clusters Score: Raw -5499559.016571 + Penalty 5176.006612 = -5494383.009959 nChanged 8 SP:Iteration 125Q (23594.430000 sec): 3 clusters Score: Raw -5499559.823515 + Penalty 5176.006612 = -5494383.816902 nChanged 9 SP:Iteration 126Q (23594.550000 sec): 3 clusters Score: Raw -5499560.665817 + Penalty 5176.006612 = -5494384.659205 nChanged 11 SP:Iteration 127Q (23594.660000 sec): 3 clusters Score: Raw -5499561.487847 + Penalty 5176.006612 = -5494385.481234 nChanged 10 SP:Iteration 128Q (23594.780000 sec): 3 clusters Score: Raw -5499562.443605 + Penalty 5176.006612 = -5494386.436992 nChanged 11 SP:Iteration 129Q (23594.890000 sec): 3 clusters Score: Raw -5499564.031365 + Penalty 5176.006612 = -5494388.024753 nChanged 15 SP:Iteration 130Q (23595.010000 sec): 3 clusters Score: Raw -5499566.283590 + Penalty 5176.006612 = -5494390.276978 nChanged 16 SP:Iteration 131Q (23595.120000 sec): 3 clusters Score: Raw -5499568.770013 + Penalty 5176.006612 = -5494392.763401 nChanged 22 SP:Iteration 132Q (23595.230000 sec): 3 clusters Score: Raw -5499571.450990 + Penalty 5176.006612 = -5494395.444378 nChanged 22 SP:Iteration 133Q (23595.350000 sec): 3 clusters Score: Raw -5499574.347006 + Penalty 5176.006612 = -5494398.340394 nChanged 20 SP:Iteration 134Q (23595.460000 sec): 3 clusters Score: Raw -5499576.574268 + Penalty 5176.006612 = -5494400.567656 nChanged 24 SP:Iteration 135Q (23595.570000 sec): 3 clusters Score: Raw -5499578.783978 + Penalty 5176.006612 = -5494402.777366 nChanged 15 SP:Iteration 136Q (23595.690000 sec): 3 clusters Score: Raw -5499580.777133 + Penalty 5176.006612 = -5494404.770521 nChanged 18 SP:Iteration 137Q (23595.800000 sec): 3 clusters Score: Raw -5499582.735233 + Penalty 5176.006612 = -5494406.728620 nChanged 16 SP:Iteration 138Q (23595.910000 sec): 3 clusters Score: Raw -5499584.929597 + Penalty 5176.006612 = -5494408.922984 nChanged 21 SP:Iteration 139Q (23596.030000 sec): 3 clusters Score: Raw -5499587.492573 + Penalty 5176.006612 = -5494411.485961 nChanged 15 SP:Iteration 140F (23596.160000 sec): 3 clusters Score: Raw -5499589.126115 + Penalty 5176.006612 = -5494413.119502 nChanged 14 SP:Iteration 141Q (23596.280000 sec): 3 clusters Score: Raw -5499590.528094 + Penalty 5176.006612 = -5494414.521482 nChanged 13 SP:Iteration 142Q (23596.390000 sec): 3 clusters Score: Raw -5499592.170664 + Penalty 5176.006612 = -5494416.164051 nChanged 15 SP:Iteration 143Q (23596.500000 sec): 3 clusters Score: Raw -5499593.817589 + Penalty 5176.006612 = -5494417.810977 nChanged 9 SP:Iteration 144Q (23596.610000 sec): 3 clusters Score: Raw -5499594.594730 + Penalty 5176.006612 = -5494418.588118 nChanged 3 SP:Iteration 145Q (23596.730000 sec): 3 clusters Score: Raw -5499594.741178 + Penalty 5176.006612 = -5494418.734566 nChanged 4 SP:Iteration 146Q (23596.850000 sec): 3 clusters Score: Raw -5499595.376107 + Penalty 5176.006612 = -5494419.369495 nChanged 1 SP:Iteration 147Q (23596.960000 sec): 3 clusters Score: Raw -5499595.487502 + Penalty 5176.006612 = -5494419.480890 nChanged 3 SP:Iteration 148Q (23597.070000 sec): 3 clusters Score: Raw -5499595.784249 + Penalty 5176.006612 = -5494419.777637 nChanged 5 SP:Iteration 149Q (23597.180000 sec): 3 clusters Score: Raw -5499596.343163 + Penalty 5176.006612 = -5494420.336551 nChanged 10 SP:Iteration 150Q (23597.290000 sec): 3 clusters Score: Raw -5499597.033479 + Penalty 5176.006612 = -5494421.026867 nChanged 6 SP:Iteration 151Q (23597.410000 sec): 3 clusters Score: Raw -5499597.648508 + Penalty 5176.006612 = -5494421.641896 nChanged 4 SP:Iteration 152Q (23597.520000 sec): 3 clusters Score: Raw -5499597.870873 + Penalty 5176.006612 = -5494421.864261 nChanged 1 SP:Iteration 153Q (23597.630000 sec): 3 clusters Score: Raw -5499597.985152 + Penalty 5176.006612 = -5494421.978539 nChanged 2 SP:Iteration 154Q (23597.750000 sec): 3 clusters Score: Raw -5499598.187849 + Penalty 5176.006612 = -5494422.181237 nChanged 2 SP:Iteration 155Q (23597.860000 sec): 3 clusters Score: Raw -5499598.368789 + Penalty 5176.006612 = -5494422.362177 nChanged 2 SP:Iteration 156Q (23597.970000 sec): 3 clusters Score: Raw -5499598.675408 + Penalty 5176.006612 = -5494422.668796 nChanged 3 SP:Iteration 157Q (23598.080000 sec): 3 clusters Score: Raw -5499598.888153 + Penalty 5176.006612 = -5494422.881541 nChanged 2 SP:Iteration 158Q (23598.200000 sec): 3 clusters Score: Raw -5499599.040277 + Penalty 5176.006612 = -5494423.033665 nChanged 1 SP:Iteration 159Q (23598.310000 sec): 3 clusters Score: Raw -5499599.152502 + Penalty 5176.006612 = -5494423.145890 nChanged 3 SP:Iteration 160F (23598.450000 sec): 3 clusters Score: Raw -5499599.615296 + Penalty 5176.006612 = -5494423.608684 nChanged 3 SP:Iteration 161Q (23598.560000 sec): 3 clusters Score: Raw -5499599.872757 + Penalty 5176.006612 = -5494423.866145 nChanged 1 SP:Iteration 162Q (23598.680000 sec): 3 clusters Score: Raw -5499599.975974 + Penalty 5176.006612 = -5494423.969362 nChanged 2 SP:Iteration 163Q (23598.790000 sec): 3 clusters Score: Raw -5499600.095147 + Penalty 5176.006612 = -5494424.088535 nChanged 2 SP:Iteration 164Q (23598.900000 sec): 3 clusters Score: Raw -5499600.227680 + Penalty 5176.006612 = -5494424.221068 nChanged 3 SP:Iteration 165Q (23599.010000 sec): 3 clusters Score: Raw -5499600.413092 + Penalty 5176.006612 = -5494424.406479 nChanged 2 SP:Iteration 166Q (23599.120000 sec): 3 clusters Score: Raw -5499600.576801 + Penalty 5176.006612 = -5494424.570189 nChanged 0 SP:Iteration 167F (23599.260000 sec): 3 clusters Score: Raw -5499600.576801 + Penalty 5176.006612 = -5494424.570189 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 50 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23599.280000 sec): 2 clusters Score: Raw -12784.723483 + Penalty 1185.222626 = -11599.500856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23599.280000 sec): 3 clusters Score: Raw -13170.033459 + Penalty 2370.445253 = -10799.588206 nChanged 10 SP:Iteration 1F (23599.280000 sec): 3 clusters Score: Raw -13317.607503 + Penalty 2370.445253 = -10947.162251 nChanged 6 SP:Iteration 2F (23599.280000 sec): 3 clusters Score: Raw -13409.681998 + Penalty 2370.445253 = -11039.236746 nChanged 1 SP:Iteration 3Q (23599.280000 sec): 3 clusters Score: Raw -13440.036862 + Penalty 2370.445253 = -11069.591609 nChanged 1 SP:Iteration 4Q (23599.290000 sec): 3 clusters Score: Raw -13466.043076 + Penalty 2370.445253 = -11095.597823 nChanged 1 SP:Iteration 5Q (23599.290000 sec): 3 clusters Score: Raw -13504.829547 + Penalty 2370.445253 = -11134.384294 nChanged 0 SP:Iteration 6F (23599.290000 sec): 3 clusters Score: Raw -13504.829547 + Penalty 2370.445253 = -11134.384294 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 51 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23599.290000 sec): 2 clusters Score: Raw -84802.923703 + Penalty 1572.846112 = -83230.077591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23599.300000 sec): 3 clusters Score: Raw -84808.308946 + Penalty 3145.692224 = -81662.616722 nChanged 113 SP:Iteration 1F (23599.300000 sec): 3 clusters Score: Raw -84992.551083 + Penalty 3145.692224 = -81846.858859 nChanged 36 SP:Iteration 2F (23599.300000 sec): 3 clusters Score: Raw -85061.839511 + Penalty 3145.692224 = -81916.147287 nChanged 13 SP:Iteration 3Q (23599.300000 sec): 3 clusters Score: Raw -85083.713253 + Penalty 3145.692224 = -81938.021029 nChanged 4 SP:Iteration 4Q (23599.300000 sec): 3 clusters Score: Raw -85090.458310 + Penalty 3145.692224 = -81944.766086 nChanged 2 SP:Iteration 5Q (23599.310000 sec): 3 clusters Score: Raw -85097.058195 + Penalty 3145.692224 = -81951.365972 nChanged 3 SP:Iteration 6Q (23599.310000 sec): 3 clusters Score: Raw -85103.931145 + Penalty 3145.692224 = -81958.238922 nChanged 3 SP:Iteration 7Q (23599.310000 sec): 3 clusters Score: Raw -85110.760523 + Penalty 3145.692224 = -81965.068299 nChanged 1 SP:Iteration 8Q (23599.320000 sec): 3 clusters Score: Raw -85111.724694 + Penalty 3145.692224 = -81966.032470 nChanged 1 SP:Iteration 9Q (23599.320000 sec): 3 clusters Score: Raw -85115.460367 + Penalty 3145.692224 = -81969.768144 nChanged 4 SP:Iteration 10Q (23599.320000 sec): 3 clusters Score: Raw -85130.484118 + Penalty 3145.692224 = -81984.791894 nChanged 3 SP:Iteration 11Q (23599.320000 sec): 3 clusters Score: Raw -85138.329650 + Penalty 3145.692224 = -81992.637426 nChanged 3 SP:Iteration 12Q (23599.320000 sec): 3 clusters Score: Raw -85144.219774 + Penalty 3145.692224 = -81998.527550 nChanged 0 SP:Iteration 13F (23599.320000 sec): 3 clusters Score: Raw -85144.219774 + Penalty 3145.692224 = -81998.527550 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 52 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23599.330000 sec): 2 clusters Score: Raw -32748.361017 + Penalty 1333.069045 = -31415.291972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23599.330000 sec): 3 clusters Score: Raw -32919.876322 + Penalty 2666.138090 = -30253.738232 nChanged 14 SP:Iteration 1F (23599.330000 sec): 3 clusters Score: Raw -32968.715956 + Penalty 2666.138090 = -30302.577865 nChanged 6 SP:Iteration 2Q (23599.330000 sec): 3 clusters Score: Raw -33004.461939 + Penalty 2666.138090 = -30338.323849 nChanged 2 SP:Iteration 3Q (23599.340000 sec): 3 clusters Score: Raw -33019.232126 + Penalty 2666.138090 = -30353.094036 nChanged 2 SP:Iteration 4Q (23599.340000 sec): 3 clusters Score: Raw -33028.221315 + Penalty 2666.138090 = -30362.083225 nChanged 1 SP:Iteration 5Q (23599.340000 sec): 3 clusters Score: Raw -33031.097200 + Penalty 2666.138090 = -30364.959110 nChanged 0 SP:Iteration 6F (23599.340000 sec): 3 clusters Score: Raw -33031.097200 + Penalty 2666.138090 = -30364.959110 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 53 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23599.340000 sec): 2 clusters Score: Raw -78966.559137 + Penalty 1550.472163 = -77416.086974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23599.340000 sec): 3 clusters Score: Raw -78949.756370 + Penalty 3100.944326 = -75848.812044 nChanged 85 SP:Iteration 1F (23599.350000 sec): 3 clusters Score: Raw -79100.650807 + Penalty 3100.944326 = -75999.706481 nChanged 24 SP:Iteration 2Q (23599.350000 sec): 3 clusters Score: Raw -79151.282862 + Penalty 3100.944326 = -76050.338536 nChanged 13 SP:Iteration 3Q (23599.350000 sec): 3 clusters Score: Raw -79174.219873 + Penalty 3100.944326 = -76073.275547 nChanged 1 SP:Iteration 4Q (23599.350000 sec): 3 clusters Score: Raw -79176.004119 + Penalty 3100.944326 = -76075.059793 nChanged 0 SP:Iteration 5F (23599.360000 sec): 3 clusters Score: Raw -79176.004119 + Penalty 3100.944326 = -76075.059793 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 54 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23599.360000 sec): 2 clusters Score: Raw -8688.392340 + Penalty 1221.958914 = -7466.433426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23599.360000 sec): 3 clusters Score: Raw -9059.038626 + Penalty 2443.917828 = -6615.120799 nChanged 15 SP:Iteration 1F (23599.360000 sec): 3 clusters Score: Raw -9202.527445 + Penalty 2443.917828 = -6758.609618 nChanged 2 SP:Iteration 2Q (23599.360000 sec): 3 clusters Score: Raw -9238.552931 + Penalty 2443.917828 = -6794.635103 nChanged 3 SP:Iteration 3Q (23599.360000 sec): 3 clusters Score: Raw -9286.382784 + Penalty 2443.917828 = -6842.464956 nChanged 2 SP:Iteration 4Q (23599.360000 sec): 3 clusters Score: Raw -9380.310989 + Penalty 2443.917828 = -6936.393161 nChanged 0 SP:Iteration 5F (23599.360000 sec): 3 clusters Score: Raw -9380.310989 + Penalty 2443.917828 = -6936.393161 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 55 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23599.370000 sec): 2 clusters Score: Raw -40579.167008 + Penalty 1380.001061 = -39199.165947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23599.370000 sec): 3 clusters Score: Raw -40716.841515 + Penalty 2760.002122 = -37956.839393 nChanged 24 SP:Iteration 1F (23599.370000 sec): 3 clusters Score: Raw -40794.030161 + Penalty 2760.002122 = -38034.028039 nChanged 7 SP:Iteration 2Q (23599.370000 sec): 3 clusters Score: Raw -40828.565638 + Penalty 2760.002122 = -38068.563516 nChanged 2 SP:Iteration 3Q (23599.380000 sec): 3 clusters Score: Raw -40834.423647 + Penalty 2760.002122 = -38074.421525 nChanged 1 SP:Iteration 4Q (23599.380000 sec): 3 clusters Score: Raw -40839.124674 + Penalty 2760.002122 = -38079.122552 nChanged 0 SP:Iteration 5F (23599.380000 sec): 3 clusters Score: Raw -40839.124674 + Penalty 2760.002122 = -38079.122552 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 56 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23599.380000 sec): 2 clusters Score: Raw -44782.987758 + Penalty 1402.685969 = -43380.301789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23599.380000 sec): 3 clusters Score: Raw -44893.277058 + Penalty 2805.371938 = -42087.905120 nChanged 29 SP:Iteration 1F (23599.380000 sec): 3 clusters Score: Raw -45007.441301 + Penalty 2805.371938 = -42202.069363 nChanged 7 SP:Iteration 2Q (23599.380000 sec): 3 clusters Score: Raw -45028.376262 + Penalty 2805.371938 = -42223.004324 nChanged 2 SP:Iteration 3Q (23599.390000 sec): 3 clusters Score: Raw -45037.031052 + Penalty 2805.371938 = -42231.659113 nChanged 2 SP:Iteration 4Q (23599.390000 sec): 3 clusters Score: Raw -45048.207332 + Penalty 2805.371938 = -42242.835394 nChanged 1 SP:Iteration 5Q (23599.390000 sec): 3 clusters Score: Raw -45052.513076 + Penalty 2805.371938 = -42247.141138 nChanged 0 SP:Iteration 6F (23599.390000 sec): 3 clusters Score: Raw -45052.513076 + Penalty 2805.371938 = -42247.141138 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 57 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23599.400000 sec): 2 clusters Score: Raw -47222.651754 + Penalty 1428.207640 = -45794.444114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23599.400000 sec): 3 clusters Score: Raw -47356.553417 + Penalty 2856.415280 = -44500.138138 nChanged 36 SP:Iteration 1F (23599.400000 sec): 3 clusters Score: Raw -47466.761343 + Penalty 2856.415280 = -44610.346063 nChanged 12 SP:Iteration 2Q (23599.400000 sec): 3 clusters Score: Raw -47499.430740 + Penalty 2856.415280 = -44643.015460 nChanged 1 SP:Iteration 3Q (23599.400000 sec): 3 clusters Score: Raw -47501.629822 + Penalty 2856.415280 = -44645.214543 nChanged 0 SP:Iteration 4F (23599.400000 sec): 3 clusters Score: Raw -47501.629822 + Penalty 2856.415280 = -44645.214543 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 58 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23599.410000 sec): 2 clusters Score: Raw -10424.443117 + Penalty 1355.030288 = -9069.412830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23599.410000 sec): 3 clusters Score: Raw -10688.331268 + Penalty 2710.060575 = -7978.270693 nChanged 34 SP:Iteration 1F (23599.410000 sec): 3 clusters Score: Raw -10855.328536 + Penalty 2710.060575 = -8145.267960 nChanged 11 SP:Iteration 2Q (23599.410000 sec): 3 clusters Score: Raw -10908.837119 + Penalty 2710.060575 = -8198.776544 nChanged 7 SP:Iteration 3Q (23599.410000 sec): 3 clusters Score: Raw -10939.404869 + Penalty 2710.060575 = -8229.344294 nChanged 9 SP:Iteration 4Q (23599.410000 sec): 3 clusters Score: Raw -11014.825867 + Penalty 2710.060575 = -8304.765291 nChanged 8 SP:Iteration 5Q (23599.410000 sec): 3 clusters Score: Raw -11046.343295 + Penalty 2710.060575 = -8336.282720 nChanged 4 SP:Iteration 6Q (23599.410000 sec): 3 clusters Score: Raw -11096.500241 + Penalty 2710.060575 = -8386.439666 nChanged 5 SP:Iteration 7Q (23599.420000 sec): 3 clusters Score: Raw -11137.090078 + Penalty 2710.060575 = -8427.029502 nChanged 3 SP:Iteration 8Q (23599.420000 sec): 3 clusters Score: Raw -11155.944741 + Penalty 2710.060575 = -8445.884165 nChanged 1 SP:Iteration 9Q (23599.420000 sec): 3 clusters Score: Raw -11161.742054 + Penalty 2710.060575 = -8451.681479 nChanged 2 SP:Iteration 10Q (23599.420000 sec): 3 clusters Score: Raw -11168.118277 + Penalty 2710.060575 = -8458.057701 nChanged 3 SP:Iteration 11Q (23599.420000 sec): 3 clusters Score: Raw -11192.794527 + Penalty 2710.060575 = -8482.733952 nChanged 2 SP:Iteration 12Q (23599.420000 sec): 3 clusters Score: Raw -11210.035671 + Penalty 2710.060575 = -8499.975096 nChanged 1 SP:Iteration 13Q (23599.420000 sec): 3 clusters Score: Raw -11214.204061 + Penalty 2710.060575 = -8504.143486 nChanged 1 SP:Iteration 14Q (23599.420000 sec): 3 clusters Score: Raw -11217.403551 + Penalty 2710.060575 = -8507.342976 nChanged 0 SP:Iteration 15F (23599.420000 sec): 3 clusters Score: Raw -11224.200757 + Penalty 2710.060575 = -8514.140182 nChanged 2 SP:Iteration 16Q (23599.420000 sec): 3 clusters Score: Raw -11242.609351 + Penalty 2710.060575 = -8532.548776 nChanged 0 SP:Iteration 17F (23599.420000 sec): 3 clusters Score: Raw -11242.609351 + Penalty 2710.060575 = -8532.548776 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 59 (548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23599.430000 sec): 2 clusters Score: Raw -83530.959589 + Penalty 1563.956271 = -81967.003318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23599.430000 sec): 3 clusters Score: Raw -83539.436081 + Penalty 3127.912542 = -80411.523539 nChanged 100 SP:Iteration 1F (23599.440000 sec): 3 clusters Score: Raw -83717.558665 + Penalty 3127.912542 = -80589.646123 nChanged 33 SP:Iteration 2F (23599.440000 sec): 3 clusters Score: Raw -83797.442764 + Penalty 3127.912542 = -80669.530221 nChanged 16 SP:Iteration 3Q (23599.440000 sec): 3 clusters Score: Raw -83830.276592 + Penalty 3127.912542 = -80702.364050 nChanged 6 SP:Iteration 4Q (23599.440000 sec): 3 clusters Score: Raw -83841.129150 + Penalty 3127.912542 = -80713.216607 nChanged 5 SP:Iteration 5Q (23599.440000 sec): 3 clusters Score: Raw -83852.315803 + Penalty 3127.912542 = -80724.403261 nChanged 3 SP:Iteration 6Q (23599.440000 sec): 3 clusters Score: Raw -83858.723468 + Penalty 3127.912542 = -80730.810926 nChanged 2 SP:Iteration 7Q (23599.450000 sec): 3 clusters Score: Raw -83863.873938 + Penalty 3127.912542 = -80735.961396 nChanged 1 SP:Iteration 8Q (23599.450000 sec): 3 clusters Score: Raw -83866.611459 + Penalty 3127.912542 = -80738.698916 nChanged 0 SP:Iteration 9F (23599.450000 sec): 3 clusters Score: Raw -83866.611459 + Penalty 3127.912542 = -80738.698916 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 60 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23599.460000 sec): 2 clusters Score: Raw -17304.987574 + Penalty 1207.148544 = -16097.839030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23599.460000 sec): 3 clusters Score: Raw -17743.563822 + Penalty 2414.297087 = -15329.266734 nChanged 7 SP:Iteration 1F (23599.460000 sec): 3 clusters Score: Raw -17791.689500 + Penalty 2414.297087 = -15377.392412 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 61 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23599.460000 sec): 2 clusters Score: Raw -34634.724236 + Penalty 1378.093359 = -33256.630877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23599.460000 sec): 3 clusters Score: Raw -34961.034271 + Penalty 2756.186719 = -32204.847552 nChanged 35 SP:Iteration 1F (23599.460000 sec): 3 clusters Score: Raw -35086.171959 + Penalty 2756.186719 = -32329.985240 nChanged 16 SP:Iteration 2F (23599.470000 sec): 3 clusters Score: Raw -35145.728398 + Penalty 2756.186719 = -32389.541679 nChanged 13 SP:Iteration 3F (23599.470000 sec): 3 clusters Score: Raw -35193.200257 + Penalty 2756.186719 = -32437.013538 nChanged 7 SP:Iteration 4Q (23599.470000 sec): 3 clusters Score: Raw -35226.031640 + Penalty 2756.186719 = -32469.844921 nChanged 4 SP:Iteration 5Q (23599.470000 sec): 3 clusters Score: Raw -35252.904865 + Penalty 2756.186719 = -32496.718146 nChanged 1 SP:Iteration 6Q (23599.470000 sec): 3 clusters Score: Raw -35257.417129 + Penalty 2756.186719 = -32501.230410 nChanged 0 SP:Iteration 7F (23599.470000 sec): 3 clusters Score: Raw -35257.417129 + Penalty 2756.186719 = -32501.230410 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 62 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23599.480000 sec): 2 clusters Score: Raw -11395.146256 + Penalty 1245.922369 = -10149.223887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23599.480000 sec): 3 clusters Score: Raw -11873.958070 + Penalty 2491.844738 = -9382.113331 nChanged 17 SP:Iteration 1F (23599.480000 sec): 3 clusters Score: Raw -11968.707649 + Penalty 2491.844738 = -9476.862911 nChanged 3 SP:Iteration 2Q (23599.480000 sec): 3 clusters Score: Raw -11983.249488 + Penalty 2491.844738 = -9491.404749 nChanged 1 SP:Iteration 3Q (23599.480000 sec): 3 clusters Score: Raw -11984.401174 + Penalty 2491.844738 = -9492.556436 nChanged 0 SP:Iteration 4F (23599.480000 sec): 3 clusters Score: Raw -11984.401174 + Penalty 2491.844738 = -9492.556436 nChanged 0 Memory request: 0.00 GB would take us to total of 9.78 GB. Trying to split cluster 63 (277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23599.480000 sec): 2 clusters Score: Raw -41955.561667 + Penalty 1394.756342 = -40560.805326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23599.490000 sec): 3 clusters Score: Raw -42098.627323 + Penalty 2789.512683 = -39309.114640 nChanged 27 SP:Iteration 1F (23599.490000 sec): 3 clusters Score: Raw -42189.417892 + Penalty 2789.512683 = -39399.905209 nChanged 5 SP:Iteration 2Q (23599.490000 sec): 3 clusters Score: Raw -42202.358133 + Penalty 2789.512683 = -39412.845450 nChanged 1 SP:Iteration 3Q (23599.490000 sec): 3 clusters Score: Raw -42208.312438 + Penalty 2789.512683 = -39418.799755 nChanged 0 SP:Iteration 4F (23599.490000 sec): 3 clusters Score: Raw -42208.312438 + Penalty 2789.512683 = -39418.799755 nChanged 0 ------ Evaluating fit on full set of 3908522 points ------ Score: Raw -615058679.973604 + Penalty 237151.537821 = -614821528.435784 Time taken for this iteration:23857.500000 seconds. 20->64 Clusters: Score -614821528.435784, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... Memory request: 2.43 GB would take us to total of 9.71 GB. ------ Running on subset of 1302840 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 8 (992 points): Lose 1079.062374 but Gain 3491.854150 Iteration 0F (23992.270000 sec): 20 clusters Score: Raw -189089532.594065 + Penalty 66345.228843 = -189023187.365221 nChanged 1237408 Deleting Class 12 (1610 points): Lose 2131.426000 but Gain 3491.854150 Iteration 1F (24028.910000 sec): 19 clusters Score: Raw -201062132.520579 + Penalty 62853.374694 = -200999279.145885 nChanged 414251 Iteration 2F (24063.610000 sec): 19 clusters Score: Raw -202783608.769941 + Penalty 62853.374694 = -202720755.395248 nChanged 327124 Iteration 3F (24098.320000 sec): 19 clusters Score: Raw -203665213.369317 + Penalty 62853.374694 = -203602359.994624 nChanged 221741 Iteration 4F (24133.030000 sec): 19 clusters Score: Raw -204011912.625749 + Penalty 62853.374694 = -203949059.251056 nChanged 166122 Iteration 5F (24167.780000 sec): 19 clusters Score: Raw -204235672.838448 + Penalty 62853.374694 = -204172819.463755 nChanged 123963 Iteration 6F (24202.500000 sec): 19 clusters Score: Raw -204381665.942479 + Penalty 62853.374694 = -204318812.567786 nChanged 82870 Iteration 7F (24237.670000 sec): 19 clusters Score: Raw -204457147.224876 + Penalty 62853.374694 = -204394293.850183 nChanged 52698 Iteration 8Q (24251.080000 sec): 19 clusters Score: Raw -204496340.935677 + Penalty 62853.374694 = -204433487.560984 nChanged 35114 Iteration 9Q (24263.830000 sec): 19 clusters Score: Raw -204516701.269190 + Penalty 62853.374694 = -204453847.894497 nChanged 25403 Iteration 10Q (24276.160000 sec): 19 clusters Score: Raw -204529042.501293 + Penalty 62853.374694 = -204466189.126599 nChanged 19633 Iteration 11Q (24288.150000 sec): 19 clusters Score: Raw -204536950.343513 + Penalty 62853.374694 = -204474096.968820 nChanged 16475 Iteration 12Q (24299.920000 sec): 19 clusters Score: Raw -204543081.895761 + Penalty 62853.374694 = -204480228.521068 nChanged 14798 Iteration 13Q (24311.560000 sec): 19 clusters Score: Raw -204548809.290067 + Penalty 62853.374694 = -204485955.915373 nChanged 13730 Iteration 14Q (24323.090000 sec): 19 clusters Score: Raw -204554623.370635 + Penalty 62853.374694 = -204491769.995941 nChanged 13511 Iteration 15Q (24334.510000 sec): 19 clusters Score: Raw -204560239.943511 + Penalty 62853.374694 = -204497386.568818 nChanged 12892 Iteration 16Q (24345.870000 sec): 19 clusters Score: Raw -204565161.862443 + Penalty 62853.374694 = -204502308.487749 nChanged 12190 Iteration 17Q (24357.120000 sec): 19 clusters Score: Raw -204569424.873583 + Penalty 62853.374694 = -204506571.498889 nChanged 11252 Iteration 18Q (24368.320000 sec): 19 clusters Score: Raw -204573365.486851 + Penalty 62853.374694 = -204510512.112158 nChanged 10635 Iteration 19Q (24379.470000 sec): 19 clusters Score: Raw -204576993.765715 + Penalty 62853.374694 = -204514140.391021 nChanged 10206 Writing temp clu file Because OldScore, -204510512.112158, is greater than current (better) Score,-204514140.391021 Compute initial score before splitting: Score: Raw -204576993.765715 + Penalty 62853.374694 = -204514140.391021 Memory request: 0.21 GB would take us to total of 9.92 GB. Trying to split cluster 1 (113866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24380.220000 sec): 2 clusters Score: Raw -18476174.387511 + Penalty 2887.408844 = -18473286.978667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24380.720000 sec): 3 clusters Score: Raw -18402852.045242 + Penalty 5774.817688 = -18397077.227553 nChanged 53993 SP:Iteration 1F (24381.210000 sec): 3 clusters Score: Raw -18435043.412790 + Penalty 5774.817688 = -18429268.595102 nChanged 4907 SP:Iteration 2Q (24381.710000 sec): 3 clusters Score: Raw -18436864.528096 + Penalty 5774.817688 = -18431089.710408 nChanged 5455 SP:Iteration 3Q (24382.200000 sec): 3 clusters Score: Raw -18439283.465530 + Penalty 5774.817688 = -18433508.647842 nChanged 6008 SP:Iteration 4F (24382.680000 sec): 3 clusters Score: Raw -18442196.053968 + Penalty 5774.817688 = -18436421.236280 nChanged 6413 SP:Iteration 5F (24383.160000 sec): 3 clusters Score: Raw -18445476.204248 + Penalty 5774.817688 = -18439701.386559 nChanged 6549 SP:Iteration 6F (24383.640000 sec): 3 clusters Score: Raw -18449253.546861 + Penalty 5774.817688 = -18443478.729172 nChanged 6457 SP:Iteration 7F (24384.130000 sec): 3 clusters Score: Raw -18453348.128718 + Penalty 5774.817688 = -18447573.311030 nChanged 6025 SP:Iteration 8F (24384.600000 sec): 3 clusters Score: Raw -18457231.084859 + Penalty 5774.817688 = -18451456.267171 nChanged 5154 SP:Iteration 9Q (24385.090000 sec): 3 clusters Score: Raw -18460299.108957 + Penalty 5774.817688 = -18454524.291269 nChanged 3986 SP:Iteration 10Q (24385.580000 sec): 3 clusters Score: Raw -18462428.677812 + Penalty 5774.817688 = -18456653.860124 nChanged 3083 SP:Iteration 11Q (24386.050000 sec): 3 clusters Score: Raw -18464087.254157 + Penalty 5774.817688 = -18458312.436469 nChanged 2590 SP:Iteration 12Q (24386.510000 sec): 3 clusters Score: Raw -18465922.695776 + Penalty 5774.817688 = -18460147.878087 nChanged 2360 SP:Iteration 13Q (24386.970000 sec): 3 clusters Score: Raw -18468712.841583 + Penalty 5774.817688 = -18462938.023895 nChanged 2278 SP:Iteration 14Q (24387.430000 sec): 3 clusters Score: Raw -18472754.099128 + Penalty 5774.817688 = -18466979.281439 nChanged 2277 SP:Iteration 15Q (24387.870000 sec): 3 clusters Score: Raw -18475467.623945 + Penalty 5774.817688 = -18469692.806257 nChanged 2041 SP:Iteration 16Q (24388.290000 sec): 3 clusters Score: Raw -18476431.940088 + Penalty 5774.817688 = -18470657.122399 nChanged 1560 SP:Iteration 17Q (24388.720000 sec): 3 clusters Score: Raw -18476868.229898 + Penalty 5774.817688 = -18471093.412210 nChanged 1251 SP:Iteration 18Q (24389.150000 sec): 3 clusters Score: Raw -18477170.864726 + Penalty 5774.817688 = -18471396.047038 nChanged 1070 SP:Iteration 19Q (24389.580000 sec): 3 clusters Score: Raw -18477431.441284 + Penalty 5774.817688 = -18471656.623595 nChanged 1104 SP:Iteration 20F (24390.060000 sec): 3 clusters Score: Raw -18477687.423154 + Penalty 5774.817688 = -18471912.605466 nChanged 1051 SP:Iteration 21Q (24390.490000 sec): 3 clusters Score: Raw -18477938.394847 + Penalty 5774.817688 = -18472163.577159 nChanged 1084 SP:Iteration 22Q (24390.920000 sec): 3 clusters Score: Raw -18478205.061367 + Penalty 5774.817688 = -18472430.243679 nChanged 1111 SP:Iteration 23Q (24391.360000 sec): 3 clusters Score: Raw -18478493.081569 + Penalty 5774.817688 = -18472718.263881 nChanged 1133 SP:Iteration 24Q (24391.790000 sec): 3 clusters Score: Raw -18478797.459139 + Penalty 5774.817688 = -18473022.641451 nChanged 1224 SP:Iteration 25Q (24392.230000 sec): 3 clusters Score: Raw -18479138.628757 + Penalty 5774.817688 = -18473363.811069 nChanged 1250 SP:Iteration 26Q (24392.660000 sec): 3 clusters Score: Raw -18479507.078436 + Penalty 5774.817688 = -18473732.260748 nChanged 1324 SP:Iteration 27Q (24393.100000 sec): 3 clusters Score: Raw -18479946.097839 + Penalty 5774.817688 = -18474171.280150 nChanged 1429 SP:Iteration 28Q (24393.530000 sec): 3 clusters Score: Raw -18480463.263920 + Penalty 5774.817688 = -18474688.446231 nChanged 1574 SP:Iteration 29Q (24393.960000 sec): 3 clusters Score: Raw -18481064.051025 + Penalty 5774.817688 = -18475289.233337 nChanged 1712 SP:Iteration 30Q (24394.400000 sec): 3 clusters Score: Raw -18481744.502556 + Penalty 5774.817688 = -18475969.684868 nChanged 1777 SP:Iteration 31Q (24394.830000 sec): 3 clusters Score: Raw -18482481.835031 + Penalty 5774.817688 = -18476707.017342 nChanged 1887 SP:Iteration 32Q (24395.250000 sec): 3 clusters Score: Raw -18483254.144463 + Penalty 5774.817688 = -18477479.326774 nChanged 1825 SP:Iteration 33Q (24395.680000 sec): 3 clusters Score: Raw -18483922.306916 + Penalty 5774.817688 = -18478147.489228 nChanged 1619 SP:Iteration 34Q (24396.110000 sec): 3 clusters Score: Raw -18484441.216833 + Penalty 5774.817688 = -18478666.399145 nChanged 1373 SP:Iteration 35Q (24396.550000 sec): 3 clusters Score: Raw -18484850.606833 + Penalty 5774.817688 = -18479075.789144 nChanged 1126 SP:Iteration 36Q (24396.980000 sec): 3 clusters Score: Raw -18485173.336511 + Penalty 5774.817688 = -18479398.518822 nChanged 963 SP:Iteration 37Q (24397.410000 sec): 3 clusters Score: Raw -18485391.013170 + Penalty 5774.817688 = -18479616.195481 nChanged 747 SP:Iteration 38Q (24397.850000 sec): 3 clusters Score: Raw -18485546.331943 + Penalty 5774.817688 = -18479771.514254 nChanged 616 SP:Iteration 39Q (24398.270000 sec): 3 clusters Score: Raw -18485665.324143 + Penalty 5774.817688 = -18479890.506455 nChanged 580 SP:Iteration 40F (24398.750000 sec): 3 clusters Score: Raw -18486855.913205 + Penalty 5774.817688 = -18481081.095517 nChanged 1275 SP:Iteration 41Q (24399.200000 sec): 3 clusters Score: Raw -18487635.688938 + Penalty 5774.817688 = -18481860.871250 nChanged 1295 SP:Iteration 42Q (24399.650000 sec): 3 clusters Score: Raw -18488046.254136 + Penalty 5774.817688 = -18482271.436448 nChanged 1152 SP:Iteration 43Q (24400.090000 sec): 3 clusters Score: Raw -18488305.117396 + Penalty 5774.817688 = -18482530.299708 nChanged 1029 SP:Iteration 44Q (24400.530000 sec): 3 clusters Score: Raw -18488515.965977 + Penalty 5774.817688 = -18482741.148289 nChanged 1018 SP:Iteration 45Q (24400.970000 sec): 3 clusters Score: Raw -18488712.095547 + Penalty 5774.817688 = -18482937.277859 nChanged 1039 SP:Iteration 46Q (24401.420000 sec): 3 clusters Score: Raw -18488905.363625 + Penalty 5774.817688 = -18483130.545936 nChanged 1038 SP:Iteration 47Q (24401.860000 sec): 3 clusters Score: Raw -18489093.978248 + Penalty 5774.817688 = -18483319.160560 nChanged 1079 SP:Iteration 48Q (24402.300000 sec): 3 clusters Score: Raw -18489298.338647 + Penalty 5774.817688 = -18483523.520959 nChanged 1127 SP:Iteration 49Q (24402.740000 sec): 3 clusters Score: Raw -18489518.061485 + Penalty 5774.817688 = -18483743.243797 nChanged 1141 SP:Iteration 50Q (24403.180000 sec): 3 clusters Score: Raw -18489741.626049 + Penalty 5774.817688 = -18483966.808361 nChanged 1111 SP:Iteration 51Q (24403.620000 sec): 3 clusters Score: Raw -18489962.337199 + Penalty 5774.817688 = -18484187.519511 nChanged 1204 SP:Iteration 52Q (24404.060000 sec): 3 clusters Score: Raw -18490216.269749 + Penalty 5774.817688 = -18484441.452061 nChanged 1311 SP:Iteration 53Q (24404.500000 sec): 3 clusters Score: Raw -18490529.731062 + Penalty 5774.817688 = -18484754.913374 nChanged 1460 SP:Iteration 54Q (24404.940000 sec): 3 clusters Score: Raw -18490929.956476 + Penalty 5774.817688 = -18485155.138788 nChanged 1628 SP:Iteration 55Q (24405.370000 sec): 3 clusters Score: Raw -18491427.509684 + Penalty 5774.817688 = -18485652.691996 nChanged 1828 SP:Iteration 56Q (24405.800000 sec): 3 clusters Score: Raw -18492075.726791 + Penalty 5774.817688 = -18486300.909102 nChanged 2079 SP:Iteration 57Q (24406.240000 sec): 3 clusters Score: Raw -18492943.885119 + Penalty 5774.817688 = -18487169.067431 nChanged 2339 SP:Iteration 58Q (24406.670000 sec): 3 clusters Score: Raw -18494097.506324 + Penalty 5774.817688 = -18488322.688636 nChanged 2614 SP:Iteration 59Q (24407.100000 sec): 3 clusters Score: Raw -18495675.064070 + Penalty 5774.817688 = -18489900.246381 nChanged 2851 SP:Iteration 60F (24407.580000 sec): 3 clusters Score: Raw -18498206.810584 + Penalty 5774.817688 = -18492431.992895 nChanged 3293 SP:Iteration 61Q (24408.020000 sec): 3 clusters Score: Raw -18501995.820945 + Penalty 5774.817688 = -18496221.003256 nChanged 2877 SP:Iteration 62Q (24408.460000 sec): 3 clusters Score: Raw -18505646.581500 + Penalty 5774.817688 = -18499871.763812 nChanged 2239 SP:Iteration 63Q (24408.870000 sec): 3 clusters Score: Raw -18508131.073883 + Penalty 5774.817688 = -18502356.256194 nChanged 1514 SP:Iteration 64Q (24409.270000 sec): 3 clusters Score: Raw -18509251.795286 + Penalty 5774.817688 = -18503476.977598 nChanged 963 SP:Iteration 65Q (24409.660000 sec): 3 clusters Score: Raw -18509688.498790 + Penalty 5774.817688 = -18503913.681102 nChanged 650 SP:Iteration 66Q (24410.040000 sec): 3 clusters Score: Raw -18509887.622436 + Penalty 5774.817688 = -18504112.804748 nChanged 413 SP:Iteration 67Q (24410.420000 sec): 3 clusters Score: Raw -18509976.592290 + Penalty 5774.817688 = -18504201.774601 nChanged 293 SP:Iteration 68Q (24410.800000 sec): 3 clusters Score: Raw -18510023.445233 + Penalty 5774.817688 = -18504248.627544 nChanged 209 SP:Iteration 69Q (24411.180000 sec): 3 clusters Score: Raw -18510048.050176 + Penalty 5774.817688 = -18504273.232488 nChanged 137 SP:Iteration 70Q (24411.560000 sec): 3 clusters Score: Raw -18510062.376369 + Penalty 5774.817688 = -18504287.558681 nChanged 97 SP:Iteration 71Q (24411.930000 sec): 3 clusters Score: Raw -18510070.594238 + Penalty 5774.817688 = -18504295.776550 nChanged 70 SP:Iteration 72Q (24412.300000 sec): 3 clusters Score: Raw -18510075.384548 + Penalty 5774.817688 = -18504300.566860 nChanged 52 SP:Iteration 73Q (24412.680000 sec): 3 clusters Score: Raw -18510078.200812 + Penalty 5774.817688 = -18504303.383124 nChanged 33 SP:Iteration 74Q (24413.050000 sec): 3 clusters Score: Raw -18510079.557706 + Penalty 5774.817688 = -18504304.740018 nChanged 31 SP:Iteration 75Q (24413.420000 sec): 3 clusters Score: Raw -18510080.684203 + Penalty 5774.817688 = -18504305.866514 nChanged 26 SP:Iteration 76Q (24413.790000 sec): 3 clusters Score: Raw -18510081.405003 + Penalty 5774.817688 = -18504306.587315 nChanged 19 SP:Iteration 77Q (24414.160000 sec): 3 clusters Score: Raw -18510081.938139 + Penalty 5774.817688 = -18504307.120451 nChanged 15 SP:Iteration 78Q (24414.540000 sec): 3 clusters Score: Raw -18510082.283934 + Penalty 5774.817688 = -18504307.466246 nChanged 12 SP:Iteration 79Q (24414.910000 sec): 3 clusters Score: Raw -18510082.551581 + Penalty 5774.817688 = -18504307.733893 nChanged 6 SP:Iteration 80F (24415.390000 sec): 3 clusters Score: Raw -18510090.486019 + Penalty 5774.817688 = -18504315.668331 nChanged 8 SP:Iteration 81Q (24415.760000 sec): 3 clusters Score: Raw -18510091.343321 + Penalty 5774.817688 = -18504316.525632 nChanged 11 SP:Iteration 82Q (24416.140000 sec): 3 clusters Score: Raw -18510091.866713 + Penalty 5774.817688 = -18504317.049025 nChanged 10 SP:Iteration 83Q (24416.510000 sec): 3 clusters Score: Raw -18510092.121950 + Penalty 5774.817688 = -18504317.304262 nChanged 2 SP:Iteration 84Q (24416.890000 sec): 3 clusters Score: Raw -18510092.157975 + Penalty 5774.817688 = -18504317.340286 nChanged 1 SP:Iteration 85Q (24417.260000 sec): 3 clusters Score: Raw -18510092.170043 + Penalty 5774.817688 = -18504317.352355 nChanged 1 SP:Iteration 86Q (24417.640000 sec): 3 clusters Score: Raw -18510092.190677 + Penalty 5774.817688 = -18504317.372989 nChanged 0 SP:Iteration 87F (24418.110000 sec): 3 clusters Score: Raw -18510092.190677 + Penalty 5774.817688 = -18504317.372989 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 8. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 2 (49169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24418.320000 sec): 2 clusters Score: Raw -7801838.453530 + Penalty 2679.148618 = -7799159.304912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24418.520000 sec): 3 clusters Score: Raw -7771529.685154 + Penalty 5358.297237 = -7766171.387917 nChanged 22594 SP:Iteration 1F (24418.720000 sec): 3 clusters Score: Raw -7783922.349515 + Penalty 5358.297237 = -7778564.052278 nChanged 2112 SP:Iteration 2Q (24418.930000 sec): 3 clusters Score: Raw -7784693.541555 + Penalty 5358.297237 = -7779335.244319 nChanged 2213 SP:Iteration 3Q (24419.130000 sec): 3 clusters Score: Raw -7785597.048791 + Penalty 5358.297237 = -7780238.751554 nChanged 2358 SP:Iteration 4Q (24419.330000 sec): 3 clusters Score: Raw -7786704.033428 + Penalty 5358.297237 = -7781345.736191 nChanged 2780 SP:Iteration 5F (24419.530000 sec): 3 clusters Score: Raw -7788203.252032 + Penalty 5358.297237 = -7782844.954795 nChanged 3243 SP:Iteration 6F (24419.730000 sec): 3 clusters Score: Raw -7790271.878224 + Penalty 5358.297237 = -7784913.580987 nChanged 3523 SP:Iteration 7F (24419.930000 sec): 3 clusters Score: Raw -7792819.747980 + Penalty 5358.297237 = -7787461.450743 nChanged 3557 SP:Iteration 8F (24420.130000 sec): 3 clusters Score: Raw -7795663.783379 + Penalty 5358.297237 = -7790305.486142 nChanged 3218 SP:Iteration 9F (24420.330000 sec): 3 clusters Score: Raw -7798307.654778 + Penalty 5358.297237 = -7792949.357541 nChanged 2481 SP:Iteration 10F (24420.530000 sec): 3 clusters Score: Raw -7800215.264326 + Penalty 5358.297237 = -7794856.967089 nChanged 1726 SP:Iteration 11Q (24420.730000 sec): 3 clusters Score: Raw -7801449.468918 + Penalty 5358.297237 = -7796091.171681 nChanged 1242 SP:Iteration 12Q (24420.930000 sec): 3 clusters Score: Raw -7802221.705772 + Penalty 5358.297237 = -7796863.408536 nChanged 909 SP:Iteration 13Q (24421.130000 sec): 3 clusters Score: Raw -7802687.109851 + Penalty 5358.297237 = -7797328.812614 nChanged 672 SP:Iteration 14Q (24421.320000 sec): 3 clusters Score: Raw -7802979.479135 + Penalty 5358.297237 = -7797621.181898 nChanged 525 SP:Iteration 15Q (24421.510000 sec): 3 clusters Score: Raw -7803174.620850 + Penalty 5358.297237 = -7797816.323613 nChanged 398 SP:Iteration 16Q (24421.700000 sec): 3 clusters Score: Raw -7803314.204357 + Penalty 5358.297237 = -7797955.907120 nChanged 325 SP:Iteration 17Q (24421.880000 sec): 3 clusters Score: Raw -7803430.445826 + Penalty 5358.297237 = -7798072.148590 nChanged 261 SP:Iteration 18Q (24422.070000 sec): 3 clusters Score: Raw -7803516.334056 + Penalty 5358.297237 = -7798158.036819 nChanged 204 SP:Iteration 19Q (24422.250000 sec): 3 clusters Score: Raw -7803583.510529 + Penalty 5358.297237 = -7798225.213292 nChanged 170 SP:Iteration 20F (24422.440000 sec): 3 clusters Score: Raw -7803635.518735 + Penalty 5358.297237 = -7798277.221498 nChanged 145 SP:Iteration 21Q (24422.620000 sec): 3 clusters Score: Raw -7803679.107922 + Penalty 5358.297237 = -7798320.810685 nChanged 133 SP:Iteration 22Q (24422.790000 sec): 3 clusters Score: Raw -7803717.492042 + Penalty 5358.297237 = -7798359.194805 nChanged 111 SP:Iteration 23Q (24422.960000 sec): 3 clusters Score: Raw -7803753.660606 + Penalty 5358.297237 = -7798395.363369 nChanged 107 SP:Iteration 24Q (24423.130000 sec): 3 clusters Score: Raw -7803792.217928 + Penalty 5358.297237 = -7798433.920692 nChanged 104 SP:Iteration 25Q (24423.300000 sec): 3 clusters Score: Raw -7803836.481815 + Penalty 5358.297237 = -7798478.184578 nChanged 102 SP:Iteration 26Q (24423.470000 sec): 3 clusters Score: Raw -7803878.565270 + Penalty 5358.297237 = -7798520.268033 nChanged 92 SP:Iteration 27Q (24423.650000 sec): 3 clusters Score: Raw -7803918.973003 + Penalty 5358.297237 = -7798560.675766 nChanged 92 SP:Iteration 28Q (24423.810000 sec): 3 clusters Score: Raw -7803954.579523 + Penalty 5358.297237 = -7798596.282286 nChanged 75 SP:Iteration 29Q (24423.970000 sec): 3 clusters Score: Raw -7803982.546193 + Penalty 5358.297237 = -7798624.248956 nChanged 67 SP:Iteration 30Q (24424.140000 sec): 3 clusters Score: Raw -7804002.062985 + Penalty 5358.297237 = -7798643.765748 nChanged 56 SP:Iteration 31Q (24424.300000 sec): 3 clusters Score: Raw -7804015.982891 + Penalty 5358.297237 = -7798657.685654 nChanged 42 SP:Iteration 32Q (24424.460000 sec): 3 clusters Score: Raw -7804025.525253 + Penalty 5358.297237 = -7798667.228016 nChanged 34 SP:Iteration 33Q (24424.630000 sec): 3 clusters Score: Raw -7804032.303689 + Penalty 5358.297237 = -7798674.006452 nChanged 25 SP:Iteration 34Q (24424.790000 sec): 3 clusters Score: Raw -7804035.567464 + Penalty 5358.297237 = -7798677.270228 nChanged 14 SP:Iteration 35Q (24424.950000 sec): 3 clusters Score: Raw -7804037.762286 + Penalty 5358.297237 = -7798679.465049 nChanged 15 SP:Iteration 36Q (24425.110000 sec): 3 clusters Score: Raw -7804040.307992 + Penalty 5358.297237 = -7798682.010755 nChanged 9 SP:Iteration 37Q (24425.270000 sec): 3 clusters Score: Raw -7804041.500498 + Penalty 5358.297237 = -7798683.203262 nChanged 7 SP:Iteration 38Q (24425.430000 sec): 3 clusters Score: Raw -7804043.510709 + Penalty 5358.297237 = -7798685.213472 nChanged 9 SP:Iteration 39Q (24425.590000 sec): 3 clusters Score: Raw -7804045.009186 + Penalty 5358.297237 = -7798686.711949 nChanged 9 SP:Iteration 40F (24425.780000 sec): 3 clusters Score: Raw -7804046.541897 + Penalty 5358.297237 = -7798688.244660 nChanged 12 SP:Iteration 41Q (24425.940000 sec): 3 clusters Score: Raw -7804050.023905 + Penalty 5358.297237 = -7798691.726668 nChanged 18 SP:Iteration 42Q (24426.100000 sec): 3 clusters Score: Raw -7804054.470873 + Penalty 5358.297237 = -7798696.173636 nChanged 19 SP:Iteration 43Q (24426.260000 sec): 3 clusters Score: Raw -7804058.433419 + Penalty 5358.297237 = -7798700.136182 nChanged 17 SP:Iteration 44Q (24426.420000 sec): 3 clusters Score: Raw -7804062.770653 + Penalty 5358.297237 = -7798704.473417 nChanged 15 SP:Iteration 45Q (24426.580000 sec): 3 clusters Score: Raw -7804064.810325 + Penalty 5358.297237 = -7798706.513089 nChanged 8 SP:Iteration 46Q (24426.740000 sec): 3 clusters Score: Raw -7804065.719740 + Penalty 5358.297237 = -7798707.422503 nChanged 7 SP:Iteration 47Q (24426.900000 sec): 3 clusters Score: Raw -7804067.125044 + Penalty 5358.297237 = -7798708.827807 nChanged 4 SP:Iteration 48Q (24427.060000 sec): 3 clusters Score: Raw -7804067.593335 + Penalty 5358.297237 = -7798709.296098 nChanged 3 SP:Iteration 49Q (24427.220000 sec): 3 clusters Score: Raw -7804068.119834 + Penalty 5358.297237 = -7798709.822597 nChanged 3 SP:Iteration 50Q (24427.380000 sec): 3 clusters Score: Raw -7804068.611589 + Penalty 5358.297237 = -7798710.314352 nChanged 2 SP:Iteration 51Q (24427.540000 sec): 3 clusters Score: Raw -7804068.738637 + Penalty 5358.297237 = -7798710.441400 nChanged 1 SP:Iteration 52Q (24427.700000 sec): 3 clusters Score: Raw -7804068.831101 + Penalty 5358.297237 = -7798710.533864 nChanged 2 SP:Iteration 53Q (24427.860000 sec): 3 clusters Score: Raw -7804069.052586 + Penalty 5358.297237 = -7798710.755350 nChanged 2 SP:Iteration 54Q (24428.010000 sec): 3 clusters Score: Raw -7804069.424697 + Penalty 5358.297237 = -7798711.127461 nChanged 1 SP:Iteration 55Q (24428.170000 sec): 3 clusters Score: Raw -7804069.561465 + Penalty 5358.297237 = -7798711.264228 nChanged 0 SP:Iteration 56F (24428.370000 sec): 3 clusters Score: Raw -7804069.561465 + Penalty 5358.297237 = -7798711.264228 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 3 (2765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24428.410000 sec): 2 clusters Score: Raw -420297.910578 + Penalty 1965.349387 = -418332.561191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24428.420000 sec): 3 clusters Score: Raw -419223.130334 + Penalty 3930.698773 = -415292.431560 nChanged 958 SP:Iteration 1F (24428.430000 sec): 3 clusters Score: Raw -420268.647082 + Penalty 3930.698773 = -416337.948308 nChanged 307 SP:Iteration 2F (24428.440000 sec): 3 clusters Score: Raw -420910.551682 + Penalty 3930.698773 = -416979.852908 nChanged 255 SP:Iteration 3F (24428.450000 sec): 3 clusters Score: Raw -421290.451222 + Penalty 3930.698773 = -417359.752448 nChanged 169 SP:Iteration 4F (24428.460000 sec): 3 clusters Score: Raw -421532.644411 + Penalty 3930.698773 = -417601.945637 nChanged 128 SP:Iteration 5Q (24428.470000 sec): 3 clusters Score: Raw -421707.819127 + Penalty 3930.698773 = -417777.120354 nChanged 96 SP:Iteration 6Q (24428.480000 sec): 3 clusters Score: Raw -421826.896463 + Penalty 3930.698773 = -417896.197690 nChanged 67 SP:Iteration 7Q (24428.490000 sec): 3 clusters Score: Raw -421917.424358 + Penalty 3930.698773 = -417986.725585 nChanged 63 SP:Iteration 8Q (24428.500000 sec): 3 clusters Score: Raw -422034.801602 + Penalty 3930.698773 = -418104.102829 nChanged 67 SP:Iteration 9Q (24428.510000 sec): 3 clusters Score: Raw -422107.677310 + Penalty 3930.698773 = -418176.978537 nChanged 52 SP:Iteration 10Q (24428.520000 sec): 3 clusters Score: Raw -422160.300310 + Penalty 3930.698773 = -418229.601536 nChanged 53 SP:Iteration 11Q (24428.530000 sec): 3 clusters Score: Raw -422209.236340 + Penalty 3930.698773 = -418278.537566 nChanged 37 SP:Iteration 12Q (24428.540000 sec): 3 clusters Score: Raw -422239.328908 + Penalty 3930.698773 = -418308.630134 nChanged 38 SP:Iteration 13Q (24428.550000 sec): 3 clusters Score: Raw -422267.808212 + Penalty 3930.698773 = -418337.109439 nChanged 30 SP:Iteration 14Q (24428.560000 sec): 3 clusters Score: Raw -422296.541208 + Penalty 3930.698773 = -418365.842434 nChanged 33 SP:Iteration 15Q (24428.570000 sec): 3 clusters Score: Raw -422322.577014 + Penalty 3930.698773 = -418391.878241 nChanged 30 SP:Iteration 16Q (24428.580000 sec): 3 clusters Score: Raw -422346.208576 + Penalty 3930.698773 = -418415.509803 nChanged 24 SP:Iteration 17Q (24428.590000 sec): 3 clusters Score: Raw -422365.766358 + Penalty 3930.698773 = -418435.067584 nChanged 22 SP:Iteration 18Q (24428.590000 sec): 3 clusters Score: Raw -422383.388616 + Penalty 3930.698773 = -418452.689842 nChanged 20 SP:Iteration 19Q (24428.600000 sec): 3 clusters Score: Raw -422399.841142 + Penalty 3930.698773 = -418469.142369 nChanged 22 SP:Iteration 20F (24428.610000 sec): 3 clusters Score: Raw -422416.895517 + Penalty 3930.698773 = -418486.196744 nChanged 26 SP:Iteration 21Q (24428.620000 sec): 3 clusters Score: Raw -422436.837367 + Penalty 3930.698773 = -418506.138594 nChanged 24 SP:Iteration 22Q (24428.630000 sec): 3 clusters Score: Raw -422451.869865 + Penalty 3930.698773 = -418521.171092 nChanged 14 SP:Iteration 23Q (24428.640000 sec): 3 clusters Score: Raw -422458.796532 + Penalty 3930.698773 = -418528.097758 nChanged 13 SP:Iteration 24Q (24428.650000 sec): 3 clusters Score: Raw -422475.457846 + Penalty 3930.698773 = -418544.759073 nChanged 20 SP:Iteration 25Q (24428.660000 sec): 3 clusters Score: Raw -422511.926483 + Penalty 3930.698773 = -418581.227709 nChanged 25 SP:Iteration 26Q (24428.670000 sec): 3 clusters Score: Raw -422566.899967 + Penalty 3930.698773 = -418636.201194 nChanged 32 SP:Iteration 27Q (24428.680000 sec): 3 clusters Score: Raw -422600.969718 + Penalty 3930.698773 = -418670.270945 nChanged 25 SP:Iteration 28Q (24428.690000 sec): 3 clusters Score: Raw -422619.277879 + Penalty 3930.698773 = -418688.579105 nChanged 19 SP:Iteration 29Q (24428.690000 sec): 3 clusters Score: Raw -422639.806145 + Penalty 3930.698773 = -418709.107371 nChanged 19 SP:Iteration 30Q (24428.700000 sec): 3 clusters Score: Raw -422659.444680 + Penalty 3930.698773 = -418728.745906 nChanged 21 SP:Iteration 31Q (24428.710000 sec): 3 clusters Score: Raw -422680.520016 + Penalty 3930.698773 = -418749.821242 nChanged 24 SP:Iteration 32Q (24428.720000 sec): 3 clusters Score: Raw -422705.558709 + Penalty 3930.698773 = -418774.859936 nChanged 34 SP:Iteration 33Q (24428.730000 sec): 3 clusters Score: Raw -422747.969889 + Penalty 3930.698773 = -418817.271116 nChanged 39 SP:Iteration 34Q (24428.740000 sec): 3 clusters Score: Raw -422798.725327 + Penalty 3930.698773 = -418868.026554 nChanged 32 SP:Iteration 35Q (24428.750000 sec): 3 clusters Score: Raw -422852.815460 + Penalty 3930.698773 = -418922.116686 nChanged 36 SP:Iteration 36Q (24428.750000 sec): 3 clusters Score: Raw -422928.025299 + Penalty 3930.698773 = -418997.326525 nChanged 25 SP:Iteration 37Q (24428.760000 sec): 3 clusters Score: Raw -422975.903798 + Penalty 3930.698773 = -419045.205025 nChanged 15 SP:Iteration 38Q (24428.770000 sec): 3 clusters Score: Raw -423008.188079 + Penalty 3930.698773 = -419077.489306 nChanged 11 SP:Iteration 39Q (24428.780000 sec): 3 clusters Score: Raw -423024.613191 + Penalty 3930.698773 = -419093.914418 nChanged 9 SP:Iteration 40F (24428.790000 sec): 3 clusters Score: Raw -423032.962656 + Penalty 3930.698773 = -419102.263883 nChanged 4 SP:Iteration 41Q (24428.790000 sec): 3 clusters Score: Raw -423038.097643 + Penalty 3930.698773 = -419107.398870 nChanged 5 SP:Iteration 42Q (24428.800000 sec): 3 clusters Score: Raw -423044.228591 + Penalty 3930.698773 = -419113.529818 nChanged 1 SP:Iteration 43Q (24428.810000 sec): 3 clusters Score: Raw -423044.849684 + Penalty 3930.698773 = -419114.150911 nChanged 0 SP:Iteration 44F (24428.820000 sec): 3 clusters Score: Raw -423044.849684 + Penalty 3930.698773 = -419114.150911 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 12. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 4 (8930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24428.870000 sec): 2 clusters Score: Raw -1402669.556731 + Penalty 2256.098575 = -1400413.458156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24428.900000 sec): 3 clusters Score: Raw -1397990.690067 + Penalty 4512.197150 = -1393478.492917 nChanged 3630 SP:Iteration 1F (24428.930000 sec): 3 clusters Score: Raw -1400021.646337 + Penalty 4512.197150 = -1395509.449186 nChanged 647 SP:Iteration 2F (24428.970000 sec): 3 clusters Score: Raw -1400395.623820 + Penalty 4512.197150 = -1395883.426670 nChanged 532 SP:Iteration 3F (24429.010000 sec): 3 clusters Score: Raw -1400733.756929 + Penalty 4512.197150 = -1396221.559779 nChanged 468 SP:Iteration 4F (24429.040000 sec): 3 clusters Score: Raw -1401016.730876 + Penalty 4512.197150 = -1396504.533726 nChanged 362 SP:Iteration 5Q (24429.070000 sec): 3 clusters Score: Raw -1401238.273252 + Penalty 4512.197150 = -1396726.076102 nChanged 354 SP:Iteration 6Q (24429.110000 sec): 3 clusters Score: Raw -1401434.330201 + Penalty 4512.197150 = -1396922.133051 nChanged 330 SP:Iteration 7Q (24429.150000 sec): 3 clusters Score: Raw -1401633.199264 + Penalty 4512.197150 = -1397121.002114 nChanged 380 SP:Iteration 8Q (24429.180000 sec): 3 clusters Score: Raw -1401897.784761 + Penalty 4512.197150 = -1397385.587611 nChanged 434 SP:Iteration 9Q (24429.210000 sec): 3 clusters Score: Raw -1402237.456569 + Penalty 4512.197150 = -1397725.259418 nChanged 483 SP:Iteration 10F (24429.250000 sec): 3 clusters Score: Raw -1402663.968720 + Penalty 4512.197150 = -1398151.771570 nChanged 458 SP:Iteration 11F (24429.280000 sec): 3 clusters Score: Raw -1403080.986836 + Penalty 4512.197150 = -1398568.789685 nChanged 390 SP:Iteration 12Q (24429.320000 sec): 3 clusters Score: Raw -1403459.768359 + Penalty 4512.197150 = -1398947.571209 nChanged 330 SP:Iteration 13Q (24429.350000 sec): 3 clusters Score: Raw -1403815.684146 + Penalty 4512.197150 = -1399303.486996 nChanged 296 SP:Iteration 14Q (24429.380000 sec): 3 clusters Score: Raw -1404156.918711 + Penalty 4512.197150 = -1399644.721561 nChanged 252 SP:Iteration 15Q (24429.410000 sec): 3 clusters Score: Raw -1404516.560229 + Penalty 4512.197150 = -1400004.363079 nChanged 245 SP:Iteration 16Q (24429.450000 sec): 3 clusters Score: Raw -1404884.778255 + Penalty 4512.197150 = -1400372.581105 nChanged 220 SP:Iteration 17Q (24429.470000 sec): 3 clusters Score: Raw -1405192.928302 + Penalty 4512.197150 = -1400680.731152 nChanged 170 SP:Iteration 18Q (24429.500000 sec): 3 clusters Score: Raw -1405357.907512 + Penalty 4512.197150 = -1400845.710362 nChanged 103 SP:Iteration 19Q (24429.530000 sec): 3 clusters Score: Raw -1405426.048474 + Penalty 4512.197150 = -1400913.851324 nChanged 61 SP:Iteration 20F (24429.570000 sec): 3 clusters Score: Raw -1405464.110376 + Penalty 4512.197150 = -1400951.913226 nChanged 59 SP:Iteration 21Q (24429.590000 sec): 3 clusters Score: Raw -1405495.490718 + Penalty 4512.197150 = -1400983.293568 nChanged 38 SP:Iteration 22Q (24429.620000 sec): 3 clusters Score: Raw -1405510.649678 + Penalty 4512.197150 = -1400998.452528 nChanged 25 SP:Iteration 23Q (24429.650000 sec): 3 clusters Score: Raw -1405519.169469 + Penalty 4512.197150 = -1401006.972318 nChanged 21 SP:Iteration 24Q (24429.680000 sec): 3 clusters Score: Raw -1405526.237112 + Penalty 4512.197150 = -1401014.039962 nChanged 19 SP:Iteration 25Q (24429.710000 sec): 3 clusters Score: Raw -1405531.328260 + Penalty 4512.197150 = -1401019.131109 nChanged 13 SP:Iteration 26Q (24429.730000 sec): 3 clusters Score: Raw -1405534.275704 + Penalty 4512.197150 = -1401022.078554 nChanged 7 SP:Iteration 27Q (24429.760000 sec): 3 clusters Score: Raw -1405535.999184 + Penalty 4512.197150 = -1401023.802034 nChanged 4 SP:Iteration 28Q (24429.790000 sec): 3 clusters Score: Raw -1405537.000348 + Penalty 4512.197150 = -1401024.803198 nChanged 3 SP:Iteration 29Q (24429.810000 sec): 3 clusters Score: Raw -1405537.472898 + Penalty 4512.197150 = -1401025.275747 nChanged 0 SP:Iteration 30F (24429.850000 sec): 3 clusters Score: Raw -1405537.472898 + Penalty 4512.197150 = -1401025.275747 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 9.92 GB. Trying to split cluster 5 (6530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24429.890000 sec): 2 clusters Score: Raw -928067.495373 + Penalty 2178.472231 = -925889.023142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24429.910000 sec): 3 clusters Score: Raw -924955.734184 + Penalty 4356.944462 = -920598.789721 nChanged 2592 SP:Iteration 1F (24429.930000 sec): 3 clusters Score: Raw -928205.764842 + Penalty 4356.944462 = -923848.820379 nChanged 960 SP:Iteration 2F (24429.960000 sec): 3 clusters Score: Raw -930135.856545 + Penalty 4356.944462 = -925778.912083 nChanged 748 SP:Iteration 3F (24429.990000 sec): 3 clusters Score: Raw -931242.598147 + Penalty 4356.944462 = -926885.653685 nChanged 462 SP:Iteration 4F (24430.010000 sec): 3 clusters Score: Raw -931838.240741 + Penalty 4356.944462 = -927481.296279 nChanged 282 SP:Iteration 5Q (24430.030000 sec): 3 clusters Score: Raw -932162.331381 + Penalty 4356.944462 = -927805.386919 nChanged 195 SP:Iteration 6Q (24430.060000 sec): 3 clusters Score: Raw -932397.719549 + Penalty 4356.944462 = -928040.775087 nChanged 145 SP:Iteration 7Q (24430.080000 sec): 3 clusters Score: Raw -932579.868490 + Penalty 4356.944462 = -928222.924028 nChanged 114 SP:Iteration 8Q (24430.100000 sec): 3 clusters Score: Raw -932742.231720 + Penalty 4356.944462 = -928385.287258 nChanged 105 SP:Iteration 9Q (24430.120000 sec): 3 clusters Score: Raw -932829.964299 + Penalty 4356.944462 = -928473.019837 nChanged 75 SP:Iteration 10Q (24430.140000 sec): 3 clusters Score: Raw -932906.345037 + Penalty 4356.944462 = -928549.400575 nChanged 66 SP:Iteration 11Q (24430.170000 sec): 3 clusters Score: Raw -932966.218645 + Penalty 4356.944462 = -928609.274183 nChanged 49 SP:Iteration 12Q (24430.190000 sec): 3 clusters Score: Raw -933001.908527 + Penalty 4356.944462 = -928644.964065 nChanged 51 SP:Iteration 13Q (24430.210000 sec): 3 clusters Score: Raw -933039.803936 + Penalty 4356.944462 = -928682.859474 nChanged 39 SP:Iteration 14Q (24430.230000 sec): 3 clusters Score: Raw -933075.058357 + Penalty 4356.944462 = -928718.113895 nChanged 42 SP:Iteration 15Q (24430.250000 sec): 3 clusters Score: Raw -933117.242479 + Penalty 4356.944462 = -928760.298017 nChanged 48 SP:Iteration 16Q (24430.270000 sec): 3 clusters Score: Raw -933156.606486 + Penalty 4356.944462 = -928799.662024 nChanged 45 SP:Iteration 17Q (24430.290000 sec): 3 clusters Score: Raw -933194.484317 + Penalty 4356.944462 = -928837.539855 nChanged 33 SP:Iteration 18Q (24430.300000 sec): 3 clusters Score: Raw -933219.268640 + Penalty 4356.944462 = -928862.324178 nChanged 27 SP:Iteration 19Q (24430.320000 sec): 3 clusters Score: Raw -933241.265320 + Penalty 4356.944462 = -928884.320858 nChanged 28 SP:Iteration 20F (24430.350000 sec): 3 clusters Score: Raw -933263.995792 + Penalty 4356.944462 = -928907.051330 nChanged 29 SP:Iteration 21Q (24430.370000 sec): 3 clusters Score: Raw -933291.964926 + Penalty 4356.944462 = -928935.020464 nChanged 26 SP:Iteration 22Q (24430.390000 sec): 3 clusters Score: Raw -933312.477111 + Penalty 4356.944462 = -928955.532649 nChanged 30 SP:Iteration 23Q (24430.410000 sec): 3 clusters Score: Raw -933345.901603 + Penalty 4356.944462 = -928988.957141 nChanged 41 SP:Iteration 24Q (24430.430000 sec): 3 clusters Score: Raw -933382.120718 + Penalty 4356.944462 = -929025.176255 nChanged 36 SP:Iteration 25Q (24430.450000 sec): 3 clusters Score: Raw -933424.856239 + Penalty 4356.944462 = -929067.911776 nChanged 44 SP:Iteration 26Q (24430.470000 sec): 3 clusters Score: Raw -933467.660468 + Penalty 4356.944462 = -929110.716006 nChanged 38 SP:Iteration 27Q (24430.480000 sec): 3 clusters Score: Raw -933503.639128 + Penalty 4356.944462 = -929146.694666 nChanged 34 SP:Iteration 28Q (24430.500000 sec): 3 clusters Score: Raw -933549.655558 + Penalty 4356.944462 = -929192.711096 nChanged 47 SP:Iteration 29Q (24430.520000 sec): 3 clusters Score: Raw -933604.264682 + Penalty 4356.944462 = -929247.320220 nChanged 36 SP:Iteration 30Q (24430.540000 sec): 3 clusters Score: Raw -933637.814922 + Penalty 4356.944462 = -929280.870460 nChanged 30 SP:Iteration 31Q (24430.550000 sec): 3 clusters Score: Raw -933668.509106 + Penalty 4356.944462 = -929311.564644 nChanged 27 SP:Iteration 32Q (24430.570000 sec): 3 clusters Score: Raw -933698.295837 + Penalty 4356.944462 = -929341.351375 nChanged 18 SP:Iteration 33Q (24430.590000 sec): 3 clusters Score: Raw -933714.330073 + Penalty 4356.944462 = -929357.385611 nChanged 14 SP:Iteration 34Q (24430.610000 sec): 3 clusters Score: Raw -933726.323953 + Penalty 4356.944462 = -929369.379491 nChanged 11 SP:Iteration 35Q (24430.630000 sec): 3 clusters Score: Raw -933739.046234 + Penalty 4356.944462 = -929382.101772 nChanged 3 SP:Iteration 36Q (24430.650000 sec): 3 clusters Score: Raw -933760.212966 + Penalty 4356.944462 = -929403.268504 nChanged 14 SP:Iteration 37Q (24430.670000 sec): 3 clusters Score: Raw -933776.526648 + Penalty 4356.944462 = -929419.582185 nChanged 12 SP:Iteration 38Q (24430.690000 sec): 3 clusters Score: Raw -933806.301841 + Penalty 4356.944462 = -929449.357379 nChanged 19 SP:Iteration 39Q (24430.700000 sec): 3 clusters Score: Raw -933857.878425 + Penalty 4356.944462 = -929500.933963 nChanged 13 SP:Iteration 40F (24430.730000 sec): 3 clusters Score: Raw -933883.515693 + Penalty 4356.944462 = -929526.571230 nChanged 10 SP:Iteration 41Q (24430.750000 sec): 3 clusters Score: Raw -933898.378431 + Penalty 4356.944462 = -929541.433968 nChanged 9 SP:Iteration 42Q (24430.770000 sec): 3 clusters Score: Raw -933912.814735 + Penalty 4356.944462 = -929555.870273 nChanged 9 SP:Iteration 43Q (24430.780000 sec): 3 clusters Score: Raw -933925.551833 + Penalty 4356.944462 = -929568.607371 nChanged 9 SP:Iteration 44Q (24430.800000 sec): 3 clusters Score: Raw -933935.784915 + Penalty 4356.944462 = -929578.840453 nChanged 7 SP:Iteration 45Q (24430.820000 sec): 3 clusters Score: Raw -933943.145013 + Penalty 4356.944462 = -929586.200550 nChanged 5 SP:Iteration 46Q (24430.840000 sec): 3 clusters Score: Raw -933949.970546 + Penalty 4356.944462 = -929593.026084 nChanged 6 SP:Iteration 47Q (24430.850000 sec): 3 clusters Score: Raw -933955.362363 + Penalty 4356.944462 = -929598.417901 nChanged 5 SP:Iteration 48Q (24430.870000 sec): 3 clusters Score: Raw -933958.964667 + Penalty 4356.944462 = -929602.020205 nChanged 3 SP:Iteration 49Q (24430.890000 sec): 3 clusters Score: Raw -933961.090995 + Penalty 4356.944462 = -929604.146532 nChanged 0 SP:Iteration 50F (24430.920000 sec): 3 clusters Score: Raw -933961.090995 + Penalty 4356.944462 = -929604.146532 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 9.92 GB. Trying to split cluster 6 (2194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24430.930000 sec): 2 clusters Score: Raw -284853.564430 + Penalty 1907.983447 = -282945.580983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24430.950000 sec): 3 clusters Score: Raw -284536.933042 + Penalty 3815.966894 = -280720.966148 nChanged 864 SP:Iteration 1F (24430.950000 sec): 3 clusters Score: Raw -287653.484495 + Penalty 3815.966894 = -283837.517601 nChanged 407 SP:Iteration 2F (24430.960000 sec): 3 clusters Score: Raw -290823.425654 + Penalty 3815.966894 = -287007.458760 nChanged 195 SP:Iteration 3F (24430.970000 sec): 3 clusters Score: Raw -294157.598250 + Penalty 3815.966894 = -290341.631356 nChanged 78 SP:Iteration 4Q (24430.980000 sec): 3 clusters Score: Raw -296187.348802 + Penalty 3815.966894 = -292371.381908 nChanged 57 SP:Iteration 5Q (24430.980000 sec): 3 clusters Score: Raw -296765.573354 + Penalty 3815.966894 = -292949.606461 nChanged 38 SP:Iteration 6Q (24430.990000 sec): 3 clusters Score: Raw -296890.016634 + Penalty 3815.966894 = -293074.049741 nChanged 25 SP:Iteration 7Q (24430.990000 sec): 3 clusters Score: Raw -296988.276046 + Penalty 3815.966894 = -293172.309152 nChanged 24 SP:Iteration 8Q (24431.000000 sec): 3 clusters Score: Raw -297068.928111 + Penalty 3815.966894 = -293252.961218 nChanged 26 SP:Iteration 9Q (24431.010000 sec): 3 clusters Score: Raw -297167.583640 + Penalty 3815.966894 = -293351.616746 nChanged 20 SP:Iteration 10Q (24431.010000 sec): 3 clusters Score: Raw -297244.051723 + Penalty 3815.966894 = -293428.084829 nChanged 13 SP:Iteration 11Q (24431.020000 sec): 3 clusters Score: Raw -297298.272407 + Penalty 3815.966894 = -293482.305513 nChanged 9 SP:Iteration 12Q (24431.030000 sec): 3 clusters Score: Raw -297330.082013 + Penalty 3815.966894 = -293514.115119 nChanged 4 SP:Iteration 13Q (24431.030000 sec): 3 clusters Score: Raw -297338.821449 + Penalty 3815.966894 = -293522.854555 nChanged 1 SP:Iteration 14Q (24431.040000 sec): 3 clusters Score: Raw -297360.974632 + Penalty 3815.966894 = -293545.007738 nChanged 3 SP:Iteration 15Q (24431.040000 sec): 3 clusters Score: Raw -297362.246688 + Penalty 3815.966894 = -293546.279794 nChanged 0 SP:Iteration 16F (24431.050000 sec): 3 clusters Score: Raw -297548.519701 + Penalty 3815.966894 = -293732.552808 nChanged 48 SP:Iteration 17Q (24431.060000 sec): 3 clusters Score: Raw -297845.126895 + Penalty 3815.966894 = -294029.160001 nChanged 54 SP:Iteration 18Q (24431.060000 sec): 3 clusters Score: Raw -298234.136182 + Penalty 3815.966894 = -294418.169288 nChanged 25 SP:Iteration 19Q (24431.070000 sec): 3 clusters Score: Raw -298640.498208 + Penalty 3815.966894 = -294824.531314 nChanged 13 SP:Iteration 20F (24431.080000 sec): 3 clusters Score: Raw -299157.246678 + Penalty 3815.966894 = -295341.279784 nChanged 14 SP:Iteration 21Q (24431.080000 sec): 3 clusters Score: Raw -300436.085510 + Penalty 3815.966894 = -296620.118616 nChanged 4 SP:Iteration 22Q (24431.090000 sec): 3 clusters Score: Raw -301384.970665 + Penalty 3815.966894 = -297569.003771 nChanged 1 SP:Iteration 23Q (24431.090000 sec): 3 clusters Score: Raw -301396.906214 + Penalty 3815.966894 = -297580.939320 nChanged 0 SP:Iteration 24F (24431.110000 sec): 3 clusters Score: Raw -301396.906214 + Penalty 3815.966894 = -297580.939320 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 9.92 GB. Trying to split cluster 7 (755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24431.120000 sec): 2 clusters Score: Raw -84622.902747 + Penalty 1643.426002 = -82979.476745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24431.120000 sec): 3 clusters Score: Raw -84866.473024 + Penalty 3286.852004 = -81579.621021 nChanged 231 SP:Iteration 1F (24431.120000 sec): 3 clusters Score: Raw -85961.375166 + Penalty 3286.852004 = -82674.523163 nChanged 120 SP:Iteration 2F (24431.130000 sec): 3 clusters Score: Raw -87017.899417 + Penalty 3286.852004 = -83731.047414 nChanged 55 SP:Iteration 3F (24431.130000 sec): 3 clusters Score: Raw -87666.287542 + Penalty 3286.852004 = -84379.435539 nChanged 36 SP:Iteration 4Q (24431.130000 sec): 3 clusters Score: Raw -87961.551117 + Penalty 3286.852004 = -84674.699113 nChanged 25 SP:Iteration 5Q (24431.130000 sec): 3 clusters Score: Raw -88178.950156 + Penalty 3286.852004 = -84892.098152 nChanged 32 SP:Iteration 6Q (24431.140000 sec): 3 clusters Score: Raw -88422.514473 + Penalty 3286.852004 = -85135.662470 nChanged 21 SP:Iteration 7Q (24431.140000 sec): 3 clusters Score: Raw -88492.518146 + Penalty 3286.852004 = -85205.666143 nChanged 15 SP:Iteration 8Q (24431.140000 sec): 3 clusters Score: Raw -88519.364192 + Penalty 3286.852004 = -85232.512189 nChanged 5 SP:Iteration 9Q (24431.140000 sec): 3 clusters Score: Raw -88533.554833 + Penalty 3286.852004 = -85246.702829 nChanged 3 SP:Iteration 10Q (24431.150000 sec): 3 clusters Score: Raw -88553.975042 + Penalty 3286.852004 = -85267.123038 nChanged 4 SP:Iteration 11Q (24431.150000 sec): 3 clusters Score: Raw -88566.864225 + Penalty 3286.852004 = -85280.012222 nChanged 3 SP:Iteration 12Q (24431.150000 sec): 3 clusters Score: Raw -88572.216309 + Penalty 3286.852004 = -85285.364306 nChanged 2 SP:Iteration 13Q (24431.150000 sec): 3 clusters Score: Raw -88574.832787 + Penalty 3286.852004 = -85287.980783 nChanged 2 SP:Iteration 14Q (24431.150000 sec): 3 clusters Score: Raw -88576.797866 + Penalty 3286.852004 = -85289.945862 nChanged 0 SP:Iteration 15F (24431.160000 sec): 3 clusters Score: Raw -88577.019143 + Penalty 3286.852004 = -85290.167139 nChanged 1 SP:Iteration 16Q (24431.160000 sec): 3 clusters Score: Raw -88582.731251 + Penalty 3286.852004 = -85295.879247 nChanged 0 SP:Iteration 17F (24431.160000 sec): 3 clusters Score: Raw -88582.731251 + Penalty 3286.852004 = -85295.879247 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 9.92 GB. Trying to split cluster 9 (696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24431.170000 sec): 2 clusters Score: Raw -105865.208863 + Penalty 1623.246716 = -104241.962147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24431.180000 sec): 3 clusters Score: Raw -105810.454789 + Penalty 3246.493432 = -102563.961358 nChanged 166 SP:Iteration 1F (24431.180000 sec): 3 clusters Score: Raw -106332.975996 + Penalty 3246.493432 = -103086.482565 nChanged 101 SP:Iteration 2F (24431.180000 sec): 3 clusters Score: Raw -106984.745883 + Penalty 3246.493432 = -103738.252451 nChanged 97 SP:Iteration 3F (24431.190000 sec): 3 clusters Score: Raw -107600.028894 + Penalty 3246.493432 = -104353.535462 nChanged 37 SP:Iteration 4F (24431.190000 sec): 3 clusters Score: Raw -107906.777930 + Penalty 3246.493432 = -104660.284499 nChanged 16 SP:Iteration 5Q (24431.190000 sec): 3 clusters Score: Raw -108012.379527 + Penalty 3246.493432 = -104765.886096 nChanged 7 SP:Iteration 6Q (24431.190000 sec): 3 clusters Score: Raw -108085.653940 + Penalty 3246.493432 = -104839.160509 nChanged 4 SP:Iteration 7Q (24431.190000 sec): 3 clusters Score: Raw -108139.642609 + Penalty 3246.493432 = -104893.149177 nChanged 1 SP:Iteration 8Q (24431.200000 sec): 3 clusters Score: Raw -108170.110350 + Penalty 3246.493432 = -104923.616918 nChanged 0 SP:Iteration 9F (24431.200000 sec): 3 clusters Score: Raw -108170.110350 + Penalty 3246.493432 = -104923.616918 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 9.92 GB. Trying to split cluster 10 (25029 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24431.310000 sec): 2 clusters Score: Raw -3888682.742290 + Penalty 2511.692027 = -3886171.050263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24431.410000 sec): 3 clusters Score: Raw -3874072.374887 + Penalty 5023.384054 = -3869048.990832 nChanged 11108 SP:Iteration 1F (24431.510000 sec): 3 clusters Score: Raw -3880711.027801 + Penalty 5023.384054 = -3875687.643747 nChanged 1973 SP:Iteration 2F (24431.610000 sec): 3 clusters Score: Raw -3882941.842384 + Penalty 5023.384054 = -3877918.458330 nChanged 2480 SP:Iteration 3F (24431.710000 sec): 3 clusters Score: Raw -3886123.792112 + Penalty 5023.384054 = -3881100.408058 nChanged 2659 SP:Iteration 4F (24431.810000 sec): 3 clusters Score: Raw -3888845.285977 + Penalty 5023.384054 = -3883821.901923 nChanged 1948 SP:Iteration 5F (24431.910000 sec): 3 clusters Score: Raw -3890479.243981 + Penalty 5023.384054 = -3885455.859927 nChanged 1296 SP:Iteration 6F (24432.010000 sec): 3 clusters Score: Raw -3891451.850265 + Penalty 5023.384054 = -3886428.466211 nChanged 795 SP:Iteration 7Q (24432.110000 sec): 3 clusters Score: Raw -3891954.566077 + Penalty 5023.384054 = -3886931.182023 nChanged 535 SP:Iteration 8Q (24432.210000 sec): 3 clusters Score: Raw -3892233.803505 + Penalty 5023.384054 = -3887210.419451 nChanged 354 SP:Iteration 9Q (24432.300000 sec): 3 clusters Score: Raw -3892379.460466 + Penalty 5023.384054 = -3887356.076412 nChanged 267 SP:Iteration 10Q (24432.390000 sec): 3 clusters Score: Raw -3892467.724509 + Penalty 5023.384054 = -3887444.340455 nChanged 193 SP:Iteration 11Q (24432.490000 sec): 3 clusters Score: Raw -3892522.718342 + Penalty 5023.384054 = -3887499.334288 nChanged 148 SP:Iteration 12Q (24432.580000 sec): 3 clusters Score: Raw -3892564.475666 + Penalty 5023.384054 = -3887541.091612 nChanged 135 SP:Iteration 13Q (24432.670000 sec): 3 clusters Score: Raw -3892600.796165 + Penalty 5023.384054 = -3887577.412111 nChanged 84 SP:Iteration 14Q (24432.760000 sec): 3 clusters Score: Raw -3892619.256299 + Penalty 5023.384054 = -3887595.872245 nChanged 81 SP:Iteration 15Q (24432.850000 sec): 3 clusters Score: Raw -3892637.038714 + Penalty 5023.384054 = -3887613.654660 nChanged 74 SP:Iteration 16Q (24432.940000 sec): 3 clusters Score: Raw -3892651.580829 + Penalty 5023.384054 = -3887628.196775 nChanged 69 SP:Iteration 17Q (24433.030000 sec): 3 clusters Score: Raw -3892664.096348 + Penalty 5023.384054 = -3887640.712294 nChanged 55 SP:Iteration 18Q (24433.120000 sec): 3 clusters Score: Raw -3892672.878051 + Penalty 5023.384054 = -3887649.493996 nChanged 40 SP:Iteration 19Q (24433.210000 sec): 3 clusters Score: Raw -3892678.773809 + Penalty 5023.384054 = -3887655.389755 nChanged 30 SP:Iteration 20F (24433.310000 sec): 3 clusters Score: Raw -3892683.412427 + Penalty 5023.384054 = -3887660.028373 nChanged 27 SP:Iteration 21Q (24433.400000 sec): 3 clusters Score: Raw -3892686.081546 + Penalty 5023.384054 = -3887662.697492 nChanged 23 SP:Iteration 22Q (24433.490000 sec): 3 clusters Score: Raw -3892688.843675 + Penalty 5023.384054 = -3887665.459621 nChanged 11 SP:Iteration 23Q (24433.580000 sec): 3 clusters Score: Raw -3892690.296182 + Penalty 5023.384054 = -3887666.912128 nChanged 13 SP:Iteration 24Q (24433.680000 sec): 3 clusters Score: Raw -3892692.148762 + Penalty 5023.384054 = -3887668.764708 nChanged 12 SP:Iteration 25Q (24433.760000 sec): 3 clusters Score: Raw -3892694.015877 + Penalty 5023.384054 = -3887670.631823 nChanged 10 SP:Iteration 26Q (24433.860000 sec): 3 clusters Score: Raw -3892695.139850 + Penalty 5023.384054 = -3887671.755796 nChanged 15 SP:Iteration 27Q (24433.940000 sec): 3 clusters Score: Raw -3892696.403408 + Penalty 5023.384054 = -3887673.019354 nChanged 11 SP:Iteration 28Q (24434.030000 sec): 3 clusters Score: Raw -3892697.843139 + Penalty 5023.384054 = -3887674.459085 nChanged 13 SP:Iteration 29Q (24434.120000 sec): 3 clusters Score: Raw -3892699.774609 + Penalty 5023.384054 = -3887676.390555 nChanged 18 SP:Iteration 30Q (24434.210000 sec): 3 clusters Score: Raw -3892702.695823 + Penalty 5023.384054 = -3887679.311769 nChanged 17 SP:Iteration 31Q (24434.300000 sec): 3 clusters Score: Raw -3892706.116517 + Penalty 5023.384054 = -3887682.732463 nChanged 21 SP:Iteration 32Q (24434.390000 sec): 3 clusters Score: Raw -3892709.218008 + Penalty 5023.384054 = -3887685.833954 nChanged 20 SP:Iteration 33Q (24434.480000 sec): 3 clusters Score: Raw -3892711.391159 + Penalty 5023.384054 = -3887688.007105 nChanged 10 SP:Iteration 34Q (24434.570000 sec): 3 clusters Score: Raw -3892712.220809 + Penalty 5023.384054 = -3887688.836755 nChanged 8 SP:Iteration 35Q (24434.660000 sec): 3 clusters Score: Raw -3892712.669130 + Penalty 5023.384054 = -3887689.285076 nChanged 4 SP:Iteration 36Q (24434.750000 sec): 3 clusters Score: Raw -3892712.995481 + Penalty 5023.384054 = -3887689.611427 nChanged 3 SP:Iteration 37Q (24434.840000 sec): 3 clusters Score: Raw -3892713.285361 + Penalty 5023.384054 = -3887689.901307 nChanged 3 SP:Iteration 38Q (24434.930000 sec): 3 clusters Score: Raw -3892713.626538 + Penalty 5023.384054 = -3887690.242484 nChanged 3 SP:Iteration 39Q (24435.020000 sec): 3 clusters Score: Raw -3892714.018421 + Penalty 5023.384054 = -3887690.634367 nChanged 7 SP:Iteration 40F (24435.120000 sec): 3 clusters Score: Raw -3892714.373465 + Penalty 5023.384054 = -3887690.989411 nChanged 4 SP:Iteration 41Q (24435.210000 sec): 3 clusters Score: Raw -3892714.719121 + Penalty 5023.384054 = -3887691.335067 nChanged 9 SP:Iteration 42Q (24435.300000 sec): 3 clusters Score: Raw -3892715.633115 + Penalty 5023.384054 = -3887692.249061 nChanged 4 SP:Iteration 43Q (24435.390000 sec): 3 clusters Score: Raw -3892716.111441 + Penalty 5023.384054 = -3887692.727387 nChanged 6 SP:Iteration 44Q (24435.480000 sec): 3 clusters Score: Raw -3892716.879549 + Penalty 5023.384054 = -3887693.495495 nChanged 7 SP:Iteration 45Q (24435.570000 sec): 3 clusters Score: Raw -3892717.702149 + Penalty 5023.384054 = -3887694.318095 nChanged 3 SP:Iteration 46Q (24435.660000 sec): 3 clusters Score: Raw -3892717.967571 + Penalty 5023.384054 = -3887694.583517 nChanged 1 SP:Iteration 47Q (24435.740000 sec): 3 clusters Score: Raw -3892718.046176 + Penalty 5023.384054 = -3887694.662122 nChanged 4 SP:Iteration 48Q (24435.840000 sec): 3 clusters Score: Raw -3892718.417769 + Penalty 5023.384054 = -3887695.033715 nChanged 3 SP:Iteration 49Q (24435.920000 sec): 3 clusters Score: Raw -3892718.801140 + Penalty 5023.384054 = -3887695.417086 nChanged 4 SP:Iteration 50Q (24436.010000 sec): 3 clusters Score: Raw -3892719.071132 + Penalty 5023.384054 = -3887695.687078 nChanged 5 SP:Iteration 51Q (24436.100000 sec): 3 clusters Score: Raw -3892719.432765 + Penalty 5023.384054 = -3887696.048711 nChanged 8 SP:Iteration 52Q (24436.190000 sec): 3 clusters Score: Raw -3892720.282490 + Penalty 5023.384054 = -3887696.898436 nChanged 8 SP:Iteration 53Q (24436.280000 sec): 3 clusters Score: Raw -3892720.967653 + Penalty 5023.384054 = -3887697.583599 nChanged 12 SP:Iteration 54Q (24436.370000 sec): 3 clusters Score: Raw -3892722.424748 + Penalty 5023.384054 = -3887699.040694 nChanged 17 SP:Iteration 55Q (24436.460000 sec): 3 clusters Score: Raw -3892724.481622 + Penalty 5023.384054 = -3887701.097568 nChanged 20 SP:Iteration 56Q (24436.550000 sec): 3 clusters Score: Raw -3892726.747085 + Penalty 5023.384054 = -3887703.363031 nChanged 14 SP:Iteration 57Q (24436.640000 sec): 3 clusters Score: Raw -3892728.568306 + Penalty 5023.384054 = -3887705.184252 nChanged 16 SP:Iteration 58Q (24436.730000 sec): 3 clusters Score: Raw -3892730.000274 + Penalty 5023.384054 = -3887706.616219 nChanged 11 SP:Iteration 59Q (24436.820000 sec): 3 clusters Score: Raw -3892731.236132 + Penalty 5023.384054 = -3887707.852078 nChanged 9 SP:Iteration 60F (24436.920000 sec): 3 clusters Score: Raw -3892732.228824 + Penalty 5023.384054 = -3887708.844770 nChanged 8 SP:Iteration 61Q (24437.010000 sec): 3 clusters Score: Raw -3892732.921078 + Penalty 5023.384054 = -3887709.537024 nChanged 6 SP:Iteration 62Q (24437.100000 sec): 3 clusters Score: Raw -3892733.338126 + Penalty 5023.384054 = -3887709.954072 nChanged 4 SP:Iteration 63Q (24437.190000 sec): 3 clusters Score: Raw -3892733.486292 + Penalty 5023.384054 = -3887710.102238 nChanged 2 SP:Iteration 64Q (24437.280000 sec): 3 clusters Score: Raw -3892733.649405 + Penalty 5023.384054 = -3887710.265351 nChanged 1 SP:Iteration 65Q (24437.360000 sec): 3 clusters Score: Raw -3892733.684832 + Penalty 5023.384054 = -3887710.300778 nChanged 1 SP:Iteration 66Q (24437.450000 sec): 3 clusters Score: Raw -3892733.709174 + Penalty 5023.384054 = -3887710.325120 nChanged 0 SP:Iteration 67F (24437.550000 sec): 3 clusters Score: Raw -3892733.709174 + Penalty 5023.384054 = -3887710.325120 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 9.92 GB. Trying to split cluster 11 (73952 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24437.840000 sec): 2 clusters Score: Raw -11260798.642801 + Penalty 2780.370535 = -11258018.272266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24438.150000 sec): 3 clusters Score: Raw -11214096.303560 + Penalty 5560.741070 = -11208535.562490 nChanged 34566 SP:Iteration 1F (24438.460000 sec): 3 clusters Score: Raw -11233908.356109 + Penalty 5560.741070 = -11228347.615039 nChanged 3567 SP:Iteration 2Q (24438.770000 sec): 3 clusters Score: Raw -11235248.507160 + Penalty 5560.741070 = -11229687.766090 nChanged 3671 SP:Iteration 3Q (24439.080000 sec): 3 clusters Score: Raw -11236900.602971 + Penalty 5560.741070 = -11231339.861900 nChanged 4027 SP:Iteration 4F (24439.390000 sec): 3 clusters Score: Raw -11238984.679452 + Penalty 5560.741070 = -11233423.938381 nChanged 4267 SP:Iteration 5F (24439.700000 sec): 3 clusters Score: Raw -11241327.620244 + Penalty 5560.741070 = -11235766.879173 nChanged 4391 SP:Iteration 6F (24440.000000 sec): 3 clusters Score: Raw -11244065.713336 + Penalty 5560.741070 = -11238504.972265 nChanged 4530 SP:Iteration 7F (24440.300000 sec): 3 clusters Score: Raw -11247079.656157 + Penalty 5560.741070 = -11241518.915087 nChanged 4381 SP:Iteration 8F (24440.610000 sec): 3 clusters Score: Raw -11249847.707048 + Penalty 5560.741070 = -11244286.965977 nChanged 3776 SP:Iteration 9F (24440.920000 sec): 3 clusters Score: Raw -11251874.708047 + Penalty 5560.741070 = -11246313.966977 nChanged 2924 SP:Iteration 10Q (24441.220000 sec): 3 clusters Score: Raw -11253226.586780 + Penalty 5560.741070 = -11247665.845710 nChanged 2300 SP:Iteration 11Q (24441.530000 sec): 3 clusters Score: Raw -11254130.098895 + Penalty 5560.741070 = -11248569.357825 nChanged 1754 SP:Iteration 12Q (24441.830000 sec): 3 clusters Score: Raw -11254680.567387 + Penalty 5560.741070 = -11249119.826316 nChanged 1371 SP:Iteration 13Q (24442.130000 sec): 3 clusters Score: Raw -11255037.198155 + Penalty 5560.741070 = -11249476.457085 nChanged 1046 SP:Iteration 14Q (24442.430000 sec): 3 clusters Score: Raw -11255281.093372 + Penalty 5560.741070 = -11249720.352302 nChanged 912 SP:Iteration 15Q (24442.730000 sec): 3 clusters Score: Raw -11255474.579766 + Penalty 5560.741070 = -11249913.838695 nChanged 799 SP:Iteration 16Q (24443.030000 sec): 3 clusters Score: Raw -11255634.207767 + Penalty 5560.741070 = -11250073.466696 nChanged 716 SP:Iteration 17Q (24443.330000 sec): 3 clusters Score: Raw -11255772.592237 + Penalty 5560.741070 = -11250211.851167 nChanged 689 SP:Iteration 18Q (24443.620000 sec): 3 clusters Score: Raw -11255904.091513 + Penalty 5560.741070 = -11250343.350442 nChanged 689 SP:Iteration 19Q (24443.920000 sec): 3 clusters Score: Raw -11256032.521413 + Penalty 5560.741070 = -11250471.780343 nChanged 634 SP:Iteration 20F (24444.220000 sec): 3 clusters Score: Raw -11256159.047519 + Penalty 5560.741070 = -11250598.306449 nChanged 669 SP:Iteration 21Q (24444.520000 sec): 3 clusters Score: Raw -11256288.829745 + Penalty 5560.741070 = -11250728.088674 nChanged 674 SP:Iteration 22Q (24444.810000 sec): 3 clusters Score: Raw -11256418.912572 + Penalty 5560.741070 = -11250858.171501 nChanged 668 SP:Iteration 23Q (24445.100000 sec): 3 clusters Score: Raw -11256552.561846 + Penalty 5560.741070 = -11250991.820775 nChanged 686 SP:Iteration 24Q (24445.400000 sec): 3 clusters Score: Raw -11256697.907174 + Penalty 5560.741070 = -11251137.166104 nChanged 743 SP:Iteration 25Q (24445.700000 sec): 3 clusters Score: Raw -11256868.276455 + Penalty 5560.741070 = -11251307.535385 nChanged 793 SP:Iteration 26Q (24445.990000 sec): 3 clusters Score: Raw -11257055.112025 + Penalty 5560.741070 = -11251494.370954 nChanged 809 SP:Iteration 27Q (24446.270000 sec): 3 clusters Score: Raw -11257246.915941 + Penalty 5560.741070 = -11251686.174871 nChanged 767 SP:Iteration 28Q (24446.560000 sec): 3 clusters Score: Raw -11257429.497885 + Penalty 5560.741070 = -11251868.756815 nChanged 762 SP:Iteration 29Q (24446.850000 sec): 3 clusters Score: Raw -11257617.905749 + Penalty 5560.741070 = -11252057.164678 nChanged 752 SP:Iteration 30Q (24447.140000 sec): 3 clusters Score: Raw -11257808.825891 + Penalty 5560.741070 = -11252248.084820 nChanged 768 SP:Iteration 31Q (24447.420000 sec): 3 clusters Score: Raw -11257996.566791 + Penalty 5560.741070 = -11252435.825721 nChanged 694 SP:Iteration 32Q (24447.700000 sec): 3 clusters Score: Raw -11258156.067096 + Penalty 5560.741070 = -11252595.326026 nChanged 651 SP:Iteration 33Q (24447.990000 sec): 3 clusters Score: Raw -11258293.916269 + Penalty 5560.741070 = -11252733.175198 nChanged 607 SP:Iteration 34Q (24448.270000 sec): 3 clusters Score: Raw -11258418.560162 + Penalty 5560.741070 = -11252857.819091 nChanged 620 SP:Iteration 35Q (24448.550000 sec): 3 clusters Score: Raw -11258545.411845 + Penalty 5560.741070 = -11252984.670775 nChanged 616 SP:Iteration 36Q (24448.830000 sec): 3 clusters Score: Raw -11258671.231495 + Penalty 5560.741070 = -11253110.490425 nChanged 633 SP:Iteration 37Q (24449.100000 sec): 3 clusters Score: Raw -11258800.736984 + Penalty 5560.741070 = -11253239.995913 nChanged 587 SP:Iteration 38Q (24449.380000 sec): 3 clusters Score: Raw -11258925.427246 + Penalty 5560.741070 = -11253364.686175 nChanged 613 SP:Iteration 39Q (24449.650000 sec): 3 clusters Score: Raw -11259056.872920 + Penalty 5560.741070 = -11253496.131850 nChanged 575 SP:Iteration 40F (24449.950000 sec): 3 clusters Score: Raw -11259182.133086 + Penalty 5560.741070 = -11253621.392015 nChanged 580 SP:Iteration 41Q (24450.220000 sec): 3 clusters Score: Raw -11259305.490154 + Penalty 5560.741070 = -11253744.749084 nChanged 572 SP:Iteration 42Q (24450.500000 sec): 3 clusters Score: Raw -11259428.000236 + Penalty 5560.741070 = -11253867.259166 nChanged 561 SP:Iteration 43Q (24450.760000 sec): 3 clusters Score: Raw -11259555.560422 + Penalty 5560.741070 = -11253994.819351 nChanged 583 SP:Iteration 44Q (24451.030000 sec): 3 clusters Score: Raw -11259697.361168 + Penalty 5560.741070 = -11254136.620097 nChanged 592 SP:Iteration 45Q (24451.300000 sec): 3 clusters Score: Raw -11259840.284499 + Penalty 5560.741070 = -11254279.543429 nChanged 537 SP:Iteration 46Q (24451.560000 sec): 3 clusters Score: Raw -11259962.727068 + Penalty 5560.741070 = -11254401.985997 nChanged 508 SP:Iteration 47Q (24451.830000 sec): 3 clusters Score: Raw -11260078.745497 + Penalty 5560.741070 = -11254518.004427 nChanged 511 SP:Iteration 48Q (24452.090000 sec): 3 clusters Score: Raw -11260196.279761 + Penalty 5560.741070 = -11254635.538690 nChanged 500 SP:Iteration 49Q (24452.350000 sec): 3 clusters Score: Raw -11260313.410429 + Penalty 5560.741070 = -11254752.669359 nChanged 494 SP:Iteration 50Q (24452.610000 sec): 3 clusters Score: Raw -11260431.219800 + Penalty 5560.741070 = -11254870.478729 nChanged 465 SP:Iteration 51Q (24452.870000 sec): 3 clusters Score: Raw -11260543.297680 + Penalty 5560.741070 = -11254982.556610 nChanged 470 SP:Iteration 52Q (24453.130000 sec): 3 clusters Score: Raw -11260661.526545 + Penalty 5560.741070 = -11255100.785474 nChanged 442 SP:Iteration 53Q (24453.380000 sec): 3 clusters Score: Raw -11260772.575893 + Penalty 5560.741070 = -11255211.834822 nChanged 443 SP:Iteration 54Q (24453.640000 sec): 3 clusters Score: Raw -11260883.685423 + Penalty 5560.741070 = -11255322.944352 nChanged 417 SP:Iteration 55Q (24453.890000 sec): 3 clusters Score: Raw -11260988.479883 + Penalty 5560.741070 = -11255427.738813 nChanged 421 SP:Iteration 56Q (24454.150000 sec): 3 clusters Score: Raw -11261090.096885 + Penalty 5560.741070 = -11255529.355814 nChanged 402 SP:Iteration 57Q (24454.400000 sec): 3 clusters Score: Raw -11261194.673434 + Penalty 5560.741070 = -11255633.932363 nChanged 412 SP:Iteration 58Q (24454.650000 sec): 3 clusters Score: Raw -11261303.335934 + Penalty 5560.741070 = -11255742.594864 nChanged 392 SP:Iteration 59Q (24454.900000 sec): 3 clusters Score: Raw -11261409.790086 + Penalty 5560.741070 = -11255849.049015 nChanged 395 SP:Iteration 60F (24455.200000 sec): 3 clusters Score: Raw -11261531.145173 + Penalty 5560.741070 = -11255970.404103 nChanged 360 SP:Iteration 61Q (24455.440000 sec): 3 clusters Score: Raw -11261642.926527 + Penalty 5560.741070 = -11256082.185456 nChanged 338 SP:Iteration 62Q (24455.690000 sec): 3 clusters Score: Raw -11261744.861463 + Penalty 5560.741070 = -11256184.120393 nChanged 305 SP:Iteration 63Q (24455.930000 sec): 3 clusters Score: Raw -11261835.298103 + Penalty 5560.741070 = -11256274.557032 nChanged 282 SP:Iteration 64Q (24456.170000 sec): 3 clusters Score: Raw -11261917.859545 + Penalty 5560.741070 = -11256357.118474 nChanged 262 SP:Iteration 65Q (24456.420000 sec): 3 clusters Score: Raw -11261986.539735 + Penalty 5560.741070 = -11256425.798665 nChanged 214 SP:Iteration 66Q (24456.650000 sec): 3 clusters Score: Raw -11262049.240216 + Penalty 5560.741070 = -11256488.499145 nChanged 206 SP:Iteration 67Q (24456.890000 sec): 3 clusters Score: Raw -11262108.379331 + Penalty 5560.741070 = -11256547.638261 nChanged 198 SP:Iteration 68Q (24457.120000 sec): 3 clusters Score: Raw -11262155.962941 + Penalty 5560.741070 = -11256595.221871 nChanged 171 SP:Iteration 69Q (24457.360000 sec): 3 clusters Score: Raw -11262194.128754 + Penalty 5560.741070 = -11256633.387683 nChanged 156 SP:Iteration 70Q (24457.600000 sec): 3 clusters Score: Raw -11262237.971579 + Penalty 5560.741070 = -11256677.230508 nChanged 169 SP:Iteration 71Q (24457.840000 sec): 3 clusters Score: Raw -11262286.355391 + Penalty 5560.741070 = -11256725.614320 nChanged 166 SP:Iteration 72Q (24458.070000 sec): 3 clusters Score: Raw -11262336.162897 + Penalty 5560.741070 = -11256775.421827 nChanged 169 SP:Iteration 73Q (24458.300000 sec): 3 clusters Score: Raw -11262387.638904 + Penalty 5560.741070 = -11256826.897833 nChanged 165 SP:Iteration 74Q (24458.530000 sec): 3 clusters Score: Raw -11262434.641818 + Penalty 5560.741070 = -11256873.900747 nChanged 146 SP:Iteration 75Q (24458.770000 sec): 3 clusters Score: Raw -11262477.743305 + Penalty 5560.741070 = -11256917.002234 nChanged 142 SP:Iteration 76Q (24459.000000 sec): 3 clusters Score: Raw -11262517.367648 + Penalty 5560.741070 = -11256956.626577 nChanged 131 SP:Iteration 77Q (24459.230000 sec): 3 clusters Score: Raw -11262550.032199 + Penalty 5560.741070 = -11256989.291128 nChanged 123 SP:Iteration 78Q (24459.470000 sec): 3 clusters Score: Raw -11262584.362024 + Penalty 5560.741070 = -11257023.620954 nChanged 128 SP:Iteration 79Q (24459.700000 sec): 3 clusters Score: Raw -11262616.081510 + Penalty 5560.741070 = -11257055.340439 nChanged 99 SP:Iteration 80F (24459.990000 sec): 3 clusters Score: Raw -11262638.785507 + Penalty 5560.741070 = -11257078.044437 nChanged 81 SP:Iteration 81Q (24460.220000 sec): 3 clusters Score: Raw -11262657.733951 + Penalty 5560.741070 = -11257096.992881 nChanged 67 SP:Iteration 82Q (24460.450000 sec): 3 clusters Score: Raw -11262673.848863 + Penalty 5560.741070 = -11257113.107793 nChanged 61 SP:Iteration 83Q (24460.680000 sec): 3 clusters Score: Raw -11262687.734536 + Penalty 5560.741070 = -11257126.993466 nChanged 64 SP:Iteration 84Q (24460.910000 sec): 3 clusters Score: Raw -11262703.495697 + Penalty 5560.741070 = -11257142.754627 nChanged 56 SP:Iteration 85Q (24461.140000 sec): 3 clusters Score: Raw -11262715.615677 + Penalty 5560.741070 = -11257154.874606 nChanged 40 SP:Iteration 86Q (24461.370000 sec): 3 clusters Score: Raw -11262723.354658 + Penalty 5560.741070 = -11257162.613587 nChanged 36 SP:Iteration 87Q (24461.590000 sec): 3 clusters Score: Raw -11262730.934831 + Penalty 5560.741070 = -11257170.193761 nChanged 28 SP:Iteration 88Q (24461.820000 sec): 3 clusters Score: Raw -11262735.666649 + Penalty 5560.741070 = -11257174.925578 nChanged 22 SP:Iteration 89Q (24462.050000 sec): 3 clusters Score: Raw -11262739.261355 + Penalty 5560.741070 = -11257178.520284 nChanged 16 SP:Iteration 90Q (24462.270000 sec): 3 clusters Score: Raw -11262741.370209 + Penalty 5560.741070 = -11257180.629139 nChanged 15 SP:Iteration 91Q (24462.490000 sec): 3 clusters Score: Raw -11262743.521366 + Penalty 5560.741070 = -11257182.780296 nChanged 17 SP:Iteration 92Q (24462.720000 sec): 3 clusters Score: Raw -11262746.355411 + Penalty 5560.741070 = -11257185.614341 nChanged 13 SP:Iteration 93Q (24462.950000 sec): 3 clusters Score: Raw -11262747.718246 + Penalty 5560.741070 = -11257186.977175 nChanged 2 SP:Iteration 94Q (24463.170000 sec): 3 clusters Score: Raw -11262747.948884 + Penalty 5560.741070 = -11257187.207814 nChanged 1 SP:Iteration 95Q (24463.390000 sec): 3 clusters Score: Raw -11262748.174465 + Penalty 5560.741070 = -11257187.433395 nChanged 1 SP:Iteration 96Q (24463.620000 sec): 3 clusters Score: Raw -11262748.321980 + Penalty 5560.741070 = -11257187.580909 nChanged 1 SP:Iteration 97Q (24463.850000 sec): 3 clusters Score: Raw -11262748.415813 + Penalty 5560.741070 = -11257187.674742 nChanged 2 SP:Iteration 98Q (24464.070000 sec): 3 clusters Score: Raw -11262748.896837 + Penalty 5560.741070 = -11257188.155767 nChanged 4 SP:Iteration 99Q (24464.300000 sec): 3 clusters Score: Raw -11262749.748657 + Penalty 5560.741070 = -11257189.007587 nChanged 5 SP:Iteration 100F (24464.600000 sec): 3 clusters Score: Raw -11262750.543882 + Penalty 5560.741070 = -11257189.802812 nChanged 7 SP:Iteration 101Q (24464.820000 sec): 3 clusters Score: Raw -11262751.592205 + Penalty 5560.741070 = -11257190.851135 nChanged 8 SP:Iteration 102Q (24465.050000 sec): 3 clusters Score: Raw -11262752.825208 + Penalty 5560.741070 = -11257192.084137 nChanged 9 SP:Iteration 103Q (24465.280000 sec): 3 clusters Score: Raw -11262753.995980 + Penalty 5560.741070 = -11257193.254910 nChanged 9 SP:Iteration 104Q (24465.510000 sec): 3 clusters Score: Raw -11262755.586991 + Penalty 5560.741070 = -11257194.845920 nChanged 8 SP:Iteration 105Q (24465.740000 sec): 3 clusters Score: Raw -11262756.753144 + Penalty 5560.741070 = -11257196.012074 nChanged 7 SP:Iteration 106Q (24465.970000 sec): 3 clusters Score: Raw -11262757.684925 + Penalty 5560.741070 = -11257196.943855 nChanged 5 SP:Iteration 107Q (24466.200000 sec): 3 clusters Score: Raw -11262758.721770 + Penalty 5560.741070 = -11257197.980699 nChanged 7 SP:Iteration 108Q (24466.420000 sec): 3 clusters Score: Raw -11262759.498067 + Penalty 5560.741070 = -11257198.756997 nChanged 5 SP:Iteration 109Q (24466.650000 sec): 3 clusters Score: Raw -11262760.170507 + Penalty 5560.741070 = -11257199.429436 nChanged 9 SP:Iteration 110Q (24466.880000 sec): 3 clusters Score: Raw -11262761.570234 + Penalty 5560.741070 = -11257200.829163 nChanged 6 SP:Iteration 111Q (24467.110000 sec): 3 clusters Score: Raw -11262762.600328 + Penalty 5560.741070 = -11257201.859257 nChanged 7 SP:Iteration 112Q (24467.340000 sec): 3 clusters Score: Raw -11262764.028262 + Penalty 5560.741070 = -11257203.287191 nChanged 10 SP:Iteration 113Q (24467.560000 sec): 3 clusters Score: Raw -11262765.531192 + Penalty 5560.741070 = -11257204.790121 nChanged 10 SP:Iteration 114Q (24467.790000 sec): 3 clusters Score: Raw -11262766.970692 + Penalty 5560.741070 = -11257206.229622 nChanged 11 SP:Iteration 115Q (24468.020000 sec): 3 clusters Score: Raw -11262768.662993 + Penalty 5560.741070 = -11257207.921923 nChanged 9 SP:Iteration 116Q (24468.240000 sec): 3 clusters Score: Raw -11262769.969202 + Penalty 5560.741070 = -11257209.228132 nChanged 6 SP:Iteration 117Q (24468.470000 sec): 3 clusters Score: Raw -11262770.810560 + Penalty 5560.741070 = -11257210.069489 nChanged 8 SP:Iteration 118Q (24468.700000 sec): 3 clusters Score: Raw -11262772.016176 + Penalty 5560.741070 = -11257211.275105 nChanged 6 SP:Iteration 119Q (24468.920000 sec): 3 clusters Score: Raw -11262772.851677 + Penalty 5560.741070 = -11257212.110606 nChanged 3 SP:Iteration 120F (24469.220000 sec): 3 clusters Score: Raw -11262773.500827 + Penalty 5560.741070 = -11257212.759757 nChanged 2 SP:Iteration 121Q (24469.450000 sec): 3 clusters Score: Raw -11262773.795379 + Penalty 5560.741070 = -11257213.054309 nChanged 0 SP:Iteration 122F (24469.750000 sec): 3 clusters Score: Raw -11262773.795379 + Penalty 5560.741070 = -11257213.054309 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 13 (50209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24469.940000 sec): 2 clusters Score: Raw -8052075.584301 + Penalty 2684.339494 = -8049391.244807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24470.140000 sec): 3 clusters Score: Raw -8020944.164233 + Penalty 5368.678988 = -8015575.485245 nChanged 23267 SP:Iteration 1F (24470.350000 sec): 3 clusters Score: Raw -8034373.143644 + Penalty 5368.678988 = -8029004.464656 nChanged 2647 SP:Iteration 2F (24470.550000 sec): 3 clusters Score: Raw -8035595.754734 + Penalty 5368.678988 = -8030227.075746 nChanged 2730 SP:Iteration 3F (24470.760000 sec): 3 clusters Score: Raw -8037154.651822 + Penalty 5368.678988 = -8031785.972834 nChanged 3001 SP:Iteration 4F (24470.960000 sec): 3 clusters Score: Raw -8039340.833090 + Penalty 5368.678988 = -8033972.154102 nChanged 3487 SP:Iteration 5F (24471.170000 sec): 3 clusters Score: Raw -8042607.666216 + Penalty 5368.678988 = -8037238.987228 nChanged 3920 SP:Iteration 6F (24471.370000 sec): 3 clusters Score: Raw -8046882.269655 + Penalty 5368.678988 = -8041513.590667 nChanged 3936 SP:Iteration 7F (24471.580000 sec): 3 clusters Score: Raw -8050776.184250 + Penalty 5368.678988 = -8045407.505263 nChanged 3205 SP:Iteration 8F (24471.780000 sec): 3 clusters Score: Raw -8053079.234959 + Penalty 5368.678988 = -8047710.555971 nChanged 2299 SP:Iteration 9Q (24471.980000 sec): 3 clusters Score: Raw -8054261.573024 + Penalty 5368.678988 = -8048892.894036 nChanged 1703 SP:Iteration 10Q (24472.170000 sec): 3 clusters Score: Raw -8055027.820728 + Penalty 5368.678988 = -8049659.141740 nChanged 1280 SP:Iteration 11Q (24472.360000 sec): 3 clusters Score: Raw -8055616.836386 + Penalty 5368.678988 = -8050248.157398 nChanged 1027 SP:Iteration 12Q (24472.550000 sec): 3 clusters Score: Raw -8056056.137073 + Penalty 5368.678988 = -8050687.458085 nChanged 818 SP:Iteration 13Q (24472.740000 sec): 3 clusters Score: Raw -8056295.552904 + Penalty 5368.678988 = -8050926.873916 nChanged 580 SP:Iteration 14Q (24472.940000 sec): 3 clusters Score: Raw -8056408.222216 + Penalty 5368.678988 = -8051039.543228 nChanged 392 SP:Iteration 15Q (24473.130000 sec): 3 clusters Score: Raw -8056464.061787 + Penalty 5368.678988 = -8051095.382799 nChanged 251 SP:Iteration 16Q (24473.320000 sec): 3 clusters Score: Raw -8056506.091716 + Penalty 5368.678988 = -8051137.412728 nChanged 194 SP:Iteration 17Q (24473.510000 sec): 3 clusters Score: Raw -8056522.631126 + Penalty 5368.678988 = -8051153.952138 nChanged 143 SP:Iteration 18Q (24473.700000 sec): 3 clusters Score: Raw -8056534.744806 + Penalty 5368.678988 = -8051166.065818 nChanged 97 SP:Iteration 19Q (24473.890000 sec): 3 clusters Score: Raw -8056540.011388 + Penalty 5368.678988 = -8051171.332400 nChanged 62 SP:Iteration 20F (24474.100000 sec): 3 clusters Score: Raw -8056549.680315 + Penalty 5368.678988 = -8051181.001327 nChanged 47 SP:Iteration 21Q (24474.290000 sec): 3 clusters Score: Raw -8056552.746429 + Penalty 5368.678988 = -8051184.067441 nChanged 49 SP:Iteration 22Q (24474.480000 sec): 3 clusters Score: Raw -8056555.304977 + Penalty 5368.678988 = -8051186.625989 nChanged 35 SP:Iteration 23Q (24474.670000 sec): 3 clusters Score: Raw -8056556.740635 + Penalty 5368.678988 = -8051188.061647 nChanged 33 SP:Iteration 24Q (24474.860000 sec): 3 clusters Score: Raw -8056558.045924 + Penalty 5368.678988 = -8051189.366936 nChanged 29 SP:Iteration 25Q (24475.060000 sec): 3 clusters Score: Raw -8056559.171516 + Penalty 5368.678988 = -8051190.492528 nChanged 22 SP:Iteration 26Q (24475.240000 sec): 3 clusters Score: Raw -8056559.824263 + Penalty 5368.678988 = -8051191.145275 nChanged 11 SP:Iteration 27Q (24475.440000 sec): 3 clusters Score: Raw -8056560.214849 + Penalty 5368.678988 = -8051191.535862 nChanged 10 SP:Iteration 28Q (24475.640000 sec): 3 clusters Score: Raw -8056560.475278 + Penalty 5368.678988 = -8051191.796291 nChanged 6 SP:Iteration 29Q (24475.830000 sec): 3 clusters Score: Raw -8056560.595614 + Penalty 5368.678988 = -8051191.916627 nChanged 6 SP:Iteration 30Q (24476.020000 sec): 3 clusters Score: Raw -8056560.783248 + Penalty 5368.678988 = -8051192.104261 nChanged 10 SP:Iteration 31Q (24476.220000 sec): 3 clusters Score: Raw -8056561.035445 + Penalty 5368.678988 = -8051192.356457 nChanged 5 SP:Iteration 32Q (24476.400000 sec): 3 clusters Score: Raw -8056561.138103 + Penalty 5368.678988 = -8051192.459115 nChanged 6 SP:Iteration 33Q (24476.600000 sec): 3 clusters Score: Raw -8056561.299689 + Penalty 5368.678988 = -8051192.620701 nChanged 10 SP:Iteration 34Q (24476.790000 sec): 3 clusters Score: Raw -8056561.632875 + Penalty 5368.678988 = -8051192.953887 nChanged 5 SP:Iteration 35Q (24476.980000 sec): 3 clusters Score: Raw -8056561.808914 + Penalty 5368.678988 = -8051193.129926 nChanged 3 SP:Iteration 36Q (24477.170000 sec): 3 clusters Score: Raw -8056561.909509 + Penalty 5368.678988 = -8051193.230521 nChanged 2 SP:Iteration 37Q (24477.360000 sec): 3 clusters Score: Raw -8056561.999142 + Penalty 5368.678988 = -8051193.320154 nChanged 2 SP:Iteration 38Q (24477.550000 sec): 3 clusters Score: Raw -8056562.064080 + Penalty 5368.678988 = -8051193.385092 nChanged 4 SP:Iteration 39Q (24477.740000 sec): 3 clusters Score: Raw -8056562.201202 + Penalty 5368.678988 = -8051193.522214 nChanged 2 SP:Iteration 40F (24477.940000 sec): 3 clusters Score: Raw -8056562.270331 + Penalty 5368.678988 = -8051193.591343 nChanged 2 SP:Iteration 41Q (24478.140000 sec): 3 clusters Score: Raw -8056562.337164 + Penalty 5368.678988 = -8051193.658176 nChanged 3 SP:Iteration 42Q (24478.330000 sec): 3 clusters Score: Raw -8056562.381882 + Penalty 5368.678988 = -8051193.702894 nChanged 0 SP:Iteration 43F (24478.530000 sec): 3 clusters Score: Raw -8056562.381882 + Penalty 5368.678988 = -8051193.702894 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 9.92 GB. Trying to split cluster 14 (811120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24482.510000 sec): 2 clusters Score: Raw -129101023.118619 + Penalty 3374.330479 = -129097648.788139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24485.880000 sec): 3 clusters Score: Raw -128554826.256007 + Penalty 6748.660959 = -128548077.595049 nChanged 397702 SP:Iteration 1F (24489.250000 sec): 3 clusters Score: Raw -128801651.193815 + Penalty 6748.660959 = -128794902.532857 nChanged 26795 SP:Iteration 2Q (24492.650000 sec): 3 clusters Score: Raw -128811936.133124 + Penalty 6748.660959 = -128805187.472166 nChanged 34760 SP:Iteration 3Q (24496.030000 sec): 3 clusters Score: Raw -128829432.198792 + Penalty 6748.660959 = -128822683.537833 nChanged 45058 SP:Iteration 4F (24499.390000 sec): 3 clusters Score: Raw -128856948.222148 + Penalty 6748.660959 = -128850199.561190 nChanged 57303 SP:Iteration 5F (24502.740000 sec): 3 clusters Score: Raw -128901673.646231 + Penalty 6748.660959 = -128894924.985272 nChanged 68415 SP:Iteration 6F (24506.110000 sec): 3 clusters Score: Raw -128965477.908224 + Penalty 6748.660959 = -128958729.247265 nChanged 68000 SP:Iteration 7F (24509.480000 sec): 3 clusters Score: Raw -129027478.882110 + Penalty 6748.660959 = -129020730.221151 nChanged 52544 SP:Iteration 8F (24512.830000 sec): 3 clusters Score: Raw -129068829.805975 + Penalty 6748.660959 = -129062081.145017 nChanged 35924 SP:Iteration 9Q (24516.110000 sec): 3 clusters Score: Raw -129092436.914746 + Penalty 6748.660959 = -129085688.253787 nChanged 23580 SP:Iteration 10Q (24519.340000 sec): 3 clusters Score: Raw -129104368.346605 + Penalty 6748.660959 = -129097619.685647 nChanged 15283 SP:Iteration 11Q (24522.540000 sec): 3 clusters Score: Raw -129109776.141686 + Penalty 6748.660959 = -129103027.480728 nChanged 10153 SP:Iteration 12Q (24525.700000 sec): 3 clusters Score: Raw -129112228.491028 + Penalty 6748.660959 = -129105479.830070 nChanged 6999 SP:Iteration 13Q (24528.890000 sec): 3 clusters Score: Raw -129113465.525627 + Penalty 6748.660959 = -129106716.864668 nChanged 5007 SP:Iteration 14Q (24532.060000 sec): 3 clusters Score: Raw -129114123.902363 + Penalty 6748.660959 = -129107375.241404 nChanged 3653 SP:Iteration 15Q (24535.220000 sec): 3 clusters Score: Raw -129114463.394327 + Penalty 6748.660959 = -129107714.733368 nChanged 2664 SP:Iteration 16Q (24538.370000 sec): 3 clusters Score: Raw -129114658.493528 + Penalty 6748.660959 = -129107909.832569 nChanged 2043 SP:Iteration 17Q (24541.510000 sec): 3 clusters Score: Raw -129114771.843977 + Penalty 6748.660959 = -129108023.183018 nChanged 1526 SP:Iteration 18Q (24544.650000 sec): 3 clusters Score: Raw -129114838.586189 + Penalty 6748.660959 = -129108089.925230 nChanged 1315 SP:Iteration 19Q (24547.800000 sec): 3 clusters Score: Raw -129114891.288381 + Penalty 6748.660959 = -129108142.627422 nChanged 1212 SP:Iteration 20F (24551.160000 sec): 3 clusters Score: Raw -129114934.165972 + Penalty 6748.660959 = -129108185.505013 nChanged 1077 SP:Iteration 21Q (24554.310000 sec): 3 clusters Score: Raw -129114964.770185 + Penalty 6748.660959 = -129108216.109226 nChanged 906 SP:Iteration 22Q (24557.450000 sec): 3 clusters Score: Raw -129114985.876542 + Penalty 6748.660959 = -129108237.215583 nChanged 725 SP:Iteration 23Q (24560.600000 sec): 3 clusters Score: Raw -129114999.994842 + Penalty 6748.660959 = -129108251.333884 nChanged 640 SP:Iteration 24Q (24563.740000 sec): 3 clusters Score: Raw -129115011.496632 + Penalty 6748.660959 = -129108262.835673 nChanged 599 SP:Iteration 25Q (24566.870000 sec): 3 clusters Score: Raw -129115021.203726 + Penalty 6748.660959 = -129108272.542767 nChanged 514 SP:Iteration 26Q (24570.020000 sec): 3 clusters Score: Raw -129115028.296817 + Penalty 6748.660959 = -129108279.635858 nChanged 434 SP:Iteration 27Q (24573.150000 sec): 3 clusters Score: Raw -129115033.215132 + Penalty 6748.660959 = -129108284.554173 nChanged 360 SP:Iteration 28Q (24576.290000 sec): 3 clusters Score: Raw -129115036.849379 + Penalty 6748.660959 = -129108288.188420 nChanged 284 SP:Iteration 29Q (24579.410000 sec): 3 clusters Score: Raw -129115039.309711 + Penalty 6748.660959 = -129108290.648753 nChanged 234 SP:Iteration 30Q (24582.550000 sec): 3 clusters Score: Raw -129115041.195073 + Penalty 6748.660959 = -129108292.534114 nChanged 219 SP:Iteration 31Q (24585.680000 sec): 3 clusters Score: Raw -129115042.808545 + Penalty 6748.660959 = -129108294.147586 nChanged 181 SP:Iteration 32Q (24588.810000 sec): 3 clusters Score: Raw -129115043.960915 + Penalty 6748.660959 = -129108295.299957 nChanged 173 SP:Iteration 33Q (24591.960000 sec): 3 clusters Score: Raw -129115045.081645 + Penalty 6748.660959 = -129108296.420686 nChanged 160 SP:Iteration 34Q (24595.120000 sec): 3 clusters Score: Raw -129115046.013423 + Penalty 6748.660959 = -129108297.352464 nChanged 130 SP:Iteration 35Q (24598.280000 sec): 3 clusters Score: Raw -129115046.692213 + Penalty 6748.660959 = -129108298.031254 nChanged 121 SP:Iteration 36Q (24601.440000 sec): 3 clusters Score: Raw -129115047.380586 + Penalty 6748.660959 = -129108298.719628 nChanged 132 SP:Iteration 37Q (24604.600000 sec): 3 clusters Score: Raw -129115048.074670 + Penalty 6748.660959 = -129108299.413711 nChanged 121 SP:Iteration 38Q (24607.760000 sec): 3 clusters Score: Raw -129115048.645193 + Penalty 6748.660959 = -129108299.984234 nChanged 104 SP:Iteration 39Q (24610.900000 sec): 3 clusters Score: Raw -129115049.121180 + Penalty 6748.660959 = -129108300.460222 nChanged 96 SP:Iteration 40F (24614.280000 sec): 3 clusters Score: Raw -129115049.496930 + Penalty 6748.660959 = -129108300.835972 nChanged 63 SP:Iteration 41Q (24617.420000 sec): 3 clusters Score: Raw -129115049.705244 + Penalty 6748.660959 = -129108301.044285 nChanged 56 SP:Iteration 42Q (24620.590000 sec): 3 clusters Score: Raw -129115049.896226 + Penalty 6748.660959 = -129108301.235268 nChanged 62 SP:Iteration 43Q (24623.730000 sec): 3 clusters Score: Raw -129115050.116993 + Penalty 6748.660959 = -129108301.456034 nChanged 65 SP:Iteration 44Q (24626.870000 sec): 3 clusters Score: Raw -129115050.341437 + Penalty 6748.660959 = -129108301.680479 nChanged 54 SP:Iteration 45Q (24630.030000 sec): 3 clusters Score: Raw -129115050.526066 + Penalty 6748.660959 = -129108301.865107 nChanged 42 SP:Iteration 46Q (24633.170000 sec): 3 clusters Score: Raw -129115050.665481 + Penalty 6748.660959 = -129108302.004523 nChanged 47 SP:Iteration 47Q (24636.310000 sec): 3 clusters Score: Raw -129115050.825547 + Penalty 6748.660959 = -129108302.164589 nChanged 43 SP:Iteration 48Q (24639.500000 sec): 3 clusters Score: Raw -129115050.935722 + Penalty 6748.660959 = -129108302.274763 nChanged 30 SP:Iteration 49Q (24642.680000 sec): 3 clusters Score: Raw -129115051.002976 + Penalty 6748.660959 = -129108302.342017 nChanged 23 SP:Iteration 50Q (24645.850000 sec): 3 clusters Score: Raw -129115051.055467 + Penalty 6748.660959 = -129108302.394508 nChanged 17 SP:Iteration 51Q (24649.010000 sec): 3 clusters Score: Raw -129115051.090144 + Penalty 6748.660959 = -129108302.429186 nChanged 11 SP:Iteration 52Q (24652.170000 sec): 3 clusters Score: Raw -129115051.112964 + Penalty 6748.660959 = -129108302.452005 nChanged 8 SP:Iteration 53Q (24655.320000 sec): 3 clusters Score: Raw -129115051.131276 + Penalty 6748.660959 = -129108302.470317 nChanged 10 SP:Iteration 54Q (24658.490000 sec): 3 clusters Score: Raw -129115051.146414 + Penalty 6748.660959 = -129108302.485456 nChanged 6 SP:Iteration 55Q (24661.650000 sec): 3 clusters Score: Raw -129115051.161639 + Penalty 6748.660959 = -129108302.500680 nChanged 10 SP:Iteration 56Q (24664.810000 sec): 3 clusters Score: Raw -129115051.183596 + Penalty 6748.660959 = -129108302.522637 nChanged 10 SP:Iteration 57Q (24667.980000 sec): 3 clusters Score: Raw -129115051.204606 + Penalty 6748.660959 = -129108302.543647 nChanged 5 SP:Iteration 58Q (24671.150000 sec): 3 clusters Score: Raw -129115051.216242 + Penalty 6748.660959 = -129108302.555284 nChanged 3 SP:Iteration 59Q (24674.300000 sec): 3 clusters Score: Raw -129115051.224635 + Penalty 6748.660959 = -129108302.563677 nChanged 5 SP:Iteration 60F (24677.660000 sec): 3 clusters Score: Raw -129115051.238328 + Penalty 6748.660959 = -129108302.577370 nChanged 4 SP:Iteration 61Q (24680.820000 sec): 3 clusters Score: Raw -129115051.244658 + Penalty 6748.660959 = -129108302.583700 nChanged 5 SP:Iteration 62Q (24683.980000 sec): 3 clusters Score: Raw -129115051.253399 + Penalty 6748.660959 = -129108302.592441 nChanged 4 SP:Iteration 63Q (24687.120000 sec): 3 clusters Score: Raw -129115051.265349 + Penalty 6748.660959 = -129108302.604391 nChanged 7 SP:Iteration 64Q (24690.260000 sec): 3 clusters Score: Raw -129115051.282319 + Penalty 6748.660959 = -129108302.621360 nChanged 3 SP:Iteration 65Q (24693.400000 sec): 3 clusters Score: Raw -129115051.287381 + Penalty 6748.660959 = -129108302.626422 nChanged 2 SP:Iteration 66Q (24696.550000 sec): 3 clusters Score: Raw -129115051.291280 + Penalty 6748.660959 = -129108302.630321 nChanged 3 SP:Iteration 67Q (24699.700000 sec): 3 clusters Score: Raw -129115051.302380 + Penalty 6748.660959 = -129108302.641421 nChanged 2 SP:Iteration 68Q (24702.850000 sec): 3 clusters Score: Raw -129115051.305458 + Penalty 6748.660959 = -129108302.644499 nChanged 4 SP:Iteration 69Q (24705.990000 sec): 3 clusters Score: Raw -129115051.310129 + Penalty 6748.660959 = -129108302.649171 nChanged 2 SP:Iteration 70Q (24709.130000 sec): 3 clusters Score: Raw -129115051.313191 + Penalty 6748.660959 = -129108302.652232 nChanged 3 SP:Iteration 71Q (24712.270000 sec): 3 clusters Score: Raw -129115051.317059 + Penalty 6748.660959 = -129108302.656100 nChanged 4 SP:Iteration 72Q (24715.410000 sec): 3 clusters Score: Raw -129115051.325389 + Penalty 6748.660959 = -129108302.664430 nChanged 5 SP:Iteration 73Q (24718.550000 sec): 3 clusters Score: Raw -129115051.335542 + Penalty 6748.660959 = -129108302.674584 nChanged 5 SP:Iteration 74Q (24721.700000 sec): 3 clusters Score: Raw -129115051.346741 + Penalty 6748.660959 = -129108302.685782 nChanged 4 SP:Iteration 75Q (24724.870000 sec): 3 clusters Score: Raw -129115051.356411 + Penalty 6748.660959 = -129108302.695452 nChanged 5 SP:Iteration 76Q (24728.050000 sec): 3 clusters Score: Raw -129115051.364454 + Penalty 6748.660959 = -129108302.703495 nChanged 4 SP:Iteration 77Q (24731.200000 sec): 3 clusters Score: Raw -129115051.371721 + Penalty 6748.660959 = -129108302.710762 nChanged 4 SP:Iteration 78Q (24734.340000 sec): 3 clusters Score: Raw -129115051.377494 + Penalty 6748.660959 = -129108302.716535 nChanged 2 SP:Iteration 79Q (24737.480000 sec): 3 clusters Score: Raw -129115051.380503 + Penalty 6748.660959 = -129108302.719545 nChanged 1 SP:Iteration 80F (24740.850000 sec): 3 clusters Score: Raw -129115051.382496 + Penalty 6748.660959 = -129108302.721537 nChanged 2 SP:Iteration 81Q (24743.990000 sec): 3 clusters Score: Raw -129115051.386653 + Penalty 6748.660959 = -129108302.725694 nChanged 0 SP:Iteration 82F (24747.350000 sec): 3 clusters Score: Raw -129115051.386653 + Penalty 6748.660959 = -129108302.725694 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 9.92 GB. Trying to split cluster 15 (76833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24747.920000 sec): 2 clusters Score: Raw -12329722.378102 + Penalty 2789.848600 = -12326932.529503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24748.230000 sec): 3 clusters Score: Raw -12281337.036879 + Penalty 5579.697199 = -12275757.339680 nChanged 35900 SP:Iteration 1F (24748.540000 sec): 3 clusters Score: Raw -12302682.554514 + Penalty 5579.697199 = -12297102.857314 nChanged 4158 SP:Iteration 2F (24748.850000 sec): 3 clusters Score: Raw -12305050.503729 + Penalty 5579.697199 = -12299470.806530 nChanged 4908 SP:Iteration 3F (24749.160000 sec): 3 clusters Score: Raw -12308885.034893 + Penalty 5579.697199 = -12303305.337693 nChanged 5790 SP:Iteration 4F (24749.480000 sec): 3 clusters Score: Raw -12315255.849079 + Penalty 5579.697199 = -12309676.151880 nChanged 6577 SP:Iteration 5F (24749.790000 sec): 3 clusters Score: Raw -12323302.446251 + Penalty 5579.697199 = -12317722.749052 nChanged 6635 SP:Iteration 6F (24750.110000 sec): 3 clusters Score: Raw -12329730.150937 + Penalty 5579.697199 = -12324150.453738 nChanged 5486 SP:Iteration 7F (24750.420000 sec): 3 clusters Score: Raw -12333816.139609 + Penalty 5579.697199 = -12328236.442410 nChanged 3780 SP:Iteration 8Q (24750.720000 sec): 3 clusters Score: Raw -12336521.813807 + Penalty 5579.697199 = -12330942.116608 nChanged 2762 SP:Iteration 9Q (24751.000000 sec): 3 clusters Score: Raw -12338708.162250 + Penalty 5579.697199 = -12333128.465051 nChanged 2179 SP:Iteration 10Q (24751.300000 sec): 3 clusters Score: Raw -12340607.122593 + Penalty 5579.697199 = -12335027.425394 nChanged 1842 SP:Iteration 11Q (24751.580000 sec): 3 clusters Score: Raw -12342041.045230 + Penalty 5579.697199 = -12336461.348031 nChanged 1505 SP:Iteration 12Q (24751.870000 sec): 3 clusters Score: Raw -12342964.822347 + Penalty 5579.697199 = -12337385.125148 nChanged 1246 SP:Iteration 13Q (24752.140000 sec): 3 clusters Score: Raw -12343530.652235 + Penalty 5579.697199 = -12337950.955036 nChanged 908 SP:Iteration 14Q (24752.420000 sec): 3 clusters Score: Raw -12343815.343245 + Penalty 5579.697199 = -12338235.646046 nChanged 663 SP:Iteration 15Q (24752.690000 sec): 3 clusters Score: Raw -12343991.946390 + Penalty 5579.697199 = -12338412.249191 nChanged 510 SP:Iteration 16Q (24752.960000 sec): 3 clusters Score: Raw -12344102.031535 + Penalty 5579.697199 = -12338522.334336 nChanged 429 SP:Iteration 17Q (24753.220000 sec): 3 clusters Score: Raw -12344169.521583 + Penalty 5579.697199 = -12338589.824384 nChanged 317 SP:Iteration 18Q (24753.490000 sec): 3 clusters Score: Raw -12344209.823238 + Penalty 5579.697199 = -12338630.126039 nChanged 244 SP:Iteration 19Q (24753.750000 sec): 3 clusters Score: Raw -12344233.539701 + Penalty 5579.697199 = -12338653.842502 nChanged 178 SP:Iteration 20F (24754.060000 sec): 3 clusters Score: Raw -12344258.287563 + Penalty 5579.697199 = -12338678.590364 nChanged 146 SP:Iteration 21Q (24754.340000 sec): 3 clusters Score: Raw -12344270.359162 + Penalty 5579.697199 = -12338690.661963 nChanged 125 SP:Iteration 22Q (24754.610000 sec): 3 clusters Score: Raw -12344278.604473 + Penalty 5579.697199 = -12338698.907274 nChanged 111 SP:Iteration 23Q (24754.880000 sec): 3 clusters Score: Raw -12344284.890248 + Penalty 5579.697199 = -12338705.193049 nChanged 93 SP:Iteration 24Q (24755.150000 sec): 3 clusters Score: Raw -12344290.190624 + Penalty 5579.697199 = -12338710.493425 nChanged 86 SP:Iteration 25Q (24755.420000 sec): 3 clusters Score: Raw -12344295.530309 + Penalty 5579.697199 = -12338715.833110 nChanged 60 SP:Iteration 26Q (24755.690000 sec): 3 clusters Score: Raw -12344298.510448 + Penalty 5579.697199 = -12338718.813249 nChanged 48 SP:Iteration 27Q (24755.970000 sec): 3 clusters Score: Raw -12344300.406942 + Penalty 5579.697199 = -12338720.709743 nChanged 36 SP:Iteration 28Q (24756.240000 sec): 3 clusters Score: Raw -12344301.480901 + Penalty 5579.697199 = -12338721.783702 nChanged 28 SP:Iteration 29Q (24756.510000 sec): 3 clusters Score: Raw -12344302.523262 + Penalty 5579.697199 = -12338722.826063 nChanged 26 SP:Iteration 30Q (24756.780000 sec): 3 clusters Score: Raw -12344303.563185 + Penalty 5579.697199 = -12338723.865986 nChanged 28 SP:Iteration 31Q (24757.050000 sec): 3 clusters Score: Raw -12344304.468705 + Penalty 5579.697199 = -12338724.771506 nChanged 25 SP:Iteration 32Q (24757.320000 sec): 3 clusters Score: Raw -12344305.313690 + Penalty 5579.697199 = -12338725.616491 nChanged 18 SP:Iteration 33Q (24757.590000 sec): 3 clusters Score: Raw -12344305.824852 + Penalty 5579.697199 = -12338726.127653 nChanged 11 SP:Iteration 34Q (24757.860000 sec): 3 clusters Score: Raw -12344306.121648 + Penalty 5579.697199 = -12338726.424449 nChanged 12 SP:Iteration 35Q (24758.140000 sec): 3 clusters Score: Raw -12344306.376702 + Penalty 5579.697199 = -12338726.679503 nChanged 10 SP:Iteration 36Q (24758.410000 sec): 3 clusters Score: Raw -12344306.638017 + Penalty 5579.697199 = -12338726.940818 nChanged 8 SP:Iteration 37Q (24758.680000 sec): 3 clusters Score: Raw -12344306.900889 + Penalty 5579.697199 = -12338727.203690 nChanged 11 SP:Iteration 38Q (24758.950000 sec): 3 clusters Score: Raw -12344307.212165 + Penalty 5579.697199 = -12338727.514966 nChanged 8 SP:Iteration 39Q (24759.220000 sec): 3 clusters Score: Raw -12344307.425747 + Penalty 5579.697199 = -12338727.728548 nChanged 8 SP:Iteration 40F (24759.530000 sec): 3 clusters Score: Raw -12344307.618495 + Penalty 5579.697199 = -12338727.921296 nChanged 9 SP:Iteration 41Q (24759.800000 sec): 3 clusters Score: Raw -12344307.840745 + Penalty 5579.697199 = -12338728.143546 nChanged 7 SP:Iteration 42Q (24760.080000 sec): 3 clusters Score: Raw -12344307.986802 + Penalty 5579.697199 = -12338728.289603 nChanged 8 SP:Iteration 43Q (24760.350000 sec): 3 clusters Score: Raw -12344308.149121 + Penalty 5579.697199 = -12338728.451921 nChanged 4 SP:Iteration 44Q (24760.620000 sec): 3 clusters Score: Raw -12344308.258580 + Penalty 5579.697199 = -12338728.561381 nChanged 9 SP:Iteration 45Q (24760.890000 sec): 3 clusters Score: Raw -12344308.462182 + Penalty 5579.697199 = -12338728.764982 nChanged 10 SP:Iteration 46Q (24761.160000 sec): 3 clusters Score: Raw -12344308.680858 + Penalty 5579.697199 = -12338728.983659 nChanged 7 SP:Iteration 47Q (24761.430000 sec): 3 clusters Score: Raw -12344308.856184 + Penalty 5579.697199 = -12338729.158984 nChanged 8 SP:Iteration 48Q (24761.700000 sec): 3 clusters Score: Raw -12344309.054524 + Penalty 5579.697199 = -12338729.357325 nChanged 8 SP:Iteration 49Q (24761.970000 sec): 3 clusters Score: Raw -12344309.236772 + Penalty 5579.697199 = -12338729.539573 nChanged 8 SP:Iteration 50Q (24762.240000 sec): 3 clusters Score: Raw -12344309.398439 + Penalty 5579.697199 = -12338729.701240 nChanged 6 SP:Iteration 51Q (24762.520000 sec): 3 clusters Score: Raw -12344309.479530 + Penalty 5579.697199 = -12338729.782331 nChanged 3 SP:Iteration 52Q (24762.790000 sec): 3 clusters Score: Raw -12344309.532689 + Penalty 5579.697199 = -12338729.835490 nChanged 3 SP:Iteration 53Q (24763.060000 sec): 3 clusters Score: Raw -12344309.605812 + Penalty 5579.697199 = -12338729.908613 nChanged 2 SP:Iteration 54Q (24763.340000 sec): 3 clusters Score: Raw -12344309.653232 + Penalty 5579.697199 = -12338729.956032 nChanged 3 SP:Iteration 55Q (24763.610000 sec): 3 clusters Score: Raw -12344309.721561 + Penalty 5579.697199 = -12338730.024362 nChanged 2 SP:Iteration 56Q (24763.880000 sec): 3 clusters Score: Raw -12344309.774785 + Penalty 5579.697199 = -12338730.077586 nChanged 2 SP:Iteration 57Q (24764.150000 sec): 3 clusters Score: Raw -12344309.815461 + Penalty 5579.697199 = -12338730.118262 nChanged 3 SP:Iteration 58Q (24764.420000 sec): 3 clusters Score: Raw -12344309.894118 + Penalty 5579.697199 = -12338730.196919 nChanged 4 SP:Iteration 59Q (24764.700000 sec): 3 clusters Score: Raw -12344310.020370 + Penalty 5579.697199 = -12338730.323171 nChanged 4 SP:Iteration 60F (24765.000000 sec): 3 clusters Score: Raw -12344310.129527 + Penalty 5579.697199 = -12338730.432328 nChanged 3 SP:Iteration 61Q (24765.280000 sec): 3 clusters Score: Raw -12344310.201432 + Penalty 5579.697199 = -12338730.504233 nChanged 0 SP:Iteration 62F (24765.590000 sec): 3 clusters Score: Raw -12344310.201432 + Penalty 5579.697199 = -12338730.504233 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 9.92 GB. Trying to split cluster 16 (47842 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24765.770000 sec): 2 clusters Score: Raw -7605726.200204 + Penalty 2672.363480 = -7603053.836724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24765.960000 sec): 3 clusters Score: Raw -7576298.105941 + Penalty 5344.726960 = -7570953.378980 nChanged 22011 SP:Iteration 1F (24766.160000 sec): 3 clusters Score: Raw -7589142.478461 + Penalty 5344.726960 = -7583797.751501 nChanged 2886 SP:Iteration 2F (24766.350000 sec): 3 clusters Score: Raw -7591286.596919 + Penalty 5344.726960 = -7585941.869959 nChanged 3864 SP:Iteration 3F (24766.540000 sec): 3 clusters Score: Raw -7595467.630418 + Penalty 5344.726960 = -7590122.903458 nChanged 5003 SP:Iteration 4F (24766.730000 sec): 3 clusters Score: Raw -7602430.160691 + Penalty 5344.726960 = -7597085.433731 nChanged 5318 SP:Iteration 5F (24766.920000 sec): 3 clusters Score: Raw -7610071.552967 + Penalty 5344.726960 = -7604726.826007 nChanged 3875 SP:Iteration 6F (24767.110000 sec): 3 clusters Score: Raw -7614470.812470 + Penalty 5344.726960 = -7609126.085510 nChanged 2138 SP:Iteration 7Q (24767.280000 sec): 3 clusters Score: Raw -7615873.503208 + Penalty 5344.726960 = -7610528.776248 nChanged 1054 SP:Iteration 8Q (24767.460000 sec): 3 clusters Score: Raw -7616265.898125 + Penalty 5344.726960 = -7610921.171165 nChanged 563 SP:Iteration 9Q (24767.620000 sec): 3 clusters Score: Raw -7616390.695368 + Penalty 5344.726960 = -7611045.968408 nChanged 280 SP:Iteration 10Q (24767.790000 sec): 3 clusters Score: Raw -7616429.162511 + Penalty 5344.726960 = -7611084.435551 nChanged 150 SP:Iteration 11Q (24767.950000 sec): 3 clusters Score: Raw -7616442.496885 + Penalty 5344.726960 = -7611097.769925 nChanged 82 SP:Iteration 12Q (24768.120000 sec): 3 clusters Score: Raw -7616447.053179 + Penalty 5344.726960 = -7611102.326219 nChanged 39 SP:Iteration 13Q (24768.280000 sec): 3 clusters Score: Raw -7616448.773216 + Penalty 5344.726960 = -7611104.046256 nChanged 28 SP:Iteration 14Q (24768.450000 sec): 3 clusters Score: Raw -7616450.142739 + Penalty 5344.726960 = -7611105.415778 nChanged 20 SP:Iteration 15Q (24768.620000 sec): 3 clusters Score: Raw -7616450.921889 + Penalty 5344.726960 = -7611106.194929 nChanged 10 SP:Iteration 16Q (24768.780000 sec): 3 clusters Score: Raw -7616451.161049 + Penalty 5344.726960 = -7611106.434089 nChanged 3 SP:Iteration 17Q (24768.950000 sec): 3 clusters Score: Raw -7616451.211064 + Penalty 5344.726960 = -7611106.484104 nChanged 3 SP:Iteration 18Q (24769.110000 sec): 3 clusters Score: Raw -7616451.325528 + Penalty 5344.726960 = -7611106.598568 nChanged 5 SP:Iteration 19Q (24769.280000 sec): 3 clusters Score: Raw -7616451.521054 + Penalty 5344.726960 = -7611106.794094 nChanged 2 SP:Iteration 20F (24769.470000 sec): 3 clusters Score: Raw -7616451.583577 + Penalty 5344.726960 = -7611106.856617 nChanged 3 SP:Iteration 21Q (24769.640000 sec): 3 clusters Score: Raw -7616451.639639 + Penalty 5344.726960 = -7611106.912679 nChanged 2 SP:Iteration 22Q (24769.800000 sec): 3 clusters Score: Raw -7616451.679572 + Penalty 5344.726960 = -7611106.952612 nChanged 1 SP:Iteration 23Q (24769.970000 sec): 3 clusters Score: Raw -7616451.690809 + Penalty 5344.726960 = -7611106.963849 nChanged 1 SP:Iteration 24Q (24770.130000 sec): 3 clusters Score: Raw -7616451.713684 + Penalty 5344.726960 = -7611106.986724 nChanged 0 SP:Iteration 25F (24770.320000 sec): 3 clusters Score: Raw -7616451.713684 + Penalty 5344.726960 = -7611106.986724 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 9.92 GB. Trying to split cluster 17 (2725 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24770.380000 sec): 2 clusters Score: Raw -368811.744059 + Penalty 1961.735479 = -366850.008579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24770.390000 sec): 3 clusters Score: Raw -368165.781782 + Penalty 3923.470959 = -364242.310823 nChanged 1051 SP:Iteration 1F (24770.400000 sec): 3 clusters Score: Raw -373827.539080 + Penalty 3923.470959 = -369904.068122 nChanged 483 SP:Iteration 2F (24770.410000 sec): 3 clusters Score: Raw -376750.018849 + Penalty 3923.470959 = -372826.547890 nChanged 147 SP:Iteration 3F (24770.420000 sec): 3 clusters Score: Raw -377663.374942 + Penalty 3923.470959 = -373739.903983 nChanged 39 SP:Iteration 4Q (24770.430000 sec): 3 clusters Score: Raw -377936.987414 + Penalty 3923.470959 = -374013.516455 nChanged 15 SP:Iteration 5Q (24770.440000 sec): 3 clusters Score: Raw -377948.670193 + Penalty 3923.470959 = -374025.199235 nChanged 8 SP:Iteration 6Q (24770.450000 sec): 3 clusters Score: Raw -377959.317010 + Penalty 3923.470959 = -374035.846051 nChanged 11 SP:Iteration 7Q (24770.450000 sec): 3 clusters Score: Raw -377978.270281 + Penalty 3923.470959 = -374054.799322 nChanged 17 SP:Iteration 8Q (24770.460000 sec): 3 clusters Score: Raw -378010.139172 + Penalty 3923.470959 = -374086.668213 nChanged 19 SP:Iteration 9Q (24770.470000 sec): 3 clusters Score: Raw -378040.850299 + Penalty 3923.470959 = -374117.379340 nChanged 22 SP:Iteration 10Q (24770.470000 sec): 3 clusters Score: Raw -378075.759498 + Penalty 3923.470959 = -374152.288540 nChanged 16 SP:Iteration 11Q (24770.480000 sec): 3 clusters Score: Raw -378118.506907 + Penalty 3923.470959 = -374195.035948 nChanged 29 SP:Iteration 12Q (24770.490000 sec): 3 clusters Score: Raw -378215.733703 + Penalty 3923.470959 = -374292.262744 nChanged 27 SP:Iteration 13Q (24770.500000 sec): 3 clusters Score: Raw -378274.659236 + Penalty 3923.470959 = -374351.188277 nChanged 24 SP:Iteration 14Q (24770.510000 sec): 3 clusters Score: Raw -378314.421247 + Penalty 3923.470959 = -374390.950288 nChanged 13 SP:Iteration 15Q (24770.510000 sec): 3 clusters Score: Raw -378343.545424 + Penalty 3923.470959 = -374420.074465 nChanged 14 SP:Iteration 16Q (24770.520000 sec): 3 clusters Score: Raw -378380.629547 + Penalty 3923.470959 = -374457.158588 nChanged 14 SP:Iteration 17Q (24770.530000 sec): 3 clusters Score: Raw -378401.620500 + Penalty 3923.470959 = -374478.149541 nChanged 7 SP:Iteration 18Q (24770.530000 sec): 3 clusters Score: Raw -378422.695322 + Penalty 3923.470959 = -374499.224363 nChanged 11 SP:Iteration 19Q (24770.540000 sec): 3 clusters Score: Raw -378435.538312 + Penalty 3923.470959 = -374512.067354 nChanged 5 SP:Iteration 20F (24770.550000 sec): 3 clusters Score: Raw -378454.534138 + Penalty 3923.470959 = -374531.063180 nChanged 17 SP:Iteration 21Q (24770.560000 sec): 3 clusters Score: Raw -378485.816757 + Penalty 3923.470959 = -374562.345798 nChanged 17 SP:Iteration 22Q (24770.570000 sec): 3 clusters Score: Raw -378519.849045 + Penalty 3923.470959 = -374596.378087 nChanged 20 SP:Iteration 23Q (24770.570000 sec): 3 clusters Score: Raw -378554.993585 + Penalty 3923.470959 = -374631.522627 nChanged 20 SP:Iteration 24Q (24770.580000 sec): 3 clusters Score: Raw -378596.648480 + Penalty 3923.470959 = -374673.177521 nChanged 23 SP:Iteration 25Q (24770.590000 sec): 3 clusters Score: Raw -378657.289724 + Penalty 3923.470959 = -374733.818766 nChanged 31 SP:Iteration 26Q (24770.600000 sec): 3 clusters Score: Raw -378739.585266 + Penalty 3923.470959 = -374816.114307 nChanged 25 SP:Iteration 27Q (24770.610000 sec): 3 clusters Score: Raw -378796.566292 + Penalty 3923.470959 = -374873.095333 nChanged 18 SP:Iteration 28Q (24770.610000 sec): 3 clusters Score: Raw -378828.323147 + Penalty 3923.470959 = -374904.852188 nChanged 11 SP:Iteration 29Q (24770.620000 sec): 3 clusters Score: Raw -378860.381417 + Penalty 3923.470959 = -374936.910459 nChanged 12 SP:Iteration 30Q (24770.630000 sec): 3 clusters Score: Raw -378879.935820 + Penalty 3923.470959 = -374956.464862 nChanged 5 SP:Iteration 31Q (24770.630000 sec): 3 clusters Score: Raw -378897.951735 + Penalty 3923.470959 = -374974.480776 nChanged 3 SP:Iteration 32Q (24770.640000 sec): 3 clusters Score: Raw -378899.957375 + Penalty 3923.470959 = -374976.486417 nChanged 0 SP:Iteration 33F (24770.650000 sec): 3 clusters Score: Raw -378923.533466 + Penalty 3923.470959 = -375000.062507 nChanged 10 SP:Iteration 34Q (24770.660000 sec): 3 clusters Score: Raw -378951.782924 + Penalty 3923.470959 = -375028.311966 nChanged 9 SP:Iteration 35Q (24770.670000 sec): 3 clusters Score: Raw -378971.668896 + Penalty 3923.470959 = -375048.197937 nChanged 7 SP:Iteration 36Q (24770.670000 sec): 3 clusters Score: Raw -378984.548479 + Penalty 3923.470959 = -375061.077520 nChanged 8 SP:Iteration 37Q (24770.680000 sec): 3 clusters Score: Raw -379005.620787 + Penalty 3923.470959 = -375082.149828 nChanged 11 SP:Iteration 38Q (24770.690000 sec): 3 clusters Score: Raw -379029.973393 + Penalty 3923.470959 = -375106.502434 nChanged 10 SP:Iteration 39Q (24770.700000 sec): 3 clusters Score: Raw -379043.862951 + Penalty 3923.470959 = -375120.391992 nChanged 3 SP:Iteration 40F (24770.710000 sec): 3 clusters Score: Raw -379056.937356 + Penalty 3923.470959 = -375133.466398 nChanged 10 SP:Iteration 41Q (24770.720000 sec): 3 clusters Score: Raw -379090.110315 + Penalty 3923.470959 = -375166.639356 nChanged 10 SP:Iteration 42Q (24770.720000 sec): 3 clusters Score: Raw -379112.970174 + Penalty 3923.470959 = -375189.499215 nChanged 12 SP:Iteration 43Q (24770.730000 sec): 3 clusters Score: Raw -379136.162844 + Penalty 3923.470959 = -375212.691886 nChanged 3 SP:Iteration 44Q (24770.740000 sec): 3 clusters Score: Raw -379140.864408 + Penalty 3923.470959 = -375217.393449 nChanged 1 SP:Iteration 45Q (24770.750000 sec): 3 clusters Score: Raw -379141.697613 + Penalty 3923.470959 = -375218.226654 nChanged 0 SP:Iteration 46F (24770.760000 sec): 3 clusters Score: Raw -379141.697613 + Penalty 3923.470959 = -375218.226654 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 31. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 18 (14595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24770.820000 sec): 2 clusters Score: Raw -2259331.028489 + Penalty 2377.931702 = -2256953.096787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24770.880000 sec): 3 clusters Score: Raw -2251212.722067 + Penalty 4755.863405 = -2246456.858662 nChanged 6239 SP:Iteration 1F (24770.930000 sec): 3 clusters Score: Raw -2255293.678038 + Penalty 4755.863405 = -2250537.814634 nChanged 1365 SP:Iteration 2F (24770.990000 sec): 3 clusters Score: Raw -2257225.089490 + Penalty 4755.863405 = -2252469.226086 nChanged 1801 SP:Iteration 3F (24771.050000 sec): 3 clusters Score: Raw -2260736.496398 + Penalty 4755.863405 = -2255980.632993 nChanged 1868 SP:Iteration 4F (24771.110000 sec): 3 clusters Score: Raw -2263979.528742 + Penalty 4755.863405 = -2259223.665338 nChanged 1289 SP:Iteration 5F (24771.170000 sec): 3 clusters Score: Raw -2265700.808158 + Penalty 4755.863405 = -2260944.944753 nChanged 745 SP:Iteration 6F (24771.220000 sec): 3 clusters Score: Raw -2266343.237154 + Penalty 4755.863405 = -2261587.373750 nChanged 379 SP:Iteration 7Q (24771.280000 sec): 3 clusters Score: Raw -2266509.015562 + Penalty 4755.863405 = -2261753.152158 nChanged 189 SP:Iteration 8Q (24771.330000 sec): 3 clusters Score: Raw -2266560.836255 + Penalty 4755.863405 = -2261804.972851 nChanged 101 SP:Iteration 9Q (24771.380000 sec): 3 clusters Score: Raw -2266579.231526 + Penalty 4755.863405 = -2261823.368122 nChanged 59 SP:Iteration 10Q (24771.430000 sec): 3 clusters Score: Raw -2266589.681075 + Penalty 4755.863405 = -2261833.817670 nChanged 40 SP:Iteration 11Q (24771.490000 sec): 3 clusters Score: Raw -2266598.038012 + Penalty 4755.863405 = -2261842.174608 nChanged 40 SP:Iteration 12Q (24771.540000 sec): 3 clusters Score: Raw -2266604.775878 + Penalty 4755.863405 = -2261848.912474 nChanged 19 SP:Iteration 13Q (24771.590000 sec): 3 clusters Score: Raw -2266607.329699 + Penalty 4755.863405 = -2261851.466294 nChanged 16 SP:Iteration 14Q (24771.650000 sec): 3 clusters Score: Raw -2266609.949436 + Penalty 4755.863405 = -2261854.086031 nChanged 14 SP:Iteration 15Q (24771.700000 sec): 3 clusters Score: Raw -2266611.682395 + Penalty 4755.863405 = -2261855.818990 nChanged 11 SP:Iteration 16Q (24771.750000 sec): 3 clusters Score: Raw -2266612.949445 + Penalty 4755.863405 = -2261857.086041 nChanged 7 SP:Iteration 17Q (24771.810000 sec): 3 clusters Score: Raw -2266613.642193 + Penalty 4755.863405 = -2261857.778788 nChanged 0 SP:Iteration 18F (24771.860000 sec): 3 clusters Score: Raw -2266613.642193 + Penalty 4755.863405 = -2261857.778788 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 32. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 19 (1520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24771.880000 sec): 2 clusters Score: Raw -213860.146547 + Penalty 1816.963472 = -212043.183075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24771.890000 sec): 3 clusters Score: Raw -213535.711723 + Penalty 3633.926944 = -209901.784779 nChanged 482 SP:Iteration 1F (24771.890000 sec): 3 clusters Score: Raw -214400.693216 + Penalty 3633.926944 = -210766.766272 nChanged 208 SP:Iteration 2F (24771.900000 sec): 3 clusters Score: Raw -215569.034043 + Penalty 3633.926944 = -211935.107098 nChanged 172 SP:Iteration 3F (24771.910000 sec): 3 clusters Score: Raw -217284.507675 + Penalty 3633.926944 = -213650.580731 nChanged 104 SP:Iteration 4F (24771.910000 sec): 3 clusters Score: Raw -218140.777492 + Penalty 3633.926944 = -214506.850548 nChanged 64 SP:Iteration 5Q (24771.920000 sec): 3 clusters Score: Raw -218289.090601 + Penalty 3633.926944 = -214655.163657 nChanged 59 SP:Iteration 6Q (24771.920000 sec): 3 clusters Score: Raw -218454.158804 + Penalty 3633.926944 = -214820.231860 nChanged 36 SP:Iteration 7Q (24771.930000 sec): 3 clusters Score: Raw -218580.679114 + Penalty 3633.926944 = -214946.752170 nChanged 21 SP:Iteration 8Q (24771.930000 sec): 3 clusters Score: Raw -218657.725178 + Penalty 3633.926944 = -215023.798234 nChanged 10 SP:Iteration 9Q (24771.940000 sec): 3 clusters Score: Raw -218685.980980 + Penalty 3633.926944 = -215052.054036 nChanged 5 SP:Iteration 10Q (24771.940000 sec): 3 clusters Score: Raw -218692.658674 + Penalty 3633.926944 = -215058.731729 nChanged 4 SP:Iteration 11Q (24771.950000 sec): 3 clusters Score: Raw -218696.110959 + Penalty 3633.926944 = -215062.184014 nChanged 4 SP:Iteration 12Q (24771.950000 sec): 3 clusters Score: Raw -218700.149693 + Penalty 3633.926944 = -215066.222748 nChanged 4 SP:Iteration 13Q (24771.950000 sec): 3 clusters Score: Raw -218704.773753 + Penalty 3633.926944 = -215070.846808 nChanged 3 SP:Iteration 14Q (24771.960000 sec): 3 clusters Score: Raw -218706.822435 + Penalty 3633.926944 = -215072.895491 nChanged 3 SP:Iteration 15Q (24771.960000 sec): 3 clusters Score: Raw -218712.546536 + Penalty 3633.926944 = -215078.619591 nChanged 4 SP:Iteration 16Q (24771.970000 sec): 3 clusters Score: Raw -218723.093148 + Penalty 3633.926944 = -215089.166204 nChanged 6 SP:Iteration 17Q (24771.970000 sec): 3 clusters Score: Raw -218740.171936 + Penalty 3633.926944 = -215106.244991 nChanged 10 SP:Iteration 18Q (24771.980000 sec): 3 clusters Score: Raw -218759.687148 + Penalty 3633.926944 = -215125.760203 nChanged 7 SP:Iteration 19Q (24771.980000 sec): 3 clusters Score: Raw -218775.126787 + Penalty 3633.926944 = -215141.199842 nChanged 3 SP:Iteration 20F (24771.990000 sec): 3 clusters Score: Raw -218780.278345 + Penalty 3633.926944 = -215146.351400 nChanged 1 SP:Iteration 21Q (24771.990000 sec): 3 clusters Score: Raw -218782.202105 + Penalty 3633.926944 = -215148.275161 nChanged 2 SP:Iteration 22Q (24772.000000 sec): 3 clusters Score: Raw -218784.796709 + Penalty 3633.926944 = -215150.869764 nChanged 3 SP:Iteration 23Q (24772.000000 sec): 3 clusters Score: Raw -218787.863942 + Penalty 3633.926944 = -215153.936997 nChanged 6 SP:Iteration 24Q (24772.010000 sec): 3 clusters Score: Raw -218807.776868 + Penalty 3633.926944 = -215173.849923 nChanged 7 SP:Iteration 25Q (24772.010000 sec): 3 clusters Score: Raw -218821.073680 + Penalty 3633.926944 = -215187.146735 nChanged 7 SP:Iteration 26Q (24772.010000 sec): 3 clusters Score: Raw -218828.612648 + Penalty 3633.926944 = -215194.685704 nChanged 7 SP:Iteration 27Q (24772.020000 sec): 3 clusters Score: Raw -218835.553657 + Penalty 3633.926944 = -215201.626713 nChanged 4 SP:Iteration 28Q (24772.020000 sec): 3 clusters Score: Raw -218839.713771 + Penalty 3633.926944 = -215205.786826 nChanged 2 SP:Iteration 29Q (24772.030000 sec): 3 clusters Score: Raw -218841.524186 + Penalty 3633.926944 = -215207.597242 nChanged 1 SP:Iteration 30Q (24772.030000 sec): 3 clusters Score: Raw -218842.227356 + Penalty 3633.926944 = -215208.300411 nChanged 0 SP:Iteration 31F (24772.040000 sec): 3 clusters Score: Raw -218842.227356 + Penalty 3633.926944 = -215208.300411 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 33. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 20 (12988 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24772.100000 sec): 2 clusters Score: Raw -1948811.788541 + Penalty 2349.001721 = -1946462.786820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24772.150000 sec): 3 clusters Score: Raw -1941673.458885 + Penalty 4698.003442 = -1936975.455443 nChanged 5587 SP:Iteration 1F (24772.200000 sec): 3 clusters Score: Raw -1946014.541498 + Penalty 4698.003442 = -1941316.538056 nChanged 1484 SP:Iteration 2F (24772.250000 sec): 3 clusters Score: Raw -1948461.649532 + Penalty 4698.003442 = -1943763.646090 nChanged 1653 SP:Iteration 3F (24772.300000 sec): 3 clusters Score: Raw -1951471.920401 + Penalty 4698.003442 = -1946773.916959 nChanged 1352 SP:Iteration 4F (24772.350000 sec): 3 clusters Score: Raw -1953810.798548 + Penalty 4698.003442 = -1949112.795106 nChanged 786 SP:Iteration 5F (24772.410000 sec): 3 clusters Score: Raw -1954732.035125 + Penalty 4698.003442 = -1950034.031682 nChanged 404 SP:Iteration 6Q (24772.450000 sec): 3 clusters Score: Raw -1955161.095446 + Penalty 4698.003442 = -1950463.092004 nChanged 285 SP:Iteration 7Q (24772.490000 sec): 3 clusters Score: Raw -1955401.405631 + Penalty 4698.003442 = -1950703.402189 nChanged 181 SP:Iteration 8Q (24772.540000 sec): 3 clusters Score: Raw -1955492.085167 + Penalty 4698.003442 = -1950794.081725 nChanged 115 SP:Iteration 9Q (24772.580000 sec): 3 clusters Score: Raw -1955536.386377 + Penalty 4698.003442 = -1950838.382935 nChanged 80 SP:Iteration 10Q (24772.630000 sec): 3 clusters Score: Raw -1955559.929389 + Penalty 4698.003442 = -1950861.925947 nChanged 40 SP:Iteration 11Q (24772.670000 sec): 3 clusters Score: Raw -1955569.875762 + Penalty 4698.003442 = -1950871.872320 nChanged 38 SP:Iteration 12Q (24772.710000 sec): 3 clusters Score: Raw -1955580.335025 + Penalty 4698.003442 = -1950882.331583 nChanged 37 SP:Iteration 13Q (24772.760000 sec): 3 clusters Score: Raw -1955590.121111 + Penalty 4698.003442 = -1950892.117669 nChanged 25 SP:Iteration 14Q (24772.800000 sec): 3 clusters Score: Raw -1955595.757382 + Penalty 4698.003442 = -1950897.753940 nChanged 26 SP:Iteration 15Q (24772.850000 sec): 3 clusters Score: Raw -1955602.953148 + Penalty 4698.003442 = -1950904.949706 nChanged 30 SP:Iteration 16Q (24772.890000 sec): 3 clusters Score: Raw -1955608.985057 + Penalty 4698.003442 = -1950910.981615 nChanged 18 SP:Iteration 17Q (24772.930000 sec): 3 clusters Score: Raw -1955612.047408 + Penalty 4698.003442 = -1950914.043966 nChanged 13 SP:Iteration 18Q (24772.970000 sec): 3 clusters Score: Raw -1955613.641081 + Penalty 4698.003442 = -1950915.637639 nChanged 8 SP:Iteration 19Q (24773.020000 sec): 3 clusters Score: Raw -1955614.640194 + Penalty 4698.003442 = -1950916.636752 nChanged 5 SP:Iteration 20F (24773.070000 sec): 3 clusters Score: Raw -1955615.135025 + Penalty 4698.003442 = -1950917.131583 nChanged 2 SP:Iteration 21Q (24773.110000 sec): 3 clusters Score: Raw -1955615.420036 + Penalty 4698.003442 = -1950917.416594 nChanged 3 SP:Iteration 22Q (24773.160000 sec): 3 clusters Score: Raw -1955616.021041 + Penalty 4698.003442 = -1950918.017599 nChanged 2 SP:Iteration 23Q (24773.200000 sec): 3 clusters Score: Raw -1955616.160797 + Penalty 4698.003442 = -1950918.157355 nChanged 0 SP:Iteration 24F (24773.250000 sec): 3 clusters Score: Raw -1955616.160797 + Penalty 4698.003442 = -1950918.157355 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 34. Deleting Class 25 (223 points): Lose 2318.887748 but Gain 3491.854150 Iteration 20F (24838.710000 sec): 34 clusters Score: Raw -204768804.218783 + Penalty 115231.186938 = -204653573.031845 nChanged 58450 Iteration 21Q (24857.810000 sec): 34 clusters Score: Raw -204790975.245012 + Penalty 115231.186938 = -204675744.058074 nChanged 24051 Iteration 22Q (24875.420000 sec): 34 clusters Score: Raw -204797720.936811 + Penalty 115231.186938 = -204682489.749873 nChanged 15525 Iteration 23Q (24892.550000 sec): 34 clusters Score: Raw -204801120.063480 + Penalty 115231.186938 = -204685888.876542 nChanged 11640 Iteration 24Q (24909.490000 sec): 34 clusters Score: Raw -204803321.250994 + Penalty 115231.186938 = -204688090.064056 nChanged 9370 Iteration 25Q (24926.320000 sec): 34 clusters Score: Raw -204804957.727135 + Penalty 115231.186938 = -204689726.540197 nChanged 8117 Iteration 26Q (24942.990000 sec): 34 clusters Score: Raw -204806253.083083 + Penalty 115231.186938 = -204691021.896145 nChanged 7107 Iteration 27Q (24959.590000 sec): 34 clusters Score: Raw -204807316.890169 + Penalty 115231.186938 = -204692085.703231 nChanged 6301 Iteration 28Q (24976.130000 sec): 34 clusters Score: Raw -204808240.761656 + Penalty 115231.186938 = -204693009.574718 nChanged 5732 Iteration 29Q (24992.630000 sec): 34 clusters Score: Raw -204809117.077404 + Penalty 115231.186938 = -204693885.890466 nChanged 5332 Iteration 30Q (25009.090000 sec): 34 clusters Score: Raw -204809912.942948 + Penalty 115231.186938 = -204694681.756009 nChanged 5142 Iteration 31Q (25025.530000 sec): 34 clusters Score: Raw -204810785.878209 + Penalty 115231.186938 = -204695554.691271 nChanged 4969 Iteration 32Q (25041.930000 sec): 34 clusters Score: Raw -204811791.104217 + Penalty 115231.186938 = -204696559.917278 nChanged 4677 Iteration 33Q (25058.310000 sec): 34 clusters Score: Raw -204812568.215077 + Penalty 115231.186938 = -204697337.028139 nChanged 4548 Iteration 34Q (25074.660000 sec): 34 clusters Score: Raw -204813288.186388 + Penalty 115231.186938 = -204698056.999450 nChanged 4466 Iteration 35Q (25091.010000 sec): 34 clusters Score: Raw -204813998.361170 + Penalty 115231.186938 = -204698767.174232 nChanged 4539 Iteration 36Q (25107.350000 sec): 34 clusters Score: Raw -204814747.842938 + Penalty 115231.186938 = -204699516.656000 nChanged 4587 Iteration 37Q (25123.660000 sec): 34 clusters Score: Raw -204815537.465586 + Penalty 115231.186938 = -204700306.278648 nChanged 4663 Iteration 38Q (25139.980000 sec): 34 clusters Score: Raw -204816365.695434 + Penalty 115231.186938 = -204701134.508496 nChanged 4681 Iteration 39Q (25156.270000 sec): 34 clusters Score: Raw -204817234.869957 + Penalty 115231.186938 = -204702003.683019 nChanged 4694 Iteration 40F (25219.650000 sec): 34 clusters Score: Raw -204820883.529398 + Penalty 115231.186938 = -204705652.342460 nChanged 5114 Iteration 41Q (25236.440000 sec): 34 clusters Score: Raw -204824993.130337 + Penalty 115231.186938 = -204709761.943399 nChanged 5264 Iteration 42Q (25253.200000 sec): 34 clusters Score: Raw -204826683.701065 + Penalty 115231.186938 = -204711452.514127 nChanged 5355 Iteration 43Q (25269.950000 sec): 34 clusters Score: Raw -204827972.223233 + Penalty 115231.186938 = -204712741.036295 nChanged 5503 Iteration 44Q (25286.670000 sec): 34 clusters Score: Raw -204829381.563219 + Penalty 115231.186938 = -204714150.376281 nChanged 5567 Iteration 45Q (25303.380000 sec): 34 clusters Score: Raw -204830760.674463 + Penalty 115231.186938 = -204715529.487525 nChanged 5618 Iteration 46Q (25320.050000 sec): 34 clusters Score: Raw -204832049.402382 + Penalty 115231.186938 = -204716818.215443 nChanged 5425 Iteration 47Q (25336.720000 sec): 34 clusters Score: Raw -204833236.710060 + Penalty 115231.186938 = -204718005.523122 nChanged 5583 Iteration 48Q (25353.380000 sec): 34 clusters Score: Raw -204834486.341876 + Penalty 115231.186938 = -204719255.154938 nChanged 5491 Iteration 49Q (25370.040000 sec): 34 clusters Score: Raw -204835781.600229 + Penalty 115231.186938 = -204720550.413291 nChanged 5438 Iteration 50Q (25386.670000 sec): 34 clusters Score: Raw -204837153.562788 + Penalty 115231.186938 = -204721922.375849 nChanged 5383 Iteration 51Q (25403.280000 sec): 34 clusters Score: Raw -204838409.179871 + Penalty 115231.186938 = -204723177.992932 nChanged 5428 Iteration 52Q (25419.850000 sec): 34 clusters Score: Raw -204839733.127096 + Penalty 115231.186938 = -204724501.940157 nChanged 5493 Iteration 53Q (25436.430000 sec): 34 clusters Score: Raw -204841111.811504 + Penalty 115231.186938 = -204725880.624566 nChanged 5464 Iteration 54Q (25452.970000 sec): 34 clusters Score: Raw -204842471.377064 + Penalty 115231.186938 = -204727240.190126 nChanged 5332 Iteration 55Q (25469.480000 sec): 34 clusters Score: Raw -204843717.723592 + Penalty 115231.186938 = -204728486.536654 nChanged 5053 Iteration 56Q (25485.970000 sec): 34 clusters Score: Raw -204844713.430419 + Penalty 115231.186938 = -204729482.243481 nChanged 4780 Iteration 57Q (25502.480000 sec): 34 clusters Score: Raw -204845558.856358 + Penalty 115231.186938 = -204730327.669420 nChanged 4523 Iteration 58Q (25518.970000 sec): 34 clusters Score: Raw -204846284.279331 + Penalty 115231.186938 = -204731053.092393 nChanged 4194 Writing temp clu file Because OldScore, -204730327.669420, is greater than current (better) Score,-204731053.092393 Compute initial score before splitting: Score: Raw -204846284.279331 + Penalty 115231.186938 = -204731053.092393 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 1 (168480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25519.830000 sec): 2 clusters Score: Raw -27281862.807428 + Penalty 2984.573937 = -27278878.233491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25520.530000 sec): 3 clusters Score: Raw -27171753.140994 + Penalty 5969.147874 = -27165783.993120 nChanged 80614 SP:Iteration 1F (25521.230000 sec): 3 clusters Score: Raw -27218418.568945 + Penalty 5969.147874 = -27212449.421071 nChanged 4557 SP:Iteration 2Q (25521.950000 sec): 3 clusters Score: Raw -27219311.130897 + Penalty 5969.147874 = -27213341.983022 nChanged 4814 SP:Iteration 3Q (25522.670000 sec): 3 clusters Score: Raw -27220374.822348 + Penalty 5969.147874 = -27214405.674474 nChanged 5266 SP:Iteration 4Q (25523.380000 sec): 3 clusters Score: Raw -27221745.760864 + Penalty 5969.147874 = -27215776.612990 nChanged 5915 SP:Iteration 5Q (25524.090000 sec): 3 clusters Score: Raw -27223566.441733 + Penalty 5969.147874 = -27217597.293859 nChanged 6792 SP:Iteration 6Q (25524.810000 sec): 3 clusters Score: Raw -27226032.398818 + Penalty 5969.147874 = -27220063.250943 nChanged 7699 SP:Iteration 7Q (25525.520000 sec): 3 clusters Score: Raw -27229271.305737 + Penalty 5969.147874 = -27223302.157862 nChanged 8720 SP:Iteration 8F (25526.220000 sec): 3 clusters Score: Raw -27233664.957708 + Penalty 5969.147874 = -27227695.809833 nChanged 9528 SP:Iteration 9F (25526.920000 sec): 3 clusters Score: Raw -27239246.737230 + Penalty 5969.147874 = -27233277.589355 nChanged 9753 SP:Iteration 10F (25527.610000 sec): 3 clusters Score: Raw -27245513.631883 + Penalty 5969.147874 = -27239544.484008 nChanged 9241 SP:Iteration 11F (25528.320000 sec): 3 clusters Score: Raw -27251334.747107 + Penalty 5969.147874 = -27245365.599233 nChanged 7764 SP:Iteration 12Q (25529.030000 sec): 3 clusters Score: Raw -27255233.228781 + Penalty 5969.147874 = -27249264.080907 nChanged 5710 SP:Iteration 13Q (25529.720000 sec): 3 clusters Score: Raw -27257155.366804 + Penalty 5969.147874 = -27251186.218930 nChanged 3578 SP:Iteration 14Q (25530.410000 sec): 3 clusters Score: Raw -27258013.751673 + Penalty 5969.147874 = -27252044.603798 nChanged 2420 SP:Iteration 15Q (25531.090000 sec): 3 clusters Score: Raw -27258566.806457 + Penalty 5969.147874 = -27252597.658583 nChanged 2121 SP:Iteration 16Q (25531.770000 sec): 3 clusters Score: Raw -27259049.528460 + Penalty 5969.147874 = -27253080.380586 nChanged 2009 SP:Iteration 17Q (25532.450000 sec): 3 clusters Score: Raw -27259501.459163 + Penalty 5969.147874 = -27253532.311289 nChanged 2041 SP:Iteration 18Q (25533.120000 sec): 3 clusters Score: Raw -27259973.029685 + Penalty 5969.147874 = -27254003.881810 nChanged 2056 SP:Iteration 19Q (25533.790000 sec): 3 clusters Score: Raw -27260453.260432 + Penalty 5969.147874 = -27254484.112558 nChanged 2041 SP:Iteration 20F (25534.490000 sec): 3 clusters Score: Raw -27260947.605540 + Penalty 5969.147874 = -27254978.457666 nChanged 2078 SP:Iteration 21Q (25535.150000 sec): 3 clusters Score: Raw -27261478.359957 + Penalty 5969.147874 = -27255509.212082 nChanged 2126 SP:Iteration 22Q (25535.810000 sec): 3 clusters Score: Raw -27262035.221740 + Penalty 5969.147874 = -27256066.073865 nChanged 2166 SP:Iteration 23Q (25536.460000 sec): 3 clusters Score: Raw -27262604.801968 + Penalty 5969.147874 = -27256635.654093 nChanged 2205 SP:Iteration 24Q (25537.120000 sec): 3 clusters Score: Raw -27263196.550845 + Penalty 5969.147874 = -27257227.402971 nChanged 2224 SP:Iteration 25Q (25537.760000 sec): 3 clusters Score: Raw -27263818.479337 + Penalty 5969.147874 = -27257849.331463 nChanged 2275 SP:Iteration 26Q (25538.390000 sec): 3 clusters Score: Raw -27264476.037737 + Penalty 5969.147874 = -27258506.889863 nChanged 2330 SP:Iteration 27Q (25539.020000 sec): 3 clusters Score: Raw -27265189.272753 + Penalty 5969.147874 = -27259220.124878 nChanged 2369 SP:Iteration 28Q (25539.650000 sec): 3 clusters Score: Raw -27265947.386837 + Penalty 5969.147874 = -27259978.238963 nChanged 2335 SP:Iteration 29Q (25540.280000 sec): 3 clusters Score: Raw -27266724.094379 + Penalty 5969.147874 = -27260754.946505 nChanged 2375 SP:Iteration 30Q (25540.880000 sec): 3 clusters Score: Raw -27267560.090620 + Penalty 5969.147874 = -27261590.942745 nChanged 2359 SP:Iteration 31Q (25541.500000 sec): 3 clusters Score: Raw -27268416.934363 + Penalty 5969.147874 = -27262447.786489 nChanged 2353 SP:Iteration 32Q (25542.090000 sec): 3 clusters Score: Raw -27269295.493136 + Penalty 5969.147874 = -27263326.345261 nChanged 2384 SP:Iteration 33Q (25542.670000 sec): 3 clusters Score: Raw -27270238.363398 + Penalty 5969.147874 = -27264269.215524 nChanged 2329 SP:Iteration 34Q (25543.260000 sec): 3 clusters Score: Raw -27271167.366712 + Penalty 5969.147874 = -27265198.218838 nChanged 2233 SP:Iteration 35Q (25543.840000 sec): 3 clusters Score: Raw -27272075.649761 + Penalty 5969.147874 = -27266106.501887 nChanged 2094 SP:Iteration 36Q (25544.400000 sec): 3 clusters Score: Raw -27272931.623344 + Penalty 5969.147874 = -27266962.475470 nChanged 2022 SP:Iteration 37Q (25544.960000 sec): 3 clusters Score: Raw -27273805.024625 + Penalty 5969.147874 = -27267835.876751 nChanged 1984 SP:Iteration 38Q (25545.520000 sec): 3 clusters Score: Raw -27274707.858499 + Penalty 5969.147874 = -27268738.710625 nChanged 1878 SP:Iteration 39Q (25546.060000 sec): 3 clusters Score: Raw -27275631.007746 + Penalty 5969.147874 = -27269661.859872 nChanged 1751 SP:Iteration 40F (25546.740000 sec): 3 clusters Score: Raw -27276570.665957 + Penalty 5969.147874 = -27270601.518082 nChanged 1645 SP:Iteration 41Q (25547.280000 sec): 3 clusters Score: Raw -27277494.742112 + Penalty 5969.147874 = -27271525.594238 nChanged 1432 SP:Iteration 42Q (25547.800000 sec): 3 clusters Score: Raw -27278340.530007 + Penalty 5969.147874 = -27272371.382133 nChanged 1253 SP:Iteration 43Q (25548.320000 sec): 3 clusters Score: Raw -27279077.289140 + Penalty 5969.147874 = -27273108.141266 nChanged 1064 SP:Iteration 44Q (25548.820000 sec): 3 clusters Score: Raw -27279746.589207 + Penalty 5969.147874 = -27273777.441332 nChanged 924 SP:Iteration 45Q (25549.320000 sec): 3 clusters Score: Raw -27280354.886645 + Penalty 5969.147874 = -27274385.738771 nChanged 741 SP:Iteration 46Q (25549.810000 sec): 3 clusters Score: Raw -27280847.802556 + Penalty 5969.147874 = -27274878.654681 nChanged 561 SP:Iteration 47Q (25550.300000 sec): 3 clusters Score: Raw -27281202.674917 + Penalty 5969.147874 = -27275233.527042 nChanged 403 SP:Iteration 48Q (25550.780000 sec): 3 clusters Score: Raw -27281463.374264 + Penalty 5969.147874 = -27275494.226390 nChanged 318 SP:Iteration 49Q (25551.260000 sec): 3 clusters Score: Raw -27281661.468007 + Penalty 5969.147874 = -27275692.320133 nChanged 237 SP:Iteration 50Q (25551.750000 sec): 3 clusters Score: Raw -27281802.606686 + Penalty 5969.147874 = -27275833.458812 nChanged 174 SP:Iteration 51Q (25552.230000 sec): 3 clusters Score: Raw -27281890.974767 + Penalty 5969.147874 = -27275921.826893 nChanged 129 SP:Iteration 52Q (25552.710000 sec): 3 clusters Score: Raw -27281955.629049 + Penalty 5969.147874 = -27275986.481175 nChanged 96 SP:Iteration 53Q (25553.190000 sec): 3 clusters Score: Raw -27282013.739215 + Penalty 5969.147874 = -27276044.591340 nChanged 100 SP:Iteration 54Q (25553.670000 sec): 3 clusters Score: Raw -27282075.174855 + Penalty 5969.147874 = -27276106.026981 nChanged 90 SP:Iteration 55Q (25554.140000 sec): 3 clusters Score: Raw -27282125.741074 + Penalty 5969.147874 = -27276156.593200 nChanged 57 SP:Iteration 56Q (25554.620000 sec): 3 clusters Score: Raw -27282154.697619 + Penalty 5969.147874 = -27276185.549745 nChanged 48 SP:Iteration 57Q (25555.090000 sec): 3 clusters Score: Raw -27282180.222187 + Penalty 5969.147874 = -27276211.074313 nChanged 35 SP:Iteration 58Q (25555.570000 sec): 3 clusters Score: Raw -27282197.203930 + Penalty 5969.147874 = -27276228.056055 nChanged 27 SP:Iteration 59Q (25556.050000 sec): 3 clusters Score: Raw -27282212.181399 + Penalty 5969.147874 = -27276243.033525 nChanged 21 SP:Iteration 60F (25556.730000 sec): 3 clusters Score: Raw -27282227.080594 + Penalty 5969.147874 = -27276257.932719 nChanged 25 SP:Iteration 61Q (25557.210000 sec): 3 clusters Score: Raw -27282239.842316 + Penalty 5969.147874 = -27276270.694442 nChanged 13 SP:Iteration 62Q (25557.690000 sec): 3 clusters Score: Raw -27282245.086947 + Penalty 5969.147874 = -27276275.939073 nChanged 12 SP:Iteration 63Q (25558.160000 sec): 3 clusters Score: Raw -27282249.713286 + Penalty 5969.147874 = -27276280.565411 nChanged 6 SP:Iteration 64Q (25558.640000 sec): 3 clusters Score: Raw -27282252.961764 + Penalty 5969.147874 = -27276283.813890 nChanged 5 SP:Iteration 65Q (25559.110000 sec): 3 clusters Score: Raw -27282255.502173 + Penalty 5969.147874 = -27276286.354299 nChanged 10 SP:Iteration 66Q (25559.590000 sec): 3 clusters Score: Raw -27282259.661773 + Penalty 5969.147874 = -27276290.513898 nChanged 5 SP:Iteration 67Q (25560.070000 sec): 3 clusters Score: Raw -27282261.888652 + Penalty 5969.147874 = -27276292.740778 nChanged 3 SP:Iteration 68Q (25560.540000 sec): 3 clusters Score: Raw -27282263.317982 + Penalty 5969.147874 = -27276294.170107 nChanged 4 SP:Iteration 69Q (25561.010000 sec): 3 clusters Score: Raw -27282264.851574 + Penalty 5969.147874 = -27276295.703700 nChanged 4 SP:Iteration 70Q (25561.490000 sec): 3 clusters Score: Raw -27282266.682433 + Penalty 5969.147874 = -27276297.534559 nChanged 5 SP:Iteration 71Q (25561.970000 sec): 3 clusters Score: Raw -27282269.349967 + Penalty 5969.147874 = -27276300.202093 nChanged 5 SP:Iteration 72Q (25562.440000 sec): 3 clusters Score: Raw -27282271.529664 + Penalty 5969.147874 = -27276302.381789 nChanged 5 SP:Iteration 73Q (25562.920000 sec): 3 clusters Score: Raw -27282273.547243 + Penalty 5969.147874 = -27276304.399369 nChanged 3 SP:Iteration 74Q (25563.390000 sec): 3 clusters Score: Raw -27282274.731266 + Penalty 5969.147874 = -27276305.583391 nChanged 0 SP:Iteration 75F (25564.080000 sec): 3 clusters Score: Raw -27282274.731266 + Penalty 5969.147874 = -27276305.583391 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 2 (27974 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25564.230000 sec): 2 clusters Score: Raw -4401054.320875 + Penalty 2539.279635 = -4398515.041240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25564.350000 sec): 3 clusters Score: Raw -4384398.679657 + Penalty 5078.559270 = -4379320.120387 nChanged 12527 SP:Iteration 1F (25564.460000 sec): 3 clusters Score: Raw -4391396.464921 + Penalty 5078.559270 = -4386317.905651 nChanged 1365 SP:Iteration 2Q (25564.570000 sec): 3 clusters Score: Raw -4391888.060439 + Penalty 5078.559270 = -4386809.501169 nChanged 1260 SP:Iteration 3Q (25564.680000 sec): 3 clusters Score: Raw -4392364.192485 + Penalty 5078.559270 = -4387285.633215 nChanged 1192 SP:Iteration 4Q (25564.790000 sec): 3 clusters Score: Raw -4392874.729208 + Penalty 5078.559270 = -4387796.169938 nChanged 1218 SP:Iteration 5Q (25564.910000 sec): 3 clusters Score: Raw -4393432.088969 + Penalty 5078.559270 = -4388353.529699 nChanged 1266 SP:Iteration 6Q (25565.020000 sec): 3 clusters Score: Raw -4394114.912277 + Penalty 5078.559270 = -4389036.353007 nChanged 1339 SP:Iteration 7Q (25565.130000 sec): 3 clusters Score: Raw -4394979.564884 + Penalty 5078.559270 = -4389901.005613 nChanged 1513 SP:Iteration 8F (25565.250000 sec): 3 clusters Score: Raw -4396068.511518 + Penalty 5078.559270 = -4390989.952248 nChanged 1622 SP:Iteration 9F (25565.350000 sec): 3 clusters Score: Raw -4397363.722108 + Penalty 5078.559270 = -4392285.162838 nChanged 1682 SP:Iteration 10F (25565.470000 sec): 3 clusters Score: Raw -4398733.511051 + Penalty 5078.559270 = -4393654.951781 nChanged 1602 SP:Iteration 11F (25565.570000 sec): 3 clusters Score: Raw -4400028.911131 + Penalty 5078.559270 = -4394950.351861 nChanged 1448 SP:Iteration 12F (25565.690000 sec): 3 clusters Score: Raw -4401196.475370 + Penalty 5078.559270 = -4396117.916100 nChanged 1185 SP:Iteration 13Q (25565.790000 sec): 3 clusters Score: Raw -4402014.354609 + Penalty 5078.559270 = -4396935.795339 nChanged 860 SP:Iteration 14Q (25565.900000 sec): 3 clusters Score: Raw -4402402.271755 + Penalty 5078.559270 = -4397323.712485 nChanged 592 SP:Iteration 15Q (25566.010000 sec): 3 clusters Score: Raw -4402571.734383 + Penalty 5078.559270 = -4397493.175112 nChanged 382 SP:Iteration 16Q (25566.110000 sec): 3 clusters Score: Raw -4402648.953783 + Penalty 5078.559270 = -4397570.394513 nChanged 253 SP:Iteration 17Q (25566.210000 sec): 3 clusters Score: Raw -4402688.869368 + Penalty 5078.559270 = -4397610.310098 nChanged 178 SP:Iteration 18Q (25566.310000 sec): 3 clusters Score: Raw -4402713.464885 + Penalty 5078.559270 = -4397634.905615 nChanged 134 SP:Iteration 19Q (25566.420000 sec): 3 clusters Score: Raw -4402730.595315 + Penalty 5078.559270 = -4397652.036045 nChanged 115 SP:Iteration 20F (25566.530000 sec): 3 clusters Score: Raw -4402744.839940 + Penalty 5078.559270 = -4397666.280670 nChanged 93 SP:Iteration 21Q (25566.630000 sec): 3 clusters Score: Raw -4402754.449252 + Penalty 5078.559270 = -4397675.889982 nChanged 56 SP:Iteration 22Q (25566.740000 sec): 3 clusters Score: Raw -4402759.091195 + Penalty 5078.559270 = -4397680.531925 nChanged 46 SP:Iteration 23Q (25566.840000 sec): 3 clusters Score: Raw -4402762.804032 + Penalty 5078.559270 = -4397684.244762 nChanged 43 SP:Iteration 24Q (25566.940000 sec): 3 clusters Score: Raw -4402765.985211 + Penalty 5078.559270 = -4397687.425941 nChanged 32 SP:Iteration 25Q (25567.050000 sec): 3 clusters Score: Raw -4402768.228605 + Penalty 5078.559270 = -4397689.669335 nChanged 19 SP:Iteration 26Q (25567.150000 sec): 3 clusters Score: Raw -4402769.467968 + Penalty 5078.559270 = -4397690.908698 nChanged 23 SP:Iteration 27Q (25567.250000 sec): 3 clusters Score: Raw -4402770.887020 + Penalty 5078.559270 = -4397692.327750 nChanged 14 SP:Iteration 28Q (25567.360000 sec): 3 clusters Score: Raw -4402771.977748 + Penalty 5078.559270 = -4397693.418478 nChanged 20 SP:Iteration 29Q (25567.460000 sec): 3 clusters Score: Raw -4402773.404848 + Penalty 5078.559270 = -4397694.845578 nChanged 19 SP:Iteration 30Q (25567.570000 sec): 3 clusters Score: Raw -4402775.048240 + Penalty 5078.559270 = -4397696.488970 nChanged 17 SP:Iteration 31Q (25567.670000 sec): 3 clusters Score: Raw -4402776.328904 + Penalty 5078.559270 = -4397697.769634 nChanged 21 SP:Iteration 32Q (25567.770000 sec): 3 clusters Score: Raw -4402777.378948 + Penalty 5078.559270 = -4397698.819678 nChanged 8 SP:Iteration 33Q (25567.870000 sec): 3 clusters Score: Raw -4402777.808451 + Penalty 5078.559270 = -4397699.249181 nChanged 12 SP:Iteration 34Q (25567.980000 sec): 3 clusters Score: Raw -4402778.450911 + Penalty 5078.559270 = -4397699.891641 nChanged 11 SP:Iteration 35Q (25568.080000 sec): 3 clusters Score: Raw -4402779.007069 + Penalty 5078.559270 = -4397700.447799 nChanged 4 SP:Iteration 36Q (25568.190000 sec): 3 clusters Score: Raw -4402779.190162 + Penalty 5078.559270 = -4397700.630892 nChanged 1 SP:Iteration 37Q (25568.290000 sec): 3 clusters Score: Raw -4402779.258432 + Penalty 5078.559270 = -4397700.699162 nChanged 2 SP:Iteration 38Q (25568.390000 sec): 3 clusters Score: Raw -4402779.338049 + Penalty 5078.559270 = -4397700.778779 nChanged 0 SP:Iteration 39F (25568.510000 sec): 3 clusters Score: Raw -4402779.338049 + Penalty 5078.559270 = -4397700.778779 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 3 (781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25568.520000 sec): 2 clusters Score: Raw -123167.845875 + Penalty 1651.822637 = -121516.023237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25568.530000 sec): 3 clusters Score: Raw -123040.154205 + Penalty 3303.645274 = -119736.508931 nChanged 168 SP:Iteration 1F (25568.530000 sec): 3 clusters Score: Raw -123229.994636 + Penalty 3303.645274 = -119926.349361 nChanged 33 SP:Iteration 2Q (25568.530000 sec): 3 clusters Score: Raw -123277.139992 + Penalty 3303.645274 = -119973.494718 nChanged 18 SP:Iteration 3Q (25568.530000 sec): 3 clusters Score: Raw -123299.533081 + Penalty 3303.645274 = -119995.887806 nChanged 10 SP:Iteration 4Q (25568.540000 sec): 3 clusters Score: Raw -123314.528681 + Penalty 3303.645274 = -120010.883407 nChanged 6 SP:Iteration 5Q (25568.540000 sec): 3 clusters Score: Raw -123324.550395 + Penalty 3303.645274 = -120020.905121 nChanged 6 SP:Iteration 6Q (25568.540000 sec): 3 clusters Score: Raw -123331.788252 + Penalty 3303.645274 = -120028.142978 nChanged 4 SP:Iteration 7Q (25568.550000 sec): 3 clusters Score: Raw -123335.696885 + Penalty 3303.645274 = -120032.051611 nChanged 1 SP:Iteration 8Q (25568.550000 sec): 3 clusters Score: Raw -123336.863598 + Penalty 3303.645274 = -120033.218323 nChanged 0 SP:Iteration 9F (25568.550000 sec): 3 clusters Score: Raw -123336.863598 + Penalty 3303.645274 = -120033.218323 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 4 (5883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25568.580000 sec): 2 clusters Score: Raw -914189.140499 + Penalty 2152.595884 = -912036.544615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25568.600000 sec): 3 clusters Score: Raw -911250.048668 + Penalty 4305.191769 = -906944.856899 nChanged 2302 SP:Iteration 1F (25568.630000 sec): 3 clusters Score: Raw -912580.234912 + Penalty 4305.191769 = -908275.043143 nChanged 454 SP:Iteration 2F (25568.650000 sec): 3 clusters Score: Raw -912842.543119 + Penalty 4305.191769 = -908537.351350 nChanged 316 SP:Iteration 3F (25568.670000 sec): 3 clusters Score: Raw -913017.808922 + Penalty 4305.191769 = -908712.617153 nChanged 234 SP:Iteration 4Q (25568.690000 sec): 3 clusters Score: Raw -913143.637270 + Penalty 4305.191769 = -908838.445501 nChanged 206 SP:Iteration 5Q (25568.720000 sec): 3 clusters Score: Raw -913269.497084 + Penalty 4305.191769 = -908964.305315 nChanged 188 SP:Iteration 6Q (25568.740000 sec): 3 clusters Score: Raw -913390.341781 + Penalty 4305.191769 = -909085.150012 nChanged 211 SP:Iteration 7Q (25568.770000 sec): 3 clusters Score: Raw -913546.011241 + Penalty 4305.191769 = -909240.819472 nChanged 194 SP:Iteration 8Q (25568.790000 sec): 3 clusters Score: Raw -913716.621525 + Penalty 4305.191769 = -909411.429756 nChanged 237 SP:Iteration 9Q (25568.810000 sec): 3 clusters Score: Raw -913937.042301 + Penalty 4305.191769 = -909631.850533 nChanged 281 SP:Iteration 10Q (25568.830000 sec): 3 clusters Score: Raw -914231.331858 + Penalty 4305.191769 = -909926.140089 nChanged 286 SP:Iteration 11Q (25568.850000 sec): 3 clusters Score: Raw -914491.459413 + Penalty 4305.191769 = -910186.267644 nChanged 243 SP:Iteration 12Q (25568.880000 sec): 3 clusters Score: Raw -914661.622474 + Penalty 4305.191769 = -910356.430705 nChanged 205 SP:Iteration 13Q (25568.900000 sec): 3 clusters Score: Raw -914800.271740 + Penalty 4305.191769 = -910495.079971 nChanged 156 SP:Iteration 14Q (25568.920000 sec): 3 clusters Score: Raw -914898.976109 + Penalty 4305.191769 = -910593.784340 nChanged 109 SP:Iteration 15Q (25568.940000 sec): 3 clusters Score: Raw -914960.414196 + Penalty 4305.191769 = -910655.222428 nChanged 102 SP:Iteration 16Q (25568.970000 sec): 3 clusters Score: Raw -915011.328319 + Penalty 4305.191769 = -910706.136550 nChanged 86 SP:Iteration 17Q (25568.990000 sec): 3 clusters Score: Raw -915055.965418 + Penalty 4305.191769 = -910750.773649 nChanged 77 SP:Iteration 18Q (25569.010000 sec): 3 clusters Score: Raw -915090.641299 + Penalty 4305.191769 = -910785.449530 nChanged 57 SP:Iteration 19Q (25569.030000 sec): 3 clusters Score: Raw -915114.728417 + Penalty 4305.191769 = -910809.536648 nChanged 45 SP:Iteration 20F (25569.050000 sec): 3 clusters Score: Raw -915129.630436 + Penalty 4305.191769 = -910824.438667 nChanged 26 SP:Iteration 21Q (25569.070000 sec): 3 clusters Score: Raw -915136.087111 + Penalty 4305.191769 = -910830.895342 nChanged 17 SP:Iteration 22Q (25569.090000 sec): 3 clusters Score: Raw -915141.670891 + Penalty 4305.191769 = -910836.479122 nChanged 19 SP:Iteration 23Q (25569.110000 sec): 3 clusters Score: Raw -915149.515982 + Penalty 4305.191769 = -910844.324213 nChanged 21 SP:Iteration 24Q (25569.130000 sec): 3 clusters Score: Raw -915156.688941 + Penalty 4305.191769 = -910851.497172 nChanged 16 SP:Iteration 25Q (25569.160000 sec): 3 clusters Score: Raw -915162.601251 + Penalty 4305.191769 = -910857.409482 nChanged 15 SP:Iteration 26Q (25569.180000 sec): 3 clusters Score: Raw -915168.223689 + Penalty 4305.191769 = -910863.031920 nChanged 19 SP:Iteration 27Q (25569.200000 sec): 3 clusters Score: Raw -915177.230804 + Penalty 4305.191769 = -910872.039035 nChanged 31 SP:Iteration 28Q (25569.220000 sec): 3 clusters Score: Raw -915192.415301 + Penalty 4305.191769 = -910887.223532 nChanged 42 SP:Iteration 29Q (25569.240000 sec): 3 clusters Score: Raw -915212.427304 + Penalty 4305.191769 = -910907.235535 nChanged 31 SP:Iteration 30Q (25569.260000 sec): 3 clusters Score: Raw -915230.633073 + Penalty 4305.191769 = -910925.441304 nChanged 35 SP:Iteration 31Q (25569.280000 sec): 3 clusters Score: Raw -915250.108544 + Penalty 4305.191769 = -910944.916776 nChanged 38 SP:Iteration 32Q (25569.300000 sec): 3 clusters Score: Raw -915270.996660 + Penalty 4305.191769 = -910965.804891 nChanged 41 SP:Iteration 33Q (25569.320000 sec): 3 clusters Score: Raw -915301.221032 + Penalty 4305.191769 = -910996.029263 nChanged 34 SP:Iteration 34Q (25569.340000 sec): 3 clusters Score: Raw -915329.919390 + Penalty 4305.191769 = -911024.727621 nChanged 34 SP:Iteration 35Q (25569.360000 sec): 3 clusters Score: Raw -915360.891135 + Penalty 4305.191769 = -911055.699366 nChanged 35 SP:Iteration 36Q (25569.380000 sec): 3 clusters Score: Raw -915398.926148 + Penalty 4305.191769 = -911093.734379 nChanged 40 SP:Iteration 37Q (25569.400000 sec): 3 clusters Score: Raw -915443.284575 + Penalty 4305.191769 = -911138.092806 nChanged 31 SP:Iteration 38Q (25569.420000 sec): 3 clusters Score: Raw -915466.988618 + Penalty 4305.191769 = -911161.796849 nChanged 27 SP:Iteration 39Q (25569.440000 sec): 3 clusters Score: Raw -915482.481459 + Penalty 4305.191769 = -911177.289690 nChanged 21 SP:Iteration 40F (25569.470000 sec): 3 clusters Score: Raw -915493.153294 + Penalty 4305.191769 = -911187.961525 nChanged 16 SP:Iteration 41Q (25569.490000 sec): 3 clusters Score: Raw -915500.257733 + Penalty 4305.191769 = -911195.065964 nChanged 13 SP:Iteration 42Q (25569.510000 sec): 3 clusters Score: Raw -915505.691112 + Penalty 4305.191769 = -911200.499344 nChanged 8 SP:Iteration 43Q (25569.520000 sec): 3 clusters Score: Raw -915508.357386 + Penalty 4305.191769 = -911203.165617 nChanged 11 SP:Iteration 44Q (25569.540000 sec): 3 clusters Score: Raw -915512.616439 + Penalty 4305.191769 = -911207.424670 nChanged 6 SP:Iteration 45Q (25569.560000 sec): 3 clusters Score: Raw -915514.333966 + Penalty 4305.191769 = -911209.142197 nChanged 6 SP:Iteration 46Q (25569.580000 sec): 3 clusters Score: Raw -915516.760759 + Penalty 4305.191769 = -911211.568990 nChanged 5 SP:Iteration 47Q (25569.600000 sec): 3 clusters Score: Raw -915518.728276 + Penalty 4305.191769 = -911213.536507 nChanged 3 SP:Iteration 48Q (25569.620000 sec): 3 clusters Score: Raw -915519.538848 + Penalty 4305.191769 = -911214.347079 nChanged 0 SP:Iteration 49F (25569.640000 sec): 3 clusters Score: Raw -915519.538848 + Penalty 4305.191769 = -911214.347079 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 5 (1014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25569.650000 sec): 2 clusters Score: Raw -151117.170530 + Penalty 1716.571230 = -149400.599300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25569.650000 sec): 3 clusters Score: Raw -150970.641322 + Penalty 3433.142459 = -147537.498863 nChanged 278 SP:Iteration 1F (25569.660000 sec): 3 clusters Score: Raw -151640.139820 + Penalty 3433.142459 = -148206.997360 nChanged 138 SP:Iteration 2F (25569.660000 sec): 3 clusters Score: Raw -152224.251558 + Penalty 3433.142459 = -148791.109099 nChanged 113 SP:Iteration 3F (25569.670000 sec): 3 clusters Score: Raw -152664.947688 + Penalty 3433.142459 = -149231.805229 nChanged 79 SP:Iteration 4F (25569.670000 sec): 3 clusters Score: Raw -153053.839015 + Penalty 3433.142459 = -149620.696555 nChanged 39 SP:Iteration 5Q (25569.670000 sec): 3 clusters Score: Raw -153437.676865 + Penalty 3433.142459 = -150004.534406 nChanged 14 SP:Iteration 6Q (25569.680000 sec): 3 clusters Score: Raw -153532.023418 + Penalty 3433.142459 = -150098.880958 nChanged 10 SP:Iteration 7Q (25569.680000 sec): 3 clusters Score: Raw -153610.255783 + Penalty 3433.142459 = -150177.113323 nChanged 9 SP:Iteration 8Q (25569.680000 sec): 3 clusters Score: Raw -153671.895741 + Penalty 3433.142459 = -150238.753282 nChanged 7 SP:Iteration 9Q (25569.690000 sec): 3 clusters Score: Raw -153733.186011 + Penalty 3433.142459 = -150300.043551 nChanged 9 SP:Iteration 10Q (25569.690000 sec): 3 clusters Score: Raw -153778.554057 + Penalty 3433.142459 = -150345.411598 nChanged 6 SP:Iteration 11Q (25569.690000 sec): 3 clusters Score: Raw -153819.438762 + Penalty 3433.142459 = -150386.296302 nChanged 8 SP:Iteration 12Q (25569.690000 sec): 3 clusters Score: Raw -153863.940879 + Penalty 3433.142459 = -150430.798420 nChanged 5 SP:Iteration 13Q (25569.700000 sec): 3 clusters Score: Raw -153894.232477 + Penalty 3433.142459 = -150461.090017 nChanged 7 SP:Iteration 14Q (25569.700000 sec): 3 clusters Score: Raw -153930.065205 + Penalty 3433.142459 = -150496.922746 nChanged 4 SP:Iteration 15Q (25569.710000 sec): 3 clusters Score: Raw -153952.568355 + Penalty 3433.142459 = -150519.425895 nChanged 2 SP:Iteration 16Q (25569.710000 sec): 3 clusters Score: Raw -153967.735853 + Penalty 3433.142459 = -150534.593394 nChanged 2 SP:Iteration 17Q (25569.710000 sec): 3 clusters Score: Raw -153995.534900 + Penalty 3433.142459 = -150562.392440 nChanged 0 SP:Iteration 18F (25569.710000 sec): 3 clusters Score: Raw -153995.534900 + Penalty 3433.142459 = -150562.392440 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 9.92 GB. Trying to split cluster 6 (1801 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25569.730000 sec): 2 clusters Score: Raw -251719.809957 + Penalty 1859.032142 = -249860.777815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25569.740000 sec): 3 clusters Score: Raw -251386.985711 + Penalty 3718.064283 = -247668.921428 nChanged 628 SP:Iteration 1F (25569.740000 sec): 3 clusters Score: Raw -253959.298848 + Penalty 3718.064283 = -250241.234565 nChanged 298 SP:Iteration 2F (25569.750000 sec): 3 clusters Score: Raw -256320.843700 + Penalty 3718.064283 = -252602.779417 nChanged 139 SP:Iteration 3F (25569.760000 sec): 3 clusters Score: Raw -257079.782476 + Penalty 3718.064283 = -253361.718192 nChanged 90 SP:Iteration 4Q (25569.760000 sec): 3 clusters Score: Raw -257869.835899 + Penalty 3718.064283 = -254151.771616 nChanged 63 SP:Iteration 5Q (25569.770000 sec): 3 clusters Score: Raw -258427.154036 + Penalty 3718.064283 = -254709.089753 nChanged 39 SP:Iteration 6Q (25569.770000 sec): 3 clusters Score: Raw -258598.715712 + Penalty 3718.064283 = -254880.651429 nChanged 43 SP:Iteration 7Q (25569.780000 sec): 3 clusters Score: Raw -258875.541781 + Penalty 3718.064283 = -255157.477497 nChanged 53 SP:Iteration 8Q (25569.780000 sec): 3 clusters Score: Raw -259663.583852 + Penalty 3718.064283 = -255945.519569 nChanged 21 SP:Iteration 9Q (25569.790000 sec): 3 clusters Score: Raw -260422.712995 + Penalty 3718.064283 = -256704.648712 nChanged 5 SP:Iteration 10Q (25569.790000 sec): 3 clusters Score: Raw -260440.330809 + Penalty 3718.064283 = -256722.266526 nChanged 3 SP:Iteration 11Q (25569.800000 sec): 3 clusters Score: Raw -260452.356789 + Penalty 3718.064283 = -256734.292506 nChanged 2 SP:Iteration 12Q (25569.800000 sec): 3 clusters Score: Raw -260455.115380 + Penalty 3718.064283 = -256737.051097 nChanged 0 SP:Iteration 13F (25569.810000 sec): 3 clusters Score: Raw -260494.641624 + Penalty 3718.064283 = -256776.577341 nChanged 12 SP:Iteration 14Q (25569.810000 sec): 3 clusters Score: Raw -260574.142258 + Penalty 3718.064283 = -256856.077974 nChanged 14 SP:Iteration 15Q (25569.820000 sec): 3 clusters Score: Raw -260666.271958 + Penalty 3718.064283 = -256948.207675 nChanged 3 SP:Iteration 16Q (25569.830000 sec): 3 clusters Score: Raw -260678.978088 + Penalty 3718.064283 = -256960.913805 nChanged 0 SP:Iteration 17F (25569.830000 sec): 3 clusters Score: Raw -260679.186804 + Penalty 3718.064283 = -256961.122521 nChanged 1 SP:Iteration 18Q (25569.840000 sec): 3 clusters Score: Raw -260684.398732 + Penalty 3718.064283 = -256966.334449 nChanged 2 SP:Iteration 19Q (25569.840000 sec): 3 clusters Score: Raw -260699.706357 + Penalty 3718.064283 = -256981.642074 nChanged 2 SP:Iteration 20F (25569.850000 sec): 3 clusters Score: Raw -260719.210079 + Penalty 3718.064283 = -257001.145796 nChanged 1 SP:Iteration 21Q (25569.850000 sec): 3 clusters Score: Raw -260736.859098 + Penalty 3718.064283 = -257018.794815 nChanged 0 SP:Iteration 22F (25569.860000 sec): 3 clusters Score: Raw -260736.859098 + Penalty 3718.064283 = -257018.794815 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 35. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 7 (414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25569.870000 sec): 2 clusters Score: Raw -41835.266897 + Penalty 1494.414762 = -40340.852136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25569.870000 sec): 3 clusters Score: Raw -42356.659508 + Penalty 2988.829523 = -39367.829985 nChanged 134 SP:Iteration 1F (25569.880000 sec): 3 clusters Score: Raw -43344.229227 + Penalty 2988.829523 = -40355.399704 nChanged 33 SP:Iteration 2F (25569.880000 sec): 3 clusters Score: Raw -43637.417229 + Penalty 2988.829523 = -40648.587706 nChanged 11 SP:Iteration 3Q (25569.880000 sec): 3 clusters Score: Raw -43796.246577 + Penalty 2988.829523 = -40807.417054 nChanged 7 SP:Iteration 4Q (25569.880000 sec): 3 clusters Score: Raw -43894.384244 + Penalty 2988.829523 = -40905.554721 nChanged 3 SP:Iteration 5Q (25569.880000 sec): 3 clusters Score: Raw -43906.671860 + Penalty 2988.829523 = -40917.842337 nChanged 1 SP:Iteration 6Q (25569.880000 sec): 3 clusters Score: Raw -43907.789005 + Penalty 2988.829523 = -40918.959482 nChanged 0 SP:Iteration 7F (25569.890000 sec): 3 clusters Score: Raw -43913.858277 + Penalty 2988.829523 = -40925.028754 nChanged 1 SP:Iteration 8Q (25569.890000 sec): 3 clusters Score: Raw -43983.759007 + Penalty 2988.829523 = -40994.929484 nChanged 2 SP:Iteration 9Q (25569.890000 sec): 3 clusters Score: Raw -44008.852597 + Penalty 2988.829523 = -41020.023074 nChanged 0 SP:Iteration 10F (25569.890000 sec): 3 clusters Score: Raw -44008.852597 + Penalty 2988.829523 = -41020.023074 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 36. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 8 (35188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25570.030000 sec): 2 clusters Score: Raw -5697973.792114 + Penalty 2596.178178 = -5695377.613936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25570.170000 sec): 3 clusters Score: Raw -5676716.580904 + Penalty 5192.356356 = -5671524.224548 nChanged 15983 SP:Iteration 1F (25570.310000 sec): 3 clusters Score: Raw -5685470.963999 + Penalty 5192.356356 = -5680278.607643 nChanged 1691 SP:Iteration 2Q (25570.460000 sec): 3 clusters Score: Raw -5686004.407595 + Penalty 5192.356356 = -5680812.051240 nChanged 1454 SP:Iteration 3Q (25570.600000 sec): 3 clusters Score: Raw -5686521.074323 + Penalty 5192.356356 = -5681328.717968 nChanged 1447 SP:Iteration 4Q (25570.740000 sec): 3 clusters Score: Raw -5687052.908640 + Penalty 5192.356356 = -5681860.552285 nChanged 1484 SP:Iteration 5Q (25570.890000 sec): 3 clusters Score: Raw -5687681.838342 + Penalty 5192.356356 = -5682489.481987 nChanged 1587 SP:Iteration 6Q (25571.030000 sec): 3 clusters Score: Raw -5688529.159163 + Penalty 5192.356356 = -5683336.802807 nChanged 1824 SP:Iteration 7F (25571.170000 sec): 3 clusters Score: Raw -5689608.322942 + Penalty 5192.356356 = -5684415.966586 nChanged 1983 SP:Iteration 8F (25571.310000 sec): 3 clusters Score: Raw -5690799.761298 + Penalty 5192.356356 = -5685607.404943 nChanged 2051 SP:Iteration 9F (25571.450000 sec): 3 clusters Score: Raw -5692007.863142 + Penalty 5192.356356 = -5686815.506786 nChanged 1975 SP:Iteration 10F (25571.590000 sec): 3 clusters Score: Raw -5693119.014026 + Penalty 5192.356356 = -5687926.657671 nChanged 1757 SP:Iteration 11Q (25571.730000 sec): 3 clusters Score: Raw -5694083.175160 + Penalty 5192.356356 = -5688890.818804 nChanged 1590 SP:Iteration 12Q (25571.870000 sec): 3 clusters Score: Raw -5694864.463629 + Penalty 5192.356356 = -5689672.107273 nChanged 1321 SP:Iteration 13Q (25572.010000 sec): 3 clusters Score: Raw -5695398.706042 + Penalty 5192.356356 = -5690206.349686 nChanged 1040 SP:Iteration 14Q (25572.150000 sec): 3 clusters Score: Raw -5695755.184926 + Penalty 5192.356356 = -5690562.828571 nChanged 808 SP:Iteration 15Q (25572.290000 sec): 3 clusters Score: Raw -5695985.576724 + Penalty 5192.356356 = -5690793.220368 nChanged 676 SP:Iteration 16Q (25572.430000 sec): 3 clusters Score: Raw -5696155.969008 + Penalty 5192.356356 = -5690963.612652 nChanged 586 SP:Iteration 17Q (25572.570000 sec): 3 clusters Score: Raw -5696297.145560 + Penalty 5192.356356 = -5691104.789204 nChanged 524 SP:Iteration 18Q (25572.710000 sec): 3 clusters Score: Raw -5696413.429584 + Penalty 5192.356356 = -5691221.073228 nChanged 480 SP:Iteration 19Q (25572.850000 sec): 3 clusters Score: Raw -5696517.031376 + Penalty 5192.356356 = -5691324.675020 nChanged 464 SP:Iteration 20F (25572.990000 sec): 3 clusters Score: Raw -5696622.490394 + Penalty 5192.356356 = -5691430.134039 nChanged 478 SP:Iteration 21Q (25573.130000 sec): 3 clusters Score: Raw -5696734.994237 + Penalty 5192.356356 = -5691542.637882 nChanged 511 SP:Iteration 22Q (25573.270000 sec): 3 clusters Score: Raw -5696852.744902 + Penalty 5192.356356 = -5691660.388546 nChanged 484 SP:Iteration 23Q (25573.410000 sec): 3 clusters Score: Raw -5696958.883653 + Penalty 5192.356356 = -5691766.527298 nChanged 485 SP:Iteration 24Q (25573.550000 sec): 3 clusters Score: Raw -5697068.891284 + Penalty 5192.356356 = -5691876.534928 nChanged 488 SP:Iteration 25Q (25573.690000 sec): 3 clusters Score: Raw -5697183.256543 + Penalty 5192.356356 = -5691990.900187 nChanged 473 SP:Iteration 26Q (25573.840000 sec): 3 clusters Score: Raw -5697294.218195 + Penalty 5192.356356 = -5692101.861839 nChanged 483 SP:Iteration 27Q (25573.990000 sec): 3 clusters Score: Raw -5697413.579446 + Penalty 5192.356356 = -5692221.223091 nChanged 478 SP:Iteration 28Q (25574.130000 sec): 3 clusters Score: Raw -5697531.212916 + Penalty 5192.356356 = -5692338.856561 nChanged 496 SP:Iteration 29Q (25574.270000 sec): 3 clusters Score: Raw -5697664.310533 + Penalty 5192.356356 = -5692471.954178 nChanged 497 SP:Iteration 30Q (25574.410000 sec): 3 clusters Score: Raw -5697804.208933 + Penalty 5192.356356 = -5692611.852578 nChanged 462 SP:Iteration 31Q (25574.550000 sec): 3 clusters Score: Raw -5697933.411593 + Penalty 5192.356356 = -5692741.055237 nChanged 463 SP:Iteration 32Q (25574.690000 sec): 3 clusters Score: Raw -5698062.116756 + Penalty 5192.356356 = -5692869.760401 nChanged 429 SP:Iteration 33Q (25574.830000 sec): 3 clusters Score: Raw -5698185.507259 + Penalty 5192.356356 = -5692993.150903 nChanged 396 SP:Iteration 34Q (25574.970000 sec): 3 clusters Score: Raw -5698302.112856 + Penalty 5192.356356 = -5693109.756500 nChanged 383 SP:Iteration 35Q (25575.110000 sec): 3 clusters Score: Raw -5698414.880184 + Penalty 5192.356356 = -5693222.523829 nChanged 322 SP:Iteration 36Q (25575.250000 sec): 3 clusters Score: Raw -5698505.152576 + Penalty 5192.356356 = -5693312.796221 nChanged 302 SP:Iteration 37Q (25575.400000 sec): 3 clusters Score: Raw -5698592.934037 + Penalty 5192.356356 = -5693400.577682 nChanged 300 SP:Iteration 38Q (25575.530000 sec): 3 clusters Score: Raw -5698678.892815 + Penalty 5192.356356 = -5693486.536459 nChanged 238 SP:Iteration 39Q (25575.670000 sec): 3 clusters Score: Raw -5698748.822613 + Penalty 5192.356356 = -5693556.466257 nChanged 231 SP:Iteration 40F (25575.810000 sec): 3 clusters Score: Raw -5698816.054474 + Penalty 5192.356356 = -5693623.698119 nChanged 203 SP:Iteration 41Q (25575.950000 sec): 3 clusters Score: Raw -5698869.450795 + Penalty 5192.356356 = -5693677.094440 nChanged 170 SP:Iteration 42Q (25576.080000 sec): 3 clusters Score: Raw -5698917.302208 + Penalty 5192.356356 = -5693724.945852 nChanged 152 SP:Iteration 43Q (25576.220000 sec): 3 clusters Score: Raw -5698959.572263 + Penalty 5192.356356 = -5693767.215908 nChanged 132 SP:Iteration 44Q (25576.360000 sec): 3 clusters Score: Raw -5698992.144722 + Penalty 5192.356356 = -5693799.788367 nChanged 102 SP:Iteration 45Q (25576.490000 sec): 3 clusters Score: Raw -5699014.527137 + Penalty 5192.356356 = -5693822.170781 nChanged 77 SP:Iteration 46Q (25576.620000 sec): 3 clusters Score: Raw -5699032.714252 + Penalty 5192.356356 = -5693840.357896 nChanged 72 SP:Iteration 47Q (25576.760000 sec): 3 clusters Score: Raw -5699046.362670 + Penalty 5192.356356 = -5693854.006314 nChanged 62 SP:Iteration 48Q (25576.890000 sec): 3 clusters Score: Raw -5699058.787150 + Penalty 5192.356356 = -5693866.430795 nChanged 54 SP:Iteration 49Q (25577.020000 sec): 3 clusters Score: Raw -5699068.631381 + Penalty 5192.356356 = -5693876.275025 nChanged 42 SP:Iteration 50Q (25577.160000 sec): 3 clusters Score: Raw -5699076.795634 + Penalty 5192.356356 = -5693884.439278 nChanged 26 SP:Iteration 51Q (25577.290000 sec): 3 clusters Score: Raw -5699080.639182 + Penalty 5192.356356 = -5693888.282826 nChanged 22 SP:Iteration 52Q (25577.420000 sec): 3 clusters Score: Raw -5699084.599617 + Penalty 5192.356356 = -5693892.243261 nChanged 12 SP:Iteration 53Q (25577.560000 sec): 3 clusters Score: Raw -5699087.258300 + Penalty 5192.356356 = -5693894.901944 nChanged 11 SP:Iteration 54Q (25577.690000 sec): 3 clusters Score: Raw -5699088.656495 + Penalty 5192.356356 = -5693896.300139 nChanged 9 SP:Iteration 55Q (25577.820000 sec): 3 clusters Score: Raw -5699090.293568 + Penalty 5192.356356 = -5693897.937213 nChanged 16 SP:Iteration 56Q (25577.950000 sec): 3 clusters Score: Raw -5699093.109252 + Penalty 5192.356356 = -5693900.752896 nChanged 18 SP:Iteration 57Q (25578.080000 sec): 3 clusters Score: Raw -5699096.115799 + Penalty 5192.356356 = -5693903.759443 nChanged 16 SP:Iteration 58Q (25578.220000 sec): 3 clusters Score: Raw -5699099.199058 + Penalty 5192.356356 = -5693906.842702 nChanged 18 SP:Iteration 59Q (25578.340000 sec): 3 clusters Score: Raw -5699102.989875 + Penalty 5192.356356 = -5693910.633519 nChanged 21 SP:Iteration 60F (25578.480000 sec): 3 clusters Score: Raw -5699107.154973 + Penalty 5192.356356 = -5693914.798617 nChanged 20 SP:Iteration 61Q (25578.620000 sec): 3 clusters Score: Raw -5699110.748052 + Penalty 5192.356356 = -5693918.391696 nChanged 23 SP:Iteration 62Q (25578.750000 sec): 3 clusters Score: Raw -5699114.506081 + Penalty 5192.356356 = -5693922.149725 nChanged 14 SP:Iteration 63Q (25578.880000 sec): 3 clusters Score: Raw -5699116.908912 + Penalty 5192.356356 = -5693924.552556 nChanged 17 SP:Iteration 64Q (25579.010000 sec): 3 clusters Score: Raw -5699119.400326 + Penalty 5192.356356 = -5693927.043971 nChanged 16 SP:Iteration 65Q (25579.140000 sec): 3 clusters Score: Raw -5699122.221648 + Penalty 5192.356356 = -5693929.865292 nChanged 15 SP:Iteration 66Q (25579.270000 sec): 3 clusters Score: Raw -5699125.273866 + Penalty 5192.356356 = -5693932.917510 nChanged 17 SP:Iteration 67Q (25579.400000 sec): 3 clusters Score: Raw -5699128.409289 + Penalty 5192.356356 = -5693936.052934 nChanged 11 SP:Iteration 68Q (25579.530000 sec): 3 clusters Score: Raw -5699130.715420 + Penalty 5192.356356 = -5693938.359064 nChanged 9 SP:Iteration 69Q (25579.660000 sec): 3 clusters Score: Raw -5699132.723409 + Penalty 5192.356356 = -5693940.367053 nChanged 10 SP:Iteration 70Q (25579.790000 sec): 3 clusters Score: Raw -5699134.574505 + Penalty 5192.356356 = -5693942.218150 nChanged 13 SP:Iteration 71Q (25579.920000 sec): 3 clusters Score: Raw -5699136.826518 + Penalty 5192.356356 = -5693944.470162 nChanged 10 SP:Iteration 72Q (25580.050000 sec): 3 clusters Score: Raw -5699138.463272 + Penalty 5192.356356 = -5693946.106916 nChanged 4 SP:Iteration 73Q (25580.180000 sec): 3 clusters Score: Raw -5699139.044986 + Penalty 5192.356356 = -5693946.688630 nChanged 4 SP:Iteration 74Q (25580.300000 sec): 3 clusters Score: Raw -5699139.665077 + Penalty 5192.356356 = -5693947.308722 nChanged 1 SP:Iteration 75Q (25580.440000 sec): 3 clusters Score: Raw -5699139.760609 + Penalty 5192.356356 = -5693947.404253 nChanged 0 SP:Iteration 76F (25580.570000 sec): 3 clusters Score: Raw -5699139.760609 + Penalty 5192.356356 = -5693947.404253 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 9 (553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25580.590000 sec): 2 clusters Score: Raw -86567.118584 + Penalty 1566.208784 = -85000.909800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25580.600000 sec): 3 clusters Score: Raw -86569.806110 + Penalty 3132.417569 = -83437.388541 nChanged 120 SP:Iteration 1F (25580.600000 sec): 3 clusters Score: Raw -86819.894828 + Penalty 3132.417569 = -83687.477259 nChanged 38 SP:Iteration 2F (25580.600000 sec): 3 clusters Score: Raw -87029.002554 + Penalty 3132.417569 = -83896.584986 nChanged 35 SP:Iteration 3F (25580.600000 sec): 3 clusters Score: Raw -87157.911935 + Penalty 3132.417569 = -84025.494367 nChanged 26 SP:Iteration 4Q (25580.600000 sec): 3 clusters Score: Raw -87217.091360 + Penalty 3132.417569 = -84084.673791 nChanged 15 SP:Iteration 5Q (25580.610000 sec): 3 clusters Score: Raw -87253.080444 + Penalty 3132.417569 = -84120.662875 nChanged 10 SP:Iteration 6Q (25580.610000 sec): 3 clusters Score: Raw -87280.428324 + Penalty 3132.417569 = -84148.010755 nChanged 5 SP:Iteration 7Q (25580.610000 sec): 3 clusters Score: Raw -87294.182483 + Penalty 3132.417569 = -84161.764915 nChanged 1 SP:Iteration 8Q (25580.610000 sec): 3 clusters Score: Raw -87296.597542 + Penalty 3132.417569 = -84164.179973 nChanged 0 SP:Iteration 9F (25580.620000 sec): 3 clusters Score: Raw -87296.597542 + Penalty 3132.417569 = -84164.179973 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 10 (9281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25580.660000 sec): 2 clusters Score: Raw -1431169.532507 + Penalty 2265.659695 = -1428903.872812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25580.690000 sec): 3 clusters Score: Raw -1426294.838680 + Penalty 4531.319391 = -1421763.519289 nChanged 3761 SP:Iteration 1F (25580.730000 sec): 3 clusters Score: Raw -1428323.038552 + Penalty 4531.319391 = -1423791.719161 nChanged 702 SP:Iteration 2F (25580.760000 sec): 3 clusters Score: Raw -1428758.233609 + Penalty 4531.319391 = -1424226.914218 nChanged 572 SP:Iteration 3F (25580.800000 sec): 3 clusters Score: Raw -1429124.582192 + Penalty 4531.319391 = -1424593.262801 nChanged 528 SP:Iteration 4F (25580.840000 sec): 3 clusters Score: Raw -1429511.608769 + Penalty 4531.319391 = -1424980.289378 nChanged 521 SP:Iteration 5F (25580.870000 sec): 3 clusters Score: Raw -1429976.385917 + Penalty 4531.319391 = -1425445.066526 nChanged 530 SP:Iteration 6F (25580.910000 sec): 3 clusters Score: Raw -1430388.398275 + Penalty 4531.319391 = -1425857.078884 nChanged 498 SP:Iteration 7F (25580.950000 sec): 3 clusters Score: Raw -1430818.037017 + Penalty 4531.319391 = -1426286.717626 nChanged 499 SP:Iteration 8F (25580.980000 sec): 3 clusters Score: Raw -1431347.203089 + Penalty 4531.319391 = -1426815.883698 nChanged 548 SP:Iteration 9F (25581.020000 sec): 3 clusters Score: Raw -1431963.263891 + Penalty 4531.319391 = -1427431.944500 nChanged 514 SP:Iteration 10F (25581.060000 sec): 3 clusters Score: Raw -1432529.263245 + Penalty 4531.319391 = -1427997.943854 nChanged 409 SP:Iteration 11Q (25581.090000 sec): 3 clusters Score: Raw -1432900.056092 + Penalty 4531.319391 = -1428368.736701 nChanged 266 SP:Iteration 12Q (25581.120000 sec): 3 clusters Score: Raw -1433085.698447 + Penalty 4531.319391 = -1428554.379056 nChanged 162 SP:Iteration 13Q (25581.160000 sec): 3 clusters Score: Raw -1433170.006474 + Penalty 4531.319391 = -1428638.687083 nChanged 114 SP:Iteration 14Q (25581.190000 sec): 3 clusters Score: Raw -1433211.496386 + Penalty 4531.319391 = -1428680.176995 nChanged 72 SP:Iteration 15Q (25581.220000 sec): 3 clusters Score: Raw -1433233.046051 + Penalty 4531.319391 = -1428701.726660 nChanged 42 SP:Iteration 16Q (25581.250000 sec): 3 clusters Score: Raw -1433247.036406 + Penalty 4531.319391 = -1428715.717015 nChanged 37 SP:Iteration 17Q (25581.280000 sec): 3 clusters Score: Raw -1433255.931565 + Penalty 4531.319391 = -1428724.612174 nChanged 20 SP:Iteration 18Q (25581.320000 sec): 3 clusters Score: Raw -1433260.301142 + Penalty 4531.319391 = -1428728.981751 nChanged 19 SP:Iteration 19Q (25581.350000 sec): 3 clusters Score: Raw -1433264.430094 + Penalty 4531.319391 = -1428733.110703 nChanged 17 SP:Iteration 20F (25581.380000 sec): 3 clusters Score: Raw -1433267.661986 + Penalty 4531.319391 = -1428736.342595 nChanged 8 SP:Iteration 21Q (25581.420000 sec): 3 clusters Score: Raw -1433268.727508 + Penalty 4531.319391 = -1428737.408117 nChanged 1 SP:Iteration 22Q (25581.450000 sec): 3 clusters Score: Raw -1433268.901807 + Penalty 4531.319391 = -1428737.582416 nChanged 1 SP:Iteration 23Q (25581.480000 sec): 3 clusters Score: Raw -1433269.058274 + Penalty 4531.319391 = -1428737.738883 nChanged 1 SP:Iteration 24Q (25581.520000 sec): 3 clusters Score: Raw -1433269.152957 + Penalty 4531.319391 = -1428737.833566 nChanged 0 SP:Iteration 25F (25581.550000 sec): 3 clusters Score: Raw -1433269.152957 + Penalty 4531.319391 = -1428737.833566 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 11 (102387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25581.940000 sec): 2 clusters Score: Raw -15629473.259058 + Penalty 2861.055728 = -15626612.203331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25582.360000 sec): 3 clusters Score: Raw -15563694.331059 + Penalty 5722.111455 = -15557972.219604 nChanged 48371 SP:Iteration 1F (25582.780000 sec): 3 clusters Score: Raw -15592173.647579 + Penalty 5722.111455 = -15586451.536124 nChanged 4328 SP:Iteration 2Q (25583.200000 sec): 3 clusters Score: Raw -15593827.994839 + Penalty 5722.111455 = -15588105.883384 nChanged 4798 SP:Iteration 3Q (25583.630000 sec): 3 clusters Score: Raw -15595897.022834 + Penalty 5722.111455 = -15590174.911379 nChanged 5357 SP:Iteration 4F (25584.050000 sec): 3 clusters Score: Raw -15598478.563012 + Penalty 5722.111455 = -15592756.451557 nChanged 5763 SP:Iteration 5F (25584.460000 sec): 3 clusters Score: Raw -15601785.835240 + Penalty 5722.111455 = -15596063.723785 nChanged 6223 SP:Iteration 6F (25584.880000 sec): 3 clusters Score: Raw -15605894.025371 + Penalty 5722.111455 = -15600171.913916 nChanged 6468 SP:Iteration 7F (25585.300000 sec): 3 clusters Score: Raw -15610672.092068 + Penalty 5722.111455 = -15604949.980613 nChanged 6264 SP:Iteration 8F (25585.720000 sec): 3 clusters Score: Raw -15615611.957766 + Penalty 5722.111455 = -15609889.846311 nChanged 5566 SP:Iteration 9F (25586.130000 sec): 3 clusters Score: Raw -15620034.645915 + Penalty 5722.111455 = -15614312.534460 nChanged 4432 SP:Iteration 10Q (25586.530000 sec): 3 clusters Score: Raw -15623399.835668 + Penalty 5722.111455 = -15617677.724213 nChanged 3482 SP:Iteration 11Q (25586.910000 sec): 3 clusters Score: Raw -15625801.128038 + Penalty 5722.111455 = -15620079.016583 nChanged 2615 SP:Iteration 12Q (25587.270000 sec): 3 clusters Score: Raw -15627436.264950 + Penalty 5722.111455 = -15621714.153495 nChanged 1918 SP:Iteration 13Q (25587.620000 sec): 3 clusters Score: Raw -15628546.321642 + Penalty 5722.111455 = -15622824.210187 nChanged 1402 SP:Iteration 14Q (25587.960000 sec): 3 clusters Score: Raw -15629316.965668 + Penalty 5722.111455 = -15623594.854213 nChanged 1034 SP:Iteration 15Q (25588.290000 sec): 3 clusters Score: Raw -15629836.258876 + Penalty 5722.111455 = -15624114.147421 nChanged 805 SP:Iteration 16Q (25588.620000 sec): 3 clusters Score: Raw -15630237.678946 + Penalty 5722.111455 = -15624515.567491 nChanged 597 SP:Iteration 17Q (25588.940000 sec): 3 clusters Score: Raw -15630516.456308 + Penalty 5722.111455 = -15624794.344853 nChanged 466 SP:Iteration 18Q (25589.250000 sec): 3 clusters Score: Raw -15630728.718210 + Penalty 5722.111455 = -15625006.606755 nChanged 367 SP:Iteration 19Q (25589.570000 sec): 3 clusters Score: Raw -15630889.869116 + Penalty 5722.111455 = -15625167.757661 nChanged 278 SP:Iteration 20F (25589.980000 sec): 3 clusters Score: Raw -15631005.208647 + Penalty 5722.111455 = -15625283.097192 nChanged 241 SP:Iteration 21Q (25590.290000 sec): 3 clusters Score: Raw -15631111.832822 + Penalty 5722.111455 = -15625389.721367 nChanged 208 SP:Iteration 22Q (25590.600000 sec): 3 clusters Score: Raw -15631202.398714 + Penalty 5722.111455 = -15625480.287259 nChanged 152 SP:Iteration 23Q (25590.900000 sec): 3 clusters Score: Raw -15631276.954612 + Penalty 5722.111455 = -15625554.843157 nChanged 147 SP:Iteration 24Q (25591.210000 sec): 3 clusters Score: Raw -15631350.666840 + Penalty 5722.111455 = -15625628.555385 nChanged 126 SP:Iteration 25Q (25591.510000 sec): 3 clusters Score: Raw -15631427.518359 + Penalty 5722.111455 = -15625705.406903 nChanged 121 SP:Iteration 26Q (25591.810000 sec): 3 clusters Score: Raw -15631508.282533 + Penalty 5722.111455 = -15625786.171078 nChanged 108 SP:Iteration 27Q (25592.110000 sec): 3 clusters Score: Raw -15631570.896208 + Penalty 5722.111455 = -15625848.784753 nChanged 80 SP:Iteration 28Q (25592.410000 sec): 3 clusters Score: Raw -15631614.764494 + Penalty 5722.111455 = -15625892.653039 nChanged 74 SP:Iteration 29Q (25592.710000 sec): 3 clusters Score: Raw -15631657.259217 + Penalty 5722.111455 = -15625935.147762 nChanged 84 SP:Iteration 30Q (25593.010000 sec): 3 clusters Score: Raw -15631714.206205 + Penalty 5722.111455 = -15625992.094750 nChanged 82 SP:Iteration 31Q (25593.310000 sec): 3 clusters Score: Raw -15631771.734858 + Penalty 5722.111455 = -15626049.623403 nChanged 86 SP:Iteration 32Q (25593.600000 sec): 3 clusters Score: Raw -15631820.593922 + Penalty 5722.111455 = -15626098.482467 nChanged 58 SP:Iteration 33Q (25593.890000 sec): 3 clusters Score: Raw -15631852.458148 + Penalty 5722.111455 = -15626130.346693 nChanged 50 SP:Iteration 34Q (25594.190000 sec): 3 clusters Score: Raw -15631894.561949 + Penalty 5722.111455 = -15626172.450494 nChanged 67 SP:Iteration 35Q (25594.480000 sec): 3 clusters Score: Raw -15631945.063267 + Penalty 5722.111455 = -15626222.951812 nChanged 63 SP:Iteration 36Q (25594.770000 sec): 3 clusters Score: Raw -15631990.154151 + Penalty 5722.111455 = -15626268.042696 nChanged 51 SP:Iteration 37Q (25595.080000 sec): 3 clusters Score: Raw -15632024.330472 + Penalty 5722.111455 = -15626302.219017 nChanged 47 SP:Iteration 38Q (25595.370000 sec): 3 clusters Score: Raw -15632051.962960 + Penalty 5722.111455 = -15626329.851505 nChanged 40 SP:Iteration 39Q (25595.660000 sec): 3 clusters Score: Raw -15632068.037002 + Penalty 5722.111455 = -15626345.925547 nChanged 16 SP:Iteration 40F (25596.070000 sec): 3 clusters Score: Raw -15632077.044024 + Penalty 5722.111455 = -15626354.932569 nChanged 16 SP:Iteration 41Q (25596.360000 sec): 3 clusters Score: Raw -15632085.917491 + Penalty 5722.111455 = -15626363.806036 nChanged 17 SP:Iteration 42Q (25596.650000 sec): 3 clusters Score: Raw -15632095.712472 + Penalty 5722.111455 = -15626373.601017 nChanged 23 SP:Iteration 43Q (25596.950000 sec): 3 clusters Score: Raw -15632111.771017 + Penalty 5722.111455 = -15626389.659562 nChanged 27 SP:Iteration 44Q (25597.240000 sec): 3 clusters Score: Raw -15632125.769730 + Penalty 5722.111455 = -15626403.658275 nChanged 18 SP:Iteration 45Q (25597.530000 sec): 3 clusters Score: Raw -15632136.466589 + Penalty 5722.111455 = -15626414.355134 nChanged 17 SP:Iteration 46Q (25597.820000 sec): 3 clusters Score: Raw -15632151.796931 + Penalty 5722.111455 = -15626429.685476 nChanged 22 SP:Iteration 47Q (25598.110000 sec): 3 clusters Score: Raw -15632183.340439 + Penalty 5722.111455 = -15626461.228984 nChanged 38 SP:Iteration 48Q (25598.400000 sec): 3 clusters Score: Raw -15632252.339274 + Penalty 5722.111455 = -15626530.227819 nChanged 48 SP:Iteration 49Q (25598.690000 sec): 3 clusters Score: Raw -15632333.740191 + Penalty 5722.111455 = -15626611.628736 nChanged 47 SP:Iteration 50Q (25598.980000 sec): 3 clusters Score: Raw -15632374.383983 + Penalty 5722.111455 = -15626652.272528 nChanged 37 SP:Iteration 51Q (25599.270000 sec): 3 clusters Score: Raw -15632393.281184 + Penalty 5722.111455 = -15626671.169729 nChanged 22 SP:Iteration 52Q (25599.560000 sec): 3 clusters Score: Raw -15632401.746677 + Penalty 5722.111455 = -15626679.635222 nChanged 11 SP:Iteration 53Q (25599.850000 sec): 3 clusters Score: Raw -15632406.245325 + Penalty 5722.111455 = -15626684.133870 nChanged 13 SP:Iteration 54Q (25600.130000 sec): 3 clusters Score: Raw -15632411.452903 + Penalty 5722.111455 = -15626689.341448 nChanged 8 SP:Iteration 55Q (25600.420000 sec): 3 clusters Score: Raw -15632414.099434 + Penalty 5722.111455 = -15626691.987979 nChanged 3 SP:Iteration 56Q (25600.710000 sec): 3 clusters Score: Raw -15632414.845550 + Penalty 5722.111455 = -15626692.734095 nChanged 3 SP:Iteration 57Q (25600.990000 sec): 3 clusters Score: Raw -15632415.930485 + Penalty 5722.111455 = -15626693.819030 nChanged 3 SP:Iteration 58Q (25601.280000 sec): 3 clusters Score: Raw -15632416.954147 + Penalty 5722.111455 = -15626694.842692 nChanged 2 SP:Iteration 59Q (25601.580000 sec): 3 clusters Score: Raw -15632417.422360 + Penalty 5722.111455 = -15626695.310904 nChanged 0 SP:Iteration 60F (25602.010000 sec): 3 clusters Score: Raw -15632417.422360 + Penalty 5722.111455 = -15626695.310904 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 37. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 12 (1833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25602.070000 sec): 2 clusters Score: Raw -278858.163899 + Penalty 1863.399893 = -276994.764006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25602.080000 sec): 3 clusters Score: Raw -278239.921891 + Penalty 3726.799787 = -274513.122104 nChanged 601 SP:Iteration 1F (25602.090000 sec): 3 clusters Score: Raw -278919.827123 + Penalty 3726.799787 = -275193.027336 nChanged 175 SP:Iteration 2F (25602.090000 sec): 3 clusters Score: Raw -279191.095961 + Penalty 3726.799787 = -275464.296174 nChanged 126 SP:Iteration 3F (25602.100000 sec): 3 clusters Score: Raw -279371.127210 + Penalty 3726.799787 = -275644.327423 nChanged 121 SP:Iteration 4F (25602.110000 sec): 3 clusters Score: Raw -279525.273022 + Penalty 3726.799787 = -275798.473235 nChanged 87 SP:Iteration 5Q (25602.110000 sec): 3 clusters Score: Raw -279654.756216 + Penalty 3726.799787 = -275927.956429 nChanged 63 SP:Iteration 6Q (25602.120000 sec): 3 clusters Score: Raw -279746.527319 + Penalty 3726.799787 = -276019.727532 nChanged 47 SP:Iteration 7Q (25602.130000 sec): 3 clusters Score: Raw -279825.095296 + Penalty 3726.799787 = -276098.295509 nChanged 34 SP:Iteration 8Q (25602.130000 sec): 3 clusters Score: Raw -279886.058941 + Penalty 3726.799787 = -276159.259154 nChanged 34 SP:Iteration 9Q (25602.140000 sec): 3 clusters Score: Raw -279940.366355 + Penalty 3726.799787 = -276213.566568 nChanged 17 SP:Iteration 10Q (25602.150000 sec): 3 clusters Score: Raw -279967.298106 + Penalty 3726.799787 = -276240.498319 nChanged 14 SP:Iteration 11Q (25602.150000 sec): 3 clusters Score: Raw -279994.550764 + Penalty 3726.799787 = -276267.750977 nChanged 16 SP:Iteration 12Q (25602.160000 sec): 3 clusters Score: Raw -280012.141794 + Penalty 3726.799787 = -276285.342007 nChanged 8 SP:Iteration 13Q (25602.170000 sec): 3 clusters Score: Raw -280027.343688 + Penalty 3726.799787 = -276300.543901 nChanged 8 SP:Iteration 14Q (25602.170000 sec): 3 clusters Score: Raw -280036.944488 + Penalty 3726.799787 = -276310.144701 nChanged 2 SP:Iteration 15Q (25602.180000 sec): 3 clusters Score: Raw -280038.239365 + Penalty 3726.799787 = -276311.439578 nChanged 5 SP:Iteration 16Q (25602.190000 sec): 3 clusters Score: Raw -280055.477809 + Penalty 3726.799787 = -276328.678022 nChanged 7 SP:Iteration 17Q (25602.190000 sec): 3 clusters Score: Raw -280075.983357 + Penalty 3726.799787 = -276349.183570 nChanged 10 SP:Iteration 18Q (25602.200000 sec): 3 clusters Score: Raw -280093.367972 + Penalty 3726.799787 = -276366.568185 nChanged 8 SP:Iteration 19Q (25602.210000 sec): 3 clusters Score: Raw -280102.763952 + Penalty 3726.799787 = -276375.964165 nChanged 4 SP:Iteration 20F (25602.210000 sec): 3 clusters Score: Raw -280107.860071 + Penalty 3726.799787 = -276381.060284 nChanged 1 SP:Iteration 21Q (25602.220000 sec): 3 clusters Score: Raw -280108.149300 + Penalty 3726.799787 = -276381.349513 nChanged 0 SP:Iteration 22F (25602.230000 sec): 3 clusters Score: Raw -280108.149300 + Penalty 3726.799787 = -276381.349513 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 13 (26985 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25602.330000 sec): 2 clusters Score: Raw -4418435.290463 + Penalty 2530.353036 = -4415904.937427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25602.440000 sec): 3 clusters Score: Raw -4402370.562897 + Penalty 5060.706072 = -4397309.856825 nChanged 12056 SP:Iteration 1F (25602.550000 sec): 3 clusters Score: Raw -4408862.679699 + Penalty 5060.706072 = -4403801.973627 nChanged 1241 SP:Iteration 2Q (25602.650000 sec): 3 clusters Score: Raw -4409268.175729 + Penalty 5060.706072 = -4404207.469657 nChanged 1077 SP:Iteration 3Q (25602.770000 sec): 3 clusters Score: Raw -4409583.865730 + Penalty 5060.706072 = -4404523.159659 nChanged 956 SP:Iteration 4Q (25602.870000 sec): 3 clusters Score: Raw -4409862.241083 + Penalty 5060.706072 = -4404801.535011 nChanged 878 SP:Iteration 5Q (25602.980000 sec): 3 clusters Score: Raw -4410138.468389 + Penalty 5060.706072 = -4405077.762317 nChanged 947 SP:Iteration 6Q (25603.090000 sec): 3 clusters Score: Raw -4410475.053702 + Penalty 5060.706072 = -4405414.347630 nChanged 1009 SP:Iteration 7Q (25603.200000 sec): 3 clusters Score: Raw -4410903.096487 + Penalty 5060.706072 = -4405842.390416 nChanged 1170 SP:Iteration 8Q (25603.310000 sec): 3 clusters Score: Raw -4411464.117047 + Penalty 5060.706072 = -4406403.410975 nChanged 1367 SP:Iteration 9F (25603.420000 sec): 3 clusters Score: Raw -4412289.459220 + Penalty 5060.706072 = -4407228.753149 nChanged 1594 SP:Iteration 10F (25603.530000 sec): 3 clusters Score: Raw -4413454.572533 + Penalty 5060.706072 = -4408393.866461 nChanged 1684 SP:Iteration 11F (25603.630000 sec): 3 clusters Score: Raw -4414852.496189 + Penalty 5060.706072 = -4409791.790118 nChanged 1550 SP:Iteration 12F (25603.740000 sec): 3 clusters Score: Raw -4416248.907082 + Penalty 5060.706072 = -4411188.201011 nChanged 1159 SP:Iteration 13Q (25603.840000 sec): 3 clusters Score: Raw -4417305.063282 + Penalty 5060.706072 = -4412244.357210 nChanged 721 SP:Iteration 14Q (25603.940000 sec): 3 clusters Score: Raw -4417964.875617 + Penalty 5060.706072 = -4412904.169545 nChanged 401 SP:Iteration 15Q (25604.020000 sec): 3 clusters Score: Raw -4418322.656042 + Penalty 5060.706072 = -4413261.949971 nChanged 206 SP:Iteration 16Q (25604.110000 sec): 3 clusters Score: Raw -4418493.473720 + Penalty 5060.706072 = -4413432.767648 nChanged 87 SP:Iteration 17Q (25604.190000 sec): 3 clusters Score: Raw -4418573.874025 + Penalty 5060.706072 = -4413513.167953 nChanged 59 SP:Iteration 18Q (25604.270000 sec): 3 clusters Score: Raw -4418628.480066 + Penalty 5060.706072 = -4413567.773994 nChanged 38 SP:Iteration 19Q (25604.350000 sec): 3 clusters Score: Raw -4418672.718302 + Penalty 5060.706072 = -4413612.012230 nChanged 27 SP:Iteration 20F (25604.450000 sec): 3 clusters Score: Raw -4418708.512235 + Penalty 5060.706072 = -4413647.806163 nChanged 15 SP:Iteration 21Q (25604.530000 sec): 3 clusters Score: Raw -4418723.958466 + Penalty 5060.706072 = -4413663.252394 nChanged 6 SP:Iteration 22Q (25604.610000 sec): 3 clusters Score: Raw -4418729.456241 + Penalty 5060.706072 = -4413668.750169 nChanged 7 SP:Iteration 23Q (25604.680000 sec): 3 clusters Score: Raw -4418738.460652 + Penalty 5060.706072 = -4413677.754580 nChanged 7 SP:Iteration 24Q (25604.760000 sec): 3 clusters Score: Raw -4418745.786345 + Penalty 5060.706072 = -4413685.080273 nChanged 6 SP:Iteration 25Q (25604.830000 sec): 3 clusters Score: Raw -4418751.606793 + Penalty 5060.706072 = -4413690.900721 nChanged 3 SP:Iteration 26Q (25604.910000 sec): 3 clusters Score: Raw -4418755.374198 + Penalty 5060.706072 = -4413694.668126 nChanged 5 SP:Iteration 27Q (25604.990000 sec): 3 clusters Score: Raw -4418764.163664 + Penalty 5060.706072 = -4413703.457592 nChanged 8 SP:Iteration 28Q (25605.060000 sec): 3 clusters Score: Raw -4418774.833171 + Penalty 5060.706072 = -4413714.127099 nChanged 6 SP:Iteration 29Q (25605.140000 sec): 3 clusters Score: Raw -4418783.009133 + Penalty 5060.706072 = -4413722.303061 nChanged 1 SP:Iteration 30Q (25605.210000 sec): 3 clusters Score: Raw -4418784.171856 + Penalty 5060.706072 = -4413723.465784 nChanged 1 SP:Iteration 31Q (25605.290000 sec): 3 clusters Score: Raw -4418784.941277 + Penalty 5060.706072 = -4413724.235205 nChanged 0 SP:Iteration 32F (25605.400000 sec): 3 clusters Score: Raw -4418784.941277 + Penalty 5060.706072 = -4413724.235205 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 14 (308092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25606.510000 sec): 2 clusters Score: Raw -49194538.624037 + Penalty 3134.262122 = -49191404.361915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25607.780000 sec): 3 clusters Score: Raw -48990186.669762 + Penalty 6268.524244 = -48983918.145517 nChanged 149108 SP:Iteration 1F (25609.040000 sec): 3 clusters Score: Raw -49079720.717487 + Penalty 6268.524244 = -49073452.193242 nChanged 10608 SP:Iteration 2Q (25610.330000 sec): 3 clusters Score: Raw -49082985.051138 + Penalty 6268.524244 = -49076716.526893 nChanged 13816 SP:Iteration 3Q (25611.610000 sec): 3 clusters Score: Raw -49088864.032738 + Penalty 6268.524244 = -49082595.508493 nChanged 18771 SP:Iteration 4F (25612.870000 sec): 3 clusters Score: Raw -49099774.299917 + Penalty 6268.524244 = -49093505.775673 nChanged 23896 SP:Iteration 5F (25614.130000 sec): 3 clusters Score: Raw -49117798.048043 + Penalty 6268.524244 = -49111529.523799 nChanged 26537 SP:Iteration 6F (25615.390000 sec): 3 clusters Score: Raw -49141582.517426 + Penalty 6268.524244 = -49135313.993181 nChanged 23021 SP:Iteration 7F (25616.650000 sec): 3 clusters Score: Raw -49164346.296303 + Penalty 6268.524244 = -49158077.772058 nChanged 14655 SP:Iteration 8Q (25617.880000 sec): 3 clusters Score: Raw -49180204.946228 + Penalty 6268.524244 = -49173936.421984 nChanged 7772 SP:Iteration 9Q (25619.000000 sec): 3 clusters Score: Raw -49189460.548028 + Penalty 6268.524244 = -49183192.023784 nChanged 4861 SP:Iteration 10Q (25620.000000 sec): 3 clusters Score: Raw -49193534.899539 + Penalty 6268.524244 = -49187266.375295 nChanged 3214 SP:Iteration 11Q (25620.950000 sec): 3 clusters Score: Raw -49195084.754800 + Penalty 6268.524244 = -49188816.230556 nChanged 1894 SP:Iteration 12Q (25621.890000 sec): 3 clusters Score: Raw -49195680.488221 + Penalty 6268.524244 = -49189411.963977 nChanged 1233 SP:Iteration 13Q (25622.820000 sec): 3 clusters Score: Raw -49195989.946304 + Penalty 6268.524244 = -49189721.422060 nChanged 887 SP:Iteration 14Q (25623.760000 sec): 3 clusters Score: Raw -49196165.079190 + Penalty 6268.524244 = -49189896.554945 nChanged 652 SP:Iteration 15Q (25624.700000 sec): 3 clusters Score: Raw -49196267.708706 + Penalty 6268.524244 = -49189999.184462 nChanged 503 SP:Iteration 16Q (25625.640000 sec): 3 clusters Score: Raw -49196338.144917 + Penalty 6268.524244 = -49190069.620673 nChanged 406 SP:Iteration 17Q (25626.580000 sec): 3 clusters Score: Raw -49196382.898947 + Penalty 6268.524244 = -49190114.374702 nChanged 342 SP:Iteration 18Q (25627.510000 sec): 3 clusters Score: Raw -49196417.026294 + Penalty 6268.524244 = -49190148.502049 nChanged 284 SP:Iteration 19Q (25628.440000 sec): 3 clusters Score: Raw -49196439.341419 + Penalty 6268.524244 = -49190170.817175 nChanged 210 SP:Iteration 20F (25629.690000 sec): 3 clusters Score: Raw -49196453.150031 + Penalty 6268.524244 = -49190184.625786 nChanged 180 SP:Iteration 21Q (25630.620000 sec): 3 clusters Score: Raw -49196463.744432 + Penalty 6268.524244 = -49190195.220188 nChanged 153 SP:Iteration 22Q (25631.560000 sec): 3 clusters Score: Raw -49196473.267728 + Penalty 6268.524244 = -49190204.743484 nChanged 144 SP:Iteration 23Q (25632.500000 sec): 3 clusters Score: Raw -49196480.611674 + Penalty 6268.524244 = -49190212.087430 nChanged 105 SP:Iteration 24Q (25633.430000 sec): 3 clusters Score: Raw -49196485.463832 + Penalty 6268.524244 = -49190216.939588 nChanged 75 SP:Iteration 25Q (25634.380000 sec): 3 clusters Score: Raw -49196488.729089 + Penalty 6268.524244 = -49190220.204844 nChanged 72 SP:Iteration 26Q (25635.320000 sec): 3 clusters Score: Raw -49196491.706756 + Penalty 6268.524244 = -49190223.182511 nChanged 60 SP:Iteration 27Q (25636.260000 sec): 3 clusters Score: Raw -49196493.675874 + Penalty 6268.524244 = -49190225.151629 nChanged 45 SP:Iteration 28Q (25637.200000 sec): 3 clusters Score: Raw -49196495.079479 + Penalty 6268.524244 = -49190226.555235 nChanged 38 SP:Iteration 29Q (25638.140000 sec): 3 clusters Score: Raw -49196496.267159 + Penalty 6268.524244 = -49190227.742915 nChanged 34 SP:Iteration 30Q (25639.080000 sec): 3 clusters Score: Raw -49196497.610036 + Penalty 6268.524244 = -49190229.085792 nChanged 38 SP:Iteration 31Q (25640.020000 sec): 3 clusters Score: Raw -49196498.762608 + Penalty 6268.524244 = -49190230.238364 nChanged 31 SP:Iteration 32Q (25640.960000 sec): 3 clusters Score: Raw -49196499.576552 + Penalty 6268.524244 = -49190231.052308 nChanged 29 SP:Iteration 33Q (25641.900000 sec): 3 clusters Score: Raw -49196500.316124 + Penalty 6268.524244 = -49190231.791880 nChanged 18 SP:Iteration 34Q (25642.840000 sec): 3 clusters Score: Raw -49196500.827136 + Penalty 6268.524244 = -49190232.302892 nChanged 22 SP:Iteration 35Q (25643.780000 sec): 3 clusters Score: Raw -49196501.398960 + Penalty 6268.524244 = -49190232.874715 nChanged 20 SP:Iteration 36Q (25644.710000 sec): 3 clusters Score: Raw -49196501.861502 + Penalty 6268.524244 = -49190233.337258 nChanged 10 SP:Iteration 37Q (25645.640000 sec): 3 clusters Score: Raw -49196502.045157 + Penalty 6268.524244 = -49190233.520912 nChanged 8 SP:Iteration 38Q (25646.580000 sec): 3 clusters Score: Raw -49196502.227380 + Penalty 6268.524244 = -49190233.703136 nChanged 13 SP:Iteration 39Q (25647.520000 sec): 3 clusters Score: Raw -49196502.536739 + Penalty 6268.524244 = -49190234.012494 nChanged 12 SP:Iteration 40F (25648.770000 sec): 3 clusters Score: Raw -49196502.882162 + Penalty 6268.524244 = -49190234.357918 nChanged 14 SP:Iteration 41Q (25649.710000 sec): 3 clusters Score: Raw -49196503.255536 + Penalty 6268.524244 = -49190234.731291 nChanged 15 SP:Iteration 42Q (25650.660000 sec): 3 clusters Score: Raw -49196503.831249 + Penalty 6268.524244 = -49190235.307005 nChanged 13 SP:Iteration 43Q (25651.600000 sec): 3 clusters Score: Raw -49196504.209499 + Penalty 6268.524244 = -49190235.685255 nChanged 16 SP:Iteration 44Q (25652.540000 sec): 3 clusters Score: Raw -49196504.630524 + Penalty 6268.524244 = -49190236.106279 nChanged 13 SP:Iteration 45Q (25653.480000 sec): 3 clusters Score: Raw -49196505.048065 + Penalty 6268.524244 = -49190236.523820 nChanged 13 SP:Iteration 46Q (25654.420000 sec): 3 clusters Score: Raw -49196505.254457 + Penalty 6268.524244 = -49190236.730212 nChanged 8 SP:Iteration 47Q (25655.360000 sec): 3 clusters Score: Raw -49196505.438596 + Penalty 6268.524244 = -49190236.914351 nChanged 4 SP:Iteration 48Q (25656.300000 sec): 3 clusters Score: Raw -49196505.550250 + Penalty 6268.524244 = -49190237.026005 nChanged 6 SP:Iteration 49Q (25657.240000 sec): 3 clusters Score: Raw -49196505.686567 + Penalty 6268.524244 = -49190237.162322 nChanged 6 SP:Iteration 50Q (25658.180000 sec): 3 clusters Score: Raw -49196505.853966 + Penalty 6268.524244 = -49190237.329722 nChanged 8 SP:Iteration 51Q (25659.120000 sec): 3 clusters Score: Raw -49196506.071461 + Penalty 6268.524244 = -49190237.547217 nChanged 10 SP:Iteration 52Q (25660.070000 sec): 3 clusters Score: Raw -49196506.240209 + Penalty 6268.524244 = -49190237.715965 nChanged 3 SP:Iteration 53Q (25661.010000 sec): 3 clusters Score: Raw -49196506.294969 + Penalty 6268.524244 = -49190237.770724 nChanged 0 SP:Iteration 54F (25662.260000 sec): 3 clusters Score: Raw -49196506.294969 + Penalty 6268.524244 = -49190237.770724 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 15 (4574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25662.410000 sec): 2 clusters Score: Raw -745629.117924 + Penalty 2090.179557 = -743538.938367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25662.430000 sec): 3 clusters Score: Raw -743464.129028 + Penalty 4180.359114 = -739283.769914 nChanged 1672 SP:Iteration 1F (25662.440000 sec): 3 clusters Score: Raw -744402.366594 + Penalty 4180.359114 = -740222.007480 nChanged 311 SP:Iteration 2F (25662.460000 sec): 3 clusters Score: Raw -744573.152905 + Penalty 4180.359114 = -740392.793792 nChanged 202 SP:Iteration 3Q (25662.480000 sec): 3 clusters Score: Raw -744673.730768 + Penalty 4180.359114 = -740493.371655 nChanged 154 SP:Iteration 4Q (25662.500000 sec): 3 clusters Score: Raw -744743.716094 + Penalty 4180.359114 = -740563.356980 nChanged 115 SP:Iteration 5Q (25662.510000 sec): 3 clusters Score: Raw -744791.179579 + Penalty 4180.359114 = -740610.820465 nChanged 97 SP:Iteration 6Q (25662.530000 sec): 3 clusters Score: Raw -744839.814078 + Penalty 4180.359114 = -740659.454964 nChanged 95 SP:Iteration 7Q (25662.550000 sec): 3 clusters Score: Raw -744885.342301 + Penalty 4180.359114 = -740704.983188 nChanged 78 SP:Iteration 8Q (25662.570000 sec): 3 clusters Score: Raw -744918.818305 + Penalty 4180.359114 = -740738.459191 nChanged 69 SP:Iteration 9Q (25662.590000 sec): 3 clusters Score: Raw -744946.858428 + Penalty 4180.359114 = -740766.499314 nChanged 48 SP:Iteration 10Q (25662.610000 sec): 3 clusters Score: Raw -744969.567058 + Penalty 4180.359114 = -740789.207944 nChanged 52 SP:Iteration 11Q (25662.620000 sec): 3 clusters Score: Raw -744989.450543 + Penalty 4180.359114 = -740809.091429 nChanged 48 SP:Iteration 12Q (25662.640000 sec): 3 clusters Score: Raw -745005.755394 + Penalty 4180.359114 = -740825.396280 nChanged 30 SP:Iteration 13Q (25662.660000 sec): 3 clusters Score: Raw -745017.185119 + Penalty 4180.359114 = -740836.826005 nChanged 26 SP:Iteration 14Q (25662.680000 sec): 3 clusters Score: Raw -745028.543915 + Penalty 4180.359114 = -740848.184802 nChanged 30 SP:Iteration 15Q (25662.690000 sec): 3 clusters Score: Raw -745040.519886 + Penalty 4180.359114 = -740860.160772 nChanged 40 SP:Iteration 16Q (25662.710000 sec): 3 clusters Score: Raw -745058.556465 + Penalty 4180.359114 = -740878.197351 nChanged 49 SP:Iteration 17Q (25662.730000 sec): 3 clusters Score: Raw -745080.363675 + Penalty 4180.359114 = -740900.004561 nChanged 48 SP:Iteration 18Q (25662.750000 sec): 3 clusters Score: Raw -745097.986741 + Penalty 4180.359114 = -740917.627627 nChanged 34 SP:Iteration 19Q (25662.770000 sec): 3 clusters Score: Raw -745107.526546 + Penalty 4180.359114 = -740927.167432 nChanged 21 SP:Iteration 20F (25662.780000 sec): 3 clusters Score: Raw -745114.097023 + Penalty 4180.359114 = -740933.737910 nChanged 21 SP:Iteration 21Q (25662.800000 sec): 3 clusters Score: Raw -745122.278086 + Penalty 4180.359114 = -740941.918972 nChanged 24 SP:Iteration 22Q (25662.820000 sec): 3 clusters Score: Raw -745129.751414 + Penalty 4180.359114 = -740949.392300 nChanged 17 SP:Iteration 23Q (25662.840000 sec): 3 clusters Score: Raw -745134.220152 + Penalty 4180.359114 = -740953.861038 nChanged 8 SP:Iteration 24Q (25662.850000 sec): 3 clusters Score: Raw -745136.504157 + Penalty 4180.359114 = -740956.145043 nChanged 15 SP:Iteration 25Q (25662.870000 sec): 3 clusters Score: Raw -745140.941399 + Penalty 4180.359114 = -740960.582285 nChanged 16 SP:Iteration 26Q (25662.890000 sec): 3 clusters Score: Raw -745145.813127 + Penalty 4180.359114 = -740965.454013 nChanged 14 SP:Iteration 27Q (25662.910000 sec): 3 clusters Score: Raw -745150.442051 + Penalty 4180.359114 = -740970.082937 nChanged 17 SP:Iteration 28Q (25662.930000 sec): 3 clusters Score: Raw -745155.807301 + Penalty 4180.359114 = -740975.448188 nChanged 15 SP:Iteration 29Q (25662.950000 sec): 3 clusters Score: Raw -745161.294084 + Penalty 4180.359114 = -740980.934971 nChanged 16 SP:Iteration 30Q (25662.960000 sec): 3 clusters Score: Raw -745167.701300 + Penalty 4180.359114 = -740987.342186 nChanged 17 SP:Iteration 31Q (25662.980000 sec): 3 clusters Score: Raw -745174.431623 + Penalty 4180.359114 = -740994.072509 nChanged 17 SP:Iteration 32Q (25663.000000 sec): 3 clusters Score: Raw -745181.983271 + Penalty 4180.359114 = -741001.624157 nChanged 10 SP:Iteration 33Q (25663.010000 sec): 3 clusters Score: Raw -745184.780721 + Penalty 4180.359114 = -741004.421607 nChanged 9 SP:Iteration 34Q (25663.030000 sec): 3 clusters Score: Raw -745187.108403 + Penalty 4180.359114 = -741006.749289 nChanged 9 SP:Iteration 35Q (25663.050000 sec): 3 clusters Score: Raw -745190.528198 + Penalty 4180.359114 = -741010.169085 nChanged 9 SP:Iteration 36Q (25663.070000 sec): 3 clusters Score: Raw -745193.503289 + Penalty 4180.359114 = -741013.144175 nChanged 10 SP:Iteration 37Q (25663.090000 sec): 3 clusters Score: Raw -745196.401465 + Penalty 4180.359114 = -741016.042351 nChanged 10 SP:Iteration 38Q (25663.110000 sec): 3 clusters Score: Raw -745199.842262 + Penalty 4180.359114 = -741019.483148 nChanged 11 SP:Iteration 39Q (25663.120000 sec): 3 clusters Score: Raw -745203.676538 + Penalty 4180.359114 = -741023.317424 nChanged 11 SP:Iteration 40F (25663.140000 sec): 3 clusters Score: Raw -745206.815621 + Penalty 4180.359114 = -741026.456507 nChanged 11 SP:Iteration 41Q (25663.160000 sec): 3 clusters Score: Raw -745210.660071 + Penalty 4180.359114 = -741030.300957 nChanged 11 SP:Iteration 42Q (25663.180000 sec): 3 clusters Score: Raw -745215.044018 + Penalty 4180.359114 = -741034.684904 nChanged 12 SP:Iteration 43Q (25663.190000 sec): 3 clusters Score: Raw -745219.732753 + Penalty 4180.359114 = -741039.373639 nChanged 19 SP:Iteration 44Q (25663.210000 sec): 3 clusters Score: Raw -745226.361277 + Penalty 4180.359114 = -741046.002163 nChanged 20 SP:Iteration 45Q (25663.230000 sec): 3 clusters Score: Raw -745234.849190 + Penalty 4180.359114 = -741054.490076 nChanged 21 SP:Iteration 46Q (25663.250000 sec): 3 clusters Score: Raw -745241.583866 + Penalty 4180.359114 = -741061.224752 nChanged 12 SP:Iteration 47Q (25663.270000 sec): 3 clusters Score: Raw -745244.889790 + Penalty 4180.359114 = -741064.530677 nChanged 10 SP:Iteration 48Q (25663.280000 sec): 3 clusters Score: Raw -745249.033665 + Penalty 4180.359114 = -741068.674551 nChanged 16 SP:Iteration 49Q (25663.300000 sec): 3 clusters Score: Raw -745255.002035 + Penalty 4180.359114 = -741074.642921 nChanged 20 SP:Iteration 50Q (25663.320000 sec): 3 clusters Score: Raw -745263.450050 + Penalty 4180.359114 = -741083.090936 nChanged 26 SP:Iteration 51Q (25663.340000 sec): 3 clusters Score: Raw -745277.225037 + Penalty 4180.359114 = -741096.865924 nChanged 40 SP:Iteration 52Q (25663.350000 sec): 3 clusters Score: Raw -745298.402280 + Penalty 4180.359114 = -741118.043166 nChanged 47 SP:Iteration 53Q (25663.370000 sec): 3 clusters Score: Raw -745319.995329 + Penalty 4180.359114 = -741139.636215 nChanged 37 SP:Iteration 54Q (25663.390000 sec): 3 clusters Score: Raw -745335.771853 + Penalty 4180.359114 = -741155.412739 nChanged 38 SP:Iteration 55Q (25663.410000 sec): 3 clusters Score: Raw -745355.979908 + Penalty 4180.359114 = -741175.620794 nChanged 36 SP:Iteration 56Q (25663.430000 sec): 3 clusters Score: Raw -745378.144901 + Penalty 4180.359114 = -741197.785787 nChanged 48 SP:Iteration 57Q (25663.450000 sec): 3 clusters Score: Raw -745403.271745 + Penalty 4180.359114 = -741222.912631 nChanged 42 SP:Iteration 58Q (25663.460000 sec): 3 clusters Score: Raw -745424.952398 + Penalty 4180.359114 = -741244.593284 nChanged 42 SP:Iteration 59Q (25663.480000 sec): 3 clusters Score: Raw -745444.345471 + Penalty 4180.359114 = -741263.986357 nChanged 31 SP:Iteration 60F (25663.500000 sec): 3 clusters Score: Raw -745461.866387 + Penalty 4180.359114 = -741281.507273 nChanged 26 SP:Iteration 61Q (25663.510000 sec): 3 clusters Score: Raw -745476.140334 + Penalty 4180.359114 = -741295.781220 nChanged 38 SP:Iteration 62Q (25663.530000 sec): 3 clusters Score: Raw -745493.559617 + Penalty 4180.359114 = -741313.200503 nChanged 30 SP:Iteration 63Q (25663.550000 sec): 3 clusters Score: Raw -745507.099619 + Penalty 4180.359114 = -741326.740506 nChanged 25 SP:Iteration 64Q (25663.570000 sec): 3 clusters Score: Raw -745519.896551 + Penalty 4180.359114 = -741339.537437 nChanged 25 SP:Iteration 65Q (25663.590000 sec): 3 clusters Score: Raw -745535.376574 + Penalty 4180.359114 = -741355.017461 nChanged 30 SP:Iteration 66Q (25663.600000 sec): 3 clusters Score: Raw -745552.909874 + Penalty 4180.359114 = -741372.550761 nChanged 39 SP:Iteration 67Q (25663.620000 sec): 3 clusters Score: Raw -745576.387873 + Penalty 4180.359114 = -741396.028760 nChanged 32 SP:Iteration 68Q (25663.630000 sec): 3 clusters Score: Raw -745599.032567 + Penalty 4180.359114 = -741418.673454 nChanged 38 SP:Iteration 69Q (25663.650000 sec): 3 clusters Score: Raw -745624.562640 + Penalty 4180.359114 = -741444.203526 nChanged 27 SP:Iteration 70Q (25663.670000 sec): 3 clusters Score: Raw -745641.397837 + Penalty 4180.359114 = -741461.038723 nChanged 22 SP:Iteration 71Q (25663.690000 sec): 3 clusters Score: Raw -745655.255445 + Penalty 4180.359114 = -741474.896332 nChanged 16 SP:Iteration 72Q (25663.700000 sec): 3 clusters Score: Raw -745662.308262 + Penalty 4180.359114 = -741481.949148 nChanged 11 SP:Iteration 73Q (25663.720000 sec): 3 clusters Score: Raw -745667.232792 + Penalty 4180.359114 = -741486.873678 nChanged 15 SP:Iteration 74Q (25663.730000 sec): 3 clusters Score: Raw -745673.774110 + Penalty 4180.359114 = -741493.414996 nChanged 13 SP:Iteration 75Q (25663.750000 sec): 3 clusters Score: Raw -745681.274338 + Penalty 4180.359114 = -741500.915224 nChanged 11 SP:Iteration 76Q (25663.770000 sec): 3 clusters Score: Raw -745687.153812 + Penalty 4180.359114 = -741506.794698 nChanged 13 SP:Iteration 77Q (25663.790000 sec): 3 clusters Score: Raw -745691.513654 + Penalty 4180.359114 = -741511.154540 nChanged 8 SP:Iteration 78Q (25663.800000 sec): 3 clusters Score: Raw -745696.340082 + Penalty 4180.359114 = -741515.980968 nChanged 14 SP:Iteration 79Q (25663.820000 sec): 3 clusters Score: Raw -745702.255923 + Penalty 4180.359114 = -741521.896809 nChanged 9 SP:Iteration 80F (25663.830000 sec): 3 clusters Score: Raw -745705.828051 + Penalty 4180.359114 = -741525.468937 nChanged 8 SP:Iteration 81Q (25663.850000 sec): 3 clusters Score: Raw -745708.595075 + Penalty 4180.359114 = -741528.235961 nChanged 5 SP:Iteration 82Q (25663.870000 sec): 3 clusters Score: Raw -745711.107762 + Penalty 4180.359114 = -741530.748648 nChanged 3 SP:Iteration 83Q (25663.880000 sec): 3 clusters Score: Raw -745712.841823 + Penalty 4180.359114 = -741532.482709 nChanged 2 SP:Iteration 84Q (25663.900000 sec): 3 clusters Score: Raw -745713.658983 + Penalty 4180.359114 = -741533.299869 nChanged 4 SP:Iteration 85Q (25663.910000 sec): 3 clusters Score: Raw -745715.175470 + Penalty 4180.359114 = -741534.816357 nChanged 3 SP:Iteration 86Q (25663.930000 sec): 3 clusters Score: Raw -745716.716296 + Penalty 4180.359114 = -741536.357182 nChanged 7 SP:Iteration 87Q (25663.950000 sec): 3 clusters Score: Raw -745721.022620 + Penalty 4180.359114 = -741540.663506 nChanged 7 SP:Iteration 88Q (25663.970000 sec): 3 clusters Score: Raw -745724.417379 + Penalty 4180.359114 = -741544.058265 nChanged 4 SP:Iteration 89Q (25663.980000 sec): 3 clusters Score: Raw -745726.864219 + Penalty 4180.359114 = -741546.505105 nChanged 9 SP:Iteration 90Q (25664.000000 sec): 3 clusters Score: Raw -745732.257151 + Penalty 4180.359114 = -741551.898037 nChanged 9 SP:Iteration 91Q (25664.010000 sec): 3 clusters Score: Raw -745738.774760 + Penalty 4180.359114 = -741558.415647 nChanged 10 SP:Iteration 92Q (25664.030000 sec): 3 clusters Score: Raw -745743.131614 + Penalty 4180.359114 = -741562.772500 nChanged 5 SP:Iteration 93Q (25664.050000 sec): 3 clusters Score: Raw -745744.456948 + Penalty 4180.359114 = -741564.097835 nChanged 5 SP:Iteration 94Q (25664.060000 sec): 3 clusters Score: Raw -745746.355473 + Penalty 4180.359114 = -741565.996359 nChanged 5 SP:Iteration 95Q (25664.080000 sec): 3 clusters Score: Raw -745748.655455 + Penalty 4180.359114 = -741568.296341 nChanged 2 SP:Iteration 96Q (25664.090000 sec): 3 clusters Score: Raw -745748.998470 + Penalty 4180.359114 = -741568.639356 nChanged 1 SP:Iteration 97Q (25664.110000 sec): 3 clusters Score: Raw -745749.095495 + Penalty 4180.359114 = -741568.736381 nChanged 0 SP:Iteration 98F (25664.130000 sec): 3 clusters Score: Raw -745749.095495 + Penalty 4180.359114 = -741568.736381 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 16 (30215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25664.250000 sec): 2 clusters Score: Raw -4834115.423538 + Penalty 2558.391255 = -4831557.032284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25664.370000 sec): 3 clusters Score: Raw -4816018.951268 + Penalty 5116.782509 = -4810902.168759 nChanged 13615 SP:Iteration 1F (25664.500000 sec): 3 clusters Score: Raw -4823444.267398 + Penalty 5116.782509 = -4818327.484889 nChanged 1444 SP:Iteration 2Q (25664.620000 sec): 3 clusters Score: Raw -4823954.948745 + Penalty 5116.782509 = -4818838.166236 nChanged 1360 SP:Iteration 3Q (25664.740000 sec): 3 clusters Score: Raw -4824494.097179 + Penalty 5116.782509 = -4819377.314670 nChanged 1406 SP:Iteration 4Q (25664.870000 sec): 3 clusters Score: Raw -4825119.532775 + Penalty 5116.782509 = -4820002.750266 nChanged 1449 SP:Iteration 5Q (25664.990000 sec): 3 clusters Score: Raw -4825850.906864 + Penalty 5116.782509 = -4820734.124354 nChanged 1541 SP:Iteration 6F (25665.110000 sec): 3 clusters Score: Raw -4826694.544165 + Penalty 5116.782509 = -4821577.761656 nChanged 1624 SP:Iteration 7F (25665.240000 sec): 3 clusters Score: Raw -4827652.320279 + Penalty 5116.782509 = -4822535.537770 nChanged 1622 SP:Iteration 8F (25665.360000 sec): 3 clusters Score: Raw -4828614.356782 + Penalty 5116.782509 = -4823497.574273 nChanged 1511 SP:Iteration 9F (25665.480000 sec): 3 clusters Score: Raw -4829583.373908 + Penalty 5116.782509 = -4824466.591399 nChanged 1429 SP:Iteration 10Q (25665.600000 sec): 3 clusters Score: Raw -4830566.618115 + Penalty 5116.782509 = -4825449.835605 nChanged 1250 SP:Iteration 11Q (25665.720000 sec): 3 clusters Score: Raw -4831451.675761 + Penalty 5116.782509 = -4826334.893252 nChanged 1063 SP:Iteration 12Q (25665.840000 sec): 3 clusters Score: Raw -4832259.293059 + Penalty 5116.782509 = -4827142.510550 nChanged 847 SP:Iteration 13Q (25665.950000 sec): 3 clusters Score: Raw -4832903.163705 + Penalty 5116.782509 = -4827786.381195 nChanged 649 SP:Iteration 14Q (25666.060000 sec): 3 clusters Score: Raw -4833375.122978 + Penalty 5116.782509 = -4828258.340469 nChanged 441 SP:Iteration 15Q (25666.160000 sec): 3 clusters Score: Raw -4833665.306015 + Penalty 5116.782509 = -4828548.523505 nChanged 310 SP:Iteration 16Q (25666.260000 sec): 3 clusters Score: Raw -4833855.964735 + Penalty 5116.782509 = -4828739.182226 nChanged 265 SP:Iteration 17Q (25666.360000 sec): 3 clusters Score: Raw -4834011.376100 + Penalty 5116.782509 = -4828894.593591 nChanged 220 SP:Iteration 18Q (25666.460000 sec): 3 clusters Score: Raw -4834142.505544 + Penalty 5116.782509 = -4829025.723035 nChanged 177 SP:Iteration 19Q (25666.550000 sec): 3 clusters Score: Raw -4834244.588526 + Penalty 5116.782509 = -4829127.806016 nChanged 138 SP:Iteration 20F (25666.670000 sec): 3 clusters Score: Raw -4834307.582184 + Penalty 5116.782509 = -4829190.799675 nChanged 103 SP:Iteration 21Q (25666.760000 sec): 3 clusters Score: Raw -4834358.333199 + Penalty 5116.782509 = -4829241.550690 nChanged 85 SP:Iteration 22Q (25666.860000 sec): 3 clusters Score: Raw -4834397.837016 + Penalty 5116.782509 = -4829281.054507 nChanged 68 SP:Iteration 23Q (25666.940000 sec): 3 clusters Score: Raw -4834421.462780 + Penalty 5116.782509 = -4829304.680271 nChanged 51 SP:Iteration 24Q (25667.040000 sec): 3 clusters Score: Raw -4834438.250995 + Penalty 5116.782509 = -4829321.468486 nChanged 41 SP:Iteration 25Q (25667.130000 sec): 3 clusters Score: Raw -4834455.217066 + Penalty 5116.782509 = -4829338.434557 nChanged 33 SP:Iteration 26Q (25667.220000 sec): 3 clusters Score: Raw -4834467.106046 + Penalty 5116.782509 = -4829350.323537 nChanged 31 SP:Iteration 27Q (25667.310000 sec): 3 clusters Score: Raw -4834479.019796 + Penalty 5116.782509 = -4829362.237287 nChanged 24 SP:Iteration 28Q (25667.400000 sec): 3 clusters Score: Raw -4834487.138690 + Penalty 5116.782509 = -4829370.356181 nChanged 18 SP:Iteration 29Q (25667.490000 sec): 3 clusters Score: Raw -4834492.490039 + Penalty 5116.782509 = -4829375.707530 nChanged 9 SP:Iteration 30Q (25667.580000 sec): 3 clusters Score: Raw -4834494.153180 + Penalty 5116.782509 = -4829377.370670 nChanged 9 SP:Iteration 31Q (25667.670000 sec): 3 clusters Score: Raw -4834496.946319 + Penalty 5116.782509 = -4829380.163810 nChanged 14 SP:Iteration 32Q (25667.760000 sec): 3 clusters Score: Raw -4834502.813654 + Penalty 5116.782509 = -4829386.031144 nChanged 16 SP:Iteration 33Q (25667.850000 sec): 3 clusters Score: Raw -4834511.887129 + Penalty 5116.782509 = -4829395.104620 nChanged 21 SP:Iteration 34Q (25667.940000 sec): 3 clusters Score: Raw -4834521.250303 + Penalty 5116.782509 = -4829404.467793 nChanged 19 SP:Iteration 35Q (25668.030000 sec): 3 clusters Score: Raw -4834528.590991 + Penalty 5116.782509 = -4829411.808482 nChanged 26 SP:Iteration 36Q (25668.120000 sec): 3 clusters Score: Raw -4834537.113229 + Penalty 5116.782509 = -4829420.330720 nChanged 20 SP:Iteration 37Q (25668.210000 sec): 3 clusters Score: Raw -4834542.981674 + Penalty 5116.782509 = -4829426.199165 nChanged 16 SP:Iteration 38Q (25668.300000 sec): 3 clusters Score: Raw -4834547.477690 + Penalty 5116.782509 = -4829430.695181 nChanged 5 SP:Iteration 39Q (25668.380000 sec): 3 clusters Score: Raw -4834549.450699 + Penalty 5116.782509 = -4829432.668190 nChanged 5 SP:Iteration 40F (25668.510000 sec): 3 clusters Score: Raw -4834550.778738 + Penalty 5116.782509 = -4829433.996229 nChanged 2 SP:Iteration 41Q (25668.600000 sec): 3 clusters Score: Raw -4834551.257069 + Penalty 5116.782509 = -4829434.474560 nChanged 2 SP:Iteration 42Q (25668.680000 sec): 3 clusters Score: Raw -4834552.026068 + Penalty 5116.782509 = -4829435.243559 nChanged 1 SP:Iteration 43Q (25668.770000 sec): 3 clusters Score: Raw -4834552.152290 + Penalty 5116.782509 = -4829435.369781 nChanged 0 SP:Iteration 44F (25668.890000 sec): 3 clusters Score: Raw -4834552.152290 + Penalty 5116.782509 = -4829435.369781 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 17 (867 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25668.910000 sec): 2 clusters Score: Raw -120715.320314 + Penalty 1677.729666 = -119037.590648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25668.920000 sec): 3 clusters Score: Raw -120719.996035 + Penalty 3355.459332 = -117364.536703 nChanged 261 SP:Iteration 1F (25668.920000 sec): 3 clusters Score: Raw -121796.584667 + Penalty 3355.459332 = -118441.125335 nChanged 134 SP:Iteration 2F (25668.920000 sec): 3 clusters Score: Raw -123195.357174 + Penalty 3355.459332 = -119839.897841 nChanged 82 SP:Iteration 3F (25668.930000 sec): 3 clusters Score: Raw -124407.572922 + Penalty 3355.459332 = -121052.113589 nChanged 34 SP:Iteration 4Q (25668.930000 sec): 3 clusters Score: Raw -124712.918331 + Penalty 3355.459332 = -121357.458999 nChanged 11 SP:Iteration 5Q (25668.930000 sec): 3 clusters Score: Raw -124905.922735 + Penalty 3355.459332 = -121550.463402 nChanged 7 SP:Iteration 6Q (25668.930000 sec): 3 clusters Score: Raw -125029.705005 + Penalty 3355.459332 = -121674.245673 nChanged 1 SP:Iteration 7Q (25668.940000 sec): 3 clusters Score: Raw -125039.592667 + Penalty 3355.459332 = -121684.133335 nChanged 1 SP:Iteration 8Q (25668.940000 sec): 3 clusters Score: Raw -125048.369697 + Penalty 3355.459332 = -121692.910364 nChanged 0 SP:Iteration 9F (25668.940000 sec): 3 clusters Score: Raw -125048.369697 + Penalty 3355.459332 = -121692.910364 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 38. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 18 (7774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25668.980000 sec): 2 clusters Score: Raw -1226278.917678 + Penalty 2221.717948 = -1224057.199730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25669.010000 sec): 3 clusters Score: Raw -1222231.024490 + Penalty 4443.435895 = -1217787.588595 nChanged 3171 SP:Iteration 1F (25669.040000 sec): 3 clusters Score: Raw -1224077.036042 + Penalty 4443.435895 = -1219633.600147 nChanged 647 SP:Iteration 2F (25669.070000 sec): 3 clusters Score: Raw -1224648.409712 + Penalty 4443.435895 = -1220204.973817 nChanged 592 SP:Iteration 3F (25669.100000 sec): 3 clusters Score: Raw -1225380.933837 + Penalty 4443.435895 = -1220937.497942 nChanged 627 SP:Iteration 4F (25669.140000 sec): 3 clusters Score: Raw -1226382.355054 + Penalty 4443.435895 = -1221938.919158 nChanged 722 SP:Iteration 5F (25669.170000 sec): 3 clusters Score: Raw -1227677.336761 + Penalty 4443.435895 = -1223233.900865 nChanged 710 SP:Iteration 6F (25669.200000 sec): 3 clusters Score: Raw -1228765.657733 + Penalty 4443.435895 = -1224322.221837 nChanged 528 SP:Iteration 7F (25669.230000 sec): 3 clusters Score: Raw -1229677.887194 + Penalty 4443.435895 = -1225234.451299 nChanged 288 SP:Iteration 8Q (25669.250000 sec): 3 clusters Score: Raw -1230243.458459 + Penalty 4443.435895 = -1225800.022563 nChanged 160 SP:Iteration 9Q (25669.280000 sec): 3 clusters Score: Raw -1230465.880125 + Penalty 4443.435895 = -1226022.444230 nChanged 82 SP:Iteration 10Q (25669.300000 sec): 3 clusters Score: Raw -1230524.780988 + Penalty 4443.435895 = -1226081.345093 nChanged 58 SP:Iteration 11Q (25669.320000 sec): 3 clusters Score: Raw -1230552.622895 + Penalty 4443.435895 = -1226109.186999 nChanged 36 SP:Iteration 12Q (25669.340000 sec): 3 clusters Score: Raw -1230569.280052 + Penalty 4443.435895 = -1226125.844157 nChanged 31 SP:Iteration 13Q (25669.360000 sec): 3 clusters Score: Raw -1230586.233957 + Penalty 4443.435895 = -1226142.798062 nChanged 24 SP:Iteration 14Q (25669.380000 sec): 3 clusters Score: Raw -1230596.737238 + Penalty 4443.435895 = -1226153.301343 nChanged 23 SP:Iteration 15Q (25669.410000 sec): 3 clusters Score: Raw -1230607.161552 + Penalty 4443.435895 = -1226163.725657 nChanged 22 SP:Iteration 16Q (25669.430000 sec): 3 clusters Score: Raw -1230615.917497 + Penalty 4443.435895 = -1226172.481601 nChanged 23 SP:Iteration 17Q (25669.450000 sec): 3 clusters Score: Raw -1230627.158535 + Penalty 4443.435895 = -1226183.722640 nChanged 27 SP:Iteration 18Q (25669.480000 sec): 3 clusters Score: Raw -1230646.891394 + Penalty 4443.435895 = -1226203.455499 nChanged 37 SP:Iteration 19Q (25669.500000 sec): 3 clusters Score: Raw -1230677.829130 + Penalty 4443.435895 = -1226234.393235 nChanged 39 SP:Iteration 20F (25669.530000 sec): 3 clusters Score: Raw -1230717.314966 + Penalty 4443.435895 = -1226273.879071 nChanged 42 SP:Iteration 21Q (25669.550000 sec): 3 clusters Score: Raw -1230757.261074 + Penalty 4443.435895 = -1226313.825179 nChanged 34 SP:Iteration 22Q (25669.570000 sec): 3 clusters Score: Raw -1230785.362753 + Penalty 4443.435895 = -1226341.926858 nChanged 18 SP:Iteration 23Q (25669.590000 sec): 3 clusters Score: Raw -1230794.529800 + Penalty 4443.435895 = -1226351.093905 nChanged 9 SP:Iteration 24Q (25669.620000 sec): 3 clusters Score: Raw -1230797.666431 + Penalty 4443.435895 = -1226354.230536 nChanged 3 SP:Iteration 25Q (25669.640000 sec): 3 clusters Score: Raw -1230798.504195 + Penalty 4443.435895 = -1226355.068299 nChanged 3 SP:Iteration 26Q (25669.660000 sec): 3 clusters Score: Raw -1230799.516964 + Penalty 4443.435895 = -1226356.081068 nChanged 4 SP:Iteration 27Q (25669.680000 sec): 3 clusters Score: Raw -1230800.856555 + Penalty 4443.435895 = -1226357.420659 nChanged 3 SP:Iteration 28Q (25669.700000 sec): 3 clusters Score: Raw -1230802.315856 + Penalty 4443.435895 = -1226358.879961 nChanged 1 SP:Iteration 29Q (25669.720000 sec): 3 clusters Score: Raw -1230802.836149 + Penalty 4443.435895 = -1226359.400253 nChanged 0 SP:Iteration 30F (25669.750000 sec): 3 clusters Score: Raw -1230802.836149 + Penalty 4443.435895 = -1226359.400253 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 39. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 19 (634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25669.770000 sec): 2 clusters Score: Raw -91709.192965 + Penalty 1600.108141 = -90109.084825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25669.770000 sec): 3 clusters Score: Raw -91695.411735 + Penalty 3200.216281 = -88495.195454 nChanged 144 SP:Iteration 1F (25669.780000 sec): 3 clusters Score: Raw -91997.315440 + Penalty 3200.216281 = -88797.099158 nChanged 52 SP:Iteration 2F (25669.780000 sec): 3 clusters Score: Raw -92255.365057 + Penalty 3200.216281 = -89055.148776 nChanged 69 SP:Iteration 3F (25669.780000 sec): 3 clusters Score: Raw -92843.068203 + Penalty 3200.216281 = -89642.851922 nChanged 67 SP:Iteration 4F (25669.780000 sec): 3 clusters Score: Raw -93139.764991 + Penalty 3200.216281 = -89939.548710 nChanged 37 SP:Iteration 5F (25669.780000 sec): 3 clusters Score: Raw -93293.182724 + Penalty 3200.216281 = -90092.966443 nChanged 19 SP:Iteration 6Q (25669.790000 sec): 3 clusters Score: Raw -93376.139855 + Penalty 3200.216281 = -90175.923573 nChanged 14 SP:Iteration 7Q (25669.790000 sec): 3 clusters Score: Raw -93445.845664 + Penalty 3200.216281 = -90245.629383 nChanged 6 SP:Iteration 8Q (25669.790000 sec): 3 clusters Score: Raw -93469.608446 + Penalty 3200.216281 = -90269.392164 nChanged 5 SP:Iteration 9Q (25669.790000 sec): 3 clusters Score: Raw -93492.124028 + Penalty 3200.216281 = -90291.907747 nChanged 4 SP:Iteration 10Q (25669.800000 sec): 3 clusters Score: Raw -93515.994212 + Penalty 3200.216281 = -90315.777930 nChanged 2 SP:Iteration 11Q (25669.800000 sec): 3 clusters Score: Raw -93526.498938 + Penalty 3200.216281 = -90326.282656 nChanged 2 SP:Iteration 12Q (25669.800000 sec): 3 clusters Score: Raw -93538.128202 + Penalty 3200.216281 = -90337.911921 nChanged 2 SP:Iteration 13Q (25669.800000 sec): 3 clusters Score: Raw -93549.064829 + Penalty 3200.216281 = -90348.848548 nChanged 3 SP:Iteration 14Q (25669.800000 sec): 3 clusters Score: Raw -93565.280120 + Penalty 3200.216281 = -90365.063838 nChanged 1 SP:Iteration 15Q (25669.800000 sec): 3 clusters Score: Raw -93566.553944 + Penalty 3200.216281 = -90366.337662 nChanged 0 SP:Iteration 16F (25669.810000 sec): 3 clusters Score: Raw -93566.553944 + Penalty 3200.216281 = -90366.337662 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 40. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 20 (3338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25669.830000 sec): 2 clusters Score: Raw -507588.031650 + Penalty 2012.055522 = -505575.976128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25669.840000 sec): 3 clusters Score: Raw -506155.618292 + Penalty 4024.111044 = -502131.507248 nChanged 1235 SP:Iteration 1F (25669.860000 sec): 3 clusters Score: Raw -507425.238920 + Penalty 4024.111044 = -503401.127876 nChanged 426 SP:Iteration 2F (25669.870000 sec): 3 clusters Score: Raw -508601.682177 + Penalty 4024.111044 = -504577.571134 nChanged 400 SP:Iteration 3F (25669.880000 sec): 3 clusters Score: Raw -509764.343230 + Penalty 4024.111044 = -505740.232186 nChanged 349 SP:Iteration 4F (25669.890000 sec): 3 clusters Score: Raw -510715.715774 + Penalty 4024.111044 = -506691.604730 nChanged 276 SP:Iteration 5F (25669.910000 sec): 3 clusters Score: Raw -511678.590212 + Penalty 4024.111044 = -507654.479168 nChanged 176 SP:Iteration 6F (25669.920000 sec): 3 clusters Score: Raw -512449.560785 + Penalty 4024.111044 = -508425.449741 nChanged 79 SP:Iteration 7Q (25669.930000 sec): 3 clusters Score: Raw -512882.171793 + Penalty 4024.111044 = -508858.060749 nChanged 43 SP:Iteration 8Q (25669.940000 sec): 3 clusters Score: Raw -513052.060002 + Penalty 4024.111044 = -509027.948959 nChanged 16 SP:Iteration 9Q (25669.950000 sec): 3 clusters Score: Raw -513084.044803 + Penalty 4024.111044 = -509059.933759 nChanged 5 SP:Iteration 10Q (25669.960000 sec): 3 clusters Score: Raw -513089.914218 + Penalty 4024.111044 = -509065.803175 nChanged 1 SP:Iteration 11Q (25669.960000 sec): 3 clusters Score: Raw -513091.876501 + Penalty 4024.111044 = -509067.765458 nChanged 2 SP:Iteration 12Q (25669.980000 sec): 3 clusters Score: Raw -513094.786750 + Penalty 4024.111044 = -509070.675707 nChanged 1 SP:Iteration 13Q (25669.980000 sec): 3 clusters Score: Raw -513096.802445 + Penalty 4024.111044 = -509072.691401 nChanged 3 SP:Iteration 14Q (25669.990000 sec): 3 clusters Score: Raw -513100.492027 + Penalty 4024.111044 = -509076.380983 nChanged 3 SP:Iteration 15Q (25670.000000 sec): 3 clusters Score: Raw -513106.156966 + Penalty 4024.111044 = -509082.045922 nChanged 3 SP:Iteration 16Q (25670.010000 sec): 3 clusters Score: Raw -513111.995815 + Penalty 4024.111044 = -509087.884772 nChanged 1 SP:Iteration 17Q (25670.020000 sec): 3 clusters Score: Raw -513113.459704 + Penalty 4024.111044 = -509089.348660 nChanged 2 SP:Iteration 18Q (25670.030000 sec): 3 clusters Score: Raw -513117.199009 + Penalty 4024.111044 = -509093.087965 nChanged 1 SP:Iteration 19Q (25670.040000 sec): 3 clusters Score: Raw -513118.429613 + Penalty 4024.111044 = -509094.318569 nChanged 1 SP:Iteration 20F (25670.050000 sec): 3 clusters Score: Raw -513119.607615 + Penalty 4024.111044 = -509095.496571 nChanged 1 SP:Iteration 21Q (25670.060000 sec): 3 clusters Score: Raw -513120.957050 + Penalty 4024.111044 = -509096.846007 nChanged 1 SP:Iteration 22Q (25670.070000 sec): 3 clusters Score: Raw -513122.342439 + Penalty 4024.111044 = -509098.231395 nChanged 0 SP:Iteration 23F (25670.080000 sec): 3 clusters Score: Raw -513122.342439 + Penalty 4024.111044 = -509098.231395 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 41. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 21 (10235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25670.130000 sec): 2 clusters Score: Raw -1628676.895019 + Penalty 2289.924988 = -1626386.970031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25670.170000 sec): 3 clusters Score: Raw -1623181.010032 + Penalty 4579.849975 = -1618601.160057 nChanged 4215 SP:Iteration 1F (25670.210000 sec): 3 clusters Score: Raw -1625529.005425 + Penalty 4579.849975 = -1620949.155450 nChanged 648 SP:Iteration 2F (25670.250000 sec): 3 clusters Score: Raw -1625831.657354 + Penalty 4579.849975 = -1621251.807379 nChanged 553 SP:Iteration 3F (25670.290000 sec): 3 clusters Score: Raw -1626124.256878 + Penalty 4579.849975 = -1621544.406903 nChanged 530 SP:Iteration 4F (25670.330000 sec): 3 clusters Score: Raw -1626438.056072 + Penalty 4579.849975 = -1621858.206097 nChanged 552 SP:Iteration 5F (25670.370000 sec): 3 clusters Score: Raw -1626807.459778 + Penalty 4579.849975 = -1622227.609803 nChanged 550 SP:Iteration 6F (25670.420000 sec): 3 clusters Score: Raw -1627167.407624 + Penalty 4579.849975 = -1622587.557649 nChanged 464 SP:Iteration 7Q (25670.460000 sec): 3 clusters Score: Raw -1627457.345373 + Penalty 4579.849975 = -1622877.495398 nChanged 418 SP:Iteration 8Q (25670.500000 sec): 3 clusters Score: Raw -1627694.892608 + Penalty 4579.849975 = -1623115.042633 nChanged 340 SP:Iteration 9Q (25670.540000 sec): 3 clusters Score: Raw -1627889.910880 + Penalty 4579.849975 = -1623310.060905 nChanged 318 SP:Iteration 10Q (25670.580000 sec): 3 clusters Score: Raw -1628067.895501 + Penalty 4579.849975 = -1623488.045526 nChanged 305 SP:Iteration 11Q (25670.620000 sec): 3 clusters Score: Raw -1628271.141806 + Penalty 4579.849975 = -1623691.291831 nChanged 300 SP:Iteration 12Q (25670.660000 sec): 3 clusters Score: Raw -1628502.793562 + Penalty 4579.849975 = -1623922.943587 nChanged 298 SP:Iteration 13Q (25670.700000 sec): 3 clusters Score: Raw -1628776.755921 + Penalty 4579.849975 = -1624196.905946 nChanged 291 SP:Iteration 14Q (25670.740000 sec): 3 clusters Score: Raw -1628982.769796 + Penalty 4579.849975 = -1624402.919821 nChanged 228 SP:Iteration 15Q (25670.780000 sec): 3 clusters Score: Raw -1629111.158087 + Penalty 4579.849975 = -1624531.308112 nChanged 198 SP:Iteration 16Q (25670.820000 sec): 3 clusters Score: Raw -1629207.614687 + Penalty 4579.849975 = -1624627.764712 nChanged 142 SP:Iteration 17Q (25670.860000 sec): 3 clusters Score: Raw -1629257.518602 + Penalty 4579.849975 = -1624677.668627 nChanged 92 SP:Iteration 18Q (25670.900000 sec): 3 clusters Score: Raw -1629284.348031 + Penalty 4579.849975 = -1624704.498056 nChanged 74 SP:Iteration 19Q (25670.930000 sec): 3 clusters Score: Raw -1629305.493355 + Penalty 4579.849975 = -1624725.643380 nChanged 71 SP:Iteration 20F (25670.970000 sec): 3 clusters Score: Raw -1629321.768798 + Penalty 4579.849975 = -1624741.918823 nChanged 46 SP:Iteration 21Q (25671.010000 sec): 3 clusters Score: Raw -1629330.818250 + Penalty 4579.849975 = -1624750.968275 nChanged 31 SP:Iteration 22Q (25671.050000 sec): 3 clusters Score: Raw -1629337.716235 + Penalty 4579.849975 = -1624757.866260 nChanged 31 SP:Iteration 23Q (25671.090000 sec): 3 clusters Score: Raw -1629344.711685 + Penalty 4579.849975 = -1624764.861710 nChanged 26 SP:Iteration 24Q (25671.130000 sec): 3 clusters Score: Raw -1629350.084654 + Penalty 4579.849975 = -1624770.234679 nChanged 22 SP:Iteration 25Q (25671.160000 sec): 3 clusters Score: Raw -1629354.492985 + Penalty 4579.849975 = -1624774.643010 nChanged 15 SP:Iteration 26Q (25671.200000 sec): 3 clusters Score: Raw -1629357.443288 + Penalty 4579.849975 = -1624777.593313 nChanged 10 SP:Iteration 27Q (25671.240000 sec): 3 clusters Score: Raw -1629359.028625 + Penalty 4579.849975 = -1624779.178650 nChanged 10 SP:Iteration 28Q (25671.280000 sec): 3 clusters Score: Raw -1629360.675222 + Penalty 4579.849975 = -1624780.825247 nChanged 10 SP:Iteration 29Q (25671.320000 sec): 3 clusters Score: Raw -1629362.068031 + Penalty 4579.849975 = -1624782.218056 nChanged 8 SP:Iteration 30Q (25671.350000 sec): 3 clusters Score: Raw -1629363.405557 + Penalty 4579.849975 = -1624783.555582 nChanged 8 SP:Iteration 31Q (25671.390000 sec): 3 clusters Score: Raw -1629365.078439 + Penalty 4579.849975 = -1624785.228464 nChanged 8 SP:Iteration 32Q (25671.430000 sec): 3 clusters Score: Raw -1629366.203813 + Penalty 4579.849975 = -1624786.353838 nChanged 5 SP:Iteration 33Q (25671.460000 sec): 3 clusters Score: Raw -1629366.990637 + Penalty 4579.849975 = -1624787.140662 nChanged 1 SP:Iteration 34Q (25671.500000 sec): 3 clusters Score: Raw -1629367.129279 + Penalty 4579.849975 = -1624787.279304 nChanged 1 SP:Iteration 35Q (25671.540000 sec): 3 clusters Score: Raw -1629367.224715 + Penalty 4579.849975 = -1624787.374740 nChanged 1 SP:Iteration 36Q (25671.580000 sec): 3 clusters Score: Raw -1629367.320918 + Penalty 4579.849975 = -1624787.470943 nChanged 1 SP:Iteration 37Q (25671.620000 sec): 3 clusters Score: Raw -1629367.390539 + Penalty 4579.849975 = -1624787.540564 nChanged 2 SP:Iteration 38Q (25671.650000 sec): 3 clusters Score: Raw -1629367.703300 + Penalty 4579.849975 = -1624787.853325 nChanged 0 SP:Iteration 39F (25671.690000 sec): 3 clusters Score: Raw -1629367.703300 + Penalty 4579.849975 = -1624787.853325 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 22 (4731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25671.720000 sec): 2 clusters Score: Raw -672590.753827 + Penalty 2098.549185 = -670492.204642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25671.740000 sec): 3 clusters Score: Raw -670433.640590 + Penalty 4197.098370 = -666236.542220 nChanged 1762 SP:Iteration 1F (25671.760000 sec): 3 clusters Score: Raw -672057.053220 + Penalty 4197.098370 = -667859.954850 nChanged 592 SP:Iteration 2F (25671.770000 sec): 3 clusters Score: Raw -672988.756061 + Penalty 4197.098370 = -668791.657691 nChanged 462 SP:Iteration 3F (25671.790000 sec): 3 clusters Score: Raw -673584.607579 + Penalty 4197.098370 = -669387.509209 nChanged 293 SP:Iteration 4F (25671.810000 sec): 3 clusters Score: Raw -673915.438142 + Penalty 4197.098370 = -669718.339772 nChanged 197 SP:Iteration 5Q (25671.830000 sec): 3 clusters Score: Raw -674094.611188 + Penalty 4197.098370 = -669897.512817 nChanged 136 SP:Iteration 6Q (25671.840000 sec): 3 clusters Score: Raw -674210.797064 + Penalty 4197.098370 = -670013.698694 nChanged 112 SP:Iteration 7Q (25671.860000 sec): 3 clusters Score: Raw -674291.555792 + Penalty 4197.098370 = -670094.457422 nChanged 88 SP:Iteration 8Q (25671.880000 sec): 3 clusters Score: Raw -674356.836731 + Penalty 4197.098370 = -670159.738361 nChanged 91 SP:Iteration 9Q (25671.900000 sec): 3 clusters Score: Raw -674420.683834 + Penalty 4197.098370 = -670223.585463 nChanged 93 SP:Iteration 10Q (25671.910000 sec): 3 clusters Score: Raw -674496.126670 + Penalty 4197.098370 = -670299.028300 nChanged 84 SP:Iteration 11Q (25671.930000 sec): 3 clusters Score: Raw -674571.964420 + Penalty 4197.098370 = -670374.866050 nChanged 96 SP:Iteration 12Q (25671.950000 sec): 3 clusters Score: Raw -674647.285894 + Penalty 4197.098370 = -670450.187523 nChanged 75 SP:Iteration 13Q (25671.960000 sec): 3 clusters Score: Raw -674711.385756 + Penalty 4197.098370 = -670514.287386 nChanged 67 SP:Iteration 14Q (25671.980000 sec): 3 clusters Score: Raw -674753.686325 + Penalty 4197.098370 = -670556.587954 nChanged 67 SP:Iteration 15Q (25672.000000 sec): 3 clusters Score: Raw -674797.518962 + Penalty 4197.098370 = -670600.420592 nChanged 54 SP:Iteration 16Q (25672.020000 sec): 3 clusters Score: Raw -674829.759402 + Penalty 4197.098370 = -670632.661032 nChanged 45 SP:Iteration 17Q (25672.030000 sec): 3 clusters Score: Raw -674856.622842 + Penalty 4197.098370 = -670659.524472 nChanged 35 SP:Iteration 18Q (25672.050000 sec): 3 clusters Score: Raw -674871.955681 + Penalty 4197.098370 = -670674.857310 nChanged 23 SP:Iteration 19Q (25672.060000 sec): 3 clusters Score: Raw -674880.465454 + Penalty 4197.098370 = -670683.367084 nChanged 19 SP:Iteration 20F (25672.080000 sec): 3 clusters Score: Raw -674889.323358 + Penalty 4197.098370 = -670692.224988 nChanged 23 SP:Iteration 21Q (25672.100000 sec): 3 clusters Score: Raw -674899.642047 + Penalty 4197.098370 = -670702.543677 nChanged 20 SP:Iteration 22Q (25672.120000 sec): 3 clusters Score: Raw -674909.421777 + Penalty 4197.098370 = -670712.323407 nChanged 14 SP:Iteration 23Q (25672.130000 sec): 3 clusters Score: Raw -674917.713022 + Penalty 4197.098370 = -670720.614652 nChanged 17 SP:Iteration 24Q (25672.150000 sec): 3 clusters Score: Raw -674924.644021 + Penalty 4197.098370 = -670727.545651 nChanged 21 SP:Iteration 25Q (25672.170000 sec): 3 clusters Score: Raw -674931.805969 + Penalty 4197.098370 = -670734.707599 nChanged 15 SP:Iteration 26Q (25672.180000 sec): 3 clusters Score: Raw -674936.617966 + Penalty 4197.098370 = -670739.519596 nChanged 8 SP:Iteration 27Q (25672.200000 sec): 3 clusters Score: Raw -674938.448837 + Penalty 4197.098370 = -670741.350467 nChanged 5 SP:Iteration 28Q (25672.220000 sec): 3 clusters Score: Raw -674939.519352 + Penalty 4197.098370 = -670742.420982 nChanged 3 SP:Iteration 29Q (25672.230000 sec): 3 clusters Score: Raw -674940.271573 + Penalty 4197.098370 = -670743.173202 nChanged 5 SP:Iteration 30Q (25672.250000 sec): 3 clusters Score: Raw -674941.328342 + Penalty 4197.098370 = -670744.229972 nChanged 6 SP:Iteration 31Q (25672.270000 sec): 3 clusters Score: Raw -674942.799661 + Penalty 4197.098370 = -670745.701291 nChanged 3 SP:Iteration 32Q (25672.280000 sec): 3 clusters Score: Raw -674943.208078 + Penalty 4197.098370 = -670746.109708 nChanged 2 SP:Iteration 33Q (25672.300000 sec): 3 clusters Score: Raw -674943.499635 + Penalty 4197.098370 = -670746.401264 nChanged 1 SP:Iteration 34Q (25672.320000 sec): 3 clusters Score: Raw -674943.699735 + Penalty 4197.098370 = -670746.601364 nChanged 2 SP:Iteration 35Q (25672.330000 sec): 3 clusters Score: Raw -674944.055778 + Penalty 4197.098370 = -670746.957408 nChanged 1 SP:Iteration 36Q (25672.350000 sec): 3 clusters Score: Raw -674944.458067 + Penalty 4197.098370 = -670747.359696 nChanged 1 SP:Iteration 37Q (25672.370000 sec): 3 clusters Score: Raw -674944.730902 + Penalty 4197.098370 = -670747.632531 nChanged 0 SP:Iteration 38F (25672.380000 sec): 3 clusters Score: Raw -674944.730902 + Penalty 4197.098370 = -670747.632531 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 42. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 23 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25672.400000 sec): 2 clusters Score: Raw -30744.502724 + Penalty 1374.233359 = -29370.269365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25672.400000 sec): 3 clusters Score: Raw -31278.739128 + Penalty 2748.466718 = -28530.272409 nChanged 47 SP:Iteration 1F (25672.400000 sec): 3 clusters Score: Raw -31458.157641 + Penalty 2748.466718 = -28709.690922 nChanged 23 SP:Iteration 2F (25672.400000 sec): 3 clusters Score: Raw -31650.116624 + Penalty 2748.466718 = -28901.649906 nChanged 13 SP:Iteration 3F (25672.400000 sec): 3 clusters Score: Raw -31719.419283 + Penalty 2748.466718 = -28970.952565 nChanged 2 SP:Iteration 4Q (25672.400000 sec): 3 clusters Score: Raw -31731.497439 + Penalty 2748.466718 = -28983.030720 nChanged 0 SP:Iteration 5F (25672.400000 sec): 3 clusters Score: Raw -31731.497439 + Penalty 2748.466718 = -28983.030720 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 24 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25672.410000 sec): 2 clusters Score: Raw -43594.797614 + Penalty 1460.441734 = -42134.355881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25672.410000 sec): 3 clusters Score: Raw -43930.716589 + Penalty 2920.883467 = -41009.833122 nChanged 99 SP:Iteration 1F (25672.410000 sec): 3 clusters Score: Raw -44276.268552 + Penalty 2920.883467 = -41355.385085 nChanged 26 SP:Iteration 2F (25672.420000 sec): 3 clusters Score: Raw -44364.396228 + Penalty 2920.883467 = -41443.512761 nChanged 18 SP:Iteration 3Q (25672.420000 sec): 3 clusters Score: Raw -44444.745260 + Penalty 2920.883467 = -41523.861793 nChanged 17 SP:Iteration 4Q (25672.420000 sec): 3 clusters Score: Raw -44629.895057 + Penalty 2920.883467 = -41709.011589 nChanged 15 SP:Iteration 5Q (25672.420000 sec): 3 clusters Score: Raw -44678.078078 + Penalty 2920.883467 = -41757.194610 nChanged 6 SP:Iteration 6Q (25672.420000 sec): 3 clusters Score: Raw -44738.390736 + Penalty 2920.883467 = -41817.507268 nChanged 0 SP:Iteration 7F (25672.420000 sec): 3 clusters Score: Raw -44738.390736 + Penalty 2920.883467 = -41817.507268 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 26 (11129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25672.470000 sec): 2 clusters Score: Raw -1788186.555484 + Penalty 2310.692779 = -1785875.862704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25672.510000 sec): 3 clusters Score: Raw -1782199.001178 + Penalty 4621.385558 = -1777577.615620 nChanged 4652 SP:Iteration 1F (25672.560000 sec): 3 clusters Score: Raw -1784742.055357 + Penalty 4621.385558 = -1780120.669799 nChanged 729 SP:Iteration 2F (25672.600000 sec): 3 clusters Score: Raw -1785097.607751 + Penalty 4621.385558 = -1780476.222193 nChanged 611 SP:Iteration 3F (25672.640000 sec): 3 clusters Score: Raw -1785397.086103 + Penalty 4621.385558 = -1780775.700545 nChanged 518 SP:Iteration 4Q (25672.690000 sec): 3 clusters Score: Raw -1785669.407729 + Penalty 4621.385558 = -1781048.022171 nChanged 526 SP:Iteration 5Q (25672.730000 sec): 3 clusters Score: Raw -1785952.317942 + Penalty 4621.385558 = -1781330.932384 nChanged 489 SP:Iteration 6Q (25672.780000 sec): 3 clusters Score: Raw -1786231.245514 + Penalty 4621.385558 = -1781609.859956 nChanged 509 SP:Iteration 7Q (25672.820000 sec): 3 clusters Score: Raw -1786564.724257 + Penalty 4621.385558 = -1781943.338699 nChanged 516 SP:Iteration 8Q (25672.860000 sec): 3 clusters Score: Raw -1786915.084243 + Penalty 4621.385558 = -1782293.698685 nChanged 466 SP:Iteration 9Q (25672.900000 sec): 3 clusters Score: Raw -1787224.604073 + Penalty 4621.385558 = -1782603.218515 nChanged 409 SP:Iteration 10Q (25672.950000 sec): 3 clusters Score: Raw -1787501.761160 + Penalty 4621.385558 = -1782880.375602 nChanged 353 SP:Iteration 11Q (25672.990000 sec): 3 clusters Score: Raw -1787752.114939 + Penalty 4621.385558 = -1783130.729381 nChanged 310 SP:Iteration 12Q (25673.040000 sec): 3 clusters Score: Raw -1787965.253877 + Penalty 4621.385558 = -1783343.868319 nChanged 249 SP:Iteration 13Q (25673.080000 sec): 3 clusters Score: Raw -1788117.927121 + Penalty 4621.385558 = -1783496.541563 nChanged 197 SP:Iteration 14Q (25673.120000 sec): 3 clusters Score: Raw -1788233.930953 + Penalty 4621.385558 = -1783612.545395 nChanged 156 SP:Iteration 15Q (25673.160000 sec): 3 clusters Score: Raw -1788327.421147 + Penalty 4621.385558 = -1783706.035588 nChanged 140 SP:Iteration 16Q (25673.200000 sec): 3 clusters Score: Raw -1788394.834074 + Penalty 4621.385558 = -1783773.448516 nChanged 93 SP:Iteration 17Q (25673.240000 sec): 3 clusters Score: Raw -1788444.153995 + Penalty 4621.385558 = -1783822.768437 nChanged 94 SP:Iteration 18Q (25673.280000 sec): 3 clusters Score: Raw -1788488.122869 + Penalty 4621.385558 = -1783866.737310 nChanged 74 SP:Iteration 19Q (25673.320000 sec): 3 clusters Score: Raw -1788520.481350 + Penalty 4621.385558 = -1783899.095792 nChanged 63 SP:Iteration 20F (25673.360000 sec): 3 clusters Score: Raw -1788549.323833 + Penalty 4621.385558 = -1783927.938275 nChanged 61 SP:Iteration 21Q (25673.400000 sec): 3 clusters Score: Raw -1788576.243811 + Penalty 4621.385558 = -1783954.858253 nChanged 54 SP:Iteration 22Q (25673.430000 sec): 3 clusters Score: Raw -1788597.202478 + Penalty 4621.385558 = -1783975.816920 nChanged 47 SP:Iteration 23Q (25673.470000 sec): 3 clusters Score: Raw -1788614.368046 + Penalty 4621.385558 = -1783992.982488 nChanged 36 SP:Iteration 24Q (25673.510000 sec): 3 clusters Score: Raw -1788628.221938 + Penalty 4621.385558 = -1784006.836379 nChanged 23 SP:Iteration 25Q (25673.540000 sec): 3 clusters Score: Raw -1788635.418077 + Penalty 4621.385558 = -1784014.032519 nChanged 19 SP:Iteration 26Q (25673.580000 sec): 3 clusters Score: Raw -1788640.374340 + Penalty 4621.385558 = -1784018.988782 nChanged 10 SP:Iteration 27Q (25673.620000 sec): 3 clusters Score: Raw -1788643.672246 + Penalty 4621.385558 = -1784022.286688 nChanged 12 SP:Iteration 28Q (25673.660000 sec): 3 clusters Score: Raw -1788647.570193 + Penalty 4621.385558 = -1784026.184635 nChanged 7 SP:Iteration 29Q (25673.690000 sec): 3 clusters Score: Raw -1788649.029637 + Penalty 4621.385558 = -1784027.644079 nChanged 6 SP:Iteration 30Q (25673.730000 sec): 3 clusters Score: Raw -1788650.770120 + Penalty 4621.385558 = -1784029.384562 nChanged 4 SP:Iteration 31Q (25673.770000 sec): 3 clusters Score: Raw -1788652.322634 + Penalty 4621.385558 = -1784030.937076 nChanged 7 SP:Iteration 32Q (25673.800000 sec): 3 clusters Score: Raw -1788654.350149 + Penalty 4621.385558 = -1784032.964591 nChanged 4 SP:Iteration 33Q (25673.840000 sec): 3 clusters Score: Raw -1788655.100330 + Penalty 4621.385558 = -1784033.714772 nChanged 6 SP:Iteration 34Q (25673.880000 sec): 3 clusters Score: Raw -1788656.191697 + Penalty 4621.385558 = -1784034.806138 nChanged 3 SP:Iteration 35Q (25673.910000 sec): 3 clusters Score: Raw -1788656.674202 + Penalty 4621.385558 = -1784035.288644 nChanged 4 SP:Iteration 36Q (25673.950000 sec): 3 clusters Score: Raw -1788657.712518 + Penalty 4621.385558 = -1784036.326960 nChanged 5 SP:Iteration 37Q (25673.980000 sec): 3 clusters Score: Raw -1788659.191749 + Penalty 4621.385558 = -1784037.806190 nChanged 5 SP:Iteration 38Q (25674.020000 sec): 3 clusters Score: Raw -1788660.564457 + Penalty 4621.385558 = -1784039.178899 nChanged 5 SP:Iteration 39Q (25674.060000 sec): 3 clusters Score: Raw -1788662.141231 + Penalty 4621.385558 = -1784040.755673 nChanged 9 SP:Iteration 40F (25674.100000 sec): 3 clusters Score: Raw -1788664.767748 + Penalty 4621.385558 = -1784043.382190 nChanged 6 SP:Iteration 41Q (25674.140000 sec): 3 clusters Score: Raw -1788667.226837 + Penalty 4621.385558 = -1784045.841279 nChanged 7 SP:Iteration 42Q (25674.180000 sec): 3 clusters Score: Raw -1788669.099166 + Penalty 4621.385558 = -1784047.713608 nChanged 4 SP:Iteration 43Q (25674.210000 sec): 3 clusters Score: Raw -1788670.591611 + Penalty 4621.385558 = -1784049.206052 nChanged 3 SP:Iteration 44Q (25674.250000 sec): 3 clusters Score: Raw -1788672.275893 + Penalty 4621.385558 = -1784050.890335 nChanged 3 SP:Iteration 45Q (25674.280000 sec): 3 clusters Score: Raw -1788673.544350 + Penalty 4621.385558 = -1784052.158792 nChanged 5 SP:Iteration 46Q (25674.320000 sec): 3 clusters Score: Raw -1788675.220237 + Penalty 4621.385558 = -1784053.834679 nChanged 2 SP:Iteration 47Q (25674.360000 sec): 3 clusters Score: Raw -1788675.740154 + Penalty 4621.385558 = -1784054.354596 nChanged 4 SP:Iteration 48Q (25674.390000 sec): 3 clusters Score: Raw -1788676.922752 + Penalty 4621.385558 = -1784055.537194 nChanged 5 SP:Iteration 49Q (25674.430000 sec): 3 clusters Score: Raw -1788678.471700 + Penalty 4621.385558 = -1784057.086142 nChanged 8 SP:Iteration 50Q (25674.470000 sec): 3 clusters Score: Raw -1788681.417930 + Penalty 4621.385558 = -1784060.032372 nChanged 14 SP:Iteration 51Q (25674.500000 sec): 3 clusters Score: Raw -1788685.911264 + Penalty 4621.385558 = -1784064.525705 nChanged 10 SP:Iteration 52Q (25674.540000 sec): 3 clusters Score: Raw -1788689.430293 + Penalty 4621.385558 = -1784068.044735 nChanged 5 SP:Iteration 53Q (25674.580000 sec): 3 clusters Score: Raw -1788690.992740 + Penalty 4621.385558 = -1784069.607182 nChanged 5 SP:Iteration 54Q (25674.610000 sec): 3 clusters Score: Raw -1788692.945977 + Penalty 4621.385558 = -1784071.560419 nChanged 7 SP:Iteration 55Q (25674.650000 sec): 3 clusters Score: Raw -1788695.524307 + Penalty 4621.385558 = -1784074.138749 nChanged 6 SP:Iteration 56Q (25674.680000 sec): 3 clusters Score: Raw -1788696.609859 + Penalty 4621.385558 = -1784075.224300 nChanged 1 SP:Iteration 57Q (25674.720000 sec): 3 clusters Score: Raw -1788696.922955 + Penalty 4621.385558 = -1784075.537397 nChanged 0 SP:Iteration 58F (25674.760000 sec): 3 clusters Score: Raw -1788696.922955 + Penalty 4621.385558 = -1784075.537397 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 27 (26005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25674.860000 sec): 2 clusters Score: Raw -4092464.747582 + Penalty 2521.178938 = -4089943.568643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25674.970000 sec): 3 clusters Score: Raw -4077023.129478 + Penalty 5042.357877 = -4071980.771601 nChanged 11540 SP:Iteration 1F (25675.070000 sec): 3 clusters Score: Raw -4083339.626179 + Penalty 5042.357877 = -4078297.268302 nChanged 1450 SP:Iteration 2F (25675.180000 sec): 3 clusters Score: Raw -4083956.076575 + Penalty 5042.357877 = -4078913.718699 nChanged 1390 SP:Iteration 3F (25675.280000 sec): 3 clusters Score: Raw -4084630.048605 + Penalty 5042.357877 = -4079587.690728 nChanged 1477 SP:Iteration 4F (25675.380000 sec): 3 clusters Score: Raw -4085438.241112 + Penalty 5042.357877 = -4080395.883235 nChanged 1580 SP:Iteration 5F (25675.490000 sec): 3 clusters Score: Raw -4086441.921077 + Penalty 5042.357877 = -4081399.563200 nChanged 1717 SP:Iteration 6F (25675.590000 sec): 3 clusters Score: Raw -4087751.287536 + Penalty 5042.357877 = -4082708.929659 nChanged 1747 SP:Iteration 7F (25675.700000 sec): 3 clusters Score: Raw -4089175.283308 + Penalty 5042.357877 = -4084132.925431 nChanged 1477 SP:Iteration 8F (25675.800000 sec): 3 clusters Score: Raw -4090411.002290 + Penalty 5042.357877 = -4085368.644413 nChanged 1120 SP:Iteration 9Q (25675.900000 sec): 3 clusters Score: Raw -4091362.263549 + Penalty 5042.357877 = -4086319.905673 nChanged 738 SP:Iteration 10Q (25676.000000 sec): 3 clusters Score: Raw -4091983.980900 + Penalty 5042.357877 = -4086941.623023 nChanged 470 SP:Iteration 11Q (25676.100000 sec): 3 clusters Score: Raw -4092389.323306 + Penalty 5042.357877 = -4087346.965430 nChanged 284 SP:Iteration 12Q (25676.180000 sec): 3 clusters Score: Raw -4092632.760882 + Penalty 5042.357877 = -4087590.403005 nChanged 171 SP:Iteration 13Q (25676.270000 sec): 3 clusters Score: Raw -4092761.110386 + Penalty 5042.357877 = -4087718.752509 nChanged 114 SP:Iteration 14Q (25676.350000 sec): 3 clusters Score: Raw -4092848.374202 + Penalty 5042.357877 = -4087806.016326 nChanged 83 SP:Iteration 15Q (25676.430000 sec): 3 clusters Score: Raw -4092912.145812 + Penalty 5042.357877 = -4087869.787935 nChanged 51 SP:Iteration 16Q (25676.510000 sec): 3 clusters Score: Raw -4092945.811408 + Penalty 5042.357877 = -4087903.453531 nChanged 35 SP:Iteration 17Q (25676.590000 sec): 3 clusters Score: Raw -4092973.179277 + Penalty 5042.357877 = -4087930.821400 nChanged 24 SP:Iteration 18Q (25676.670000 sec): 3 clusters Score: Raw -4092990.500786 + Penalty 5042.357877 = -4087948.142909 nChanged 21 SP:Iteration 19Q (25676.740000 sec): 3 clusters Score: Raw -4093004.485331 + Penalty 5042.357877 = -4087962.127454 nChanged 16 SP:Iteration 20F (25676.850000 sec): 3 clusters Score: Raw -4093013.815815 + Penalty 5042.357877 = -4087971.457938 nChanged 11 SP:Iteration 21Q (25676.920000 sec): 3 clusters Score: Raw -4093021.272246 + Penalty 5042.357877 = -4087978.914369 nChanged 9 SP:Iteration 22Q (25677.000000 sec): 3 clusters Score: Raw -4093027.547516 + Penalty 5042.357877 = -4087985.189639 nChanged 12 SP:Iteration 23Q (25677.080000 sec): 3 clusters Score: Raw -4093034.974341 + Penalty 5042.357877 = -4087992.616464 nChanged 9 SP:Iteration 24Q (25677.160000 sec): 3 clusters Score: Raw -4093040.293950 + Penalty 5042.357877 = -4087997.936073 nChanged 6 SP:Iteration 25Q (25677.230000 sec): 3 clusters Score: Raw -4093044.912534 + Penalty 5042.357877 = -4088002.554657 nChanged 2 SP:Iteration 26Q (25677.310000 sec): 3 clusters Score: Raw -4093045.455201 + Penalty 5042.357877 = -4088003.097324 nChanged 1 SP:Iteration 27Q (25677.390000 sec): 3 clusters Score: Raw -4093045.970129 + Penalty 5042.357877 = -4088003.612253 nChanged 1 SP:Iteration 28Q (25677.470000 sec): 3 clusters Score: Raw -4093046.359027 + Penalty 5042.357877 = -4088004.001150 nChanged 1 SP:Iteration 29Q (25677.550000 sec): 3 clusters Score: Raw -4093046.927243 + Penalty 5042.357877 = -4088004.569366 nChanged 1 SP:Iteration 30Q (25677.620000 sec): 3 clusters Score: Raw -4093047.400015 + Penalty 5042.357877 = -4088005.042139 nChanged 1 SP:Iteration 31Q (25677.700000 sec): 3 clusters Score: Raw -4093048.251548 + Penalty 5042.357877 = -4088005.893671 nChanged 0 SP:Iteration 32F (25677.800000 sec): 3 clusters Score: Raw -4093048.251548 + Penalty 5042.357877 = -4088005.893671 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 28 (424622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25679.350000 sec): 2 clusters Score: Raw -68235863.712818 + Penalty 3213.820751 = -68232649.892067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25681.110000 sec): 3 clusters Score: Raw -67952186.016588 + Penalty 6427.641502 = -67945758.375087 nChanged 206949 SP:Iteration 1F (25682.850000 sec): 3 clusters Score: Raw -68075424.567580 + Penalty 6427.641502 = -68068996.926078 nChanged 9431 SP:Iteration 2Q (25684.630000 sec): 3 clusters Score: Raw -68077042.567004 + Penalty 6427.641502 = -68070614.925503 nChanged 10263 SP:Iteration 3Q (25686.410000 sec): 3 clusters Score: Raw -68079151.268252 + Penalty 6427.641502 = -68072723.626750 nChanged 11931 SP:Iteration 4Q (25688.190000 sec): 3 clusters Score: Raw -68082127.175850 + Penalty 6427.641502 = -68075699.534348 nChanged 14620 SP:Iteration 5Q (25689.970000 sec): 3 clusters Score: Raw -68086769.904755 + Penalty 6427.641502 = -68080342.263253 nChanged 18585 SP:Iteration 6Q (25691.750000 sec): 3 clusters Score: Raw -68094380.631687 + Penalty 6427.641502 = -68087952.990185 nChanged 23800 SP:Iteration 7F (25693.500000 sec): 3 clusters Score: Raw -68106814.450448 + Penalty 6427.641502 = -68100386.808947 nChanged 28463 SP:Iteration 8F (25695.230000 sec): 3 clusters Score: Raw -68125780.196051 + Penalty 6427.641502 = -68119352.554550 nChanged 31138 SP:Iteration 9F (25696.970000 sec): 3 clusters Score: Raw -68150616.850403 + Penalty 6427.641502 = -68144189.208901 nChanged 27878 SP:Iteration 10F (25698.700000 sec): 3 clusters Score: Raw -68175492.622084 + Penalty 6427.641502 = -68169064.980583 nChanged 21201 SP:Iteration 11Q (25700.450000 sec): 3 clusters Score: Raw -68193464.153055 + Penalty 6427.641502 = -68187036.511554 nChanged 14576 SP:Iteration 12Q (25702.110000 sec): 3 clusters Score: Raw -68202631.853126 + Penalty 6427.641502 = -68196204.211625 nChanged 9337 SP:Iteration 13Q (25703.700000 sec): 3 clusters Score: Raw -68207056.461206 + Penalty 6427.641502 = -68200628.819704 nChanged 6701 SP:Iteration 14Q (25705.250000 sec): 3 clusters Score: Raw -68210027.109903 + Penalty 6427.641502 = -68203599.468401 nChanged 5857 SP:Iteration 15Q (25706.750000 sec): 3 clusters Score: Raw -68212548.268865 + Penalty 6427.641502 = -68206120.627363 nChanged 5292 SP:Iteration 16Q (25708.230000 sec): 3 clusters Score: Raw -68214789.311781 + Penalty 6427.641502 = -68208361.670279 nChanged 4855 SP:Iteration 17Q (25709.700000 sec): 3 clusters Score: Raw -68216951.748538 + Penalty 6427.641502 = -68210524.107037 nChanged 4553 SP:Iteration 18Q (25711.150000 sec): 3 clusters Score: Raw -68219036.868203 + Penalty 6427.641502 = -68212609.226701 nChanged 4192 SP:Iteration 19Q (25712.590000 sec): 3 clusters Score: Raw -68221009.647730 + Penalty 6427.641502 = -68214582.006228 nChanged 3913 SP:Iteration 20F (25714.330000 sec): 3 clusters Score: Raw -68223004.981280 + Penalty 6427.641502 = -68216577.339779 nChanged 3634 SP:Iteration 21Q (25715.720000 sec): 3 clusters Score: Raw -68224969.918876 + Penalty 6427.641502 = -68218542.277374 nChanged 3307 SP:Iteration 22Q (25717.110000 sec): 3 clusters Score: Raw -68226811.353539 + Penalty 6427.641502 = -68220383.712038 nChanged 3069 SP:Iteration 23Q (25718.480000 sec): 3 clusters Score: Raw -68228465.274603 + Penalty 6427.641502 = -68222037.633102 nChanged 2792 SP:Iteration 24Q (25719.840000 sec): 3 clusters Score: Raw -68229845.308709 + Penalty 6427.641502 = -68223417.667207 nChanged 2481 SP:Iteration 25Q (25721.190000 sec): 3 clusters Score: Raw -68230881.677220 + Penalty 6427.641502 = -68224454.035719 nChanged 2048 SP:Iteration 26Q (25722.520000 sec): 3 clusters Score: Raw -68231579.375635 + Penalty 6427.641502 = -68225151.734133 nChanged 1777 SP:Iteration 27Q (25723.850000 sec): 3 clusters Score: Raw -68232051.282891 + Penalty 6427.641502 = -68225623.641389 nChanged 1452 SP:Iteration 28Q (25725.160000 sec): 3 clusters Score: Raw -68232382.441233 + Penalty 6427.641502 = -68225954.799732 nChanged 1223 SP:Iteration 29Q (25726.480000 sec): 3 clusters Score: Raw -68232609.734454 + Penalty 6427.641502 = -68226182.092952 nChanged 969 SP:Iteration 30Q (25727.800000 sec): 3 clusters Score: Raw -68232751.206531 + Penalty 6427.641502 = -68226323.565030 nChanged 809 SP:Iteration 31Q (25729.110000 sec): 3 clusters Score: Raw -68232857.031340 + Penalty 6427.641502 = -68226429.389838 nChanged 706 SP:Iteration 32Q (25730.410000 sec): 3 clusters Score: Raw -68232937.912690 + Penalty 6427.641502 = -68226510.271188 nChanged 528 SP:Iteration 33Q (25731.720000 sec): 3 clusters Score: Raw -68232983.214661 + Penalty 6427.641502 = -68226555.573159 nChanged 424 SP:Iteration 34Q (25733.030000 sec): 3 clusters Score: Raw -68233014.202536 + Penalty 6427.641502 = -68226586.561035 nChanged 358 SP:Iteration 35Q (25734.340000 sec): 3 clusters Score: Raw -68233038.872138 + Penalty 6427.641502 = -68226611.230636 nChanged 317 SP:Iteration 36Q (25735.640000 sec): 3 clusters Score: Raw -68233059.019244 + Penalty 6427.641502 = -68226631.377742 nChanged 279 SP:Iteration 37Q (25736.940000 sec): 3 clusters Score: Raw -68233075.176906 + Penalty 6427.641502 = -68226647.535405 nChanged 257 SP:Iteration 38Q (25738.220000 sec): 3 clusters Score: Raw -68233087.847796 + Penalty 6427.641502 = -68226660.206294 nChanged 225 SP:Iteration 39Q (25739.530000 sec): 3 clusters Score: Raw -68233098.110800 + Penalty 6427.641502 = -68226670.469298 nChanged 227 SP:Iteration 40F (25741.260000 sec): 3 clusters Score: Raw -68233109.015002 + Penalty 6427.641502 = -68226681.373501 nChanged 254 SP:Iteration 41Q (25742.560000 sec): 3 clusters Score: Raw -68233123.526046 + Penalty 6427.641502 = -68226695.884544 nChanged 271 SP:Iteration 42Q (25743.870000 sec): 3 clusters Score: Raw -68233139.146636 + Penalty 6427.641502 = -68226711.505135 nChanged 287 SP:Iteration 43Q (25745.190000 sec): 3 clusters Score: Raw -68233155.759718 + Penalty 6427.641502 = -68226728.118216 nChanged 296 SP:Iteration 44Q (25746.490000 sec): 3 clusters Score: Raw -68233173.504523 + Penalty 6427.641502 = -68226745.863022 nChanged 317 SP:Iteration 45Q (25747.790000 sec): 3 clusters Score: Raw -68233192.958931 + Penalty 6427.641502 = -68226765.317429 nChanged 294 SP:Iteration 46Q (25749.090000 sec): 3 clusters Score: Raw -68233211.422751 + Penalty 6427.641502 = -68226783.781249 nChanged 315 SP:Iteration 47Q (25750.390000 sec): 3 clusters Score: Raw -68233229.165899 + Penalty 6427.641502 = -68226801.524397 nChanged 285 SP:Iteration 48Q (25751.680000 sec): 3 clusters Score: Raw -68233245.686907 + Penalty 6427.641502 = -68226818.045405 nChanged 305 SP:Iteration 49Q (25752.970000 sec): 3 clusters Score: Raw -68233264.032811 + Penalty 6427.641502 = -68226836.391309 nChanged 320 SP:Iteration 50Q (25754.250000 sec): 3 clusters Score: Raw -68233283.892740 + Penalty 6427.641502 = -68226856.251239 nChanged 321 SP:Iteration 51Q (25755.550000 sec): 3 clusters Score: Raw -68233302.840806 + Penalty 6427.641502 = -68226875.199304 nChanged 293 SP:Iteration 52Q (25756.850000 sec): 3 clusters Score: Raw -68233320.813015 + Penalty 6427.641502 = -68226893.171514 nChanged 300 SP:Iteration 53Q (25758.150000 sec): 3 clusters Score: Raw -68233339.466312 + Penalty 6427.641502 = -68226911.824810 nChanged 324 SP:Iteration 54Q (25759.440000 sec): 3 clusters Score: Raw -68233359.924714 + Penalty 6427.641502 = -68226932.283212 nChanged 319 SP:Iteration 55Q (25760.720000 sec): 3 clusters Score: Raw -68233379.691133 + Penalty 6427.641502 = -68226952.049631 nChanged 309 SP:Iteration 56Q (25762.010000 sec): 3 clusters Score: Raw -68233398.916259 + Penalty 6427.641502 = -68226971.274758 nChanged 301 SP:Iteration 57Q (25763.310000 sec): 3 clusters Score: Raw -68233419.195580 + Penalty 6427.641502 = -68226991.554079 nChanged 321 SP:Iteration 58Q (25764.610000 sec): 3 clusters Score: Raw -68233441.337801 + Penalty 6427.641502 = -68227013.696300 nChanged 318 SP:Iteration 59Q (25765.890000 sec): 3 clusters Score: Raw -68233463.239194 + Penalty 6427.641502 = -68227035.597692 nChanged 334 SP:Iteration 60F (25767.610000 sec): 3 clusters Score: Raw -68233487.044154 + Penalty 6427.641502 = -68227059.402653 nChanged 333 SP:Iteration 61Q (25768.880000 sec): 3 clusters Score: Raw -68233512.180314 + Penalty 6427.641502 = -68227084.538812 nChanged 333 SP:Iteration 62Q (25770.170000 sec): 3 clusters Score: Raw -68233537.521506 + Penalty 6427.641502 = -68227109.880005 nChanged 356 SP:Iteration 63Q (25771.470000 sec): 3 clusters Score: Raw -68233565.252383 + Penalty 6427.641502 = -68227137.610881 nChanged 362 SP:Iteration 64Q (25772.730000 sec): 3 clusters Score: Raw -68233595.846096 + Penalty 6427.641502 = -68227168.204594 nChanged 378 SP:Iteration 65Q (25774.020000 sec): 3 clusters Score: Raw -68233628.785645 + Penalty 6427.641502 = -68227201.144143 nChanged 390 SP:Iteration 66Q (25775.310000 sec): 3 clusters Score: Raw -68233663.553132 + Penalty 6427.641502 = -68227235.911630 nChanged 374 SP:Iteration 67Q (25776.590000 sec): 3 clusters Score: Raw -68233698.704257 + Penalty 6427.641502 = -68227271.062756 nChanged 406 SP:Iteration 68Q (25777.880000 sec): 3 clusters Score: Raw -68233738.409996 + Penalty 6427.641502 = -68227310.768495 nChanged 413 SP:Iteration 69Q (25779.160000 sec): 3 clusters Score: Raw -68233776.084916 + Penalty 6427.641502 = -68227348.443415 nChanged 390 SP:Iteration 70Q (25780.450000 sec): 3 clusters Score: Raw -68233812.795264 + Penalty 6427.641502 = -68227385.153763 nChanged 400 SP:Iteration 71Q (25781.730000 sec): 3 clusters Score: Raw -68233851.646134 + Penalty 6427.641502 = -68227424.004633 nChanged 388 SP:Iteration 72Q (25783.010000 sec): 3 clusters Score: Raw -68233889.168833 + Penalty 6427.641502 = -68227461.527331 nChanged 416 SP:Iteration 73Q (25784.290000 sec): 3 clusters Score: Raw -68233932.647724 + Penalty 6427.641502 = -68227505.006223 nChanged 440 SP:Iteration 74Q (25785.560000 sec): 3 clusters Score: Raw -68233980.743702 + Penalty 6427.641502 = -68227553.102201 nChanged 466 SP:Iteration 75Q (25786.840000 sec): 3 clusters Score: Raw -68234033.064500 + Penalty 6427.641502 = -68227605.422998 nChanged 485 SP:Iteration 76Q (25788.120000 sec): 3 clusters Score: Raw -68234085.084662 + Penalty 6427.641502 = -68227657.443160 nChanged 468 SP:Iteration 77Q (25789.390000 sec): 3 clusters Score: Raw -68234139.545643 + Penalty 6427.641502 = -68227711.904141 nChanged 487 SP:Iteration 78Q (25790.660000 sec): 3 clusters Score: Raw -68234197.876982 + Penalty 6427.641502 = -68227770.235480 nChanged 498 SP:Iteration 79Q (25791.920000 sec): 3 clusters Score: Raw -68234261.654692 + Penalty 6427.641502 = -68227834.013191 nChanged 541 SP:Iteration 80F (25793.630000 sec): 3 clusters Score: Raw -68234334.595728 + Penalty 6427.641502 = -68227906.954227 nChanged 576 SP:Iteration 81Q (25794.900000 sec): 3 clusters Score: Raw -68234415.940989 + Penalty 6427.641502 = -68227988.299488 nChanged 571 SP:Iteration 82Q (25796.160000 sec): 3 clusters Score: Raw -68234501.792033 + Penalty 6427.641502 = -68228074.150532 nChanged 563 SP:Iteration 83Q (25797.400000 sec): 3 clusters Score: Raw -68234591.229038 + Penalty 6427.641502 = -68228163.587537 nChanged 568 SP:Iteration 84Q (25798.660000 sec): 3 clusters Score: Raw -68234690.171043 + Penalty 6427.641502 = -68228262.529542 nChanged 587 SP:Iteration 85Q (25799.900000 sec): 3 clusters Score: Raw -68234795.339495 + Penalty 6427.641502 = -68228367.697994 nChanged 591 SP:Iteration 86Q (25801.150000 sec): 3 clusters Score: Raw -68234905.057111 + Penalty 6427.641502 = -68228477.415609 nChanged 588 SP:Iteration 87Q (25802.390000 sec): 3 clusters Score: Raw -68235016.417856 + Penalty 6427.641502 = -68228588.776355 nChanged 539 SP:Iteration 88Q (25803.630000 sec): 3 clusters Score: Raw -68235121.938352 + Penalty 6427.641502 = -68228694.296851 nChanged 515 SP:Iteration 89Q (25804.870000 sec): 3 clusters Score: Raw -68235227.257410 + Penalty 6427.641502 = -68228799.615909 nChanged 525 SP:Iteration 90Q (25806.110000 sec): 3 clusters Score: Raw -68235344.077591 + Penalty 6427.641502 = -68228916.436090 nChanged 505 SP:Iteration 91Q (25807.350000 sec): 3 clusters Score: Raw -68235450.930253 + Penalty 6427.641502 = -68229023.288751 nChanged 482 SP:Iteration 92Q (25808.580000 sec): 3 clusters Score: Raw -68235564.555317 + Penalty 6427.641502 = -68229136.913816 nChanged 482 SP:Iteration 93Q (25809.820000 sec): 3 clusters Score: Raw -68235693.568498 + Penalty 6427.641502 = -68229265.926996 nChanged 493 SP:Iteration 94Q (25811.060000 sec): 3 clusters Score: Raw -68235811.946316 + Penalty 6427.641502 = -68229384.304815 nChanged 473 SP:Iteration 95Q (25812.290000 sec): 3 clusters Score: Raw -68235928.431379 + Penalty 6427.641502 = -68229500.789878 nChanged 446 SP:Iteration 96Q (25813.510000 sec): 3 clusters Score: Raw -68236037.649673 + Penalty 6427.641502 = -68229610.008171 nChanged 426 SP:Iteration 97Q (25814.750000 sec): 3 clusters Score: Raw -68236155.504901 + Penalty 6427.641502 = -68229727.863399 nChanged 389 SP:Iteration 98Q (25815.970000 sec): 3 clusters Score: Raw -68236253.289205 + Penalty 6427.641502 = -68229825.647703 nChanged 345 SP:Iteration 99Q (25817.190000 sec): 3 clusters Score: Raw -68236337.200216 + Penalty 6427.641502 = -68229909.558715 nChanged 294 SP:Iteration 100F (25818.920000 sec): 3 clusters Score: Raw -68236407.898986 + Penalty 6427.641502 = -68229980.257484 nChanged 269 SP:Iteration 101Q (25820.140000 sec): 3 clusters Score: Raw -68236471.578002 + Penalty 6427.641502 = -68230043.936500 nChanged 255 SP:Iteration 102Q (25821.370000 sec): 3 clusters Score: Raw -68236533.614870 + Penalty 6427.641502 = -68230105.973368 nChanged 245 SP:Iteration 103Q (25822.590000 sec): 3 clusters Score: Raw -68236590.876355 + Penalty 6427.641502 = -68230163.234853 nChanged 230 SP:Iteration 104Q (25823.810000 sec): 3 clusters Score: Raw -68236644.276738 + Penalty 6427.641502 = -68230216.635236 nChanged 219 SP:Iteration 105Q (25825.020000 sec): 3 clusters Score: Raw -68236699.845370 + Penalty 6427.641502 = -68230272.203869 nChanged 204 SP:Iteration 106Q (25826.250000 sec): 3 clusters Score: Raw -68236745.948894 + Penalty 6427.641502 = -68230318.307393 nChanged 172 SP:Iteration 107Q (25827.460000 sec): 3 clusters Score: Raw -68236787.609806 + Penalty 6427.641502 = -68230359.968305 nChanged 150 SP:Iteration 108Q (25828.680000 sec): 3 clusters Score: Raw -68236825.042926 + Penalty 6427.641502 = -68230397.401424 nChanged 146 SP:Iteration 109Q (25829.890000 sec): 3 clusters Score: Raw -68236861.399836 + Penalty 6427.641502 = -68230433.758335 nChanged 136 SP:Iteration 110Q (25831.100000 sec): 3 clusters Score: Raw -68236897.417596 + Penalty 6427.641502 = -68230469.776094 nChanged 142 SP:Iteration 111Q (25832.310000 sec): 3 clusters Score: Raw -68236929.660105 + Penalty 6427.641502 = -68230502.018603 nChanged 116 SP:Iteration 112Q (25833.520000 sec): 3 clusters Score: Raw -68236954.536991 + Penalty 6427.641502 = -68230526.895489 nChanged 102 SP:Iteration 113Q (25834.730000 sec): 3 clusters Score: Raw -68236975.989836 + Penalty 6427.641502 = -68230548.348334 nChanged 92 SP:Iteration 114Q (25835.940000 sec): 3 clusters Score: Raw -68236994.033722 + Penalty 6427.641502 = -68230566.392220 nChanged 89 SP:Iteration 115Q (25837.140000 sec): 3 clusters Score: Raw -68237014.469674 + Penalty 6427.641502 = -68230586.828172 nChanged 95 SP:Iteration 116Q (25838.350000 sec): 3 clusters Score: Raw -68237034.530691 + Penalty 6427.641502 = -68230606.889189 nChanged 79 SP:Iteration 117Q (25839.570000 sec): 3 clusters Score: Raw -68237051.061861 + Penalty 6427.641502 = -68230623.420360 nChanged 63 SP:Iteration 118Q (25840.780000 sec): 3 clusters Score: Raw -68237061.057400 + Penalty 6427.641502 = -68230633.415898 nChanged 53 SP:Iteration 119Q (25841.990000 sec): 3 clusters Score: Raw -68237068.951742 + Penalty 6427.641502 = -68230641.310241 nChanged 42 SP:Iteration 120F (25843.730000 sec): 3 clusters Score: Raw -68237076.837789 + Penalty 6427.641502 = -68230649.196288 nChanged 49 SP:Iteration 121Q (25844.950000 sec): 3 clusters Score: Raw -68237085.115531 + Penalty 6427.641502 = -68230657.474030 nChanged 42 SP:Iteration 122Q (25846.160000 sec): 3 clusters Score: Raw -68237093.783871 + Penalty 6427.641502 = -68230666.142369 nChanged 47 SP:Iteration 123Q (25847.380000 sec): 3 clusters Score: Raw -68237102.525502 + Penalty 6427.641502 = -68230674.884001 nChanged 44 SP:Iteration 124Q (25848.590000 sec): 3 clusters Score: Raw -68237109.857898 + Penalty 6427.641502 = -68230682.216397 nChanged 45 SP:Iteration 125Q (25849.810000 sec): 3 clusters Score: Raw -68237115.608083 + Penalty 6427.641502 = -68230687.966581 nChanged 28 SP:Iteration 126Q (25851.030000 sec): 3 clusters Score: Raw -68237119.430726 + Penalty 6427.641502 = -68230691.789224 nChanged 27 SP:Iteration 127Q (25852.250000 sec): 3 clusters Score: Raw -68237123.744398 + Penalty 6427.641502 = -68230696.102896 nChanged 21 SP:Iteration 128Q (25853.470000 sec): 3 clusters Score: Raw -68237126.688969 + Penalty 6427.641502 = -68230699.047468 nChanged 14 SP:Iteration 129Q (25854.700000 sec): 3 clusters Score: Raw -68237128.508327 + Penalty 6427.641502 = -68230700.866826 nChanged 11 SP:Iteration 130Q (25855.920000 sec): 3 clusters Score: Raw -68237130.179649 + Penalty 6427.641502 = -68230702.538147 nChanged 14 SP:Iteration 131Q (25857.130000 sec): 3 clusters Score: Raw -68237131.610635 + Penalty 6427.641502 = -68230703.969134 nChanged 11 SP:Iteration 132Q (25858.350000 sec): 3 clusters Score: Raw -68237132.924150 + Penalty 6427.641502 = -68230705.282649 nChanged 10 SP:Iteration 133Q (25859.560000 sec): 3 clusters Score: Raw -68237134.187055 + Penalty 6427.641502 = -68230706.545553 nChanged 14 SP:Iteration 134Q (25860.780000 sec): 3 clusters Score: Raw -68237136.541433 + Penalty 6427.641502 = -68230708.899932 nChanged 11 SP:Iteration 135Q (25861.980000 sec): 3 clusters Score: Raw -68237138.201249 + Penalty 6427.641502 = -68230710.559747 nChanged 7 SP:Iteration 136Q (25863.190000 sec): 3 clusters Score: Raw -68237139.643171 + Penalty 6427.641502 = -68230712.001670 nChanged 11 SP:Iteration 137Q (25864.400000 sec): 3 clusters Score: Raw -68237140.998182 + Penalty 6427.641502 = -68230713.356680 nChanged 9 SP:Iteration 138Q (25865.600000 sec): 3 clusters Score: Raw -68237141.929185 + Penalty 6427.641502 = -68230714.287683 nChanged 4 SP:Iteration 139Q (25866.810000 sec): 3 clusters Score: Raw -68237142.403055 + Penalty 6427.641502 = -68230714.761553 nChanged 4 SP:Iteration 140F (25868.530000 sec): 3 clusters Score: Raw -68237143.097637 + Penalty 6427.641502 = -68230715.456136 nChanged 5 SP:Iteration 141Q (25869.740000 sec): 3 clusters Score: Raw -68237143.671688 + Penalty 6427.641502 = -68230716.030187 nChanged 4 SP:Iteration 142Q (25870.940000 sec): 3 clusters Score: Raw -68237144.166892 + Penalty 6427.641502 = -68230716.525390 nChanged 4 SP:Iteration 143Q (25872.150000 sec): 3 clusters Score: Raw -68237144.585257 + Penalty 6427.641502 = -68230716.943755 nChanged 4 SP:Iteration 144Q (25873.370000 sec): 3 clusters Score: Raw -68237145.032353 + Penalty 6427.641502 = -68230717.390852 nChanged 4 SP:Iteration 145Q (25874.580000 sec): 3 clusters Score: Raw -68237145.473333 + Penalty 6427.641502 = -68230717.831832 nChanged 4 SP:Iteration 146Q (25875.800000 sec): 3 clusters Score: Raw -68237145.882115 + Penalty 6427.641502 = -68230718.240613 nChanged 4 SP:Iteration 147Q (25877.010000 sec): 3 clusters Score: Raw -68237146.438810 + Penalty 6427.641502 = -68230718.797308 nChanged 2 SP:Iteration 148Q (25878.230000 sec): 3 clusters Score: Raw -68237146.681375 + Penalty 6427.641502 = -68230719.039873 nChanged 2 SP:Iteration 149Q (25879.440000 sec): 3 clusters Score: Raw -68237146.910573 + Penalty 6427.641502 = -68230719.269071 nChanged 2 SP:Iteration 150Q (25880.650000 sec): 3 clusters Score: Raw -68237147.126972 + Penalty 6427.641502 = -68230719.485471 nChanged 5 SP:Iteration 151Q (25881.860000 sec): 3 clusters Score: Raw -68237147.740743 + Penalty 6427.641502 = -68230720.099241 nChanged 4 SP:Iteration 152Q (25883.070000 sec): 3 clusters Score: Raw -68237148.177520 + Penalty 6427.641502 = -68230720.536019 nChanged 8 SP:Iteration 153Q (25884.280000 sec): 3 clusters Score: Raw -68237148.990952 + Penalty 6427.641502 = -68230721.349450 nChanged 4 SP:Iteration 154Q (25885.500000 sec): 3 clusters Score: Raw -68237149.425001 + Penalty 6427.641502 = -68230721.783499 nChanged 2 SP:Iteration 155Q (25886.720000 sec): 3 clusters Score: Raw -68237149.643204 + Penalty 6427.641502 = -68230722.001702 nChanged 2 SP:Iteration 156Q (25887.930000 sec): 3 clusters Score: Raw -68237149.844726 + Penalty 6427.641502 = -68230722.203225 nChanged 1 SP:Iteration 157Q (25889.140000 sec): 3 clusters Score: Raw -68237149.885213 + Penalty 6427.641502 = -68230722.243711 nChanged 0 SP:Iteration 158F (25890.870000 sec): 3 clusters Score: Raw -68237149.885213 + Penalty 6427.641502 = -68230722.243711 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 29 (54129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25891.210000 sec): 2 clusters Score: Raw -8672153.758284 + Penalty 2702.983091 = -8669450.775194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25891.430000 sec): 3 clusters Score: Raw -8638200.572108 + Penalty 5405.966181 = -8632794.605927 nChanged 25225 SP:Iteration 1F (25891.650000 sec): 3 clusters Score: Raw -8652330.591319 + Penalty 5405.966181 = -8646924.625138 nChanged 2644 SP:Iteration 2Q (25891.880000 sec): 3 clusters Score: Raw -8653342.249994 + Penalty 5405.966181 = -8647936.283813 nChanged 2816 SP:Iteration 3F (25892.100000 sec): 3 clusters Score: Raw -8654586.258285 + Penalty 5405.966181 = -8649180.292104 nChanged 3118 SP:Iteration 4F (25892.320000 sec): 3 clusters Score: Raw -8656174.905783 + Penalty 5405.966181 = -8650768.939602 nChanged 3351 SP:Iteration 5F (25892.540000 sec): 3 clusters Score: Raw -8657980.098253 + Penalty 5405.966181 = -8652574.132072 nChanged 3455 SP:Iteration 6F (25892.750000 sec): 3 clusters Score: Raw -8659797.500667 + Penalty 5405.966181 = -8654391.534486 nChanged 3168 SP:Iteration 7F (25892.970000 sec): 3 clusters Score: Raw -8661313.136988 + Penalty 5405.966181 = -8655907.170807 nChanged 2768 SP:Iteration 8F (25893.190000 sec): 3 clusters Score: Raw -8662602.934427 + Penalty 5405.966181 = -8657196.968246 nChanged 2272 SP:Iteration 9Q (25893.410000 sec): 3 clusters Score: Raw -8663639.803559 + Penalty 5405.966181 = -8658233.837377 nChanged 1992 SP:Iteration 10Q (25893.640000 sec): 3 clusters Score: Raw -8664613.793635 + Penalty 5405.966181 = -8659207.827454 nChanged 1872 SP:Iteration 11Q (25893.860000 sec): 3 clusters Score: Raw -8665672.795088 + Penalty 5405.966181 = -8660266.828907 nChanged 1823 SP:Iteration 12Q (25894.080000 sec): 3 clusters Score: Raw -8666794.473277 + Penalty 5405.966181 = -8661388.507095 nChanged 1743 SP:Iteration 13Q (25894.300000 sec): 3 clusters Score: Raw -8667977.063132 + Penalty 5405.966181 = -8662571.096951 nChanged 1709 SP:Iteration 14Q (25894.510000 sec): 3 clusters Score: Raw -8669161.107340 + Penalty 5405.966181 = -8663755.141159 nChanged 1587 SP:Iteration 15Q (25894.720000 sec): 3 clusters Score: Raw -8670247.200938 + Penalty 5405.966181 = -8664841.234756 nChanged 1357 SP:Iteration 16Q (25894.930000 sec): 3 clusters Score: Raw -8671151.777525 + Penalty 5405.966181 = -8665745.811343 nChanged 1111 SP:Iteration 17Q (25895.120000 sec): 3 clusters Score: Raw -8671889.268881 + Penalty 5405.966181 = -8666483.302699 nChanged 1010 SP:Iteration 18Q (25895.310000 sec): 3 clusters Score: Raw -8672673.276145 + Penalty 5405.966181 = -8667267.309963 nChanged 1051 SP:Iteration 19Q (25895.500000 sec): 3 clusters Score: Raw -8673777.734692 + Penalty 5405.966181 = -8668371.768510 nChanged 1157 SP:Iteration 20F (25895.720000 sec): 3 clusters Score: Raw -8675387.779644 + Penalty 5405.966181 = -8669981.813462 nChanged 1299 SP:Iteration 21Q (25895.890000 sec): 3 clusters Score: Raw -8677626.561397 + Penalty 5405.966181 = -8672220.595216 nChanged 1428 SP:Iteration 22Q (25896.060000 sec): 3 clusters Score: Raw -8679671.034568 + Penalty 5405.966181 = -8674265.068387 nChanged 1279 SP:Iteration 23Q (25896.230000 sec): 3 clusters Score: Raw -8681334.683071 + Penalty 5405.966181 = -8675928.716890 nChanged 1027 SP:Iteration 24Q (25896.400000 sec): 3 clusters Score: Raw -8682436.805010 + Penalty 5405.966181 = -8677030.838829 nChanged 736 SP:Iteration 25Q (25896.570000 sec): 3 clusters Score: Raw -8682977.624878 + Penalty 5405.966181 = -8677571.658696 nChanged 483 SP:Iteration 26Q (25896.730000 sec): 3 clusters Score: Raw -8683215.074431 + Penalty 5405.966181 = -8677809.108249 nChanged 322 SP:Iteration 27Q (25896.900000 sec): 3 clusters Score: Raw -8683312.445949 + Penalty 5405.966181 = -8677906.479767 nChanged 232 SP:Iteration 28Q (25897.060000 sec): 3 clusters Score: Raw -8683366.652980 + Penalty 5405.966181 = -8677960.686799 nChanged 158 SP:Iteration 29Q (25897.230000 sec): 3 clusters Score: Raw -8683393.874252 + Penalty 5405.966181 = -8677987.908071 nChanged 115 SP:Iteration 30Q (25897.400000 sec): 3 clusters Score: Raw -8683409.998796 + Penalty 5405.966181 = -8678004.032615 nChanged 82 SP:Iteration 31Q (25897.560000 sec): 3 clusters Score: Raw -8683418.204828 + Penalty 5405.966181 = -8678012.238646 nChanged 39 SP:Iteration 32Q (25897.720000 sec): 3 clusters Score: Raw -8683421.035699 + Penalty 5405.966181 = -8678015.069517 nChanged 35 SP:Iteration 33Q (25897.890000 sec): 3 clusters Score: Raw -8683423.566467 + Penalty 5405.966181 = -8678017.600286 nChanged 20 SP:Iteration 34Q (25898.050000 sec): 3 clusters Score: Raw -8683425.206670 + Penalty 5405.966181 = -8678019.240488 nChanged 21 SP:Iteration 35Q (25898.220000 sec): 3 clusters Score: Raw -8683426.346319 + Penalty 5405.966181 = -8678020.380138 nChanged 12 SP:Iteration 36Q (25898.380000 sec): 3 clusters Score: Raw -8683426.899177 + Penalty 5405.966181 = -8678020.932995 nChanged 9 SP:Iteration 37Q (25898.550000 sec): 3 clusters Score: Raw -8683427.387269 + Penalty 5405.966181 = -8678021.421087 nChanged 4 SP:Iteration 38Q (25898.710000 sec): 3 clusters Score: Raw -8683427.518365 + Penalty 5405.966181 = -8678021.552184 nChanged 1 SP:Iteration 39Q (25898.880000 sec): 3 clusters Score: Raw -8683427.570956 + Penalty 5405.966181 = -8678021.604774 nChanged 1 SP:Iteration 40F (25899.090000 sec): 3 clusters Score: Raw -8683574.573136 + Penalty 5405.966181 = -8678168.606955 nChanged 87 SP:Iteration 41Q (25899.260000 sec): 3 clusters Score: Raw -8683607.735725 + Penalty 5405.966181 = -8678201.769544 nChanged 61 SP:Iteration 42Q (25899.430000 sec): 3 clusters Score: Raw -8683614.400036 + Penalty 5405.966181 = -8678208.433855 nChanged 39 SP:Iteration 43Q (25899.600000 sec): 3 clusters Score: Raw -8683617.864933 + Penalty 5405.966181 = -8678211.898752 nChanged 27 SP:Iteration 44Q (25899.780000 sec): 3 clusters Score: Raw -8683620.272275 + Penalty 5405.966181 = -8678214.306094 nChanged 19 SP:Iteration 45Q (25899.940000 sec): 3 clusters Score: Raw -8683621.276582 + Penalty 5405.966181 = -8678215.310400 nChanged 13 SP:Iteration 46Q (25900.120000 sec): 3 clusters Score: Raw -8683621.909591 + Penalty 5405.966181 = -8678215.943410 nChanged 10 SP:Iteration 47Q (25900.290000 sec): 3 clusters Score: Raw -8683622.491787 + Penalty 5405.966181 = -8678216.525606 nChanged 9 SP:Iteration 48Q (25900.460000 sec): 3 clusters Score: Raw -8683622.971929 + Penalty 5405.966181 = -8678217.005748 nChanged 9 SP:Iteration 49Q (25900.630000 sec): 3 clusters Score: Raw -8683623.342032 + Penalty 5405.966181 = -8678217.375851 nChanged 4 SP:Iteration 50Q (25900.800000 sec): 3 clusters Score: Raw -8683623.475438 + Penalty 5405.966181 = -8678217.509256 nChanged 3 SP:Iteration 51Q (25900.970000 sec): 3 clusters Score: Raw -8683623.573652 + Penalty 5405.966181 = -8678217.607471 nChanged 3 SP:Iteration 52Q (25901.140000 sec): 3 clusters Score: Raw -8683623.651702 + Penalty 5405.966181 = -8678217.685521 nChanged 3 SP:Iteration 53Q (25901.310000 sec): 3 clusters Score: Raw -8683623.777266 + Penalty 5405.966181 = -8678217.811085 nChanged 0 SP:Iteration 54F (25901.530000 sec): 3 clusters Score: Raw -8683623.777266 + Penalty 5405.966181 = -8678217.811085 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 43. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 30 (18135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25901.610000 sec): 2 clusters Score: Raw -2898362.488518 + Penalty 2431.788565 = -2895930.699954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25901.680000 sec): 3 clusters Score: Raw -2888074.254391 + Penalty 4863.577130 = -2883210.677262 nChanged 7948 SP:Iteration 1F (25901.750000 sec): 3 clusters Score: Raw -2893594.177908 + Penalty 4863.577130 = -2888730.600778 nChanged 1842 SP:Iteration 2F (25901.820000 sec): 3 clusters Score: Raw -2895454.801294 + Penalty 4863.577130 = -2890591.224164 nChanged 1975 SP:Iteration 3F (25901.900000 sec): 3 clusters Score: Raw -2897586.242605 + Penalty 4863.577130 = -2892722.665475 nChanged 1718 SP:Iteration 4F (25901.970000 sec): 3 clusters Score: Raw -2899333.322264 + Penalty 4863.577130 = -2894469.745134 nChanged 1255 SP:Iteration 5F (25902.040000 sec): 3 clusters Score: Raw -2900408.135049 + Penalty 4863.577130 = -2895544.557919 nChanged 764 SP:Iteration 6Q (25902.110000 sec): 3 clusters Score: Raw -2900886.174593 + Penalty 4863.577130 = -2896022.597464 nChanged 438 SP:Iteration 7Q (25902.180000 sec): 3 clusters Score: Raw -2901111.010160 + Penalty 4863.577130 = -2896247.433031 nChanged 289 SP:Iteration 8Q (25902.250000 sec): 3 clusters Score: Raw -2901237.616566 + Penalty 4863.577130 = -2896374.039436 nChanged 172 SP:Iteration 9Q (25902.320000 sec): 3 clusters Score: Raw -2901296.031335 + Penalty 4863.577130 = -2896432.454206 nChanged 126 SP:Iteration 10Q (25902.390000 sec): 3 clusters Score: Raw -2901333.542074 + Penalty 4863.577130 = -2896469.964944 nChanged 96 SP:Iteration 11Q (25902.460000 sec): 3 clusters Score: Raw -2901359.375269 + Penalty 4863.577130 = -2896495.798139 nChanged 73 SP:Iteration 12Q (25902.520000 sec): 3 clusters Score: Raw -2901377.773915 + Penalty 4863.577130 = -2896514.196785 nChanged 51 SP:Iteration 13Q (25902.600000 sec): 3 clusters Score: Raw -2901389.458885 + Penalty 4863.577130 = -2896525.881755 nChanged 30 SP:Iteration 14Q (25902.660000 sec): 3 clusters Score: Raw -2901395.515862 + Penalty 4863.577130 = -2896531.938732 nChanged 29 SP:Iteration 15Q (25902.730000 sec): 3 clusters Score: Raw -2901401.728016 + Penalty 4863.577130 = -2896538.150887 nChanged 24 SP:Iteration 16Q (25902.800000 sec): 3 clusters Score: Raw -2901408.863981 + Penalty 4863.577130 = -2896545.286852 nChanged 33 SP:Iteration 17Q (25902.860000 sec): 3 clusters Score: Raw -2901416.059529 + Penalty 4863.577130 = -2896552.482400 nChanged 25 SP:Iteration 18Q (25902.930000 sec): 3 clusters Score: Raw -2901420.685983 + Penalty 4863.577130 = -2896557.108853 nChanged 17 SP:Iteration 19Q (25903.000000 sec): 3 clusters Score: Raw -2901424.324257 + Penalty 4863.577130 = -2896560.747127 nChanged 15 SP:Iteration 20F (25903.070000 sec): 3 clusters Score: Raw -2901428.228857 + Penalty 4863.577130 = -2896564.651728 nChanged 12 SP:Iteration 21Q (25903.140000 sec): 3 clusters Score: Raw -2901430.871961 + Penalty 4863.577130 = -2896567.294831 nChanged 12 SP:Iteration 22Q (25903.210000 sec): 3 clusters Score: Raw -2901434.378380 + Penalty 4863.577130 = -2896570.801250 nChanged 16 SP:Iteration 23Q (25903.280000 sec): 3 clusters Score: Raw -2901438.008668 + Penalty 4863.577130 = -2896574.431538 nChanged 14 SP:Iteration 24Q (25903.340000 sec): 3 clusters Score: Raw -2901441.143103 + Penalty 4863.577130 = -2896577.565973 nChanged 17 SP:Iteration 25Q (25903.410000 sec): 3 clusters Score: Raw -2901444.559748 + Penalty 4863.577130 = -2896580.982619 nChanged 10 SP:Iteration 26Q (25903.480000 sec): 3 clusters Score: Raw -2901446.555242 + Penalty 4863.577130 = -2896582.978112 nChanged 4 SP:Iteration 27Q (25903.540000 sec): 3 clusters Score: Raw -2901447.479822 + Penalty 4863.577130 = -2896583.902692 nChanged 7 SP:Iteration 28Q (25903.610000 sec): 3 clusters Score: Raw -2901448.730462 + Penalty 4863.577130 = -2896585.153332 nChanged 4 SP:Iteration 29Q (25903.680000 sec): 3 clusters Score: Raw -2901449.307502 + Penalty 4863.577130 = -2896585.730373 nChanged 4 SP:Iteration 30Q (25903.750000 sec): 3 clusters Score: Raw -2901450.005810 + Penalty 4863.577130 = -2896586.428680 nChanged 3 SP:Iteration 31Q (25903.810000 sec): 3 clusters Score: Raw -2901450.594901 + Penalty 4863.577130 = -2896587.017771 nChanged 3 SP:Iteration 32Q (25903.880000 sec): 3 clusters Score: Raw -2901451.237934 + Penalty 4863.577130 = -2896587.660804 nChanged 3 SP:Iteration 33Q (25903.950000 sec): 3 clusters Score: Raw -2901452.186153 + Penalty 4863.577130 = -2896588.609024 nChanged 2 SP:Iteration 34Q (25904.020000 sec): 3 clusters Score: Raw -2901452.590333 + Penalty 4863.577130 = -2896589.013204 nChanged 3 SP:Iteration 35Q (25904.080000 sec): 3 clusters Score: Raw -2901453.040751 + Penalty 4863.577130 = -2896589.463622 nChanged 1 SP:Iteration 36Q (25904.150000 sec): 3 clusters Score: Raw -2901453.195600 + Penalty 4863.577130 = -2896589.618470 nChanged 0 SP:Iteration 37F (25904.220000 sec): 3 clusters Score: Raw -2901453.195600 + Penalty 4863.577130 = -2896589.618470 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 44. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 31 (1878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25904.240000 sec): 2 clusters Score: Raw -262016.168551 + Penalty 1869.414740 = -260146.753811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25904.250000 sec): 3 clusters Score: Raw -261570.103036 + Penalty 3738.829479 = -257831.273557 nChanged 637 SP:Iteration 1F (25904.250000 sec): 3 clusters Score: Raw -263440.448599 + Penalty 3738.829479 = -259701.619120 nChanged 327 SP:Iteration 2F (25904.260000 sec): 3 clusters Score: Raw -265419.022872 + Penalty 3738.829479 = -261680.193393 nChanged 265 SP:Iteration 3F (25904.270000 sec): 3 clusters Score: Raw -266808.917767 + Penalty 3738.829479 = -263070.088288 nChanged 123 SP:Iteration 4F (25904.280000 sec): 3 clusters Score: Raw -268362.413227 + Penalty 3738.829479 = -264623.583748 nChanged 67 SP:Iteration 5Q (25904.280000 sec): 3 clusters Score: Raw -270293.080962 + Penalty 3738.829479 = -266554.251483 nChanged 23 SP:Iteration 6Q (25904.290000 sec): 3 clusters Score: Raw -270691.085839 + Penalty 3738.829479 = -266952.256360 nChanged 10 SP:Iteration 7Q (25904.290000 sec): 3 clusters Score: Raw -271155.587684 + Penalty 3738.829479 = -267416.758205 nChanged 3 SP:Iteration 8Q (25904.300000 sec): 3 clusters Score: Raw -271241.549884 + Penalty 3738.829479 = -267502.720405 nChanged 0 SP:Iteration 9F (25904.300000 sec): 3 clusters Score: Raw -271241.549884 + Penalty 3738.829479 = -267502.720405 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 45. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 32 (6223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25904.340000 sec): 2 clusters Score: Raw -934791.766747 + Penalty 2166.529831 = -932625.236916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25904.360000 sec): 3 clusters Score: Raw -931667.799026 + Penalty 4333.059663 = -927334.739363 nChanged 2436 SP:Iteration 1F (25904.380000 sec): 3 clusters Score: Raw -933357.084000 + Penalty 4333.059663 = -929024.024337 nChanged 630 SP:Iteration 2F (25904.410000 sec): 3 clusters Score: Raw -934088.778456 + Penalty 4333.059663 = -929755.718794 nChanged 534 SP:Iteration 3F (25904.430000 sec): 3 clusters Score: Raw -934691.367105 + Penalty 4333.059663 = -930358.307443 nChanged 477 SP:Iteration 4F (25904.460000 sec): 3 clusters Score: Raw -935268.444825 + Penalty 4333.059663 = -930935.385162 nChanged 391 SP:Iteration 5F (25904.480000 sec): 3 clusters Score: Raw -935757.458557 + Penalty 4333.059663 = -931424.398894 nChanged 357 SP:Iteration 6F (25904.510000 sec): 3 clusters Score: Raw -936173.955693 + Penalty 4333.059663 = -931840.896030 nChanged 301 SP:Iteration 7Q (25904.530000 sec): 3 clusters Score: Raw -936481.547682 + Penalty 4333.059663 = -932148.488019 nChanged 237 SP:Iteration 8Q (25904.550000 sec): 3 clusters Score: Raw -936706.228827 + Penalty 4333.059663 = -932373.169165 nChanged 210 SP:Iteration 9Q (25904.570000 sec): 3 clusters Score: Raw -936891.322981 + Penalty 4333.059663 = -932558.263319 nChanged 141 SP:Iteration 10Q (25904.600000 sec): 3 clusters Score: Raw -936985.305061 + Penalty 4333.059663 = -932652.245398 nChanged 98 SP:Iteration 11Q (25904.620000 sec): 3 clusters Score: Raw -937039.917260 + Penalty 4333.059663 = -932706.857597 nChanged 72 SP:Iteration 12Q (25904.640000 sec): 3 clusters Score: Raw -937071.346699 + Penalty 4333.059663 = -932738.287036 nChanged 47 SP:Iteration 13Q (25904.660000 sec): 3 clusters Score: Raw -937090.509364 + Penalty 4333.059663 = -932757.449701 nChanged 28 SP:Iteration 14Q (25904.680000 sec): 3 clusters Score: Raw -937104.582510 + Penalty 4333.059663 = -932771.522847 nChanged 26 SP:Iteration 15Q (25904.700000 sec): 3 clusters Score: Raw -937114.945409 + Penalty 4333.059663 = -932781.885746 nChanged 19 SP:Iteration 16Q (25904.720000 sec): 3 clusters Score: Raw -937119.556404 + Penalty 4333.059663 = -932786.496741 nChanged 11 SP:Iteration 17Q (25904.740000 sec): 3 clusters Score: Raw -937122.135155 + Penalty 4333.059663 = -932789.075492 nChanged 8 SP:Iteration 18Q (25904.770000 sec): 3 clusters Score: Raw -937124.246980 + Penalty 4333.059663 = -932791.187317 nChanged 8 SP:Iteration 19Q (25904.790000 sec): 3 clusters Score: Raw -937126.825278 + Penalty 4333.059663 = -932793.765615 nChanged 9 SP:Iteration 20F (25904.810000 sec): 3 clusters Score: Raw -937129.389845 + Penalty 4333.059663 = -932796.330183 nChanged 12 SP:Iteration 21Q (25904.830000 sec): 3 clusters Score: Raw -937132.841106 + Penalty 4333.059663 = -932799.781444 nChanged 8 SP:Iteration 22Q (25904.860000 sec): 3 clusters Score: Raw -937134.771812 + Penalty 4333.059663 = -932801.712149 nChanged 7 SP:Iteration 23Q (25904.880000 sec): 3 clusters Score: Raw -937136.884614 + Penalty 4333.059663 = -932803.824951 nChanged 9 SP:Iteration 24Q (25904.900000 sec): 3 clusters Score: Raw -937140.308174 + Penalty 4333.059663 = -932807.248511 nChanged 9 SP:Iteration 25Q (25904.920000 sec): 3 clusters Score: Raw -937143.538028 + Penalty 4333.059663 = -932810.478365 nChanged 10 SP:Iteration 26Q (25904.940000 sec): 3 clusters Score: Raw -937146.691881 + Penalty 4333.059663 = -932813.632218 nChanged 9 SP:Iteration 27Q (25904.960000 sec): 3 clusters Score: Raw -937150.023690 + Penalty 4333.059663 = -932816.964027 nChanged 10 SP:Iteration 28Q (25904.990000 sec): 3 clusters Score: Raw -937153.127028 + Penalty 4333.059663 = -932820.067365 nChanged 7 SP:Iteration 29Q (25905.010000 sec): 3 clusters Score: Raw -937156.070097 + Penalty 4333.059663 = -932823.010435 nChanged 16 SP:Iteration 30Q (25905.030000 sec): 3 clusters Score: Raw -937161.300983 + Penalty 4333.059663 = -932828.241321 nChanged 10 SP:Iteration 31Q (25905.050000 sec): 3 clusters Score: Raw -937164.272702 + Penalty 4333.059663 = -932831.213040 nChanged 10 SP:Iteration 32Q (25905.070000 sec): 3 clusters Score: Raw -937167.216387 + Penalty 4333.059663 = -932834.156724 nChanged 9 SP:Iteration 33Q (25905.090000 sec): 3 clusters Score: Raw -937169.481502 + Penalty 4333.059663 = -932836.421839 nChanged 10 SP:Iteration 34Q (25905.110000 sec): 3 clusters Score: Raw -937172.018554 + Penalty 4333.059663 = -932838.958891 nChanged 6 SP:Iteration 35Q (25905.130000 sec): 3 clusters Score: Raw -937174.369328 + Penalty 4333.059663 = -932841.309665 nChanged 8 SP:Iteration 36Q (25905.150000 sec): 3 clusters Score: Raw -937175.931654 + Penalty 4333.059663 = -932842.871992 nChanged 5 SP:Iteration 37Q (25905.170000 sec): 3 clusters Score: Raw -937177.072174 + Penalty 4333.059663 = -932844.012511 nChanged 3 SP:Iteration 38Q (25905.190000 sec): 3 clusters Score: Raw -937177.755910 + Penalty 4333.059663 = -932844.696248 nChanged 4 SP:Iteration 39Q (25905.220000 sec): 3 clusters Score: Raw -937179.022026 + Penalty 4333.059663 = -932845.962364 nChanged 4 SP:Iteration 40F (25905.240000 sec): 3 clusters Score: Raw -937180.244833 + Penalty 4333.059663 = -932847.185170 nChanged 3 SP:Iteration 41Q (25905.260000 sec): 3 clusters Score: Raw -937180.997531 + Penalty 4333.059663 = -932847.937868 nChanged 2 SP:Iteration 42Q (25905.280000 sec): 3 clusters Score: Raw -937181.346380 + Penalty 4333.059663 = -932848.286717 nChanged 0 SP:Iteration 43F (25905.310000 sec): 3 clusters Score: Raw -937181.346380 + Penalty 4333.059663 = -932848.286717 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 46. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 33 (779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25905.320000 sec): 2 clusters Score: Raw -112834.667761 + Penalty 1651.186739 = -111183.481022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25905.330000 sec): 3 clusters Score: Raw -112821.214365 + Penalty 3302.373479 = -109518.840886 nChanged 182 SP:Iteration 1F (25905.330000 sec): 3 clusters Score: Raw -113137.219369 + Penalty 3302.373479 = -109834.845890 nChanged 55 SP:Iteration 2F (25905.330000 sec): 3 clusters Score: Raw -113292.708861 + Penalty 3302.373479 = -109990.335383 nChanged 29 SP:Iteration 3Q (25905.330000 sec): 3 clusters Score: Raw -113355.098758 + Penalty 3302.373479 = -110052.725279 nChanged 20 SP:Iteration 4Q (25905.340000 sec): 3 clusters Score: Raw -113395.789660 + Penalty 3302.373479 = -110093.416181 nChanged 7 SP:Iteration 5Q (25905.340000 sec): 3 clusters Score: Raw -113418.477780 + Penalty 3302.373479 = -110116.104302 nChanged 8 SP:Iteration 6Q (25905.340000 sec): 3 clusters Score: Raw -113444.258891 + Penalty 3302.373479 = -110141.885413 nChanged 14 SP:Iteration 7Q (25905.350000 sec): 3 clusters Score: Raw -113500.076857 + Penalty 3302.373479 = -110197.703378 nChanged 16 SP:Iteration 8Q (25905.350000 sec): 3 clusters Score: Raw -113546.765177 + Penalty 3302.373479 = -110244.391698 nChanged 19 SP:Iteration 9Q (25905.350000 sec): 3 clusters Score: Raw -113608.954335 + Penalty 3302.373479 = -110306.580856 nChanged 21 SP:Iteration 10Q (25905.350000 sec): 3 clusters Score: Raw -113652.239771 + Penalty 3302.373479 = -110349.866293 nChanged 18 SP:Iteration 11Q (25905.360000 sec): 3 clusters Score: Raw -113690.035613 + Penalty 3302.373479 = -110387.662134 nChanged 12 SP:Iteration 12Q (25905.360000 sec): 3 clusters Score: Raw -113718.180873 + Penalty 3302.373479 = -110415.807394 nChanged 14 SP:Iteration 13Q (25905.360000 sec): 3 clusters Score: Raw -113758.779465 + Penalty 3302.373479 = -110456.405986 nChanged 13 SP:Iteration 14Q (25905.370000 sec): 3 clusters Score: Raw -113803.751280 + Penalty 3302.373479 = -110501.377801 nChanged 18 SP:Iteration 15Q (25905.370000 sec): 3 clusters Score: Raw -113858.443643 + Penalty 3302.373479 = -110556.070164 nChanged 11 SP:Iteration 16Q (25905.370000 sec): 3 clusters Score: Raw -113887.780773 + Penalty 3302.373479 = -110585.407294 nChanged 5 SP:Iteration 17Q (25905.370000 sec): 3 clusters Score: Raw -113910.885012 + Penalty 3302.373479 = -110608.511533 nChanged 5 SP:Iteration 18Q (25905.370000 sec): 3 clusters Score: Raw -113926.123718 + Penalty 3302.373479 = -110623.750239 nChanged 7 SP:Iteration 19Q (25905.380000 sec): 3 clusters Score: Raw -113941.728849 + Penalty 3302.373479 = -110639.355370 nChanged 6 SP:Iteration 20F (25905.380000 sec): 3 clusters Score: Raw -113959.038213 + Penalty 3302.373479 = -110656.664734 nChanged 5 SP:Iteration 21Q (25905.380000 sec): 3 clusters Score: Raw -113981.483554 + Penalty 3302.373479 = -110679.110075 nChanged 3 SP:Iteration 22Q (25905.390000 sec): 3 clusters Score: Raw -113996.565383 + Penalty 3302.373479 = -110694.191904 nChanged 4 SP:Iteration 23Q (25905.390000 sec): 3 clusters Score: Raw -114014.430552 + Penalty 3302.373479 = -110712.057073 nChanged 7 SP:Iteration 24Q (25905.390000 sec): 3 clusters Score: Raw -114050.861553 + Penalty 3302.373479 = -110748.488074 nChanged 9 SP:Iteration 25Q (25905.390000 sec): 3 clusters Score: Raw -114069.852332 + Penalty 3302.373479 = -110767.478853 nChanged 2 SP:Iteration 26Q (25905.390000 sec): 3 clusters Score: Raw -114075.327697 + Penalty 3302.373479 = -110772.954218 nChanged 4 SP:Iteration 27Q (25905.400000 sec): 3 clusters Score: Raw -114086.385596 + Penalty 3302.373479 = -110784.012117 nChanged 3 SP:Iteration 28Q (25905.400000 sec): 3 clusters Score: Raw -114095.974656 + Penalty 3302.373479 = -110793.601177 nChanged 4 SP:Iteration 29Q (25905.400000 sec): 3 clusters Score: Raw -114103.769191 + Penalty 3302.373479 = -110801.395712 nChanged 2 SP:Iteration 30Q (25905.410000 sec): 3 clusters Score: Raw -114107.747919 + Penalty 3302.373479 = -110805.374440 nChanged 1 SP:Iteration 31Q (25905.410000 sec): 3 clusters Score: Raw -114108.497783 + Penalty 3302.373479 = -110806.124304 nChanged 1 SP:Iteration 32Q (25905.410000 sec): 3 clusters Score: Raw -114109.131664 + Penalty 3302.373479 = -110806.758185 nChanged 1 SP:Iteration 33Q (25905.410000 sec): 3 clusters Score: Raw -114111.507739 + Penalty 3302.373479 = -110809.134260 nChanged 1 SP:Iteration 34Q (25905.410000 sec): 3 clusters Score: Raw -114115.139066 + Penalty 3302.373479 = -110812.765588 nChanged 2 SP:Iteration 35Q (25905.420000 sec): 3 clusters Score: Raw -114119.152938 + Penalty 3302.373479 = -110816.779460 nChanged 1 SP:Iteration 36Q (25905.420000 sec): 3 clusters Score: Raw -114120.592410 + Penalty 3302.373479 = -110818.218931 nChanged 1 SP:Iteration 37Q (25905.420000 sec): 3 clusters Score: Raw -114121.895491 + Penalty 3302.373479 = -110819.522012 nChanged 0 SP:Iteration 38F (25905.430000 sec): 3 clusters Score: Raw -114133.800651 + Penalty 3302.373479 = -110831.427172 nChanged 3 SP:Iteration 39Q (25905.430000 sec): 3 clusters Score: Raw -114170.683929 + Penalty 3302.373479 = -110868.310450 nChanged 8 SP:Iteration 40F (25905.430000 sec): 3 clusters Score: Raw -114272.367268 + Penalty 3302.373479 = -110969.993790 nChanged 15 SP:Iteration 41Q (25905.430000 sec): 3 clusters Score: Raw -114584.190493 + Penalty 3302.373479 = -111281.817014 nChanged 17 SP:Iteration 42Q (25905.440000 sec): 3 clusters Score: Raw -114732.773051 + Penalty 3302.373479 = -111430.399572 nChanged 27 SP:Iteration 43Q (25905.440000 sec): 3 clusters Score: Raw -114866.032390 + Penalty 3302.373479 = -111563.658912 nChanged 26 SP:Iteration 44Q (25905.440000 sec): 3 clusters Score: Raw -115001.575311 + Penalty 3302.373479 = -111699.201832 nChanged 20 SP:Iteration 45Q (25905.440000 sec): 3 clusters Score: Raw -115172.440424 + Penalty 3302.373479 = -111870.066946 nChanged 15 SP:Iteration 46Q (25905.450000 sec): 3 clusters Score: Raw -115304.185548 + Penalty 3302.373479 = -112001.812069 nChanged 8 SP:Iteration 47Q (25905.450000 sec): 3 clusters Score: Raw -115356.984410 + Penalty 3302.373479 = -112054.610931 nChanged 4 SP:Iteration 48Q (25905.450000 sec): 3 clusters Score: Raw -115393.450251 + Penalty 3302.373479 = -112091.076772 nChanged 3 SP:Iteration 49Q (25905.450000 sec): 3 clusters Score: Raw -115438.439824 + Penalty 3302.373479 = -112136.066345 nChanged 3 SP:Iteration 50Q (25905.450000 sec): 3 clusters Score: Raw -115466.556405 + Penalty 3302.373479 = -112164.182926 nChanged 2 SP:Iteration 51Q (25905.460000 sec): 3 clusters Score: Raw -115514.534130 + Penalty 3302.373479 = -112212.160651 nChanged 4 SP:Iteration 52Q (25905.460000 sec): 3 clusters Score: Raw -115588.254170 + Penalty 3302.373479 = -112285.880692 nChanged 3 SP:Iteration 53Q (25905.460000 sec): 3 clusters Score: Raw -115728.526752 + Penalty 3302.373479 = -112426.153273 nChanged 3 SP:Iteration 54Q (25905.460000 sec): 3 clusters Score: Raw -115799.857692 + Penalty 3302.373479 = -112497.484214 nChanged 1 SP:Iteration 55Q (25905.470000 sec): 3 clusters Score: Raw -115813.800251 + Penalty 3302.373479 = -112511.426772 nChanged 0 SP:Iteration 56F (25905.470000 sec): 3 clusters Score: Raw -115813.800251 + Penalty 3302.373479 = -112511.426772 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 47. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 34 (5350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25905.500000 sec): 2 clusters Score: Raw -816889.973239 + Penalty 2129.043256 = -814760.929983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25905.520000 sec): 3 clusters Score: Raw -814327.764772 + Penalty 4258.086513 = -810069.678259 nChanged 2031 SP:Iteration 1F (25905.540000 sec): 3 clusters Score: Raw -815685.548708 + Penalty 4258.086513 = -811427.462195 nChanged 492 SP:Iteration 2F (25905.560000 sec): 3 clusters Score: Raw -816276.388906 + Penalty 4258.086513 = -812018.302394 nChanged 445 SP:Iteration 3F (25905.580000 sec): 3 clusters Score: Raw -816924.913419 + Penalty 4258.086513 = -812666.826906 nChanged 478 SP:Iteration 4F (25905.600000 sec): 3 clusters Score: Raw -817756.419094 + Penalty 4258.086513 = -813498.332581 nChanged 429 SP:Iteration 5F (25905.620000 sec): 3 clusters Score: Raw -818354.294796 + Penalty 4258.086513 = -814096.208283 nChanged 302 SP:Iteration 6F (25905.650000 sec): 3 clusters Score: Raw -818688.006375 + Penalty 4258.086513 = -814429.919862 nChanged 190 SP:Iteration 7Q (25905.660000 sec): 3 clusters Score: Raw -818864.909929 + Penalty 4258.086513 = -814606.823417 nChanged 142 SP:Iteration 8Q (25905.680000 sec): 3 clusters Score: Raw -818970.261554 + Penalty 4258.086513 = -814712.175042 nChanged 101 SP:Iteration 9Q (25905.700000 sec): 3 clusters Score: Raw -819031.070176 + Penalty 4258.086513 = -814772.983663 nChanged 60 SP:Iteration 10Q (25905.720000 sec): 3 clusters Score: Raw -819069.461037 + Penalty 4258.086513 = -814811.374524 nChanged 59 SP:Iteration 11Q (25905.740000 sec): 3 clusters Score: Raw -819107.383529 + Penalty 4258.086513 = -814849.297016 nChanged 54 SP:Iteration 12Q (25905.760000 sec): 3 clusters Score: Raw -819135.683622 + Penalty 4258.086513 = -814877.597109 nChanged 29 SP:Iteration 13Q (25905.770000 sec): 3 clusters Score: Raw -819148.618892 + Penalty 4258.086513 = -814890.532379 nChanged 27 SP:Iteration 14Q (25905.790000 sec): 3 clusters Score: Raw -819158.468802 + Penalty 4258.086513 = -814900.382289 nChanged 23 SP:Iteration 15Q (25905.810000 sec): 3 clusters Score: Raw -819168.782489 + Penalty 4258.086513 = -814910.695976 nChanged 25 SP:Iteration 16Q (25905.830000 sec): 3 clusters Score: Raw -819177.437128 + Penalty 4258.086513 = -814919.350615 nChanged 21 SP:Iteration 17Q (25905.850000 sec): 3 clusters Score: Raw -819185.857492 + Penalty 4258.086513 = -814927.770979 nChanged 10 SP:Iteration 18Q (25905.870000 sec): 3 clusters Score: Raw -819188.966796 + Penalty 4258.086513 = -814930.880284 nChanged 9 SP:Iteration 19Q (25905.890000 sec): 3 clusters Score: Raw -819192.752945 + Penalty 4258.086513 = -814934.666432 nChanged 5 SP:Iteration 20F (25905.910000 sec): 3 clusters Score: Raw -819194.790703 + Penalty 4258.086513 = -814936.704190 nChanged 7 SP:Iteration 21Q (25905.930000 sec): 3 clusters Score: Raw -819198.333130 + Penalty 4258.086513 = -814940.246617 nChanged 6 SP:Iteration 22Q (25905.940000 sec): 3 clusters Score: Raw -819200.225041 + Penalty 4258.086513 = -814942.138528 nChanged 6 SP:Iteration 23Q (25905.960000 sec): 3 clusters Score: Raw -819202.297442 + Penalty 4258.086513 = -814944.210929 nChanged 12 SP:Iteration 24Q (25905.980000 sec): 3 clusters Score: Raw -819206.112917 + Penalty 4258.086513 = -814948.026404 nChanged 14 SP:Iteration 25Q (25906.000000 sec): 3 clusters Score: Raw -819210.570595 + Penalty 4258.086513 = -814952.484082 nChanged 8 SP:Iteration 26Q (25906.020000 sec): 3 clusters Score: Raw -819213.119804 + Penalty 4258.086513 = -814955.033291 nChanged 5 SP:Iteration 27Q (25906.030000 sec): 3 clusters Score: Raw -819215.381141 + Penalty 4258.086513 = -814957.294628 nChanged 11 SP:Iteration 28Q (25906.050000 sec): 3 clusters Score: Raw -819219.480189 + Penalty 4258.086513 = -814961.393676 nChanged 15 SP:Iteration 29Q (25906.070000 sec): 3 clusters Score: Raw -819226.212448 + Penalty 4258.086513 = -814968.125935 nChanged 14 SP:Iteration 30Q (25906.090000 sec): 3 clusters Score: Raw -819231.079419 + Penalty 4258.086513 = -814972.992907 nChanged 14 SP:Iteration 31Q (25906.110000 sec): 3 clusters Score: Raw -819235.354870 + Penalty 4258.086513 = -814977.268358 nChanged 10 SP:Iteration 32Q (25906.130000 sec): 3 clusters Score: Raw -819241.403889 + Penalty 4258.086513 = -814983.317376 nChanged 15 SP:Iteration 33Q (25906.150000 sec): 3 clusters Score: Raw -819246.917109 + Penalty 4258.086513 = -814988.830596 nChanged 7 SP:Iteration 34Q (25906.160000 sec): 3 clusters Score: Raw -819250.607519 + Penalty 4258.086513 = -814992.521006 nChanged 10 SP:Iteration 35Q (25906.180000 sec): 3 clusters Score: Raw -819254.231654 + Penalty 4258.086513 = -814996.145141 nChanged 10 SP:Iteration 36Q (25906.190000 sec): 3 clusters Score: Raw -819256.768294 + Penalty 4258.086513 = -814998.681781 nChanged 8 SP:Iteration 37Q (25906.210000 sec): 3 clusters Score: Raw -819259.443035 + Penalty 4258.086513 = -815001.356522 nChanged 6 SP:Iteration 38Q (25906.230000 sec): 3 clusters Score: Raw -819261.328716 + Penalty 4258.086513 = -815003.242203 nChanged 6 SP:Iteration 39Q (25906.250000 sec): 3 clusters Score: Raw -819262.869907 + Penalty 4258.086513 = -815004.783394 nChanged 5 SP:Iteration 40F (25906.270000 sec): 3 clusters Score: Raw -819264.509006 + Penalty 4258.086513 = -815006.422494 nChanged 7 SP:Iteration 41Q (25906.290000 sec): 3 clusters Score: Raw -819267.175810 + Penalty 4258.086513 = -815009.089298 nChanged 5 SP:Iteration 42Q (25906.310000 sec): 3 clusters Score: Raw -819268.664444 + Penalty 4258.086513 = -815010.577932 nChanged 3 SP:Iteration 43Q (25906.330000 sec): 3 clusters Score: Raw -819269.520279 + Penalty 4258.086513 = -815011.433766 nChanged 3 SP:Iteration 44Q (25906.340000 sec): 3 clusters Score: Raw -819270.316189 + Penalty 4258.086513 = -815012.229676 nChanged 2 SP:Iteration 45Q (25906.360000 sec): 3 clusters Score: Raw -819270.924305 + Penalty 4258.086513 = -815012.837792 nChanged 3 SP:Iteration 46Q (25906.380000 sec): 3 clusters Score: Raw -819272.098149 + Penalty 4258.086513 = -815014.011636 nChanged 3 SP:Iteration 47Q (25906.400000 sec): 3 clusters Score: Raw -819273.063092 + Penalty 4258.086513 = -815014.976579 nChanged 4 SP:Iteration 48Q (25906.410000 sec): 3 clusters Score: Raw -819274.586364 + Penalty 4258.086513 = -815016.499851 nChanged 4 SP:Iteration 49Q (25906.430000 sec): 3 clusters Score: Raw -819275.414712 + Penalty 4258.086513 = -815017.328199 nChanged 2 SP:Iteration 50Q (25906.450000 sec): 3 clusters Score: Raw -819276.081545 + Penalty 4258.086513 = -815017.995032 nChanged 3 SP:Iteration 51Q (25906.470000 sec): 3 clusters Score: Raw -819277.484472 + Penalty 4258.086513 = -815019.397960 nChanged 7 SP:Iteration 52Q (25906.490000 sec): 3 clusters Score: Raw -819279.452810 + Penalty 4258.086513 = -815021.366297 nChanged 6 SP:Iteration 53Q (25906.510000 sec): 3 clusters Score: Raw -819281.346274 + Penalty 4258.086513 = -815023.259762 nChanged 5 SP:Iteration 54Q (25906.520000 sec): 3 clusters Score: Raw -819282.760426 + Penalty 4258.086513 = -815024.673913 nChanged 2 SP:Iteration 55Q (25906.540000 sec): 3 clusters Score: Raw -819283.264682 + Penalty 4258.086513 = -815025.178170 nChanged 1 SP:Iteration 56Q (25906.560000 sec): 3 clusters Score: Raw -819283.647469 + Penalty 4258.086513 = -815025.560956 nChanged 0 SP:Iteration 57F (25906.580000 sec): 3 clusters Score: Raw -819283.647469 + Penalty 4258.086513 = -815025.560956 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 48. Iteration 59Q (25929.230000 sec): 49 clusters Score: Raw -204922457.888327 + Penalty 167608.999183 = -204754848.889144 nChanged 13952 Iteration 60F (26020.380000 sec): 49 clusters Score: Raw -204932062.609473 + Penalty 167608.999183 = -204764453.610290 nChanged 10608 Iteration 61Q (26041.470000 sec): 49 clusters Score: Raw -204937034.918765 + Penalty 167608.999183 = -204769425.919582 nChanged 7243 Iteration 62Q (26062.280000 sec): 49 clusters Score: Raw -204939122.549240 + Penalty 167608.999183 = -204771513.550057 nChanged 5786 Iteration 63Q (26082.990000 sec): 49 clusters Score: Raw -204940433.041862 + Penalty 167608.999183 = -204772824.042679 nChanged 4798 Iteration 64Q (26103.560000 sec): 49 clusters Score: Raw -204941271.086302 + Penalty 167608.999183 = -204773662.087119 nChanged 4005 Iteration 65Q (26124.180000 sec): 49 clusters Score: Raw -204941892.018009 + Penalty 167608.999183 = -204774283.018826 nChanged 3536 Iteration 66Q (26144.760000 sec): 49 clusters Score: Raw -204942369.707368 + Penalty 167608.999183 = -204774760.708185 nChanged 3077 Iteration 67Q (26165.250000 sec): 49 clusters Score: Raw -204942734.006108 + Penalty 167608.999183 = -204775125.006925 nChanged 2664 Iteration 68Q (26185.730000 sec): 49 clusters Score: Raw -204943057.605176 + Penalty 167608.999183 = -204775448.605993 nChanged 2391 Iteration 69Q (26206.150000 sec): 49 clusters Score: Raw -204943341.994095 + Penalty 167608.999183 = -204775732.994912 nChanged 2177 Iteration 70Q (26226.550000 sec): 49 clusters Score: Raw -204943574.229877 + Penalty 167608.999183 = -204775965.230694 nChanged 1933 Iteration 71Q (26246.940000 sec): 49 clusters Score: Raw -204943793.543339 + Penalty 167608.999183 = -204776184.544157 nChanged 1708 Iteration 72Q (26267.320000 sec): 49 clusters Score: Raw -204943984.019264 + Penalty 167608.999183 = -204776375.020081 nChanged 1577 Iteration 73Q (26287.730000 sec): 49 clusters Score: Raw -204944183.533441 + Penalty 167608.999183 = -204776574.534258 nChanged 1403 Iteration 74Q (26308.130000 sec): 49 clusters Score: Raw -204944402.217539 + Penalty 167608.999183 = -204776793.218356 nChanged 1281 Iteration 75Q (26328.520000 sec): 49 clusters Score: Raw -204944664.906757 + Penalty 167608.999183 = -204777055.907574 nChanged 1224 Iteration 76Q (26348.890000 sec): 49 clusters Score: Raw -204944953.679657 + Penalty 167608.999183 = -204777344.680474 nChanged 1155 Iteration 77Q (26369.270000 sec): 49 clusters Score: Raw -204945112.050981 + Penalty 167608.999183 = -204777503.051798 nChanged 1031 Iteration 78Q (26389.600000 sec): 49 clusters Score: Raw -204945240.092816 + Penalty 167608.999183 = -204777631.093633 nChanged 961 Iteration 79Q (26409.920000 sec): 49 clusters Score: Raw -204945355.465453 + Penalty 167608.999183 = -204777746.466270 nChanged 929 Iteration 80F (26500.970000 sec): 49 clusters Score: Raw -204947059.005130 + Penalty 167608.999183 = -204779450.005947 nChanged 1012 Iteration 81Q (26521.450000 sec): 49 clusters Score: Raw -204948709.248405 + Penalty 167608.999183 = -204781100.249223 nChanged 1040 Iteration 82Q (26541.940000 sec): 49 clusters Score: Raw -204948995.117099 + Penalty 167608.999183 = -204781386.117916 nChanged 1056 Iteration 83Q (26562.470000 sec): 49 clusters Score: Raw -204949317.649686 + Penalty 167608.999183 = -204781708.650503 nChanged 1160 Iteration 84Q (26583.040000 sec): 49 clusters Score: Raw -204949753.108046 + Penalty 167608.999183 = -204782144.108864 nChanged 1207 Iteration 85Q (26603.610000 sec): 49 clusters Score: Raw -204950314.463179 + Penalty 167608.999183 = -204782705.463996 nChanged 1332 Iteration 86Q (26624.200000 sec): 49 clusters Score: Raw -204950841.675372 + Penalty 167608.999183 = -204783232.676189 nChanged 1408 Iteration 87Q (26644.760000 sec): 49 clusters Score: Raw -204951325.339736 + Penalty 167608.999183 = -204783716.340553 nChanged 1314 Iteration 88Q (26665.320000 sec): 49 clusters Score: Raw -204951685.460531 + Penalty 167608.999183 = -204784076.461348 nChanged 1223 Iteration 89Q (26685.890000 sec): 49 clusters Score: Raw -204951981.359651 + Penalty 167608.999183 = -204784372.360468 nChanged 1124 Iteration 90Q (26706.400000 sec): 49 clusters Score: Raw -204952243.822777 + Penalty 167608.999183 = -204784634.823594 nChanged 1043 Iteration 91Q (26726.900000 sec): 49 clusters Score: Raw -204952473.843528 + Penalty 167608.999183 = -204784864.844345 nChanged 974 Iteration 92Q (26747.370000 sec): 49 clusters Score: Raw -204952692.490816 + Penalty 167608.999183 = -204785083.491633 nChanged 908 Iteration 93Q (26767.850000 sec): 49 clusters Score: Raw -204952877.073922 + Penalty 167608.999183 = -204785268.074740 nChanged 815 Iteration 94Q (26788.310000 sec): 49 clusters Score: Raw -204953035.228647 + Penalty 167608.999183 = -204785426.229464 nChanged 766 Iteration 95Q (26808.760000 sec): 49 clusters Score: Raw -204953187.808412 + Penalty 167608.999183 = -204785578.809229 nChanged 697 Iteration 96Q (26829.210000 sec): 49 clusters Score: Raw -204953334.157151 + Penalty 167608.999183 = -204785725.157968 nChanged 697 Iteration 97Q (26849.630000 sec): 49 clusters Score: Raw -204953469.693750 + Penalty 167608.999183 = -204785860.694567 nChanged 630 Iteration 98Q (26870.020000 sec): 49 clusters Score: Raw -204953582.752340 + Penalty 167608.999183 = -204785973.753157 nChanged 545 Writing temp clu file Because OldScore, -204785860.694567, is greater than current (better) Score,-204785973.753157 Compute initial score before splitting: Score: Raw -204953582.752340 + Penalty 167608.999183 = -204785973.753157 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 1 (174405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26870.900000 sec): 2 clusters Score: Raw -28216406.484041 + Penalty 2993.145594 = -28213413.338447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26871.620000 sec): 3 clusters Score: Raw -28102501.648719 + Penalty 5986.291188 = -28096515.357531 nChanged 83600 SP:Iteration 1F (26872.330000 sec): 3 clusters Score: Raw -28151175.832700 + Penalty 5986.291188 = -28145189.541512 nChanged 4916 SP:Iteration 2Q (26873.060000 sec): 3 clusters Score: Raw -28152253.240184 + Penalty 5986.291188 = -28146266.948996 nChanged 5475 SP:Iteration 3Q (26873.790000 sec): 3 clusters Score: Raw -28153696.746375 + Penalty 5986.291188 = -28147710.455186 nChanged 6437 SP:Iteration 4Q (26874.520000 sec): 3 clusters Score: Raw -28155865.706208 + Penalty 5986.291188 = -28149879.415020 nChanged 8109 SP:Iteration 5Q (26875.250000 sec): 3 clusters Score: Raw -28159443.473549 + Penalty 5986.291188 = -28153457.182361 nChanged 10585 SP:Iteration 6F (26875.960000 sec): 3 clusters Score: Raw -28165541.047803 + Penalty 5986.291188 = -28159554.756615 nChanged 13021 SP:Iteration 7F (26876.680000 sec): 3 clusters Score: Raw -28174716.774532 + Penalty 5986.291188 = -28168730.483344 nChanged 14155 SP:Iteration 8F (26877.390000 sec): 3 clusters Score: Raw -28186418.733329 + Penalty 5986.291188 = -28180432.442141 nChanged 13058 SP:Iteration 9F (26878.100000 sec): 3 clusters Score: Raw -28198265.992111 + Penalty 5986.291188 = -28192279.700923 nChanged 9653 SP:Iteration 10F (26878.810000 sec): 3 clusters Score: Raw -28207318.789286 + Penalty 5986.291188 = -28201332.498098 nChanged 5704 SP:Iteration 11Q (26879.490000 sec): 3 clusters Score: Raw -28212768.634074 + Penalty 5986.291188 = -28206782.342886 nChanged 2673 SP:Iteration 12Q (26880.100000 sec): 3 clusters Score: Raw -28215285.226572 + Penalty 5986.291188 = -28209298.935384 nChanged 941 SP:Iteration 13Q (26880.650000 sec): 3 clusters Score: Raw -28216142.568986 + Penalty 5986.291188 = -28210156.277798 nChanged 310 SP:Iteration 14Q (26881.170000 sec): 3 clusters Score: Raw -28216443.613350 + Penalty 5986.291188 = -28210457.322162 nChanged 130 SP:Iteration 15Q (26881.670000 sec): 3 clusters Score: Raw -28216583.104812 + Penalty 5986.291188 = -28210596.813624 nChanged 44 SP:Iteration 16Q (26882.170000 sec): 3 clusters Score: Raw -28216631.794089 + Penalty 5986.291188 = -28210645.502901 nChanged 30 SP:Iteration 17Q (26882.670000 sec): 3 clusters Score: Raw -28216671.083894 + Penalty 5986.291188 = -28210684.792706 nChanged 20 SP:Iteration 18Q (26883.160000 sec): 3 clusters Score: Raw -28216695.329222 + Penalty 5986.291188 = -28210709.038034 nChanged 12 SP:Iteration 19Q (26883.650000 sec): 3 clusters Score: Raw -28216710.044273 + Penalty 5986.291188 = -28210723.753084 nChanged 8 SP:Iteration 20F (26884.350000 sec): 3 clusters Score: Raw -28216717.241872 + Penalty 5986.291188 = -28210730.950684 nChanged 3 SP:Iteration 21Q (26884.850000 sec): 3 clusters Score: Raw -28216720.191732 + Penalty 5986.291188 = -28210733.900544 nChanged 1 SP:Iteration 22Q (26885.340000 sec): 3 clusters Score: Raw -28216720.834881 + Penalty 5986.291188 = -28210734.543693 nChanged 0 SP:Iteration 23F (26886.050000 sec): 3 clusters Score: Raw -28216720.834881 + Penalty 5986.291188 = -28210734.543693 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 2 (25277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26886.190000 sec): 2 clusters Score: Raw -3976527.103002 + Penalty 2514.137242 = -3974012.965759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26886.300000 sec): 3 clusters Score: Raw -3961489.342540 + Penalty 5028.274484 = -3956461.068056 nChanged 11328 SP:Iteration 1F (26886.400000 sec): 3 clusters Score: Raw -3968081.935953 + Penalty 5028.274484 = -3963053.661469 nChanged 1797 SP:Iteration 2F (26886.500000 sec): 3 clusters Score: Raw -3969276.544687 + Penalty 5028.274484 = -3964248.270203 nChanged 1970 SP:Iteration 3F (26886.600000 sec): 3 clusters Score: Raw -3970959.485196 + Penalty 5028.274484 = -3965931.210712 nChanged 2190 SP:Iteration 4F (26886.700000 sec): 3 clusters Score: Raw -3973143.789787 + Penalty 5028.274484 = -3968115.515302 nChanged 2211 SP:Iteration 5F (26886.800000 sec): 3 clusters Score: Raw -3975208.525216 + Penalty 5028.274484 = -3970180.250731 nChanged 1796 SP:Iteration 6F (26886.900000 sec): 3 clusters Score: Raw -3976615.300702 + Penalty 5028.274484 = -3971587.026218 nChanged 1307 SP:Iteration 7F (26887.000000 sec): 3 clusters Score: Raw -3977534.398368 + Penalty 5028.274484 = -3972506.123883 nChanged 925 SP:Iteration 8Q (26887.100000 sec): 3 clusters Score: Raw -3978024.044238 + Penalty 5028.274484 = -3972995.769753 nChanged 589 SP:Iteration 9Q (26887.200000 sec): 3 clusters Score: Raw -3978218.603094 + Penalty 5028.274484 = -3973190.328610 nChanged 362 SP:Iteration 10Q (26887.290000 sec): 3 clusters Score: Raw -3978302.075670 + Penalty 5028.274484 = -3973273.801186 nChanged 228 SP:Iteration 11Q (26887.390000 sec): 3 clusters Score: Raw -3978337.519131 + Penalty 5028.274484 = -3973309.244647 nChanged 156 SP:Iteration 12Q (26887.490000 sec): 3 clusters Score: Raw -3978357.912903 + Penalty 5028.274484 = -3973329.638419 nChanged 97 SP:Iteration 13Q (26887.590000 sec): 3 clusters Score: Raw -3978368.452207 + Penalty 5028.274484 = -3973340.177723 nChanged 62 SP:Iteration 14Q (26887.680000 sec): 3 clusters Score: Raw -3978375.224553 + Penalty 5028.274484 = -3973346.950069 nChanged 45 SP:Iteration 15Q (26887.780000 sec): 3 clusters Score: Raw -3978378.601130 + Penalty 5028.274484 = -3973350.326646 nChanged 36 SP:Iteration 16Q (26887.870000 sec): 3 clusters Score: Raw -3978381.282532 + Penalty 5028.274484 = -3973353.008047 nChanged 26 SP:Iteration 17Q (26887.970000 sec): 3 clusters Score: Raw -3978382.757656 + Penalty 5028.274484 = -3973354.483172 nChanged 11 SP:Iteration 18Q (26888.070000 sec): 3 clusters Score: Raw -3978383.317762 + Penalty 5028.274484 = -3973355.043277 nChanged 4 SP:Iteration 19Q (26888.160000 sec): 3 clusters Score: Raw -3978383.475515 + Penalty 5028.274484 = -3973355.201031 nChanged 1 SP:Iteration 20F (26888.260000 sec): 3 clusters Score: Raw -3978383.506630 + Penalty 5028.274484 = -3973355.232146 nChanged 3 SP:Iteration 21Q (26888.360000 sec): 3 clusters Score: Raw -3978383.639787 + Penalty 5028.274484 = -3973355.365302 nChanged 2 SP:Iteration 22Q (26888.450000 sec): 3 clusters Score: Raw -3978383.696046 + Penalty 5028.274484 = -3973355.421562 nChanged 0 SP:Iteration 23F (26888.550000 sec): 3 clusters Score: Raw -3978383.696046 + Penalty 5028.274484 = -3973355.421562 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 3 (785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26888.570000 sec): 2 clusters Score: Raw -123818.680548 + Penalty 1653.089562 = -122165.590986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26888.570000 sec): 3 clusters Score: Raw -123723.899552 + Penalty 3306.179124 = -120417.720428 nChanged 162 SP:Iteration 1F (26888.580000 sec): 3 clusters Score: Raw -123959.064201 + Penalty 3306.179124 = -120652.885077 nChanged 45 SP:Iteration 2F (26888.580000 sec): 3 clusters Score: Raw -124050.220905 + Penalty 3306.179124 = -120744.041781 nChanged 25 SP:Iteration 3Q (26888.590000 sec): 3 clusters Score: Raw -124091.343745 + Penalty 3306.179124 = -120785.164621 nChanged 18 SP:Iteration 4Q (26888.590000 sec): 3 clusters Score: Raw -124125.731067 + Penalty 3306.179124 = -120819.551943 nChanged 10 SP:Iteration 5Q (26888.590000 sec): 3 clusters Score: Raw -124151.418775 + Penalty 3306.179124 = -120845.239651 nChanged 7 SP:Iteration 6Q (26888.590000 sec): 3 clusters Score: Raw -124162.253952 + Penalty 3306.179124 = -120856.074828 nChanged 1 SP:Iteration 7Q (26888.600000 sec): 3 clusters Score: Raw -124162.748035 + Penalty 3306.179124 = -120856.568910 nChanged 0 SP:Iteration 8F (26888.600000 sec): 3 clusters Score: Raw -124162.748035 + Penalty 3306.179124 = -120856.568910 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 4 (6497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26888.630000 sec): 2 clusters Score: Raw -1006261.960300 + Penalty 2177.215761 = -1004084.744539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26888.650000 sec): 3 clusters Score: Raw -1003035.348856 + Penalty 4354.431522 = -998680.917333 nChanged 2573 SP:Iteration 1F (26888.680000 sec): 3 clusters Score: Raw -1004494.291784 + Penalty 4354.431522 = -1000139.860262 nChanged 485 SP:Iteration 2F (26888.710000 sec): 3 clusters Score: Raw -1004824.948272 + Penalty 4354.431522 = -1000470.516749 nChanged 396 SP:Iteration 3F (26888.730000 sec): 3 clusters Score: Raw -1005080.565713 + Penalty 4354.431522 = -1000726.134190 nChanged 344 SP:Iteration 4F (26888.750000 sec): 3 clusters Score: Raw -1005314.631512 + Penalty 4354.431522 = -1000960.199990 nChanged 317 SP:Iteration 5Q (26888.780000 sec): 3 clusters Score: Raw -1005553.617001 + Penalty 4354.431522 = -1001199.185478 nChanged 319 SP:Iteration 6Q (26888.810000 sec): 3 clusters Score: Raw -1005806.025333 + Penalty 4354.431522 = -1001451.593811 nChanged 320 SP:Iteration 7Q (26888.830000 sec): 3 clusters Score: Raw -1006087.788074 + Penalty 4354.431522 = -1001733.356552 nChanged 315 SP:Iteration 8Q (26888.860000 sec): 3 clusters Score: Raw -1006379.270089 + Penalty 4354.431522 = -1002024.838567 nChanged 279 SP:Iteration 9Q (26888.880000 sec): 3 clusters Score: Raw -1006613.146558 + Penalty 4354.431522 = -1002258.715036 nChanged 235 SP:Iteration 10Q (26888.910000 sec): 3 clusters Score: Raw -1006798.644420 + Penalty 4354.431522 = -1002444.212897 nChanged 176 SP:Iteration 11Q (26888.930000 sec): 3 clusters Score: Raw -1006939.805651 + Penalty 4354.431522 = -1002585.374129 nChanged 153 SP:Iteration 12Q (26888.960000 sec): 3 clusters Score: Raw -1007052.624161 + Penalty 4354.431522 = -1002698.192639 nChanged 139 SP:Iteration 13Q (26888.980000 sec): 3 clusters Score: Raw -1007138.534315 + Penalty 4354.431522 = -1002784.102792 nChanged 104 SP:Iteration 14Q (26889.000000 sec): 3 clusters Score: Raw -1007200.651894 + Penalty 4354.431522 = -1002846.220372 nChanged 79 SP:Iteration 15Q (26889.030000 sec): 3 clusters Score: Raw -1007253.002737 + Penalty 4354.431522 = -1002898.571215 nChanged 86 SP:Iteration 16Q (26889.050000 sec): 3 clusters Score: Raw -1007306.200752 + Penalty 4354.431522 = -1002951.769230 nChanged 54 SP:Iteration 17Q (26889.070000 sec): 3 clusters Score: Raw -1007334.182740 + Penalty 4354.431522 = -1002979.751218 nChanged 38 SP:Iteration 18Q (26889.100000 sec): 3 clusters Score: Raw -1007351.043001 + Penalty 4354.431522 = -1002996.611479 nChanged 38 SP:Iteration 19Q (26889.120000 sec): 3 clusters Score: Raw -1007369.647269 + Penalty 4354.431522 = -1003015.215747 nChanged 37 SP:Iteration 20F (26889.150000 sec): 3 clusters Score: Raw -1007388.251908 + Penalty 4354.431522 = -1003033.820386 nChanged 24 SP:Iteration 21Q (26889.170000 sec): 3 clusters Score: Raw -1007397.027839 + Penalty 4354.431522 = -1003042.596317 nChanged 15 SP:Iteration 22Q (26889.190000 sec): 3 clusters Score: Raw -1007402.710905 + Penalty 4354.431522 = -1003048.279383 nChanged 11 SP:Iteration 23Q (26889.210000 sec): 3 clusters Score: Raw -1007406.007424 + Penalty 4354.431522 = -1003051.575902 nChanged 9 SP:Iteration 24Q (26889.230000 sec): 3 clusters Score: Raw -1007408.661636 + Penalty 4354.431522 = -1003054.230114 nChanged 9 SP:Iteration 25Q (26889.260000 sec): 3 clusters Score: Raw -1007411.817103 + Penalty 4354.431522 = -1003057.385580 nChanged 7 SP:Iteration 26Q (26889.280000 sec): 3 clusters Score: Raw -1007414.592251 + Penalty 4354.431522 = -1003060.160729 nChanged 6 SP:Iteration 27Q (26889.300000 sec): 3 clusters Score: Raw -1007416.644780 + Penalty 4354.431522 = -1003062.213258 nChanged 4 SP:Iteration 28Q (26889.330000 sec): 3 clusters Score: Raw -1007417.861379 + Penalty 4354.431522 = -1003063.429857 nChanged 4 SP:Iteration 29Q (26889.350000 sec): 3 clusters Score: Raw -1007418.940284 + Penalty 4354.431522 = -1003064.508762 nChanged 0 SP:Iteration 30F (26889.370000 sec): 3 clusters Score: Raw -1007418.940284 + Penalty 4354.431522 = -1003064.508762 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 5 (420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26889.380000 sec): 2 clusters Score: Raw -68794.323237 + Penalty 1497.983168 = -67296.340068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26889.380000 sec): 3 clusters Score: Raw -68951.635964 + Penalty 2995.966337 = -65955.669627 nChanged 85 SP:Iteration 1F (26889.380000 sec): 3 clusters Score: Raw -69198.088033 + Penalty 2995.966337 = -66202.121696 nChanged 33 SP:Iteration 2F (26889.390000 sec): 3 clusters Score: Raw -69296.151218 + Penalty 2995.966337 = -66300.184881 nChanged 17 SP:Iteration 3Q (26889.390000 sec): 3 clusters Score: Raw -69359.087964 + Penalty 2995.966337 = -66363.121627 nChanged 10 SP:Iteration 4Q (26889.390000 sec): 3 clusters Score: Raw -69456.146533 + Penalty 2995.966337 = -66460.180197 nChanged 10 SP:Iteration 5Q (26889.390000 sec): 3 clusters Score: Raw -69497.909315 + Penalty 2995.966337 = -66501.942978 nChanged 4 SP:Iteration 6Q (26889.390000 sec): 3 clusters Score: Raw -69506.945926 + Penalty 2995.966337 = -66510.979590 nChanged 4 SP:Iteration 7Q (26889.390000 sec): 3 clusters Score: Raw -69520.747747 + Penalty 2995.966337 = -66524.781410 nChanged 4 SP:Iteration 8Q (26889.390000 sec): 3 clusters Score: Raw -69552.889251 + Penalty 2995.966337 = -66556.922915 nChanged 3 SP:Iteration 9Q (26889.400000 sec): 3 clusters Score: Raw -69560.229059 + Penalty 2995.966337 = -66564.262722 nChanged 3 SP:Iteration 10Q (26889.400000 sec): 3 clusters Score: Raw -69567.700958 + Penalty 2995.966337 = -66571.734621 nChanged 3 SP:Iteration 11Q (26889.400000 sec): 3 clusters Score: Raw -69580.156769 + Penalty 2995.966337 = -66584.190432 nChanged 0 SP:Iteration 12F (26889.400000 sec): 3 clusters Score: Raw -69580.156769 + Penalty 2995.966337 = -66584.190432 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 6 (1139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26889.410000 sec): 2 clusters Score: Raw -169477.202703 + Penalty 1745.400679 = -167731.802024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26889.410000 sec): 3 clusters Score: Raw -169225.838325 + Penalty 3490.801358 = -165735.036967 nChanged 299 SP:Iteration 1F (26889.420000 sec): 3 clusters Score: Raw -169591.079216 + Penalty 3490.801358 = -166100.277858 nChanged 80 SP:Iteration 2F (26889.420000 sec): 3 clusters Score: Raw -169718.164039 + Penalty 3490.801358 = -166227.362682 nChanged 48 SP:Iteration 3Q (26889.430000 sec): 3 clusters Score: Raw -169817.095171 + Penalty 3490.801358 = -166326.293813 nChanged 51 SP:Iteration 4Q (26889.430000 sec): 3 clusters Score: Raw -169932.876185 + Penalty 3490.801358 = -166442.074827 nChanged 58 SP:Iteration 5F (26889.440000 sec): 3 clusters Score: Raw -170101.705711 + Penalty 3490.801358 = -166610.904353 nChanged 69 SP:Iteration 6F (26889.440000 sec): 3 clusters Score: Raw -170363.404666 + Penalty 3490.801358 = -166872.603308 nChanged 84 SP:Iteration 7F (26889.450000 sec): 3 clusters Score: Raw -170736.812511 + Penalty 3490.801358 = -167246.011153 nChanged 78 SP:Iteration 8F (26889.450000 sec): 3 clusters Score: Raw -171126.379592 + Penalty 3490.801358 = -167635.578234 nChanged 59 SP:Iteration 9F (26889.450000 sec): 3 clusters Score: Raw -171350.375887 + Penalty 3490.801358 = -167859.574529 nChanged 32 SP:Iteration 10Q (26889.460000 sec): 3 clusters Score: Raw -171496.960532 + Penalty 3490.801358 = -168006.159174 nChanged 21 SP:Iteration 11Q (26889.460000 sec): 3 clusters Score: Raw -171595.891972 + Penalty 3490.801358 = -168105.090614 nChanged 15 SP:Iteration 12Q (26889.470000 sec): 3 clusters Score: Raw -171654.009571 + Penalty 3490.801358 = -168163.208214 nChanged 14 SP:Iteration 13Q (26889.470000 sec): 3 clusters Score: Raw -171708.036037 + Penalty 3490.801358 = -168217.234680 nChanged 14 SP:Iteration 14Q (26889.470000 sec): 3 clusters Score: Raw -171768.970567 + Penalty 3490.801358 = -168278.169209 nChanged 14 SP:Iteration 15Q (26889.470000 sec): 3 clusters Score: Raw -171841.034808 + Penalty 3490.801358 = -168350.233450 nChanged 10 SP:Iteration 16Q (26889.480000 sec): 3 clusters Score: Raw -171886.035127 + Penalty 3490.801358 = -168395.233769 nChanged 11 SP:Iteration 17Q (26889.480000 sec): 3 clusters Score: Raw -171918.352404 + Penalty 3490.801358 = -168427.551046 nChanged 5 SP:Iteration 18Q (26889.490000 sec): 3 clusters Score: Raw -171932.860636 + Penalty 3490.801358 = -168442.059278 nChanged 2 SP:Iteration 19Q (26889.490000 sec): 3 clusters Score: Raw -171936.318329 + Penalty 3490.801358 = -168445.516971 nChanged 0 SP:Iteration 20F (26889.490000 sec): 3 clusters Score: Raw -171936.318329 + Penalty 3490.801358 = -168445.516971 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 49. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 7 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26889.510000 sec): 2 clusters Score: Raw -34917.397418 + Penalty 1429.767393 = -33487.630024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26889.510000 sec): 3 clusters Score: Raw -35510.584326 + Penalty 2859.534787 = -32651.049539 nChanged 88 SP:Iteration 1F (26889.510000 sec): 3 clusters Score: Raw -36034.142640 + Penalty 2859.534787 = -33174.607853 nChanged 18 SP:Iteration 2F (26889.510000 sec): 3 clusters Score: Raw -36218.293810 + Penalty 2859.534787 = -33358.759023 nChanged 14 SP:Iteration 3Q (26889.510000 sec): 3 clusters Score: Raw -36478.612473 + Penalty 2859.534787 = -33619.077687 nChanged 6 SP:Iteration 4Q (26889.510000 sec): 3 clusters Score: Raw -36733.528251 + Penalty 2859.534787 = -33873.993464 nChanged 0 SP:Iteration 5F (26889.510000 sec): 3 clusters Score: Raw -36733.528251 + Penalty 2859.534787 = -33873.993464 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 50. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 8 (33704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26889.650000 sec): 2 clusters Score: Raw -5473641.313058 + Penalty 2585.492207 = -5471055.820851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26889.780000 sec): 3 clusters Score: Raw -5453349.319006 + Penalty 5170.984415 = -5448178.334591 nChanged 15332 SP:Iteration 1F (26889.920000 sec): 3 clusters Score: Raw -5461893.783242 + Penalty 5170.984415 = -5456722.798827 nChanged 1703 SP:Iteration 2F (26890.050000 sec): 3 clusters Score: Raw -5462539.559915 + Penalty 5170.984415 = -5457368.575500 nChanged 1640 SP:Iteration 3Q (26890.190000 sec): 3 clusters Score: Raw -5463169.611457 + Penalty 5170.984415 = -5457998.627042 nChanged 1523 SP:Iteration 4Q (26890.330000 sec): 3 clusters Score: Raw -5463766.201765 + Penalty 5170.984415 = -5458595.217350 nChanged 1448 SP:Iteration 5Q (26890.460000 sec): 3 clusters Score: Raw -5464308.263011 + Penalty 5170.984415 = -5459137.278596 nChanged 1373 SP:Iteration 6Q (26890.590000 sec): 3 clusters Score: Raw -5464793.634869 + Penalty 5170.984415 = -5459622.650455 nChanged 1241 SP:Iteration 7Q (26890.730000 sec): 3 clusters Score: Raw -5465264.098292 + Penalty 5170.984415 = -5460093.113877 nChanged 1274 SP:Iteration 8Q (26890.870000 sec): 3 clusters Score: Raw -5465757.305775 + Penalty 5170.984415 = -5460586.321360 nChanged 1266 SP:Iteration 9Q (26891.000000 sec): 3 clusters Score: Raw -5466284.565477 + Penalty 5170.984415 = -5461113.581062 nChanged 1288 SP:Iteration 10Q (26891.140000 sec): 3 clusters Score: Raw -5466830.888402 + Penalty 5170.984415 = -5461659.903987 nChanged 1258 SP:Iteration 11Q (26891.280000 sec): 3 clusters Score: Raw -5467366.831162 + Penalty 5170.984415 = -5462195.846748 nChanged 1149 SP:Iteration 12Q (26891.410000 sec): 3 clusters Score: Raw -5467874.969895 + Penalty 5170.984415 = -5462703.985480 nChanged 1096 SP:Iteration 13Q (26891.550000 sec): 3 clusters Score: Raw -5468354.784830 + Penalty 5170.984415 = -5463183.800415 nChanged 1082 SP:Iteration 14Q (26891.680000 sec): 3 clusters Score: Raw -5468830.786769 + Penalty 5170.984415 = -5463659.802354 nChanged 1024 SP:Iteration 15Q (26891.810000 sec): 3 clusters Score: Raw -5469336.412004 + Penalty 5170.984415 = -5464165.427589 nChanged 1073 SP:Iteration 16Q (26891.950000 sec): 3 clusters Score: Raw -5469878.163394 + Penalty 5170.984415 = -5464707.178979 nChanged 1109 SP:Iteration 17Q (26892.080000 sec): 3 clusters Score: Raw -5470482.928577 + Penalty 5170.984415 = -5465311.944162 nChanged 1164 SP:Iteration 18Q (26892.210000 sec): 3 clusters Score: Raw -5471107.200558 + Penalty 5170.984415 = -5465936.216143 nChanged 1108 SP:Iteration 19Q (26892.330000 sec): 3 clusters Score: Raw -5471648.899912 + Penalty 5170.984415 = -5466477.915498 nChanged 980 SP:Iteration 20F (26892.470000 sec): 3 clusters Score: Raw -5472131.087212 + Penalty 5170.984415 = -5466960.102798 nChanged 900 SP:Iteration 21Q (26892.590000 sec): 3 clusters Score: Raw -5472545.847914 + Penalty 5170.984415 = -5467374.863499 nChanged 784 SP:Iteration 22Q (26892.710000 sec): 3 clusters Score: Raw -5472894.569316 + Penalty 5170.984415 = -5467723.584901 nChanged 676 SP:Iteration 23Q (26892.830000 sec): 3 clusters Score: Raw -5473195.515174 + Penalty 5170.984415 = -5468024.530760 nChanged 579 SP:Iteration 24Q (26892.940000 sec): 3 clusters Score: Raw -5473454.950590 + Penalty 5170.984415 = -5468283.966176 nChanged 470 SP:Iteration 25Q (26893.050000 sec): 3 clusters Score: Raw -5473656.250589 + Penalty 5170.984415 = -5468485.266174 nChanged 376 SP:Iteration 26Q (26893.160000 sec): 3 clusters Score: Raw -5473832.363874 + Penalty 5170.984415 = -5468661.379460 nChanged 283 SP:Iteration 27Q (26893.270000 sec): 3 clusters Score: Raw -5473952.844164 + Penalty 5170.984415 = -5468781.859750 nChanged 239 SP:Iteration 28Q (26893.380000 sec): 3 clusters Score: Raw -5474053.399259 + Penalty 5170.984415 = -5468882.414844 nChanged 177 SP:Iteration 29Q (26893.490000 sec): 3 clusters Score: Raw -5474123.340042 + Penalty 5170.984415 = -5468952.355628 nChanged 133 SP:Iteration 30Q (26893.590000 sec): 3 clusters Score: Raw -5474171.223385 + Penalty 5170.984415 = -5469000.238971 nChanged 105 SP:Iteration 31Q (26893.700000 sec): 3 clusters Score: Raw -5474206.610780 + Penalty 5170.984415 = -5469035.626366 nChanged 73 SP:Iteration 32Q (26893.800000 sec): 3 clusters Score: Raw -5474231.034502 + Penalty 5170.984415 = -5469060.050088 nChanged 63 SP:Iteration 33Q (26893.910000 sec): 3 clusters Score: Raw -5474253.556816 + Penalty 5170.984415 = -5469082.572402 nChanged 64 SP:Iteration 34Q (26894.010000 sec): 3 clusters Score: Raw -5474273.563418 + Penalty 5170.984415 = -5469102.579004 nChanged 58 SP:Iteration 35Q (26894.110000 sec): 3 clusters Score: Raw -5474291.112636 + Penalty 5170.984415 = -5469120.128221 nChanged 37 SP:Iteration 36Q (26894.220000 sec): 3 clusters Score: Raw -5474303.458809 + Penalty 5170.984415 = -5469132.474395 nChanged 36 SP:Iteration 37Q (26894.320000 sec): 3 clusters Score: Raw -5474314.979600 + Penalty 5170.984415 = -5469143.995185 nChanged 34 SP:Iteration 38Q (26894.420000 sec): 3 clusters Score: Raw -5474324.588419 + Penalty 5170.984415 = -5469153.604004 nChanged 21 SP:Iteration 39Q (26894.520000 sec): 3 clusters Score: Raw -5474330.086584 + Penalty 5170.984415 = -5469159.102170 nChanged 21 SP:Iteration 40F (26894.660000 sec): 3 clusters Score: Raw -5474335.129424 + Penalty 5170.984415 = -5469164.145010 nChanged 19 SP:Iteration 41Q (26894.760000 sec): 3 clusters Score: Raw -5474340.635301 + Penalty 5170.984415 = -5469169.650886 nChanged 19 SP:Iteration 42Q (26894.860000 sec): 3 clusters Score: Raw -5474345.578773 + Penalty 5170.984415 = -5469174.594359 nChanged 17 SP:Iteration 43Q (26894.970000 sec): 3 clusters Score: Raw -5474349.850672 + Penalty 5170.984415 = -5469178.866257 nChanged 15 SP:Iteration 44Q (26895.070000 sec): 3 clusters Score: Raw -5474353.546175 + Penalty 5170.984415 = -5469182.561760 nChanged 11 SP:Iteration 45Q (26895.170000 sec): 3 clusters Score: Raw -5474356.322254 + Penalty 5170.984415 = -5469185.337839 nChanged 8 SP:Iteration 46Q (26895.270000 sec): 3 clusters Score: Raw -5474359.283765 + Penalty 5170.984415 = -5469188.299350 nChanged 10 SP:Iteration 47Q (26895.370000 sec): 3 clusters Score: Raw -5474361.880781 + Penalty 5170.984415 = -5469190.896367 nChanged 6 SP:Iteration 48Q (26895.470000 sec): 3 clusters Score: Raw -5474363.821809 + Penalty 5170.984415 = -5469192.837395 nChanged 6 SP:Iteration 49Q (26895.580000 sec): 3 clusters Score: Raw -5474366.787311 + Penalty 5170.984415 = -5469195.802897 nChanged 7 SP:Iteration 50Q (26895.680000 sec): 3 clusters Score: Raw -5474369.486662 + Penalty 5170.984415 = -5469198.502248 nChanged 9 SP:Iteration 51Q (26895.780000 sec): 3 clusters Score: Raw -5474372.093726 + Penalty 5170.984415 = -5469201.109311 nChanged 3 SP:Iteration 52Q (26895.880000 sec): 3 clusters Score: Raw -5474372.627965 + Penalty 5170.984415 = -5469201.643550 nChanged 0 SP:Iteration 53F (26896.010000 sec): 3 clusters Score: Raw -5474372.627965 + Penalty 5170.984415 = -5469201.643550 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 9 (552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26896.030000 sec): 2 clusters Score: Raw -86424.685178 + Penalty 1565.759915 = -84858.925262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26896.030000 sec): 3 clusters Score: Raw -86419.724758 + Penalty 3131.519831 = -83288.204927 nChanged 100 SP:Iteration 1F (26896.040000 sec): 3 clusters Score: Raw -86584.101972 + Penalty 3131.519831 = -83452.582141 nChanged 33 SP:Iteration 2F (26896.040000 sec): 3 clusters Score: Raw -86671.331449 + Penalty 3131.519831 = -83539.811618 nChanged 11 SP:Iteration 3Q (26896.040000 sec): 3 clusters Score: Raw -86710.151102 + Penalty 3131.519831 = -83578.631272 nChanged 15 SP:Iteration 4Q (26896.040000 sec): 3 clusters Score: Raw -86806.224119 + Penalty 3131.519831 = -83674.704288 nChanged 14 SP:Iteration 5Q (26896.050000 sec): 3 clusters Score: Raw -86973.638798 + Penalty 3131.519831 = -83842.118967 nChanged 20 SP:Iteration 6Q (26896.050000 sec): 3 clusters Score: Raw -87004.102057 + Penalty 3131.519831 = -83872.582226 nChanged 11 SP:Iteration 7Q (26896.050000 sec): 3 clusters Score: Raw -87025.404124 + Penalty 3131.519831 = -83893.884294 nChanged 12 SP:Iteration 8Q (26896.050000 sec): 3 clusters Score: Raw -87049.309443 + Penalty 3131.519831 = -83917.789612 nChanged 8 SP:Iteration 9Q (26896.050000 sec): 3 clusters Score: Raw -87064.349390 + Penalty 3131.519831 = -83932.829559 nChanged 0 SP:Iteration 10F (26896.060000 sec): 3 clusters Score: Raw -87064.349390 + Penalty 3131.519831 = -83932.829559 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 10 (7894 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26896.090000 sec): 2 clusters Score: Raw -1224722.395113 + Penalty 2225.516848 = -1222496.878265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26896.120000 sec): 3 clusters Score: Raw -1220588.845653 + Penalty 4451.033695 = -1216137.811958 nChanged 3250 SP:Iteration 1F (26896.150000 sec): 3 clusters Score: Raw -1222499.645614 + Penalty 4451.033695 = -1218048.611919 nChanged 694 SP:Iteration 2F (26896.180000 sec): 3 clusters Score: Raw -1223081.833577 + Penalty 4451.033695 = -1218630.799882 nChanged 588 SP:Iteration 3F (26896.210000 sec): 3 clusters Score: Raw -1223613.354070 + Penalty 4451.033695 = -1219162.320375 nChanged 554 SP:Iteration 4F (26896.250000 sec): 3 clusters Score: Raw -1224195.094269 + Penalty 4451.033695 = -1219744.060574 nChanged 563 SP:Iteration 5F (26896.280000 sec): 3 clusters Score: Raw -1224866.675074 + Penalty 4451.033695 = -1220415.641379 nChanged 559 SP:Iteration 6F (26896.310000 sec): 3 clusters Score: Raw -1225569.995881 + Penalty 4451.033695 = -1221118.962186 nChanged 477 SP:Iteration 7F (26896.340000 sec): 3 clusters Score: Raw -1226236.841161 + Penalty 4451.033695 = -1221785.807466 nChanged 388 SP:Iteration 8Q (26896.370000 sec): 3 clusters Score: Raw -1226738.303162 + Penalty 4451.033695 = -1222287.269467 nChanged 271 SP:Iteration 9Q (26896.390000 sec): 3 clusters Score: Raw -1226971.183850 + Penalty 4451.033695 = -1222520.150155 nChanged 142 SP:Iteration 10Q (26896.420000 sec): 3 clusters Score: Raw -1227058.999070 + Penalty 4451.033695 = -1222607.965375 nChanged 84 SP:Iteration 11Q (26896.450000 sec): 3 clusters Score: Raw -1227107.358179 + Penalty 4451.033695 = -1222656.324484 nChanged 59 SP:Iteration 12Q (26896.470000 sec): 3 clusters Score: Raw -1227141.624154 + Penalty 4451.033695 = -1222690.590459 nChanged 42 SP:Iteration 13Q (26896.500000 sec): 3 clusters Score: Raw -1227161.960156 + Penalty 4451.033695 = -1222710.926461 nChanged 29 SP:Iteration 14Q (26896.530000 sec): 3 clusters Score: Raw -1227178.013548 + Penalty 4451.033695 = -1222726.979852 nChanged 25 SP:Iteration 15Q (26896.550000 sec): 3 clusters Score: Raw -1227188.964132 + Penalty 4451.033695 = -1222737.930437 nChanged 21 SP:Iteration 16Q (26896.580000 sec): 3 clusters Score: Raw -1227197.791322 + Penalty 4451.033695 = -1222746.757627 nChanged 26 SP:Iteration 17Q (26896.610000 sec): 3 clusters Score: Raw -1227207.550280 + Penalty 4451.033695 = -1222756.516585 nChanged 24 SP:Iteration 18Q (26896.630000 sec): 3 clusters Score: Raw -1227216.815990 + Penalty 4451.033695 = -1222765.782295 nChanged 21 SP:Iteration 19Q (26896.650000 sec): 3 clusters Score: Raw -1227224.156521 + Penalty 4451.033695 = -1222773.122826 nChanged 25 SP:Iteration 20F (26896.690000 sec): 3 clusters Score: Raw -1227233.452218 + Penalty 4451.033695 = -1222782.418523 nChanged 26 SP:Iteration 21Q (26896.710000 sec): 3 clusters Score: Raw -1227244.337031 + Penalty 4451.033695 = -1222793.303336 nChanged 25 SP:Iteration 22Q (26896.740000 sec): 3 clusters Score: Raw -1227257.305938 + Penalty 4451.033695 = -1222806.272243 nChanged 35 SP:Iteration 23Q (26896.760000 sec): 3 clusters Score: Raw -1227279.734315 + Penalty 4451.033695 = -1222828.700620 nChanged 39 SP:Iteration 24Q (26896.790000 sec): 3 clusters Score: Raw -1227301.990619 + Penalty 4451.033695 = -1222850.956923 nChanged 43 SP:Iteration 25Q (26896.810000 sec): 3 clusters Score: Raw -1227326.797863 + Penalty 4451.033695 = -1222875.764168 nChanged 42 SP:Iteration 26Q (26896.840000 sec): 3 clusters Score: Raw -1227345.098827 + Penalty 4451.033695 = -1222894.065132 nChanged 37 SP:Iteration 27Q (26896.870000 sec): 3 clusters Score: Raw -1227360.000535 + Penalty 4451.033695 = -1222908.966840 nChanged 31 SP:Iteration 28Q (26896.890000 sec): 3 clusters Score: Raw -1227374.527468 + Penalty 4451.033695 = -1222923.493773 nChanged 31 SP:Iteration 29Q (26896.910000 sec): 3 clusters Score: Raw -1227385.595242 + Penalty 4451.033695 = -1222934.561547 nChanged 25 SP:Iteration 30Q (26896.940000 sec): 3 clusters Score: Raw -1227393.578102 + Penalty 4451.033695 = -1222942.544407 nChanged 24 SP:Iteration 31Q (26896.960000 sec): 3 clusters Score: Raw -1227401.847273 + Penalty 4451.033695 = -1222950.813577 nChanged 23 SP:Iteration 32Q (26896.990000 sec): 3 clusters Score: Raw -1227407.644879 + Penalty 4451.033695 = -1222956.611184 nChanged 18 SP:Iteration 33Q (26897.020000 sec): 3 clusters Score: Raw -1227412.767557 + Penalty 4451.033695 = -1222961.733861 nChanged 16 SP:Iteration 34Q (26897.040000 sec): 3 clusters Score: Raw -1227418.357214 + Penalty 4451.033695 = -1222967.323519 nChanged 19 SP:Iteration 35Q (26897.060000 sec): 3 clusters Score: Raw -1227424.265304 + Penalty 4451.033695 = -1222973.231609 nChanged 14 SP:Iteration 36Q (26897.090000 sec): 3 clusters Score: Raw -1227428.609953 + Penalty 4451.033695 = -1222977.576258 nChanged 11 SP:Iteration 37Q (26897.110000 sec): 3 clusters Score: Raw -1227431.373289 + Penalty 4451.033695 = -1222980.339593 nChanged 10 SP:Iteration 38Q (26897.140000 sec): 3 clusters Score: Raw -1227433.825581 + Penalty 4451.033695 = -1222982.791886 nChanged 8 SP:Iteration 39Q (26897.170000 sec): 3 clusters Score: Raw -1227435.744472 + Penalty 4451.033695 = -1222984.710776 nChanged 5 SP:Iteration 40F (26897.190000 sec): 3 clusters Score: Raw -1227436.474351 + Penalty 4451.033695 = -1222985.440656 nChanged 3 SP:Iteration 41Q (26897.220000 sec): 3 clusters Score: Raw -1227437.023899 + Penalty 4451.033695 = -1222985.990204 nChanged 2 SP:Iteration 42Q (26897.250000 sec): 3 clusters Score: Raw -1227437.307170 + Penalty 4451.033695 = -1222986.273475 nChanged 1 SP:Iteration 43Q (26897.270000 sec): 3 clusters Score: Raw -1227437.452062 + Penalty 4451.033695 = -1222986.418367 nChanged 2 SP:Iteration 44Q (26897.290000 sec): 3 clusters Score: Raw -1227437.881984 + Penalty 4451.033695 = -1222986.848289 nChanged 1 SP:Iteration 45Q (26897.320000 sec): 3 clusters Score: Raw -1227438.105132 + Penalty 4451.033695 = -1222987.071437 nChanged 0 SP:Iteration 46F (26897.350000 sec): 3 clusters Score: Raw -1227438.105132 + Penalty 4451.033695 = -1222987.071437 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 51. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 11 (105638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26897.750000 sec): 2 clusters Score: Raw -16149129.703542 + Penalty 2868.807812 = -16146260.895730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26898.180000 sec): 3 clusters Score: Raw -16081573.857037 + Penalty 5737.615623 = -16075836.241414 nChanged 49879 SP:Iteration 1F (26898.610000 sec): 3 clusters Score: Raw -16110340.699878 + Penalty 5737.615623 = -16104603.084255 nChanged 3912 SP:Iteration 2Q (26899.050000 sec): 3 clusters Score: Raw -16111541.629300 + Penalty 5737.615623 = -16105804.013677 nChanged 4443 SP:Iteration 3Q (26899.490000 sec): 3 clusters Score: Raw -16113285.780550 + Penalty 5737.615623 = -16107548.164926 nChanged 5511 SP:Iteration 4F (26899.920000 sec): 3 clusters Score: Raw -16116135.398561 + Penalty 5737.615623 = -16110397.782938 nChanged 6878 SP:Iteration 5F (26900.350000 sec): 3 clusters Score: Raw -16120663.265508 + Penalty 5737.615623 = -16114925.649884 nChanged 7931 SP:Iteration 6F (26900.780000 sec): 3 clusters Score: Raw -16126578.109931 + Penalty 5737.615623 = -16120840.494308 nChanged 7640 SP:Iteration 7F (26901.210000 sec): 3 clusters Score: Raw -16132113.124113 + Penalty 5737.615623 = -16126375.508489 nChanged 6238 SP:Iteration 8F (26901.640000 sec): 3 clusters Score: Raw -16136171.488397 + Penalty 5737.615623 = -16130433.872774 nChanged 4741 SP:Iteration 9Q (26902.080000 sec): 3 clusters Score: Raw -16138991.061137 + Penalty 5737.615623 = -16133253.445514 nChanged 3595 SP:Iteration 10Q (26902.510000 sec): 3 clusters Score: Raw -16141052.365848 + Penalty 5737.615623 = -16135314.750225 nChanged 2986 SP:Iteration 11Q (26902.930000 sec): 3 clusters Score: Raw -16142746.448324 + Penalty 5737.615623 = -16137008.832701 nChanged 2483 SP:Iteration 12Q (26903.350000 sec): 3 clusters Score: Raw -16144133.032535 + Penalty 5737.615623 = -16138395.416912 nChanged 2109 SP:Iteration 13Q (26903.760000 sec): 3 clusters Score: Raw -16145285.733316 + Penalty 5737.615623 = -16139548.117692 nChanged 1812 SP:Iteration 14Q (26904.150000 sec): 3 clusters Score: Raw -16146268.578527 + Penalty 5737.615623 = -16140530.962903 nChanged 1499 SP:Iteration 15Q (26904.530000 sec): 3 clusters Score: Raw -16147064.420798 + Penalty 5737.615623 = -16141326.805175 nChanged 1242 SP:Iteration 16Q (26904.910000 sec): 3 clusters Score: Raw -16147733.026392 + Penalty 5737.615623 = -16141995.410769 nChanged 1019 SP:Iteration 17Q (26905.270000 sec): 3 clusters Score: Raw -16148295.324276 + Penalty 5737.615623 = -16142557.708652 nChanged 850 SP:Iteration 18Q (26905.610000 sec): 3 clusters Score: Raw -16148764.937600 + Penalty 5737.615623 = -16143027.321977 nChanged 627 SP:Iteration 19Q (26905.960000 sec): 3 clusters Score: Raw -16149122.355246 + Penalty 5737.615623 = -16143384.739623 nChanged 480 SP:Iteration 20F (26906.390000 sec): 3 clusters Score: Raw -16149385.056022 + Penalty 5737.615623 = -16143647.440399 nChanged 376 SP:Iteration 21Q (26906.710000 sec): 3 clusters Score: Raw -16149595.039338 + Penalty 5737.615623 = -16143857.423715 nChanged 270 SP:Iteration 22Q (26907.040000 sec): 3 clusters Score: Raw -16149744.807582 + Penalty 5737.615623 = -16144007.191958 nChanged 177 SP:Iteration 23Q (26907.370000 sec): 3 clusters Score: Raw -16149839.653426 + Penalty 5737.615623 = -16144102.037803 nChanged 140 SP:Iteration 24Q (26907.690000 sec): 3 clusters Score: Raw -16149921.193027 + Penalty 5737.615623 = -16144183.577403 nChanged 112 SP:Iteration 25Q (26908.000000 sec): 3 clusters Score: Raw -16149994.922750 + Penalty 5737.615623 = -16144257.307127 nChanged 106 SP:Iteration 26Q (26908.320000 sec): 3 clusters Score: Raw -16150067.811664 + Penalty 5737.615623 = -16144330.196040 nChanged 76 SP:Iteration 27Q (26908.630000 sec): 3 clusters Score: Raw -16150120.780843 + Penalty 5737.615623 = -16144383.165219 nChanged 59 SP:Iteration 28Q (26908.950000 sec): 3 clusters Score: Raw -16150158.983407 + Penalty 5737.615623 = -16144421.367784 nChanged 38 SP:Iteration 29Q (26909.260000 sec): 3 clusters Score: Raw -16150180.614621 + Penalty 5737.615623 = -16144442.998998 nChanged 29 SP:Iteration 30Q (26909.570000 sec): 3 clusters Score: Raw -16150197.055659 + Penalty 5737.615623 = -16144459.440036 nChanged 30 SP:Iteration 31Q (26909.880000 sec): 3 clusters Score: Raw -16150215.071721 + Penalty 5737.615623 = -16144477.456098 nChanged 24 SP:Iteration 32Q (26910.190000 sec): 3 clusters Score: Raw -16150232.682226 + Penalty 5737.615623 = -16144495.066603 nChanged 24 SP:Iteration 33Q (26910.500000 sec): 3 clusters Score: Raw -16150249.342690 + Penalty 5737.615623 = -16144511.727067 nChanged 29 SP:Iteration 34Q (26910.810000 sec): 3 clusters Score: Raw -16150268.415915 + Penalty 5737.615623 = -16144530.800291 nChanged 31 SP:Iteration 35Q (26911.110000 sec): 3 clusters Score: Raw -16150285.493460 + Penalty 5737.615623 = -16144547.877836 nChanged 21 SP:Iteration 36Q (26911.420000 sec): 3 clusters Score: Raw -16150304.817454 + Penalty 5737.615623 = -16144567.201830 nChanged 26 SP:Iteration 37Q (26911.730000 sec): 3 clusters Score: Raw -16150329.482028 + Penalty 5737.615623 = -16144591.866405 nChanged 25 SP:Iteration 38Q (26912.030000 sec): 3 clusters Score: Raw -16150346.659081 + Penalty 5737.615623 = -16144609.043458 nChanged 20 SP:Iteration 39Q (26912.340000 sec): 3 clusters Score: Raw -16150361.389844 + Penalty 5737.615623 = -16144623.774220 nChanged 24 SP:Iteration 40F (26912.760000 sec): 3 clusters Score: Raw -16150374.450555 + Penalty 5737.615623 = -16144636.834931 nChanged 17 SP:Iteration 41Q (26913.070000 sec): 3 clusters Score: Raw -16150383.408364 + Penalty 5737.615623 = -16144645.792740 nChanged 12 SP:Iteration 42Q (26913.370000 sec): 3 clusters Score: Raw -16150389.494440 + Penalty 5737.615623 = -16144651.878817 nChanged 11 SP:Iteration 43Q (26913.680000 sec): 3 clusters Score: Raw -16150394.244495 + Penalty 5737.615623 = -16144656.628872 nChanged 7 SP:Iteration 44Q (26913.980000 sec): 3 clusters Score: Raw -16150397.645028 + Penalty 5737.615623 = -16144660.029404 nChanged 4 SP:Iteration 45Q (26914.290000 sec): 3 clusters Score: Raw -16150400.204059 + Penalty 5737.615623 = -16144662.588436 nChanged 6 SP:Iteration 46Q (26914.590000 sec): 3 clusters Score: Raw -16150402.443120 + Penalty 5737.615623 = -16144664.827496 nChanged 3 SP:Iteration 47Q (26914.900000 sec): 3 clusters Score: Raw -16150403.452698 + Penalty 5737.615623 = -16144665.837075 nChanged 3 SP:Iteration 48Q (26915.200000 sec): 3 clusters Score: Raw -16150404.608167 + Penalty 5737.615623 = -16144666.992544 nChanged 2 SP:Iteration 49Q (26915.510000 sec): 3 clusters Score: Raw -16150405.451531 + Penalty 5737.615623 = -16144667.835907 nChanged 0 SP:Iteration 50F (26915.930000 sec): 3 clusters Score: Raw -16150405.451531 + Penalty 5737.615623 = -16144667.835907 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 12 (1479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26915.980000 sec): 2 clusters Score: Raw -225291.794328 + Penalty 1810.182123 = -223481.612205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26915.990000 sec): 3 clusters Score: Raw -224828.411254 + Penalty 3620.364246 = -221208.047009 nChanged 473 SP:Iteration 1F (26915.990000 sec): 3 clusters Score: Raw -225433.132483 + Penalty 3620.364246 = -221812.768237 nChanged 142 SP:Iteration 2F (26916.000000 sec): 3 clusters Score: Raw -225716.953211 + Penalty 3620.364246 = -222096.588966 nChanged 101 SP:Iteration 3F (26916.000000 sec): 3 clusters Score: Raw -225883.019620 + Penalty 3620.364246 = -222262.655375 nChanged 84 SP:Iteration 4F (26916.010000 sec): 3 clusters Score: Raw -226042.316641 + Penalty 3620.364246 = -222421.952395 nChanged 59 SP:Iteration 5Q (26916.010000 sec): 3 clusters Score: Raw -226163.714804 + Penalty 3620.364246 = -222543.350559 nChanged 40 SP:Iteration 6Q (26916.020000 sec): 3 clusters Score: Raw -226255.804396 + Penalty 3620.364246 = -222635.440150 nChanged 30 SP:Iteration 7Q (26916.030000 sec): 3 clusters Score: Raw -226309.626545 + Penalty 3620.364246 = -222689.262299 nChanged 21 SP:Iteration 8Q (26916.030000 sec): 3 clusters Score: Raw -226328.685116 + Penalty 3620.364246 = -222708.320870 nChanged 16 SP:Iteration 9Q (26916.030000 sec): 3 clusters Score: Raw -226341.505727 + Penalty 3620.364246 = -222721.141481 nChanged 10 SP:Iteration 10Q (26916.040000 sec): 3 clusters Score: Raw -226352.531762 + Penalty 3620.364246 = -222732.167517 nChanged 8 SP:Iteration 11Q (26916.050000 sec): 3 clusters Score: Raw -226368.676931 + Penalty 3620.364246 = -222748.312686 nChanged 6 SP:Iteration 12Q (26916.050000 sec): 3 clusters Score: Raw -226372.485945 + Penalty 3620.364246 = -222752.121700 nChanged 4 SP:Iteration 13Q (26916.050000 sec): 3 clusters Score: Raw -226374.803397 + Penalty 3620.364246 = -222754.439151 nChanged 4 SP:Iteration 14Q (26916.060000 sec): 3 clusters Score: Raw -226377.753686 + Penalty 3620.364246 = -222757.389441 nChanged 1 SP:Iteration 15Q (26916.070000 sec): 3 clusters Score: Raw -226378.545687 + Penalty 3620.364246 = -222758.181442 nChanged 1 SP:Iteration 16Q (26916.070000 sec): 3 clusters Score: Raw -226379.123205 + Penalty 3620.364246 = -222758.758960 nChanged 1 SP:Iteration 17Q (26916.080000 sec): 3 clusters Score: Raw -226380.633992 + Penalty 3620.364246 = -222760.269746 nChanged 0 SP:Iteration 18F (26916.080000 sec): 3 clusters Score: Raw -226380.633992 + Penalty 3620.364246 = -222760.269746 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 13 (35863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26916.220000 sec): 2 clusters Score: Raw -5831292.412320 + Penalty 2600.890428 = -5828691.521892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26916.360000 sec): 3 clusters Score: Raw -5809556.465288 + Penalty 5201.780856 = -5804354.684432 nChanged 16235 SP:Iteration 1F (26916.510000 sec): 3 clusters Score: Raw -5818369.080682 + Penalty 5201.780856 = -5813167.299826 nChanged 1772 SP:Iteration 2Q (26916.650000 sec): 3 clusters Score: Raw -5819022.098606 + Penalty 5201.780856 = -5813820.317751 nChanged 1778 SP:Iteration 3Q (26916.800000 sec): 3 clusters Score: Raw -5819795.679380 + Penalty 5201.780856 = -5814593.898525 nChanged 2053 SP:Iteration 4F (26916.950000 sec): 3 clusters Score: Raw -5820968.768641 + Penalty 5201.780856 = -5815766.987785 nChanged 2422 SP:Iteration 5F (26917.090000 sec): 3 clusters Score: Raw -5822670.480993 + Penalty 5201.780856 = -5817468.700137 nChanged 2776 SP:Iteration 6F (26917.230000 sec): 3 clusters Score: Raw -5825007.330318 + Penalty 5201.780856 = -5819805.549463 nChanged 2643 SP:Iteration 7F (26917.370000 sec): 3 clusters Score: Raw -5827489.212670 + Penalty 5201.780856 = -5822287.431815 nChanged 2002 SP:Iteration 8F (26917.520000 sec): 3 clusters Score: Raw -5829385.737774 + Penalty 5201.780856 = -5824183.956919 nChanged 1188 SP:Iteration 9Q (26917.650000 sec): 3 clusters Score: Raw -5830449.245361 + Penalty 5201.780856 = -5825247.464506 nChanged 640 SP:Iteration 10Q (26917.780000 sec): 3 clusters Score: Raw -5830990.246425 + Penalty 5201.780856 = -5825788.465570 nChanged 349 SP:Iteration 11Q (26917.900000 sec): 3 clusters Score: Raw -5831275.223961 + Penalty 5201.780856 = -5826073.443106 nChanged 216 SP:Iteration 12Q (26918.010000 sec): 3 clusters Score: Raw -5831430.870923 + Penalty 5201.780856 = -5826229.090068 nChanged 117 SP:Iteration 13Q (26918.120000 sec): 3 clusters Score: Raw -5831508.668380 + Penalty 5201.780856 = -5826306.887525 nChanged 63 SP:Iteration 14Q (26918.230000 sec): 3 clusters Score: Raw -5831546.629152 + Penalty 5201.780856 = -5826344.848297 nChanged 46 SP:Iteration 15Q (26918.330000 sec): 3 clusters Score: Raw -5831574.380798 + Penalty 5201.780856 = -5826372.599943 nChanged 41 SP:Iteration 16Q (26918.430000 sec): 3 clusters Score: Raw -5831599.053941 + Penalty 5201.780856 = -5826397.273086 nChanged 30 SP:Iteration 17Q (26918.540000 sec): 3 clusters Score: Raw -5831618.339188 + Penalty 5201.780856 = -5826416.558333 nChanged 21 SP:Iteration 18Q (26918.640000 sec): 3 clusters Score: Raw -5831632.833066 + Penalty 5201.780856 = -5826431.052210 nChanged 15 SP:Iteration 19Q (26918.750000 sec): 3 clusters Score: Raw -5831640.181765 + Penalty 5201.780856 = -5826438.400909 nChanged 9 SP:Iteration 20F (26918.890000 sec): 3 clusters Score: Raw -5831646.540241 + Penalty 5201.780856 = -5826444.759386 nChanged 11 SP:Iteration 21Q (26918.990000 sec): 3 clusters Score: Raw -5831655.531419 + Penalty 5201.780856 = -5826453.750564 nChanged 9 SP:Iteration 22Q (26919.090000 sec): 3 clusters Score: Raw -5831661.550910 + Penalty 5201.780856 = -5826459.770054 nChanged 12 SP:Iteration 23Q (26919.200000 sec): 3 clusters Score: Raw -5831670.029248 + Penalty 5201.780856 = -5826468.248392 nChanged 7 SP:Iteration 24Q (26919.300000 sec): 3 clusters Score: Raw -5831674.647381 + Penalty 5201.780856 = -5826472.866525 nChanged 5 SP:Iteration 25Q (26919.410000 sec): 3 clusters Score: Raw -5831677.419828 + Penalty 5201.780856 = -5826475.638973 nChanged 5 SP:Iteration 26Q (26919.510000 sec): 3 clusters Score: Raw -5831679.661204 + Penalty 5201.780856 = -5826477.880348 nChanged 3 SP:Iteration 27Q (26919.610000 sec): 3 clusters Score: Raw -5831681.860272 + Penalty 5201.780856 = -5826480.079416 nChanged 5 SP:Iteration 28Q (26919.710000 sec): 3 clusters Score: Raw -5831684.882105 + Penalty 5201.780856 = -5826483.101249 nChanged 5 SP:Iteration 29Q (26919.810000 sec): 3 clusters Score: Raw -5831686.758887 + Penalty 5201.780856 = -5826484.978032 nChanged 2 SP:Iteration 30Q (26919.920000 sec): 3 clusters Score: Raw -5831687.385147 + Penalty 5201.780856 = -5826485.604291 nChanged 0 SP:Iteration 31F (26920.060000 sec): 3 clusters Score: Raw -5831687.385147 + Penalty 5201.780856 = -5826485.604291 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 14 (309352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26921.170000 sec): 2 clusters Score: Raw -49409472.985048 + Penalty 3135.274296 = -49406337.710752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26922.440000 sec): 3 clusters Score: Raw -49204671.792743 + Penalty 6270.548593 = -49198401.244151 nChanged 149977 SP:Iteration 1F (26923.700000 sec): 3 clusters Score: Raw -49294134.359362 + Penalty 6270.548593 = -49287863.810769 nChanged 10637 SP:Iteration 2Q (26924.990000 sec): 3 clusters Score: Raw -49297164.695935 + Penalty 6270.548593 = -49290894.147342 nChanged 13569 SP:Iteration 3Q (26926.290000 sec): 3 clusters Score: Raw -49302449.819270 + Penalty 6270.548593 = -49296179.270677 nChanged 17727 SP:Iteration 4F (26927.550000 sec): 3 clusters Score: Raw -49311687.220627 + Penalty 6270.548593 = -49305416.672034 nChanged 22603 SP:Iteration 5F (26928.810000 sec): 3 clusters Score: Raw -49326874.075222 + Penalty 6270.548593 = -49320603.526629 nChanged 25595 SP:Iteration 6F (26930.080000 sec): 3 clusters Score: Raw -49347618.404445 + Penalty 6270.548593 = -49341347.855852 nChanged 24295 SP:Iteration 7F (26931.340000 sec): 3 clusters Score: Raw -49370395.310605 + Penalty 6270.548593 = -49364124.762012 nChanged 18461 SP:Iteration 8F (26932.600000 sec): 3 clusters Score: Raw -49389642.240921 + Penalty 6270.548593 = -49383371.692328 nChanged 10227 SP:Iteration 9Q (26933.810000 sec): 3 clusters Score: Raw -49400818.698585 + Penalty 6270.548593 = -49394548.149992 nChanged 5104 SP:Iteration 10Q (26934.880000 sec): 3 clusters Score: Raw -49405692.399483 + Penalty 6270.548593 = -49399421.850890 nChanged 3198 SP:Iteration 11Q (26935.860000 sec): 3 clusters Score: Raw -49407778.946171 + Penalty 6270.548593 = -49401508.397579 nChanged 2034 SP:Iteration 12Q (26936.820000 sec): 3 clusters Score: Raw -49408697.935504 + Penalty 6270.548593 = -49402427.386911 nChanged 1237 SP:Iteration 13Q (26937.760000 sec): 3 clusters Score: Raw -49409161.032045 + Penalty 6270.548593 = -49402890.483452 nChanged 905 SP:Iteration 14Q (26938.710000 sec): 3 clusters Score: Raw -49409471.301607 + Penalty 6270.548593 = -49403200.753015 nChanged 750 SP:Iteration 15Q (26939.640000 sec): 3 clusters Score: Raw -49409712.332524 + Penalty 6270.548593 = -49403441.783932 nChanged 671 SP:Iteration 16Q (26940.570000 sec): 3 clusters Score: Raw -49409910.731224 + Penalty 6270.548593 = -49403640.182631 nChanged 612 SP:Iteration 17Q (26941.500000 sec): 3 clusters Score: Raw -49410067.745452 + Penalty 6270.548593 = -49403797.196859 nChanged 601 SP:Iteration 18Q (26942.420000 sec): 3 clusters Score: Raw -49410225.033834 + Penalty 6270.548593 = -49403954.485241 nChanged 590 SP:Iteration 19Q (26943.350000 sec): 3 clusters Score: Raw -49410374.721683 + Penalty 6270.548593 = -49404104.173091 nChanged 573 SP:Iteration 20F (26944.600000 sec): 3 clusters Score: Raw -49410508.196028 + Penalty 6270.548593 = -49404237.647436 nChanged 560 SP:Iteration 21Q (26945.530000 sec): 3 clusters Score: Raw -49410643.206128 + Penalty 6270.548593 = -49404372.657536 nChanged 502 SP:Iteration 22Q (26946.450000 sec): 3 clusters Score: Raw -49410761.985258 + Penalty 6270.548593 = -49404491.436666 nChanged 520 SP:Iteration 23Q (26947.370000 sec): 3 clusters Score: Raw -49410877.981234 + Penalty 6270.548593 = -49404607.432641 nChanged 459 SP:Iteration 24Q (26948.290000 sec): 3 clusters Score: Raw -49410969.331546 + Penalty 6270.548593 = -49404698.782953 nChanged 401 SP:Iteration 25Q (26949.210000 sec): 3 clusters Score: Raw -49411039.994349 + Penalty 6270.548593 = -49404769.445756 nChanged 362 SP:Iteration 26Q (26950.130000 sec): 3 clusters Score: Raw -49411101.663726 + Penalty 6270.548593 = -49404831.115133 nChanged 355 SP:Iteration 27Q (26951.050000 sec): 3 clusters Score: Raw -49411157.633540 + Penalty 6270.548593 = -49404887.084947 nChanged 314 SP:Iteration 28Q (26951.970000 sec): 3 clusters Score: Raw -49411200.266229 + Penalty 6270.548593 = -49404929.717636 nChanged 256 SP:Iteration 29Q (26952.890000 sec): 3 clusters Score: Raw -49411232.841584 + Penalty 6270.548593 = -49404962.292992 nChanged 242 SP:Iteration 30Q (26953.810000 sec): 3 clusters Score: Raw -49411261.292516 + Penalty 6270.548593 = -49404990.743923 nChanged 218 SP:Iteration 31Q (26954.730000 sec): 3 clusters Score: Raw -49411284.740120 + Penalty 6270.548593 = -49405014.191527 nChanged 194 SP:Iteration 32Q (26955.650000 sec): 3 clusters Score: Raw -49411305.346467 + Penalty 6270.548593 = -49405034.797875 nChanged 198 SP:Iteration 33Q (26956.560000 sec): 3 clusters Score: Raw -49411322.690986 + Penalty 6270.548593 = -49405052.142393 nChanged 180 SP:Iteration 34Q (26957.460000 sec): 3 clusters Score: Raw -49411338.726259 + Penalty 6270.548593 = -49405068.177666 nChanged 166 SP:Iteration 35Q (26958.370000 sec): 3 clusters Score: Raw -49411353.456089 + Penalty 6270.548593 = -49405082.907497 nChanged 152 SP:Iteration 36Q (26959.280000 sec): 3 clusters Score: Raw -49411366.830849 + Penalty 6270.548593 = -49405096.282256 nChanged 150 SP:Iteration 37Q (26960.190000 sec): 3 clusters Score: Raw -49411379.829361 + Penalty 6270.548593 = -49405109.280768 nChanged 135 SP:Iteration 38Q (26961.090000 sec): 3 clusters Score: Raw -49411389.883609 + Penalty 6270.548593 = -49405119.335017 nChanged 122 SP:Iteration 39Q (26962.000000 sec): 3 clusters Score: Raw -49411398.713475 + Penalty 6270.548593 = -49405128.164882 nChanged 108 SP:Iteration 40F (26963.250000 sec): 3 clusters Score: Raw -49411405.883875 + Penalty 6270.548593 = -49405135.335282 nChanged 105 SP:Iteration 41Q (26964.170000 sec): 3 clusters Score: Raw -49411413.469060 + Penalty 6270.548593 = -49405142.920467 nChanged 99 SP:Iteration 42Q (26965.080000 sec): 3 clusters Score: Raw -49411420.134459 + Penalty 6270.548593 = -49405149.585867 nChanged 101 SP:Iteration 43Q (26966.010000 sec): 3 clusters Score: Raw -49411426.889470 + Penalty 6270.548593 = -49405156.340877 nChanged 82 SP:Iteration 44Q (26966.940000 sec): 3 clusters Score: Raw -49411431.420594 + Penalty 6270.548593 = -49405160.872001 nChanged 72 SP:Iteration 45Q (26967.870000 sec): 3 clusters Score: Raw -49411435.442077 + Penalty 6270.548593 = -49405164.893485 nChanged 54 SP:Iteration 46Q (26968.800000 sec): 3 clusters Score: Raw -49411438.207334 + Penalty 6270.548593 = -49405167.658741 nChanged 59 SP:Iteration 47Q (26969.720000 sec): 3 clusters Score: Raw -49411441.017720 + Penalty 6270.548593 = -49405170.469127 nChanged 56 SP:Iteration 48Q (26970.650000 sec): 3 clusters Score: Raw -49411443.844840 + Penalty 6270.548593 = -49405173.296247 nChanged 61 SP:Iteration 49Q (26971.570000 sec): 3 clusters Score: Raw -49411446.781936 + Penalty 6270.548593 = -49405176.233343 nChanged 55 SP:Iteration 50Q (26972.490000 sec): 3 clusters Score: Raw -49411448.839995 + Penalty 6270.548593 = -49405178.291402 nChanged 37 SP:Iteration 51Q (26973.420000 sec): 3 clusters Score: Raw -49411450.451129 + Penalty 6270.548593 = -49405179.902537 nChanged 30 SP:Iteration 52Q (26974.340000 sec): 3 clusters Score: Raw -49411451.696240 + Penalty 6270.548593 = -49405181.147647 nChanged 33 SP:Iteration 53Q (26975.270000 sec): 3 clusters Score: Raw -49411453.075972 + Penalty 6270.548593 = -49405182.527379 nChanged 30 SP:Iteration 54Q (26976.190000 sec): 3 clusters Score: Raw -49411454.042104 + Penalty 6270.548593 = -49405183.493511 nChanged 25 SP:Iteration 55Q (26977.120000 sec): 3 clusters Score: Raw -49411454.830151 + Penalty 6270.548593 = -49405184.281558 nChanged 16 SP:Iteration 56Q (26978.040000 sec): 3 clusters Score: Raw -49411455.256260 + Penalty 6270.548593 = -49405184.707667 nChanged 14 SP:Iteration 57Q (26978.970000 sec): 3 clusters Score: Raw -49411455.744836 + Penalty 6270.548593 = -49405185.196243 nChanged 24 SP:Iteration 58Q (26979.890000 sec): 3 clusters Score: Raw -49411456.779123 + Penalty 6270.548593 = -49405186.230530 nChanged 24 SP:Iteration 59Q (26980.820000 sec): 3 clusters Score: Raw -49411457.722946 + Penalty 6270.548593 = -49405187.174354 nChanged 27 SP:Iteration 60F (26982.060000 sec): 3 clusters Score: Raw -49411458.828223 + Penalty 6270.548593 = -49405188.279630 nChanged 33 SP:Iteration 61Q (26982.990000 sec): 3 clusters Score: Raw -49411460.394874 + Penalty 6270.548593 = -49405189.846281 nChanged 36 SP:Iteration 62Q (26983.920000 sec): 3 clusters Score: Raw -49411462.106186 + Penalty 6270.548593 = -49405191.557594 nChanged 41 SP:Iteration 63Q (26984.840000 sec): 3 clusters Score: Raw -49411464.064049 + Penalty 6270.548593 = -49405193.515456 nChanged 33 SP:Iteration 64Q (26985.770000 sec): 3 clusters Score: Raw -49411465.565630 + Penalty 6270.548593 = -49405195.017037 nChanged 44 SP:Iteration 65Q (26986.690000 sec): 3 clusters Score: Raw -49411467.767052 + Penalty 6270.548593 = -49405197.218459 nChanged 43 SP:Iteration 66Q (26987.620000 sec): 3 clusters Score: Raw -49411469.476319 + Penalty 6270.548593 = -49405198.927726 nChanged 24 SP:Iteration 67Q (26988.540000 sec): 3 clusters Score: Raw -49411470.565857 + Penalty 6270.548593 = -49405200.017264 nChanged 32 SP:Iteration 68Q (26989.470000 sec): 3 clusters Score: Raw -49411471.776634 + Penalty 6270.548593 = -49405201.228042 nChanged 20 SP:Iteration 69Q (26990.390000 sec): 3 clusters Score: Raw -49411472.764535 + Penalty 6270.548593 = -49405202.215943 nChanged 24 SP:Iteration 70Q (26991.320000 sec): 3 clusters Score: Raw -49411473.763160 + Penalty 6270.548593 = -49405203.214567 nChanged 25 SP:Iteration 71Q (26992.240000 sec): 3 clusters Score: Raw -49411474.618076 + Penalty 6270.548593 = -49405204.069483 nChanged 19 SP:Iteration 72Q (26993.170000 sec): 3 clusters Score: Raw -49411475.177368 + Penalty 6270.548593 = -49405204.628775 nChanged 20 SP:Iteration 73Q (26994.090000 sec): 3 clusters Score: Raw -49411476.003858 + Penalty 6270.548593 = -49405205.455265 nChanged 23 SP:Iteration 74Q (26995.020000 sec): 3 clusters Score: Raw -49411476.838833 + Penalty 6270.548593 = -49405206.290240 nChanged 27 SP:Iteration 75Q (26995.940000 sec): 3 clusters Score: Raw -49411477.775160 + Penalty 6270.548593 = -49405207.226568 nChanged 24 SP:Iteration 76Q (26996.870000 sec): 3 clusters Score: Raw -49411478.810791 + Penalty 6270.548593 = -49405208.262198 nChanged 38 SP:Iteration 77Q (26997.820000 sec): 3 clusters Score: Raw -49411480.320600 + Penalty 6270.548593 = -49405209.772007 nChanged 32 SP:Iteration 78Q (26998.750000 sec): 3 clusters Score: Raw -49411481.580126 + Penalty 6270.548593 = -49405211.031533 nChanged 34 SP:Iteration 79Q (26999.670000 sec): 3 clusters Score: Raw -49411482.820521 + Penalty 6270.548593 = -49405212.271928 nChanged 31 SP:Iteration 80F (27000.910000 sec): 3 clusters Score: Raw -49411484.028513 + Penalty 6270.548593 = -49405213.479920 nChanged 30 SP:Iteration 81Q (27001.840000 sec): 3 clusters Score: Raw -49411485.050297 + Penalty 6270.548593 = -49405214.501705 nChanged 31 SP:Iteration 82Q (27002.760000 sec): 3 clusters Score: Raw -49411486.123688 + Penalty 6270.548593 = -49405215.575095 nChanged 27 SP:Iteration 83Q (27003.690000 sec): 3 clusters Score: Raw -49411486.878778 + Penalty 6270.548593 = -49405216.330185 nChanged 17 SP:Iteration 84Q (27004.610000 sec): 3 clusters Score: Raw -49411487.373050 + Penalty 6270.548593 = -49405216.824457 nChanged 9 SP:Iteration 85Q (27005.540000 sec): 3 clusters Score: Raw -49411487.581987 + Penalty 6270.548593 = -49405217.033395 nChanged 12 SP:Iteration 86Q (27006.460000 sec): 3 clusters Score: Raw -49411488.035992 + Penalty 6270.548593 = -49405217.487399 nChanged 10 SP:Iteration 87Q (27007.390000 sec): 3 clusters Score: Raw -49411488.463059 + Penalty 6270.548593 = -49405217.914466 nChanged 17 SP:Iteration 88Q (27008.310000 sec): 3 clusters Score: Raw -49411489.069962 + Penalty 6270.548593 = -49405218.521369 nChanged 20 SP:Iteration 89Q (27009.240000 sec): 3 clusters Score: Raw -49411489.853793 + Penalty 6270.548593 = -49405219.305200 nChanged 19 SP:Iteration 90Q (27010.170000 sec): 3 clusters Score: Raw -49411490.577298 + Penalty 6270.548593 = -49405220.028705 nChanged 20 SP:Iteration 91Q (27011.100000 sec): 3 clusters Score: Raw -49411491.312116 + Penalty 6270.548593 = -49405220.763523 nChanged 19 SP:Iteration 92Q (27012.020000 sec): 3 clusters Score: Raw -49411492.063352 + Penalty 6270.548593 = -49405221.514760 nChanged 25 SP:Iteration 93Q (27012.950000 sec): 3 clusters Score: Raw -49411493.106659 + Penalty 6270.548593 = -49405222.558066 nChanged 25 SP:Iteration 94Q (27013.870000 sec): 3 clusters Score: Raw -49411494.198428 + Penalty 6270.548593 = -49405223.649836 nChanged 32 SP:Iteration 95Q (27014.800000 sec): 3 clusters Score: Raw -49411495.331190 + Penalty 6270.548593 = -49405224.782598 nChanged 25 SP:Iteration 96Q (27015.730000 sec): 3 clusters Score: Raw -49411496.205991 + Penalty 6270.548593 = -49405225.657398 nChanged 20 SP:Iteration 97Q (27016.650000 sec): 3 clusters Score: Raw -49411496.746338 + Penalty 6270.548593 = -49405226.197745 nChanged 15 SP:Iteration 98Q (27017.570000 sec): 3 clusters Score: Raw -49411497.309530 + Penalty 6270.548593 = -49405226.760938 nChanged 14 SP:Iteration 99Q (27018.490000 sec): 3 clusters Score: Raw -49411497.740371 + Penalty 6270.548593 = -49405227.191778 nChanged 17 SP:Iteration 100F (27019.740000 sec): 3 clusters Score: Raw -49411498.198781 + Penalty 6270.548593 = -49405227.650188 nChanged 14 SP:Iteration 101Q (27020.660000 sec): 3 clusters Score: Raw -49411498.584932 + Penalty 6270.548593 = -49405228.036339 nChanged 14 SP:Iteration 102Q (27021.580000 sec): 3 clusters Score: Raw -49411499.062805 + Penalty 6270.548593 = -49405228.514212 nChanged 11 SP:Iteration 103Q (27022.510000 sec): 3 clusters Score: Raw -49411499.418131 + Penalty 6270.548593 = -49405228.869539 nChanged 8 SP:Iteration 104Q (27023.430000 sec): 3 clusters Score: Raw -49411499.598409 + Penalty 6270.548593 = -49405229.049816 nChanged 7 SP:Iteration 105Q (27024.350000 sec): 3 clusters Score: Raw -49411499.791255 + Penalty 6270.548593 = -49405229.242662 nChanged 6 SP:Iteration 106Q (27025.260000 sec): 3 clusters Score: Raw -49411499.972965 + Penalty 6270.548593 = -49405229.424372 nChanged 6 SP:Iteration 107Q (27026.180000 sec): 3 clusters Score: Raw -49411500.128263 + Penalty 6270.548593 = -49405229.579670 nChanged 7 SP:Iteration 108Q (27027.110000 sec): 3 clusters Score: Raw -49411500.293230 + Penalty 6270.548593 = -49405229.744638 nChanged 5 SP:Iteration 109Q (27028.020000 sec): 3 clusters Score: Raw -49411500.394346 + Penalty 6270.548593 = -49405229.845753 nChanged 2 SP:Iteration 110Q (27028.940000 sec): 3 clusters Score: Raw -49411500.430530 + Penalty 6270.548593 = -49405229.881937 nChanged 5 SP:Iteration 111Q (27029.860000 sec): 3 clusters Score: Raw -49411500.549284 + Penalty 6270.548593 = -49405230.000691 nChanged 1 SP:Iteration 112Q (27030.770000 sec): 3 clusters Score: Raw -49411500.558748 + Penalty 6270.548593 = -49405230.010156 nChanged 0 SP:Iteration 113F (27032.020000 sec): 3 clusters Score: Raw -49411500.558748 + Penalty 6270.548593 = -49405230.010156 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 15 (2736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27032.160000 sec): 2 clusters Score: Raw -449893.919122 + Penalty 1962.734565 = -447931.184556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27032.170000 sec): 3 clusters Score: Raw -448731.066972 + Penalty 3925.469130 = -444805.597842 nChanged 961 SP:Iteration 1F (27032.180000 sec): 3 clusters Score: Raw -449332.770474 + Penalty 3925.469130 = -445407.301344 nChanged 221 SP:Iteration 2F (27032.190000 sec): 3 clusters Score: Raw -449508.283019 + Penalty 3925.469130 = -445582.813889 nChanged 130 SP:Iteration 3Q (27032.200000 sec): 3 clusters Score: Raw -449587.849674 + Penalty 3925.469130 = -445662.380544 nChanged 80 SP:Iteration 4Q (27032.210000 sec): 3 clusters Score: Raw -449631.462506 + Penalty 3925.469130 = -445705.993376 nChanged 53 SP:Iteration 5Q (27032.220000 sec): 3 clusters Score: Raw -449656.743741 + Penalty 3925.469130 = -445731.274611 nChanged 42 SP:Iteration 6Q (27032.230000 sec): 3 clusters Score: Raw -449682.471358 + Penalty 3925.469130 = -445757.002228 nChanged 41 SP:Iteration 7Q (27032.240000 sec): 3 clusters Score: Raw -449704.064943 + Penalty 3925.469130 = -445778.595813 nChanged 19 SP:Iteration 8Q (27032.260000 sec): 3 clusters Score: Raw -449714.225743 + Penalty 3925.469130 = -445788.756613 nChanged 18 SP:Iteration 9Q (27032.270000 sec): 3 clusters Score: Raw -449723.868585 + Penalty 3925.469130 = -445798.399455 nChanged 15 SP:Iteration 10Q (27032.280000 sec): 3 clusters Score: Raw -449730.587521 + Penalty 3925.469130 = -445805.118390 nChanged 11 SP:Iteration 11Q (27032.290000 sec): 3 clusters Score: Raw -449738.075133 + Penalty 3925.469130 = -445812.606003 nChanged 12 SP:Iteration 12Q (27032.300000 sec): 3 clusters Score: Raw -449743.190426 + Penalty 3925.469130 = -445817.721296 nChanged 8 SP:Iteration 13Q (27032.310000 sec): 3 clusters Score: Raw -449747.162491 + Penalty 3925.469130 = -445821.693361 nChanged 9 SP:Iteration 14Q (27032.320000 sec): 3 clusters Score: Raw -449750.860648 + Penalty 3925.469130 = -445825.391517 nChanged 7 SP:Iteration 15Q (27032.330000 sec): 3 clusters Score: Raw -449754.681301 + Penalty 3925.469130 = -445829.212170 nChanged 5 SP:Iteration 16Q (27032.340000 sec): 3 clusters Score: Raw -449757.486214 + Penalty 3925.469130 = -445832.017083 nChanged 5 SP:Iteration 17Q (27032.350000 sec): 3 clusters Score: Raw -449759.974091 + Penalty 3925.469130 = -445834.504961 nChanged 8 SP:Iteration 18Q (27032.360000 sec): 3 clusters Score: Raw -449764.243398 + Penalty 3925.469130 = -445838.774268 nChanged 7 SP:Iteration 19Q (27032.380000 sec): 3 clusters Score: Raw -449768.130896 + Penalty 3925.469130 = -445842.661766 nChanged 7 SP:Iteration 20F (27032.380000 sec): 3 clusters Score: Raw -449772.082197 + Penalty 3925.469130 = -445846.613067 nChanged 5 SP:Iteration 21Q (27032.400000 sec): 3 clusters Score: Raw -449774.711372 + Penalty 3925.469130 = -445849.242242 nChanged 6 SP:Iteration 22Q (27032.410000 sec): 3 clusters Score: Raw -449778.385071 + Penalty 3925.469130 = -445852.915941 nChanged 8 SP:Iteration 23Q (27032.420000 sec): 3 clusters Score: Raw -449782.463016 + Penalty 3925.469130 = -445856.993886 nChanged 10 SP:Iteration 24Q (27032.430000 sec): 3 clusters Score: Raw -449785.550985 + Penalty 3925.469130 = -445860.081854 nChanged 5 SP:Iteration 25Q (27032.440000 sec): 3 clusters Score: Raw -449788.896061 + Penalty 3925.469130 = -445863.426930 nChanged 6 SP:Iteration 26Q (27032.450000 sec): 3 clusters Score: Raw -449791.558002 + Penalty 3925.469130 = -445866.088872 nChanged 7 SP:Iteration 27Q (27032.460000 sec): 3 clusters Score: Raw -449794.159724 + Penalty 3925.469130 = -445868.690594 nChanged 2 SP:Iteration 28Q (27032.470000 sec): 3 clusters Score: Raw -449794.973579 + Penalty 3925.469130 = -445869.504449 nChanged 2 SP:Iteration 29Q (27032.480000 sec): 3 clusters Score: Raw -449797.575103 + Penalty 3925.469130 = -445872.105973 nChanged 7 SP:Iteration 30Q (27032.500000 sec): 3 clusters Score: Raw -449800.843819 + Penalty 3925.469130 = -445875.374689 nChanged 4 SP:Iteration 31Q (27032.500000 sec): 3 clusters Score: Raw -449802.930023 + Penalty 3925.469130 = -445877.460893 nChanged 4 SP:Iteration 32Q (27032.520000 sec): 3 clusters Score: Raw -449804.841216 + Penalty 3925.469130 = -445879.372086 nChanged 2 SP:Iteration 33Q (27032.530000 sec): 3 clusters Score: Raw -449805.285391 + Penalty 3925.469130 = -445879.816261 nChanged 2 SP:Iteration 34Q (27032.540000 sec): 3 clusters Score: Raw -449806.080127 + Penalty 3925.469130 = -445880.610997 nChanged 2 SP:Iteration 35Q (27032.550000 sec): 3 clusters Score: Raw -449807.209054 + Penalty 3925.469130 = -445881.739923 nChanged 3 SP:Iteration 36Q (27032.560000 sec): 3 clusters Score: Raw -449809.675351 + Penalty 3925.469130 = -445884.206221 nChanged 4 SP:Iteration 37Q (27032.570000 sec): 3 clusters Score: Raw -449811.574145 + Penalty 3925.469130 = -445886.105014 nChanged 3 SP:Iteration 38Q (27032.580000 sec): 3 clusters Score: Raw -449813.655116 + Penalty 3925.469130 = -445888.185986 nChanged 4 SP:Iteration 39Q (27032.590000 sec): 3 clusters Score: Raw -449814.888705 + Penalty 3925.469130 = -445889.419575 nChanged 1 SP:Iteration 40F (27032.600000 sec): 3 clusters Score: Raw -449815.866926 + Penalty 3925.469130 = -445890.397795 nChanged 1 SP:Iteration 41Q (27032.610000 sec): 3 clusters Score: Raw -449816.230881 + Penalty 3925.469130 = -445890.761751 nChanged 1 SP:Iteration 42Q (27032.620000 sec): 3 clusters Score: Raw -449816.572842 + Penalty 3925.469130 = -445891.103711 nChanged 0 SP:Iteration 43F (27032.640000 sec): 3 clusters Score: Raw -449816.572842 + Penalty 3925.469130 = -445891.103711 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 16 (29278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27032.750000 sec): 2 clusters Score: Raw -4692795.485897 + Penalty 2550.578732 = -4690244.907165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27032.870000 sec): 3 clusters Score: Raw -4675198.311145 + Penalty 5101.157463 = -4670097.153682 nChanged 13200 SP:Iteration 1F (27032.980000 sec): 3 clusters Score: Raw -4682550.745196 + Penalty 5101.157463 = -4677449.587733 nChanged 1528 SP:Iteration 2F (27033.100000 sec): 3 clusters Score: Raw -4683191.111682 + Penalty 5101.157463 = -4678089.954219 nChanged 1532 SP:Iteration 3F (27033.220000 sec): 3 clusters Score: Raw -4683935.979141 + Penalty 5101.157463 = -4678834.821677 nChanged 1689 SP:Iteration 4F (27033.340000 sec): 3 clusters Score: Raw -4684972.013747 + Penalty 5101.157463 = -4679870.856284 nChanged 2084 SP:Iteration 5F (27033.450000 sec): 3 clusters Score: Raw -4686533.741878 + Penalty 5101.157463 = -4681432.584415 nChanged 2281 SP:Iteration 6F (27033.570000 sec): 3 clusters Score: Raw -4688473.310695 + Penalty 5101.157463 = -4683372.153232 nChanged 2040 SP:Iteration 7F (27033.690000 sec): 3 clusters Score: Raw -4690361.899707 + Penalty 5101.157463 = -4685260.742244 nChanged 1458 SP:Iteration 8Q (27033.800000 sec): 3 clusters Score: Raw -4691771.684651 + Penalty 5101.157463 = -4686670.527188 nChanged 785 SP:Iteration 9Q (27033.900000 sec): 3 clusters Score: Raw -4692515.497225 + Penalty 5101.157463 = -4687414.339762 nChanged 304 SP:Iteration 10Q (27034.000000 sec): 3 clusters Score: Raw -4692815.365927 + Penalty 5101.157463 = -4687714.208463 nChanged 138 SP:Iteration 11Q (27034.100000 sec): 3 clusters Score: Raw -4692964.880972 + Penalty 5101.157463 = -4687863.723509 nChanged 56 SP:Iteration 12Q (27034.180000 sec): 3 clusters Score: Raw -4693041.276046 + Penalty 5101.157463 = -4687940.118583 nChanged 38 SP:Iteration 13Q (27034.270000 sec): 3 clusters Score: Raw -4693088.042794 + Penalty 5101.157463 = -4687986.885330 nChanged 22 SP:Iteration 14Q (27034.360000 sec): 3 clusters Score: Raw -4693118.800025 + Penalty 5101.157463 = -4688017.642562 nChanged 18 SP:Iteration 15Q (27034.440000 sec): 3 clusters Score: Raw -4693141.248412 + Penalty 5101.157463 = -4688040.090949 nChanged 12 SP:Iteration 16Q (27034.520000 sec): 3 clusters Score: Raw -4693160.797869 + Penalty 5101.157463 = -4688059.640406 nChanged 11 SP:Iteration 17Q (27034.600000 sec): 3 clusters Score: Raw -4693175.341183 + Penalty 5101.157463 = -4688074.183720 nChanged 3 SP:Iteration 18Q (27034.690000 sec): 3 clusters Score: Raw -4693179.154416 + Penalty 5101.157463 = -4688077.996952 nChanged 1 SP:Iteration 19Q (27034.770000 sec): 3 clusters Score: Raw -4693181.196401 + Penalty 5101.157463 = -4688080.038937 nChanged 1 SP:Iteration 20F (27034.890000 sec): 3 clusters Score: Raw -4693182.676172 + Penalty 5101.157463 = -4688081.518709 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 17 (634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27034.900000 sec): 2 clusters Score: Raw -92289.063193 + Penalty 1600.108141 = -90688.955052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27034.910000 sec): 3 clusters Score: Raw -92278.063173 + Penalty 3200.216281 = -89077.846891 nChanged 135 SP:Iteration 1F (27034.910000 sec): 3 clusters Score: Raw -92810.145223 + Penalty 3200.216281 = -89609.928941 nChanged 61 SP:Iteration 2F (27034.910000 sec): 3 clusters Score: Raw -93065.269485 + Penalty 3200.216281 = -89865.053204 nChanged 32 SP:Iteration 3F (27034.920000 sec): 3 clusters Score: Raw -93199.784277 + Penalty 3200.216281 = -89999.567996 nChanged 25 SP:Iteration 4Q (27034.920000 sec): 3 clusters Score: Raw -93349.586088 + Penalty 3200.216281 = -90149.369807 nChanged 18 SP:Iteration 5Q (27034.920000 sec): 3 clusters Score: Raw -93411.814046 + Penalty 3200.216281 = -90211.597765 nChanged 16 SP:Iteration 6Q (27034.920000 sec): 3 clusters Score: Raw -93504.177581 + Penalty 3200.216281 = -90303.961299 nChanged 20 SP:Iteration 7Q (27034.920000 sec): 3 clusters Score: Raw -93601.558110 + Penalty 3200.216281 = -90401.341829 nChanged 22 SP:Iteration 8Q (27034.930000 sec): 3 clusters Score: Raw -93722.888334 + Penalty 3200.216281 = -90522.672052 nChanged 23 SP:Iteration 9Q (27034.930000 sec): 3 clusters Score: Raw -93849.295446 + Penalty 3200.216281 = -90649.079165 nChanged 26 SP:Iteration 10Q (27034.930000 sec): 3 clusters Score: Raw -94019.179507 + Penalty 3200.216281 = -90818.963225 nChanged 14 SP:Iteration 11Q (27034.930000 sec): 3 clusters Score: Raw -94075.925096 + Penalty 3200.216281 = -90875.708814 nChanged 12 SP:Iteration 12Q (27034.940000 sec): 3 clusters Score: Raw -94111.602732 + Penalty 3200.216281 = -90911.386451 nChanged 5 SP:Iteration 13Q (27034.940000 sec): 3 clusters Score: Raw -94119.739660 + Penalty 3200.216281 = -90919.523379 nChanged 3 SP:Iteration 14Q (27034.940000 sec): 3 clusters Score: Raw -94124.607232 + Penalty 3200.216281 = -90924.390950 nChanged 1 SP:Iteration 15Q (27034.940000 sec): 3 clusters Score: Raw -94126.426648 + Penalty 3200.216281 = -90926.210366 nChanged 0 SP:Iteration 16F (27034.940000 sec): 3 clusters Score: Raw -94128.090610 + Penalty 3200.216281 = -90927.874329 nChanged 3 SP:Iteration 17Q (27034.940000 sec): 3 clusters Score: Raw -94141.827039 + Penalty 3200.216281 = -90941.610757 nChanged 2 SP:Iteration 18Q (27034.950000 sec): 3 clusters Score: Raw -94145.600251 + Penalty 3200.216281 = -90945.383969 nChanged 0 SP:Iteration 19F (27034.950000 sec): 3 clusters Score: Raw -94145.600251 + Penalty 3200.216281 = -90945.383969 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 52. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 18 (3854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27034.970000 sec): 2 clusters Score: Raw -607100.816455 + Penalty 2047.702979 = -605053.113476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27034.990000 sec): 3 clusters Score: Raw -605321.872608 + Penalty 4095.405957 = -601226.466651 nChanged 1388 SP:Iteration 1F (27035.000000 sec): 3 clusters Score: Raw -606125.549249 + Penalty 4095.405957 = -602030.143291 nChanged 291 SP:Iteration 2F (27035.020000 sec): 3 clusters Score: Raw -606333.760383 + Penalty 4095.405957 = -602238.354426 nChanged 200 SP:Iteration 3F (27035.030000 sec): 3 clusters Score: Raw -606478.640194 + Penalty 4095.405957 = -602383.234237 nChanged 144 SP:Iteration 4Q (27035.050000 sec): 3 clusters Score: Raw -606583.328246 + Penalty 4095.405957 = -602487.922289 nChanged 123 SP:Iteration 5Q (27035.060000 sec): 3 clusters Score: Raw -606683.964858 + Penalty 4095.405957 = -602588.558901 nChanged 127 SP:Iteration 6Q (27035.080000 sec): 3 clusters Score: Raw -606793.673413 + Penalty 4095.405957 = -602698.267456 nChanged 129 SP:Iteration 7Q (27035.100000 sec): 3 clusters Score: Raw -606931.231318 + Penalty 4095.405957 = -602835.825361 nChanged 134 SP:Iteration 8Q (27035.110000 sec): 3 clusters Score: Raw -607036.841087 + Penalty 4095.405957 = -602941.435129 nChanged 120 SP:Iteration 9Q (27035.120000 sec): 3 clusters Score: Raw -607118.480232 + Penalty 4095.405957 = -603023.074274 nChanged 102 SP:Iteration 10Q (27035.140000 sec): 3 clusters Score: Raw -607181.522648 + Penalty 4095.405957 = -603086.116691 nChanged 92 SP:Iteration 11Q (27035.160000 sec): 3 clusters Score: Raw -607235.531373 + Penalty 4095.405957 = -603140.125416 nChanged 102 SP:Iteration 12Q (27035.170000 sec): 3 clusters Score: Raw -607303.533517 + Penalty 4095.405957 = -603208.127560 nChanged 103 SP:Iteration 13Q (27035.180000 sec): 3 clusters Score: Raw -607369.535081 + Penalty 4095.405957 = -603274.129124 nChanged 77 SP:Iteration 14Q (27035.200000 sec): 3 clusters Score: Raw -607413.177358 + Penalty 4095.405957 = -603317.771401 nChanged 77 SP:Iteration 15Q (27035.210000 sec): 3 clusters Score: Raw -607458.375802 + Penalty 4095.405957 = -603362.969845 nChanged 84 SP:Iteration 16Q (27035.230000 sec): 3 clusters Score: Raw -607509.219977 + Penalty 4095.405957 = -603413.814020 nChanged 79 SP:Iteration 17Q (27035.240000 sec): 3 clusters Score: Raw -607555.102819 + Penalty 4095.405957 = -603459.696862 nChanged 69 SP:Iteration 18Q (27035.260000 sec): 3 clusters Score: Raw -607597.371872 + Penalty 4095.405957 = -603501.965915 nChanged 73 SP:Iteration 19Q (27035.270000 sec): 3 clusters Score: Raw -607638.513239 + Penalty 4095.405957 = -603543.107282 nChanged 63 SP:Iteration 20F (27035.290000 sec): 3 clusters Score: Raw -607681.422472 + Penalty 4095.405957 = -603586.016515 nChanged 67 SP:Iteration 21Q (27035.300000 sec): 3 clusters Score: Raw -607731.905095 + Penalty 4095.405957 = -603636.499138 nChanged 62 SP:Iteration 22Q (27035.320000 sec): 3 clusters Score: Raw -607786.872879 + Penalty 4095.405957 = -603691.466922 nChanged 67 SP:Iteration 23Q (27035.330000 sec): 3 clusters Score: Raw -607836.095600 + Penalty 4095.405957 = -603740.689643 nChanged 51 SP:Iteration 24Q (27035.340000 sec): 3 clusters Score: Raw -607872.995476 + Penalty 4095.405957 = -603777.589519 nChanged 48 SP:Iteration 25Q (27035.360000 sec): 3 clusters Score: Raw -607912.138217 + Penalty 4095.405957 = -603816.732259 nChanged 36 SP:Iteration 26Q (27035.380000 sec): 3 clusters Score: Raw -607943.136977 + Penalty 4095.405957 = -603847.731020 nChanged 34 SP:Iteration 27Q (27035.390000 sec): 3 clusters Score: Raw -607971.731707 + Penalty 4095.405957 = -603876.325750 nChanged 23 SP:Iteration 28Q (27035.400000 sec): 3 clusters Score: Raw -608000.613151 + Penalty 4095.405957 = -603905.207194 nChanged 36 SP:Iteration 29Q (27035.420000 sec): 3 clusters Score: Raw -608033.343796 + Penalty 4095.405957 = -603937.937838 nChanged 30 SP:Iteration 30Q (27035.430000 sec): 3 clusters Score: Raw -608060.316708 + Penalty 4095.405957 = -603964.910751 nChanged 22 SP:Iteration 31Q (27035.440000 sec): 3 clusters Score: Raw -608078.929809 + Penalty 4095.405957 = -603983.523852 nChanged 16 SP:Iteration 32Q (27035.460000 sec): 3 clusters Score: Raw -608092.248537 + Penalty 4095.405957 = -603996.842580 nChanged 10 SP:Iteration 33Q (27035.470000 sec): 3 clusters Score: Raw -608101.529635 + Penalty 4095.405957 = -604006.123678 nChanged 9 SP:Iteration 34Q (27035.480000 sec): 3 clusters Score: Raw -608108.314480 + Penalty 4095.405957 = -604012.908523 nChanged 5 SP:Iteration 35Q (27035.500000 sec): 3 clusters Score: Raw -608113.566919 + Penalty 4095.405957 = -604018.160961 nChanged 3 SP:Iteration 36Q (27035.510000 sec): 3 clusters Score: Raw -608116.504953 + Penalty 4095.405957 = -604021.098996 nChanged 5 SP:Iteration 37Q (27035.520000 sec): 3 clusters Score: Raw -608120.143883 + Penalty 4095.405957 = -604024.737926 nChanged 6 SP:Iteration 38Q (27035.540000 sec): 3 clusters Score: Raw -608123.787780 + Penalty 4095.405957 = -604028.381823 nChanged 4 SP:Iteration 39Q (27035.550000 sec): 3 clusters Score: Raw -608127.173999 + Penalty 4095.405957 = -604031.768041 nChanged 2 SP:Iteration 40F (27035.560000 sec): 3 clusters Score: Raw -608128.444617 + Penalty 4095.405957 = -604033.038660 nChanged 1 SP:Iteration 41Q (27035.580000 sec): 3 clusters Score: Raw -608129.471993 + Penalty 4095.405957 = -604034.066035 nChanged 2 SP:Iteration 42Q (27035.590000 sec): 3 clusters Score: Raw -608130.780082 + Penalty 4095.405957 = -604035.374125 nChanged 0 SP:Iteration 43F (27035.600000 sec): 3 clusters Score: Raw -608130.780082 + Penalty 4095.405957 = -604035.374125 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 19 (516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27035.610000 sec): 2 clusters Score: Raw -76299.730585 + Penalty 1549.034478 = -74750.696107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27035.610000 sec): 3 clusters Score: Raw -76314.801103 + Penalty 3098.068956 = -73216.732148 nChanged 112 SP:Iteration 1F (27035.620000 sec): 3 clusters Score: Raw -76598.265837 + Penalty 3098.068956 = -73500.196881 nChanged 34 SP:Iteration 2F (27035.620000 sec): 3 clusters Score: Raw -76977.724193 + Penalty 3098.068956 = -73879.655237 nChanged 32 SP:Iteration 3F (27035.620000 sec): 3 clusters Score: Raw -77048.641770 + Penalty 3098.068956 = -73950.572814 nChanged 17 SP:Iteration 4Q (27035.620000 sec): 3 clusters Score: Raw -77087.265925 + Penalty 3098.068956 = -73989.196970 nChanged 14 SP:Iteration 5Q (27035.620000 sec): 3 clusters Score: Raw -77117.655223 + Penalty 3098.068956 = -74019.586267 nChanged 6 SP:Iteration 6Q (27035.620000 sec): 3 clusters Score: Raw -77131.180582 + Penalty 3098.068956 = -74033.111626 nChanged 6 SP:Iteration 7Q (27035.630000 sec): 3 clusters Score: Raw -77141.751632 + Penalty 3098.068956 = -74043.682676 nChanged 2 SP:Iteration 8Q (27035.630000 sec): 3 clusters Score: Raw -77144.488765 + Penalty 3098.068956 = -74046.419809 nChanged 0 SP:Iteration 9F (27035.630000 sec): 3 clusters Score: Raw -77144.488765 + Penalty 3098.068956 = -74046.419809 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 20 (1058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27035.640000 sec): 2 clusters Score: Raw -171833.523486 + Penalty 1727.105632 = -170106.417854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27035.640000 sec): 3 clusters Score: Raw -171552.173687 + Penalty 3454.211264 = -168097.962423 nChanged 256 SP:Iteration 1F (27035.650000 sec): 3 clusters Score: Raw -171826.313545 + Penalty 3454.211264 = -168372.102281 nChanged 60 SP:Iteration 2F (27035.650000 sec): 3 clusters Score: Raw -171908.354126 + Penalty 3454.211264 = -168454.142862 nChanged 43 SP:Iteration 3Q (27035.660000 sec): 3 clusters Score: Raw -171964.459294 + Penalty 3454.211264 = -168510.248030 nChanged 23 SP:Iteration 4Q (27035.660000 sec): 3 clusters Score: Raw -171992.181539 + Penalty 3454.211264 = -168537.970275 nChanged 16 SP:Iteration 5Q (27035.660000 sec): 3 clusters Score: Raw -172012.509384 + Penalty 3454.211264 = -168558.298120 nChanged 14 SP:Iteration 6Q (27035.670000 sec): 3 clusters Score: Raw -172032.195263 + Penalty 3454.211264 = -168577.984000 nChanged 6 SP:Iteration 7Q (27035.670000 sec): 3 clusters Score: Raw -172039.631713 + Penalty 3454.211264 = -168585.420450 nChanged 7 SP:Iteration 8Q (27035.680000 sec): 3 clusters Score: Raw -172047.461629 + Penalty 3454.211264 = -168593.250365 nChanged 2 SP:Iteration 9Q (27035.680000 sec): 3 clusters Score: Raw -172050.206436 + Penalty 3454.211264 = -168595.995173 nChanged 1 SP:Iteration 10Q (27035.680000 sec): 3 clusters Score: Raw -172052.059458 + Penalty 3454.211264 = -168597.848194 nChanged 2 SP:Iteration 11Q (27035.690000 sec): 3 clusters Score: Raw -172053.700104 + Penalty 3454.211264 = -168599.488840 nChanged 3 SP:Iteration 12Q (27035.690000 sec): 3 clusters Score: Raw -172058.836220 + Penalty 3454.211264 = -168604.624956 nChanged 0 SP:Iteration 13F (27035.700000 sec): 3 clusters Score: Raw -172058.836220 + Penalty 3454.211264 = -168604.624956 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 21 (10286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27035.740000 sec): 2 clusters Score: Raw -1640938.938841 + Penalty 2291.157679 = -1638647.781163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27035.780000 sec): 3 clusters Score: Raw -1635422.229100 + Penalty 4582.315357 = -1630839.913743 nChanged 4334 SP:Iteration 1F (27035.820000 sec): 3 clusters Score: Raw -1637638.004946 + Penalty 4582.315357 = -1633055.689589 nChanged 638 SP:Iteration 2F (27035.860000 sec): 3 clusters Score: Raw -1637894.606147 + Penalty 4582.315357 = -1633312.290790 nChanged 473 SP:Iteration 3Q (27035.900000 sec): 3 clusters Score: Raw -1638079.779170 + Penalty 4582.315357 = -1633497.463813 nChanged 365 SP:Iteration 4Q (27035.940000 sec): 3 clusters Score: Raw -1638213.193915 + Penalty 4582.315357 = -1633630.878558 nChanged 319 SP:Iteration 5Q (27035.980000 sec): 3 clusters Score: Raw -1638323.155965 + Penalty 4582.315357 = -1633740.840608 nChanged 286 SP:Iteration 6Q (27036.020000 sec): 3 clusters Score: Raw -1638421.733262 + Penalty 4582.315357 = -1633839.417905 nChanged 262 SP:Iteration 7Q (27036.060000 sec): 3 clusters Score: Raw -1638525.038774 + Penalty 4582.315357 = -1633942.723416 nChanged 265 SP:Iteration 8Q (27036.100000 sec): 3 clusters Score: Raw -1638643.930719 + Penalty 4582.315357 = -1634061.615362 nChanged 313 SP:Iteration 9Q (27036.150000 sec): 3 clusters Score: Raw -1638835.916385 + Penalty 4582.315357 = -1634253.601028 nChanged 358 SP:Iteration 10Q (27036.190000 sec): 3 clusters Score: Raw -1639058.436117 + Penalty 4582.315357 = -1634476.120760 nChanged 402 SP:Iteration 11Q (27036.230000 sec): 3 clusters Score: Raw -1639321.898408 + Penalty 4582.315357 = -1634739.583051 nChanged 470 SP:Iteration 12Q (27036.270000 sec): 3 clusters Score: Raw -1639642.485016 + Penalty 4582.315357 = -1635060.169659 nChanged 505 SP:Iteration 13Q (27036.310000 sec): 3 clusters Score: Raw -1639999.341761 + Penalty 4582.315357 = -1635417.026404 nChanged 498 SP:Iteration 14Q (27036.350000 sec): 3 clusters Score: Raw -1640346.268846 + Penalty 4582.315357 = -1635763.953489 nChanged 475 SP:Iteration 15Q (27036.390000 sec): 3 clusters Score: Raw -1640671.207494 + Penalty 4582.315357 = -1636088.892137 nChanged 409 SP:Iteration 16Q (27036.430000 sec): 3 clusters Score: Raw -1640952.598745 + Penalty 4582.315357 = -1636370.283388 nChanged 333 SP:Iteration 17Q (27036.470000 sec): 3 clusters Score: Raw -1641162.992270 + Penalty 4582.315357 = -1636580.676913 nChanged 254 SP:Iteration 18Q (27036.510000 sec): 3 clusters Score: Raw -1641305.322402 + Penalty 4582.315357 = -1636723.007045 nChanged 202 SP:Iteration 19Q (27036.550000 sec): 3 clusters Score: Raw -1641401.461538 + Penalty 4582.315357 = -1636819.146181 nChanged 143 SP:Iteration 20F (27036.590000 sec): 3 clusters Score: Raw -1641464.536838 + Penalty 4582.315357 = -1636882.221481 nChanged 121 SP:Iteration 21Q (27036.620000 sec): 3 clusters Score: Raw -1641508.917249 + Penalty 4582.315357 = -1636926.601892 nChanged 84 SP:Iteration 22Q (27036.660000 sec): 3 clusters Score: Raw -1641538.894378 + Penalty 4582.315357 = -1636956.579020 nChanged 68 SP:Iteration 23Q (27036.700000 sec): 3 clusters Score: Raw -1641561.016984 + Penalty 4582.315357 = -1636978.701627 nChanged 70 SP:Iteration 24Q (27036.740000 sec): 3 clusters Score: Raw -1641583.645843 + Penalty 4582.315357 = -1637001.330486 nChanged 65 SP:Iteration 25Q (27036.780000 sec): 3 clusters Score: Raw -1641603.515525 + Penalty 4582.315357 = -1637021.200168 nChanged 55 SP:Iteration 26Q (27036.820000 sec): 3 clusters Score: Raw -1641620.873070 + Penalty 4582.315357 = -1637038.557713 nChanged 51 SP:Iteration 27Q (27036.850000 sec): 3 clusters Score: Raw -1641635.064791 + Penalty 4582.315357 = -1637052.749434 nChanged 44 SP:Iteration 28Q (27036.890000 sec): 3 clusters Score: Raw -1641647.312165 + Penalty 4582.315357 = -1637064.996808 nChanged 34 SP:Iteration 29Q (27036.930000 sec): 3 clusters Score: Raw -1641657.417596 + Penalty 4582.315357 = -1637075.102239 nChanged 25 SP:Iteration 30Q (27036.960000 sec): 3 clusters Score: Raw -1641664.046913 + Penalty 4582.315357 = -1637081.731556 nChanged 21 SP:Iteration 31Q (27037.000000 sec): 3 clusters Score: Raw -1641668.581988 + Penalty 4582.315357 = -1637086.266631 nChanged 20 SP:Iteration 32Q (27037.040000 sec): 3 clusters Score: Raw -1641673.570615 + Penalty 4582.315357 = -1637091.255257 nChanged 22 SP:Iteration 33Q (27037.080000 sec): 3 clusters Score: Raw -1641678.307859 + Penalty 4582.315357 = -1637095.992502 nChanged 20 SP:Iteration 34Q (27037.110000 sec): 3 clusters Score: Raw -1641683.207578 + Penalty 4582.315357 = -1637100.892221 nChanged 16 SP:Iteration 35Q (27037.150000 sec): 3 clusters Score: Raw -1641686.518753 + Penalty 4582.315357 = -1637104.203395 nChanged 12 SP:Iteration 36Q (27037.190000 sec): 3 clusters Score: Raw -1641688.766889 + Penalty 4582.315357 = -1637106.451532 nChanged 10 SP:Iteration 37Q (27037.220000 sec): 3 clusters Score: Raw -1641690.480638 + Penalty 4582.315357 = -1637108.165281 nChanged 6 SP:Iteration 38Q (27037.260000 sec): 3 clusters Score: Raw -1641691.449904 + Penalty 4582.315357 = -1637109.134547 nChanged 6 SP:Iteration 39Q (27037.300000 sec): 3 clusters Score: Raw -1641692.427744 + Penalty 4582.315357 = -1637110.112387 nChanged 4 SP:Iteration 40F (27037.340000 sec): 3 clusters Score: Raw -1641693.364543 + Penalty 4582.315357 = -1637111.049185 nChanged 5 SP:Iteration 41Q (27037.380000 sec): 3 clusters Score: Raw -1641694.216940 + Penalty 4582.315357 = -1637111.901583 nChanged 4 SP:Iteration 42Q (27037.410000 sec): 3 clusters Score: Raw -1641695.050319 + Penalty 4582.315357 = -1637112.734962 nChanged 5 SP:Iteration 43Q (27037.450000 sec): 3 clusters Score: Raw -1641695.804774 + Penalty 4582.315357 = -1637113.489417 nChanged 3 SP:Iteration 44Q (27037.490000 sec): 3 clusters Score: Raw -1641696.146720 + Penalty 4582.315357 = -1637113.831363 nChanged 1 SP:Iteration 45Q (27037.520000 sec): 3 clusters Score: Raw -1641696.267685 + Penalty 4582.315357 = -1637113.952328 nChanged 2 SP:Iteration 46Q (27037.560000 sec): 3 clusters Score: Raw -1641696.450437 + Penalty 4582.315357 = -1637114.135080 nChanged 1 SP:Iteration 47Q (27037.600000 sec): 3 clusters Score: Raw -1641696.492322 + Penalty 4582.315357 = -1637114.176965 nChanged 1 SP:Iteration 48Q (27037.640000 sec): 3 clusters Score: Raw -1641696.545544 + Penalty 4582.315357 = -1637114.230187 nChanged 0 SP:Iteration 49F (27037.680000 sec): 3 clusters Score: Raw -1641696.545544 + Penalty 4582.315357 = -1637114.230187 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 22 (1563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27037.690000 sec): 2 clusters Score: Raw -220449.624237 + Penalty 1823.881858 = -218625.742379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27037.690000 sec): 3 clusters Score: Raw -219971.932550 + Penalty 3647.763716 = -216324.168834 nChanged 474 SP:Iteration 1F (27037.700000 sec): 3 clusters Score: Raw -220504.151001 + Penalty 3647.763716 = -216856.387285 nChanged 137 SP:Iteration 2F (27037.700000 sec): 3 clusters Score: Raw -220650.200734 + Penalty 3647.763716 = -217002.437018 nChanged 73 SP:Iteration 3Q (27037.710000 sec): 3 clusters Score: Raw -220747.269919 + Penalty 3647.763716 = -217099.506203 nChanged 70 SP:Iteration 4Q (27037.720000 sec): 3 clusters Score: Raw -220875.135826 + Penalty 3647.763716 = -217227.372110 nChanged 82 SP:Iteration 5F (27037.720000 sec): 3 clusters Score: Raw -221000.845817 + Penalty 3647.763716 = -217353.082102 nChanged 76 SP:Iteration 6Q (27037.730000 sec): 3 clusters Score: Raw -221130.986453 + Penalty 3647.763716 = -217483.222737 nChanged 72 SP:Iteration 7Q (27037.740000 sec): 3 clusters Score: Raw -221255.619779 + Penalty 3647.763716 = -217607.856063 nChanged 60 SP:Iteration 8Q (27037.740000 sec): 3 clusters Score: Raw -221364.938385 + Penalty 3647.763716 = -217717.174669 nChanged 48 SP:Iteration 9Q (27037.750000 sec): 3 clusters Score: Raw -221431.055440 + Penalty 3647.763716 = -217783.291724 nChanged 36 SP:Iteration 10Q (27037.750000 sec): 3 clusters Score: Raw -221482.680999 + Penalty 3647.763716 = -217834.917283 nChanged 30 SP:Iteration 11Q (27037.760000 sec): 3 clusters Score: Raw -221509.999043 + Penalty 3647.763716 = -217862.235327 nChanged 17 SP:Iteration 12Q (27037.760000 sec): 3 clusters Score: Raw -221531.118247 + Penalty 3647.763716 = -217883.354531 nChanged 19 SP:Iteration 13Q (27037.770000 sec): 3 clusters Score: Raw -221555.722846 + Penalty 3647.763716 = -217907.959130 nChanged 14 SP:Iteration 14Q (27037.780000 sec): 3 clusters Score: Raw -221569.270901 + Penalty 3647.763716 = -217921.507185 nChanged 13 SP:Iteration 15Q (27037.780000 sec): 3 clusters Score: Raw -221581.812534 + Penalty 3647.763716 = -217934.048818 nChanged 10 SP:Iteration 16Q (27037.790000 sec): 3 clusters Score: Raw -221598.135137 + Penalty 3647.763716 = -217950.371421 nChanged 14 SP:Iteration 17Q (27037.790000 sec): 3 clusters Score: Raw -221614.266302 + Penalty 3647.763716 = -217966.502586 nChanged 7 SP:Iteration 18Q (27037.800000 sec): 3 clusters Score: Raw -221624.650985 + Penalty 3647.763716 = -217976.887269 nChanged 6 SP:Iteration 19Q (27037.800000 sec): 3 clusters Score: Raw -221630.840022 + Penalty 3647.763716 = -217983.076306 nChanged 4 SP:Iteration 20F (27037.810000 sec): 3 clusters Score: Raw -221635.570067 + Penalty 3647.763716 = -217987.806351 nChanged 3 SP:Iteration 21Q (27037.820000 sec): 3 clusters Score: Raw -221637.264596 + Penalty 3647.763716 = -217989.500880 nChanged 2 SP:Iteration 22Q (27037.820000 sec): 3 clusters Score: Raw -221638.649044 + Penalty 3647.763716 = -217990.885328 nChanged 2 SP:Iteration 23Q (27037.820000 sec): 3 clusters Score: Raw -221639.449740 + Penalty 3647.763716 = -217991.686024 nChanged 1 SP:Iteration 24Q (27037.830000 sec): 3 clusters Score: Raw -221640.005955 + Penalty 3647.763716 = -217992.242240 nChanged 1 SP:Iteration 25Q (27037.840000 sec): 3 clusters Score: Raw -221640.569050 + Penalty 3647.763716 = -217992.805334 nChanged 1 SP:Iteration 26Q (27037.840000 sec): 3 clusters Score: Raw -221641.968923 + Penalty 3647.763716 = -217994.205207 nChanged 1 SP:Iteration 27Q (27037.850000 sec): 3 clusters Score: Raw -221642.870858 + Penalty 3647.763716 = -217995.107142 nChanged 0 SP:Iteration 28F (27037.850000 sec): 3 clusters Score: Raw -221642.870858 + Penalty 3647.763716 = -217995.107142 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 23 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27037.860000 sec): 2 clusters Score: Raw -30177.028600 + Penalty 1371.298414 = -28805.730186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27037.860000 sec): 3 clusters Score: Raw -30753.552216 + Penalty 2742.596827 = -28010.955388 nChanged 58 SP:Iteration 1F (27037.860000 sec): 3 clusters Score: Raw -31183.810957 + Penalty 2742.596827 = -28441.214129 nChanged 23 SP:Iteration 2F (27037.860000 sec): 3 clusters Score: Raw -31393.551498 + Penalty 2742.596827 = -28650.954671 nChanged 13 SP:Iteration 3F (27037.860000 sec): 3 clusters Score: Raw -31727.681125 + Penalty 2742.596827 = -28985.084297 nChanged 4 SP:Iteration 4Q (27037.860000 sec): 3 clusters Score: Raw -31874.496418 + Penalty 2742.596827 = -29131.899591 nChanged 1 SP:Iteration 5Q (27037.860000 sec): 3 clusters Score: Raw -31905.963112 + Penalty 2742.596827 = -29163.366284 nChanged 1 SP:Iteration 6Q (27037.860000 sec): 3 clusters Score: Raw -31948.732171 + Penalty 2742.596827 = -29206.135344 nChanged 2 SP:Iteration 7Q (27037.870000 sec): 3 clusters Score: Raw -32115.593091 + Penalty 2742.596827 = -29372.996264 nChanged 1 SP:Iteration 8Q (27037.870000 sec): 3 clusters Score: Raw -32127.961400 + Penalty 2742.596827 = -29385.364572 nChanged 1 SP:Iteration 9Q (27037.870000 sec): 3 clusters Score: Raw -32139.735928 + Penalty 2742.596827 = -29397.139100 nChanged 0 SP:Iteration 10F (27037.870000 sec): 3 clusters Score: Raw -32139.735928 + Penalty 2742.596827 = -29397.139100 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 53. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 24 (300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27037.880000 sec): 2 clusters Score: Raw -36450.109271 + Penalty 1414.538054 = -35035.571218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27037.880000 sec): 3 clusters Score: Raw -36812.464707 + Penalty 2829.076107 = -33983.388599 nChanged 62 SP:Iteration 1F (27037.880000 sec): 3 clusters Score: Raw -37047.989634 + Penalty 2829.076107 = -34218.913527 nChanged 26 SP:Iteration 2F (27037.880000 sec): 3 clusters Score: Raw -37180.903869 + Penalty 2829.076107 = -34351.827762 nChanged 19 SP:Iteration 3F (27037.880000 sec): 3 clusters Score: Raw -37326.630058 + Penalty 2829.076107 = -34497.553951 nChanged 9 SP:Iteration 4Q (27037.880000 sec): 3 clusters Score: Raw -37367.122488 + Penalty 2829.076107 = -34538.046380 nChanged 8 SP:Iteration 5Q (27037.880000 sec): 3 clusters Score: Raw -37442.193119 + Penalty 2829.076107 = -34613.117011 nChanged 5 SP:Iteration 6Q (27037.880000 sec): 3 clusters Score: Raw -37462.219245 + Penalty 2829.076107 = -34633.143138 nChanged 2 SP:Iteration 7Q (27037.880000 sec): 3 clusters Score: Raw -37469.429276 + Penalty 2829.076107 = -34640.353168 nChanged 1 SP:Iteration 8Q (27037.890000 sec): 3 clusters Score: Raw -37472.458460 + Penalty 2829.076107 = -34643.382353 nChanged 1 SP:Iteration 9Q (27037.890000 sec): 3 clusters Score: Raw -37474.266937 + Penalty 2829.076107 = -34645.190830 nChanged 0 SP:Iteration 10F (27037.890000 sec): 3 clusters Score: Raw -37474.266937 + Penalty 2829.076107 = -34645.190830 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 25 (710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27037.900000 sec): 2 clusters Score: Raw -107430.355478 + Penalty 1628.185713 = -105802.169766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27037.900000 sec): 3 clusters Score: Raw -107374.732225 + Penalty 3256.371425 = -104118.360800 nChanged 168 SP:Iteration 1F (27037.900000 sec): 3 clusters Score: Raw -107694.642320 + Penalty 3256.371425 = -104438.270895 nChanged 53 SP:Iteration 2F (27037.900000 sec): 3 clusters Score: Raw -107804.537903 + Penalty 3256.371425 = -104548.166478 nChanged 18 SP:Iteration 3Q (27037.910000 sec): 3 clusters Score: Raw -107854.533295 + Penalty 3256.371425 = -104598.161870 nChanged 20 SP:Iteration 4Q (27037.910000 sec): 3 clusters Score: Raw -107898.236333 + Penalty 3256.371425 = -104641.864908 nChanged 18 SP:Iteration 5Q (27037.910000 sec): 3 clusters Score: Raw -107933.738330 + Penalty 3256.371425 = -104677.366905 nChanged 10 SP:Iteration 6Q (27037.920000 sec): 3 clusters Score: Raw -107962.878523 + Penalty 3256.371425 = -104706.507098 nChanged 14 SP:Iteration 7Q (27037.920000 sec): 3 clusters Score: Raw -107989.736435 + Penalty 3256.371425 = -104733.365010 nChanged 7 SP:Iteration 8Q (27037.920000 sec): 3 clusters Score: Raw -108010.628368 + Penalty 3256.371425 = -104754.256943 nChanged 8 SP:Iteration 9Q (27037.920000 sec): 3 clusters Score: Raw -108024.221155 + Penalty 3256.371425 = -104767.849730 nChanged 5 SP:Iteration 10Q (27037.920000 sec): 3 clusters Score: Raw -108041.407951 + Penalty 3256.371425 = -104785.036526 nChanged 6 SP:Iteration 11Q (27037.930000 sec): 3 clusters Score: Raw -108049.348330 + Penalty 3256.371425 = -104792.976905 nChanged 2 SP:Iteration 12Q (27037.930000 sec): 3 clusters Score: Raw -108050.894113 + Penalty 3256.371425 = -104794.522688 nChanged 1 SP:Iteration 13Q (27037.930000 sec): 3 clusters Score: Raw -108051.577297 + Penalty 3256.371425 = -104795.205872 nChanged 0 SP:Iteration 14F (27037.940000 sec): 3 clusters Score: Raw -108051.577297 + Penalty 3256.371425 = -104795.205872 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 26 (10571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27037.980000 sec): 2 clusters Score: Raw -1704203.894329 + Penalty 2297.935681 = -1701905.958648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27038.020000 sec): 3 clusters Score: Raw -1698298.369994 + Penalty 4595.871362 = -1693702.498632 nChanged 4517 SP:Iteration 1F (27038.060000 sec): 3 clusters Score: Raw -1700753.396921 + Penalty 4595.871362 = -1696157.525558 nChanged 682 SP:Iteration 2F (27038.100000 sec): 3 clusters Score: Raw -1701120.626481 + Penalty 4595.871362 = -1696524.755119 nChanged 610 SP:Iteration 3F (27038.140000 sec): 3 clusters Score: Raw -1701483.833853 + Penalty 4595.871362 = -1696887.962490 nChanged 590 SP:Iteration 4F (27038.190000 sec): 3 clusters Score: Raw -1701885.033572 + Penalty 4595.871362 = -1697289.162210 nChanged 647 SP:Iteration 5F (27038.230000 sec): 3 clusters Score: Raw -1702382.590300 + Penalty 4595.871362 = -1697786.718938 nChanged 609 SP:Iteration 6F (27038.270000 sec): 3 clusters Score: Raw -1702863.306606 + Penalty 4595.871362 = -1698267.435244 nChanged 573 SP:Iteration 7F (27038.310000 sec): 3 clusters Score: Raw -1703350.366177 + Penalty 4595.871362 = -1698754.494815 nChanged 461 SP:Iteration 8Q (27038.350000 sec): 3 clusters Score: Raw -1703755.484225 + Penalty 4595.871362 = -1699159.612863 nChanged 357 SP:Iteration 9Q (27038.390000 sec): 3 clusters Score: Raw -1704070.644719 + Penalty 4595.871362 = -1699474.773357 nChanged 258 SP:Iteration 10Q (27038.430000 sec): 3 clusters Score: Raw -1704312.606630 + Penalty 4595.871362 = -1699716.735268 nChanged 178 SP:Iteration 11Q (27038.470000 sec): 3 clusters Score: Raw -1704510.631502 + Penalty 4595.871362 = -1699914.760139 nChanged 117 SP:Iteration 12Q (27038.500000 sec): 3 clusters Score: Raw -1704677.150638 + Penalty 4595.871362 = -1700081.279276 nChanged 85 SP:Iteration 13Q (27038.540000 sec): 3 clusters Score: Raw -1704770.709568 + Penalty 4595.871362 = -1700174.838206 nChanged 56 SP:Iteration 14Q (27038.570000 sec): 3 clusters Score: Raw -1704825.930622 + Penalty 4595.871362 = -1700230.059260 nChanged 46 SP:Iteration 15Q (27038.600000 sec): 3 clusters Score: Raw -1704860.195280 + Penalty 4595.871362 = -1700264.323918 nChanged 23 SP:Iteration 16Q (27038.630000 sec): 3 clusters Score: Raw -1704877.772765 + Penalty 4595.871362 = -1700281.901403 nChanged 18 SP:Iteration 17Q (27038.660000 sec): 3 clusters Score: Raw -1704889.556669 + Penalty 4595.871362 = -1700293.685306 nChanged 15 SP:Iteration 18Q (27038.700000 sec): 3 clusters Score: Raw -1704898.977935 + Penalty 4595.871362 = -1700303.106573 nChanged 7 SP:Iteration 19Q (27038.720000 sec): 3 clusters Score: Raw -1704904.608630 + Penalty 4595.871362 = -1700308.737268 nChanged 6 SP:Iteration 20F (27038.770000 sec): 3 clusters Score: Raw -1704907.769362 + Penalty 4595.871362 = -1700311.898000 nChanged 2 SP:Iteration 21Q (27038.800000 sec): 3 clusters Score: Raw -1704908.578198 + Penalty 4595.871362 = -1700312.706836 nChanged 0 SP:Iteration 22F (27038.840000 sec): 3 clusters Score: Raw -1704908.578198 + Penalty 4595.871362 = -1700312.706836 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 27 (18112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27038.910000 sec): 2 clusters Score: Raw -2823225.821320 + Penalty 2431.473835 = -2820794.347485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27038.980000 sec): 3 clusters Score: Raw -2812855.890586 + Penalty 4862.947671 = -2807992.942916 nChanged 7881 SP:Iteration 1F (27039.050000 sec): 3 clusters Score: Raw -2817190.883305 + Penalty 4862.947671 = -2812327.935635 nChanged 962 SP:Iteration 2F (27039.120000 sec): 3 clusters Score: Raw -2817563.715967 + Penalty 4862.947671 = -2812700.768296 nChanged 799 SP:Iteration 3Q (27039.200000 sec): 3 clusters Score: Raw -2817871.112511 + Penalty 4862.947671 = -2813008.164840 nChanged 729 SP:Iteration 4Q (27039.270000 sec): 3 clusters Score: Raw -2818157.893700 + Penalty 4862.947671 = -2813294.946029 nChanged 734 SP:Iteration 5Q (27039.340000 sec): 3 clusters Score: Raw -2818452.498051 + Penalty 4862.947671 = -2813589.550380 nChanged 745 SP:Iteration 6Q (27039.410000 sec): 3 clusters Score: Raw -2818803.512612 + Penalty 4862.947671 = -2813940.564942 nChanged 826 SP:Iteration 7Q (27039.480000 sec): 3 clusters Score: Raw -2819268.064303 + Penalty 4862.947671 = -2814405.116633 nChanged 935 SP:Iteration 8F (27039.560000 sec): 3 clusters Score: Raw -2819882.028285 + Penalty 4862.947671 = -2815019.080615 nChanged 995 SP:Iteration 9F (27039.630000 sec): 3 clusters Score: Raw -2820600.837682 + Penalty 4862.947671 = -2815737.890012 nChanged 1027 SP:Iteration 10F (27039.700000 sec): 3 clusters Score: Raw -2821436.430432 + Penalty 4862.947671 = -2816573.482761 nChanged 975 SP:Iteration 11F (27039.770000 sec): 3 clusters Score: Raw -2822273.656900 + Penalty 4862.947671 = -2817410.709229 nChanged 815 SP:Iteration 12Q (27039.840000 sec): 3 clusters Score: Raw -2822990.802511 + Penalty 4862.947671 = -2818127.854840 nChanged 605 SP:Iteration 13Q (27039.910000 sec): 3 clusters Score: Raw -2823460.544088 + Penalty 4862.947671 = -2818597.596417 nChanged 372 SP:Iteration 14Q (27039.980000 sec): 3 clusters Score: Raw -2823714.974264 + Penalty 4862.947671 = -2818852.026594 nChanged 263 SP:Iteration 15Q (27040.040000 sec): 3 clusters Score: Raw -2823879.251464 + Penalty 4862.947671 = -2819016.303794 nChanged 179 SP:Iteration 16Q (27040.100000 sec): 3 clusters Score: Raw -2823984.753724 + Penalty 4862.947671 = -2819121.806054 nChanged 127 SP:Iteration 17Q (27040.170000 sec): 3 clusters Score: Raw -2824046.522503 + Penalty 4862.947671 = -2819183.574832 nChanged 87 SP:Iteration 18Q (27040.230000 sec): 3 clusters Score: Raw -2824081.104357 + Penalty 4862.947671 = -2819218.156686 nChanged 56 SP:Iteration 19Q (27040.290000 sec): 3 clusters Score: Raw -2824106.549605 + Penalty 4862.947671 = -2819243.601934 nChanged 50 SP:Iteration 20F (27040.360000 sec): 3 clusters Score: Raw -2824130.036326 + Penalty 4862.947671 = -2819267.088656 nChanged 44 SP:Iteration 21Q (27040.420000 sec): 3 clusters Score: Raw -2824149.188528 + Penalty 4862.947671 = -2819286.240857 nChanged 41 SP:Iteration 22Q (27040.480000 sec): 3 clusters Score: Raw -2824165.964338 + Penalty 4862.947671 = -2819303.016668 nChanged 29 SP:Iteration 23Q (27040.540000 sec): 3 clusters Score: Raw -2824174.442928 + Penalty 4862.947671 = -2819311.495258 nChanged 13 SP:Iteration 24Q (27040.600000 sec): 3 clusters Score: Raw -2824178.377198 + Penalty 4862.947671 = -2819315.429527 nChanged 14 SP:Iteration 25Q (27040.660000 sec): 3 clusters Score: Raw -2824183.748030 + Penalty 4862.947671 = -2819320.800359 nChanged 12 SP:Iteration 26Q (27040.720000 sec): 3 clusters Score: Raw -2824187.421863 + Penalty 4862.947671 = -2819324.474193 nChanged 11 SP:Iteration 27Q (27040.780000 sec): 3 clusters Score: Raw -2824192.750991 + Penalty 4862.947671 = -2819329.803320 nChanged 11 SP:Iteration 28Q (27040.840000 sec): 3 clusters Score: Raw -2824195.455719 + Penalty 4862.947671 = -2819332.508049 nChanged 7 SP:Iteration 29Q (27040.900000 sec): 3 clusters Score: Raw -2824197.724246 + Penalty 4862.947671 = -2819334.776575 nChanged 7 SP:Iteration 30Q (27040.960000 sec): 3 clusters Score: Raw -2824200.017376 + Penalty 4862.947671 = -2819337.069705 nChanged 3 SP:Iteration 31Q (27041.020000 sec): 3 clusters Score: Raw -2824200.821081 + Penalty 4862.947671 = -2819337.873410 nChanged 8 SP:Iteration 32Q (27041.080000 sec): 3 clusters Score: Raw -2824202.438438 + Penalty 4862.947671 = -2819339.490768 nChanged 5 SP:Iteration 33Q (27041.140000 sec): 3 clusters Score: Raw -2824204.114683 + Penalty 4862.947671 = -2819341.167012 nChanged 7 SP:Iteration 34Q (27041.200000 sec): 3 clusters Score: Raw -2824206.294786 + Penalty 4862.947671 = -2819343.347115 nChanged 10 SP:Iteration 35Q (27041.260000 sec): 3 clusters Score: Raw -2824209.550594 + Penalty 4862.947671 = -2819346.602923 nChanged 8 SP:Iteration 36Q (27041.320000 sec): 3 clusters Score: Raw -2824211.876920 + Penalty 4862.947671 = -2819348.929250 nChanged 5 SP:Iteration 37Q (27041.380000 sec): 3 clusters Score: Raw -2824215.273392 + Penalty 4862.947671 = -2819352.325721 nChanged 9 SP:Iteration 38Q (27041.440000 sec): 3 clusters Score: Raw -2824219.197959 + Penalty 4862.947671 = -2819356.250288 nChanged 11 SP:Iteration 39Q (27041.500000 sec): 3 clusters Score: Raw -2824223.379569 + Penalty 4862.947671 = -2819360.431898 nChanged 9 SP:Iteration 40F (27041.570000 sec): 3 clusters Score: Raw -2824225.235166 + Penalty 4862.947671 = -2819362.287495 nChanged 5 SP:Iteration 41Q (27041.630000 sec): 3 clusters Score: Raw -2824226.471486 + Penalty 4862.947671 = -2819363.523815 nChanged 2 SP:Iteration 42Q (27041.690000 sec): 3 clusters Score: Raw -2824227.355314 + Penalty 4862.947671 = -2819364.407644 nChanged 2 SP:Iteration 43Q (27041.750000 sec): 3 clusters Score: Raw -2824227.717269 + Penalty 4862.947671 = -2819364.769598 nChanged 0 SP:Iteration 44F (27041.820000 sec): 3 clusters Score: Raw -2824227.717269 + Penalty 4862.947671 = -2819364.769598 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 28 (400326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27043.270000 sec): 2 clusters Score: Raw -64402526.281378 + Penalty 3199.208555 = -64399327.072824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27044.920000 sec): 3 clusters Score: Raw -64136159.428828 + Penalty 6398.417109 = -64129761.011719 nChanged 194916 SP:Iteration 1F (27046.560000 sec): 3 clusters Score: Raw -64253425.335798 + Penalty 6398.417109 = -64247026.918689 nChanged 11739 SP:Iteration 2Q (27048.230000 sec): 3 clusters Score: Raw -64256295.361974 + Penalty 6398.417109 = -64249896.944865 nChanged 13643 SP:Iteration 3Q (27049.890000 sec): 3 clusters Score: Raw -64260341.536887 + Penalty 6398.417109 = -64253943.119778 nChanged 16364 SP:Iteration 4Q (27051.560000 sec): 3 clusters Score: Raw -64266336.174021 + Penalty 6398.417109 = -64259937.756911 nChanged 19917 SP:Iteration 5Q (27053.220000 sec): 3 clusters Score: Raw -64275269.096145 + Penalty 6398.417109 = -64268870.679036 nChanged 23458 SP:Iteration 6F (27054.850000 sec): 3 clusters Score: Raw -64287910.535419 + Penalty 6398.417109 = -64281512.118310 nChanged 25619 SP:Iteration 7F (27056.510000 sec): 3 clusters Score: Raw -64303503.922441 + Penalty 6398.417109 = -64297105.505332 nChanged 25702 SP:Iteration 8F (27058.170000 sec): 3 clusters Score: Raw -64320009.778778 + Penalty 6398.417109 = -64313611.361669 nChanged 23630 SP:Iteration 9F (27059.810000 sec): 3 clusters Score: Raw -64336117.985527 + Penalty 6398.417109 = -64329719.568417 nChanged 20135 SP:Iteration 10F (27061.450000 sec): 3 clusters Score: Raw -64351076.448164 + Penalty 6398.417109 = -64344678.031055 nChanged 16558 SP:Iteration 11Q (27063.090000 sec): 3 clusters Score: Raw -64362498.398857 + Penalty 6398.417109 = -64356099.981748 nChanged 11989 SP:Iteration 12Q (27064.690000 sec): 3 clusters Score: Raw -64369016.148479 + Penalty 6398.417109 = -64362617.731370 nChanged 8776 SP:Iteration 13Q (27066.270000 sec): 3 clusters Score: Raw -64373240.193006 + Penalty 6398.417109 = -64366841.775896 nChanged 7748 SP:Iteration 14Q (27067.830000 sec): 3 clusters Score: Raw -64376703.003701 + Penalty 6398.417109 = -64370304.586592 nChanged 7146 SP:Iteration 15Q (27069.370000 sec): 3 clusters Score: Raw -64379818.291978 + Penalty 6398.417109 = -64373419.874869 nChanged 6799 SP:Iteration 16Q (27070.880000 sec): 3 clusters Score: Raw -64382765.732276 + Penalty 6398.417109 = -64376367.315167 nChanged 6280 SP:Iteration 17Q (27072.380000 sec): 3 clusters Score: Raw -64385547.879355 + Penalty 6398.417109 = -64379149.462246 nChanged 5892 SP:Iteration 18Q (27073.850000 sec): 3 clusters Score: Raw -64388293.662362 + Penalty 6398.417109 = -64381895.245253 nChanged 5505 SP:Iteration 19Q (27075.310000 sec): 3 clusters Score: Raw -64390944.154510 + Penalty 6398.417109 = -64384545.737401 nChanged 4937 SP:Iteration 20F (27076.950000 sec): 3 clusters Score: Raw -64393423.711013 + Penalty 6398.417109 = -64387025.293904 nChanged 4555 SP:Iteration 21Q (27078.370000 sec): 3 clusters Score: Raw -64395656.371244 + Penalty 6398.417109 = -64389257.954135 nChanged 3998 SP:Iteration 22Q (27079.780000 sec): 3 clusters Score: Raw -64397460.258778 + Penalty 6398.417109 = -64391061.841669 nChanged 3397 SP:Iteration 23Q (27081.160000 sec): 3 clusters Score: Raw -64398829.211547 + Penalty 6398.417109 = -64392430.794438 nChanged 2917 SP:Iteration 24Q (27082.530000 sec): 3 clusters Score: Raw -64399801.388212 + Penalty 6398.417109 = -64393402.971103 nChanged 2450 SP:Iteration 25Q (27083.860000 sec): 3 clusters Score: Raw -64400457.009691 + Penalty 6398.417109 = -64394058.592582 nChanged 2064 SP:Iteration 26Q (27085.210000 sec): 3 clusters Score: Raw -64400909.040164 + Penalty 6398.417109 = -64394510.623055 nChanged 1722 SP:Iteration 27Q (27086.560000 sec): 3 clusters Score: Raw -64401215.375465 + Penalty 6398.417109 = -64394816.958356 nChanged 1471 SP:Iteration 28Q (27087.880000 sec): 3 clusters Score: Raw -64401430.784169 + Penalty 6398.417109 = -64395032.367059 nChanged 1241 SP:Iteration 29Q (27089.190000 sec): 3 clusters Score: Raw -64401581.859626 + Penalty 6398.417109 = -64395183.442517 nChanged 1130 SP:Iteration 30Q (27090.500000 sec): 3 clusters Score: Raw -64401706.027012 + Penalty 6398.417109 = -64395307.609902 nChanged 1003 SP:Iteration 31Q (27091.820000 sec): 3 clusters Score: Raw -64401801.347855 + Penalty 6398.417109 = -64395402.930746 nChanged 870 SP:Iteration 32Q (27093.120000 sec): 3 clusters Score: Raw -64401874.601067 + Penalty 6398.417109 = -64395476.183958 nChanged 774 SP:Iteration 33Q (27094.430000 sec): 3 clusters Score: Raw -64401932.403911 + Penalty 6398.417109 = -64395533.986802 nChanged 664 SP:Iteration 34Q (27095.720000 sec): 3 clusters Score: Raw -64401978.440570 + Penalty 6398.417109 = -64395580.023461 nChanged 630 SP:Iteration 35Q (27097.010000 sec): 3 clusters Score: Raw -64402020.265259 + Penalty 6398.417109 = -64395621.848150 nChanged 570 SP:Iteration 36Q (27098.300000 sec): 3 clusters Score: Raw -64402053.486018 + Penalty 6398.417109 = -64395655.068909 nChanged 496 SP:Iteration 37Q (27099.580000 sec): 3 clusters Score: Raw -64402078.719525 + Penalty 6398.417109 = -64395680.302416 nChanged 430 SP:Iteration 38Q (27100.870000 sec): 3 clusters Score: Raw -64402099.369059 + Penalty 6398.417109 = -64395700.951950 nChanged 378 SP:Iteration 39Q (27102.160000 sec): 3 clusters Score: Raw -64402115.586234 + Penalty 6398.417109 = -64395717.169125 nChanged 356 SP:Iteration 40F (27103.790000 sec): 3 clusters Score: Raw -64402129.910622 + Penalty 6398.417109 = -64395731.493513 nChanged 325 SP:Iteration 41Q (27105.080000 sec): 3 clusters Score: Raw -64402142.466607 + Penalty 6398.417109 = -64395744.049498 nChanged 285 SP:Iteration 42Q (27106.360000 sec): 3 clusters Score: Raw -64402153.887917 + Penalty 6398.417109 = -64395755.470808 nChanged 281 SP:Iteration 43Q (27107.650000 sec): 3 clusters Score: Raw -64402164.413772 + Penalty 6398.417109 = -64395765.996663 nChanged 266 SP:Iteration 44Q (27108.940000 sec): 3 clusters Score: Raw -64402173.699066 + Penalty 6398.417109 = -64395775.281957 nChanged 242 SP:Iteration 45Q (27110.230000 sec): 3 clusters Score: Raw -64402181.433095 + Penalty 6398.417109 = -64395783.015986 nChanged 217 SP:Iteration 46Q (27111.510000 sec): 3 clusters Score: Raw -64402188.092278 + Penalty 6398.417109 = -64395789.675169 nChanged 205 SP:Iteration 47Q (27112.780000 sec): 3 clusters Score: Raw -64402193.908306 + Penalty 6398.417109 = -64395795.491197 nChanged 181 SP:Iteration 48Q (27114.060000 sec): 3 clusters Score: Raw -64402198.541090 + Penalty 6398.417109 = -64395800.123981 nChanged 155 SP:Iteration 49Q (27115.340000 sec): 3 clusters Score: Raw -64402202.354506 + Penalty 6398.417109 = -64395803.937397 nChanged 155 SP:Iteration 50Q (27116.630000 sec): 3 clusters Score: Raw -64402206.123493 + Penalty 6398.417109 = -64395807.706384 nChanged 131 SP:Iteration 51Q (27117.900000 sec): 3 clusters Score: Raw -64402209.295958 + Penalty 6398.417109 = -64395810.878849 nChanged 122 SP:Iteration 52Q (27119.190000 sec): 3 clusters Score: Raw -64402211.680227 + Penalty 6398.417109 = -64395813.263117 nChanged 95 SP:Iteration 53Q (27120.470000 sec): 3 clusters Score: Raw -64402213.519862 + Penalty 6398.417109 = -64395815.102753 nChanged 94 SP:Iteration 54Q (27121.740000 sec): 3 clusters Score: Raw -64402215.171510 + Penalty 6398.417109 = -64395816.754401 nChanged 68 SP:Iteration 55Q (27123.010000 sec): 3 clusters Score: Raw -64402216.276886 + Penalty 6398.417109 = -64395817.859777 nChanged 67 SP:Iteration 56Q (27124.290000 sec): 3 clusters Score: Raw -64402217.387474 + Penalty 6398.417109 = -64395818.970365 nChanged 55 SP:Iteration 57Q (27125.560000 sec): 3 clusters Score: Raw -64402218.157773 + Penalty 6398.417109 = -64395819.740664 nChanged 43 SP:Iteration 58Q (27126.840000 sec): 3 clusters Score: Raw -64402218.810887 + Penalty 6398.417109 = -64395820.393778 nChanged 34 SP:Iteration 59Q (27128.110000 sec): 3 clusters Score: Raw -64402219.260220 + Penalty 6398.417109 = -64395820.843111 nChanged 32 SP:Iteration 60F (27129.750000 sec): 3 clusters Score: Raw -64402219.689805 + Penalty 6398.417109 = -64395821.272696 nChanged 31 SP:Iteration 61Q (27131.020000 sec): 3 clusters Score: Raw -64402220.097433 + Penalty 6398.417109 = -64395821.680324 nChanged 24 SP:Iteration 62Q (27132.300000 sec): 3 clusters Score: Raw -64402220.352130 + Penalty 6398.417109 = -64395821.935021 nChanged 17 SP:Iteration 63Q (27133.560000 sec): 3 clusters Score: Raw -64402220.507859 + Penalty 6398.417109 = -64395822.090750 nChanged 18 SP:Iteration 64Q (27134.840000 sec): 3 clusters Score: Raw -64402220.722317 + Penalty 6398.417109 = -64395822.305208 nChanged 22 SP:Iteration 65Q (27136.110000 sec): 3 clusters Score: Raw -64402221.117294 + Penalty 6398.417109 = -64395822.700185 nChanged 27 SP:Iteration 66Q (27137.380000 sec): 3 clusters Score: Raw -64402221.582692 + Penalty 6398.417109 = -64395823.165583 nChanged 30 SP:Iteration 67Q (27138.660000 sec): 3 clusters Score: Raw -64402221.970932 + Penalty 6398.417109 = -64395823.553823 nChanged 26 SP:Iteration 68Q (27139.930000 sec): 3 clusters Score: Raw -64402222.240990 + Penalty 6398.417109 = -64395823.823881 nChanged 19 SP:Iteration 69Q (27141.200000 sec): 3 clusters Score: Raw -64402222.411155 + Penalty 6398.417109 = -64395823.994046 nChanged 15 SP:Iteration 70Q (27142.480000 sec): 3 clusters Score: Raw -64402222.586370 + Penalty 6398.417109 = -64395824.169261 nChanged 20 SP:Iteration 71Q (27143.740000 sec): 3 clusters Score: Raw -64402222.832234 + Penalty 6398.417109 = -64395824.415125 nChanged 21 SP:Iteration 72Q (27145.030000 sec): 3 clusters Score: Raw -64402223.054868 + Penalty 6398.417109 = -64395824.637759 nChanged 12 SP:Iteration 73Q (27146.310000 sec): 3 clusters Score: Raw -64402223.182475 + Penalty 6398.417109 = -64395824.765366 nChanged 11 SP:Iteration 74Q (27147.580000 sec): 3 clusters Score: Raw -64402223.254048 + Penalty 6398.417109 = -64395824.836939 nChanged 8 SP:Iteration 75Q (27148.860000 sec): 3 clusters Score: Raw -64402223.342924 + Penalty 6398.417109 = -64395824.925815 nChanged 10 SP:Iteration 76Q (27150.130000 sec): 3 clusters Score: Raw -64402223.441619 + Penalty 6398.417109 = -64395825.024510 nChanged 8 SP:Iteration 77Q (27151.400000 sec): 3 clusters Score: Raw -64402223.529065 + Penalty 6398.417109 = -64395825.111956 nChanged 6 SP:Iteration 78Q (27152.680000 sec): 3 clusters Score: Raw -64402223.599894 + Penalty 6398.417109 = -64395825.182785 nChanged 8 SP:Iteration 79Q (27153.970000 sec): 3 clusters Score: Raw -64402223.667287 + Penalty 6398.417109 = -64395825.250178 nChanged 7 SP:Iteration 80F (27155.610000 sec): 3 clusters Score: Raw -64402223.733434 + Penalty 6398.417109 = -64395825.316325 nChanged 9 SP:Iteration 81Q (27156.890000 sec): 3 clusters Score: Raw -64402223.829957 + Penalty 6398.417109 = -64395825.412848 nChanged 6 SP:Iteration 82Q (27158.160000 sec): 3 clusters Score: Raw -64402223.892817 + Penalty 6398.417109 = -64395825.475708 nChanged 11 SP:Iteration 83Q (27159.430000 sec): 3 clusters Score: Raw -64402224.017280 + Penalty 6398.417109 = -64395825.600171 nChanged 12 SP:Iteration 84Q (27160.710000 sec): 3 clusters Score: Raw -64402224.151587 + Penalty 6398.417109 = -64395825.734478 nChanged 13 SP:Iteration 85Q (27161.980000 sec): 3 clusters Score: Raw -64402224.349736 + Penalty 6398.417109 = -64395825.932627 nChanged 21 SP:Iteration 86Q (27163.250000 sec): 3 clusters Score: Raw -64402224.661989 + Penalty 6398.417109 = -64395826.244880 nChanged 24 SP:Iteration 87Q (27164.520000 sec): 3 clusters Score: Raw -64402224.945714 + Penalty 6398.417109 = -64395826.528605 nChanged 17 SP:Iteration 88Q (27165.800000 sec): 3 clusters Score: Raw -64402225.109601 + Penalty 6398.417109 = -64395826.692492 nChanged 16 SP:Iteration 89Q (27167.080000 sec): 3 clusters Score: Raw -64402225.272022 + Penalty 6398.417109 = -64395826.854913 nChanged 11 SP:Iteration 90Q (27168.370000 sec): 3 clusters Score: Raw -64402225.371321 + Penalty 6398.417109 = -64395826.954212 nChanged 6 SP:Iteration 91Q (27169.650000 sec): 3 clusters Score: Raw -64402225.419884 + Penalty 6398.417109 = -64395827.002775 nChanged 1 SP:Iteration 92Q (27170.930000 sec): 3 clusters Score: Raw -64402225.433544 + Penalty 6398.417109 = -64395827.016435 nChanged 4 SP:Iteration 93Q (27172.220000 sec): 3 clusters Score: Raw -64402225.479121 + Penalty 6398.417109 = -64395827.062012 nChanged 8 SP:Iteration 94Q (27173.500000 sec): 3 clusters Score: Raw -64402225.531119 + Penalty 6398.417109 = -64395827.114009 nChanged 3 SP:Iteration 95Q (27174.800000 sec): 3 clusters Score: Raw -64402225.557464 + Penalty 6398.417109 = -64395827.140355 nChanged 1 SP:Iteration 96Q (27176.090000 sec): 3 clusters Score: Raw -64402225.572413 + Penalty 6398.417109 = -64395827.155304 nChanged 3 SP:Iteration 97Q (27177.370000 sec): 3 clusters Score: Raw -64402225.599438 + Penalty 6398.417109 = -64395827.182329 nChanged 0 SP:Iteration 98F (27179.010000 sec): 3 clusters Score: Raw -64402225.599438 + Penalty 6398.417109 = -64395827.182329 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 29 (54651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27179.340000 sec): 2 clusters Score: Raw -8799377.978902 + Penalty 2705.363252 = -8796672.615650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27179.560000 sec): 3 clusters Score: Raw -8765458.799108 + Penalty 5410.726505 = -8760048.072603 nChanged 25229 SP:Iteration 1F (27179.780000 sec): 3 clusters Score: Raw -8779596.730013 + Penalty 5410.726505 = -8774186.003508 nChanged 2445 SP:Iteration 2Q (27180.000000 sec): 3 clusters Score: Raw -8780382.288918 + Penalty 5410.726505 = -8774971.562414 nChanged 2550 SP:Iteration 3Q (27180.230000 sec): 3 clusters Score: Raw -8781349.204251 + Penalty 5410.726505 = -8775938.477746 nChanged 2771 SP:Iteration 4F (27180.450000 sec): 3 clusters Score: Raw -8782618.675938 + Penalty 5410.726505 = -8777207.949434 nChanged 3134 SP:Iteration 5F (27180.670000 sec): 3 clusters Score: Raw -8784331.657943 + Penalty 5410.726505 = -8778920.931438 nChanged 3455 SP:Iteration 6F (27180.890000 sec): 3 clusters Score: Raw -8786557.510337 + Penalty 5410.726505 = -8781146.783832 nChanged 3698 SP:Iteration 7F (27181.110000 sec): 3 clusters Score: Raw -8789193.017533 + Penalty 5410.726505 = -8783782.291029 nChanged 3457 SP:Iteration 8F (27181.330000 sec): 3 clusters Score: Raw -8791833.011789 + Penalty 5410.726505 = -8786422.285284 nChanged 3040 SP:Iteration 9F (27181.550000 sec): 3 clusters Score: Raw -8794321.320814 + Penalty 5410.726505 = -8788910.594309 nChanged 2346 SP:Iteration 10Q (27181.760000 sec): 3 clusters Score: Raw -8796268.288015 + Penalty 5410.726505 = -8790857.561510 nChanged 1613 SP:Iteration 11Q (27181.980000 sec): 3 clusters Score: Raw -8797628.851284 + Penalty 5410.726505 = -8792218.124780 nChanged 1055 SP:Iteration 12Q (27182.180000 sec): 3 clusters Score: Raw -8798509.517444 + Penalty 5410.726505 = -8793098.790939 nChanged 604 SP:Iteration 13Q (27182.360000 sec): 3 clusters Score: Raw -8798968.790221 + Penalty 5410.726505 = -8793558.063717 nChanged 349 SP:Iteration 14Q (27182.530000 sec): 3 clusters Score: Raw -8799219.277119 + Penalty 5410.726505 = -8793808.550614 nChanged 206 SP:Iteration 15Q (27182.700000 sec): 3 clusters Score: Raw -8799364.382122 + Penalty 5410.726505 = -8793953.655618 nChanged 147 SP:Iteration 16Q (27182.870000 sec): 3 clusters Score: Raw -8799471.028605 + Penalty 5410.726505 = -8794060.302100 nChanged 104 SP:Iteration 17Q (27183.030000 sec): 3 clusters Score: Raw -8799548.139606 + Penalty 5410.726505 = -8794137.413101 nChanged 71 SP:Iteration 18Q (27183.180000 sec): 3 clusters Score: Raw -8799597.463886 + Penalty 5410.726505 = -8794186.737381 nChanged 45 SP:Iteration 19Q (27183.340000 sec): 3 clusters Score: Raw -8799626.561212 + Penalty 5410.726505 = -8794215.834707 nChanged 34 SP:Iteration 20F (27183.550000 sec): 3 clusters Score: Raw -8799647.366905 + Penalty 5410.726505 = -8794236.640401 nChanged 26 SP:Iteration 21Q (27183.710000 sec): 3 clusters Score: Raw -8799662.824566 + Penalty 5410.726505 = -8794252.098062 nChanged 25 SP:Iteration 22Q (27183.870000 sec): 3 clusters Score: Raw -8799678.863333 + Penalty 5410.726505 = -8794268.136829 nChanged 20 SP:Iteration 23Q (27184.020000 sec): 3 clusters Score: Raw -8799691.484774 + Penalty 5410.726505 = -8794280.758269 nChanged 13 SP:Iteration 24Q (27184.180000 sec): 3 clusters Score: Raw -8799700.476969 + Penalty 5410.726505 = -8794289.750464 nChanged 13 SP:Iteration 25Q (27184.330000 sec): 3 clusters Score: Raw -8799709.394852 + Penalty 5410.726505 = -8794298.668348 nChanged 13 SP:Iteration 26Q (27184.490000 sec): 3 clusters Score: Raw -8799718.190637 + Penalty 5410.726505 = -8794307.464133 nChanged 7 SP:Iteration 27Q (27184.650000 sec): 3 clusters Score: Raw -8799721.744513 + Penalty 5410.726505 = -8794311.018008 nChanged 6 SP:Iteration 28Q (27184.800000 sec): 3 clusters Score: Raw -8799724.275593 + Penalty 5410.726505 = -8794313.549088 nChanged 6 SP:Iteration 29Q (27184.950000 sec): 3 clusters Score: Raw -8799726.658772 + Penalty 5410.726505 = -8794315.932267 nChanged 3 SP:Iteration 30Q (27185.110000 sec): 3 clusters Score: Raw -8799727.921565 + Penalty 5410.726505 = -8794317.195060 nChanged 3 SP:Iteration 31Q (27185.260000 sec): 3 clusters Score: Raw -8799730.104251 + Penalty 5410.726505 = -8794319.377746 nChanged 4 SP:Iteration 32Q (27185.420000 sec): 3 clusters Score: Raw -8799733.466902 + Penalty 5410.726505 = -8794322.740398 nChanged 4 SP:Iteration 33Q (27185.570000 sec): 3 clusters Score: Raw -8799735.335931 + Penalty 5410.726505 = -8794324.609426 nChanged 2 SP:Iteration 34Q (27185.720000 sec): 3 clusters Score: Raw -8799738.026327 + Penalty 5410.726505 = -8794327.299822 nChanged 5 SP:Iteration 35Q (27185.880000 sec): 3 clusters Score: Raw -8799740.135866 + Penalty 5410.726505 = -8794329.409362 nChanged 3 SP:Iteration 36Q (27186.030000 sec): 3 clusters Score: Raw -8799742.156221 + Penalty 5410.726505 = -8794331.429716 nChanged 5 SP:Iteration 37Q (27186.190000 sec): 3 clusters Score: Raw -8799746.207610 + Penalty 5410.726505 = -8794335.481105 nChanged 8 SP:Iteration 38Q (27186.340000 sec): 3 clusters Score: Raw -8799751.429121 + Penalty 5410.726505 = -8794340.702617 nChanged 9 SP:Iteration 39Q (27186.500000 sec): 3 clusters Score: Raw -8799755.896075 + Penalty 5410.726505 = -8794345.169571 nChanged 2 SP:Iteration 40F (27186.710000 sec): 3 clusters Score: Raw -8799757.221839 + Penalty 5410.726505 = -8794346.495334 nChanged 4 SP:Iteration 41Q (27186.860000 sec): 3 clusters Score: Raw -8799759.578227 + Penalty 5410.726505 = -8794348.851722 nChanged 2 SP:Iteration 42Q (27187.020000 sec): 3 clusters Score: Raw -8799760.738176 + Penalty 5410.726505 = -8794350.011671 nChanged 0 SP:Iteration 43F (27187.240000 sec): 3 clusters Score: Raw -8799760.738176 + Penalty 5410.726505 = -8794350.011671 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 30 (15455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27187.300000 sec): 2 clusters Score: Raw -2489591.323810 + Penalty 2392.130588 = -2487199.193222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27187.370000 sec): 3 clusters Score: Raw -2480920.302365 + Penalty 4784.261176 = -2476136.041190 nChanged 6615 SP:Iteration 1F (27187.430000 sec): 3 clusters Score: Raw -2484523.435201 + Penalty 4784.261176 = -2479739.174025 nChanged 988 SP:Iteration 2F (27187.490000 sec): 3 clusters Score: Raw -2485020.783784 + Penalty 4784.261176 = -2480236.522608 nChanged 876 SP:Iteration 3F (27187.550000 sec): 3 clusters Score: Raw -2485539.975810 + Penalty 4784.261176 = -2480755.714635 nChanged 857 SP:Iteration 4F (27187.610000 sec): 3 clusters Score: Raw -2486195.629415 + Penalty 4784.261176 = -2481411.368239 nChanged 1003 SP:Iteration 5F (27187.680000 sec): 3 clusters Score: Raw -2487090.004159 + Penalty 4784.261176 = -2482305.742983 nChanged 1065 SP:Iteration 6F (27187.740000 sec): 3 clusters Score: Raw -2488121.934277 + Penalty 4784.261176 = -2483337.673102 nChanged 1006 SP:Iteration 7F (27187.800000 sec): 3 clusters Score: Raw -2489016.821267 + Penalty 4784.261176 = -2484232.560092 nChanged 911 SP:Iteration 8F (27187.860000 sec): 3 clusters Score: Raw -2489738.094443 + Penalty 4784.261176 = -2484953.833267 nChanged 705 SP:Iteration 9Q (27187.920000 sec): 3 clusters Score: Raw -2490217.889126 + Penalty 4784.261176 = -2485433.627951 nChanged 497 SP:Iteration 10Q (27187.980000 sec): 3 clusters Score: Raw -2490468.257840 + Penalty 4784.261176 = -2485683.996665 nChanged 322 SP:Iteration 11Q (27188.040000 sec): 3 clusters Score: Raw -2490590.421022 + Penalty 4784.261176 = -2485806.159846 nChanged 225 SP:Iteration 12Q (27188.100000 sec): 3 clusters Score: Raw -2490664.342451 + Penalty 4784.261176 = -2485880.081275 nChanged 152 SP:Iteration 13Q (27188.150000 sec): 3 clusters Score: Raw -2490705.631085 + Penalty 4784.261176 = -2485921.369909 nChanged 130 SP:Iteration 14Q (27188.210000 sec): 3 clusters Score: Raw -2490736.781127 + Penalty 4784.261176 = -2485952.519951 nChanged 93 SP:Iteration 15Q (27188.260000 sec): 3 clusters Score: Raw -2490759.108635 + Penalty 4784.261176 = -2485974.847459 nChanged 80 SP:Iteration 16Q (27188.320000 sec): 3 clusters Score: Raw -2490779.772414 + Penalty 4784.261176 = -2485995.511238 nChanged 85 SP:Iteration 17Q (27188.380000 sec): 3 clusters Score: Raw -2490800.024317 + Penalty 4784.261176 = -2486015.763141 nChanged 78 SP:Iteration 18Q (27188.430000 sec): 3 clusters Score: Raw -2490818.030275 + Penalty 4784.261176 = -2486033.769099 nChanged 75 SP:Iteration 19Q (27188.490000 sec): 3 clusters Score: Raw -2490835.456683 + Penalty 4784.261176 = -2486051.195507 nChanged 61 SP:Iteration 20F (27188.550000 sec): 3 clusters Score: Raw -2490846.982088 + Penalty 4784.261176 = -2486062.720912 nChanged 44 SP:Iteration 21Q (27188.600000 sec): 3 clusters Score: Raw -2490854.628818 + Penalty 4784.261176 = -2486070.367642 nChanged 36 SP:Iteration 22Q (27188.660000 sec): 3 clusters Score: Raw -2490860.349822 + Penalty 4784.261176 = -2486076.088646 nChanged 34 SP:Iteration 23Q (27188.710000 sec): 3 clusters Score: Raw -2490865.614197 + Penalty 4784.261176 = -2486081.353021 nChanged 38 SP:Iteration 24Q (27188.770000 sec): 3 clusters Score: Raw -2490873.443682 + Penalty 4784.261176 = -2486089.182506 nChanged 41 SP:Iteration 25Q (27188.820000 sec): 3 clusters Score: Raw -2490881.315797 + Penalty 4784.261176 = -2486097.054622 nChanged 33 SP:Iteration 26Q (27188.880000 sec): 3 clusters Score: Raw -2490887.822487 + Penalty 4784.261176 = -2486103.561311 nChanged 40 SP:Iteration 27Q (27188.930000 sec): 3 clusters Score: Raw -2490894.928071 + Penalty 4784.261176 = -2486110.666895 nChanged 35 SP:Iteration 28Q (27188.980000 sec): 3 clusters Score: Raw -2490900.515628 + Penalty 4784.261176 = -2486116.254453 nChanged 20 SP:Iteration 29Q (27189.040000 sec): 3 clusters Score: Raw -2490903.421364 + Penalty 4784.261176 = -2486119.160188 nChanged 14 SP:Iteration 30Q (27189.100000 sec): 3 clusters Score: Raw -2490905.628933 + Penalty 4784.261176 = -2486121.367757 nChanged 9 SP:Iteration 31Q (27189.150000 sec): 3 clusters Score: Raw -2490907.573128 + Penalty 4784.261176 = -2486123.311952 nChanged 12 SP:Iteration 32Q (27189.200000 sec): 3 clusters Score: Raw -2490909.833017 + Penalty 4784.261176 = -2486125.571841 nChanged 17 SP:Iteration 33Q (27189.260000 sec): 3 clusters Score: Raw -2490912.642382 + Penalty 4784.261176 = -2486128.381207 nChanged 16 SP:Iteration 34Q (27189.310000 sec): 3 clusters Score: Raw -2490914.574683 + Penalty 4784.261176 = -2486130.313507 nChanged 10 SP:Iteration 35Q (27189.370000 sec): 3 clusters Score: Raw -2490915.469849 + Penalty 4784.261176 = -2486131.208673 nChanged 6 SP:Iteration 36Q (27189.420000 sec): 3 clusters Score: Raw -2490916.149430 + Penalty 4784.261176 = -2486131.888255 nChanged 13 SP:Iteration 37Q (27189.480000 sec): 3 clusters Score: Raw -2490918.068059 + Penalty 4784.261176 = -2486133.806883 nChanged 11 SP:Iteration 38Q (27189.530000 sec): 3 clusters Score: Raw -2490919.157749 + Penalty 4784.261176 = -2486134.896573 nChanged 9 SP:Iteration 39Q (27189.580000 sec): 3 clusters Score: Raw -2490920.021587 + Penalty 4784.261176 = -2486135.760411 nChanged 11 SP:Iteration 40F (27189.640000 sec): 3 clusters Score: Raw -2490921.162315 + Penalty 4784.261176 = -2486136.901139 nChanged 10 SP:Iteration 41Q (27189.700000 sec): 3 clusters Score: Raw -2490922.547293 + Penalty 4784.261176 = -2486138.286117 nChanged 12 SP:Iteration 42Q (27189.760000 sec): 3 clusters Score: Raw -2490924.484543 + Penalty 4784.261176 = -2486140.223367 nChanged 11 SP:Iteration 43Q (27189.810000 sec): 3 clusters Score: Raw -2490926.214863 + Penalty 4784.261176 = -2486141.953687 nChanged 7 SP:Iteration 44Q (27189.860000 sec): 3 clusters Score: Raw -2490927.173938 + Penalty 4784.261176 = -2486142.912762 nChanged 10 SP:Iteration 45Q (27189.920000 sec): 3 clusters Score: Raw -2490928.740038 + Penalty 4784.261176 = -2486144.478862 nChanged 16 SP:Iteration 46Q (27189.980000 sec): 3 clusters Score: Raw -2490930.185009 + Penalty 4784.261176 = -2486145.923834 nChanged 5 SP:Iteration 47Q (27190.030000 sec): 3 clusters Score: Raw -2490930.702549 + Penalty 4784.261176 = -2486146.441373 nChanged 2 SP:Iteration 48Q (27190.080000 sec): 3 clusters Score: Raw -2490930.864490 + Penalty 4784.261176 = -2486146.603315 nChanged 1 SP:Iteration 49Q (27190.140000 sec): 3 clusters Score: Raw -2490930.890984 + Penalty 4784.261176 = -2486146.629808 nChanged 0 SP:Iteration 50F (27190.200000 sec): 3 clusters Score: Raw -2490930.890984 + Penalty 4784.261176 = -2486146.629808 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 31 (1356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27190.220000 sec): 2 clusters Score: Raw -198185.291613 + Penalty 1788.649028 = -196396.642585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27190.220000 sec): 3 clusters Score: Raw -197824.747690 + Penalty 3577.298056 = -194247.449633 nChanged 433 SP:Iteration 1F (27190.220000 sec): 3 clusters Score: Raw -198342.648027 + Penalty 3577.298056 = -194765.349970 nChanged 113 SP:Iteration 2F (27190.230000 sec): 3 clusters Score: Raw -198604.266772 + Penalty 3577.298056 = -195026.968715 nChanged 115 SP:Iteration 3F (27190.240000 sec): 3 clusters Score: Raw -198895.318944 + Penalty 3577.298056 = -195318.020887 nChanged 100 SP:Iteration 4F (27190.240000 sec): 3 clusters Score: Raw -199130.052299 + Penalty 3577.298056 = -195552.754242 nChanged 77 SP:Iteration 5F (27190.250000 sec): 3 clusters Score: Raw -199352.104185 + Penalty 3577.298056 = -195774.806129 nChanged 63 SP:Iteration 6Q (27190.250000 sec): 3 clusters Score: Raw -199554.403419 + Penalty 3577.298056 = -195977.105363 nChanged 57 SP:Iteration 7Q (27190.260000 sec): 3 clusters Score: Raw -199772.579390 + Penalty 3577.298056 = -196195.281334 nChanged 53 SP:Iteration 8Q (27190.260000 sec): 3 clusters Score: Raw -200199.670210 + Penalty 3577.298056 = -196622.372154 nChanged 32 SP:Iteration 9Q (27190.260000 sec): 3 clusters Score: Raw -200653.383636 + Penalty 3577.298056 = -197076.085580 nChanged 13 SP:Iteration 10Q (27190.270000 sec): 3 clusters Score: Raw -200668.140877 + Penalty 3577.298056 = -197090.842821 nChanged 6 SP:Iteration 11Q (27190.270000 sec): 3 clusters Score: Raw -200674.566743 + Penalty 3577.298056 = -197097.268687 nChanged 4 SP:Iteration 12Q (27190.280000 sec): 3 clusters Score: Raw -200681.014858 + Penalty 3577.298056 = -197103.716802 nChanged 6 SP:Iteration 13Q (27190.280000 sec): 3 clusters Score: Raw -200688.337126 + Penalty 3577.298056 = -197111.039070 nChanged 3 SP:Iteration 14Q (27190.280000 sec): 3 clusters Score: Raw -200690.689974 + Penalty 3577.298056 = -197113.391918 nChanged 1 SP:Iteration 15Q (27190.290000 sec): 3 clusters Score: Raw -200691.946059 + Penalty 3577.298056 = -197114.648003 nChanged 0 SP:Iteration 16F (27190.300000 sec): 3 clusters Score: Raw -200691.946059 + Penalty 3577.298056 = -197114.648003 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 54. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 32 (3913 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27190.330000 sec): 2 clusters Score: Raw -591947.647441 + Penalty 2051.470786 = -589896.176654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27190.340000 sec): 3 clusters Score: Raw -590082.052921 + Penalty 4102.941573 = -585979.111348 nChanged 1415 SP:Iteration 1F (27190.350000 sec): 3 clusters Score: Raw -591061.838920 + Penalty 4102.941573 = -586958.897348 nChanged 363 SP:Iteration 2F (27190.370000 sec): 3 clusters Score: Raw -591399.663898 + Penalty 4102.941573 = -587296.722325 nChanged 245 SP:Iteration 3F (27190.390000 sec): 3 clusters Score: Raw -591645.201919 + Penalty 4102.941573 = -587542.260346 nChanged 191 SP:Iteration 4Q (27190.400000 sec): 3 clusters Score: Raw -591822.134077 + Penalty 4102.941573 = -587719.192504 nChanged 191 SP:Iteration 5Q (27190.420000 sec): 3 clusters Score: Raw -592013.445411 + Penalty 4102.941573 = -587910.503838 nChanged 158 SP:Iteration 6Q (27190.430000 sec): 3 clusters Score: Raw -592161.219573 + Penalty 4102.941573 = -588058.278000 nChanged 163 SP:Iteration 7Q (27190.450000 sec): 3 clusters Score: Raw -592303.305482 + Penalty 4102.941573 = -588200.363910 nChanged 153 SP:Iteration 8Q (27190.460000 sec): 3 clusters Score: Raw -592423.316860 + Penalty 4102.941573 = -588320.375288 nChanged 124 SP:Iteration 9Q (27190.480000 sec): 3 clusters Score: Raw -592528.341992 + Penalty 4102.941573 = -588425.400419 nChanged 98 SP:Iteration 10Q (27190.490000 sec): 3 clusters Score: Raw -592592.338522 + Penalty 4102.941573 = -588489.396949 nChanged 64 SP:Iteration 11Q (27190.510000 sec): 3 clusters Score: Raw -592628.151637 + Penalty 4102.941573 = -588525.210064 nChanged 55 SP:Iteration 12Q (27190.520000 sec): 3 clusters Score: Raw -592654.333343 + Penalty 4102.941573 = -588551.391770 nChanged 35 SP:Iteration 13Q (27190.540000 sec): 3 clusters Score: Raw -592668.424141 + Penalty 4102.941573 = -588565.482568 nChanged 25 SP:Iteration 14Q (27190.550000 sec): 3 clusters Score: Raw -592679.172350 + Penalty 4102.941573 = -588576.230778 nChanged 26 SP:Iteration 15Q (27190.570000 sec): 3 clusters Score: Raw -592689.212893 + Penalty 4102.941573 = -588586.271321 nChanged 13 SP:Iteration 16Q (27190.580000 sec): 3 clusters Score: Raw -592694.289098 + Penalty 4102.941573 = -588591.347525 nChanged 6 SP:Iteration 17Q (27190.590000 sec): 3 clusters Score: Raw -592696.605043 + Penalty 4102.941573 = -588593.663471 nChanged 5 SP:Iteration 18Q (27190.610000 sec): 3 clusters Score: Raw -592698.178823 + Penalty 4102.941573 = -588595.237250 nChanged 4 SP:Iteration 19Q (27190.620000 sec): 3 clusters Score: Raw -592700.541897 + Penalty 4102.941573 = -588597.600324 nChanged 4 SP:Iteration 20F (27190.640000 sec): 3 clusters Score: Raw -592701.434946 + Penalty 4102.941573 = -588598.493374 nChanged 4 SP:Iteration 21Q (27190.650000 sec): 3 clusters Score: Raw -592702.690300 + Penalty 4102.941573 = -588599.748727 nChanged 3 SP:Iteration 22Q (27190.670000 sec): 3 clusters Score: Raw -592703.306857 + Penalty 4102.941573 = -588600.365285 nChanged 0 SP:Iteration 23F (27190.680000 sec): 3 clusters Score: Raw -592703.306857 + Penalty 4102.941573 = -588600.365285 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 33 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27190.690000 sec): 2 clusters Score: Raw -37212.632464 + Penalty 1374.233359 = -35838.399105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27190.690000 sec): 3 clusters Score: Raw -37402.464162 + Penalty 2748.466718 = -34653.997443 nChanged 18 SP:Iteration 1F (27190.690000 sec): 3 clusters Score: Raw -37462.934870 + Penalty 2748.466718 = -34714.468152 nChanged 10 SP:Iteration 2Q (27190.690000 sec): 3 clusters Score: Raw -37500.611392 + Penalty 2748.466718 = -34752.144674 nChanged 6 SP:Iteration 3Q (27190.690000 sec): 3 clusters Score: Raw -37515.730699 + Penalty 2748.466718 = -34767.263981 nChanged 2 SP:Iteration 4Q (27190.690000 sec): 3 clusters Score: Raw -37520.228398 + Penalty 2748.466718 = -34771.761680 nChanged 0 SP:Iteration 5F (27190.690000 sec): 3 clusters Score: Raw -37520.228398 + Penalty 2748.466718 = -34771.761680 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 34 (2814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27190.710000 sec): 2 clusters Score: Raw -427103.792735 + Penalty 1969.705835 = -425134.086900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27190.720000 sec): 3 clusters Score: Raw -425866.286746 + Penalty 3939.411670 = -421926.875076 nChanged 991 SP:Iteration 1F (27190.730000 sec): 3 clusters Score: Raw -426567.057032 + Penalty 3939.411670 = -422627.645363 nChanged 241 SP:Iteration 2F (27190.740000 sec): 3 clusters Score: Raw -426789.488822 + Penalty 3939.411670 = -422850.077153 nChanged 153 SP:Iteration 3F (27190.750000 sec): 3 clusters Score: Raw -426914.838675 + Penalty 3939.411670 = -422975.427005 nChanged 118 SP:Iteration 4Q (27190.770000 sec): 3 clusters Score: Raw -427020.781211 + Penalty 3939.411670 = -423081.369541 nChanged 116 SP:Iteration 5Q (27190.780000 sec): 3 clusters Score: Raw -427133.675321 + Penalty 3939.411670 = -423194.263651 nChanged 107 SP:Iteration 6Q (27190.790000 sec): 3 clusters Score: Raw -427239.824903 + Penalty 3939.411670 = -423300.413233 nChanged 91 SP:Iteration 7Q (27190.800000 sec): 3 clusters Score: Raw -427339.518907 + Penalty 3939.411670 = -423400.107237 nChanged 109 SP:Iteration 8Q (27190.810000 sec): 3 clusters Score: Raw -427510.394579 + Penalty 3939.411670 = -423570.982909 nChanged 149 SP:Iteration 9F (27190.820000 sec): 3 clusters Score: Raw -427789.107979 + Penalty 3939.411670 = -423849.696309 nChanged 153 SP:Iteration 10F (27190.830000 sec): 3 clusters Score: Raw -428086.136657 + Penalty 3939.411670 = -424146.724987 nChanged 151 SP:Iteration 11F (27190.840000 sec): 3 clusters Score: Raw -428343.316767 + Penalty 3939.411670 = -424403.905097 nChanged 110 SP:Iteration 12Q (27190.850000 sec): 3 clusters Score: Raw -428498.589917 + Penalty 3939.411670 = -424559.178247 nChanged 76 SP:Iteration 13Q (27190.860000 sec): 3 clusters Score: Raw -428593.203071 + Penalty 3939.411670 = -424653.791401 nChanged 57 SP:Iteration 14Q (27190.870000 sec): 3 clusters Score: Raw -428647.887991 + Penalty 3939.411670 = -424708.476321 nChanged 33 SP:Iteration 15Q (27190.880000 sec): 3 clusters Score: Raw -428672.326934 + Penalty 3939.411670 = -424732.915264 nChanged 14 SP:Iteration 16Q (27190.890000 sec): 3 clusters Score: Raw -428682.820467 + Penalty 3939.411670 = -424743.408797 nChanged 7 SP:Iteration 17Q (27190.900000 sec): 3 clusters Score: Raw -428687.078424 + Penalty 3939.411670 = -424747.666754 nChanged 3 SP:Iteration 18Q (27190.910000 sec): 3 clusters Score: Raw -428688.197727 + Penalty 3939.411670 = -424748.786057 nChanged 4 SP:Iteration 19Q (27190.920000 sec): 3 clusters Score: Raw -428690.127716 + Penalty 3939.411670 = -424750.716046 nChanged 0 SP:Iteration 20F (27190.930000 sec): 3 clusters Score: Raw -428690.127716 + Penalty 3939.411670 = -424750.716046 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 35 (664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27190.930000 sec): 2 clusters Score: Raw -92574.295065 + Penalty 1611.573973 = -90962.721092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27190.940000 sec): 3 clusters Score: Raw -92603.131450 + Penalty 3223.147946 = -89379.983503 nChanged 161 SP:Iteration 1F (27190.940000 sec): 3 clusters Score: Raw -93160.248079 + Penalty 3223.147946 = -89937.100133 nChanged 101 SP:Iteration 2F (27190.940000 sec): 3 clusters Score: Raw -94365.301863 + Penalty 3223.147946 = -91142.153917 nChanged 92 SP:Iteration 3F (27190.950000 sec): 3 clusters Score: Raw -95914.405212 + Penalty 3223.147946 = -92691.257266 nChanged 35 SP:Iteration 4F (27190.950000 sec): 3 clusters Score: Raw -96619.240087 + Penalty 3223.147946 = -93396.092141 nChanged 13 SP:Iteration 5Q (27190.950000 sec): 3 clusters Score: Raw -96833.542088 + Penalty 3223.147946 = -93610.394142 nChanged 1 SP:Iteration 6Q (27190.950000 sec): 3 clusters Score: Raw -96859.560935 + Penalty 3223.147946 = -93636.412989 nChanged 1 SP:Iteration 7Q (27190.950000 sec): 3 clusters Score: Raw -96876.459997 + Penalty 3223.147946 = -93653.312051 nChanged 0 SP:Iteration 8F (27190.960000 sec): 3 clusters Score: Raw -96876.459997 + Penalty 3223.147946 = -93653.312051 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 55. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 36 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27190.970000 sec): 2 clusters Score: Raw -16019.658800 + Penalty 1293.304068 = -14726.354732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27190.970000 sec): 3 clusters Score: Raw -16507.443742 + Penalty 2586.608136 = -13920.835607 nChanged 39 SP:Iteration 1F (27190.970000 sec): 3 clusters Score: Raw -16740.921996 + Penalty 2586.608136 = -14154.313860 nChanged 8 SP:Iteration 2Q (27190.970000 sec): 3 clusters Score: Raw -16794.600889 + Penalty 2586.608136 = -14207.992753 nChanged 0 SP:Iteration 3F (27190.970000 sec): 3 clusters Score: Raw -16794.600889 + Penalty 2586.608136 = -14207.992753 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 37 (6264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27191.000000 sec): 2 clusters Score: Raw -972232.368899 + Penalty 2168.158411 = -970064.210489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27191.020000 sec): 3 clusters Score: Raw -969061.363291 + Penalty 4336.316822 = -964725.046469 nChanged 2473 SP:Iteration 1F (27191.050000 sec): 3 clusters Score: Raw -970446.716251 + Penalty 4336.316822 = -966110.399429 nChanged 476 SP:Iteration 2F (27191.070000 sec): 3 clusters Score: Raw -970710.469304 + Penalty 4336.316822 = -966374.152482 nChanged 328 SP:Iteration 3F (27191.100000 sec): 3 clusters Score: Raw -970873.730035 + Penalty 4336.316822 = -966537.413213 nChanged 258 SP:Iteration 4Q (27191.130000 sec): 3 clusters Score: Raw -971007.394596 + Penalty 4336.316822 = -966671.077774 nChanged 240 SP:Iteration 5Q (27191.150000 sec): 3 clusters Score: Raw -971130.824627 + Penalty 4336.316822 = -966794.507805 nChanged 208 SP:Iteration 6Q (27191.170000 sec): 3 clusters Score: Raw -971235.289010 + Penalty 4336.316822 = -966898.972188 nChanged 197 SP:Iteration 7Q (27191.200000 sec): 3 clusters Score: Raw -971346.551682 + Penalty 4336.316822 = -967010.234860 nChanged 209 SP:Iteration 8Q (27191.220000 sec): 3 clusters Score: Raw -971470.766146 + Penalty 4336.316822 = -967134.449324 nChanged 203 SP:Iteration 9Q (27191.250000 sec): 3 clusters Score: Raw -971584.784498 + Penalty 4336.316822 = -967248.467676 nChanged 171 SP:Iteration 10Q (27191.270000 sec): 3 clusters Score: Raw -971682.582721 + Penalty 4336.316822 = -967346.265899 nChanged 179 SP:Iteration 11Q (27191.300000 sec): 3 clusters Score: Raw -971772.056926 + Penalty 4336.316822 = -967435.740104 nChanged 153 SP:Iteration 12Q (27191.320000 sec): 3 clusters Score: Raw -971854.127575 + Penalty 4336.316822 = -967517.810753 nChanged 144 SP:Iteration 13Q (27191.350000 sec): 3 clusters Score: Raw -971941.287902 + Penalty 4336.316822 = -967604.971080 nChanged 134 SP:Iteration 14Q (27191.370000 sec): 3 clusters Score: Raw -972026.345912 + Penalty 4336.316822 = -967690.029091 nChanged 114 SP:Iteration 15Q (27191.390000 sec): 3 clusters Score: Raw -972110.910170 + Penalty 4336.316822 = -967774.593348 nChanged 139 SP:Iteration 16Q (27191.420000 sec): 3 clusters Score: Raw -972207.520228 + Penalty 4336.316822 = -967871.203406 nChanged 111 SP:Iteration 17Q (27191.450000 sec): 3 clusters Score: Raw -972286.025883 + Penalty 4336.316822 = -967949.709061 nChanged 107 SP:Iteration 18Q (27191.470000 sec): 3 clusters Score: Raw -972372.255408 + Penalty 4336.316822 = -968035.938586 nChanged 94 SP:Iteration 19Q (27191.490000 sec): 3 clusters Score: Raw -972434.201447 + Penalty 4336.316822 = -968097.884625 nChanged 65 SP:Iteration 20F (27191.510000 sec): 3 clusters Score: Raw -972477.893903 + Penalty 4336.316822 = -968141.577082 nChanged 55 SP:Iteration 21Q (27191.540000 sec): 3 clusters Score: Raw -972511.353644 + Penalty 4336.316822 = -968175.036822 nChanged 40 SP:Iteration 22Q (27191.560000 sec): 3 clusters Score: Raw -972536.371357 + Penalty 4336.316822 = -968200.054535 nChanged 37 SP:Iteration 23Q (27191.580000 sec): 3 clusters Score: Raw -972559.956907 + Penalty 4336.316822 = -968223.640085 nChanged 42 SP:Iteration 24Q (27191.610000 sec): 3 clusters Score: Raw -972590.927441 + Penalty 4336.316822 = -968254.610619 nChanged 38 SP:Iteration 25Q (27191.630000 sec): 3 clusters Score: Raw -972617.290639 + Penalty 4336.316822 = -968280.973817 nChanged 30 SP:Iteration 26Q (27191.650000 sec): 3 clusters Score: Raw -972636.810675 + Penalty 4336.316822 = -968300.493853 nChanged 25 SP:Iteration 27Q (27191.670000 sec): 3 clusters Score: Raw -972647.978716 + Penalty 4336.316822 = -968311.661894 nChanged 13 SP:Iteration 28Q (27191.690000 sec): 3 clusters Score: Raw -972652.896325 + Penalty 4336.316822 = -968316.579503 nChanged 13 SP:Iteration 29Q (27191.710000 sec): 3 clusters Score: Raw -972660.149837 + Penalty 4336.316822 = -968323.833015 nChanged 17 SP:Iteration 30Q (27191.740000 sec): 3 clusters Score: Raw -972668.135300 + Penalty 4336.316822 = -968331.818478 nChanged 13 SP:Iteration 31Q (27191.760000 sec): 3 clusters Score: Raw -972673.378056 + Penalty 4336.316822 = -968337.061234 nChanged 10 SP:Iteration 32Q (27191.780000 sec): 3 clusters Score: Raw -972677.898785 + Penalty 4336.316822 = -968341.581963 nChanged 10 SP:Iteration 33Q (27191.800000 sec): 3 clusters Score: Raw -972682.150872 + Penalty 4336.316822 = -968345.834050 nChanged 9 SP:Iteration 34Q (27191.830000 sec): 3 clusters Score: Raw -972685.299026 + Penalty 4336.316822 = -968348.982204 nChanged 10 SP:Iteration 35Q (27191.850000 sec): 3 clusters Score: Raw -972689.703473 + Penalty 4336.316822 = -968353.386652 nChanged 8 SP:Iteration 36Q (27191.870000 sec): 3 clusters Score: Raw -972694.541315 + Penalty 4336.316822 = -968358.224493 nChanged 8 SP:Iteration 37Q (27191.890000 sec): 3 clusters Score: Raw -972698.153495 + Penalty 4336.316822 = -968361.836673 nChanged 2 SP:Iteration 38Q (27191.910000 sec): 3 clusters Score: Raw -972698.550079 + Penalty 4336.316822 = -968362.233257 nChanged 1 SP:Iteration 39Q (27191.930000 sec): 3 clusters Score: Raw -972698.910331 + Penalty 4336.316822 = -968362.593509 nChanged 1 SP:Iteration 40F (27191.960000 sec): 3 clusters Score: Raw -972699.396431 + Penalty 4336.316822 = -968363.079609 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 38 (262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27191.970000 sec): 2 clusters Score: Raw -36976.462728 + Penalty 1380.949437 = -35595.513291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27191.970000 sec): 3 clusters Score: Raw -37146.373707 + Penalty 2761.898874 = -34384.474833 nChanged 24 SP:Iteration 1F (27191.970000 sec): 3 clusters Score: Raw -37214.481292 + Penalty 2761.898874 = -34452.582418 nChanged 11 SP:Iteration 2Q (27191.970000 sec): 3 clusters Score: Raw -37277.251890 + Penalty 2761.898874 = -34515.353016 nChanged 13 SP:Iteration 3Q (27191.970000 sec): 3 clusters Score: Raw -37339.840554 + Penalty 2761.898874 = -34577.941680 nChanged 9 SP:Iteration 4Q (27191.970000 sec): 3 clusters Score: Raw -37437.239932 + Penalty 2761.898874 = -34675.341058 nChanged 15 SP:Iteration 5F (27191.970000 sec): 3 clusters Score: Raw -37549.606455 + Penalty 2761.898874 = -34787.707581 nChanged 12 SP:Iteration 6Q (27191.970000 sec): 3 clusters Score: Raw -37598.736193 + Penalty 2761.898874 = -34836.837319 nChanged 6 SP:Iteration 7Q (27191.970000 sec): 3 clusters Score: Raw -37668.414819 + Penalty 2761.898874 = -34906.515945 nChanged 6 SP:Iteration 8Q (27191.970000 sec): 3 clusters Score: Raw -37754.194401 + Penalty 2761.898874 = -34992.295528 nChanged 2 SP:Iteration 9Q (27191.970000 sec): 3 clusters Score: Raw -37762.564227 + Penalty 2761.898874 = -35000.665353 nChanged 3 SP:Iteration 10Q (27191.980000 sec): 3 clusters Score: Raw -37782.429490 + Penalty 2761.898874 = -35020.530616 nChanged 2 SP:Iteration 11Q (27191.980000 sec): 3 clusters Score: Raw -37791.938089 + Penalty 2761.898874 = -35030.039215 nChanged 0 SP:Iteration 12F (27191.980000 sec): 3 clusters Score: Raw -37791.938089 + Penalty 2761.898874 = -35030.039215 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 39 (5851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27192.010000 sec): 2 clusters Score: Raw -928828.040391 + Penalty 2151.243231 = -926676.797161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27192.030000 sec): 3 clusters Score: Raw -925907.946218 + Penalty 4302.486461 = -921605.459756 nChanged 2305 SP:Iteration 1F (27192.050000 sec): 3 clusters Score: Raw -927109.159708 + Penalty 4302.486461 = -922806.673247 nChanged 425 SP:Iteration 2F (27192.070000 sec): 3 clusters Score: Raw -927337.514635 + Penalty 4302.486461 = -923035.028173 nChanged 271 SP:Iteration 3Q (27192.100000 sec): 3 clusters Score: Raw -927473.356743 + Penalty 4302.486461 = -923170.870281 nChanged 231 SP:Iteration 4Q (27192.120000 sec): 3 clusters Score: Raw -927594.190735 + Penalty 4302.486461 = -923291.704273 nChanged 192 SP:Iteration 5Q (27192.150000 sec): 3 clusters Score: Raw -927696.194655 + Penalty 4302.486461 = -923393.708194 nChanged 180 SP:Iteration 6Q (27192.170000 sec): 3 clusters Score: Raw -927800.086170 + Penalty 4302.486461 = -923497.599708 nChanged 196 SP:Iteration 7Q (27192.190000 sec): 3 clusters Score: Raw -927930.523572 + Penalty 4302.486461 = -923628.037111 nChanged 229 SP:Iteration 8Q (27192.210000 sec): 3 clusters Score: Raw -928163.660874 + Penalty 4302.486461 = -923861.174413 nChanged 298 SP:Iteration 9F (27192.240000 sec): 3 clusters Score: Raw -928551.426719 + Penalty 4302.486461 = -924248.940258 nChanged 358 SP:Iteration 10F (27192.260000 sec): 3 clusters Score: Raw -929095.623920 + Penalty 4302.486461 = -924793.137459 nChanged 381 SP:Iteration 11F (27192.290000 sec): 3 clusters Score: Raw -929656.201450 + Penalty 4302.486461 = -925353.714989 nChanged 360 SP:Iteration 12F (27192.310000 sec): 3 clusters Score: Raw -930096.450914 + Penalty 4302.486461 = -925793.964452 nChanged 276 SP:Iteration 13Q (27192.330000 sec): 3 clusters Score: Raw -930429.796021 + Penalty 4302.486461 = -926127.309560 nChanged 212 SP:Iteration 14Q (27192.350000 sec): 3 clusters Score: Raw -930751.594110 + Penalty 4302.486461 = -926449.107649 nChanged 156 SP:Iteration 15Q (27192.370000 sec): 3 clusters Score: Raw -930966.718751 + Penalty 4302.486461 = -926664.232290 nChanged 96 SP:Iteration 16Q (27192.390000 sec): 3 clusters Score: Raw -931111.134051 + Penalty 4302.486461 = -926808.647590 nChanged 63 SP:Iteration 17Q (27192.410000 sec): 3 clusters Score: Raw -931177.932671 + Penalty 4302.486461 = -926875.446210 nChanged 43 SP:Iteration 18Q (27192.430000 sec): 3 clusters Score: Raw -931212.267764 + Penalty 4302.486461 = -926909.781302 nChanged 33 SP:Iteration 19Q (27192.440000 sec): 3 clusters Score: Raw -931237.118276 + Penalty 4302.486461 = -926934.631814 nChanged 29 SP:Iteration 20F (27192.470000 sec): 3 clusters Score: Raw -931256.867033 + Penalty 4302.486461 = -926954.380572 nChanged 14 SP:Iteration 21Q (27192.480000 sec): 3 clusters Score: Raw -931264.967656 + Penalty 4302.486461 = -926962.481194 nChanged 12 SP:Iteration 22Q (27192.500000 sec): 3 clusters Score: Raw -931271.758997 + Penalty 4302.486461 = -926969.272536 nChanged 7 SP:Iteration 23Q (27192.520000 sec): 3 clusters Score: Raw -931277.714074 + Penalty 4302.486461 = -926975.227612 nChanged 7 SP:Iteration 24Q (27192.530000 sec): 3 clusters Score: Raw -931280.400865 + Penalty 4302.486461 = -926977.914404 nChanged 7 SP:Iteration 25Q (27192.550000 sec): 3 clusters Score: Raw -931283.574719 + Penalty 4302.486461 = -926981.088257 nChanged 5 SP:Iteration 26Q (27192.570000 sec): 3 clusters Score: Raw -931286.193581 + Penalty 4302.486461 = -926983.707120 nChanged 6 SP:Iteration 27Q (27192.580000 sec): 3 clusters Score: Raw -931289.597424 + Penalty 4302.486461 = -926987.110963 nChanged 5 SP:Iteration 28Q (27192.600000 sec): 3 clusters Score: Raw -931291.875805 + Penalty 4302.486461 = -926989.389344 nChanged 3 SP:Iteration 29Q (27192.620000 sec): 3 clusters Score: Raw -931292.959045 + Penalty 4302.486461 = -926990.472584 nChanged 1 SP:Iteration 30Q (27192.630000 sec): 3 clusters Score: Raw -931293.320228 + Penalty 4302.486461 = -926990.833767 nChanged 0 SP:Iteration 31F (27192.660000 sec): 3 clusters Score: Raw -931293.320228 + Penalty 4302.486461 = -926990.833767 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 56. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 40 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27192.670000 sec): 2 clusters Score: Raw -18090.093758 + Penalty 1191.397219 = -16898.696539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27192.670000 sec): 3 clusters Score: Raw -18422.610815 + Penalty 2382.794438 = -16039.816377 nChanged 2 SP:Iteration 1Q (27192.670000 sec): 3 clusters Score: Raw -18430.226076 + Penalty 2382.794438 = -16047.431638 nChanged 0 SP:Iteration 2F (27192.670000 sec): 3 clusters Score: Raw -18430.226076 + Penalty 2382.794438 = -16047.431638 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 41 (1580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27192.680000 sec): 2 clusters Score: Raw -240082.803838 + Penalty 1826.564671 = -238256.239167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27192.690000 sec): 3 clusters Score: Raw -239587.255123 + Penalty 3653.129343 = -235934.125781 nChanged 456 SP:Iteration 1F (27192.690000 sec): 3 clusters Score: Raw -239946.256896 + Penalty 3653.129343 = -236293.127554 nChanged 92 SP:Iteration 2F (27192.700000 sec): 3 clusters Score: Raw -240037.846909 + Penalty 3653.129343 = -236384.717567 nChanged 47 SP:Iteration 3Q (27192.710000 sec): 3 clusters Score: Raw -240076.093926 + Penalty 3653.129343 = -236422.964583 nChanged 23 SP:Iteration 4Q (27192.710000 sec): 3 clusters Score: Raw -240103.248222 + Penalty 3653.129343 = -236450.118879 nChanged 29 SP:Iteration 5Q (27192.720000 sec): 3 clusters Score: Raw -240130.837931 + Penalty 3653.129343 = -236477.708588 nChanged 24 SP:Iteration 6Q (27192.730000 sec): 3 clusters Score: Raw -240153.577867 + Penalty 3653.129343 = -236500.448525 nChanged 16 SP:Iteration 7Q (27192.730000 sec): 3 clusters Score: Raw -240170.015826 + Penalty 3653.129343 = -236516.886484 nChanged 19 SP:Iteration 8Q (27192.740000 sec): 3 clusters Score: Raw -240185.923497 + Penalty 3653.129343 = -236532.794155 nChanged 18 SP:Iteration 9Q (27192.740000 sec): 3 clusters Score: Raw -240202.142420 + Penalty 3653.129343 = -236549.013077 nChanged 17 SP:Iteration 10Q (27192.750000 sec): 3 clusters Score: Raw -240212.171201 + Penalty 3653.129343 = -236559.041859 nChanged 10 SP:Iteration 11Q (27192.750000 sec): 3 clusters Score: Raw -240219.879011 + Penalty 3653.129343 = -236566.749668 nChanged 11 SP:Iteration 12Q (27192.760000 sec): 3 clusters Score: Raw -240227.207361 + Penalty 3653.129343 = -236574.078019 nChanged 4 SP:Iteration 13Q (27192.770000 sec): 3 clusters Score: Raw -240230.958942 + Penalty 3653.129343 = -236577.829599 nChanged 6 SP:Iteration 14Q (27192.770000 sec): 3 clusters Score: Raw -240235.297497 + Penalty 3653.129343 = -236582.168154 nChanged 5 SP:Iteration 15Q (27192.780000 sec): 3 clusters Score: Raw -240239.267069 + Penalty 3653.129343 = -236586.137726 nChanged 4 SP:Iteration 16Q (27192.790000 sec): 3 clusters Score: Raw -240242.092992 + Penalty 3653.129343 = -236588.963650 nChanged 1 SP:Iteration 17Q (27192.790000 sec): 3 clusters Score: Raw -240242.823162 + Penalty 3653.129343 = -236589.693819 nChanged 0 SP:Iteration 18F (27192.800000 sec): 3 clusters Score: Raw -240242.823162 + Penalty 3653.129343 = -236589.693819 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 42 (2210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27192.810000 sec): 2 clusters Score: Raw -316804.818768 + Penalty 1909.785453 = -314895.033315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27192.820000 sec): 3 clusters Score: Raw -315985.669583 + Penalty 3819.570906 = -312166.098677 nChanged 726 SP:Iteration 1F (27192.830000 sec): 3 clusters Score: Raw -316636.113831 + Penalty 3819.570906 = -312816.542925 nChanged 198 SP:Iteration 2F (27192.840000 sec): 3 clusters Score: Raw -316872.737748 + Penalty 3819.570906 = -313053.166842 nChanged 159 SP:Iteration 3F (27192.850000 sec): 3 clusters Score: Raw -317067.575889 + Penalty 3819.570906 = -313248.004983 nChanged 102 SP:Iteration 4Q (27192.850000 sec): 3 clusters Score: Raw -317179.360983 + Penalty 3819.570906 = -313359.790077 nChanged 76 SP:Iteration 5Q (27192.860000 sec): 3 clusters Score: Raw -317275.574345 + Penalty 3819.570906 = -313456.003439 nChanged 59 SP:Iteration 6Q (27192.870000 sec): 3 clusters Score: Raw -317337.960596 + Penalty 3819.570906 = -313518.389690 nChanged 51 SP:Iteration 7Q (27192.880000 sec): 3 clusters Score: Raw -317385.701106 + Penalty 3819.570906 = -313566.130200 nChanged 32 SP:Iteration 8Q (27192.890000 sec): 3 clusters Score: Raw -317409.976291 + Penalty 3819.570906 = -313590.405385 nChanged 31 SP:Iteration 9Q (27192.890000 sec): 3 clusters Score: Raw -317431.499828 + Penalty 3819.570906 = -313611.928922 nChanged 18 SP:Iteration 10Q (27192.910000 sec): 3 clusters Score: Raw -317444.488896 + Penalty 3819.570906 = -313624.917990 nChanged 18 SP:Iteration 11Q (27192.910000 sec): 3 clusters Score: Raw -317462.029102 + Penalty 3819.570906 = -313642.458196 nChanged 16 SP:Iteration 12Q (27192.920000 sec): 3 clusters Score: Raw -317474.363021 + Penalty 3819.570906 = -313654.792115 nChanged 14 SP:Iteration 13Q (27192.930000 sec): 3 clusters Score: Raw -317484.462512 + Penalty 3819.570906 = -313664.891606 nChanged 27 SP:Iteration 14Q (27192.940000 sec): 3 clusters Score: Raw -317498.973771 + Penalty 3819.570906 = -313679.402865 nChanged 6 SP:Iteration 15Q (27192.950000 sec): 3 clusters Score: Raw -317505.267157 + Penalty 3819.570906 = -313685.696250 nChanged 6 SP:Iteration 16Q (27192.950000 sec): 3 clusters Score: Raw -317509.216291 + Penalty 3819.570906 = -313689.645385 nChanged 3 SP:Iteration 17Q (27192.960000 sec): 3 clusters Score: Raw -317510.933261 + Penalty 3819.570906 = -313691.362355 nChanged 3 SP:Iteration 18Q (27192.970000 sec): 3 clusters Score: Raw -317513.070579 + Penalty 3819.570906 = -313693.499673 nChanged 3 SP:Iteration 19Q (27192.980000 sec): 3 clusters Score: Raw -317515.232014 + Penalty 3819.570906 = -313695.661108 nChanged 6 SP:Iteration 20F (27192.990000 sec): 3 clusters Score: Raw -317521.492709 + Penalty 3819.570906 = -313701.921803 nChanged 9 SP:Iteration 21Q (27192.990000 sec): 3 clusters Score: Raw -317529.109309 + Penalty 3819.570906 = -313709.538403 nChanged 10 SP:Iteration 22Q (27193.000000 sec): 3 clusters Score: Raw -317535.351320 + Penalty 3819.570906 = -313715.780414 nChanged 10 SP:Iteration 23Q (27193.010000 sec): 3 clusters Score: Raw -317543.071338 + Penalty 3819.570906 = -313723.500432 nChanged 9 SP:Iteration 24Q (27193.020000 sec): 3 clusters Score: Raw -317550.579502 + Penalty 3819.570906 = -313731.008596 nChanged 6 SP:Iteration 25Q (27193.030000 sec): 3 clusters Score: Raw -317554.671966 + Penalty 3819.570906 = -313735.101060 nChanged 6 SP:Iteration 26Q (27193.030000 sec): 3 clusters Score: Raw -317558.844139 + Penalty 3819.570906 = -313739.273233 nChanged 3 SP:Iteration 27Q (27193.050000 sec): 3 clusters Score: Raw -317562.345479 + Penalty 3819.570906 = -313742.774573 nChanged 5 SP:Iteration 28Q (27193.050000 sec): 3 clusters Score: Raw -317566.468357 + Penalty 3819.570906 = -313746.897451 nChanged 2 SP:Iteration 29Q (27193.060000 sec): 3 clusters Score: Raw -317568.268740 + Penalty 3819.570906 = -313748.697834 nChanged 2 SP:Iteration 30Q (27193.070000 sec): 3 clusters Score: Raw -317568.629180 + Penalty 3819.570906 = -313749.058273 nChanged 0 SP:Iteration 31F (27193.070000 sec): 3 clusters Score: Raw -317568.629180 + Penalty 3819.570906 = -313749.058273 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 43 (14157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27193.130000 sec): 2 clusters Score: Raw -2274055.102034 + Penalty 2370.375191 = -2271684.726843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27193.190000 sec): 3 clusters Score: Raw -2266109.105707 + Penalty 4740.750382 = -2261368.355325 nChanged 6144 SP:Iteration 1F (27193.240000 sec): 3 clusters Score: Raw -2269380.812849 + Penalty 4740.750382 = -2264640.062467 nChanged 881 SP:Iteration 2F (27193.300000 sec): 3 clusters Score: Raw -2269766.057569 + Penalty 4740.750382 = -2265025.307187 nChanged 751 SP:Iteration 3F (27193.350000 sec): 3 clusters Score: Raw -2270067.570364 + Penalty 4740.750382 = -2265326.819982 nChanged 680 SP:Iteration 4Q (27193.410000 sec): 3 clusters Score: Raw -2270375.226646 + Penalty 4740.750382 = -2265634.476264 nChanged 664 SP:Iteration 5Q (27193.470000 sec): 3 clusters Score: Raw -2270705.187635 + Penalty 4740.750382 = -2265964.437253 nChanged 676 SP:Iteration 6Q (27193.520000 sec): 3 clusters Score: Raw -2271050.099082 + Penalty 4740.750382 = -2266309.348699 nChanged 659 SP:Iteration 7Q (27193.580000 sec): 3 clusters Score: Raw -2271393.215809 + Penalty 4740.750382 = -2266652.465427 nChanged 668 SP:Iteration 8Q (27193.630000 sec): 3 clusters Score: Raw -2271768.123434 + Penalty 4740.750382 = -2267027.373052 nChanged 676 SP:Iteration 9Q (27193.690000 sec): 3 clusters Score: Raw -2272197.042437 + Penalty 4740.750382 = -2267456.292055 nChanged 671 SP:Iteration 10Q (27193.750000 sec): 3 clusters Score: Raw -2272669.698194 + Penalty 4740.750382 = -2267928.947812 nChanged 634 SP:Iteration 11Q (27193.800000 sec): 3 clusters Score: Raw -2273138.000604 + Penalty 4740.750382 = -2268397.250222 nChanged 543 SP:Iteration 12Q (27193.860000 sec): 3 clusters Score: Raw -2273539.353593 + Penalty 4740.750382 = -2268798.603210 nChanged 410 SP:Iteration 13Q (27193.920000 sec): 3 clusters Score: Raw -2273839.765744 + Penalty 4740.750382 = -2269099.015362 nChanged 273 SP:Iteration 14Q (27193.970000 sec): 3 clusters Score: Raw -2274019.419855 + Penalty 4740.750382 = -2269278.669473 nChanged 203 SP:Iteration 15Q (27194.030000 sec): 3 clusters Score: Raw -2274162.045209 + Penalty 4740.750382 = -2269421.294827 nChanged 165 SP:Iteration 16Q (27194.080000 sec): 3 clusters Score: Raw -2274281.537932 + Penalty 4740.750382 = -2269540.787550 nChanged 116 SP:Iteration 17Q (27194.140000 sec): 3 clusters Score: Raw -2274363.097751 + Penalty 4740.750382 = -2269622.347369 nChanged 91 SP:Iteration 18Q (27194.190000 sec): 3 clusters Score: Raw -2274424.511415 + Penalty 4740.750382 = -2269683.761033 nChanged 60 SP:Iteration 19Q (27194.240000 sec): 3 clusters Score: Raw -2274460.227807 + Penalty 4740.750382 = -2269719.477425 nChanged 47 SP:Iteration 20F (27194.300000 sec): 3 clusters Score: Raw -2274492.139136 + Penalty 4740.750382 = -2269751.388754 nChanged 37 SP:Iteration 21Q (27194.350000 sec): 3 clusters Score: Raw -2274521.194716 + Penalty 4740.750382 = -2269780.444334 nChanged 32 SP:Iteration 22Q (27194.400000 sec): 3 clusters Score: Raw -2274548.022331 + Penalty 4740.750382 = -2269807.271949 nChanged 30 SP:Iteration 23Q (27194.450000 sec): 3 clusters Score: Raw -2274575.867912 + Penalty 4740.750382 = -2269835.117530 nChanged 29 SP:Iteration 24Q (27194.500000 sec): 3 clusters Score: Raw -2274602.542914 + Penalty 4740.750382 = -2269861.792532 nChanged 24 SP:Iteration 25Q (27194.550000 sec): 3 clusters Score: Raw -2274625.259708 + Penalty 4740.750382 = -2269884.509325 nChanged 29 SP:Iteration 26Q (27194.590000 sec): 3 clusters Score: Raw -2274648.757725 + Penalty 4740.750382 = -2269908.007343 nChanged 25 SP:Iteration 27Q (27194.640000 sec): 3 clusters Score: Raw -2274670.240704 + Penalty 4740.750382 = -2269929.490322 nChanged 21 SP:Iteration 28Q (27194.690000 sec): 3 clusters Score: Raw -2274686.756308 + Penalty 4740.750382 = -2269946.005925 nChanged 20 SP:Iteration 29Q (27194.730000 sec): 3 clusters Score: Raw -2274708.896582 + Penalty 4740.750382 = -2269968.146200 nChanged 21 SP:Iteration 30Q (27194.780000 sec): 3 clusters Score: Raw -2274730.550070 + Penalty 4740.750382 = -2269989.799688 nChanged 17 SP:Iteration 31Q (27194.820000 sec): 3 clusters Score: Raw -2274745.632463 + Penalty 4740.750382 = -2270004.882081 nChanged 21 SP:Iteration 32Q (27194.870000 sec): 3 clusters Score: Raw -2274762.904174 + Penalty 4740.750382 = -2270022.153792 nChanged 15 SP:Iteration 33Q (27194.910000 sec): 3 clusters Score: Raw -2274777.247919 + Penalty 4740.750382 = -2270036.497536 nChanged 15 SP:Iteration 34Q (27194.950000 sec): 3 clusters Score: Raw -2274791.200039 + Penalty 4740.750382 = -2270050.449657 nChanged 14 SP:Iteration 35Q (27195.000000 sec): 3 clusters Score: Raw -2274802.016536 + Penalty 4740.750382 = -2270061.266154 nChanged 11 SP:Iteration 36Q (27195.040000 sec): 3 clusters Score: Raw -2274808.699519 + Penalty 4740.750382 = -2270067.949137 nChanged 4 SP:Iteration 37Q (27195.090000 sec): 3 clusters Score: Raw -2274812.226834 + Penalty 4740.750382 = -2270071.476452 nChanged 4 SP:Iteration 38Q (27195.130000 sec): 3 clusters Score: Raw -2274815.516324 + Penalty 4740.750382 = -2270074.765942 nChanged 1 SP:Iteration 39Q (27195.170000 sec): 3 clusters Score: Raw -2274815.934491 + Penalty 4740.750382 = -2270075.184108 nChanged 3 SP:Iteration 40F (27195.230000 sec): 3 clusters Score: Raw -2274816.847112 + Penalty 4740.750382 = -2270076.096730 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 44 (3301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27195.250000 sec): 2 clusters Score: Raw -512669.424105 + Penalty 2009.291221 = -510660.132884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27195.260000 sec): 3 clusters Score: Raw -511241.048501 + Penalty 4018.582443 = -507222.466058 nChanged 1179 SP:Iteration 1F (27195.270000 sec): 3 clusters Score: Raw -512042.726002 + Penalty 4018.582443 = -508024.143559 nChanged 280 SP:Iteration 2F (27195.290000 sec): 3 clusters Score: Raw -512271.450745 + Penalty 4018.582443 = -508252.868302 nChanged 175 SP:Iteration 3F (27195.300000 sec): 3 clusters Score: Raw -512417.216050 + Penalty 4018.582443 = -508398.633607 nChanged 121 SP:Iteration 4Q (27195.310000 sec): 3 clusters Score: Raw -512527.331751 + Penalty 4018.582443 = -508508.749308 nChanged 129 SP:Iteration 5Q (27195.330000 sec): 3 clusters Score: Raw -512645.177216 + Penalty 4018.582443 = -508626.594773 nChanged 117 SP:Iteration 6Q (27195.340000 sec): 3 clusters Score: Raw -512729.278634 + Penalty 4018.582443 = -508710.696191 nChanged 87 SP:Iteration 7Q (27195.350000 sec): 3 clusters Score: Raw -512785.345349 + Penalty 4018.582443 = -508766.762906 nChanged 60 SP:Iteration 8Q (27195.370000 sec): 3 clusters Score: Raw -512821.496690 + Penalty 4018.582443 = -508802.914247 nChanged 43 SP:Iteration 9Q (27195.380000 sec): 3 clusters Score: Raw -512845.915320 + Penalty 4018.582443 = -508827.332877 nChanged 45 SP:Iteration 10Q (27195.390000 sec): 3 clusters Score: Raw -512869.513982 + Penalty 4018.582443 = -508850.931539 nChanged 46 SP:Iteration 11Q (27195.410000 sec): 3 clusters Score: Raw -512898.398157 + Penalty 4018.582443 = -508879.815714 nChanged 37 SP:Iteration 12Q (27195.420000 sec): 3 clusters Score: Raw -512918.481731 + Penalty 4018.582443 = -508899.899288 nChanged 25 SP:Iteration 13Q (27195.430000 sec): 3 clusters Score: Raw -512939.270401 + Penalty 4018.582443 = -508920.687958 nChanged 39 SP:Iteration 14Q (27195.450000 sec): 3 clusters Score: Raw -512964.741539 + Penalty 4018.582443 = -508946.159096 nChanged 42 SP:Iteration 15Q (27195.460000 sec): 3 clusters Score: Raw -512986.986261 + Penalty 4018.582443 = -508968.403818 nChanged 30 SP:Iteration 16Q (27195.470000 sec): 3 clusters Score: Raw -513000.828654 + Penalty 4018.582443 = -508982.246211 nChanged 20 SP:Iteration 17Q (27195.480000 sec): 3 clusters Score: Raw -513011.465104 + Penalty 4018.582443 = -508992.882661 nChanged 15 SP:Iteration 18Q (27195.500000 sec): 3 clusters Score: Raw -513018.991287 + Penalty 4018.582443 = -509000.408844 nChanged 16 SP:Iteration 19Q (27195.510000 sec): 3 clusters Score: Raw -513029.301261 + Penalty 4018.582443 = -509010.718818 nChanged 16 SP:Iteration 20F (27195.520000 sec): 3 clusters Score: Raw -513036.909583 + Penalty 4018.582443 = -509018.327140 nChanged 16 SP:Iteration 21Q (27195.530000 sec): 3 clusters Score: Raw -513042.422764 + Penalty 4018.582443 = -509023.840321 nChanged 8 SP:Iteration 22Q (27195.550000 sec): 3 clusters Score: Raw -513046.099435 + Penalty 4018.582443 = -509027.516992 nChanged 7 SP:Iteration 23Q (27195.560000 sec): 3 clusters Score: Raw -513050.196393 + Penalty 4018.582443 = -509031.613950 nChanged 7 SP:Iteration 24Q (27195.570000 sec): 3 clusters Score: Raw -513053.053437 + Penalty 4018.582443 = -509034.470994 nChanged 6 SP:Iteration 25Q (27195.590000 sec): 3 clusters Score: Raw -513054.893593 + Penalty 4018.582443 = -509036.311150 nChanged 2 SP:Iteration 26Q (27195.600000 sec): 3 clusters Score: Raw -513055.955473 + Penalty 4018.582443 = -509037.373030 nChanged 3 SP:Iteration 27Q (27195.610000 sec): 3 clusters Score: Raw -513057.550859 + Penalty 4018.582443 = -509038.968416 nChanged 5 SP:Iteration 28Q (27195.620000 sec): 3 clusters Score: Raw -513060.041629 + Penalty 4018.582443 = -509041.459186 nChanged 1 SP:Iteration 29Q (27195.640000 sec): 3 clusters Score: Raw -513060.433985 + Penalty 4018.582443 = -509041.851542 nChanged 1 SP:Iteration 30Q (27195.650000 sec): 3 clusters Score: Raw -513060.820811 + Penalty 4018.582443 = -509042.238368 nChanged 1 SP:Iteration 31Q (27195.660000 sec): 3 clusters Score: Raw -513061.337687 + Penalty 4018.582443 = -509042.755244 nChanged 0 SP:Iteration 32F (27195.670000 sec): 3 clusters Score: Raw -513061.337687 + Penalty 4018.582443 = -509042.755244 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 45 (514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27195.680000 sec): 2 clusters Score: Raw -72582.841673 + Penalty 1548.071370 = -71034.770304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27195.680000 sec): 3 clusters Score: Raw -72696.273039 + Penalty 3096.142740 = -69600.130300 nChanged 120 SP:Iteration 1F (27195.690000 sec): 3 clusters Score: Raw -73277.482814 + Penalty 3096.142740 = -70181.340074 nChanged 59 SP:Iteration 2F (27195.690000 sec): 3 clusters Score: Raw -73808.133082 + Penalty 3096.142740 = -70711.990342 nChanged 36 SP:Iteration 3F (27195.690000 sec): 3 clusters Score: Raw -74175.939024 + Penalty 3096.142740 = -71079.796284 nChanged 43 SP:Iteration 4F (27195.690000 sec): 3 clusters Score: Raw -74510.673165 + Penalty 3096.142740 = -71414.530426 nChanged 37 SP:Iteration 5F (27195.690000 sec): 3 clusters Score: Raw -74730.865796 + Penalty 3096.142740 = -71634.723057 nChanged 18 SP:Iteration 6Q (27195.690000 sec): 3 clusters Score: Raw -75030.648240 + Penalty 3096.142740 = -71934.505500 nChanged 12 SP:Iteration 7Q (27195.700000 sec): 3 clusters Score: Raw -75241.379296 + Penalty 3096.142740 = -72145.236557 nChanged 4 SP:Iteration 8Q (27195.700000 sec): 3 clusters Score: Raw -75293.670853 + Penalty 3096.142740 = -72197.528113 nChanged 3 SP:Iteration 9Q (27195.700000 sec): 3 clusters Score: Raw -75334.943584 + Penalty 3096.142740 = -72238.800844 nChanged 1 SP:Iteration 10Q (27195.700000 sec): 3 clusters Score: Raw -75374.874202 + Penalty 3096.142740 = -72278.731463 nChanged 3 SP:Iteration 11Q (27195.700000 sec): 3 clusters Score: Raw -75484.166418 + Penalty 3096.142740 = -72388.023679 nChanged 3 SP:Iteration 12Q (27195.710000 sec): 3 clusters Score: Raw -75615.973117 + Penalty 3096.142740 = -72519.830378 nChanged 1 SP:Iteration 13Q (27195.710000 sec): 3 clusters Score: Raw -75620.789183 + Penalty 3096.142740 = -72524.646444 nChanged 0 SP:Iteration 14F (27195.710000 sec): 3 clusters Score: Raw -75620.789183 + Penalty 3096.142740 = -72524.646444 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 57. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 46 (2035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27195.730000 sec): 2 clusters Score: Raw -306241.722040 + Penalty 1889.326272 = -304352.395768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27195.730000 sec): 3 clusters Score: Raw -305475.553158 + Penalty 3778.652545 = -301696.900614 nChanged 635 SP:Iteration 1F (27195.740000 sec): 3 clusters Score: Raw -305940.560646 + Penalty 3778.652545 = -302161.908101 nChanged 154 SP:Iteration 2F (27195.750000 sec): 3 clusters Score: Raw -306084.344471 + Penalty 3778.652545 = -302305.691926 nChanged 100 SP:Iteration 3Q (27195.760000 sec): 3 clusters Score: Raw -306174.551717 + Penalty 3778.652545 = -302395.899172 nChanged 62 SP:Iteration 4Q (27195.770000 sec): 3 clusters Score: Raw -306220.577764 + Penalty 3778.652545 = -302441.925220 nChanged 43 SP:Iteration 5Q (27195.770000 sec): 3 clusters Score: Raw -306257.143030 + Penalty 3778.652545 = -302478.490486 nChanged 33 SP:Iteration 6Q (27195.780000 sec): 3 clusters Score: Raw -306279.851924 + Penalty 3778.652545 = -302501.199380 nChanged 21 SP:Iteration 7Q (27195.790000 sec): 3 clusters Score: Raw -306294.872212 + Penalty 3778.652545 = -302516.219668 nChanged 19 SP:Iteration 8Q (27195.800000 sec): 3 clusters Score: Raw -306309.637826 + Penalty 3778.652545 = -302530.985281 nChanged 13 SP:Iteration 9Q (27195.810000 sec): 3 clusters Score: Raw -306320.985742 + Penalty 3778.652545 = -302542.333198 nChanged 13 SP:Iteration 10Q (27195.810000 sec): 3 clusters Score: Raw -306330.372308 + Penalty 3778.652545 = -302551.719764 nChanged 18 SP:Iteration 11Q (27195.820000 sec): 3 clusters Score: Raw -306344.854691 + Penalty 3778.652545 = -302566.202147 nChanged 18 SP:Iteration 12Q (27195.830000 sec): 3 clusters Score: Raw -306360.601735 + Penalty 3778.652545 = -302581.949190 nChanged 23 SP:Iteration 13Q (27195.840000 sec): 3 clusters Score: Raw -306380.881497 + Penalty 3778.652545 = -302602.228952 nChanged 31 SP:Iteration 14Q (27195.850000 sec): 3 clusters Score: Raw -306400.438601 + Penalty 3778.652545 = -302621.786057 nChanged 24 SP:Iteration 15Q (27195.850000 sec): 3 clusters Score: Raw -306427.100982 + Penalty 3778.652545 = -302648.448437 nChanged 47 SP:Iteration 16Q (27195.860000 sec): 3 clusters Score: Raw -306491.163997 + Penalty 3778.652545 = -302712.511453 nChanged 59 SP:Iteration 17Q (27195.870000 sec): 3 clusters Score: Raw -306575.942154 + Penalty 3778.652545 = -302797.289609 nChanged 69 SP:Iteration 18Q (27195.880000 sec): 3 clusters Score: Raw -306712.998465 + Penalty 3778.652545 = -302934.345921 nChanged 67 SP:Iteration 19Q (27195.890000 sec): 3 clusters Score: Raw -306855.177538 + Penalty 3778.652545 = -303076.524994 nChanged 66 SP:Iteration 20F (27195.890000 sec): 3 clusters Score: Raw -307005.343919 + Penalty 3778.652545 = -303226.691374 nChanged 61 SP:Iteration 21Q (27195.900000 sec): 3 clusters Score: Raw -307087.699640 + Penalty 3778.652545 = -303309.047096 nChanged 48 SP:Iteration 22Q (27195.910000 sec): 3 clusters Score: Raw -307134.398056 + Penalty 3778.652545 = -303355.745511 nChanged 34 SP:Iteration 23Q (27195.910000 sec): 3 clusters Score: Raw -307167.773460 + Penalty 3778.652545 = -303389.120916 nChanged 34 SP:Iteration 24Q (27195.920000 sec): 3 clusters Score: Raw -307202.026205 + Penalty 3778.652545 = -303423.373660 nChanged 31 SP:Iteration 25Q (27195.930000 sec): 3 clusters Score: Raw -307227.630201 + Penalty 3778.652545 = -303448.977657 nChanged 31 SP:Iteration 26Q (27195.940000 sec): 3 clusters Score: Raw -307257.879475 + Penalty 3778.652545 = -303479.226930 nChanged 30 SP:Iteration 27Q (27195.950000 sec): 3 clusters Score: Raw -307288.268918 + Penalty 3778.652545 = -303509.616374 nChanged 23 SP:Iteration 28Q (27195.950000 sec): 3 clusters Score: Raw -307314.497496 + Penalty 3778.652545 = -303535.844951 nChanged 14 SP:Iteration 29Q (27195.960000 sec): 3 clusters Score: Raw -307330.264542 + Penalty 3778.652545 = -303551.611998 nChanged 14 SP:Iteration 30Q (27195.970000 sec): 3 clusters Score: Raw -307343.575619 + Penalty 3778.652545 = -303564.923074 nChanged 19 SP:Iteration 31Q (27195.970000 sec): 3 clusters Score: Raw -307363.140669 + Penalty 3778.652545 = -303584.488124 nChanged 18 SP:Iteration 32Q (27195.980000 sec): 3 clusters Score: Raw -307385.976357 + Penalty 3778.652545 = -303607.323813 nChanged 14 SP:Iteration 33Q (27195.990000 sec): 3 clusters Score: Raw -307404.495329 + Penalty 3778.652545 = -303625.842784 nChanged 6 SP:Iteration 34Q (27196.000000 sec): 3 clusters Score: Raw -307408.920375 + Penalty 3778.652545 = -303630.267830 nChanged 2 SP:Iteration 35Q (27196.010000 sec): 3 clusters Score: Raw -307410.730987 + Penalty 3778.652545 = -303632.078442 nChanged 1 SP:Iteration 36Q (27196.010000 sec): 3 clusters Score: Raw -307411.689558 + Penalty 3778.652545 = -303633.037014 nChanged 1 SP:Iteration 37Q (27196.020000 sec): 3 clusters Score: Raw -307412.704003 + Penalty 3778.652545 = -303634.051458 nChanged 0 SP:Iteration 38F (27196.030000 sec): 3 clusters Score: Raw -307412.704003 + Penalty 3778.652545 = -303634.051458 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 47 (534 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27196.030000 sec): 2 clusters Score: Raw -80575.402450 + Penalty 1557.538168 = -79017.864282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27196.030000 sec): 3 clusters Score: Raw -80561.394454 + Penalty 3115.076336 = -77446.318117 nChanged 100 SP:Iteration 1F (27196.040000 sec): 3 clusters Score: Raw -80749.294865 + Penalty 3115.076336 = -77634.218529 nChanged 18 SP:Iteration 2Q (27196.040000 sec): 3 clusters Score: Raw -80793.920754 + Penalty 3115.076336 = -77678.844418 nChanged 10 SP:Iteration 3Q (27196.040000 sec): 3 clusters Score: Raw -80811.733610 + Penalty 3115.076336 = -77696.657274 nChanged 4 SP:Iteration 4Q (27196.040000 sec): 3 clusters Score: Raw -80820.867037 + Penalty 3115.076336 = -77705.790701 nChanged 2 SP:Iteration 5Q (27196.040000 sec): 3 clusters Score: Raw -80824.679239 + Penalty 3115.076336 = -77709.602903 nChanged 3 SP:Iteration 6Q (27196.040000 sec): 3 clusters Score: Raw -80832.242578 + Penalty 3115.076336 = -77717.166242 nChanged 4 SP:Iteration 7Q (27196.050000 sec): 3 clusters Score: Raw -80843.663906 + Penalty 3115.076336 = -77728.587570 nChanged 4 SP:Iteration 8Q (27196.050000 sec): 3 clusters Score: Raw -80854.374830 + Penalty 3115.076336 = -77739.298493 nChanged 3 SP:Iteration 9Q (27196.050000 sec): 3 clusters Score: Raw -80862.695024 + Penalty 3115.076336 = -77747.618688 nChanged 0 SP:Iteration 10F (27196.060000 sec): 3 clusters Score: Raw -80862.695024 + Penalty 3115.076336 = -77747.618688 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 48 (2361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27196.070000 sec): 2 clusters Score: Raw -369345.098457 + Penalty 1926.176453 = -367418.922004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27196.080000 sec): 3 clusters Score: Raw -368405.113645 + Penalty 3852.352906 = -364552.760739 nChanged 802 SP:Iteration 1F (27196.090000 sec): 3 clusters Score: Raw -369025.562592 + Penalty 3852.352906 = -365173.209686 nChanged 182 SP:Iteration 2F (27196.100000 sec): 3 clusters Score: Raw -369173.441354 + Penalty 3852.352906 = -365321.088448 nChanged 106 SP:Iteration 3Q (27196.100000 sec): 3 clusters Score: Raw -369255.132990 + Penalty 3852.352906 = -365402.780083 nChanged 75 SP:Iteration 4Q (27196.120000 sec): 3 clusters Score: Raw -369314.208088 + Penalty 3852.352906 = -365461.855181 nChanged 62 SP:Iteration 5Q (27196.120000 sec): 3 clusters Score: Raw -369364.152084 + Penalty 3852.352906 = -365511.799177 nChanged 63 SP:Iteration 6Q (27196.130000 sec): 3 clusters Score: Raw -369416.090443 + Penalty 3852.352906 = -365563.737537 nChanged 44 SP:Iteration 7Q (27196.140000 sec): 3 clusters Score: Raw -369462.684338 + Penalty 3852.352906 = -365610.331432 nChanged 53 SP:Iteration 8Q (27196.150000 sec): 3 clusters Score: Raw -369524.068067 + Penalty 3852.352906 = -365671.715161 nChanged 62 SP:Iteration 9Q (27196.160000 sec): 3 clusters Score: Raw -369602.110850 + Penalty 3852.352906 = -365749.757943 nChanged 70 SP:Iteration 10Q (27196.170000 sec): 3 clusters Score: Raw -369687.596876 + Penalty 3852.352906 = -365835.243969 nChanged 75 SP:Iteration 11Q (27196.180000 sec): 3 clusters Score: Raw -369787.089447 + Penalty 3852.352906 = -365934.736541 nChanged 84 SP:Iteration 12Q (27196.190000 sec): 3 clusters Score: Raw -369906.422447 + Penalty 3852.352906 = -366054.069541 nChanged 83 SP:Iteration 13Q (27196.200000 sec): 3 clusters Score: Raw -370018.876679 + Penalty 3852.352906 = -366166.523773 nChanged 71 SP:Iteration 14Q (27196.210000 sec): 3 clusters Score: Raw -370109.868481 + Penalty 3852.352906 = -366257.515575 nChanged 69 SP:Iteration 15Q (27196.220000 sec): 3 clusters Score: Raw -370199.066287 + Penalty 3852.352906 = -366346.713380 nChanged 57 SP:Iteration 16Q (27196.220000 sec): 3 clusters Score: Raw -370271.595656 + Penalty 3852.352906 = -366419.242750 nChanged 63 SP:Iteration 17Q (27196.230000 sec): 3 clusters Score: Raw -370334.954456 + Penalty 3852.352906 = -366482.601549 nChanged 43 SP:Iteration 18Q (27196.240000 sec): 3 clusters Score: Raw -370374.100404 + Penalty 3852.352906 = -366521.747498 nChanged 29 SP:Iteration 19Q (27196.250000 sec): 3 clusters Score: Raw -370399.284580 + Penalty 3852.352906 = -366546.931674 nChanged 24 SP:Iteration 20F (27196.260000 sec): 3 clusters Score: Raw -370419.769699 + Penalty 3852.352906 = -366567.416793 nChanged 32 SP:Iteration 21Q (27196.270000 sec): 3 clusters Score: Raw -370454.765565 + Penalty 3852.352906 = -366602.412659 nChanged 43 SP:Iteration 22Q (27196.280000 sec): 3 clusters Score: Raw -370499.417621 + Penalty 3852.352906 = -366647.064715 nChanged 39 SP:Iteration 23Q (27196.280000 sec): 3 clusters Score: Raw -370538.091737 + Penalty 3852.352906 = -366685.738831 nChanged 43 SP:Iteration 24Q (27196.290000 sec): 3 clusters Score: Raw -370594.242861 + Penalty 3852.352906 = -366741.889955 nChanged 49 SP:Iteration 25Q (27196.300000 sec): 3 clusters Score: Raw -370662.319526 + Penalty 3852.352906 = -366809.966620 nChanged 44 SP:Iteration 26Q (27196.310000 sec): 3 clusters Score: Raw -370732.698625 + Penalty 3852.352906 = -366880.345718 nChanged 49 SP:Iteration 27Q (27196.320000 sec): 3 clusters Score: Raw -370826.715782 + Penalty 3852.352906 = -366974.362876 nChanged 41 SP:Iteration 28Q (27196.320000 sec): 3 clusters Score: Raw -370893.467947 + Penalty 3852.352906 = -367041.115041 nChanged 43 SP:Iteration 29Q (27196.330000 sec): 3 clusters Score: Raw -370965.613752 + Penalty 3852.352906 = -367113.260846 nChanged 36 SP:Iteration 30Q (27196.340000 sec): 3 clusters Score: Raw -371047.360506 + Penalty 3852.352906 = -367195.007600 nChanged 39 SP:Iteration 31Q (27196.340000 sec): 3 clusters Score: Raw -371127.602017 + Penalty 3852.352906 = -367275.249111 nChanged 29 SP:Iteration 32Q (27196.350000 sec): 3 clusters Score: Raw -371169.685490 + Penalty 3852.352906 = -367317.332584 nChanged 12 SP:Iteration 33Q (27196.360000 sec): 3 clusters Score: Raw -371185.296334 + Penalty 3852.352906 = -367332.943427 nChanged 7 SP:Iteration 34Q (27196.370000 sec): 3 clusters Score: Raw -371196.824742 + Penalty 3852.352906 = -367344.471835 nChanged 6 SP:Iteration 35Q (27196.380000 sec): 3 clusters Score: Raw -371203.633510 + Penalty 3852.352906 = -367351.280603 nChanged 4 SP:Iteration 36Q (27196.380000 sec): 3 clusters Score: Raw -371206.865842 + Penalty 3852.352906 = -367354.512935 nChanged 2 SP:Iteration 37Q (27196.390000 sec): 3 clusters Score: Raw -371208.444593 + Penalty 3852.352906 = -367356.091687 nChanged 1 SP:Iteration 38Q (27196.400000 sec): 3 clusters Score: Raw -371209.208340 + Penalty 3852.352906 = -367356.855434 nChanged 2 SP:Iteration 39Q (27196.400000 sec): 3 clusters Score: Raw -371211.340833 + Penalty 3852.352906 = -367358.987927 nChanged 3 SP:Iteration 40F (27196.410000 sec): 3 clusters Score: Raw -371213.734683 + Penalty 3852.352906 = -367361.381776 nChanged 3 SP:Iteration 41Q (27196.420000 sec): 3 clusters Score: Raw -371215.613281 + Penalty 3852.352906 = -367363.260374 nChanged 2 SP:Iteration 42Q (27196.430000 sec): 3 clusters Score: Raw -371217.682136 + Penalty 3852.352906 = -367365.329229 nChanged 1 SP:Iteration 43Q (27196.430000 sec): 3 clusters Score: Raw -371218.463568 + Penalty 3852.352906 = -367366.110661 nChanged 2 SP:Iteration 44Q (27196.440000 sec): 3 clusters Score: Raw -371220.115966 + Penalty 3852.352906 = -367367.763059 nChanged 0 SP:Iteration 45F (27196.450000 sec): 3 clusters Score: Raw -371220.115966 + Penalty 3852.352906 = -367367.763059 nChanged 0 Iteration 99Q (27220.000000 sec): 58 clusters Score: Raw -204978069.879379 + Penalty 199035.686530 = -204779034.192849 nChanged 1988 Deleting Class 40 (122 points): Lose 3443.095934 but Gain 3491.854150 Iteration 100F (27328.210000 sec): 57 clusters Score: Raw -204976616.174414 + Penalty 195543.832380 = -204781072.342034 nChanged 1911 Iteration 101Q (27351.010000 sec): 57 clusters Score: Raw -204980308.983344 + Penalty 195543.832380 = -204784765.150964 nChanged 1410 Iteration 102Q (27373.770000 sec): 57 clusters Score: Raw -204981514.344063 + Penalty 195543.832380 = -204785970.511683 nChanged 1135 Iteration 103Q (27396.520000 sec): 57 clusters Score: Raw -204981970.347276 + Penalty 195543.832380 = -204786426.514896 nChanged 901 Iteration 104Q (27419.230000 sec): 57 clusters Score: Raw -204982282.934296 + Penalty 195543.832380 = -204786739.101915 nChanged 805 Iteration 105Q (27441.940000 sec): 57 clusters Score: Raw -204982576.635431 + Penalty 195543.832380 = -204787032.803051 nChanged 685 Iteration 106Q (27464.600000 sec): 57 clusters Score: Raw -204982824.805998 + Penalty 195543.832380 = -204787280.973618 nChanged 609 Iteration 107Q (27487.260000 sec): 57 clusters Score: Raw -204982981.212715 + Penalty 195543.832380 = -204787437.380335 nChanged 554 Iteration 108Q (27509.860000 sec): 57 clusters Score: Raw -204983097.946510 + Penalty 195543.832380 = -204787554.114130 nChanged 489 Iteration 109Q (27532.460000 sec): 57 clusters Score: Raw -204983204.234845 + Penalty 195543.832380 = -204787660.402465 nChanged 411 Iteration 110Q (27555.070000 sec): 57 clusters Score: Raw -204983297.627751 + Penalty 195543.832380 = -204787753.795371 nChanged 356 Iteration 111Q (27577.660000 sec): 57 clusters Score: Raw -204983373.233628 + Penalty 195543.832380 = -204787829.401248 nChanged 311 Iteration 112Q (27600.230000 sec): 57 clusters Score: Raw -204983425.874485 + Penalty 195543.832380 = -204787882.042105 nChanged 283 Iteration 113Q (27622.810000 sec): 57 clusters Score: Raw -204983468.770760 + Penalty 195543.832380 = -204787924.938380 nChanged 276 Iteration 114Q (27645.380000 sec): 57 clusters Score: Raw -204983506.644986 + Penalty 195543.832380 = -204787962.812606 nChanged 251 Iteration 115Q (27667.950000 sec): 57 clusters Score: Raw -204983541.150974 + Penalty 195543.832380 = -204787997.318594 nChanged 214 Iteration 116Q (27690.510000 sec): 57 clusters Score: Raw -204983568.211376 + Penalty 195543.832380 = -204788024.378996 nChanged 180 Iteration 117Q (27713.090000 sec): 57 clusters Score: Raw -204983591.245226 + Penalty 195543.832380 = -204788047.412846 nChanged 150 Iteration 118Q (27735.700000 sec): 57 clusters Score: Raw -204983613.226302 + Penalty 195543.832380 = -204788069.393922 nChanged 127 Iteration 119Q (27758.260000 sec): 57 clusters Score: Raw -204983631.728676 + Penalty 195543.832380 = -204788087.896296 nChanged 136 Iteration 120F (27864.350000 sec): 57 clusters Score: Raw -204984630.808571 + Penalty 195543.832380 = -204789086.976191 nChanged 174 Iteration 121Q (27886.830000 sec): 57 clusters Score: Raw -204986024.864403 + Penalty 195543.832380 = -204790481.032023 nChanged 136 Iteration 122Q (27909.320000 sec): 57 clusters Score: Raw -204986303.053860 + Penalty 195543.832380 = -204790759.221480 nChanged 127 Iteration 123Q (27931.790000 sec): 57 clusters Score: Raw -204986374.427855 + Penalty 195543.832380 = -204790830.595475 nChanged 116 Iteration 124Q (27954.410000 sec): 57 clusters Score: Raw -204986414.344978 + Penalty 195543.832380 = -204790870.512598 nChanged 98 Iteration 125Q (27977.070000 sec): 57 clusters Score: Raw -204986426.928648 + Penalty 195543.832380 = -204790883.096268 nChanged 88 Iteration 126Q (27999.700000 sec): 57 clusters Score: Raw -204986437.821093 + Penalty 195543.832380 = -204790893.988713 nChanged 78 Iteration 127Q (28022.330000 sec): 57 clusters Score: Raw -204986447.402817 + Penalty 195543.832380 = -204790903.570437 nChanged 69 Iteration 128Q (28044.960000 sec): 57 clusters Score: Raw -204986456.541005 + Penalty 195543.832380 = -204790912.708625 nChanged 59 Iteration 129Q (28067.620000 sec): 57 clusters Score: Raw -204986462.749137 + Penalty 195543.832380 = -204790918.916757 nChanged 50 Iteration 130Q (28090.250000 sec): 57 clusters Score: Raw -204986468.090421 + Penalty 195543.832380 = -204790924.258041 nChanged 44 Iteration 131Q (28112.890000 sec): 57 clusters Score: Raw -204986474.262421 + Penalty 195543.832380 = -204790930.430041 nChanged 42 Iteration 132Q (28135.530000 sec): 57 clusters Score: Raw -204986479.264894 + Penalty 195543.832380 = -204790935.432513 nChanged 35 Iteration 133Q (28158.170000 sec): 57 clusters Score: Raw -204986484.955495 + Penalty 195543.832380 = -204790941.123115 nChanged 35 Iteration 134Q (28180.820000 sec): 57 clusters Score: Raw -204986489.345967 + Penalty 195543.832380 = -204790945.513587 nChanged 35 Iteration 135Q (28203.450000 sec): 57 clusters Score: Raw -204986493.544042 + Penalty 195543.832380 = -204790949.711662 nChanged 27 Iteration 136Q (28226.110000 sec): 57 clusters Score: Raw -204986496.116767 + Penalty 195543.832380 = -204790952.284387 nChanged 25 Iteration 137Q (28248.720000 sec): 57 clusters Score: Raw -204986498.705284 + Penalty 195543.832380 = -204790954.872904 nChanged 23 Iteration 138Q (28271.360000 sec): 57 clusters Score: Raw -204986501.527735 + Penalty 195543.832380 = -204790957.695355 nChanged 29 Writing temp clu file Because OldScore, -204790954.872904, is greater than current (better) Score,-204790957.695355 Compute initial score before splitting: Score: Raw -204986501.527735 + Penalty 195543.832380 = -204790957.695355 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 1 (174102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28272.240000 sec): 2 clusters Score: Raw -28167599.439747 + Penalty 2992.714360 = -28164606.725387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28272.960000 sec): 3 clusters Score: Raw -28053511.676129 + Penalty 5985.428720 = -28047526.247409 nChanged 83465 SP:Iteration 1F (28273.680000 sec): 3 clusters Score: Raw -28102423.582616 + Penalty 5985.428720 = -28096438.153896 nChanged 5442 SP:Iteration 2Q (28274.400000 sec): 3 clusters Score: Raw -28103806.898239 + Penalty 5985.428720 = -28097821.469519 nChanged 6092 SP:Iteration 3Q (28275.130000 sec): 3 clusters Score: Raw -28105723.914604 + Penalty 5985.428720 = -28099738.485884 nChanged 7150 SP:Iteration 4Q (28275.850000 sec): 3 clusters Score: Raw -28108567.111267 + Penalty 5985.428720 = -28102581.682547 nChanged 8536 SP:Iteration 5Q (28276.580000 sec): 3 clusters Score: Raw -28112765.446187 + Penalty 5985.428720 = -28106780.017467 nChanged 10017 SP:Iteration 6F (28277.290000 sec): 3 clusters Score: Raw -28118574.469458 + Penalty 5985.428720 = -28112589.040738 nChanged 10951 SP:Iteration 7F (28278.010000 sec): 3 clusters Score: Raw -28125459.099524 + Penalty 5985.428720 = -28119473.670804 nChanged 10978 SP:Iteration 8F (28278.720000 sec): 3 clusters Score: Raw -28132392.909119 + Penalty 5985.428720 = -28126407.480399 nChanged 10107 SP:Iteration 9F (28279.440000 sec): 3 clusters Score: Raw -28138418.961230 + Penalty 5985.428720 = -28132433.532510 nChanged 8706 SP:Iteration 10F (28280.150000 sec): 3 clusters Score: Raw -28143116.510964 + Penalty 5985.428720 = -28137131.082243 nChanged 7389 SP:Iteration 11Q (28280.850000 sec): 3 clusters Score: Raw -28146797.976069 + Penalty 5985.428720 = -28140812.547348 nChanged 6292 SP:Iteration 12Q (28281.540000 sec): 3 clusters Score: Raw -28149860.098002 + Penalty 5985.428720 = -28143874.669282 nChanged 5409 SP:Iteration 13Q (28282.220000 sec): 3 clusters Score: Raw -28152476.929009 + Penalty 5985.428720 = -28146491.500289 nChanged 4822 SP:Iteration 14Q (28282.890000 sec): 3 clusters Score: Raw -28154740.256637 + Penalty 5985.428720 = -28148754.827917 nChanged 4448 SP:Iteration 15Q (28283.550000 sec): 3 clusters Score: Raw -28156732.006791 + Penalty 5985.428720 = -28150746.578071 nChanged 4094 SP:Iteration 16Q (28284.200000 sec): 3 clusters Score: Raw -28158492.714632 + Penalty 5985.428720 = -28152507.285912 nChanged 3914 SP:Iteration 17Q (28284.840000 sec): 3 clusters Score: Raw -28160119.328428 + Penalty 5985.428720 = -28154133.899708 nChanged 3685 SP:Iteration 18Q (28285.480000 sec): 3 clusters Score: Raw -28161591.499758 + Penalty 5985.428720 = -28155606.071038 nChanged 3388 SP:Iteration 19Q (28286.100000 sec): 3 clusters Score: Raw -28162886.267882 + Penalty 5985.428720 = -28156900.839162 nChanged 3081 SP:Iteration 20F (28286.800000 sec): 3 clusters Score: Raw -28163998.532844 + Penalty 5985.428720 = -28158013.104124 nChanged 2851 SP:Iteration 21Q (28287.410000 sec): 3 clusters Score: Raw -28164986.280144 + Penalty 5985.428720 = -28159000.851424 nChanged 2573 SP:Iteration 22Q (28288.020000 sec): 3 clusters Score: Raw -28165871.938280 + Penalty 5985.428720 = -28159886.509559 nChanged 2374 SP:Iteration 23Q (28288.610000 sec): 3 clusters Score: Raw -28166682.006084 + Penalty 5985.428720 = -28160696.577364 nChanged 2136 SP:Iteration 24Q (28289.190000 sec): 3 clusters Score: Raw -28167390.430210 + Penalty 5985.428720 = -28161405.001489 nChanged 1873 SP:Iteration 25Q (28289.770000 sec): 3 clusters Score: Raw -28167985.915777 + Penalty 5985.428720 = -28162000.487057 nChanged 1650 SP:Iteration 26Q (28290.340000 sec): 3 clusters Score: Raw -28168484.097698 + Penalty 5985.428720 = -28162498.668978 nChanged 1435 SP:Iteration 27Q (28290.910000 sec): 3 clusters Score: Raw -28168902.169413 + Penalty 5985.428720 = -28162916.740693 nChanged 1211 SP:Iteration 28Q (28291.460000 sec): 3 clusters Score: Raw -28169231.476176 + Penalty 5985.428720 = -28163246.047456 nChanged 1041 SP:Iteration 29Q (28292.020000 sec): 3 clusters Score: Raw -28169492.581022 + Penalty 5985.428720 = -28163507.152301 nChanged 886 SP:Iteration 30Q (28292.570000 sec): 3 clusters Score: Raw -28169709.626445 + Penalty 5985.428720 = -28163724.197725 nChanged 803 SP:Iteration 31Q (28293.120000 sec): 3 clusters Score: Raw -28169894.023339 + Penalty 5985.428720 = -28163908.594619 nChanged 660 SP:Iteration 32Q (28293.660000 sec): 3 clusters Score: Raw -28170043.080984 + Penalty 5985.428720 = -28164057.652263 nChanged 550 SP:Iteration 33Q (28294.200000 sec): 3 clusters Score: Raw -28170158.277691 + Penalty 5985.428720 = -28164172.848970 nChanged 461 SP:Iteration 34Q (28294.750000 sec): 3 clusters Score: Raw -28170246.689128 + Penalty 5985.428720 = -28164261.260407 nChanged 422 SP:Iteration 35Q (28295.280000 sec): 3 clusters Score: Raw -28170326.683160 + Penalty 5985.428720 = -28164341.254440 nChanged 401 SP:Iteration 36Q (28295.820000 sec): 3 clusters Score: Raw -28170401.097184 + Penalty 5985.428720 = -28164415.668464 nChanged 313 SP:Iteration 37Q (28296.360000 sec): 3 clusters Score: Raw -28170453.199081 + Penalty 5985.428720 = -28164467.770361 nChanged 268 SP:Iteration 38Q (28296.900000 sec): 3 clusters Score: Raw -28170492.308552 + Penalty 5985.428720 = -28164506.879832 nChanged 203 SP:Iteration 39Q (28297.440000 sec): 3 clusters Score: Raw -28170519.900213 + Penalty 5985.428720 = -28164534.471493 nChanged 170 SP:Iteration 40F (28298.140000 sec): 3 clusters Score: Raw -28170546.708514 + Penalty 5985.428720 = -28164561.279794 nChanged 176 SP:Iteration 41Q (28298.670000 sec): 3 clusters Score: Raw -28170574.878492 + Penalty 5985.428720 = -28164589.449772 nChanged 152 SP:Iteration 42Q (28299.210000 sec): 3 clusters Score: Raw -28170595.713833 + Penalty 5985.428720 = -28164610.285113 nChanged 136 SP:Iteration 43Q (28299.750000 sec): 3 clusters Score: Raw -28170612.323120 + Penalty 5985.428720 = -28164626.894400 nChanged 115 SP:Iteration 44Q (28300.280000 sec): 3 clusters Score: Raw -28170626.736171 + Penalty 5985.428720 = -28164641.307450 nChanged 107 SP:Iteration 45Q (28300.820000 sec): 3 clusters Score: Raw -28170639.639921 + Penalty 5985.428720 = -28164654.211201 nChanged 88 SP:Iteration 46Q (28301.340000 sec): 3 clusters Score: Raw -28170651.375365 + Penalty 5985.428720 = -28164665.946645 nChanged 91 SP:Iteration 47Q (28301.870000 sec): 3 clusters Score: Raw -28170662.587056 + Penalty 5985.428720 = -28164677.158336 nChanged 83 SP:Iteration 48Q (28302.400000 sec): 3 clusters Score: Raw -28170671.891057 + Penalty 5985.428720 = -28164686.462337 nChanged 64 SP:Iteration 49Q (28302.940000 sec): 3 clusters Score: Raw -28170678.505372 + Penalty 5985.428720 = -28164693.076652 nChanged 56 SP:Iteration 50Q (28303.470000 sec): 3 clusters Score: Raw -28170684.541471 + Penalty 5985.428720 = -28164699.112751 nChanged 50 SP:Iteration 51Q (28304.000000 sec): 3 clusters Score: Raw -28170689.563773 + Penalty 5985.428720 = -28164704.135053 nChanged 42 SP:Iteration 52Q (28304.540000 sec): 3 clusters Score: Raw -28170693.063076 + Penalty 5985.428720 = -28164707.634356 nChanged 33 SP:Iteration 53Q (28305.070000 sec): 3 clusters Score: Raw -28170696.032011 + Penalty 5985.428720 = -28164710.603291 nChanged 33 SP:Iteration 54Q (28305.610000 sec): 3 clusters Score: Raw -28170699.247317 + Penalty 5985.428720 = -28164713.818597 nChanged 32 SP:Iteration 55Q (28306.140000 sec): 3 clusters Score: Raw -28170701.954929 + Penalty 5985.428720 = -28164716.526209 nChanged 32 SP:Iteration 56Q (28306.670000 sec): 3 clusters Score: Raw -28170705.177418 + Penalty 5985.428720 = -28164719.748698 nChanged 45 SP:Iteration 57Q (28307.210000 sec): 3 clusters Score: Raw -28170709.947566 + Penalty 5985.428720 = -28164724.518846 nChanged 47 SP:Iteration 58Q (28307.740000 sec): 3 clusters Score: Raw -28170714.438405 + Penalty 5985.428720 = -28164729.009685 nChanged 60 SP:Iteration 59Q (28308.270000 sec): 3 clusters Score: Raw -28170720.244315 + Penalty 5985.428720 = -28164734.815594 nChanged 51 SP:Iteration 60F (28308.980000 sec): 3 clusters Score: Raw -28170724.995227 + Penalty 5985.428720 = -28164739.566507 nChanged 57 SP:Iteration 61Q (28309.510000 sec): 3 clusters Score: Raw -28170729.593059 + Penalty 5985.428720 = -28164744.164339 nChanged 35 SP:Iteration 62Q (28310.030000 sec): 3 clusters Score: Raw -28170732.584460 + Penalty 5985.428720 = -28164747.155740 nChanged 34 SP:Iteration 63Q (28310.560000 sec): 3 clusters Score: Raw -28170735.206745 + Penalty 5985.428720 = -28164749.778025 nChanged 26 SP:Iteration 64Q (28311.090000 sec): 3 clusters Score: Raw -28170737.633465 + Penalty 5985.428720 = -28164752.204745 nChanged 28 SP:Iteration 65Q (28311.620000 sec): 3 clusters Score: Raw -28170740.209970 + Penalty 5985.428720 = -28164754.781250 nChanged 29 SP:Iteration 66Q (28312.140000 sec): 3 clusters Score: Raw -28170743.632178 + Penalty 5985.428720 = -28164758.203458 nChanged 35 SP:Iteration 67Q (28312.670000 sec): 3 clusters Score: Raw -28170747.204860 + Penalty 5985.428720 = -28164761.776140 nChanged 35 SP:Iteration 68Q (28313.200000 sec): 3 clusters Score: Raw -28170750.547991 + Penalty 5985.428720 = -28164765.119270 nChanged 38 SP:Iteration 69Q (28313.730000 sec): 3 clusters Score: Raw -28170753.725498 + Penalty 5985.428720 = -28164768.296777 nChanged 35 SP:Iteration 70Q (28314.250000 sec): 3 clusters Score: Raw -28170756.947890 + Penalty 5985.428720 = -28164771.519170 nChanged 44 SP:Iteration 71Q (28314.780000 sec): 3 clusters Score: Raw -28170761.247063 + Penalty 5985.428720 = -28164775.818343 nChanged 40 SP:Iteration 72Q (28315.310000 sec): 3 clusters Score: Raw -28170764.880153 + Penalty 5985.428720 = -28164779.451432 nChanged 33 SP:Iteration 73Q (28315.840000 sec): 3 clusters Score: Raw -28170767.875649 + Penalty 5985.428720 = -28164782.446929 nChanged 26 SP:Iteration 74Q (28316.370000 sec): 3 clusters Score: Raw -28170770.282880 + Penalty 5985.428720 = -28164784.854160 nChanged 28 SP:Iteration 75Q (28316.900000 sec): 3 clusters Score: Raw -28170773.299658 + Penalty 5985.428720 = -28164787.870938 nChanged 29 SP:Iteration 76Q (28317.430000 sec): 3 clusters Score: Raw -28170775.794133 + Penalty 5985.428720 = -28164790.365412 nChanged 22 SP:Iteration 77Q (28317.970000 sec): 3 clusters Score: Raw -28170777.737591 + Penalty 5985.428720 = -28164792.308871 nChanged 17 SP:Iteration 78Q (28318.510000 sec): 3 clusters Score: Raw -28170779.117014 + Penalty 5985.428720 = -28164793.688294 nChanged 13 SP:Iteration 79Q (28319.040000 sec): 3 clusters Score: Raw -28170780.055481 + Penalty 5985.428720 = -28164794.626761 nChanged 9 SP:Iteration 80F (28319.750000 sec): 3 clusters Score: Raw -28170780.729974 + Penalty 5985.428720 = -28164795.301254 nChanged 7 SP:Iteration 81Q (28320.280000 sec): 3 clusters Score: Raw -28170781.506429 + Penalty 5985.428720 = -28164796.077709 nChanged 11 SP:Iteration 82Q (28320.810000 sec): 3 clusters Score: Raw -28170782.280957 + Penalty 5985.428720 = -28164796.852237 nChanged 8 SP:Iteration 83Q (28321.350000 sec): 3 clusters Score: Raw -28170782.791024 + Penalty 5985.428720 = -28164797.362304 nChanged 10 SP:Iteration 84Q (28321.870000 sec): 3 clusters Score: Raw -28170783.331964 + Penalty 5985.428720 = -28164797.903243 nChanged 4 SP:Iteration 85Q (28322.410000 sec): 3 clusters Score: Raw -28170783.583349 + Penalty 5985.428720 = -28164798.154629 nChanged 9 SP:Iteration 86Q (28322.940000 sec): 3 clusters Score: Raw -28170784.190758 + Penalty 5985.428720 = -28164798.762038 nChanged 9 SP:Iteration 87Q (28323.470000 sec): 3 clusters Score: Raw -28170784.722007 + Penalty 5985.428720 = -28164799.293287 nChanged 7 SP:Iteration 88Q (28324.010000 sec): 3 clusters Score: Raw -28170785.088835 + Penalty 5985.428720 = -28164799.660114 nChanged 9 SP:Iteration 89Q (28324.530000 sec): 3 clusters Score: Raw -28170785.595255 + Penalty 5985.428720 = -28164800.166535 nChanged 8 SP:Iteration 90Q (28325.070000 sec): 3 clusters Score: Raw -28170786.084879 + Penalty 5985.428720 = -28164800.656158 nChanged 12 SP:Iteration 91Q (28325.600000 sec): 3 clusters Score: Raw -28170786.962578 + Penalty 5985.428720 = -28164801.533858 nChanged 13 SP:Iteration 92Q (28326.130000 sec): 3 clusters Score: Raw -28170788.212255 + Penalty 5985.428720 = -28164802.783534 nChanged 16 SP:Iteration 93Q (28326.660000 sec): 3 clusters Score: Raw -28170789.609741 + Penalty 5985.428720 = -28164804.181020 nChanged 18 SP:Iteration 94Q (28327.190000 sec): 3 clusters Score: Raw -28170791.052236 + Penalty 5985.428720 = -28164805.623516 nChanged 18 SP:Iteration 95Q (28327.720000 sec): 3 clusters Score: Raw -28170792.773322 + Penalty 5985.428720 = -28164807.344602 nChanged 13 SP:Iteration 96Q (28328.250000 sec): 3 clusters Score: Raw -28170793.892077 + Penalty 5985.428720 = -28164808.463357 nChanged 19 SP:Iteration 97Q (28328.780000 sec): 3 clusters Score: Raw -28170795.550079 + Penalty 5985.428720 = -28164810.121359 nChanged 19 SP:Iteration 98Q (28329.310000 sec): 3 clusters Score: Raw -28170797.211222 + Penalty 5985.428720 = -28164811.782502 nChanged 19 SP:Iteration 99Q (28329.850000 sec): 3 clusters Score: Raw -28170798.858520 + Penalty 5985.428720 = -28164813.429800 nChanged 18 SP:Iteration 100F (28330.550000 sec): 3 clusters Score: Raw -28170800.049260 + Penalty 5985.428720 = -28164814.620539 nChanged 13 SP:Iteration 101Q (28331.080000 sec): 3 clusters Score: Raw -28170800.925156 + Penalty 5985.428720 = -28164815.496436 nChanged 12 SP:Iteration 102Q (28331.610000 sec): 3 clusters Score: Raw -28170801.786304 + Penalty 5985.428720 = -28164816.357583 nChanged 10 SP:Iteration 103Q (28332.140000 sec): 3 clusters Score: Raw -28170802.413535 + Penalty 5985.428720 = -28164816.984815 nChanged 7 SP:Iteration 104Q (28332.670000 sec): 3 clusters Score: Raw -28170802.774936 + Penalty 5985.428720 = -28164817.346216 nChanged 5 SP:Iteration 105Q (28333.200000 sec): 3 clusters Score: Raw -28170803.214477 + Penalty 5985.428720 = -28164817.785757 nChanged 5 SP:Iteration 106Q (28333.730000 sec): 3 clusters Score: Raw -28170803.535251 + Penalty 5985.428720 = -28164818.106531 nChanged 4 SP:Iteration 107Q (28334.270000 sec): 3 clusters Score: Raw -28170803.759679 + Penalty 5985.428720 = -28164818.330958 nChanged 3 SP:Iteration 108Q (28334.790000 sec): 3 clusters Score: Raw -28170803.959645 + Penalty 5985.428720 = -28164818.530925 nChanged 2 SP:Iteration 109Q (28335.330000 sec): 3 clusters Score: Raw -28170804.112262 + Penalty 5985.428720 = -28164818.683542 nChanged 2 SP:Iteration 110Q (28335.860000 sec): 3 clusters Score: Raw -28170804.229566 + Penalty 5985.428720 = -28164818.800846 nChanged 2 SP:Iteration 111Q (28336.390000 sec): 3 clusters Score: Raw -28170804.426289 + Penalty 5985.428720 = -28164818.997569 nChanged 3 SP:Iteration 112Q (28336.920000 sec): 3 clusters Score: Raw -28170804.576452 + Penalty 5985.428720 = -28164819.147731 nChanged 1 SP:Iteration 113Q (28337.450000 sec): 3 clusters Score: Raw -28170804.654144 + Penalty 5985.428720 = -28164819.225424 nChanged 1 SP:Iteration 114Q (28337.980000 sec): 3 clusters Score: Raw -28170804.697372 + Penalty 5985.428720 = -28164819.268652 nChanged 0 SP:Iteration 115F (28338.680000 sec): 3 clusters Score: Raw -28170804.697372 + Penalty 5985.428720 = -28164819.268652 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 40. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 2 (24963 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28338.840000 sec): 2 clusters Score: Raw -3927352.879700 + Penalty 2511.037202 = -3924841.842498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28338.940000 sec): 3 clusters Score: Raw -3912648.663211 + Penalty 5022.074404 = -3907626.588807 nChanged 10968 SP:Iteration 1F (28339.040000 sec): 3 clusters Score: Raw -3918582.623851 + Penalty 5022.074404 = -3913560.549447 nChanged 1215 SP:Iteration 2Q (28339.140000 sec): 3 clusters Score: Raw -3918981.265425 + Penalty 5022.074404 = -3913959.191021 nChanged 1058 SP:Iteration 3Q (28339.240000 sec): 3 clusters Score: Raw -3919348.348880 + Penalty 5022.074404 = -3914326.274476 nChanged 1016 SP:Iteration 4Q (28339.340000 sec): 3 clusters Score: Raw -3919671.645159 + Penalty 5022.074404 = -3914649.570755 nChanged 877 SP:Iteration 5Q (28339.440000 sec): 3 clusters Score: Raw -3919943.499157 + Penalty 5022.074404 = -3914921.424753 nChanged 804 SP:Iteration 6Q (28339.540000 sec): 3 clusters Score: Raw -3920188.077941 + Penalty 5022.074404 = -3915166.003537 nChanged 755 SP:Iteration 7Q (28339.640000 sec): 3 clusters Score: Raw -3920435.317997 + Penalty 5022.074404 = -3915413.243593 nChanged 781 SP:Iteration 8Q (28339.740000 sec): 3 clusters Score: Raw -3920724.453312 + Penalty 5022.074404 = -3915702.378908 nChanged 824 SP:Iteration 9Q (28339.840000 sec): 3 clusters Score: Raw -3921056.753543 + Penalty 5022.074404 = -3916034.679140 nChanged 835 SP:Iteration 10Q (28339.940000 sec): 3 clusters Score: Raw -3921432.557341 + Penalty 5022.074404 = -3916410.482937 nChanged 890 SP:Iteration 11Q (28340.040000 sec): 3 clusters Score: Raw -3921883.491820 + Penalty 5022.074404 = -3916861.417416 nChanged 927 SP:Iteration 12Q (28340.140000 sec): 3 clusters Score: Raw -3922439.963054 + Penalty 5022.074404 = -3917417.888651 nChanged 1047 SP:Iteration 13Q (28340.240000 sec): 3 clusters Score: Raw -3923121.963998 + Penalty 5022.074404 = -3918099.889594 nChanged 1079 SP:Iteration 14Q (28340.340000 sec): 3 clusters Score: Raw -3923864.594230 + Penalty 5022.074404 = -3918842.519826 nChanged 1135 SP:Iteration 15Q (28340.440000 sec): 3 clusters Score: Raw -3924680.042762 + Penalty 5022.074404 = -3919657.968358 nChanged 1140 SP:Iteration 16Q (28340.530000 sec): 3 clusters Score: Raw -3925588.846516 + Penalty 5022.074404 = -3920566.772112 nChanged 1071 SP:Iteration 17Q (28340.630000 sec): 3 clusters Score: Raw -3926529.558127 + Penalty 5022.074404 = -3921507.483723 nChanged 973 SP:Iteration 18Q (28340.720000 sec): 3 clusters Score: Raw -3927260.176490 + Penalty 5022.074404 = -3922238.102086 nChanged 840 SP:Iteration 19Q (28340.810000 sec): 3 clusters Score: Raw -3927788.936160 + Penalty 5022.074404 = -3922766.861756 nChanged 739 SP:Iteration 20F (28340.910000 sec): 3 clusters Score: Raw -3928139.196780 + Penalty 5022.074404 = -3923117.122377 nChanged 565 SP:Iteration 21Q (28341.000000 sec): 3 clusters Score: Raw -3928358.158583 + Penalty 5022.074404 = -3923336.084179 nChanged 471 SP:Iteration 22Q (28341.100000 sec): 3 clusters Score: Raw -3928508.488207 + Penalty 5022.074404 = -3923486.413803 nChanged 389 SP:Iteration 23Q (28341.190000 sec): 3 clusters Score: Raw -3928606.955093 + Penalty 5022.074404 = -3923584.880689 nChanged 273 SP:Iteration 24Q (28341.280000 sec): 3 clusters Score: Raw -3928663.839147 + Penalty 5022.074404 = -3923641.764744 nChanged 207 SP:Iteration 25Q (28341.370000 sec): 3 clusters Score: Raw -3928701.249221 + Penalty 5022.074404 = -3923679.174817 nChanged 162 SP:Iteration 26Q (28341.460000 sec): 3 clusters Score: Raw -3928724.703852 + Penalty 5022.074404 = -3923702.629448 nChanged 123 SP:Iteration 27Q (28341.550000 sec): 3 clusters Score: Raw -3928742.716947 + Penalty 5022.074404 = -3923720.642544 nChanged 130 SP:Iteration 28Q (28341.640000 sec): 3 clusters Score: Raw -3928763.933523 + Penalty 5022.074404 = -3923741.859119 nChanged 128 SP:Iteration 29Q (28341.730000 sec): 3 clusters Score: Raw -3928785.209126 + Penalty 5022.074404 = -3923763.134722 nChanged 119 SP:Iteration 30Q (28341.820000 sec): 3 clusters Score: Raw -3928804.031738 + Penalty 5022.074404 = -3923781.957335 nChanged 109 SP:Iteration 31Q (28341.920000 sec): 3 clusters Score: Raw -3928823.257737 + Penalty 5022.074404 = -3923801.183334 nChanged 126 SP:Iteration 32Q (28342.010000 sec): 3 clusters Score: Raw -3928847.476220 + Penalty 5022.074404 = -3923825.401816 nChanged 127 SP:Iteration 33Q (28342.100000 sec): 3 clusters Score: Raw -3928870.968401 + Penalty 5022.074404 = -3923848.893998 nChanged 129 SP:Iteration 34Q (28342.190000 sec): 3 clusters Score: Raw -3928897.365957 + Penalty 5022.074404 = -3923875.291554 nChanged 164 SP:Iteration 35Q (28342.280000 sec): 3 clusters Score: Raw -3928931.258923 + Penalty 5022.074404 = -3923909.184519 nChanged 141 SP:Iteration 36Q (28342.370000 sec): 3 clusters Score: Raw -3928957.636513 + Penalty 5022.074404 = -3923935.562109 nChanged 136 SP:Iteration 37Q (28342.460000 sec): 3 clusters Score: Raw -3928981.831317 + Penalty 5022.074404 = -3923959.756913 nChanged 128 SP:Iteration 38Q (28342.550000 sec): 3 clusters Score: Raw -3929000.051647 + Penalty 5022.074404 = -3923977.977243 nChanged 115 SP:Iteration 39Q (28342.640000 sec): 3 clusters Score: Raw -3929014.642372 + Penalty 5022.074404 = -3923992.567968 nChanged 106 SP:Iteration 40F (28342.740000 sec): 3 clusters Score: Raw -3929030.210671 + Penalty 5022.074404 = -3924008.136268 nChanged 115 SP:Iteration 41Q (28342.840000 sec): 3 clusters Score: Raw -3929047.379932 + Penalty 5022.074404 = -3924025.305528 nChanged 111 SP:Iteration 42Q (28342.930000 sec): 3 clusters Score: Raw -3929064.130815 + Penalty 5022.074404 = -3924042.056411 nChanged 124 SP:Iteration 43Q (28343.020000 sec): 3 clusters Score: Raw -3929081.601512 + Penalty 5022.074404 = -3924059.527108 nChanged 110 SP:Iteration 44Q (28343.110000 sec): 3 clusters Score: Raw -3929098.287127 + Penalty 5022.074404 = -3924076.212723 nChanged 102 SP:Iteration 45Q (28343.200000 sec): 3 clusters Score: Raw -3929111.478549 + Penalty 5022.074404 = -3924089.404146 nChanged 92 SP:Iteration 46Q (28343.300000 sec): 3 clusters Score: Raw -3929123.476679 + Penalty 5022.074404 = -3924101.402276 nChanged 89 SP:Iteration 47Q (28343.390000 sec): 3 clusters Score: Raw -3929134.164037 + Penalty 5022.074404 = -3924112.089634 nChanged 79 SP:Iteration 48Q (28343.480000 sec): 3 clusters Score: Raw -3929141.890249 + Penalty 5022.074404 = -3924119.815845 nChanged 64 SP:Iteration 49Q (28343.580000 sec): 3 clusters Score: Raw -3929147.368777 + Penalty 5022.074404 = -3924125.294373 nChanged 51 SP:Iteration 50Q (28343.670000 sec): 3 clusters Score: Raw -3929152.268729 + Penalty 5022.074404 = -3924130.194325 nChanged 47 SP:Iteration 51Q (28343.760000 sec): 3 clusters Score: Raw -3929156.681324 + Penalty 5022.074404 = -3924134.606920 nChanged 44 SP:Iteration 52Q (28343.850000 sec): 3 clusters Score: Raw -3929160.374489 + Penalty 5022.074404 = -3924138.300085 nChanged 40 SP:Iteration 53Q (28343.940000 sec): 3 clusters Score: Raw -3929163.619057 + Penalty 5022.074404 = -3924141.544653 nChanged 27 SP:Iteration 54Q (28344.040000 sec): 3 clusters Score: Raw -3929165.730361 + Penalty 5022.074404 = -3924143.655957 nChanged 27 SP:Iteration 55Q (28344.130000 sec): 3 clusters Score: Raw -3929167.775966 + Penalty 5022.074404 = -3924145.701562 nChanged 19 SP:Iteration 56Q (28344.220000 sec): 3 clusters Score: Raw -3929169.494179 + Penalty 5022.074404 = -3924147.419775 nChanged 23 SP:Iteration 57Q (28344.320000 sec): 3 clusters Score: Raw -3929171.288417 + Penalty 5022.074404 = -3924149.214013 nChanged 20 SP:Iteration 58Q (28344.410000 sec): 3 clusters Score: Raw -3929172.868964 + Penalty 5022.074404 = -3924150.794560 nChanged 18 SP:Iteration 59Q (28344.500000 sec): 3 clusters Score: Raw -3929174.072374 + Penalty 5022.074404 = -3924151.997970 nChanged 20 SP:Iteration 60F (28344.600000 sec): 3 clusters Score: Raw -3929175.256700 + Penalty 5022.074404 = -3924153.182296 nChanged 12 SP:Iteration 61Q (28344.690000 sec): 3 clusters Score: Raw -3929175.914004 + Penalty 5022.074404 = -3924153.839601 nChanged 9 SP:Iteration 62Q (28344.780000 sec): 3 clusters Score: Raw -3929176.624952 + Penalty 5022.074404 = -3924154.550548 nChanged 7 SP:Iteration 63Q (28344.880000 sec): 3 clusters Score: Raw -3929176.992767 + Penalty 5022.074404 = -3924154.918363 nChanged 5 SP:Iteration 64Q (28344.970000 sec): 3 clusters Score: Raw -3929177.278136 + Penalty 5022.074404 = -3924155.203733 nChanged 7 SP:Iteration 65Q (28345.070000 sec): 3 clusters Score: Raw -3929177.690285 + Penalty 5022.074404 = -3924155.615881 nChanged 9 SP:Iteration 66Q (28345.160000 sec): 3 clusters Score: Raw -3929178.189882 + Penalty 5022.074404 = -3924156.115478 nChanged 5 SP:Iteration 67Q (28345.250000 sec): 3 clusters Score: Raw -3929178.533167 + Penalty 5022.074404 = -3924156.458763 nChanged 1 SP:Iteration 68Q (28345.350000 sec): 3 clusters Score: Raw -3929178.571864 + Penalty 5022.074404 = -3924156.497461 nChanged 0 SP:Iteration 69F (28345.450000 sec): 3 clusters Score: Raw -3929178.571864 + Penalty 5022.074404 = -3924156.497461 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 3 (779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28345.460000 sec): 2 clusters Score: Raw -123172.860533 + Penalty 1651.186739 = -121521.673794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28345.460000 sec): 3 clusters Score: Raw -123078.943254 + Penalty 3302.373479 = -119776.569776 nChanged 175 SP:Iteration 1F (28345.470000 sec): 3 clusters Score: Raw -123304.043654 + Penalty 3302.373479 = -120001.670176 nChanged 43 SP:Iteration 2F (28345.470000 sec): 3 clusters Score: Raw -123371.603068 + Penalty 3302.373479 = -120069.229589 nChanged 17 SP:Iteration 3Q (28345.480000 sec): 3 clusters Score: Raw -123394.279435 + Penalty 3302.373479 = -120091.905956 nChanged 7 SP:Iteration 4Q (28345.480000 sec): 3 clusters Score: Raw -123402.981147 + Penalty 3302.373479 = -120100.607668 nChanged 8 SP:Iteration 5Q (28345.480000 sec): 3 clusters Score: Raw -123417.703739 + Penalty 3302.373479 = -120115.330261 nChanged 4 SP:Iteration 6Q (28345.480000 sec): 3 clusters Score: Raw -123422.765489 + Penalty 3302.373479 = -120120.392010 nChanged 1 SP:Iteration 7Q (28345.490000 sec): 3 clusters Score: Raw -123423.231869 + Penalty 3302.373479 = -120120.858390 nChanged 1 SP:Iteration 8Q (28345.490000 sec): 3 clusters Score: Raw -123424.328638 + Penalty 3302.373479 = -120121.955159 nChanged 0 SP:Iteration 9F (28345.490000 sec): 3 clusters Score: Raw -123424.328638 + Penalty 3302.373479 = -120121.955159 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 4 (6510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28345.520000 sec): 2 clusters Score: Raw -1007905.230265 + Penalty 2177.711494 = -1005727.518770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28345.550000 sec): 3 clusters Score: Raw -1004647.234191 + Penalty 4355.422989 = -1000291.811202 nChanged 2558 SP:Iteration 1F (28345.570000 sec): 3 clusters Score: Raw -1006178.747685 + Penalty 4355.422989 = -1001823.324696 nChanged 477 SP:Iteration 2F (28345.600000 sec): 3 clusters Score: Raw -1006496.059200 + Penalty 4355.422989 = -1002140.636211 nChanged 363 SP:Iteration 3F (28345.620000 sec): 3 clusters Score: Raw -1006760.542606 + Penalty 4355.422989 = -1002405.119618 nChanged 308 SP:Iteration 4Q (28345.650000 sec): 3 clusters Score: Raw -1006997.519048 + Penalty 4355.422989 = -1002642.096060 nChanged 320 SP:Iteration 5Q (28345.680000 sec): 3 clusters Score: Raw -1007242.630998 + Penalty 4355.422989 = -1002887.208009 nChanged 310 SP:Iteration 6Q (28345.700000 sec): 3 clusters Score: Raw -1007486.774343 + Penalty 4355.422989 = -1003131.351354 nChanged 283 SP:Iteration 7Q (28345.720000 sec): 3 clusters Score: Raw -1007697.369190 + Penalty 4355.422989 = -1003341.946201 nChanged 257 SP:Iteration 8Q (28345.750000 sec): 3 clusters Score: Raw -1007879.815687 + Penalty 4355.422989 = -1003524.392698 nChanged 269 SP:Iteration 9Q (28345.780000 sec): 3 clusters Score: Raw -1008080.129491 + Penalty 4355.422989 = -1003724.706502 nChanged 258 SP:Iteration 10Q (28345.800000 sec): 3 clusters Score: Raw -1008287.365240 + Penalty 4355.422989 = -1003931.942251 nChanged 222 SP:Iteration 11Q (28345.820000 sec): 3 clusters Score: Raw -1008479.315131 + Penalty 4355.422989 = -1004123.892142 nChanged 211 SP:Iteration 12Q (28345.850000 sec): 3 clusters Score: Raw -1008652.073929 + Penalty 4355.422989 = -1004296.650940 nChanged 172 SP:Iteration 13Q (28345.870000 sec): 3 clusters Score: Raw -1008813.096654 + Penalty 4355.422989 = -1004457.673665 nChanged 141 SP:Iteration 14Q (28345.900000 sec): 3 clusters Score: Raw -1008931.101873 + Penalty 4355.422989 = -1004575.678885 nChanged 120 SP:Iteration 15Q (28345.920000 sec): 3 clusters Score: Raw -1009009.235540 + Penalty 4355.422989 = -1004653.812551 nChanged 84 SP:Iteration 16Q (28345.950000 sec): 3 clusters Score: Raw -1009053.289748 + Penalty 4355.422989 = -1004697.866760 nChanged 56 SP:Iteration 17Q (28345.970000 sec): 3 clusters Score: Raw -1009080.849901 + Penalty 4355.422989 = -1004725.426912 nChanged 43 SP:Iteration 18Q (28345.990000 sec): 3 clusters Score: Raw -1009098.806591 + Penalty 4355.422989 = -1004743.383603 nChanged 31 SP:Iteration 19Q (28346.020000 sec): 3 clusters Score: Raw -1009111.026878 + Penalty 4355.422989 = -1004755.603889 nChanged 24 SP:Iteration 20F (28346.040000 sec): 3 clusters Score: Raw -1009118.889077 + Penalty 4355.422989 = -1004763.466089 nChanged 20 SP:Iteration 21Q (28346.060000 sec): 3 clusters Score: Raw -1009126.909560 + Penalty 4355.422989 = -1004771.486571 nChanged 18 SP:Iteration 22Q (28346.090000 sec): 3 clusters Score: Raw -1009131.745283 + Penalty 4355.422989 = -1004776.322295 nChanged 12 SP:Iteration 23Q (28346.110000 sec): 3 clusters Score: Raw -1009134.714158 + Penalty 4355.422989 = -1004779.291169 nChanged 10 SP:Iteration 24Q (28346.130000 sec): 3 clusters Score: Raw -1009137.132139 + Penalty 4355.422989 = -1004781.709150 nChanged 11 SP:Iteration 25Q (28346.160000 sec): 3 clusters Score: Raw -1009140.117541 + Penalty 4355.422989 = -1004784.694552 nChanged 8 SP:Iteration 26Q (28346.180000 sec): 3 clusters Score: Raw -1009142.913279 + Penalty 4355.422989 = -1004787.490291 nChanged 11 SP:Iteration 27Q (28346.200000 sec): 3 clusters Score: Raw -1009146.242528 + Penalty 4355.422989 = -1004790.819539 nChanged 13 SP:Iteration 28Q (28346.220000 sec): 3 clusters Score: Raw -1009151.223019 + Penalty 4355.422989 = -1004795.800031 nChanged 11 SP:Iteration 29Q (28346.240000 sec): 3 clusters Score: Raw -1009154.181247 + Penalty 4355.422989 = -1004798.758259 nChanged 5 SP:Iteration 30Q (28346.270000 sec): 3 clusters Score: Raw -1009155.516583 + Penalty 4355.422989 = -1004800.093595 nChanged 3 SP:Iteration 31Q (28346.290000 sec): 3 clusters Score: Raw -1009156.109596 + Penalty 4355.422989 = -1004800.686607 nChanged 4 SP:Iteration 32Q (28346.310000 sec): 3 clusters Score: Raw -1009156.861124 + Penalty 4355.422989 = -1004801.438136 nChanged 1 SP:Iteration 33Q (28346.330000 sec): 3 clusters Score: Raw -1009156.997506 + Penalty 4355.422989 = -1004801.574518 nChanged 0 SP:Iteration 34F (28346.360000 sec): 3 clusters Score: Raw -1009156.997506 + Penalty 4355.422989 = -1004801.574518 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 5 (421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28346.370000 sec): 2 clusters Score: Raw -69077.746083 + Penalty 1498.572943 = -67579.173140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28346.370000 sec): 3 clusters Score: Raw -69256.729598 + Penalty 2997.145886 = -66259.583712 nChanged 76 SP:Iteration 1F (28346.370000 sec): 3 clusters Score: Raw -69415.792711 + Penalty 2997.145886 = -66418.646825 nChanged 23 SP:Iteration 2F (28346.370000 sec): 3 clusters Score: Raw -69467.951823 + Penalty 2997.145886 = -66470.805937 nChanged 13 SP:Iteration 3Q (28346.380000 sec): 3 clusters Score: Raw -69522.416015 + Penalty 2997.145886 = -66525.270130 nChanged 9 SP:Iteration 4Q (28346.380000 sec): 3 clusters Score: Raw -69545.326261 + Penalty 2997.145886 = -66548.180376 nChanged 6 SP:Iteration 5Q (28346.380000 sec): 3 clusters Score: Raw -69568.072246 + Penalty 2997.145886 = -66570.926361 nChanged 5 SP:Iteration 6Q (28346.380000 sec): 3 clusters Score: Raw -69570.402359 + Penalty 2997.145886 = -66573.256473 nChanged 0 SP:Iteration 7F (28346.380000 sec): 3 clusters Score: Raw -69570.402359 + Penalty 2997.145886 = -66573.256473 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 6 (669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28346.390000 sec): 2 clusters Score: Raw -102947.600234 + Penalty 1613.434447 = -101334.165787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28346.390000 sec): 3 clusters Score: Raw -102853.963427 + Penalty 3226.868894 = -99627.094533 nChanged 131 SP:Iteration 1F (28346.390000 sec): 3 clusters Score: Raw -103065.123807 + Penalty 3226.868894 = -99838.254913 nChanged 37 SP:Iteration 2F (28346.400000 sec): 3 clusters Score: Raw -103139.366535 + Penalty 3226.868894 = -99912.497641 nChanged 18 SP:Iteration 3Q (28346.400000 sec): 3 clusters Score: Raw -103167.992267 + Penalty 3226.868894 = -99941.123374 nChanged 8 SP:Iteration 4Q (28346.400000 sec): 3 clusters Score: Raw -103177.880480 + Penalty 3226.868894 = -99951.011586 nChanged 1 SP:Iteration 5Q (28346.400000 sec): 3 clusters Score: Raw -103179.916752 + Penalty 3226.868894 = -99953.047858 nChanged 1 SP:Iteration 6Q (28346.400000 sec): 3 clusters Score: Raw -103182.140963 + Penalty 3226.868894 = -99955.272069 nChanged 3 SP:Iteration 7Q (28346.410000 sec): 3 clusters Score: Raw -103188.673795 + Penalty 3226.868894 = -99961.804901 nChanged 3 SP:Iteration 8Q (28346.410000 sec): 3 clusters Score: Raw -103191.737723 + Penalty 3226.868894 = -99964.868829 nChanged 0 SP:Iteration 9F (28346.410000 sec): 3 clusters Score: Raw -103191.737723 + Penalty 3226.868894 = -99964.868829 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 7 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28346.420000 sec): 2 clusters Score: Raw -29816.934749 + Penalty 1366.328307 = -28450.606442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28346.420000 sec): 3 clusters Score: Raw -30139.685850 + Penalty 2732.656615 = -27407.029235 nChanged 39 SP:Iteration 1F (28346.420000 sec): 3 clusters Score: Raw -30329.151516 + Penalty 2732.656615 = -27596.494901 nChanged 12 SP:Iteration 2Q (28346.420000 sec): 3 clusters Score: Raw -30383.941788 + Penalty 2732.656615 = -27651.285173 nChanged 3 SP:Iteration 3Q (28346.420000 sec): 3 clusters Score: Raw -30417.065853 + Penalty 2732.656615 = -27684.409238 nChanged 6 SP:Iteration 4Q (28346.420000 sec): 3 clusters Score: Raw -30463.468499 + Penalty 2732.656615 = -27730.811884 nChanged 5 SP:Iteration 5Q (28346.420000 sec): 3 clusters Score: Raw -30525.062385 + Penalty 2732.656615 = -27792.405770 nChanged 3 SP:Iteration 6Q (28346.420000 sec): 3 clusters Score: Raw -30535.441269 + Penalty 2732.656615 = -27802.784654 nChanged 3 SP:Iteration 7Q (28346.430000 sec): 3 clusters Score: Raw -30539.408144 + Penalty 2732.656615 = -27806.751529 nChanged 1 SP:Iteration 8Q (28346.430000 sec): 3 clusters Score: Raw -30540.838798 + Penalty 2732.656615 = -27808.182183 nChanged 0 SP:Iteration 9F (28346.430000 sec): 3 clusters Score: Raw -30540.838798 + Penalty 2732.656615 = -27808.182183 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 8 (33296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28346.560000 sec): 2 clusters Score: Raw -5410872.212631 + Penalty 2582.471752 = -5408289.740879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28346.690000 sec): 3 clusters Score: Raw -5390711.857390 + Penalty 5164.943504 = -5385546.913886 nChanged 15181 SP:Iteration 1F (28346.820000 sec): 3 clusters Score: Raw -5398862.922174 + Penalty 5164.943504 = -5393697.978669 nChanged 1388 SP:Iteration 2Q (28346.960000 sec): 3 clusters Score: Raw -5399291.299098 + Penalty 5164.943504 = -5394126.355594 nChanged 1344 SP:Iteration 3Q (28347.100000 sec): 3 clusters Score: Raw -5399702.367418 + Penalty 5164.943504 = -5394537.423914 nChanged 1218 SP:Iteration 4Q (28347.230000 sec): 3 clusters Score: Raw -5400066.124612 + Penalty 5164.943504 = -5394901.181107 nChanged 1162 SP:Iteration 5Q (28347.360000 sec): 3 clusters Score: Raw -5400403.039277 + Penalty 5164.943504 = -5395238.095773 nChanged 1029 SP:Iteration 6Q (28347.500000 sec): 3 clusters Score: Raw -5400715.862738 + Penalty 5164.943504 = -5395550.919234 nChanged 1098 SP:Iteration 7Q (28347.640000 sec): 3 clusters Score: Raw -5401102.352016 + Penalty 5164.943504 = -5395937.408511 nChanged 1214 SP:Iteration 8Q (28347.770000 sec): 3 clusters Score: Raw -5401565.227562 + Penalty 5164.943504 = -5396400.284058 nChanged 1243 SP:Iteration 9Q (28347.910000 sec): 3 clusters Score: Raw -5402042.167329 + Penalty 5164.943504 = -5396877.223825 nChanged 1271 SP:Iteration 10Q (28348.050000 sec): 3 clusters Score: Raw -5402531.097262 + Penalty 5164.943504 = -5397366.153758 nChanged 1260 SP:Iteration 11Q (28348.190000 sec): 3 clusters Score: Raw -5403032.519924 + Penalty 5164.943504 = -5397867.576420 nChanged 1260 SP:Iteration 12Q (28348.320000 sec): 3 clusters Score: Raw -5403548.952154 + Penalty 5164.943504 = -5398384.008650 nChanged 1228 SP:Iteration 13Q (28348.460000 sec): 3 clusters Score: Raw -5404033.026577 + Penalty 5164.943504 = -5398868.083073 nChanged 1134 SP:Iteration 14Q (28348.590000 sec): 3 clusters Score: Raw -5404462.838590 + Penalty 5164.943504 = -5399297.895086 nChanged 954 SP:Iteration 15Q (28348.720000 sec): 3 clusters Score: Raw -5404827.446080 + Penalty 5164.943504 = -5399662.502576 nChanged 880 SP:Iteration 16Q (28348.860000 sec): 3 clusters Score: Raw -5405156.029740 + Penalty 5164.943504 = -5399991.086236 nChanged 773 SP:Iteration 17Q (28348.990000 sec): 3 clusters Score: Raw -5405461.077360 + Penalty 5164.943504 = -5400296.133856 nChanged 781 SP:Iteration 18Q (28349.120000 sec): 3 clusters Score: Raw -5405764.423057 + Penalty 5164.943504 = -5400599.479553 nChanged 745 SP:Iteration 19Q (28349.260000 sec): 3 clusters Score: Raw -5406058.141440 + Penalty 5164.943504 = -5400893.197936 nChanged 732 SP:Iteration 20F (28349.390000 sec): 3 clusters Score: Raw -5406323.667607 + Penalty 5164.943504 = -5401158.724102 nChanged 659 SP:Iteration 21Q (28349.520000 sec): 3 clusters Score: Raw -5406573.142364 + Penalty 5164.943504 = -5401408.198860 nChanged 579 SP:Iteration 22Q (28349.650000 sec): 3 clusters Score: Raw -5406789.121434 + Penalty 5164.943504 = -5401624.177930 nChanged 565 SP:Iteration 23Q (28349.780000 sec): 3 clusters Score: Raw -5406979.690503 + Penalty 5164.943504 = -5401814.746999 nChanged 522 SP:Iteration 24Q (28349.900000 sec): 3 clusters Score: Raw -5407165.547533 + Penalty 5164.943504 = -5402000.604029 nChanged 541 SP:Iteration 25Q (28350.030000 sec): 3 clusters Score: Raw -5407351.374112 + Penalty 5164.943504 = -5402186.430608 nChanged 544 SP:Iteration 26Q (28350.150000 sec): 3 clusters Score: Raw -5407564.092733 + Penalty 5164.943504 = -5402399.149229 nChanged 567 SP:Iteration 27Q (28350.280000 sec): 3 clusters Score: Raw -5407794.699273 + Penalty 5164.943504 = -5402629.755768 nChanged 552 SP:Iteration 28Q (28350.400000 sec): 3 clusters Score: Raw -5408014.550585 + Penalty 5164.943504 = -5402849.607081 nChanged 525 SP:Iteration 29Q (28350.520000 sec): 3 clusters Score: Raw -5408223.073217 + Penalty 5164.943504 = -5403058.129713 nChanged 513 SP:Iteration 30Q (28350.640000 sec): 3 clusters Score: Raw -5408436.622443 + Penalty 5164.943504 = -5403271.678939 nChanged 516 SP:Iteration 31Q (28350.760000 sec): 3 clusters Score: Raw -5408655.137888 + Penalty 5164.943504 = -5403490.194383 nChanged 478 SP:Iteration 32Q (28350.870000 sec): 3 clusters Score: Raw -5408870.661383 + Penalty 5164.943504 = -5403705.717879 nChanged 462 SP:Iteration 33Q (28350.990000 sec): 3 clusters Score: Raw -5409062.879011 + Penalty 5164.943504 = -5403897.935507 nChanged 418 SP:Iteration 34Q (28351.100000 sec): 3 clusters Score: Raw -5409262.761335 + Penalty 5164.943504 = -5404097.817830 nChanged 424 SP:Iteration 35Q (28351.220000 sec): 3 clusters Score: Raw -5409475.682684 + Penalty 5164.943504 = -5404310.739180 nChanged 413 SP:Iteration 36Q (28351.330000 sec): 3 clusters Score: Raw -5409670.665150 + Penalty 5164.943504 = -5404505.721645 nChanged 379 SP:Iteration 37Q (28351.440000 sec): 3 clusters Score: Raw -5409849.653444 + Penalty 5164.943504 = -5404684.709939 nChanged 363 SP:Iteration 38Q (28351.550000 sec): 3 clusters Score: Raw -5410028.566356 + Penalty 5164.943504 = -5404863.622852 nChanged 334 SP:Iteration 39Q (28351.660000 sec): 3 clusters Score: Raw -5410181.085707 + Penalty 5164.943504 = -5405016.142203 nChanged 298 SP:Iteration 40F (28351.790000 sec): 3 clusters Score: Raw -5410306.476910 + Penalty 5164.943504 = -5405141.533405 nChanged 254 SP:Iteration 41Q (28351.900000 sec): 3 clusters Score: Raw -5410409.412585 + Penalty 5164.943504 = -5405244.469080 nChanged 272 SP:Iteration 42Q (28352.000000 sec): 3 clusters Score: Raw -5410517.771327 + Penalty 5164.943504 = -5405352.827823 nChanged 238 SP:Iteration 43Q (28352.110000 sec): 3 clusters Score: Raw -5410601.942367 + Penalty 5164.943504 = -5405436.998863 nChanged 217 SP:Iteration 44Q (28352.210000 sec): 3 clusters Score: Raw -5410682.800061 + Penalty 5164.943504 = -5405517.856557 nChanged 221 SP:Iteration 45Q (28352.320000 sec): 3 clusters Score: Raw -5410767.768596 + Penalty 5164.943504 = -5405602.825091 nChanged 219 SP:Iteration 46Q (28352.420000 sec): 3 clusters Score: Raw -5410855.728808 + Penalty 5164.943504 = -5405690.785304 nChanged 199 SP:Iteration 47Q (28352.520000 sec): 3 clusters Score: Raw -5410932.664247 + Penalty 5164.943504 = -5405767.720743 nChanged 183 SP:Iteration 48Q (28352.620000 sec): 3 clusters Score: Raw -5411000.117252 + Penalty 5164.943504 = -5405835.173748 nChanged 162 SP:Iteration 49Q (28352.720000 sec): 3 clusters Score: Raw -5411055.186180 + Penalty 5164.943504 = -5405890.242676 nChanged 139 SP:Iteration 50Q (28352.820000 sec): 3 clusters Score: Raw -5411101.166181 + Penalty 5164.943504 = -5405936.222677 nChanged 117 SP:Iteration 51Q (28352.920000 sec): 3 clusters Score: Raw -5411142.089963 + Penalty 5164.943504 = -5405977.146459 nChanged 119 SP:Iteration 52Q (28353.020000 sec): 3 clusters Score: Raw -5411184.994275 + Penalty 5164.943504 = -5406020.050771 nChanged 114 SP:Iteration 53Q (28353.120000 sec): 3 clusters Score: Raw -5411219.794509 + Penalty 5164.943504 = -5406054.851005 nChanged 105 SP:Iteration 54Q (28353.220000 sec): 3 clusters Score: Raw -5411255.257886 + Penalty 5164.943504 = -5406090.314382 nChanged 99 SP:Iteration 55Q (28353.320000 sec): 3 clusters Score: Raw -5411285.067731 + Penalty 5164.943504 = -5406120.124227 nChanged 94 SP:Iteration 56Q (28353.420000 sec): 3 clusters Score: Raw -5411315.720213 + Penalty 5164.943504 = -5406150.776709 nChanged 87 SP:Iteration 57Q (28353.520000 sec): 3 clusters Score: Raw -5411349.909955 + Penalty 5164.943504 = -5406184.966451 nChanged 81 SP:Iteration 58Q (28353.620000 sec): 3 clusters Score: Raw -5411379.618973 + Penalty 5164.943504 = -5406214.675469 nChanged 72 SP:Iteration 59Q (28353.720000 sec): 3 clusters Score: Raw -5411401.292310 + Penalty 5164.943504 = -5406236.348806 nChanged 59 SP:Iteration 60F (28353.850000 sec): 3 clusters Score: Raw -5411418.230684 + Penalty 5164.943504 = -5406253.287180 nChanged 51 SP:Iteration 61Q (28353.950000 sec): 3 clusters Score: Raw -5411432.667771 + Penalty 5164.943504 = -5406267.724267 nChanged 51 SP:Iteration 62Q (28354.040000 sec): 3 clusters Score: Raw -5411449.463804 + Penalty 5164.943504 = -5406284.520300 nChanged 58 SP:Iteration 63Q (28354.140000 sec): 3 clusters Score: Raw -5411470.538187 + Penalty 5164.943504 = -5406305.594683 nChanged 55 SP:Iteration 64Q (28354.240000 sec): 3 clusters Score: Raw -5411488.402896 + Penalty 5164.943504 = -5406323.459392 nChanged 46 SP:Iteration 65Q (28354.340000 sec): 3 clusters Score: Raw -5411502.945508 + Penalty 5164.943504 = -5406338.002004 nChanged 38 SP:Iteration 66Q (28354.430000 sec): 3 clusters Score: Raw -5411513.094326 + Penalty 5164.943504 = -5406348.150822 nChanged 30 SP:Iteration 67Q (28354.530000 sec): 3 clusters Score: Raw -5411521.160665 + Penalty 5164.943504 = -5406356.217161 nChanged 28 SP:Iteration 68Q (28354.630000 sec): 3 clusters Score: Raw -5411528.183469 + Penalty 5164.943504 = -5406363.239965 nChanged 26 SP:Iteration 69Q (28354.720000 sec): 3 clusters Score: Raw -5411534.577799 + Penalty 5164.943504 = -5406369.634295 nChanged 14 SP:Iteration 70Q (28354.820000 sec): 3 clusters Score: Raw -5411538.018455 + Penalty 5164.943504 = -5406373.074951 nChanged 16 SP:Iteration 71Q (28354.920000 sec): 3 clusters Score: Raw -5411541.092949 + Penalty 5164.943504 = -5406376.149445 nChanged 13 SP:Iteration 72Q (28355.020000 sec): 3 clusters Score: Raw -5411544.097855 + Penalty 5164.943504 = -5406379.154351 nChanged 10 SP:Iteration 73Q (28355.110000 sec): 3 clusters Score: Raw -5411545.817291 + Penalty 5164.943504 = -5406380.873787 nChanged 5 SP:Iteration 74Q (28355.210000 sec): 3 clusters Score: Raw -5411547.369711 + Penalty 5164.943504 = -5406382.426207 nChanged 10 SP:Iteration 75Q (28355.300000 sec): 3 clusters Score: Raw -5411550.183195 + Penalty 5164.943504 = -5406385.239691 nChanged 11 SP:Iteration 76Q (28355.400000 sec): 3 clusters Score: Raw -5411553.760348 + Penalty 5164.943504 = -5406388.816844 nChanged 11 SP:Iteration 77Q (28355.500000 sec): 3 clusters Score: Raw -5411557.429980 + Penalty 5164.943504 = -5406392.486476 nChanged 10 SP:Iteration 78Q (28355.590000 sec): 3 clusters Score: Raw -5411560.216132 + Penalty 5164.943504 = -5406395.272628 nChanged 10 SP:Iteration 79Q (28355.690000 sec): 3 clusters Score: Raw -5411562.313022 + Penalty 5164.943504 = -5406397.369517 nChanged 9 SP:Iteration 80F (28355.820000 sec): 3 clusters Score: Raw -5411564.447791 + Penalty 5164.943504 = -5406399.504287 nChanged 7 SP:Iteration 81Q (28355.920000 sec): 3 clusters Score: Raw -5411565.983786 + Penalty 5164.943504 = -5406401.040282 nChanged 5 SP:Iteration 82Q (28356.010000 sec): 3 clusters Score: Raw -5411566.776019 + Penalty 5164.943504 = -5406401.832515 nChanged 6 SP:Iteration 83Q (28356.110000 sec): 3 clusters Score: Raw -5411568.509784 + Penalty 5164.943504 = -5406403.566280 nChanged 6 SP:Iteration 84Q (28356.210000 sec): 3 clusters Score: Raw -5411569.893488 + Penalty 5164.943504 = -5406404.949984 nChanged 4 SP:Iteration 85Q (28356.300000 sec): 3 clusters Score: Raw -5411570.542660 + Penalty 5164.943504 = -5406405.599156 nChanged 2 SP:Iteration 86Q (28356.400000 sec): 3 clusters Score: Raw -5411571.123110 + Penalty 5164.943504 = -5406406.179606 nChanged 0 SP:Iteration 87F (28356.530000 sec): 3 clusters Score: Raw -5411571.123110 + Penalty 5164.943504 = -5406406.179606 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 9 (552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28356.550000 sec): 2 clusters Score: Raw -86424.685178 + Penalty 1565.759915 = -84858.925262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28356.550000 sec): 3 clusters Score: Raw -86447.439594 + Penalty 3131.519831 = -83315.919763 nChanged 86 SP:Iteration 1F (28356.560000 sec): 3 clusters Score: Raw -86612.263789 + Penalty 3131.519831 = -83480.743958 nChanged 22 SP:Iteration 2Q (28356.560000 sec): 3 clusters Score: Raw -86706.125191 + Penalty 3131.519831 = -83574.605360 nChanged 15 SP:Iteration 3Q (28356.560000 sec): 3 clusters Score: Raw -86899.191800 + Penalty 3131.519831 = -83767.671969 nChanged 17 SP:Iteration 4Q (28356.560000 sec): 3 clusters Score: Raw -86939.413470 + Penalty 3131.519831 = -83807.893639 nChanged 18 SP:Iteration 5Q (28356.560000 sec): 3 clusters Score: Raw -86975.622029 + Penalty 3131.519831 = -83844.102198 nChanged 8 SP:Iteration 6Q (28356.560000 sec): 3 clusters Score: Raw -86992.410683 + Penalty 3131.519831 = -83860.890852 nChanged 7 SP:Iteration 7Q (28356.570000 sec): 3 clusters Score: Raw -87003.223270 + Penalty 3131.519831 = -83871.703439 nChanged 2 SP:Iteration 8Q (28356.570000 sec): 3 clusters Score: Raw -87017.747672 + Penalty 3131.519831 = -83886.227841 nChanged 7 SP:Iteration 9Q (28356.570000 sec): 3 clusters Score: Raw -87038.704849 + Penalty 3131.519831 = -83907.185018 nChanged 7 SP:Iteration 10Q (28356.570000 sec): 3 clusters Score: Raw -87059.558484 + Penalty 3131.519831 = -83928.038653 nChanged 10 SP:Iteration 11Q (28356.580000 sec): 3 clusters Score: Raw -87088.325473 + Penalty 3131.519831 = -83956.805642 nChanged 7 SP:Iteration 12Q (28356.580000 sec): 3 clusters Score: Raw -87103.200985 + Penalty 3131.519831 = -83971.681154 nChanged 3 SP:Iteration 13Q (28356.580000 sec): 3 clusters Score: Raw -87111.603626 + Penalty 3131.519831 = -83980.083795 nChanged 1 SP:Iteration 14Q (28356.580000 sec): 3 clusters Score: Raw -87112.721918 + Penalty 3131.519831 = -83981.202087 nChanged 2 SP:Iteration 15Q (28356.580000 sec): 3 clusters Score: Raw -87116.785896 + Penalty 3131.519831 = -83985.266066 nChanged 2 SP:Iteration 16Q (28356.580000 sec): 3 clusters Score: Raw -87119.560069 + Penalty 3131.519831 = -83988.040239 nChanged 1 SP:Iteration 17Q (28356.590000 sec): 3 clusters Score: Raw -87121.695199 + Penalty 3131.519831 = -83990.175368 nChanged 2 SP:Iteration 18Q (28356.590000 sec): 3 clusters Score: Raw -87125.979571 + Penalty 3131.519831 = -83994.459740 nChanged 3 SP:Iteration 19Q (28356.590000 sec): 3 clusters Score: Raw -87132.246165 + Penalty 3131.519831 = -84000.726334 nChanged 3 SP:Iteration 20F (28356.590000 sec): 3 clusters Score: Raw -87140.753698 + Penalty 3131.519831 = -84009.233867 nChanged 4 SP:Iteration 21Q (28356.600000 sec): 3 clusters Score: Raw -87148.661652 + Penalty 3131.519831 = -84017.141822 nChanged 3 SP:Iteration 22Q (28356.600000 sec): 3 clusters Score: Raw -87152.531624 + Penalty 3131.519831 = -84021.011793 nChanged 2 SP:Iteration 23Q (28356.600000 sec): 3 clusters Score: Raw -87155.625238 + Penalty 3131.519831 = -84024.105407 nChanged 2 SP:Iteration 24Q (28356.600000 sec): 3 clusters Score: Raw -87158.559310 + Penalty 3131.519831 = -84027.039479 nChanged 0 SP:Iteration 25F (28356.600000 sec): 3 clusters Score: Raw -87158.559310 + Penalty 3131.519831 = -84027.039479 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 10 (3645 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28356.620000 sec): 2 clusters Score: Raw -571761.330145 + Penalty 2033.875688 = -569727.454457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28356.640000 sec): 3 clusters Score: Raw -570106.198991 + Penalty 4067.751376 = -566038.447615 nChanged 1332 SP:Iteration 1F (28356.650000 sec): 3 clusters Score: Raw -570856.234510 + Penalty 4067.751376 = -566788.483135 nChanged 295 SP:Iteration 2F (28356.660000 sec): 3 clusters Score: Raw -571042.944923 + Penalty 4067.751376 = -566975.193547 nChanged 176 SP:Iteration 3Q (28356.680000 sec): 3 clusters Score: Raw -571141.914443 + Penalty 4067.751376 = -567074.163068 nChanged 107 SP:Iteration 4Q (28356.690000 sec): 3 clusters Score: Raw -571205.123754 + Penalty 4067.751376 = -567137.372379 nChanged 93 SP:Iteration 5Q (28356.710000 sec): 3 clusters Score: Raw -571261.102145 + Penalty 4067.751376 = -567193.350769 nChanged 87 SP:Iteration 6Q (28356.720000 sec): 3 clusters Score: Raw -571307.180864 + Penalty 4067.751376 = -567239.429489 nChanged 77 SP:Iteration 7Q (28356.740000 sec): 3 clusters Score: Raw -571348.241374 + Penalty 4067.751376 = -567280.489999 nChanged 71 SP:Iteration 8Q (28356.750000 sec): 3 clusters Score: Raw -571377.607339 + Penalty 4067.751376 = -567309.855963 nChanged 42 SP:Iteration 9Q (28356.770000 sec): 3 clusters Score: Raw -571397.956541 + Penalty 4067.751376 = -567330.205166 nChanged 43 SP:Iteration 10Q (28356.780000 sec): 3 clusters Score: Raw -571420.505946 + Penalty 4067.751376 = -567352.754570 nChanged 54 SP:Iteration 11Q (28356.800000 sec): 3 clusters Score: Raw -571441.427018 + Penalty 4067.751376 = -567373.675643 nChanged 43 SP:Iteration 12Q (28356.810000 sec): 3 clusters Score: Raw -571462.651161 + Penalty 4067.751376 = -567394.899786 nChanged 41 SP:Iteration 13Q (28356.820000 sec): 3 clusters Score: Raw -571484.544545 + Penalty 4067.751376 = -567416.793169 nChanged 41 SP:Iteration 14Q (28356.840000 sec): 3 clusters Score: Raw -571505.434043 + Penalty 4067.751376 = -567437.682667 nChanged 36 SP:Iteration 15Q (28356.850000 sec): 3 clusters Score: Raw -571519.028039 + Penalty 4067.751376 = -567451.276663 nChanged 26 SP:Iteration 16Q (28356.870000 sec): 3 clusters Score: Raw -571531.918637 + Penalty 4067.751376 = -567464.167261 nChanged 28 SP:Iteration 17Q (28356.880000 sec): 3 clusters Score: Raw -571544.492604 + Penalty 4067.751376 = -567476.741228 nChanged 32 SP:Iteration 18Q (28356.900000 sec): 3 clusters Score: Raw -571556.736889 + Penalty 4067.751376 = -567488.985514 nChanged 23 SP:Iteration 19Q (28356.910000 sec): 3 clusters Score: Raw -571567.448899 + Penalty 4067.751376 = -567499.697524 nChanged 24 SP:Iteration 20F (28356.920000 sec): 3 clusters Score: Raw -571576.889544 + Penalty 4067.751376 = -567509.138168 nChanged 23 SP:Iteration 21Q (28356.940000 sec): 3 clusters Score: Raw -571584.148836 + Penalty 4067.751376 = -567516.397461 nChanged 15 SP:Iteration 22Q (28356.960000 sec): 3 clusters Score: Raw -571590.539767 + Penalty 4067.751376 = -567522.788391 nChanged 15 SP:Iteration 23Q (28356.970000 sec): 3 clusters Score: Raw -571597.071262 + Penalty 4067.751376 = -567529.319887 nChanged 18 SP:Iteration 24Q (28356.980000 sec): 3 clusters Score: Raw -571603.611098 + Penalty 4067.751376 = -567535.859722 nChanged 16 SP:Iteration 25Q (28357.000000 sec): 3 clusters Score: Raw -571608.775178 + Penalty 4067.751376 = -567541.023803 nChanged 18 SP:Iteration 26Q (28357.010000 sec): 3 clusters Score: Raw -571615.317156 + Penalty 4067.751376 = -567547.565780 nChanged 18 SP:Iteration 27Q (28357.030000 sec): 3 clusters Score: Raw -571622.866998 + Penalty 4067.751376 = -567555.115622 nChanged 19 SP:Iteration 28Q (28357.040000 sec): 3 clusters Score: Raw -571630.853477 + Penalty 4067.751376 = -567563.102102 nChanged 18 SP:Iteration 29Q (28357.060000 sec): 3 clusters Score: Raw -571636.215437 + Penalty 4067.751376 = -567568.464061 nChanged 16 SP:Iteration 30Q (28357.070000 sec): 3 clusters Score: Raw -571643.633701 + Penalty 4067.751376 = -567575.882326 nChanged 21 SP:Iteration 31Q (28357.080000 sec): 3 clusters Score: Raw -571654.251850 + Penalty 4067.751376 = -567586.500474 nChanged 26 SP:Iteration 32Q (28357.100000 sec): 3 clusters Score: Raw -571664.531403 + Penalty 4067.751376 = -567596.780028 nChanged 9 SP:Iteration 33Q (28357.120000 sec): 3 clusters Score: Raw -571667.768860 + Penalty 4067.751376 = -567600.017484 nChanged 12 SP:Iteration 34Q (28357.130000 sec): 3 clusters Score: Raw -571672.122897 + Penalty 4067.751376 = -567604.371521 nChanged 10 SP:Iteration 35Q (28357.150000 sec): 3 clusters Score: Raw -571675.602538 + Penalty 4067.751376 = -567607.851162 nChanged 9 SP:Iteration 36Q (28357.160000 sec): 3 clusters Score: Raw -571678.710925 + Penalty 4067.751376 = -567610.959550 nChanged 3 SP:Iteration 37Q (28357.170000 sec): 3 clusters Score: Raw -571679.628944 + Penalty 4067.751376 = -567611.877568 nChanged 5 SP:Iteration 38Q (28357.190000 sec): 3 clusters Score: Raw -571680.883883 + Penalty 4067.751376 = -567613.132507 nChanged 5 SP:Iteration 39Q (28357.210000 sec): 3 clusters Score: Raw -571682.757318 + Penalty 4067.751376 = -567615.005942 nChanged 3 SP:Iteration 40F (28357.220000 sec): 3 clusters Score: Raw -571683.468925 + Penalty 4067.751376 = -567615.717549 nChanged 1 SP:Iteration 41Q (28357.230000 sec): 3 clusters Score: Raw -571683.813216 + Penalty 4067.751376 = -567616.061841 nChanged 2 SP:Iteration 42Q (28357.250000 sec): 3 clusters Score: Raw -571684.155318 + Penalty 4067.751376 = -567616.403943 nChanged 1 SP:Iteration 43Q (28357.260000 sec): 3 clusters Score: Raw -571684.438489 + Penalty 4067.751376 = -567616.687113 nChanged 1 SP:Iteration 44Q (28357.280000 sec): 3 clusters Score: Raw -571685.199634 + Penalty 4067.751376 = -567617.448259 nChanged 0 SP:Iteration 45F (28357.290000 sec): 3 clusters Score: Raw -571685.199634 + Penalty 4067.751376 = -567617.448259 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 11 (106350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28357.690000 sec): 2 clusters Score: Raw -16259642.504742 + Penalty 2870.473724 = -16256772.031018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28358.130000 sec): 3 clusters Score: Raw -16191289.178296 + Penalty 5740.947447 = -16185548.230849 nChanged 50322 SP:Iteration 1F (28358.560000 sec): 3 clusters Score: Raw -16220488.071019 + Penalty 5740.947447 = -16214747.123572 nChanged 4025 SP:Iteration 2Q (28359.010000 sec): 3 clusters Score: Raw -16221770.811470 + Penalty 5740.947447 = -16216029.864023 nChanged 4497 SP:Iteration 3Q (28359.450000 sec): 3 clusters Score: Raw -16223440.444649 + Penalty 5740.947447 = -16217699.497202 nChanged 4900 SP:Iteration 4Q (28359.890000 sec): 3 clusters Score: Raw -16225708.886376 + Penalty 5740.947447 = -16219967.938929 nChanged 5616 SP:Iteration 5F (28360.330000 sec): 3 clusters Score: Raw -16228896.751309 + Penalty 5740.947447 = -16223155.803862 nChanged 6316 SP:Iteration 6F (28360.760000 sec): 3 clusters Score: Raw -16233008.298881 + Penalty 5740.947447 = -16227267.351434 nChanged 6726 SP:Iteration 7F (28361.200000 sec): 3 clusters Score: Raw -16237806.231629 + Penalty 5740.947447 = -16232065.284182 nChanged 6503 SP:Iteration 8F (28361.630000 sec): 3 clusters Score: Raw -16242380.126607 + Penalty 5740.947447 = -16236639.179160 nChanged 5595 SP:Iteration 9F (28362.060000 sec): 3 clusters Score: Raw -16246325.562037 + Penalty 5740.947447 = -16240584.614590 nChanged 4686 SP:Iteration 10Q (28362.480000 sec): 3 clusters Score: Raw -16249599.852901 + Penalty 5740.947447 = -16243858.905454 nChanged 3834 SP:Iteration 11Q (28362.890000 sec): 3 clusters Score: Raw -16252197.359973 + Penalty 5740.947447 = -16246456.412526 nChanged 3138 SP:Iteration 12Q (28363.270000 sec): 3 clusters Score: Raw -16254159.607488 + Penalty 5740.947447 = -16248418.660041 nChanged 2417 SP:Iteration 13Q (28363.640000 sec): 3 clusters Score: Raw -16255580.910609 + Penalty 5740.947447 = -16249839.963162 nChanged 2032 SP:Iteration 14Q (28364.000000 sec): 3 clusters Score: Raw -16256795.415711 + Penalty 5740.947447 = -16251054.468264 nChanged 1630 SP:Iteration 15Q (28364.350000 sec): 3 clusters Score: Raw -16257738.069487 + Penalty 5740.947447 = -16251997.122040 nChanged 1238 SP:Iteration 16Q (28364.690000 sec): 3 clusters Score: Raw -16258489.658642 + Penalty 5740.947447 = -16252748.711195 nChanged 913 SP:Iteration 17Q (28365.020000 sec): 3 clusters Score: Raw -16259024.751360 + Penalty 5740.947447 = -16253283.803913 nChanged 671 SP:Iteration 18Q (28365.350000 sec): 3 clusters Score: Raw -16259445.889643 + Penalty 5740.947447 = -16253704.942196 nChanged 482 SP:Iteration 19Q (28365.670000 sec): 3 clusters Score: Raw -16259720.718493 + Penalty 5740.947447 = -16253979.771046 nChanged 326 SP:Iteration 20F (28366.090000 sec): 3 clusters Score: Raw -16259901.595130 + Penalty 5740.947447 = -16254160.647683 nChanged 254 SP:Iteration 21Q (28366.410000 sec): 3 clusters Score: Raw -16260049.737503 + Penalty 5740.947447 = -16254308.790056 nChanged 195 SP:Iteration 22Q (28366.710000 sec): 3 clusters Score: Raw -16260154.561489 + Penalty 5740.947447 = -16254413.614042 nChanged 140 SP:Iteration 23Q (28367.030000 sec): 3 clusters Score: Raw -16260217.812759 + Penalty 5740.947447 = -16254476.865312 nChanged 104 SP:Iteration 24Q (28367.340000 sec): 3 clusters Score: Raw -16260266.633804 + Penalty 5740.947447 = -16254525.686357 nChanged 98 SP:Iteration 25Q (28367.640000 sec): 3 clusters Score: Raw -16260312.825318 + Penalty 5740.947447 = -16254571.877871 nChanged 86 SP:Iteration 26Q (28367.950000 sec): 3 clusters Score: Raw -16260361.575259 + Penalty 5740.947447 = -16254620.627812 nChanged 96 SP:Iteration 27Q (28368.250000 sec): 3 clusters Score: Raw -16260411.955476 + Penalty 5740.947447 = -16254671.008029 nChanged 86 SP:Iteration 28Q (28368.560000 sec): 3 clusters Score: Raw -16260450.694994 + Penalty 5740.947447 = -16254709.747547 nChanged 67 SP:Iteration 29Q (28368.860000 sec): 3 clusters Score: Raw -16260480.435264 + Penalty 5740.947447 = -16254739.487817 nChanged 47 SP:Iteration 30Q (28369.170000 sec): 3 clusters Score: Raw -16260499.623603 + Penalty 5740.947447 = -16254758.676156 nChanged 39 SP:Iteration 31Q (28369.470000 sec): 3 clusters Score: Raw -16260514.569772 + Penalty 5740.947447 = -16254773.622325 nChanged 36 SP:Iteration 32Q (28369.770000 sec): 3 clusters Score: Raw -16260528.418504 + Penalty 5740.947447 = -16254787.471057 nChanged 30 SP:Iteration 33Q (28370.080000 sec): 3 clusters Score: Raw -16260538.936325 + Penalty 5740.947447 = -16254797.988878 nChanged 28 SP:Iteration 34Q (28370.380000 sec): 3 clusters Score: Raw -16260552.575026 + Penalty 5740.947447 = -16254811.627579 nChanged 28 SP:Iteration 35Q (28370.680000 sec): 3 clusters Score: Raw -16260563.624855 + Penalty 5740.947447 = -16254822.677408 nChanged 28 SP:Iteration 36Q (28370.990000 sec): 3 clusters Score: Raw -16260573.123800 + Penalty 5740.947447 = -16254832.176353 nChanged 17 SP:Iteration 37Q (28371.300000 sec): 3 clusters Score: Raw -16260578.878418 + Penalty 5740.947447 = -16254837.930971 nChanged 26 SP:Iteration 38Q (28371.600000 sec): 3 clusters Score: Raw -16260587.637553 + Penalty 5740.947447 = -16254846.690106 nChanged 21 SP:Iteration 39Q (28371.900000 sec): 3 clusters Score: Raw -16260595.593025 + Penalty 5740.947447 = -16254854.645578 nChanged 16 SP:Iteration 40F (28372.330000 sec): 3 clusters Score: Raw -16260601.354513 + Penalty 5740.947447 = -16254860.407066 nChanged 16 SP:Iteration 41Q (28372.630000 sec): 3 clusters Score: Raw -16260605.802188 + Penalty 5740.947447 = -16254864.854741 nChanged 15 SP:Iteration 42Q (28372.940000 sec): 3 clusters Score: Raw -16260610.119546 + Penalty 5740.947447 = -16254869.172099 nChanged 8 SP:Iteration 43Q (28373.240000 sec): 3 clusters Score: Raw -16260613.083232 + Penalty 5740.947447 = -16254872.135785 nChanged 11 SP:Iteration 44Q (28373.540000 sec): 3 clusters Score: Raw -16260616.930965 + Penalty 5740.947447 = -16254875.983518 nChanged 12 SP:Iteration 45Q (28373.840000 sec): 3 clusters Score: Raw -16260619.942277 + Penalty 5740.947447 = -16254878.994830 nChanged 9 SP:Iteration 46Q (28374.150000 sec): 3 clusters Score: Raw -16260622.071145 + Penalty 5740.947447 = -16254881.123698 nChanged 6 SP:Iteration 47Q (28374.450000 sec): 3 clusters Score: Raw -16260623.713407 + Penalty 5740.947447 = -16254882.765960 nChanged 4 SP:Iteration 48Q (28374.760000 sec): 3 clusters Score: Raw -16260624.914634 + Penalty 5740.947447 = -16254883.967187 nChanged 4 SP:Iteration 49Q (28375.060000 sec): 3 clusters Score: Raw -16260626.088328 + Penalty 5740.947447 = -16254885.140881 nChanged 5 SP:Iteration 50Q (28375.360000 sec): 3 clusters Score: Raw -16260627.677209 + Penalty 5740.947447 = -16254886.729762 nChanged 3 SP:Iteration 51Q (28375.660000 sec): 3 clusters Score: Raw -16260628.550286 + Penalty 5740.947447 = -16254887.602839 nChanged 3 SP:Iteration 52Q (28375.970000 sec): 3 clusters Score: Raw -16260629.518736 + Penalty 5740.947447 = -16254888.571289 nChanged 5 SP:Iteration 53Q (28376.270000 sec): 3 clusters Score: Raw -16260630.770707 + Penalty 5740.947447 = -16254889.823260 nChanged 4 SP:Iteration 54Q (28376.570000 sec): 3 clusters Score: Raw -16260632.168811 + Penalty 5740.947447 = -16254891.221364 nChanged 7 SP:Iteration 55Q (28376.880000 sec): 3 clusters Score: Raw -16260634.342441 + Penalty 5740.947447 = -16254893.394994 nChanged 6 SP:Iteration 56Q (28377.180000 sec): 3 clusters Score: Raw -16260635.945945 + Penalty 5740.947447 = -16254894.998498 nChanged 3 SP:Iteration 57Q (28377.480000 sec): 3 clusters Score: Raw -16260636.801725 + Penalty 5740.947447 = -16254895.854278 nChanged 2 SP:Iteration 58Q (28377.800000 sec): 3 clusters Score: Raw -16260637.713563 + Penalty 5740.947447 = -16254896.766116 nChanged 3 SP:Iteration 59Q (28378.100000 sec): 3 clusters Score: Raw -16260638.833479 + Penalty 5740.947447 = -16254897.886032 nChanged 4 SP:Iteration 60F (28378.520000 sec): 3 clusters Score: Raw -16260640.434453 + Penalty 5740.947447 = -16254899.487006 nChanged 6 SP:Iteration 61Q (28378.820000 sec): 3 clusters Score: Raw -16260642.054087 + Penalty 5740.947447 = -16254901.106640 nChanged 4 SP:Iteration 62Q (28379.120000 sec): 3 clusters Score: Raw -16260643.263734 + Penalty 5740.947447 = -16254902.316287 nChanged 5 SP:Iteration 63Q (28379.430000 sec): 3 clusters Score: Raw -16260645.251283 + Penalty 5740.947447 = -16254904.303836 nChanged 4 SP:Iteration 64Q (28379.730000 sec): 3 clusters Score: Raw -16260646.860836 + Penalty 5740.947447 = -16254905.913389 nChanged 6 SP:Iteration 65Q (28380.030000 sec): 3 clusters Score: Raw -16260648.533879 + Penalty 5740.947447 = -16254907.586432 nChanged 3 SP:Iteration 66Q (28380.340000 sec): 3 clusters Score: Raw -16260649.835531 + Penalty 5740.947447 = -16254908.888084 nChanged 4 SP:Iteration 67Q (28380.640000 sec): 3 clusters Score: Raw -16260650.793122 + Penalty 5740.947447 = -16254909.845675 nChanged 2 SP:Iteration 68Q (28380.940000 sec): 3 clusters Score: Raw -16260651.239828 + Penalty 5740.947447 = -16254910.292381 nChanged 0 SP:Iteration 69F (28381.370000 sec): 3 clusters Score: Raw -16260651.239828 + Penalty 5740.947447 = -16254910.292381 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 12 (1457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28381.420000 sec): 2 clusters Score: Raw -222517.665035 + Penalty 1806.465432 = -220711.199603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28381.420000 sec): 3 clusters Score: Raw -222072.738349 + Penalty 3612.930864 = -218459.807485 nChanged 442 SP:Iteration 1F (28381.430000 sec): 3 clusters Score: Raw -222533.201080 + Penalty 3612.930864 = -218920.270216 nChanged 113 SP:Iteration 2F (28381.440000 sec): 3 clusters Score: Raw -222695.045280 + Penalty 3612.930864 = -219082.114416 nChanged 68 SP:Iteration 3Q (28381.440000 sec): 3 clusters Score: Raw -222779.212301 + Penalty 3612.930864 = -219166.281437 nChanged 52 SP:Iteration 4Q (28381.450000 sec): 3 clusters Score: Raw -222845.576210 + Penalty 3612.930864 = -219232.645346 nChanged 56 SP:Iteration 5Q (28381.460000 sec): 3 clusters Score: Raw -222903.575373 + Penalty 3612.930864 = -219290.644509 nChanged 27 SP:Iteration 6Q (28381.460000 sec): 3 clusters Score: Raw -222932.436915 + Penalty 3612.930864 = -219319.506051 nChanged 27 SP:Iteration 7Q (28381.460000 sec): 3 clusters Score: Raw -222959.926253 + Penalty 3612.930864 = -219346.995390 nChanged 18 SP:Iteration 8Q (28381.470000 sec): 3 clusters Score: Raw -222977.254963 + Penalty 3612.930864 = -219364.324099 nChanged 16 SP:Iteration 9Q (28381.480000 sec): 3 clusters Score: Raw -222995.308778 + Penalty 3612.930864 = -219382.377914 nChanged 16 SP:Iteration 10Q (28381.480000 sec): 3 clusters Score: Raw -223011.193540 + Penalty 3612.930864 = -219398.262676 nChanged 13 SP:Iteration 11Q (28381.490000 sec): 3 clusters Score: Raw -223028.402136 + Penalty 3612.930864 = -219415.471272 nChanged 10 SP:Iteration 12Q (28381.490000 sec): 3 clusters Score: Raw -223036.049818 + Penalty 3612.930864 = -219423.118954 nChanged 7 SP:Iteration 13Q (28381.500000 sec): 3 clusters Score: Raw -223041.067185 + Penalty 3612.930864 = -219428.136321 nChanged 6 SP:Iteration 14Q (28381.500000 sec): 3 clusters Score: Raw -223048.824328 + Penalty 3612.930864 = -219435.893464 nChanged 5 SP:Iteration 15Q (28381.510000 sec): 3 clusters Score: Raw -223052.563141 + Penalty 3612.930864 = -219439.632277 nChanged 6 SP:Iteration 16Q (28381.520000 sec): 3 clusters Score: Raw -223058.193703 + Penalty 3612.930864 = -219445.262839 nChanged 5 SP:Iteration 17Q (28381.520000 sec): 3 clusters Score: Raw -223061.001813 + Penalty 3612.930864 = -219448.070949 nChanged 1 SP:Iteration 18Q (28381.520000 sec): 3 clusters Score: Raw -223061.289281 + Penalty 3612.930864 = -219448.358417 nChanged 1 SP:Iteration 19Q (28381.530000 sec): 3 clusters Score: Raw -223062.032387 + Penalty 3612.930864 = -219449.101523 nChanged 1 SP:Iteration 20F (28381.540000 sec): 3 clusters Score: Raw -223063.479010 + Penalty 3612.930864 = -219450.548146 nChanged 1 SP:Iteration 21Q (28381.540000 sec): 3 clusters Score: Raw -223064.345515 + Penalty 3612.930864 = -219451.414651 nChanged 1 SP:Iteration 22Q (28381.550000 sec): 3 clusters Score: Raw -223065.064870 + Penalty 3612.930864 = -219452.134006 nChanged 1 SP:Iteration 23Q (28381.550000 sec): 3 clusters Score: Raw -223067.082453 + Penalty 3612.930864 = -219454.151589 nChanged 2 SP:Iteration 24Q (28381.560000 sec): 3 clusters Score: Raw -223068.679108 + Penalty 3612.930864 = -219455.748244 nChanged 2 SP:Iteration 25Q (28381.560000 sec): 3 clusters Score: Raw -223070.279308 + Penalty 3612.930864 = -219457.348444 nChanged 1 SP:Iteration 26Q (28381.570000 sec): 3 clusters Score: Raw -223070.588720 + Penalty 3612.930864 = -219457.657856 nChanged 1 SP:Iteration 27Q (28381.580000 sec): 3 clusters Score: Raw -223071.925669 + Penalty 3612.930864 = -219458.994805 nChanged 0 SP:Iteration 28F (28381.580000 sec): 3 clusters Score: Raw -223071.925669 + Penalty 3612.930864 = -219458.994805 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 13 (36980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28381.720000 sec): 2 clusters Score: Raw -6007119.766510 + Penalty 2608.496861 = -6004511.269649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28381.870000 sec): 3 clusters Score: Raw -5984659.866696 + Penalty 5216.993722 = -5979442.872974 nChanged 16832 SP:Iteration 1F (28382.020000 sec): 3 clusters Score: Raw -5993723.822451 + Penalty 5216.993722 = -5988506.828729 nChanged 1659 SP:Iteration 2Q (28382.170000 sec): 3 clusters Score: Raw -5994226.803956 + Penalty 5216.993722 = -5989009.810234 nChanged 1524 SP:Iteration 3Q (28382.320000 sec): 3 clusters Score: Raw -5994649.901574 + Penalty 5216.993722 = -5989432.907851 nChanged 1330 SP:Iteration 4Q (28382.470000 sec): 3 clusters Score: Raw -5995011.684720 + Penalty 5216.993722 = -5989794.690998 nChanged 1260 SP:Iteration 5Q (28382.620000 sec): 3 clusters Score: Raw -5995373.744501 + Penalty 5216.993722 = -5990156.750779 nChanged 1255 SP:Iteration 6Q (28382.770000 sec): 3 clusters Score: Raw -5995764.873681 + Penalty 5216.993722 = -5990547.879958 nChanged 1379 SP:Iteration 7Q (28382.920000 sec): 3 clusters Score: Raw -5996239.175903 + Penalty 5216.993722 = -5991022.182181 nChanged 1501 SP:Iteration 8Q (28383.070000 sec): 3 clusters Score: Raw -5996847.874352 + Penalty 5216.993722 = -5991630.880629 nChanged 1714 SP:Iteration 9Q (28383.220000 sec): 3 clusters Score: Raw -5997669.620427 + Penalty 5216.993722 = -5992452.626704 nChanged 1861 SP:Iteration 10F (28383.370000 sec): 3 clusters Score: Raw -5998731.668895 + Penalty 5216.993722 = -5993514.675173 nChanged 2023 SP:Iteration 11F (28383.520000 sec): 3 clusters Score: Raw -6000049.391572 + Penalty 5216.993722 = -5994832.397849 nChanged 2130 SP:Iteration 12F (28383.660000 sec): 3 clusters Score: Raw -6001673.115667 + Penalty 5216.993722 = -5996456.121944 nChanged 2063 SP:Iteration 13F (28383.810000 sec): 3 clusters Score: Raw -6003416.477304 + Penalty 5216.993722 = -5998199.483582 nChanged 1672 SP:Iteration 14Q (28383.960000 sec): 3 clusters Score: Raw -6004906.044349 + Penalty 5216.993722 = -5999689.050626 nChanged 1208 SP:Iteration 15Q (28384.100000 sec): 3 clusters Score: Raw -6005988.735441 + Penalty 5216.993722 = -6000771.741718 nChanged 748 SP:Iteration 16Q (28384.230000 sec): 3 clusters Score: Raw -6006642.152264 + Penalty 5216.993722 = -6001425.158541 nChanged 417 SP:Iteration 17Q (28384.350000 sec): 3 clusters Score: Raw -6007022.540847 + Penalty 5216.993722 = -6001805.547125 nChanged 227 SP:Iteration 18Q (28384.460000 sec): 3 clusters Score: Raw -6007235.352356 + Penalty 5216.993722 = -6002018.358633 nChanged 125 SP:Iteration 19Q (28384.570000 sec): 3 clusters Score: Raw -6007359.704157 + Penalty 5216.993722 = -6002142.710434 nChanged 57 SP:Iteration 20F (28384.720000 sec): 3 clusters Score: Raw -6007419.847269 + Penalty 5216.993722 = -6002202.853546 nChanged 43 SP:Iteration 21Q (28384.820000 sec): 3 clusters Score: Raw -6007462.584355 + Penalty 5216.993722 = -6002245.590632 nChanged 33 SP:Iteration 22Q (28384.930000 sec): 3 clusters Score: Raw -6007491.411662 + Penalty 5216.993722 = -6002274.417939 nChanged 16 SP:Iteration 23Q (28385.030000 sec): 3 clusters Score: Raw -6007508.021151 + Penalty 5216.993722 = -6002291.027429 nChanged 12 SP:Iteration 24Q (28385.140000 sec): 3 clusters Score: Raw -6007521.772231 + Penalty 5216.993722 = -6002304.778509 nChanged 10 SP:Iteration 25Q (28385.240000 sec): 3 clusters Score: Raw -6007528.446483 + Penalty 5216.993722 = -6002311.452761 nChanged 6 SP:Iteration 26Q (28385.340000 sec): 3 clusters Score: Raw -6007535.360065 + Penalty 5216.993722 = -6002318.366343 nChanged 8 SP:Iteration 27Q (28385.450000 sec): 3 clusters Score: Raw -6007546.037280 + Penalty 5216.993722 = -6002329.043558 nChanged 7 SP:Iteration 28Q (28385.550000 sec): 3 clusters Score: Raw -6007552.747242 + Penalty 5216.993722 = -6002335.753520 nChanged 5 SP:Iteration 29Q (28385.650000 sec): 3 clusters Score: Raw -6007557.182510 + Penalty 5216.993722 = -6002340.188788 nChanged 3 SP:Iteration 30Q (28385.760000 sec): 3 clusters Score: Raw -6007560.508496 + Penalty 5216.993722 = -6002343.514774 nChanged 4 SP:Iteration 31Q (28385.860000 sec): 3 clusters Score: Raw -6007564.776537 + Penalty 5216.993722 = -6002347.782815 nChanged 3 SP:Iteration 32Q (28385.960000 sec): 3 clusters Score: Raw -6007567.660928 + Penalty 5216.993722 = -6002350.667206 nChanged 1 SP:Iteration 33Q (28386.060000 sec): 3 clusters Score: Raw -6007568.375990 + Penalty 5216.993722 = -6002351.382268 nChanged 0 SP:Iteration 34F (28386.210000 sec): 3 clusters Score: Raw -6007568.375990 + Penalty 5216.993722 = -6002351.382268 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 14 (308924 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28387.310000 sec): 2 clusters Score: Raw -49344916.974480 + Penalty 3134.930942 = -49341782.043539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28388.580000 sec): 3 clusters Score: Raw -49140028.548314 + Penalty 6269.861883 = -49133758.686431 nChanged 149911 SP:Iteration 1F (28389.840000 sec): 3 clusters Score: Raw -49228006.759409 + Penalty 6269.861883 = -49221736.897526 nChanged 6787 SP:Iteration 2Q (28391.140000 sec): 3 clusters Score: Raw -49229092.174949 + Penalty 6269.861883 = -49222822.313065 nChanged 6870 SP:Iteration 3Q (28392.430000 sec): 3 clusters Score: Raw -49230426.660595 + Penalty 6269.861883 = -49224156.798712 nChanged 7415 SP:Iteration 4Q (28393.720000 sec): 3 clusters Score: Raw -49232285.193166 + Penalty 6269.861883 = -49226015.331282 nChanged 8534 SP:Iteration 5Q (28395.000000 sec): 3 clusters Score: Raw -49235053.012949 + Penalty 6269.861883 = -49228783.151066 nChanged 10201 SP:Iteration 6Q (28396.290000 sec): 3 clusters Score: Raw -49239166.731175 + Penalty 6269.861883 = -49232896.869292 nChanged 12245 SP:Iteration 7Q (28397.570000 sec): 3 clusters Score: Raw -49244949.564720 + Penalty 6269.861883 = -49238679.702836 nChanged 14517 SP:Iteration 8Q (28398.860000 sec): 3 clusters Score: Raw -49252837.161311 + Penalty 6269.861883 = -49246567.299428 nChanged 16576 SP:Iteration 9F (28400.130000 sec): 3 clusters Score: Raw -49262442.101807 + Penalty 6269.861883 = -49256172.239924 nChanged 17811 SP:Iteration 10F (28401.390000 sec): 3 clusters Score: Raw -49272702.979257 + Penalty 6269.861883 = -49266433.117374 nChanged 17465 SP:Iteration 11F (28402.660000 sec): 3 clusters Score: Raw -49282058.311582 + Penalty 6269.861883 = -49275788.449699 nChanged 15221 SP:Iteration 12Q (28403.890000 sec): 3 clusters Score: Raw -49289322.791139 + Penalty 6269.861883 = -49283052.929256 nChanged 13061 SP:Iteration 13Q (28405.120000 sec): 3 clusters Score: Raw -49294759.144236 + Penalty 6269.861883 = -49288489.282353 nChanged 10775 SP:Iteration 14Q (28406.310000 sec): 3 clusters Score: Raw -49298689.936814 + Penalty 6269.861883 = -49292420.074931 nChanged 8880 SP:Iteration 15Q (28407.500000 sec): 3 clusters Score: Raw -49301661.380476 + Penalty 6269.861883 = -49295391.518592 nChanged 7559 SP:Iteration 16Q (28408.700000 sec): 3 clusters Score: Raw -49303946.228965 + Penalty 6269.861883 = -49297676.367082 nChanged 6424 SP:Iteration 17Q (28409.880000 sec): 3 clusters Score: Raw -49305787.457324 + Penalty 6269.861883 = -49299517.595441 nChanged 5744 SP:Iteration 18Q (28411.050000 sec): 3 clusters Score: Raw -49307421.760453 + Penalty 6269.861883 = -49301151.898570 nChanged 5582 SP:Iteration 19Q (28412.200000 sec): 3 clusters Score: Raw -49309093.163667 + Penalty 6269.861883 = -49302823.301784 nChanged 5713 SP:Iteration 20F (28413.460000 sec): 3 clusters Score: Raw -49310907.419677 + Penalty 6269.861883 = -49304637.557793 nChanged 6017 SP:Iteration 21Q (28414.600000 sec): 3 clusters Score: Raw -49313003.794021 + Penalty 6269.861883 = -49306733.932137 nChanged 6440 SP:Iteration 22Q (28415.720000 sec): 3 clusters Score: Raw -49315525.587649 + Penalty 6269.861883 = -49309255.725766 nChanged 6764 SP:Iteration 23Q (28416.830000 sec): 3 clusters Score: Raw -49318491.851851 + Penalty 6269.861883 = -49312221.989968 nChanged 7103 SP:Iteration 24Q (28417.920000 sec): 3 clusters Score: Raw -49321955.452416 + Penalty 6269.861883 = -49315685.590533 nChanged 7023 SP:Iteration 25Q (28418.990000 sec): 3 clusters Score: Raw -49325714.181162 + Penalty 6269.861883 = -49319444.319279 nChanged 6572 SP:Iteration 26Q (28420.050000 sec): 3 clusters Score: Raw -49329508.891634 + Penalty 6269.861883 = -49323239.029751 nChanged 5881 SP:Iteration 27Q (28421.080000 sec): 3 clusters Score: Raw -49333227.616460 + Penalty 6269.861883 = -49326957.754577 nChanged 4977 SP:Iteration 28Q (28422.080000 sec): 3 clusters Score: Raw -49336632.477715 + Penalty 6269.861883 = -49330362.615832 nChanged 3920 SP:Iteration 29Q (28423.080000 sec): 3 clusters Score: Raw -49339329.235473 + Penalty 6269.861883 = -49333059.373590 nChanged 3109 SP:Iteration 30Q (28424.040000 sec): 3 clusters Score: Raw -49341201.732548 + Penalty 6269.861883 = -49334931.870665 nChanged 2359 SP:Iteration 31Q (28424.990000 sec): 3 clusters Score: Raw -49342348.657642 + Penalty 6269.861883 = -49336078.795759 nChanged 1897 SP:Iteration 32Q (28425.930000 sec): 3 clusters Score: Raw -49343141.460027 + Penalty 6269.861883 = -49336871.598144 nChanged 1592 SP:Iteration 33Q (28426.880000 sec): 3 clusters Score: Raw -49343703.623904 + Penalty 6269.861883 = -49337433.762020 nChanged 1244 SP:Iteration 34Q (28427.810000 sec): 3 clusters Score: Raw -49344117.749552 + Penalty 6269.861883 = -49337847.887669 nChanged 1063 SP:Iteration 35Q (28428.730000 sec): 3 clusters Score: Raw -49344430.436761 + Penalty 6269.861883 = -49338160.574878 nChanged 908 SP:Iteration 36Q (28429.650000 sec): 3 clusters Score: Raw -49344688.460782 + Penalty 6269.861883 = -49338418.598899 nChanged 748 SP:Iteration 37Q (28430.570000 sec): 3 clusters Score: Raw -49344887.371898 + Penalty 6269.861883 = -49338617.510015 nChanged 631 SP:Iteration 38Q (28431.480000 sec): 3 clusters Score: Raw -49345041.434598 + Penalty 6269.861883 = -49338771.572715 nChanged 526 SP:Iteration 39Q (28432.390000 sec): 3 clusters Score: Raw -49345172.128536 + Penalty 6269.861883 = -49338902.266653 nChanged 462 SP:Iteration 40F (28433.640000 sec): 3 clusters Score: Raw -49345286.001469 + Penalty 6269.861883 = -49339016.139586 nChanged 409 SP:Iteration 41Q (28434.550000 sec): 3 clusters Score: Raw -49345374.432261 + Penalty 6269.861883 = -49339104.570377 nChanged 339 SP:Iteration 42Q (28435.460000 sec): 3 clusters Score: Raw -49345444.970237 + Penalty 6269.861883 = -49339175.108354 nChanged 309 SP:Iteration 43Q (28436.370000 sec): 3 clusters Score: Raw -49345510.818770 + Penalty 6269.861883 = -49339240.956886 nChanged 275 SP:Iteration 44Q (28437.270000 sec): 3 clusters Score: Raw -49345567.535945 + Penalty 6269.861883 = -49339297.674062 nChanged 237 SP:Iteration 45Q (28438.190000 sec): 3 clusters Score: Raw -49345610.692345 + Penalty 6269.861883 = -49339340.830461 nChanged 207 SP:Iteration 46Q (28439.090000 sec): 3 clusters Score: Raw -49345650.546128 + Penalty 6269.861883 = -49339380.684245 nChanged 187 SP:Iteration 47Q (28439.990000 sec): 3 clusters Score: Raw -49345688.159324 + Penalty 6269.861883 = -49339418.297441 nChanged 206 SP:Iteration 48Q (28440.890000 sec): 3 clusters Score: Raw -49345731.135238 + Penalty 6269.861883 = -49339461.273354 nChanged 174 SP:Iteration 49Q (28441.790000 sec): 3 clusters Score: Raw -49345764.930545 + Penalty 6269.861883 = -49339495.068662 nChanged 174 SP:Iteration 50Q (28442.690000 sec): 3 clusters Score: Raw -49345800.133215 + Penalty 6269.861883 = -49339530.271332 nChanged 171 SP:Iteration 51Q (28443.590000 sec): 3 clusters Score: Raw -49345834.189820 + Penalty 6269.861883 = -49339564.327937 nChanged 139 SP:Iteration 52Q (28444.490000 sec): 3 clusters Score: Raw -49345859.053108 + Penalty 6269.861883 = -49339589.191224 nChanged 134 SP:Iteration 53Q (28445.380000 sec): 3 clusters Score: Raw -49345881.209924 + Penalty 6269.861883 = -49339611.348041 nChanged 108 SP:Iteration 54Q (28446.280000 sec): 3 clusters Score: Raw -49345898.216087 + Penalty 6269.861883 = -49339628.354203 nChanged 102 SP:Iteration 55Q (28447.170000 sec): 3 clusters Score: Raw -49345913.902324 + Penalty 6269.861883 = -49339644.040441 nChanged 87 SP:Iteration 56Q (28448.070000 sec): 3 clusters Score: Raw -49345927.247610 + Penalty 6269.861883 = -49339657.385726 nChanged 80 SP:Iteration 57Q (28448.970000 sec): 3 clusters Score: Raw -49345937.588578 + Penalty 6269.861883 = -49339667.726695 nChanged 67 SP:Iteration 58Q (28449.870000 sec): 3 clusters Score: Raw -49345947.042548 + Penalty 6269.861883 = -49339677.180665 nChanged 57 SP:Iteration 59Q (28450.760000 sec): 3 clusters Score: Raw -49345954.753024 + Penalty 6269.861883 = -49339684.891140 nChanged 52 SP:Iteration 60F (28452.020000 sec): 3 clusters Score: Raw -49345962.048203 + Penalty 6269.861883 = -49339692.186319 nChanged 54 SP:Iteration 61Q (28452.910000 sec): 3 clusters Score: Raw -49345969.052921 + Penalty 6269.861883 = -49339699.191038 nChanged 57 SP:Iteration 62Q (28453.810000 sec): 3 clusters Score: Raw -49345976.810760 + Penalty 6269.861883 = -49339706.948877 nChanged 43 SP:Iteration 63Q (28454.710000 sec): 3 clusters Score: Raw -49345982.192116 + Penalty 6269.861883 = -49339712.330233 nChanged 41 SP:Iteration 64Q (28455.600000 sec): 3 clusters Score: Raw -49345986.780057 + Penalty 6269.861883 = -49339716.918173 nChanged 21 SP:Iteration 65Q (28456.490000 sec): 3 clusters Score: Raw -49345988.840604 + Penalty 6269.861883 = -49339718.978721 nChanged 18 SP:Iteration 66Q (28457.380000 sec): 3 clusters Score: Raw -49345991.000800 + Penalty 6269.861883 = -49339721.138917 nChanged 29 SP:Iteration 67Q (28458.270000 sec): 3 clusters Score: Raw -49345994.672636 + Penalty 6269.861883 = -49339724.810752 nChanged 22 SP:Iteration 68Q (28459.170000 sec): 3 clusters Score: Raw -49345996.868391 + Penalty 6269.861883 = -49339727.006508 nChanged 11 SP:Iteration 69Q (28460.060000 sec): 3 clusters Score: Raw -49345997.838141 + Penalty 6269.861883 = -49339727.976258 nChanged 13 SP:Iteration 70Q (28460.950000 sec): 3 clusters Score: Raw -49345999.121759 + Penalty 6269.861883 = -49339729.259876 nChanged 16 SP:Iteration 71Q (28461.850000 sec): 3 clusters Score: Raw -49346000.379364 + Penalty 6269.861883 = -49339730.517481 nChanged 10 SP:Iteration 72Q (28462.740000 sec): 3 clusters Score: Raw -49346001.248750 + Penalty 6269.861883 = -49339731.386867 nChanged 8 SP:Iteration 73Q (28463.630000 sec): 3 clusters Score: Raw -49346001.992268 + Penalty 6269.861883 = -49339732.130385 nChanged 11 SP:Iteration 74Q (28464.520000 sec): 3 clusters Score: Raw -49346002.882929 + Penalty 6269.861883 = -49339733.021046 nChanged 6 SP:Iteration 75Q (28465.420000 sec): 3 clusters Score: Raw -49346003.468189 + Penalty 6269.861883 = -49339733.606306 nChanged 7 SP:Iteration 76Q (28466.310000 sec): 3 clusters Score: Raw -49346003.921278 + Penalty 6269.861883 = -49339734.059394 nChanged 4 SP:Iteration 77Q (28467.200000 sec): 3 clusters Score: Raw -49346004.244065 + Penalty 6269.861883 = -49339734.382182 nChanged 4 SP:Iteration 78Q (28468.110000 sec): 3 clusters Score: Raw -49346004.710130 + Penalty 6269.861883 = -49339734.848247 nChanged 4 SP:Iteration 79Q (28469.000000 sec): 3 clusters Score: Raw -49346005.078296 + Penalty 6269.861883 = -49339735.216413 nChanged 6 SP:Iteration 80F (28470.250000 sec): 3 clusters Score: Raw -49346005.593463 + Penalty 6269.861883 = -49339735.731579 nChanged 6 SP:Iteration 81Q (28471.150000 sec): 3 clusters Score: Raw -49346006.165900 + Penalty 6269.861883 = -49339736.304016 nChanged 10 SP:Iteration 82Q (28472.040000 sec): 3 clusters Score: Raw -49346007.360933 + Penalty 6269.861883 = -49339737.499050 nChanged 16 SP:Iteration 83Q (28472.940000 sec): 3 clusters Score: Raw -49346009.147709 + Penalty 6269.861883 = -49339739.285826 nChanged 13 SP:Iteration 84Q (28473.830000 sec): 3 clusters Score: Raw -49346010.286365 + Penalty 6269.861883 = -49339740.424482 nChanged 14 SP:Iteration 85Q (28474.730000 sec): 3 clusters Score: Raw -49346011.922725 + Penalty 6269.861883 = -49339742.060842 nChanged 12 SP:Iteration 86Q (28475.620000 sec): 3 clusters Score: Raw -49346012.910360 + Penalty 6269.861883 = -49339743.048477 nChanged 9 SP:Iteration 87Q (28476.520000 sec): 3 clusters Score: Raw -49346013.732336 + Penalty 6269.861883 = -49339743.870453 nChanged 9 SP:Iteration 88Q (28477.410000 sec): 3 clusters Score: Raw -49346014.368679 + Penalty 6269.861883 = -49339744.506795 nChanged 7 SP:Iteration 89Q (28478.300000 sec): 3 clusters Score: Raw -49346015.353188 + Penalty 6269.861883 = -49339745.491304 nChanged 7 SP:Iteration 90Q (28479.200000 sec): 3 clusters Score: Raw -49346015.937139 + Penalty 6269.861883 = -49339746.075256 nChanged 7 SP:Iteration 91Q (28480.100000 sec): 3 clusters Score: Raw -49346016.504954 + Penalty 6269.861883 = -49339746.643071 nChanged 6 SP:Iteration 92Q (28481.000000 sec): 3 clusters Score: Raw -49346017.134501 + Penalty 6269.861883 = -49339747.272618 nChanged 8 SP:Iteration 93Q (28481.890000 sec): 3 clusters Score: Raw -49346018.171559 + Penalty 6269.861883 = -49339748.309676 nChanged 10 SP:Iteration 94Q (28482.790000 sec): 3 clusters Score: Raw -49346019.161984 + Penalty 6269.861883 = -49339749.300101 nChanged 6 SP:Iteration 95Q (28483.680000 sec): 3 clusters Score: Raw -49346019.781943 + Penalty 6269.861883 = -49339749.920060 nChanged 10 SP:Iteration 96Q (28484.580000 sec): 3 clusters Score: Raw -49346020.460663 + Penalty 6269.861883 = -49339750.598780 nChanged 14 SP:Iteration 97Q (28485.480000 sec): 3 clusters Score: Raw -49346021.769314 + Penalty 6269.861883 = -49339751.907431 nChanged 9 SP:Iteration 98Q (28486.370000 sec): 3 clusters Score: Raw -49346022.763123 + Penalty 6269.861883 = -49339752.901239 nChanged 6 SP:Iteration 99Q (28487.260000 sec): 3 clusters Score: Raw -49346023.348236 + Penalty 6269.861883 = -49339753.486353 nChanged 4 SP:Iteration 100F (28488.510000 sec): 3 clusters Score: Raw -49346023.771181 + Penalty 6269.861883 = -49339753.909298 nChanged 7 SP:Iteration 101Q (28489.400000 sec): 3 clusters Score: Raw -49346024.469485 + Penalty 6269.861883 = -49339754.607602 nChanged 8 SP:Iteration 102Q (28490.300000 sec): 3 clusters Score: Raw -49346025.688187 + Penalty 6269.861883 = -49339755.826304 nChanged 9 SP:Iteration 103Q (28491.200000 sec): 3 clusters Score: Raw -49346026.522491 + Penalty 6269.861883 = -49339756.660608 nChanged 10 SP:Iteration 104Q (28492.090000 sec): 3 clusters Score: Raw -49346028.044595 + Penalty 6269.861883 = -49339758.182712 nChanged 12 SP:Iteration 105Q (28492.980000 sec): 3 clusters Score: Raw -49346029.391194 + Penalty 6269.861883 = -49339759.529311 nChanged 8 SP:Iteration 106Q (28493.880000 sec): 3 clusters Score: Raw -49346030.207356 + Penalty 6269.861883 = -49339760.345473 nChanged 7 SP:Iteration 107Q (28494.780000 sec): 3 clusters Score: Raw -49346030.905445 + Penalty 6269.861883 = -49339761.043562 nChanged 6 SP:Iteration 108Q (28495.670000 sec): 3 clusters Score: Raw -49346031.607064 + Penalty 6269.861883 = -49339761.745181 nChanged 8 SP:Iteration 109Q (28496.560000 sec): 3 clusters Score: Raw -49346032.484165 + Penalty 6269.861883 = -49339762.622282 nChanged 9 SP:Iteration 110Q (28497.470000 sec): 3 clusters Score: Raw -49346033.290153 + Penalty 6269.861883 = -49339763.428270 nChanged 4 SP:Iteration 111Q (28498.370000 sec): 3 clusters Score: Raw -49346033.695214 + Penalty 6269.861883 = -49339763.833331 nChanged 2 SP:Iteration 112Q (28499.270000 sec): 3 clusters Score: Raw -49346033.909095 + Penalty 6269.861883 = -49339764.047212 nChanged 2 SP:Iteration 113Q (28500.160000 sec): 3 clusters Score: Raw -49346034.042372 + Penalty 6269.861883 = -49339764.180489 nChanged 2 SP:Iteration 114Q (28501.110000 sec): 3 clusters Score: Raw -49346034.164387 + Penalty 6269.861883 = -49339764.302504 nChanged 1 SP:Iteration 115Q (28502.010000 sec): 3 clusters Score: Raw -49346034.241994 + Penalty 6269.861883 = -49339764.380111 nChanged 1 SP:Iteration 116Q (28502.910000 sec): 3 clusters Score: Raw -49346034.326668 + Penalty 6269.861883 = -49339764.464785 nChanged 4 SP:Iteration 117Q (28503.800000 sec): 3 clusters Score: Raw -49346034.874847 + Penalty 6269.861883 = -49339765.012964 nChanged 4 SP:Iteration 118Q (28504.690000 sec): 3 clusters Score: Raw -49346035.300160 + Penalty 6269.861883 = -49339765.438277 nChanged 5 SP:Iteration 119Q (28505.590000 sec): 3 clusters Score: Raw -49346035.988562 + Penalty 6269.861883 = -49339766.126679 nChanged 8 SP:Iteration 120F (28506.850000 sec): 3 clusters Score: Raw -49346036.903646 + Penalty 6269.861883 = -49339767.041763 nChanged 8 SP:Iteration 121Q (28507.740000 sec): 3 clusters Score: Raw -49346037.912341 + Penalty 6269.861883 = -49339768.050458 nChanged 10 SP:Iteration 122Q (28508.630000 sec): 3 clusters Score: Raw -49346039.196572 + Penalty 6269.861883 = -49339769.334689 nChanged 8 SP:Iteration 123Q (28509.530000 sec): 3 clusters Score: Raw -49346040.537502 + Penalty 6269.861883 = -49339770.675619 nChanged 6 SP:Iteration 124Q (28510.420000 sec): 3 clusters Score: Raw -49346041.079078 + Penalty 6269.861883 = -49339771.217195 nChanged 4 SP:Iteration 125Q (28511.320000 sec): 3 clusters Score: Raw -49346041.423602 + Penalty 6269.861883 = -49339771.561719 nChanged 1 SP:Iteration 126Q (28512.220000 sec): 3 clusters Score: Raw -49346041.483442 + Penalty 6269.861883 = -49339771.621558 nChanged 0 SP:Iteration 127F (28513.470000 sec): 3 clusters Score: Raw -49346041.483442 + Penalty 6269.861883 = -49339771.621558 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 15 (3104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28513.630000 sec): 2 clusters Score: Raw -510108.486517 + Penalty 1994.030827 = -508114.455690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28513.640000 sec): 3 clusters Score: Raw -508769.302210 + Penalty 3988.061653 = -504781.240557 nChanged 1085 SP:Iteration 1F (28513.650000 sec): 3 clusters Score: Raw -509425.364957 + Penalty 3988.061653 = -505437.303304 nChanged 218 SP:Iteration 2F (28513.660000 sec): 3 clusters Score: Raw -509574.052693 + Penalty 3988.061653 = -505585.991040 nChanged 126 SP:Iteration 3Q (28513.670000 sec): 3 clusters Score: Raw -509657.749159 + Penalty 3988.061653 = -505669.687506 nChanged 102 SP:Iteration 4Q (28513.690000 sec): 3 clusters Score: Raw -509714.059638 + Penalty 3988.061653 = -505725.997985 nChanged 68 SP:Iteration 5Q (28513.700000 sec): 3 clusters Score: Raw -509750.592566 + Penalty 3988.061653 = -505762.530913 nChanged 53 SP:Iteration 6Q (28513.710000 sec): 3 clusters Score: Raw -509779.133503 + Penalty 3988.061653 = -505791.071849 nChanged 42 SP:Iteration 7Q (28513.730000 sec): 3 clusters Score: Raw -509802.459452 + Penalty 3988.061653 = -505814.397799 nChanged 51 SP:Iteration 8Q (28513.740000 sec): 3 clusters Score: Raw -509830.828343 + Penalty 3988.061653 = -505842.766690 nChanged 49 SP:Iteration 9Q (28513.750000 sec): 3 clusters Score: Raw -509860.434498 + Penalty 3988.061653 = -505872.372845 nChanged 42 SP:Iteration 10Q (28513.760000 sec): 3 clusters Score: Raw -509882.453312 + Penalty 3988.061653 = -505894.391659 nChanged 34 SP:Iteration 11Q (28513.770000 sec): 3 clusters Score: Raw -509903.283208 + Penalty 3988.061653 = -505915.221555 nChanged 32 SP:Iteration 12Q (28513.790000 sec): 3 clusters Score: Raw -509926.139611 + Penalty 3988.061653 = -505938.077958 nChanged 33 SP:Iteration 13Q (28513.800000 sec): 3 clusters Score: Raw -509946.023912 + Penalty 3988.061653 = -505957.962258 nChanged 31 SP:Iteration 14Q (28513.810000 sec): 3 clusters Score: Raw -509961.974270 + Penalty 3988.061653 = -505973.912617 nChanged 36 SP:Iteration 15Q (28513.820000 sec): 3 clusters Score: Raw -509980.653497 + Penalty 3988.061653 = -505992.591844 nChanged 23 SP:Iteration 16Q (28513.840000 sec): 3 clusters Score: Raw -509992.106371 + Penalty 3988.061653 = -506004.044718 nChanged 24 SP:Iteration 17Q (28513.850000 sec): 3 clusters Score: Raw -510003.086024 + Penalty 3988.061653 = -506015.024371 nChanged 19 SP:Iteration 18Q (28513.860000 sec): 3 clusters Score: Raw -510014.187497 + Penalty 3988.061653 = -506026.125844 nChanged 20 SP:Iteration 19Q (28513.870000 sec): 3 clusters Score: Raw -510026.943643 + Penalty 3988.061653 = -506038.881990 nChanged 31 SP:Iteration 20F (28513.890000 sec): 3 clusters Score: Raw -510046.136687 + Penalty 3988.061653 = -506058.075034 nChanged 27 SP:Iteration 21Q (28513.900000 sec): 3 clusters Score: Raw -510059.266133 + Penalty 3988.061653 = -506071.204480 nChanged 16 SP:Iteration 22Q (28513.910000 sec): 3 clusters Score: Raw -510066.550904 + Penalty 3988.061653 = -506078.489251 nChanged 19 SP:Iteration 23Q (28513.920000 sec): 3 clusters Score: Raw -510075.672424 + Penalty 3988.061653 = -506087.610771 nChanged 12 SP:Iteration 24Q (28513.930000 sec): 3 clusters Score: Raw -510080.757474 + Penalty 3988.061653 = -506092.695821 nChanged 12 SP:Iteration 25Q (28513.950000 sec): 3 clusters Score: Raw -510086.323010 + Penalty 3988.061653 = -506098.261357 nChanged 13 SP:Iteration 26Q (28513.960000 sec): 3 clusters Score: Raw -510093.233918 + Penalty 3988.061653 = -506105.172265 nChanged 10 SP:Iteration 27Q (28513.970000 sec): 3 clusters Score: Raw -510098.343149 + Penalty 3988.061653 = -506110.281495 nChanged 10 SP:Iteration 28Q (28513.980000 sec): 3 clusters Score: Raw -510101.959268 + Penalty 3988.061653 = -506113.897615 nChanged 10 SP:Iteration 29Q (28513.990000 sec): 3 clusters Score: Raw -510106.412376 + Penalty 3988.061653 = -506118.350723 nChanged 15 SP:Iteration 30Q (28514.010000 sec): 3 clusters Score: Raw -510113.395418 + Penalty 3988.061653 = -506125.333765 nChanged 14 SP:Iteration 31Q (28514.020000 sec): 3 clusters Score: Raw -510117.918321 + Penalty 3988.061653 = -506129.856668 nChanged 11 SP:Iteration 32Q (28514.030000 sec): 3 clusters Score: Raw -510122.610288 + Penalty 3988.061653 = -506134.548635 nChanged 13 SP:Iteration 33Q (28514.040000 sec): 3 clusters Score: Raw -510131.081797 + Penalty 3988.061653 = -506143.020144 nChanged 16 SP:Iteration 34Q (28514.050000 sec): 3 clusters Score: Raw -510137.518646 + Penalty 3988.061653 = -506149.456993 nChanged 17 SP:Iteration 35Q (28514.070000 sec): 3 clusters Score: Raw -510145.621490 + Penalty 3988.061653 = -506157.559837 nChanged 17 SP:Iteration 36Q (28514.080000 sec): 3 clusters Score: Raw -510154.519588 + Penalty 3988.061653 = -506166.457934 nChanged 14 SP:Iteration 37Q (28514.090000 sec): 3 clusters Score: Raw -510160.916128 + Penalty 3988.061653 = -506172.854475 nChanged 8 SP:Iteration 38Q (28514.100000 sec): 3 clusters Score: Raw -510164.321641 + Penalty 3988.061653 = -506176.259988 nChanged 9 SP:Iteration 39Q (28514.120000 sec): 3 clusters Score: Raw -510169.865628 + Penalty 3988.061653 = -506181.803975 nChanged 6 SP:Iteration 40F (28514.130000 sec): 3 clusters Score: Raw -510172.497276 + Penalty 3988.061653 = -506184.435622 nChanged 5 SP:Iteration 41Q (28514.140000 sec): 3 clusters Score: Raw -510174.594561 + Penalty 3988.061653 = -506186.532908 nChanged 11 SP:Iteration 42Q (28514.150000 sec): 3 clusters Score: Raw -510180.168675 + Penalty 3988.061653 = -506192.107022 nChanged 16 SP:Iteration 43Q (28514.170000 sec): 3 clusters Score: Raw -510188.362547 + Penalty 3988.061653 = -506200.300894 nChanged 9 SP:Iteration 44Q (28514.180000 sec): 3 clusters Score: Raw -510192.762338 + Penalty 3988.061653 = -506204.700685 nChanged 7 SP:Iteration 45Q (28514.190000 sec): 3 clusters Score: Raw -510196.068696 + Penalty 3988.061653 = -506208.007043 nChanged 9 SP:Iteration 46Q (28514.200000 sec): 3 clusters Score: Raw -510200.582960 + Penalty 3988.061653 = -506212.521307 nChanged 8 SP:Iteration 47Q (28514.210000 sec): 3 clusters Score: Raw -510203.995745 + Penalty 3988.061653 = -506215.934092 nChanged 10 SP:Iteration 48Q (28514.230000 sec): 3 clusters Score: Raw -510209.003708 + Penalty 3988.061653 = -506220.942055 nChanged 6 SP:Iteration 49Q (28514.240000 sec): 3 clusters Score: Raw -510213.353604 + Penalty 3988.061653 = -506225.291951 nChanged 5 SP:Iteration 50Q (28514.250000 sec): 3 clusters Score: Raw -510217.117077 + Penalty 3988.061653 = -506229.055423 nChanged 7 SP:Iteration 51Q (28514.260000 sec): 3 clusters Score: Raw -510220.602574 + Penalty 3988.061653 = -506232.540921 nChanged 11 SP:Iteration 52Q (28514.270000 sec): 3 clusters Score: Raw -510226.024473 + Penalty 3988.061653 = -506237.962820 nChanged 11 SP:Iteration 53Q (28514.290000 sec): 3 clusters Score: Raw -510233.555762 + Penalty 3988.061653 = -506245.494109 nChanged 10 SP:Iteration 54Q (28514.300000 sec): 3 clusters Score: Raw -510241.712673 + Penalty 3988.061653 = -506253.651020 nChanged 12 SP:Iteration 55Q (28514.310000 sec): 3 clusters Score: Raw -510248.382336 + Penalty 3988.061653 = -506260.320683 nChanged 10 SP:Iteration 56Q (28514.320000 sec): 3 clusters Score: Raw -510254.291701 + Penalty 3988.061653 = -506266.230048 nChanged 12 SP:Iteration 57Q (28514.330000 sec): 3 clusters Score: Raw -510259.864580 + Penalty 3988.061653 = -506271.802927 nChanged 12 SP:Iteration 58Q (28514.350000 sec): 3 clusters Score: Raw -510266.391536 + Penalty 3988.061653 = -506278.329882 nChanged 11 SP:Iteration 59Q (28514.360000 sec): 3 clusters Score: Raw -510275.068585 + Penalty 3988.061653 = -506287.006932 nChanged 8 SP:Iteration 60F (28514.370000 sec): 3 clusters Score: Raw -510280.450562 + Penalty 3988.061653 = -506292.388909 nChanged 10 SP:Iteration 61Q (28514.380000 sec): 3 clusters Score: Raw -510286.375314 + Penalty 3988.061653 = -506298.313661 nChanged 6 SP:Iteration 62Q (28514.390000 sec): 3 clusters Score: Raw -510288.843107 + Penalty 3988.061653 = -506300.781454 nChanged 3 SP:Iteration 63Q (28514.410000 sec): 3 clusters Score: Raw -510290.193038 + Penalty 3988.061653 = -506302.131385 nChanged 0 SP:Iteration 64F (28514.420000 sec): 3 clusters Score: Raw -510290.193038 + Penalty 3988.061653 = -506302.131385 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 16 (28122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28514.530000 sec): 2 clusters Score: Raw -4516100.352363 + Penalty 2540.588252 = -4513559.764111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28514.640000 sec): 3 clusters Score: Raw -4499322.760311 + Penalty 5081.176504 = -4494241.583807 nChanged 12618 SP:Iteration 1F (28514.750000 sec): 3 clusters Score: Raw -4505975.530354 + Penalty 5081.176504 = -4500894.353850 nChanged 1316 SP:Iteration 2Q (28514.870000 sec): 3 clusters Score: Raw -4506337.480149 + Penalty 5081.176504 = -4501256.303645 nChanged 1050 SP:Iteration 3Q (28514.980000 sec): 3 clusters Score: Raw -4506603.455180 + Penalty 5081.176504 = -4501522.278676 nChanged 885 SP:Iteration 4Q (28515.090000 sec): 3 clusters Score: Raw -4506825.546970 + Penalty 5081.176504 = -4501744.370466 nChanged 791 SP:Iteration 5Q (28515.210000 sec): 3 clusters Score: Raw -4507012.221358 + Penalty 5081.176504 = -4501931.044855 nChanged 755 SP:Iteration 6Q (28515.320000 sec): 3 clusters Score: Raw -4507188.944790 + Penalty 5081.176504 = -4502107.768287 nChanged 713 SP:Iteration 7Q (28515.440000 sec): 3 clusters Score: Raw -4507359.324229 + Penalty 5081.176504 = -4502278.147725 nChanged 694 SP:Iteration 8Q (28515.550000 sec): 3 clusters Score: Raw -4507532.713448 + Penalty 5081.176504 = -4502451.536945 nChanged 694 SP:Iteration 9Q (28515.660000 sec): 3 clusters Score: Raw -4507704.989760 + Penalty 5081.176504 = -4502623.813257 nChanged 676 SP:Iteration 10Q (28515.780000 sec): 3 clusters Score: Raw -4507873.256783 + Penalty 5081.176504 = -4502792.080279 nChanged 712 SP:Iteration 11Q (28515.890000 sec): 3 clusters Score: Raw -4508048.130770 + Penalty 5081.176504 = -4502966.954266 nChanged 754 SP:Iteration 12Q (28516.010000 sec): 3 clusters Score: Raw -4508248.378639 + Penalty 5081.176504 = -4503167.202135 nChanged 788 SP:Iteration 13Q (28516.120000 sec): 3 clusters Score: Raw -4508486.549765 + Penalty 5081.176504 = -4503405.373262 nChanged 822 SP:Iteration 14Q (28516.230000 sec): 3 clusters Score: Raw -4508742.492107 + Penalty 5081.176504 = -4503661.315604 nChanged 865 SP:Iteration 15Q (28516.350000 sec): 3 clusters Score: Raw -4509017.356209 + Penalty 5081.176504 = -4503936.179705 nChanged 949 SP:Iteration 16Q (28516.460000 sec): 3 clusters Score: Raw -4509356.164700 + Penalty 5081.176504 = -4504274.988197 nChanged 944 SP:Iteration 17Q (28516.570000 sec): 3 clusters Score: Raw -4509682.329195 + Penalty 5081.176504 = -4504601.152691 nChanged 923 SP:Iteration 18Q (28516.690000 sec): 3 clusters Score: Raw -4509999.918819 + Penalty 5081.176504 = -4504918.742315 nChanged 879 SP:Iteration 19Q (28516.800000 sec): 3 clusters Score: Raw -4510329.737547 + Penalty 5081.176504 = -4505248.561043 nChanged 862 SP:Iteration 20F (28516.910000 sec): 3 clusters Score: Raw -4510663.746659 + Penalty 5081.176504 = -4505582.570155 nChanged 884 SP:Iteration 21Q (28517.030000 sec): 3 clusters Score: Raw -4511060.922505 + Penalty 5081.176504 = -4505979.746002 nChanged 886 SP:Iteration 22Q (28517.140000 sec): 3 clusters Score: Raw -4511494.815191 + Penalty 5081.176504 = -4506413.638687 nChanged 857 SP:Iteration 23Q (28517.250000 sec): 3 clusters Score: Raw -4511960.418671 + Penalty 5081.176504 = -4506879.242167 nChanged 854 SP:Iteration 24Q (28517.360000 sec): 3 clusters Score: Raw -4512527.987024 + Penalty 5081.176504 = -4507446.810521 nChanged 848 SP:Iteration 25Q (28517.470000 sec): 3 clusters Score: Raw -4513222.985009 + Penalty 5081.176504 = -4508141.808506 nChanged 766 SP:Iteration 26Q (28517.580000 sec): 3 clusters Score: Raw -4513910.748564 + Penalty 5081.176504 = -4508829.572061 nChanged 701 SP:Iteration 27Q (28517.690000 sec): 3 clusters Score: Raw -4514536.177908 + Penalty 5081.176504 = -4509455.001404 nChanged 529 SP:Iteration 28Q (28517.790000 sec): 3 clusters Score: Raw -4514958.020569 + Penalty 5081.176504 = -4509876.844066 nChanged 424 SP:Iteration 29Q (28517.880000 sec): 3 clusters Score: Raw -4515256.003295 + Penalty 5081.176504 = -4510174.826791 nChanged 321 SP:Iteration 30Q (28517.970000 sec): 3 clusters Score: Raw -4515456.046553 + Penalty 5081.176504 = -4510374.870049 nChanged 258 SP:Iteration 31Q (28518.060000 sec): 3 clusters Score: Raw -4515604.027491 + Penalty 5081.176504 = -4510522.850988 nChanged 215 SP:Iteration 32Q (28518.150000 sec): 3 clusters Score: Raw -4515720.999729 + Penalty 5081.176504 = -4510639.823225 nChanged 177 SP:Iteration 33Q (28518.240000 sec): 3 clusters Score: Raw -4515800.737848 + Penalty 5081.176504 = -4510719.561344 nChanged 157 SP:Iteration 34Q (28518.330000 sec): 3 clusters Score: Raw -4515877.561936 + Penalty 5081.176504 = -4510796.385432 nChanged 156 SP:Iteration 35Q (28518.410000 sec): 3 clusters Score: Raw -4515948.257920 + Penalty 5081.176504 = -4510867.081417 nChanged 128 SP:Iteration 36Q (28518.490000 sec): 3 clusters Score: Raw -4516006.761189 + Penalty 5081.176504 = -4510925.584685 nChanged 116 SP:Iteration 37Q (28518.580000 sec): 3 clusters Score: Raw -4516053.371515 + Penalty 5081.176504 = -4510972.195011 nChanged 90 SP:Iteration 38Q (28518.660000 sec): 3 clusters Score: Raw -4516083.958958 + Penalty 5081.176504 = -4511002.782454 nChanged 75 SP:Iteration 39Q (28518.750000 sec): 3 clusters Score: Raw -4516111.280685 + Penalty 5081.176504 = -4511030.104181 nChanged 79 SP:Iteration 40F (28518.860000 sec): 3 clusters Score: Raw -4516145.864369 + Penalty 5081.176504 = -4511064.687866 nChanged 70 SP:Iteration 41Q (28518.940000 sec): 3 clusters Score: Raw -4516174.346735 + Penalty 5081.176504 = -4511093.170231 nChanged 55 SP:Iteration 42Q (28519.030000 sec): 3 clusters Score: Raw -4516196.244585 + Penalty 5081.176504 = -4511115.068081 nChanged 54 SP:Iteration 43Q (28519.110000 sec): 3 clusters Score: Raw -4516216.745549 + Penalty 5081.176504 = -4511135.569046 nChanged 40 SP:Iteration 44Q (28519.190000 sec): 3 clusters Score: Raw -4516230.666472 + Penalty 5081.176504 = -4511149.489968 nChanged 39 SP:Iteration 45Q (28519.270000 sec): 3 clusters Score: Raw -4516245.659685 + Penalty 5081.176504 = -4511164.483182 nChanged 30 SP:Iteration 46Q (28519.350000 sec): 3 clusters Score: Raw -4516256.317199 + Penalty 5081.176504 = -4511175.140695 nChanged 25 SP:Iteration 47Q (28519.430000 sec): 3 clusters Score: Raw -4516265.215536 + Penalty 5081.176504 = -4511184.039032 nChanged 17 SP:Iteration 48Q (28519.520000 sec): 3 clusters Score: Raw -4516270.529957 + Penalty 5081.176504 = -4511189.353454 nChanged 15 SP:Iteration 49Q (28519.600000 sec): 3 clusters Score: Raw -4516275.874191 + Penalty 5081.176504 = -4511194.697687 nChanged 16 SP:Iteration 50Q (28519.680000 sec): 3 clusters Score: Raw -4516283.963743 + Penalty 5081.176504 = -4511202.787239 nChanged 22 SP:Iteration 51Q (28519.760000 sec): 3 clusters Score: Raw -4516290.808792 + Penalty 5081.176504 = -4511209.632288 nChanged 15 SP:Iteration 52Q (28519.840000 sec): 3 clusters Score: Raw -4516296.833580 + Penalty 5081.176504 = -4511215.657077 nChanged 15 SP:Iteration 53Q (28519.930000 sec): 3 clusters Score: Raw -4516302.977518 + Penalty 5081.176504 = -4511221.801014 nChanged 17 SP:Iteration 54Q (28520.010000 sec): 3 clusters Score: Raw -4516310.089847 + Penalty 5081.176504 = -4511228.913343 nChanged 21 SP:Iteration 55Q (28520.090000 sec): 3 clusters Score: Raw -4516317.081427 + Penalty 5081.176504 = -4511235.904923 nChanged 10 SP:Iteration 56Q (28520.170000 sec): 3 clusters Score: Raw -4516319.743958 + Penalty 5081.176504 = -4511238.567455 nChanged 9 SP:Iteration 57Q (28520.250000 sec): 3 clusters Score: Raw -4516323.065237 + Penalty 5081.176504 = -4511241.888733 nChanged 10 SP:Iteration 58Q (28520.330000 sec): 3 clusters Score: Raw -4516326.515655 + Penalty 5081.176504 = -4511245.339151 nChanged 11 SP:Iteration 59Q (28520.410000 sec): 3 clusters Score: Raw -4516329.819125 + Penalty 5081.176504 = -4511248.642621 nChanged 10 SP:Iteration 60F (28520.520000 sec): 3 clusters Score: Raw -4516333.673994 + Penalty 5081.176504 = -4511252.497491 nChanged 15 SP:Iteration 61Q (28520.610000 sec): 3 clusters Score: Raw -4516339.359199 + Penalty 5081.176504 = -4511258.182695 nChanged 21 SP:Iteration 62Q (28520.690000 sec): 3 clusters Score: Raw -4516345.512673 + Penalty 5081.176504 = -4511264.336169 nChanged 13 SP:Iteration 63Q (28520.770000 sec): 3 clusters Score: Raw -4516349.968297 + Penalty 5081.176504 = -4511268.791794 nChanged 17 SP:Iteration 64Q (28520.850000 sec): 3 clusters Score: Raw -4516355.724829 + Penalty 5081.176504 = -4511274.548325 nChanged 11 SP:Iteration 65Q (28520.930000 sec): 3 clusters Score: Raw -4516360.073921 + Penalty 5081.176504 = -4511278.897418 nChanged 13 SP:Iteration 66Q (28521.010000 sec): 3 clusters Score: Raw -4516364.957764 + Penalty 5081.176504 = -4511283.781261 nChanged 16 SP:Iteration 67Q (28521.090000 sec): 3 clusters Score: Raw -4516369.539172 + Penalty 5081.176504 = -4511288.362668 nChanged 8 SP:Iteration 68Q (28521.170000 sec): 3 clusters Score: Raw -4516371.345781 + Penalty 5081.176504 = -4511290.169277 nChanged 5 SP:Iteration 69Q (28521.250000 sec): 3 clusters Score: Raw -4516372.908945 + Penalty 5081.176504 = -4511291.732442 nChanged 6 SP:Iteration 70Q (28521.330000 sec): 3 clusters Score: Raw -4516374.868361 + Penalty 5081.176504 = -4511293.691857 nChanged 4 SP:Iteration 71Q (28521.410000 sec): 3 clusters Score: Raw -4516375.916158 + Penalty 5081.176504 = -4511294.739654 nChanged 2 SP:Iteration 72Q (28521.490000 sec): 3 clusters Score: Raw -4516376.627402 + Penalty 5081.176504 = -4511295.450899 nChanged 0 SP:Iteration 73F (28521.600000 sec): 3 clusters Score: Raw -4516376.627402 + Penalty 5081.176504 = -4511295.450899 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 17 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28521.620000 sec): 2 clusters Score: Raw -38218.832479 + Penalty 1377.133977 = -36841.698502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28521.620000 sec): 3 clusters Score: Raw -38403.638901 + Penalty 2754.267954 = -35649.370947 nChanged 32 SP:Iteration 1F (28521.620000 sec): 3 clusters Score: Raw -38553.509037 + Penalty 2754.267954 = -35799.241082 nChanged 10 SP:Iteration 2Q (28521.620000 sec): 3 clusters Score: Raw -38590.016031 + Penalty 2754.267954 = -35835.748077 nChanged 6 SP:Iteration 3Q (28521.620000 sec): 3 clusters Score: Raw -38617.617411 + Penalty 2754.267954 = -35863.349456 nChanged 1 SP:Iteration 4Q (28521.620000 sec): 3 clusters Score: Raw -38630.081272 + Penalty 2754.267954 = -35875.813318 nChanged 3 SP:Iteration 5Q (28521.630000 sec): 3 clusters Score: Raw -38639.995702 + Penalty 2754.267954 = -35885.727748 nChanged 1 SP:Iteration 6Q (28521.630000 sec): 3 clusters Score: Raw -38643.351951 + Penalty 2754.267954 = -35889.083997 nChanged 1 SP:Iteration 7Q (28521.630000 sec): 3 clusters Score: Raw -38648.514431 + Penalty 2754.267954 = -35894.246477 nChanged 0 SP:Iteration 8F (28521.630000 sec): 3 clusters Score: Raw -38648.514431 + Penalty 2754.267954 = -35894.246477 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 18 (3883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28521.650000 sec): 2 clusters Score: Raw -610952.374020 + Penalty 2049.562106 = -608902.811914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28521.660000 sec): 3 clusters Score: Raw -609223.564940 + Penalty 4099.124212 = -605124.440728 nChanged 1406 SP:Iteration 1F (28521.680000 sec): 3 clusters Score: Raw -610046.750166 + Penalty 4099.124212 = -605947.625954 nChanged 326 SP:Iteration 2F (28521.690000 sec): 3 clusters Score: Raw -610283.022914 + Penalty 4099.124212 = -606183.898703 nChanged 232 SP:Iteration 3F (28521.710000 sec): 3 clusters Score: Raw -610473.380487 + Penalty 4099.124212 = -606374.256275 nChanged 170 SP:Iteration 4Q (28521.720000 sec): 3 clusters Score: Raw -610639.311633 + Penalty 4099.124212 = -606540.187422 nChanged 167 SP:Iteration 5Q (28521.740000 sec): 3 clusters Score: Raw -610796.821013 + Penalty 4099.124212 = -606697.696801 nChanged 160 SP:Iteration 6Q (28521.750000 sec): 3 clusters Score: Raw -610931.511942 + Penalty 4099.124212 = -606832.387730 nChanged 148 SP:Iteration 7Q (28521.770000 sec): 3 clusters Score: Raw -611038.153951 + Penalty 4099.124212 = -606939.029739 nChanged 125 SP:Iteration 8Q (28521.780000 sec): 3 clusters Score: Raw -611118.083537 + Penalty 4099.124212 = -607018.959326 nChanged 110 SP:Iteration 9Q (28521.800000 sec): 3 clusters Score: Raw -611190.810985 + Penalty 4099.124212 = -607091.686773 nChanged 110 SP:Iteration 10Q (28521.810000 sec): 3 clusters Score: Raw -611264.591851 + Penalty 4099.124212 = -607165.467639 nChanged 102 SP:Iteration 11Q (28521.830000 sec): 3 clusters Score: Raw -611332.064090 + Penalty 4099.124212 = -607232.939878 nChanged 93 SP:Iteration 12Q (28521.840000 sec): 3 clusters Score: Raw -611387.936439 + Penalty 4099.124212 = -607288.812228 nChanged 79 SP:Iteration 13Q (28521.860000 sec): 3 clusters Score: Raw -611435.992781 + Penalty 4099.124212 = -607336.868570 nChanged 64 SP:Iteration 14Q (28521.870000 sec): 3 clusters Score: Raw -611484.260343 + Penalty 4099.124212 = -607385.136131 nChanged 65 SP:Iteration 15Q (28521.890000 sec): 3 clusters Score: Raw -611523.968069 + Penalty 4099.124212 = -607424.843858 nChanged 64 SP:Iteration 16Q (28521.900000 sec): 3 clusters Score: Raw -611566.028377 + Penalty 4099.124212 = -607466.904165 nChanged 51 SP:Iteration 17Q (28521.920000 sec): 3 clusters Score: Raw -611599.821627 + Penalty 4099.124212 = -607500.697416 nChanged 46 SP:Iteration 18Q (28521.930000 sec): 3 clusters Score: Raw -611632.966883 + Penalty 4099.124212 = -607533.842672 nChanged 41 SP:Iteration 19Q (28521.950000 sec): 3 clusters Score: Raw -611667.027061 + Penalty 4099.124212 = -607567.902849 nChanged 38 SP:Iteration 20F (28521.960000 sec): 3 clusters Score: Raw -611698.069371 + Penalty 4099.124212 = -607598.945160 nChanged 34 SP:Iteration 21Q (28521.980000 sec): 3 clusters Score: Raw -611723.138533 + Penalty 4099.124212 = -607624.014322 nChanged 24 SP:Iteration 22Q (28521.990000 sec): 3 clusters Score: Raw -611738.505614 + Penalty 4099.124212 = -607639.381403 nChanged 14 SP:Iteration 23Q (28522.010000 sec): 3 clusters Score: Raw -611748.348638 + Penalty 4099.124212 = -607649.224427 nChanged 13 SP:Iteration 24Q (28522.020000 sec): 3 clusters Score: Raw -611755.844798 + Penalty 4099.124212 = -607656.720586 nChanged 10 SP:Iteration 25Q (28522.030000 sec): 3 clusters Score: Raw -611763.021093 + Penalty 4099.124212 = -607663.896882 nChanged 6 SP:Iteration 26Q (28522.050000 sec): 3 clusters Score: Raw -611766.529417 + Penalty 4099.124212 = -607667.405206 nChanged 3 SP:Iteration 27Q (28522.060000 sec): 3 clusters Score: Raw -611768.776555 + Penalty 4099.124212 = -607669.652343 nChanged 6 SP:Iteration 28Q (28522.080000 sec): 3 clusters Score: Raw -611771.512064 + Penalty 4099.124212 = -607672.387852 nChanged 3 SP:Iteration 29Q (28522.090000 sec): 3 clusters Score: Raw -611772.893931 + Penalty 4099.124212 = -607673.769720 nChanged 1 SP:Iteration 30Q (28522.110000 sec): 3 clusters Score: Raw -611773.229026 + Penalty 4099.124212 = -607674.104814 nChanged 1 SP:Iteration 31Q (28522.120000 sec): 3 clusters Score: Raw -611773.807154 + Penalty 4099.124212 = -607674.682942 nChanged 1 SP:Iteration 32Q (28522.130000 sec): 3 clusters Score: Raw -611774.582950 + Penalty 4099.124212 = -607675.458739 nChanged 3 SP:Iteration 33Q (28522.150000 sec): 3 clusters Score: Raw -611775.939617 + Penalty 4099.124212 = -607676.815406 nChanged 4 SP:Iteration 34Q (28522.160000 sec): 3 clusters Score: Raw -611778.292901 + Penalty 4099.124212 = -607679.168689 nChanged 4 SP:Iteration 35Q (28522.180000 sec): 3 clusters Score: Raw -611780.211661 + Penalty 4099.124212 = -607681.087449 nChanged 3 SP:Iteration 36Q (28522.190000 sec): 3 clusters Score: Raw -611781.530420 + Penalty 4099.124212 = -607682.406209 nChanged 1 SP:Iteration 37Q (28522.210000 sec): 3 clusters Score: Raw -611781.942320 + Penalty 4099.124212 = -607682.818108 nChanged 1 SP:Iteration 38Q (28522.220000 sec): 3 clusters Score: Raw -611782.174497 + Penalty 4099.124212 = -607683.050286 nChanged 0 SP:Iteration 39F (28522.240000 sec): 3 clusters Score: Raw -611782.174497 + Penalty 4099.124212 = -607683.050286 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 19 (531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28522.250000 sec): 2 clusters Score: Raw -78407.383891 + Penalty 1556.140981 = -76851.242909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28522.250000 sec): 3 clusters Score: Raw -78486.509604 + Penalty 3112.281963 = -75374.227642 nChanged 99 SP:Iteration 1F (28522.250000 sec): 3 clusters Score: Raw -78868.639828 + Penalty 3112.281963 = -75756.357865 nChanged 30 SP:Iteration 2F (28522.250000 sec): 3 clusters Score: Raw -79095.787483 + Penalty 3112.281963 = -75983.505520 nChanged 26 SP:Iteration 3Q (28522.250000 sec): 3 clusters Score: Raw -79173.372951 + Penalty 3112.281963 = -76061.090988 nChanged 17 SP:Iteration 4Q (28522.250000 sec): 3 clusters Score: Raw -79215.921762 + Penalty 3112.281963 = -76103.639800 nChanged 10 SP:Iteration 5Q (28522.260000 sec): 3 clusters Score: Raw -79240.950796 + Penalty 3112.281963 = -76128.668834 nChanged 9 SP:Iteration 6Q (28522.260000 sec): 3 clusters Score: Raw -79258.407844 + Penalty 3112.281963 = -76146.125882 nChanged 5 SP:Iteration 7Q (28522.260000 sec): 3 clusters Score: Raw -79272.579930 + Penalty 3112.281963 = -76160.297968 nChanged 5 SP:Iteration 8Q (28522.260000 sec): 3 clusters Score: Raw -79286.408875 + Penalty 3112.281963 = -76174.126913 nChanged 2 SP:Iteration 9Q (28522.270000 sec): 3 clusters Score: Raw -79295.992228 + Penalty 3112.281963 = -76183.710265 nChanged 2 SP:Iteration 10Q (28522.270000 sec): 3 clusters Score: Raw -79302.604607 + Penalty 3112.281963 = -76190.322644 nChanged 5 SP:Iteration 11Q (28522.270000 sec): 3 clusters Score: Raw -79320.098286 + Penalty 3112.281963 = -76207.816323 nChanged 2 SP:Iteration 12Q (28522.270000 sec): 3 clusters Score: Raw -79325.256026 + Penalty 3112.281963 = -76212.974063 nChanged 1 SP:Iteration 13Q (28522.270000 sec): 3 clusters Score: Raw -79326.449121 + Penalty 3112.281963 = -76214.167158 nChanged 0 SP:Iteration 14F (28522.270000 sec): 3 clusters Score: Raw -79326.449121 + Penalty 3112.281963 = -76214.167158 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 20 (1063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28522.280000 sec): 2 clusters Score: Raw -172679.430356 + Penalty 1728.274894 = -170951.155462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28522.290000 sec): 3 clusters Score: Raw -172375.022615 + Penalty 3456.549788 = -168918.472827 nChanged 281 SP:Iteration 1F (28522.290000 sec): 3 clusters Score: Raw -172657.958914 + Penalty 3456.549788 = -169201.409126 nChanged 61 SP:Iteration 2F (28522.290000 sec): 3 clusters Score: Raw -172736.550900 + Penalty 3456.549788 = -169280.001113 nChanged 36 SP:Iteration 3Q (28522.300000 sec): 3 clusters Score: Raw -172786.704719 + Penalty 3456.549788 = -169330.154931 nChanged 21 SP:Iteration 4Q (28522.300000 sec): 3 clusters Score: Raw -172810.027228 + Penalty 3456.549788 = -169353.477440 nChanged 13 SP:Iteration 5Q (28522.310000 sec): 3 clusters Score: Raw -172823.126435 + Penalty 3456.549788 = -169366.576648 nChanged 8 SP:Iteration 6Q (28522.310000 sec): 3 clusters Score: Raw -172832.861934 + Penalty 3456.549788 = -169376.312147 nChanged 8 SP:Iteration 7Q (28522.320000 sec): 3 clusters Score: Raw -172843.139462 + Penalty 3456.549788 = -169386.589674 nChanged 11 SP:Iteration 8Q (28522.320000 sec): 3 clusters Score: Raw -172855.144988 + Penalty 3456.549788 = -169398.595200 nChanged 10 SP:Iteration 9Q (28522.330000 sec): 3 clusters Score: Raw -172871.583279 + Penalty 3456.549788 = -169415.033492 nChanged 9 SP:Iteration 10Q (28522.330000 sec): 3 clusters Score: Raw -172880.302757 + Penalty 3456.549788 = -169423.752970 nChanged 7 SP:Iteration 11Q (28522.330000 sec): 3 clusters Score: Raw -172886.435466 + Penalty 3456.549788 = -169429.885678 nChanged 5 SP:Iteration 12Q (28522.340000 sec): 3 clusters Score: Raw -172894.980876 + Penalty 3456.549788 = -169438.431088 nChanged 4 SP:Iteration 13Q (28522.340000 sec): 3 clusters Score: Raw -172899.797901 + Penalty 3456.549788 = -169443.248113 nChanged 5 SP:Iteration 14Q (28522.350000 sec): 3 clusters Score: Raw -172905.374207 + Penalty 3456.549788 = -169448.824419 nChanged 3 SP:Iteration 15Q (28522.350000 sec): 3 clusters Score: Raw -172907.780749 + Penalty 3456.549788 = -169451.230962 nChanged 2 SP:Iteration 16Q (28522.350000 sec): 3 clusters Score: Raw -172913.327798 + Penalty 3456.549788 = -169456.778011 nChanged 4 SP:Iteration 17Q (28522.360000 sec): 3 clusters Score: Raw -172915.888162 + Penalty 3456.549788 = -169459.338375 nChanged 1 SP:Iteration 18Q (28522.360000 sec): 3 clusters Score: Raw -172916.718325 + Penalty 3456.549788 = -169460.168538 nChanged 0 SP:Iteration 19F (28522.370000 sec): 3 clusters Score: Raw -172916.718325 + Penalty 3456.549788 = -169460.168538 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 21 (10293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28522.410000 sec): 2 clusters Score: Raw -1642357.757462 + Penalty 2291.326394 = -1640066.431068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28522.450000 sec): 3 clusters Score: Raw -1636763.062414 + Penalty 4582.652788 = -1632180.409626 nChanged 4270 SP:Iteration 1F (28522.490000 sec): 3 clusters Score: Raw -1639076.299545 + Penalty 4582.652788 = -1634493.646756 nChanged 679 SP:Iteration 2F (28522.530000 sec): 3 clusters Score: Raw -1639413.405252 + Penalty 4582.652788 = -1634830.752464 nChanged 570 SP:Iteration 3F (28522.570000 sec): 3 clusters Score: Raw -1639687.610481 + Penalty 4582.652788 = -1635104.957693 nChanged 510 SP:Iteration 4Q (28522.610000 sec): 3 clusters Score: Raw -1639940.738347 + Penalty 4582.652788 = -1635358.085558 nChanged 467 SP:Iteration 5Q (28522.650000 sec): 3 clusters Score: Raw -1640171.437121 + Penalty 4582.652788 = -1635588.784333 nChanged 442 SP:Iteration 6Q (28522.690000 sec): 3 clusters Score: Raw -1640430.300451 + Penalty 4582.652788 = -1635847.647662 nChanged 480 SP:Iteration 7Q (28522.730000 sec): 3 clusters Score: Raw -1640706.123154 + Penalty 4582.652788 = -1636123.470365 nChanged 444 SP:Iteration 8Q (28522.770000 sec): 3 clusters Score: Raw -1640979.437647 + Penalty 4582.652788 = -1636396.784859 nChanged 453 SP:Iteration 9Q (28522.810000 sec): 3 clusters Score: Raw -1641247.618910 + Penalty 4582.652788 = -1636664.966122 nChanged 386 SP:Iteration 10Q (28522.850000 sec): 3 clusters Score: Raw -1641466.969414 + Penalty 4582.652788 = -1636884.316626 nChanged 346 SP:Iteration 11Q (28522.900000 sec): 3 clusters Score: Raw -1641650.950677 + Penalty 4582.652788 = -1637068.297889 nChanged 318 SP:Iteration 12Q (28522.940000 sec): 3 clusters Score: Raw -1641830.428936 + Penalty 4582.652788 = -1637247.776147 nChanged 294 SP:Iteration 13Q (28522.980000 sec): 3 clusters Score: Raw -1641998.615191 + Penalty 4582.652788 = -1637415.962403 nChanged 267 SP:Iteration 14Q (28523.020000 sec): 3 clusters Score: Raw -1642175.059562 + Penalty 4582.652788 = -1637592.406774 nChanged 260 SP:Iteration 15Q (28523.060000 sec): 3 clusters Score: Raw -1642331.893831 + Penalty 4582.652788 = -1637749.241042 nChanged 253 SP:Iteration 16Q (28523.100000 sec): 3 clusters Score: Raw -1642465.958686 + Penalty 4582.652788 = -1637883.305898 nChanged 207 SP:Iteration 17Q (28523.140000 sec): 3 clusters Score: Raw -1642563.954007 + Penalty 4582.652788 = -1637981.301219 nChanged 197 SP:Iteration 18Q (28523.180000 sec): 3 clusters Score: Raw -1642655.417572 + Penalty 4582.652788 = -1638072.764784 nChanged 180 SP:Iteration 19Q (28523.220000 sec): 3 clusters Score: Raw -1642732.093255 + Penalty 4582.652788 = -1638149.440466 nChanged 166 SP:Iteration 20F (28523.260000 sec): 3 clusters Score: Raw -1642793.576771 + Penalty 4582.652788 = -1638210.923983 nChanged 115 SP:Iteration 21Q (28523.300000 sec): 3 clusters Score: Raw -1642830.768880 + Penalty 4582.652788 = -1638248.116092 nChanged 100 SP:Iteration 22Q (28523.330000 sec): 3 clusters Score: Raw -1642859.362720 + Penalty 4582.652788 = -1638276.709931 nChanged 87 SP:Iteration 23Q (28523.370000 sec): 3 clusters Score: Raw -1642882.434416 + Penalty 4582.652788 = -1638299.781628 nChanged 83 SP:Iteration 24Q (28523.410000 sec): 3 clusters Score: Raw -1642903.454663 + Penalty 4582.652788 = -1638320.801875 nChanged 67 SP:Iteration 25Q (28523.450000 sec): 3 clusters Score: Raw -1642920.595965 + Penalty 4582.652788 = -1638337.943177 nChanged 60 SP:Iteration 26Q (28523.490000 sec): 3 clusters Score: Raw -1642935.471734 + Penalty 4582.652788 = -1638352.818946 nChanged 66 SP:Iteration 27Q (28523.530000 sec): 3 clusters Score: Raw -1642951.671287 + Penalty 4582.652788 = -1638369.018499 nChanged 60 SP:Iteration 28Q (28523.570000 sec): 3 clusters Score: Raw -1642964.418587 + Penalty 4582.652788 = -1638381.765799 nChanged 55 SP:Iteration 29Q (28523.610000 sec): 3 clusters Score: Raw -1642976.770706 + Penalty 4582.652788 = -1638394.117918 nChanged 58 SP:Iteration 30Q (28523.640000 sec): 3 clusters Score: Raw -1642989.066032 + Penalty 4582.652788 = -1638406.413243 nChanged 43 SP:Iteration 31Q (28523.680000 sec): 3 clusters Score: Raw -1642997.480523 + Penalty 4582.652788 = -1638414.827735 nChanged 36 SP:Iteration 32Q (28523.720000 sec): 3 clusters Score: Raw -1643004.981685 + Penalty 4582.652788 = -1638422.328896 nChanged 32 SP:Iteration 33Q (28523.760000 sec): 3 clusters Score: Raw -1643010.941977 + Penalty 4582.652788 = -1638428.289189 nChanged 25 SP:Iteration 34Q (28523.800000 sec): 3 clusters Score: Raw -1643014.954326 + Penalty 4582.652788 = -1638432.301538 nChanged 18 SP:Iteration 35Q (28523.830000 sec): 3 clusters Score: Raw -1643018.438659 + Penalty 4582.652788 = -1638435.785870 nChanged 17 SP:Iteration 36Q (28523.870000 sec): 3 clusters Score: Raw -1643021.850860 + Penalty 4582.652788 = -1638439.198072 nChanged 23 SP:Iteration 37Q (28523.910000 sec): 3 clusters Score: Raw -1643026.950247 + Penalty 4582.652788 = -1638444.297459 nChanged 23 SP:Iteration 38Q (28523.950000 sec): 3 clusters Score: Raw -1643030.985728 + Penalty 4582.652788 = -1638448.332940 nChanged 17 SP:Iteration 39Q (28523.990000 sec): 3 clusters Score: Raw -1643034.456834 + Penalty 4582.652788 = -1638451.804045 nChanged 14 SP:Iteration 40F (28524.030000 sec): 3 clusters Score: Raw -1643037.520003 + Penalty 4582.652788 = -1638454.867215 nChanged 16 SP:Iteration 41Q (28524.070000 sec): 3 clusters Score: Raw -1643040.323953 + Penalty 4582.652788 = -1638457.671165 nChanged 17 SP:Iteration 42Q (28524.100000 sec): 3 clusters Score: Raw -1643042.935535 + Penalty 4582.652788 = -1638460.282746 nChanged 9 SP:Iteration 43Q (28524.140000 sec): 3 clusters Score: Raw -1643044.233188 + Penalty 4582.652788 = -1638461.580400 nChanged 13 SP:Iteration 44Q (28524.180000 sec): 3 clusters Score: Raw -1643047.137924 + Penalty 4582.652788 = -1638464.485135 nChanged 14 SP:Iteration 45Q (28524.210000 sec): 3 clusters Score: Raw -1643049.299739 + Penalty 4582.652788 = -1638466.646950 nChanged 16 SP:Iteration 46Q (28524.250000 sec): 3 clusters Score: Raw -1643051.974011 + Penalty 4582.652788 = -1638469.321223 nChanged 14 SP:Iteration 47Q (28524.290000 sec): 3 clusters Score: Raw -1643054.748307 + Penalty 4582.652788 = -1638472.095519 nChanged 17 SP:Iteration 48Q (28524.330000 sec): 3 clusters Score: Raw -1643058.980694 + Penalty 4582.652788 = -1638476.327906 nChanged 18 SP:Iteration 49Q (28524.370000 sec): 3 clusters Score: Raw -1643061.982080 + Penalty 4582.652788 = -1638479.329291 nChanged 19 SP:Iteration 50Q (28524.410000 sec): 3 clusters Score: Raw -1643064.766445 + Penalty 4582.652788 = -1638482.113656 nChanged 15 SP:Iteration 51Q (28524.440000 sec): 3 clusters Score: Raw -1643066.993779 + Penalty 4582.652788 = -1638484.340991 nChanged 8 SP:Iteration 52Q (28524.480000 sec): 3 clusters Score: Raw -1643068.442517 + Penalty 4582.652788 = -1638485.789728 nChanged 8 SP:Iteration 53Q (28524.520000 sec): 3 clusters Score: Raw -1643070.205331 + Penalty 4582.652788 = -1638487.552543 nChanged 8 SP:Iteration 54Q (28524.550000 sec): 3 clusters Score: Raw -1643071.392071 + Penalty 4582.652788 = -1638488.739283 nChanged 8 SP:Iteration 55Q (28524.590000 sec): 3 clusters Score: Raw -1643072.639183 + Penalty 4582.652788 = -1638489.986395 nChanged 11 SP:Iteration 56Q (28524.630000 sec): 3 clusters Score: Raw -1643074.259547 + Penalty 4582.652788 = -1638491.606758 nChanged 9 SP:Iteration 57Q (28524.670000 sec): 3 clusters Score: Raw -1643075.275233 + Penalty 4582.652788 = -1638492.622445 nChanged 8 SP:Iteration 58Q (28524.710000 sec): 3 clusters Score: Raw -1643076.871464 + Penalty 4582.652788 = -1638494.218675 nChanged 8 SP:Iteration 59Q (28524.750000 sec): 3 clusters Score: Raw -1643078.331400 + Penalty 4582.652788 = -1638495.678612 nChanged 10 SP:Iteration 60F (28524.790000 sec): 3 clusters Score: Raw -1643080.094446 + Penalty 4582.652788 = -1638497.441658 nChanged 13 SP:Iteration 61Q (28524.820000 sec): 3 clusters Score: Raw -1643082.735210 + Penalty 4582.652788 = -1638500.082421 nChanged 16 SP:Iteration 62Q (28524.860000 sec): 3 clusters Score: Raw -1643087.106529 + Penalty 4582.652788 = -1638504.453740 nChanged 18 SP:Iteration 63Q (28524.900000 sec): 3 clusters Score: Raw -1643090.646220 + Penalty 4582.652788 = -1638507.993431 nChanged 15 SP:Iteration 64Q (28524.930000 sec): 3 clusters Score: Raw -1643094.106653 + Penalty 4582.652788 = -1638511.453865 nChanged 18 SP:Iteration 65Q (28524.970000 sec): 3 clusters Score: Raw -1643097.946549 + Penalty 4582.652788 = -1638515.293761 nChanged 21 SP:Iteration 66Q (28525.010000 sec): 3 clusters Score: Raw -1643103.464605 + Penalty 4582.652788 = -1638520.811816 nChanged 23 SP:Iteration 67Q (28525.050000 sec): 3 clusters Score: Raw -1643107.992189 + Penalty 4582.652788 = -1638525.339401 nChanged 13 SP:Iteration 68Q (28525.090000 sec): 3 clusters Score: Raw -1643110.646714 + Penalty 4582.652788 = -1638527.993925 nChanged 16 SP:Iteration 69Q (28525.120000 sec): 3 clusters Score: Raw -1643114.152308 + Penalty 4582.652788 = -1638531.499520 nChanged 13 SP:Iteration 70Q (28525.160000 sec): 3 clusters Score: Raw -1643116.698989 + Penalty 4582.652788 = -1638534.046201 nChanged 10 SP:Iteration 71Q (28525.200000 sec): 3 clusters Score: Raw -1643118.496180 + Penalty 4582.652788 = -1638535.843391 nChanged 8 SP:Iteration 72Q (28525.240000 sec): 3 clusters Score: Raw -1643119.828371 + Penalty 4582.652788 = -1638537.175583 nChanged 9 SP:Iteration 73Q (28525.270000 sec): 3 clusters Score: Raw -1643121.100877 + Penalty 4582.652788 = -1638538.448088 nChanged 7 SP:Iteration 74Q (28525.310000 sec): 3 clusters Score: Raw -1643122.393499 + Penalty 4582.652788 = -1638539.740710 nChanged 11 SP:Iteration 75Q (28525.350000 sec): 3 clusters Score: Raw -1643124.328514 + Penalty 4582.652788 = -1638541.675726 nChanged 8 SP:Iteration 76Q (28525.390000 sec): 3 clusters Score: Raw -1643125.601457 + Penalty 4582.652788 = -1638542.948669 nChanged 9 SP:Iteration 77Q (28525.430000 sec): 3 clusters Score: Raw -1643127.806760 + Penalty 4582.652788 = -1638545.153972 nChanged 16 SP:Iteration 78Q (28525.460000 sec): 3 clusters Score: Raw -1643131.702360 + Penalty 4582.652788 = -1638549.049572 nChanged 17 SP:Iteration 79Q (28525.500000 sec): 3 clusters Score: Raw -1643135.248079 + Penalty 4582.652788 = -1638552.595290 nChanged 20 SP:Iteration 80F (28525.540000 sec): 3 clusters Score: Raw -1643139.094518 + Penalty 4582.652788 = -1638556.441730 nChanged 26 SP:Iteration 81Q (28525.580000 sec): 3 clusters Score: Raw -1643144.473701 + Penalty 4582.652788 = -1638561.820913 nChanged 31 SP:Iteration 82Q (28525.610000 sec): 3 clusters Score: Raw -1643153.202752 + Penalty 4582.652788 = -1638570.549963 nChanged 37 SP:Iteration 83Q (28525.650000 sec): 3 clusters Score: Raw -1643163.110796 + Penalty 4582.652788 = -1638580.458008 nChanged 35 SP:Iteration 84Q (28525.690000 sec): 3 clusters Score: Raw -1643174.697466 + Penalty 4582.652788 = -1638592.044678 nChanged 25 SP:Iteration 85Q (28525.730000 sec): 3 clusters Score: Raw -1643179.848063 + Penalty 4582.652788 = -1638597.195275 nChanged 23 SP:Iteration 86Q (28525.760000 sec): 3 clusters Score: Raw -1643185.019451 + Penalty 4582.652788 = -1638602.366663 nChanged 27 SP:Iteration 87Q (28525.800000 sec): 3 clusters Score: Raw -1643191.119324 + Penalty 4582.652788 = -1638608.466535 nChanged 35 SP:Iteration 88Q (28525.840000 sec): 3 clusters Score: Raw -1643198.977586 + Penalty 4582.652788 = -1638616.324797 nChanged 28 SP:Iteration 89Q (28525.870000 sec): 3 clusters Score: Raw -1643205.799518 + Penalty 4582.652788 = -1638623.146730 nChanged 30 SP:Iteration 90Q (28525.910000 sec): 3 clusters Score: Raw -1643212.442107 + Penalty 4582.652788 = -1638629.789319 nChanged 24 SP:Iteration 91Q (28525.950000 sec): 3 clusters Score: Raw -1643217.334445 + Penalty 4582.652788 = -1638634.681657 nChanged 27 SP:Iteration 92Q (28525.990000 sec): 3 clusters Score: Raw -1643224.811790 + Penalty 4582.652788 = -1638642.159002 nChanged 34 SP:Iteration 93Q (28526.020000 sec): 3 clusters Score: Raw -1643232.384404 + Penalty 4582.652788 = -1638649.731615 nChanged 26 SP:Iteration 94Q (28526.060000 sec): 3 clusters Score: Raw -1643238.976281 + Penalty 4582.652788 = -1638656.323492 nChanged 21 SP:Iteration 95Q (28526.100000 sec): 3 clusters Score: Raw -1643244.686704 + Penalty 4582.652788 = -1638662.033916 nChanged 25 SP:Iteration 96Q (28526.130000 sec): 3 clusters Score: Raw -1643250.429732 + Penalty 4582.652788 = -1638667.776944 nChanged 18 SP:Iteration 97Q (28526.170000 sec): 3 clusters Score: Raw -1643254.504866 + Penalty 4582.652788 = -1638671.852077 nChanged 19 SP:Iteration 98Q (28526.210000 sec): 3 clusters Score: Raw -1643259.132687 + Penalty 4582.652788 = -1638676.479899 nChanged 11 SP:Iteration 99Q (28526.250000 sec): 3 clusters Score: Raw -1643261.715578 + Penalty 4582.652788 = -1638679.062790 nChanged 18 SP:Iteration 100F (28526.290000 sec): 3 clusters Score: Raw -1643265.402581 + Penalty 4582.652788 = -1638682.749793 nChanged 19 SP:Iteration 101Q (28526.320000 sec): 3 clusters Score: Raw -1643270.399524 + Penalty 4582.652788 = -1638687.746736 nChanged 21 SP:Iteration 102Q (28526.360000 sec): 3 clusters Score: Raw -1643275.105456 + Penalty 4582.652788 = -1638692.452667 nChanged 15 SP:Iteration 103Q (28526.390000 sec): 3 clusters Score: Raw -1643279.216362 + Penalty 4582.652788 = -1638696.563574 nChanged 21 SP:Iteration 104Q (28526.430000 sec): 3 clusters Score: Raw -1643284.977550 + Penalty 4582.652788 = -1638702.324762 nChanged 23 SP:Iteration 105Q (28526.470000 sec): 3 clusters Score: Raw -1643289.518324 + Penalty 4582.652788 = -1638706.865535 nChanged 15 SP:Iteration 106Q (28526.510000 sec): 3 clusters Score: Raw -1643292.334128 + Penalty 4582.652788 = -1638709.681340 nChanged 16 SP:Iteration 107Q (28526.540000 sec): 3 clusters Score: Raw -1643295.166077 + Penalty 4582.652788 = -1638712.513288 nChanged 15 SP:Iteration 108Q (28526.580000 sec): 3 clusters Score: Raw -1643298.159576 + Penalty 4582.652788 = -1638715.506787 nChanged 8 SP:Iteration 109Q (28526.610000 sec): 3 clusters Score: Raw -1643299.569996 + Penalty 4582.652788 = -1638716.917207 nChanged 8 SP:Iteration 110Q (28526.650000 sec): 3 clusters Score: Raw -1643300.998221 + Penalty 4582.652788 = -1638718.345432 nChanged 11 SP:Iteration 111Q (28526.690000 sec): 3 clusters Score: Raw -1643302.731538 + Penalty 4582.652788 = -1638720.078750 nChanged 9 SP:Iteration 112Q (28526.730000 sec): 3 clusters Score: Raw -1643305.095316 + Penalty 4582.652788 = -1638722.442527 nChanged 10 SP:Iteration 113Q (28526.760000 sec): 3 clusters Score: Raw -1643306.942380 + Penalty 4582.652788 = -1638724.289592 nChanged 5 SP:Iteration 114Q (28526.800000 sec): 3 clusters Score: Raw -1643307.978284 + Penalty 4582.652788 = -1638725.325495 nChanged 2 SP:Iteration 115Q (28526.830000 sec): 3 clusters Score: Raw -1643308.459303 + Penalty 4582.652788 = -1638725.806515 nChanged 4 SP:Iteration 116Q (28526.870000 sec): 3 clusters Score: Raw -1643309.331708 + Penalty 4582.652788 = -1638726.678919 nChanged 4 SP:Iteration 117Q (28526.910000 sec): 3 clusters Score: Raw -1643310.108814 + Penalty 4582.652788 = -1638727.456025 nChanged 7 SP:Iteration 118Q (28526.940000 sec): 3 clusters Score: Raw -1643311.245131 + Penalty 4582.652788 = -1638728.592343 nChanged 6 SP:Iteration 119Q (28526.980000 sec): 3 clusters Score: Raw -1643312.233438 + Penalty 4582.652788 = -1638729.580649 nChanged 5 SP:Iteration 120F (28527.020000 sec): 3 clusters Score: Raw -1643313.063866 + Penalty 4582.652788 = -1638730.411078 nChanged 6 SP:Iteration 121Q (28527.060000 sec): 3 clusters Score: Raw -1643313.685576 + Penalty 4582.652788 = -1638731.032787 nChanged 1 SP:Iteration 122Q (28527.090000 sec): 3 clusters Score: Raw -1643313.828672 + Penalty 4582.652788 = -1638731.175884 nChanged 2 SP:Iteration 123Q (28527.130000 sec): 3 clusters Score: Raw -1643314.047136 + Penalty 4582.652788 = -1638731.394348 nChanged 1 SP:Iteration 124Q (28527.170000 sec): 3 clusters Score: Raw -1643314.232430 + Penalty 4582.652788 = -1638731.579641 nChanged 1 SP:Iteration 125Q (28527.200000 sec): 3 clusters Score: Raw -1643314.488813 + Penalty 4582.652788 = -1638731.836024 nChanged 1 SP:Iteration 126Q (28527.240000 sec): 3 clusters Score: Raw -1643314.755417 + Penalty 4582.652788 = -1638732.102629 nChanged 3 SP:Iteration 127Q (28527.280000 sec): 3 clusters Score: Raw -1643315.182691 + Penalty 4582.652788 = -1638732.529902 nChanged 3 SP:Iteration 128Q (28527.310000 sec): 3 clusters Score: Raw -1643315.648671 + Penalty 4582.652788 = -1638732.995883 nChanged 4 SP:Iteration 129Q (28527.350000 sec): 3 clusters Score: Raw -1643316.507150 + Penalty 4582.652788 = -1638733.854362 nChanged 5 SP:Iteration 130Q (28527.390000 sec): 3 clusters Score: Raw -1643317.362386 + Penalty 4582.652788 = -1638734.709598 nChanged 6 SP:Iteration 131Q (28527.420000 sec): 3 clusters Score: Raw -1643318.613555 + Penalty 4582.652788 = -1638735.960767 nChanged 7 SP:Iteration 132Q (28527.460000 sec): 3 clusters Score: Raw -1643319.629747 + Penalty 4582.652788 = -1638736.976958 nChanged 1 SP:Iteration 133Q (28527.490000 sec): 3 clusters Score: Raw -1643319.861296 + Penalty 4582.652788 = -1638737.208507 nChanged 2 SP:Iteration 134Q (28527.530000 sec): 3 clusters Score: Raw -1643320.118152 + Penalty 4582.652788 = -1638737.465364 nChanged 4 SP:Iteration 135Q (28527.570000 sec): 3 clusters Score: Raw -1643320.616561 + Penalty 4582.652788 = -1638737.963773 nChanged 4 SP:Iteration 136Q (28527.610000 sec): 3 clusters Score: Raw -1643321.130598 + Penalty 4582.652788 = -1638738.477809 nChanged 2 SP:Iteration 137Q (28527.650000 sec): 3 clusters Score: Raw -1643321.401876 + Penalty 4582.652788 = -1638738.749087 nChanged 0 SP:Iteration 138F (28527.690000 sec): 3 clusters Score: Raw -1643321.401876 + Penalty 4582.652788 = -1638738.749087 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 22 (1728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28527.700000 sec): 2 clusters Score: Raw -243355.689597 + Penalty 1848.770547 = -241506.919049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28527.710000 sec): 3 clusters Score: Raw -242770.997619 + Penalty 3697.541095 = -239073.456524 nChanged 539 SP:Iteration 1F (28527.710000 sec): 3 clusters Score: Raw -243219.135794 + Penalty 3697.541095 = -239521.594699 nChanged 138 SP:Iteration 2F (28527.720000 sec): 3 clusters Score: Raw -243373.092078 + Penalty 3697.541095 = -239675.550983 nChanged 84 SP:Iteration 3Q (28527.730000 sec): 3 clusters Score: Raw -243462.021915 + Penalty 3697.541095 = -239764.480820 nChanged 44 SP:Iteration 4Q (28527.740000 sec): 3 clusters Score: Raw -243510.834728 + Penalty 3697.541095 = -239813.293633 nChanged 46 SP:Iteration 5Q (28527.740000 sec): 3 clusters Score: Raw -243570.437464 + Penalty 3697.541095 = -239872.896369 nChanged 46 SP:Iteration 6Q (28527.750000 sec): 3 clusters Score: Raw -243628.729517 + Penalty 3697.541095 = -239931.188422 nChanged 37 SP:Iteration 7Q (28527.760000 sec): 3 clusters Score: Raw -243677.712983 + Penalty 3697.541095 = -239980.171888 nChanged 37 SP:Iteration 8Q (28527.770000 sec): 3 clusters Score: Raw -243710.936634 + Penalty 3697.541095 = -240013.395539 nChanged 29 SP:Iteration 9Q (28527.770000 sec): 3 clusters Score: Raw -243740.210537 + Penalty 3697.541095 = -240042.669442 nChanged 27 SP:Iteration 10Q (28527.780000 sec): 3 clusters Score: Raw -243769.167856 + Penalty 3697.541095 = -240071.626761 nChanged 16 SP:Iteration 11Q (28527.790000 sec): 3 clusters Score: Raw -243783.053109 + Penalty 3697.541095 = -240085.512014 nChanged 16 SP:Iteration 12Q (28527.790000 sec): 3 clusters Score: Raw -243799.005124 + Penalty 3697.541095 = -240101.464029 nChanged 18 SP:Iteration 13Q (28527.800000 sec): 3 clusters Score: Raw -243820.321968 + Penalty 3697.541095 = -240122.780873 nChanged 16 SP:Iteration 14Q (28527.810000 sec): 3 clusters Score: Raw -243833.599082 + Penalty 3697.541095 = -240136.057987 nChanged 7 SP:Iteration 15Q (28527.810000 sec): 3 clusters Score: Raw -243837.567544 + Penalty 3697.541095 = -240140.026449 nChanged 7 SP:Iteration 16Q (28527.820000 sec): 3 clusters Score: Raw -243842.666276 + Penalty 3697.541095 = -240145.125181 nChanged 7 SP:Iteration 17Q (28527.830000 sec): 3 clusters Score: Raw -243849.205772 + Penalty 3697.541095 = -240151.664677 nChanged 9 SP:Iteration 18Q (28527.830000 sec): 3 clusters Score: Raw -243854.351134 + Penalty 3697.541095 = -240156.810039 nChanged 5 SP:Iteration 19Q (28527.840000 sec): 3 clusters Score: Raw -243859.328180 + Penalty 3697.541095 = -240161.787085 nChanged 4 SP:Iteration 20F (28527.850000 sec): 3 clusters Score: Raw -243861.237389 + Penalty 3697.541095 = -240163.696294 nChanged 2 SP:Iteration 21Q (28527.850000 sec): 3 clusters Score: Raw -243861.869510 + Penalty 3697.541095 = -240164.328415 nChanged 0 SP:Iteration 22F (28527.860000 sec): 3 clusters Score: Raw -243861.869510 + Penalty 3697.541095 = -240164.328415 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 23 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28527.870000 sec): 2 clusters Score: Raw -11141.881847 + Penalty 1126.737106 = -10015.144741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28527.870000 sec): 3 clusters Score: Raw -11562.374519 + Penalty 2253.474212 = -9308.900307 nChanged 3 SP:Iteration 1Q (28527.870000 sec): 3 clusters Score: Raw -11595.204871 + Penalty 2253.474212 = -9341.730659 nChanged 1 SP:Iteration 2Q (28527.870000 sec): 3 clusters Score: Raw -11609.301494 + Penalty 2253.474212 = -9355.827282 nChanged 1 SP:Iteration 3Q (28527.870000 sec): 3 clusters Score: Raw -11616.450327 + Penalty 2253.474212 = -9362.976115 nChanged 0 SP:Iteration 4F (28527.870000 sec): 3 clusters Score: Raw -11616.450327 + Penalty 2253.474212 = -9362.976115 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 24 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28527.870000 sec): 2 clusters Score: Raw -29206.375170 + Penalty 1363.297720 = -27843.077450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28527.870000 sec): 3 clusters Score: Raw -29595.555421 + Penalty 2726.595440 = -26868.959981 nChanged 52 SP:Iteration 1F (28527.870000 sec): 3 clusters Score: Raw -29883.741953 + Penalty 2726.595440 = -27157.146513 nChanged 20 SP:Iteration 2F (28527.870000 sec): 3 clusters Score: Raw -30045.492908 + Penalty 2726.595440 = -27318.897468 nChanged 7 SP:Iteration 3Q (28527.880000 sec): 3 clusters Score: Raw -30094.079118 + Penalty 2726.595440 = -27367.483678 nChanged 4 SP:Iteration 4Q (28527.880000 sec): 3 clusters Score: Raw -30144.050736 + Penalty 2726.595440 = -27417.455296 nChanged 0 SP:Iteration 5F (28527.880000 sec): 3 clusters Score: Raw -30144.050736 + Penalty 2726.595440 = -27417.455296 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 25 (692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28527.890000 sec): 2 clusters Score: Raw -104811.985901 + Penalty 1621.817317 = -103190.168584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28527.890000 sec): 3 clusters Score: Raw -104758.931766 + Penalty 3243.634634 = -101515.297132 nChanged 173 SP:Iteration 1F (28527.890000 sec): 3 clusters Score: Raw -105100.105706 + Penalty 3243.634634 = -101856.471072 nChanged 55 SP:Iteration 2F (28527.890000 sec): 3 clusters Score: Raw -105248.487617 + Penalty 3243.634634 = -102004.852983 nChanged 38 SP:Iteration 3F (28527.900000 sec): 3 clusters Score: Raw -105377.770318 + Penalty 3243.634634 = -102134.135684 nChanged 35 SP:Iteration 4F (28527.900000 sec): 3 clusters Score: Raw -105489.538888 + Penalty 3243.634634 = -102245.904254 nChanged 24 SP:Iteration 5Q (28527.900000 sec): 3 clusters Score: Raw -105550.237608 + Penalty 3243.634634 = -102306.602974 nChanged 14 SP:Iteration 6Q (28527.910000 sec): 3 clusters Score: Raw -105592.453456 + Penalty 3243.634634 = -102348.818822 nChanged 11 SP:Iteration 7Q (28527.910000 sec): 3 clusters Score: Raw -105621.559281 + Penalty 3243.634634 = -102377.924647 nChanged 10 SP:Iteration 8Q (28527.910000 sec): 3 clusters Score: Raw -105645.820510 + Penalty 3243.634634 = -102402.185876 nChanged 6 SP:Iteration 9Q (28527.910000 sec): 3 clusters Score: Raw -105677.036539 + Penalty 3243.634634 = -102433.401905 nChanged 6 SP:Iteration 10Q (28527.910000 sec): 3 clusters Score: Raw -105720.944895 + Penalty 3243.634634 = -102477.310261 nChanged 10 SP:Iteration 11Q (28527.920000 sec): 3 clusters Score: Raw -105752.140376 + Penalty 3243.634634 = -102508.505742 nChanged 9 SP:Iteration 12Q (28527.920000 sec): 3 clusters Score: Raw -105787.538977 + Penalty 3243.634634 = -102543.904343 nChanged 9 SP:Iteration 13Q (28527.920000 sec): 3 clusters Score: Raw -105811.434613 + Penalty 3243.634634 = -102567.799979 nChanged 6 SP:Iteration 14Q (28527.930000 sec): 3 clusters Score: Raw -105840.454968 + Penalty 3243.634634 = -102596.820334 nChanged 5 SP:Iteration 15Q (28527.930000 sec): 3 clusters Score: Raw -105853.411013 + Penalty 3243.634634 = -102609.776379 nChanged 7 SP:Iteration 16Q (28527.930000 sec): 3 clusters Score: Raw -105876.307745 + Penalty 3243.634634 = -102632.673111 nChanged 8 SP:Iteration 17Q (28527.930000 sec): 3 clusters Score: Raw -105906.710375 + Penalty 3243.634634 = -102663.075741 nChanged 6 SP:Iteration 18Q (28527.930000 sec): 3 clusters Score: Raw -105930.722996 + Penalty 3243.634634 = -102687.088362 nChanged 7 SP:Iteration 19Q (28527.930000 sec): 3 clusters Score: Raw -105972.168294 + Penalty 3243.634634 = -102728.533660 nChanged 8 SP:Iteration 20F (28527.940000 sec): 3 clusters Score: Raw -106023.243457 + Penalty 3243.634634 = -102779.608823 nChanged 4 SP:Iteration 21Q (28527.940000 sec): 3 clusters Score: Raw -106046.274330 + Penalty 3243.634634 = -102802.639696 nChanged 5 SP:Iteration 22Q (28527.940000 sec): 3 clusters Score: Raw -106063.110900 + Penalty 3243.634634 = -102819.476266 nChanged 3 SP:Iteration 23Q (28527.950000 sec): 3 clusters Score: Raw -106073.601756 + Penalty 3243.634634 = -102829.967122 nChanged 4 SP:Iteration 24Q (28527.950000 sec): 3 clusters Score: Raw -106090.303759 + Penalty 3243.634634 = -102846.669125 nChanged 2 SP:Iteration 25Q (28527.950000 sec): 3 clusters Score: Raw -106093.687777 + Penalty 3243.634634 = -102850.053143 nChanged 0 SP:Iteration 26F (28527.950000 sec): 3 clusters Score: Raw -106093.687777 + Penalty 3243.634634 = -102850.053143 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 26 (10952 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28528.000000 sec): 2 clusters Score: Raw -1764478.020413 + Penalty 2306.716787 = -1762171.303626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28528.040000 sec): 3 clusters Score: Raw -1758457.308311 + Penalty 4613.433574 = -1753843.874737 nChanged 4628 SP:Iteration 1F (28528.080000 sec): 3 clusters Score: Raw -1760903.267744 + Penalty 4613.433574 = -1756289.834170 nChanged 671 SP:Iteration 2F (28528.130000 sec): 3 clusters Score: Raw -1761207.992443 + Penalty 4613.433574 = -1756594.558869 nChanged 548 SP:Iteration 3F (28528.170000 sec): 3 clusters Score: Raw -1761437.379860 + Penalty 4613.433574 = -1756823.946286 nChanged 431 SP:Iteration 4Q (28528.210000 sec): 3 clusters Score: Raw -1761620.777067 + Penalty 4613.433574 = -1757007.343493 nChanged 417 SP:Iteration 5Q (28528.260000 sec): 3 clusters Score: Raw -1761802.410273 + Penalty 4613.433574 = -1757188.976699 nChanged 355 SP:Iteration 6Q (28528.300000 sec): 3 clusters Score: Raw -1761946.772025 + Penalty 4613.433574 = -1757333.338451 nChanged 330 SP:Iteration 7Q (28528.340000 sec): 3 clusters Score: Raw -1762078.006641 + Penalty 4613.433574 = -1757464.573067 nChanged 307 SP:Iteration 8Q (28528.390000 sec): 3 clusters Score: Raw -1762202.384863 + Penalty 4613.433574 = -1757588.951289 nChanged 327 SP:Iteration 9Q (28528.430000 sec): 3 clusters Score: Raw -1762349.278100 + Penalty 4613.433574 = -1757735.844526 nChanged 362 SP:Iteration 10Q (28528.470000 sec): 3 clusters Score: Raw -1762514.447846 + Penalty 4613.433574 = -1757901.014272 nChanged 353 SP:Iteration 11Q (28528.510000 sec): 3 clusters Score: Raw -1762688.808259 + Penalty 4613.433574 = -1758075.374685 nChanged 370 SP:Iteration 12Q (28528.560000 sec): 3 clusters Score: Raw -1762871.474540 + Penalty 4613.433574 = -1758258.040966 nChanged 340 SP:Iteration 13Q (28528.600000 sec): 3 clusters Score: Raw -1763051.850279 + Penalty 4613.433574 = -1758438.416705 nChanged 333 SP:Iteration 14Q (28528.650000 sec): 3 clusters Score: Raw -1763253.136167 + Penalty 4613.433574 = -1758639.702593 nChanged 361 SP:Iteration 15Q (28528.690000 sec): 3 clusters Score: Raw -1763469.822696 + Penalty 4613.433574 = -1758856.389122 nChanged 316 SP:Iteration 16Q (28528.730000 sec): 3 clusters Score: Raw -1763640.922259 + Penalty 4613.433574 = -1759027.488685 nChanged 275 SP:Iteration 17Q (28528.770000 sec): 3 clusters Score: Raw -1763787.125459 + Penalty 4613.433574 = -1759173.691885 nChanged 242 SP:Iteration 18Q (28528.810000 sec): 3 clusters Score: Raw -1763901.903157 + Penalty 4613.433574 = -1759288.469583 nChanged 213 SP:Iteration 19Q (28528.860000 sec): 3 clusters Score: Raw -1764001.116037 + Penalty 4613.433574 = -1759387.682463 nChanged 172 SP:Iteration 20F (28528.900000 sec): 3 clusters Score: Raw -1764069.476860 + Penalty 4613.433574 = -1759456.043286 nChanged 122 SP:Iteration 21Q (28528.940000 sec): 3 clusters Score: Raw -1764112.357759 + Penalty 4613.433574 = -1759498.924185 nChanged 105 SP:Iteration 22Q (28528.980000 sec): 3 clusters Score: Raw -1764150.455288 + Penalty 4613.433574 = -1759537.021714 nChanged 106 SP:Iteration 23Q (28529.020000 sec): 3 clusters Score: Raw -1764191.639759 + Penalty 4613.433574 = -1759578.206185 nChanged 108 SP:Iteration 24Q (28529.060000 sec): 3 clusters Score: Raw -1764231.569211 + Penalty 4613.433574 = -1759618.135637 nChanged 99 SP:Iteration 25Q (28529.100000 sec): 3 clusters Score: Raw -1764269.112631 + Penalty 4613.433574 = -1759655.679057 nChanged 96 SP:Iteration 26Q (28529.140000 sec): 3 clusters Score: Raw -1764302.992489 + Penalty 4613.433574 = -1759689.558915 nChanged 90 SP:Iteration 27Q (28529.180000 sec): 3 clusters Score: Raw -1764332.108294 + Penalty 4613.433574 = -1759718.674720 nChanged 85 SP:Iteration 28Q (28529.220000 sec): 3 clusters Score: Raw -1764360.424989 + Penalty 4613.433574 = -1759746.991415 nChanged 66 SP:Iteration 29Q (28529.260000 sec): 3 clusters Score: Raw -1764379.441283 + Penalty 4613.433574 = -1759766.007709 nChanged 60 SP:Iteration 30Q (28529.300000 sec): 3 clusters Score: Raw -1764395.306409 + Penalty 4613.433574 = -1759781.872835 nChanged 47 SP:Iteration 31Q (28529.340000 sec): 3 clusters Score: Raw -1764408.521563 + Penalty 4613.433574 = -1759795.087989 nChanged 51 SP:Iteration 32Q (28529.380000 sec): 3 clusters Score: Raw -1764421.501918 + Penalty 4613.433574 = -1759808.068344 nChanged 54 SP:Iteration 33Q (28529.420000 sec): 3 clusters Score: Raw -1764439.297412 + Penalty 4613.433574 = -1759825.863838 nChanged 54 SP:Iteration 34Q (28529.460000 sec): 3 clusters Score: Raw -1764454.771801 + Penalty 4613.433574 = -1759841.338227 nChanged 54 SP:Iteration 35Q (28529.500000 sec): 3 clusters Score: Raw -1764469.701804 + Penalty 4613.433574 = -1759856.268230 nChanged 53 SP:Iteration 36Q (28529.540000 sec): 3 clusters Score: Raw -1764486.137766 + Penalty 4613.433574 = -1759872.704192 nChanged 54 SP:Iteration 37Q (28529.580000 sec): 3 clusters Score: Raw -1764503.675454 + Penalty 4613.433574 = -1759890.241880 nChanged 51 SP:Iteration 38Q (28529.610000 sec): 3 clusters Score: Raw -1764517.887102 + Penalty 4613.433574 = -1759904.453528 nChanged 47 SP:Iteration 39Q (28529.650000 sec): 3 clusters Score: Raw -1764532.388528 + Penalty 4613.433574 = -1759918.954954 nChanged 42 SP:Iteration 40F (28529.690000 sec): 3 clusters Score: Raw -1764548.555492 + Penalty 4613.433574 = -1759935.121918 nChanged 53 SP:Iteration 41Q (28529.730000 sec): 3 clusters Score: Raw -1764568.359918 + Penalty 4613.433574 = -1759954.926344 nChanged 41 SP:Iteration 42Q (28529.770000 sec): 3 clusters Score: Raw -1764579.492771 + Penalty 4613.433574 = -1759966.059197 nChanged 33 SP:Iteration 43Q (28529.810000 sec): 3 clusters Score: Raw -1764588.474390 + Penalty 4613.433574 = -1759975.040816 nChanged 40 SP:Iteration 44Q (28529.840000 sec): 3 clusters Score: Raw -1764600.924307 + Penalty 4613.433574 = -1759987.490733 nChanged 34 SP:Iteration 45Q (28529.880000 sec): 3 clusters Score: Raw -1764611.550556 + Penalty 4613.433574 = -1759998.116982 nChanged 39 SP:Iteration 46Q (28529.920000 sec): 3 clusters Score: Raw -1764623.233909 + Penalty 4613.433574 = -1760009.800335 nChanged 42 SP:Iteration 47Q (28529.960000 sec): 3 clusters Score: Raw -1764634.026261 + Penalty 4613.433574 = -1760020.592687 nChanged 27 SP:Iteration 48Q (28529.990000 sec): 3 clusters Score: Raw -1764642.247163 + Penalty 4613.433574 = -1760028.813589 nChanged 30 SP:Iteration 49Q (28530.030000 sec): 3 clusters Score: Raw -1764650.123588 + Penalty 4613.433574 = -1760036.690014 nChanged 21 SP:Iteration 50Q (28530.070000 sec): 3 clusters Score: Raw -1764655.722361 + Penalty 4613.433574 = -1760042.288787 nChanged 23 SP:Iteration 51Q (28530.100000 sec): 3 clusters Score: Raw -1764662.130763 + Penalty 4613.433574 = -1760048.697189 nChanged 19 SP:Iteration 52Q (28530.140000 sec): 3 clusters Score: Raw -1764667.803178 + Penalty 4613.433574 = -1760054.369604 nChanged 16 SP:Iteration 53Q (28530.180000 sec): 3 clusters Score: Raw -1764671.431302 + Penalty 4613.433574 = -1760057.997728 nChanged 18 SP:Iteration 54Q (28530.220000 sec): 3 clusters Score: Raw -1764676.802098 + Penalty 4613.433574 = -1760063.368524 nChanged 21 SP:Iteration 55Q (28530.250000 sec): 3 clusters Score: Raw -1764682.653107 + Penalty 4613.433574 = -1760069.219533 nChanged 14 SP:Iteration 56Q (28530.290000 sec): 3 clusters Score: Raw -1764686.244847 + Penalty 4613.433574 = -1760072.811273 nChanged 14 SP:Iteration 57Q (28530.320000 sec): 3 clusters Score: Raw -1764690.085562 + Penalty 4613.433574 = -1760076.651988 nChanged 15 SP:Iteration 58Q (28530.360000 sec): 3 clusters Score: Raw -1764694.715622 + Penalty 4613.433574 = -1760081.282048 nChanged 13 SP:Iteration 59Q (28530.400000 sec): 3 clusters Score: Raw -1764697.853323 + Penalty 4613.433574 = -1760084.419749 nChanged 12 SP:Iteration 60F (28530.440000 sec): 3 clusters Score: Raw -1764701.503706 + Penalty 4613.433574 = -1760088.070132 nChanged 16 SP:Iteration 61Q (28530.480000 sec): 3 clusters Score: Raw -1764706.082550 + Penalty 4613.433574 = -1760092.648976 nChanged 15 SP:Iteration 62Q (28530.510000 sec): 3 clusters Score: Raw -1764709.653947 + Penalty 4613.433574 = -1760096.220373 nChanged 13 SP:Iteration 63Q (28530.550000 sec): 3 clusters Score: Raw -1764713.629523 + Penalty 4613.433574 = -1760100.195949 nChanged 11 SP:Iteration 64Q (28530.580000 sec): 3 clusters Score: Raw -1764717.390101 + Penalty 4613.433574 = -1760103.956527 nChanged 8 SP:Iteration 65Q (28530.620000 sec): 3 clusters Score: Raw -1764719.557886 + Penalty 4613.433574 = -1760106.124312 nChanged 8 SP:Iteration 66Q (28530.660000 sec): 3 clusters Score: Raw -1764721.227554 + Penalty 4613.433574 = -1760107.793980 nChanged 8 SP:Iteration 67Q (28530.690000 sec): 3 clusters Score: Raw -1764722.938365 + Penalty 4613.433574 = -1760109.504791 nChanged 8 SP:Iteration 68Q (28530.730000 sec): 3 clusters Score: Raw -1764725.958617 + Penalty 4613.433574 = -1760112.525042 nChanged 10 SP:Iteration 69Q (28530.760000 sec): 3 clusters Score: Raw -1764729.820405 + Penalty 4613.433574 = -1760116.386831 nChanged 12 SP:Iteration 70Q (28530.800000 sec): 3 clusters Score: Raw -1764734.136190 + Penalty 4613.433574 = -1760120.702616 nChanged 14 SP:Iteration 71Q (28530.840000 sec): 3 clusters Score: Raw -1764740.248188 + Penalty 4613.433574 = -1760126.814614 nChanged 13 SP:Iteration 72Q (28530.870000 sec): 3 clusters Score: Raw -1764745.294611 + Penalty 4613.433574 = -1760131.861037 nChanged 13 SP:Iteration 73Q (28530.910000 sec): 3 clusters Score: Raw -1764750.398853 + Penalty 4613.433574 = -1760136.965278 nChanged 11 SP:Iteration 74Q (28530.940000 sec): 3 clusters Score: Raw -1764754.843380 + Penalty 4613.433574 = -1760141.409806 nChanged 12 SP:Iteration 75Q (28530.980000 sec): 3 clusters Score: Raw -1764761.553512 + Penalty 4613.433574 = -1760148.119938 nChanged 13 SP:Iteration 76Q (28531.020000 sec): 3 clusters Score: Raw -1764764.714998 + Penalty 4613.433574 = -1760151.281423 nChanged 7 SP:Iteration 77Q (28531.050000 sec): 3 clusters Score: Raw -1764765.750559 + Penalty 4613.433574 = -1760152.316985 nChanged 1 SP:Iteration 78Q (28531.080000 sec): 3 clusters Score: Raw -1764765.946804 + Penalty 4613.433574 = -1760152.513230 nChanged 1 SP:Iteration 79Q (28531.120000 sec): 3 clusters Score: Raw -1764766.232957 + Penalty 4613.433574 = -1760152.799383 nChanged 2 SP:Iteration 80F (28531.160000 sec): 3 clusters Score: Raw -1764766.997573 + Penalty 4613.433574 = -1760153.563999 nChanged 1 SP:Iteration 81Q (28531.200000 sec): 3 clusters Score: Raw -1764767.335230 + Penalty 4613.433574 = -1760153.901656 nChanged 0 SP:Iteration 82F (28531.240000 sec): 3 clusters Score: Raw -1764767.335230 + Penalty 4613.433574 = -1760153.901656 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 27 (17317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28531.310000 sec): 2 clusters Score: Raw -2695138.304073 + Penalty 2420.342101 = -2692717.961972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28531.380000 sec): 3 clusters Score: Raw -2685196.017227 + Penalty 4840.684203 = -2680355.333025 nChanged 7541 SP:Iteration 1F (28531.440000 sec): 3 clusters Score: Raw -2689438.187035 + Penalty 4840.684203 = -2684597.502832 nChanged 1098 SP:Iteration 2F (28531.520000 sec): 3 clusters Score: Raw -2689980.004128 + Penalty 4840.684203 = -2685139.319926 nChanged 968 SP:Iteration 3F (28531.580000 sec): 3 clusters Score: Raw -2690472.576685 + Penalty 4840.684203 = -2685631.892482 nChanged 889 SP:Iteration 4F (28531.650000 sec): 3 clusters Score: Raw -2690925.645760 + Penalty 4840.684203 = -2686084.961557 nChanged 881 SP:Iteration 5F (28531.720000 sec): 3 clusters Score: Raw -2691373.264302 + Penalty 4840.684203 = -2686532.580099 nChanged 842 SP:Iteration 6Q (28531.790000 sec): 3 clusters Score: Raw -2691847.554932 + Penalty 4840.684203 = -2687006.870729 nChanged 858 SP:Iteration 7Q (28531.860000 sec): 3 clusters Score: Raw -2692371.541594 + Penalty 4840.684203 = -2687530.857391 nChanged 871 SP:Iteration 8F (28531.930000 sec): 3 clusters Score: Raw -2692922.537558 + Penalty 4840.684203 = -2688081.853355 nChanged 803 SP:Iteration 9Q (28532.000000 sec): 3 clusters Score: Raw -2693474.473339 + Penalty 4840.684203 = -2688633.789137 nChanged 710 SP:Iteration 10Q (28532.070000 sec): 3 clusters Score: Raw -2693985.339228 + Penalty 4840.684203 = -2689144.655025 nChanged 587 SP:Iteration 11Q (28532.130000 sec): 3 clusters Score: Raw -2694411.920471 + Penalty 4840.684203 = -2689571.236268 nChanged 479 SP:Iteration 12Q (28532.200000 sec): 3 clusters Score: Raw -2694757.970939 + Penalty 4840.684203 = -2689917.286736 nChanged 370 SP:Iteration 13Q (28532.260000 sec): 3 clusters Score: Raw -2695025.219081 + Penalty 4840.684203 = -2690184.534879 nChanged 260 SP:Iteration 14Q (28532.320000 sec): 3 clusters Score: Raw -2695216.555551 + Penalty 4840.684203 = -2690375.871349 nChanged 183 SP:Iteration 15Q (28532.380000 sec): 3 clusters Score: Raw -2695348.273633 + Penalty 4840.684203 = -2690507.589431 nChanged 129 SP:Iteration 16Q (28532.440000 sec): 3 clusters Score: Raw -2695432.610027 + Penalty 4840.684203 = -2690591.925824 nChanged 90 SP:Iteration 17Q (28532.500000 sec): 3 clusters Score: Raw -2695482.644971 + Penalty 4840.684203 = -2690641.960768 nChanged 67 SP:Iteration 18Q (28532.550000 sec): 3 clusters Score: Raw -2695520.804579 + Penalty 4840.684203 = -2690680.120376 nChanged 47 SP:Iteration 19Q (28532.610000 sec): 3 clusters Score: Raw -2695548.434045 + Penalty 4840.684203 = -2690707.749842 nChanged 33 SP:Iteration 20F (28532.670000 sec): 3 clusters Score: Raw -2695566.140994 + Penalty 4840.684203 = -2690725.456792 nChanged 25 SP:Iteration 21Q (28532.730000 sec): 3 clusters Score: Raw -2695583.073138 + Penalty 4840.684203 = -2690742.388935 nChanged 22 SP:Iteration 22Q (28532.780000 sec): 3 clusters Score: Raw -2695596.657799 + Penalty 4840.684203 = -2690755.973596 nChanged 16 SP:Iteration 23Q (28532.840000 sec): 3 clusters Score: Raw -2695603.919272 + Penalty 4840.684203 = -2690763.235069 nChanged 14 SP:Iteration 24Q (28532.890000 sec): 3 clusters Score: Raw -2695610.864643 + Penalty 4840.684203 = -2690770.180440 nChanged 13 SP:Iteration 25Q (28532.950000 sec): 3 clusters Score: Raw -2695616.215551 + Penalty 4840.684203 = -2690775.531348 nChanged 11 SP:Iteration 26Q (28533.000000 sec): 3 clusters Score: Raw -2695620.977899 + Penalty 4840.684203 = -2690780.293697 nChanged 5 SP:Iteration 27Q (28533.050000 sec): 3 clusters Score: Raw -2695623.353229 + Penalty 4840.684203 = -2690782.669026 nChanged 4 SP:Iteration 28Q (28533.110000 sec): 3 clusters Score: Raw -2695625.029987 + Penalty 4840.684203 = -2690784.345784 nChanged 10 SP:Iteration 29Q (28533.160000 sec): 3 clusters Score: Raw -2695629.184331 + Penalty 4840.684203 = -2690788.500129 nChanged 2 SP:Iteration 30Q (28533.210000 sec): 3 clusters Score: Raw -2695629.968490 + Penalty 4840.684203 = -2690789.284288 nChanged 5 SP:Iteration 31Q (28533.270000 sec): 3 clusters Score: Raw -2695632.227428 + Penalty 4840.684203 = -2690791.543225 nChanged 3 SP:Iteration 32Q (28533.320000 sec): 3 clusters Score: Raw -2695633.859064 + Penalty 4840.684203 = -2690793.174861 nChanged 3 SP:Iteration 33Q (28533.370000 sec): 3 clusters Score: Raw -2695635.689672 + Penalty 4840.684203 = -2690795.005469 nChanged 3 SP:Iteration 34Q (28533.430000 sec): 3 clusters Score: Raw -2695637.257644 + Penalty 4840.684203 = -2690796.573441 nChanged 4 SP:Iteration 35Q (28533.480000 sec): 3 clusters Score: Raw -2695639.122593 + Penalty 4840.684203 = -2690798.438390 nChanged 3 SP:Iteration 36Q (28533.530000 sec): 3 clusters Score: Raw -2695639.820340 + Penalty 4840.684203 = -2690799.136138 nChanged 2 SP:Iteration 37Q (28533.590000 sec): 3 clusters Score: Raw -2695640.758384 + Penalty 4840.684203 = -2690800.074182 nChanged 2 SP:Iteration 38Q (28533.640000 sec): 3 clusters Score: Raw -2695641.991810 + Penalty 4840.684203 = -2690801.307607 nChanged 3 SP:Iteration 39Q (28533.690000 sec): 3 clusters Score: Raw -2695644.053248 + Penalty 4840.684203 = -2690803.369045 nChanged 3 SP:Iteration 40F (28533.760000 sec): 3 clusters Score: Raw -2695645.837198 + Penalty 4840.684203 = -2690805.152995 nChanged 1 SP:Iteration 41Q (28533.810000 sec): 3 clusters Score: Raw -2695646.379949 + Penalty 4840.684203 = -2690805.695746 nChanged 1 SP:Iteration 42Q (28533.870000 sec): 3 clusters Score: Raw -2695646.603578 + Penalty 4840.684203 = -2690805.919376 nChanged 0 SP:Iteration 43F (28533.930000 sec): 3 clusters Score: Raw -2695646.603578 + Penalty 4840.684203 = -2690805.919376 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 28 (399468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28535.350000 sec): 2 clusters Score: Raw -64268933.289079 + Penalty 3198.676457 = -64265734.612622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28536.990000 sec): 3 clusters Score: Raw -64002762.231103 + Penalty 6397.352915 = -63996364.878188 nChanged 194586 SP:Iteration 1F (28538.630000 sec): 3 clusters Score: Raw -64121457.953340 + Penalty 6397.352915 = -64115060.600426 nChanged 12894 SP:Iteration 2Q (28540.300000 sec): 3 clusters Score: Raw -64125567.522984 + Penalty 6397.352915 = -64119170.170070 nChanged 15398 SP:Iteration 3Q (28541.970000 sec): 3 clusters Score: Raw -64131478.784192 + Penalty 6397.352915 = -64125081.431277 nChanged 17947 SP:Iteration 4Q (28543.630000 sec): 3 clusters Score: Raw -64139221.336071 + Penalty 6397.352915 = -64132823.983156 nChanged 20017 SP:Iteration 5F (28545.260000 sec): 3 clusters Score: Raw -64148666.493423 + Penalty 6397.352915 = -64142269.140508 nChanged 21608 SP:Iteration 6F (28546.890000 sec): 3 clusters Score: Raw -64159826.861228 + Penalty 6397.352915 = -64153429.508313 nChanged 22633 SP:Iteration 7F (28548.520000 sec): 3 clusters Score: Raw -64172777.463971 + Penalty 6397.352915 = -64166380.111056 nChanged 23842 SP:Iteration 8F (28550.150000 sec): 3 clusters Score: Raw -64188514.186756 + Penalty 6397.352915 = -64182116.833842 nChanged 24561 SP:Iteration 9F (28551.790000 sec): 3 clusters Score: Raw -64207770.640967 + Penalty 6397.352915 = -64201373.288052 nChanged 22654 SP:Iteration 10F (28553.420000 sec): 3 clusters Score: Raw -64229068.307006 + Penalty 6397.352915 = -64222670.954092 nChanged 18343 SP:Iteration 11Q (28554.980000 sec): 3 clusters Score: Raw -64248552.530171 + Penalty 6397.352915 = -64242155.177256 nChanged 12582 SP:Iteration 12Q (28556.430000 sec): 3 clusters Score: Raw -64260070.002773 + Penalty 6397.352915 = -64253672.649858 nChanged 7858 SP:Iteration 13Q (28557.810000 sec): 3 clusters Score: Raw -64264904.008681 + Penalty 6397.352915 = -64258506.655767 nChanged 4745 SP:Iteration 14Q (28559.130000 sec): 3 clusters Score: Raw -64266833.672471 + Penalty 6397.352915 = -64260436.319556 nChanged 3048 SP:Iteration 15Q (28560.430000 sec): 3 clusters Score: Raw -64267701.339741 + Penalty 6397.352915 = -64261303.986827 nChanged 2034 SP:Iteration 16Q (28561.740000 sec): 3 clusters Score: Raw -64268104.109488 + Penalty 6397.352915 = -64261706.756573 nChanged 1434 SP:Iteration 17Q (28563.020000 sec): 3 clusters Score: Raw -64268319.527933 + Penalty 6397.352915 = -64261922.175019 nChanged 1015 SP:Iteration 18Q (28564.320000 sec): 3 clusters Score: Raw -64268439.898969 + Penalty 6397.352915 = -64262042.546054 nChanged 769 SP:Iteration 19Q (28565.600000 sec): 3 clusters Score: Raw -64268514.502026 + Penalty 6397.352915 = -64262117.149111 nChanged 586 SP:Iteration 20F (28567.220000 sec): 3 clusters Score: Raw -64268560.672209 + Penalty 6397.352915 = -64262163.319295 nChanged 494 SP:Iteration 21Q (28568.510000 sec): 3 clusters Score: Raw -64268594.507925 + Penalty 6397.352915 = -64262197.155011 nChanged 438 SP:Iteration 22Q (28569.790000 sec): 3 clusters Score: Raw -64268618.689719 + Penalty 6397.352915 = -64262221.336804 nChanged 372 SP:Iteration 23Q (28571.060000 sec): 3 clusters Score: Raw -64268636.511089 + Penalty 6397.352915 = -64262239.158174 nChanged 310 SP:Iteration 24Q (28572.350000 sec): 3 clusters Score: Raw -64268650.512548 + Penalty 6397.352915 = -64262253.159633 nChanged 276 SP:Iteration 25Q (28573.640000 sec): 3 clusters Score: Raw -64268662.488593 + Penalty 6397.352915 = -64262265.135679 nChanged 265 SP:Iteration 26Q (28574.930000 sec): 3 clusters Score: Raw -64268673.026991 + Penalty 6397.352915 = -64262275.674076 nChanged 256 SP:Iteration 27Q (28576.200000 sec): 3 clusters Score: Raw -64268682.505177 + Penalty 6397.352915 = -64262285.152263 nChanged 217 SP:Iteration 28Q (28577.460000 sec): 3 clusters Score: Raw -64268689.810364 + Penalty 6397.352915 = -64262292.457449 nChanged 188 SP:Iteration 29Q (28578.730000 sec): 3 clusters Score: Raw -64268694.999571 + Penalty 6397.352915 = -64262297.646656 nChanged 176 SP:Iteration 30Q (28580.000000 sec): 3 clusters Score: Raw -64268699.890232 + Penalty 6397.352915 = -64262302.537317 nChanged 152 SP:Iteration 31Q (28581.300000 sec): 3 clusters Score: Raw -64268703.840131 + Penalty 6397.352915 = -64262306.487217 nChanged 145 SP:Iteration 32Q (28582.580000 sec): 3 clusters Score: Raw -64268707.273614 + Penalty 6397.352915 = -64262309.920699 nChanged 142 SP:Iteration 33Q (28583.860000 sec): 3 clusters Score: Raw -64268710.734608 + Penalty 6397.352915 = -64262313.381693 nChanged 122 SP:Iteration 34Q (28585.140000 sec): 3 clusters Score: Raw -64268713.206179 + Penalty 6397.352915 = -64262315.853264 nChanged 107 SP:Iteration 35Q (28586.420000 sec): 3 clusters Score: Raw -64268715.543635 + Penalty 6397.352915 = -64262318.190721 nChanged 104 SP:Iteration 36Q (28587.720000 sec): 3 clusters Score: Raw -64268717.474312 + Penalty 6397.352915 = -64262320.121397 nChanged 82 SP:Iteration 37Q (28588.990000 sec): 3 clusters Score: Raw -64268718.758864 + Penalty 6397.352915 = -64262321.405949 nChanged 74 SP:Iteration 38Q (28590.270000 sec): 3 clusters Score: Raw -64268719.921126 + Penalty 6397.352915 = -64262322.568211 nChanged 55 SP:Iteration 39Q (28591.550000 sec): 3 clusters Score: Raw -64268720.822587 + Penalty 6397.352915 = -64262323.469673 nChanged 49 SP:Iteration 40F (28593.170000 sec): 3 clusters Score: Raw -64268721.571930 + Penalty 6397.352915 = -64262324.219015 nChanged 41 SP:Iteration 41Q (28594.430000 sec): 3 clusters Score: Raw -64268722.107604 + Penalty 6397.352915 = -64262324.754689 nChanged 27 SP:Iteration 42Q (28595.690000 sec): 3 clusters Score: Raw -64268722.503168 + Penalty 6397.352915 = -64262325.150253 nChanged 24 SP:Iteration 43Q (28596.960000 sec): 3 clusters Score: Raw -64268722.759288 + Penalty 6397.352915 = -64262325.406374 nChanged 20 SP:Iteration 44Q (28598.230000 sec): 3 clusters Score: Raw -64268723.022660 + Penalty 6397.352915 = -64262325.669745 nChanged 23 SP:Iteration 45Q (28599.490000 sec): 3 clusters Score: Raw -64268723.371733 + Penalty 6397.352915 = -64262326.018819 nChanged 16 SP:Iteration 46Q (28600.760000 sec): 3 clusters Score: Raw -64268723.638835 + Penalty 6397.352915 = -64262326.285920 nChanged 20 SP:Iteration 47Q (28602.020000 sec): 3 clusters Score: Raw -64268723.883376 + Penalty 6397.352915 = -64262326.530461 nChanged 23 SP:Iteration 48Q (28603.290000 sec): 3 clusters Score: Raw -64268724.166402 + Penalty 6397.352915 = -64262326.813487 nChanged 17 SP:Iteration 49Q (28604.550000 sec): 3 clusters Score: Raw -64268724.339331 + Penalty 6397.352915 = -64262326.986416 nChanged 17 SP:Iteration 50Q (28605.820000 sec): 3 clusters Score: Raw -64268724.516591 + Penalty 6397.352915 = -64262327.163676 nChanged 13 SP:Iteration 51Q (28607.080000 sec): 3 clusters Score: Raw -64268724.653050 + Penalty 6397.352915 = -64262327.300135 nChanged 13 SP:Iteration 52Q (28608.350000 sec): 3 clusters Score: Raw -64268724.776467 + Penalty 6397.352915 = -64262327.423552 nChanged 12 SP:Iteration 53Q (28609.610000 sec): 3 clusters Score: Raw -64268724.920412 + Penalty 6397.352915 = -64262327.567498 nChanged 13 SP:Iteration 54Q (28610.870000 sec): 3 clusters Score: Raw -64268725.092962 + Penalty 6397.352915 = -64262327.740047 nChanged 18 SP:Iteration 55Q (28612.140000 sec): 3 clusters Score: Raw -64268725.271949 + Penalty 6397.352915 = -64262327.919035 nChanged 10 SP:Iteration 56Q (28613.400000 sec): 3 clusters Score: Raw -64268725.369694 + Penalty 6397.352915 = -64262328.016779 nChanged 8 SP:Iteration 57Q (28614.670000 sec): 3 clusters Score: Raw -64268725.415128 + Penalty 6397.352915 = -64262328.062213 nChanged 5 SP:Iteration 58Q (28615.970000 sec): 3 clusters Score: Raw -64268725.456369 + Penalty 6397.352915 = -64262328.103454 nChanged 2 SP:Iteration 59Q (28617.250000 sec): 3 clusters Score: Raw -64268725.482067 + Penalty 6397.352915 = -64262328.129153 nChanged 3 SP:Iteration 60F (28618.880000 sec): 3 clusters Score: Raw -64268725.509291 + Penalty 6397.352915 = -64262328.156376 nChanged 1 SP:Iteration 61Q (28620.150000 sec): 3 clusters Score: Raw -64268725.516141 + Penalty 6397.352915 = -64262328.163226 nChanged 1 SP:Iteration 62Q (28621.410000 sec): 3 clusters Score: Raw -64268725.526773 + Penalty 6397.352915 = -64262328.173858 nChanged 1 SP:Iteration 63Q (28622.670000 sec): 3 clusters Score: Raw -64268725.533421 + Penalty 6397.352915 = -64262328.180507 nChanged 1 SP:Iteration 64Q (28623.940000 sec): 3 clusters Score: Raw -64268725.537949 + Penalty 6397.352915 = -64262328.185034 nChanged 3 SP:Iteration 65Q (28625.200000 sec): 3 clusters Score: Raw -64268725.567676 + Penalty 6397.352915 = -64262328.214761 nChanged 6 SP:Iteration 66Q (28626.470000 sec): 3 clusters Score: Raw -64268725.611033 + Penalty 6397.352915 = -64262328.258118 nChanged 3 SP:Iteration 67Q (28627.740000 sec): 3 clusters Score: Raw -64268725.644598 + Penalty 6397.352915 = -64262328.291684 nChanged 2 SP:Iteration 68Q (28629.000000 sec): 3 clusters Score: Raw -64268725.661273 + Penalty 6397.352915 = -64262328.308358 nChanged 1 SP:Iteration 69Q (28630.260000 sec): 3 clusters Score: Raw -64268725.671703 + Penalty 6397.352915 = -64262328.318788 nChanged 1 SP:Iteration 70Q (28631.530000 sec): 3 clusters Score: Raw -64268725.677413 + Penalty 6397.352915 = -64262328.324498 nChanged 2 SP:Iteration 71Q (28632.790000 sec): 3 clusters Score: Raw -64268725.692223 + Penalty 6397.352915 = -64262328.339308 nChanged 2 SP:Iteration 72Q (28634.060000 sec): 3 clusters Score: Raw -64268725.704104 + Penalty 6397.352915 = -64262328.351189 nChanged 2 SP:Iteration 73Q (28635.320000 sec): 3 clusters Score: Raw -64268725.720055 + Penalty 6397.352915 = -64262328.367140 nChanged 3 SP:Iteration 74Q (28636.580000 sec): 3 clusters Score: Raw -64268725.750498 + Penalty 6397.352915 = -64262328.397583 nChanged 5 SP:Iteration 75Q (28637.850000 sec): 3 clusters Score: Raw -64268725.797441 + Penalty 6397.352915 = -64262328.444527 nChanged 7 SP:Iteration 76Q (28639.120000 sec): 3 clusters Score: Raw -64268725.860926 + Penalty 6397.352915 = -64262328.508011 nChanged 3 SP:Iteration 77Q (28640.380000 sec): 3 clusters Score: Raw -64268725.886433 + Penalty 6397.352915 = -64262328.533518 nChanged 4 SP:Iteration 78Q (28641.650000 sec): 3 clusters Score: Raw -64268725.915567 + Penalty 6397.352915 = -64262328.562653 nChanged 1 SP:Iteration 79Q (28642.910000 sec): 3 clusters Score: Raw -64268725.924533 + Penalty 6397.352915 = -64262328.571618 nChanged 0 SP:Iteration 80F (28644.530000 sec): 3 clusters Score: Raw -64268725.924533 + Penalty 6397.352915 = -64262328.571618 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 29 (54860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28644.850000 sec): 2 clusters Score: Raw -8832822.200326 + Penalty 2706.309862 = -8830115.890465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28645.070000 sec): 3 clusters Score: Raw -8798580.170497 + Penalty 5412.619723 = -8793167.550774 nChanged 25459 SP:Iteration 1F (28645.290000 sec): 3 clusters Score: Raw -8812889.542371 + Penalty 5412.619723 = -8807476.922648 nChanged 2450 SP:Iteration 2Q (28645.520000 sec): 3 clusters Score: Raw -8813763.001737 + Penalty 5412.619723 = -8808350.382014 nChanged 2578 SP:Iteration 3Q (28645.740000 sec): 3 clusters Score: Raw -8814855.024277 + Penalty 5412.619723 = -8809442.404554 nChanged 2980 SP:Iteration 4F (28645.960000 sec): 3 clusters Score: Raw -8816399.245126 + Penalty 5412.619723 = -8810986.625403 nChanged 3457 SP:Iteration 5F (28646.180000 sec): 3 clusters Score: Raw -8818746.195996 + Penalty 5412.619723 = -8813333.576273 nChanged 4033 SP:Iteration 6F (28646.400000 sec): 3 clusters Score: Raw -8822104.368960 + Penalty 5412.619723 = -8816691.749237 nChanged 3961 SP:Iteration 7F (28646.620000 sec): 3 clusters Score: Raw -8825849.381130 + Penalty 5412.619723 = -8820436.761406 nChanged 3334 SP:Iteration 8F (28646.840000 sec): 3 clusters Score: Raw -8829110.524317 + Penalty 5412.619723 = -8823697.904593 nChanged 2339 SP:Iteration 9Q (28647.060000 sec): 3 clusters Score: Raw -8831263.845964 + Penalty 5412.619723 = -8825851.226241 nChanged 1569 SP:Iteration 10Q (28647.260000 sec): 3 clusters Score: Raw -8832479.147501 + Penalty 5412.619723 = -8827066.527778 nChanged 1100 SP:Iteration 11Q (28647.450000 sec): 3 clusters Score: Raw -8833281.421843 + Penalty 5412.619723 = -8827868.802120 nChanged 820 SP:Iteration 12Q (28647.640000 sec): 3 clusters Score: Raw -8833849.219500 + Penalty 5412.619723 = -8828436.599777 nChanged 665 SP:Iteration 13Q (28647.830000 sec): 3 clusters Score: Raw -8834219.463426 + Penalty 5412.619723 = -8828806.843703 nChanged 527 SP:Iteration 14Q (28648.010000 sec): 3 clusters Score: Raw -8834430.359196 + Penalty 5412.619723 = -8829017.739473 nChanged 402 SP:Iteration 15Q (28648.190000 sec): 3 clusters Score: Raw -8834551.663471 + Penalty 5412.619723 = -8829139.043748 nChanged 284 SP:Iteration 16Q (28648.370000 sec): 3 clusters Score: Raw -8834617.145780 + Penalty 5412.619723 = -8829204.526057 nChanged 224 SP:Iteration 17Q (28648.550000 sec): 3 clusters Score: Raw -8834665.410264 + Penalty 5412.619723 = -8829252.790541 nChanged 188 SP:Iteration 18Q (28648.730000 sec): 3 clusters Score: Raw -8834701.273197 + Penalty 5412.619723 = -8829288.653474 nChanged 157 SP:Iteration 19Q (28648.910000 sec): 3 clusters Score: Raw -8834725.945794 + Penalty 5412.619723 = -8829313.326070 nChanged 117 SP:Iteration 20F (28649.130000 sec): 3 clusters Score: Raw -8834742.387677 + Penalty 5412.619723 = -8829329.767954 nChanged 114 SP:Iteration 21Q (28649.300000 sec): 3 clusters Score: Raw -8834759.185048 + Penalty 5412.619723 = -8829346.565325 nChanged 92 SP:Iteration 22Q (28649.480000 sec): 3 clusters Score: Raw -8834770.759239 + Penalty 5412.619723 = -8829358.139516 nChanged 79 SP:Iteration 23Q (28649.660000 sec): 3 clusters Score: Raw -8834782.323513 + Penalty 5412.619723 = -8829369.703789 nChanged 81 SP:Iteration 24Q (28649.840000 sec): 3 clusters Score: Raw -8834792.790643 + Penalty 5412.619723 = -8829380.170920 nChanged 83 SP:Iteration 25Q (28650.020000 sec): 3 clusters Score: Raw -8834804.214414 + Penalty 5412.619723 = -8829391.594691 nChanged 77 SP:Iteration 26Q (28650.190000 sec): 3 clusters Score: Raw -8834813.924379 + Penalty 5412.619723 = -8829401.304656 nChanged 66 SP:Iteration 27Q (28650.370000 sec): 3 clusters Score: Raw -8834822.193221 + Penalty 5412.619723 = -8829409.573497 nChanged 71 SP:Iteration 28Q (28650.540000 sec): 3 clusters Score: Raw -8834830.361268 + Penalty 5412.619723 = -8829417.741544 nChanged 60 SP:Iteration 29Q (28650.720000 sec): 3 clusters Score: Raw -8834836.129957 + Penalty 5412.619723 = -8829423.510234 nChanged 40 SP:Iteration 30Q (28650.900000 sec): 3 clusters Score: Raw -8834840.768152 + Penalty 5412.619723 = -8829428.148429 nChanged 44 SP:Iteration 31Q (28651.070000 sec): 3 clusters Score: Raw -8834845.516873 + Penalty 5412.619723 = -8829432.897150 nChanged 41 SP:Iteration 32Q (28651.250000 sec): 3 clusters Score: Raw -8834849.993379 + Penalty 5412.619723 = -8829437.373656 nChanged 36 SP:Iteration 33Q (28651.420000 sec): 3 clusters Score: Raw -8834853.240536 + Penalty 5412.619723 = -8829440.620813 nChanged 26 SP:Iteration 34Q (28651.600000 sec): 3 clusters Score: Raw -8834855.608511 + Penalty 5412.619723 = -8829442.988788 nChanged 28 SP:Iteration 35Q (28651.770000 sec): 3 clusters Score: Raw -8834858.305824 + Penalty 5412.619723 = -8829445.686101 nChanged 23 SP:Iteration 36Q (28651.950000 sec): 3 clusters Score: Raw -8834860.447676 + Penalty 5412.619723 = -8829447.827952 nChanged 28 SP:Iteration 37Q (28652.120000 sec): 3 clusters Score: Raw -8834863.447587 + Penalty 5412.619723 = -8829450.827864 nChanged 26 SP:Iteration 38Q (28652.300000 sec): 3 clusters Score: Raw -8834866.008156 + Penalty 5412.619723 = -8829453.388433 nChanged 24 SP:Iteration 39Q (28652.470000 sec): 3 clusters Score: Raw -8834869.111776 + Penalty 5412.619723 = -8829456.492052 nChanged 27 SP:Iteration 40F (28652.690000 sec): 3 clusters Score: Raw -8834871.970975 + Penalty 5412.619723 = -8829459.351252 nChanged 17 SP:Iteration 41Q (28652.870000 sec): 3 clusters Score: Raw -8834873.782032 + Penalty 5412.619723 = -8829461.162308 nChanged 19 SP:Iteration 42Q (28653.040000 sec): 3 clusters Score: Raw -8834875.554656 + Penalty 5412.619723 = -8829462.934933 nChanged 22 SP:Iteration 43Q (28653.220000 sec): 3 clusters Score: Raw -8834877.666378 + Penalty 5412.619723 = -8829465.046655 nChanged 26 SP:Iteration 44Q (28653.390000 sec): 3 clusters Score: Raw -8834880.105165 + Penalty 5412.619723 = -8829467.485442 nChanged 21 SP:Iteration 45Q (28653.560000 sec): 3 clusters Score: Raw -8834882.295310 + Penalty 5412.619723 = -8829469.675587 nChanged 29 SP:Iteration 46Q (28653.740000 sec): 3 clusters Score: Raw -8834884.634405 + Penalty 5412.619723 = -8829472.014682 nChanged 18 SP:Iteration 47Q (28653.910000 sec): 3 clusters Score: Raw -8834886.194741 + Penalty 5412.619723 = -8829473.575018 nChanged 17 SP:Iteration 48Q (28654.090000 sec): 3 clusters Score: Raw -8834887.558742 + Penalty 5412.619723 = -8829474.939019 nChanged 14 SP:Iteration 49Q (28654.260000 sec): 3 clusters Score: Raw -8834888.854352 + Penalty 5412.619723 = -8829476.234629 nChanged 11 SP:Iteration 50Q (28654.430000 sec): 3 clusters Score: Raw -8834889.586094 + Penalty 5412.619723 = -8829476.966371 nChanged 8 SP:Iteration 51Q (28654.610000 sec): 3 clusters Score: Raw -8834890.164696 + Penalty 5412.619723 = -8829477.544973 nChanged 5 SP:Iteration 52Q (28654.780000 sec): 3 clusters Score: Raw -8834890.478255 + Penalty 5412.619723 = -8829477.858531 nChanged 3 SP:Iteration 53Q (28654.960000 sec): 3 clusters Score: Raw -8834890.696224 + Penalty 5412.619723 = -8829478.076501 nChanged 3 SP:Iteration 54Q (28655.130000 sec): 3 clusters Score: Raw -8834890.865616 + Penalty 5412.619723 = -8829478.245893 nChanged 7 SP:Iteration 55Q (28655.300000 sec): 3 clusters Score: Raw -8834891.490787 + Penalty 5412.619723 = -8829478.871064 nChanged 9 SP:Iteration 56Q (28655.480000 sec): 3 clusters Score: Raw -8834892.239009 + Penalty 5412.619723 = -8829479.619286 nChanged 5 SP:Iteration 57Q (28655.650000 sec): 3 clusters Score: Raw -8834892.604043 + Penalty 5412.619723 = -8829479.984319 nChanged 5 SP:Iteration 58Q (28655.830000 sec): 3 clusters Score: Raw -8834893.335716 + Penalty 5412.619723 = -8829480.715993 nChanged 17 SP:Iteration 59Q (28656.000000 sec): 3 clusters Score: Raw -8834895.082846 + Penalty 5412.619723 = -8829482.463123 nChanged 14 SP:Iteration 60F (28656.220000 sec): 3 clusters Score: Raw -8834896.047578 + Penalty 5412.619723 = -8829483.427855 nChanged 9 SP:Iteration 61Q (28656.400000 sec): 3 clusters Score: Raw -8834896.864763 + Penalty 5412.619723 = -8829484.245040 nChanged 8 SP:Iteration 62Q (28656.570000 sec): 3 clusters Score: Raw -8834897.689696 + Penalty 5412.619723 = -8829485.069972 nChanged 9 SP:Iteration 63Q (28656.740000 sec): 3 clusters Score: Raw -8834898.524443 + Penalty 5412.619723 = -8829485.904720 nChanged 3 SP:Iteration 64Q (28656.920000 sec): 3 clusters Score: Raw -8834898.715154 + Penalty 5412.619723 = -8829486.095431 nChanged 3 SP:Iteration 65Q (28657.090000 sec): 3 clusters Score: Raw -8834898.896195 + Penalty 5412.619723 = -8829486.276472 nChanged 1 SP:Iteration 66Q (28657.270000 sec): 3 clusters Score: Raw -8834898.926906 + Penalty 5412.619723 = -8829486.307182 nChanged 2 SP:Iteration 67Q (28657.440000 sec): 3 clusters Score: Raw -8834899.005459 + Penalty 5412.619723 = -8829486.385735 nChanged 0 SP:Iteration 68F (28657.660000 sec): 3 clusters Score: Raw -8834899.005459 + Penalty 5412.619723 = -8829486.385735 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 30 (14458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28657.730000 sec): 2 clusters Score: Raw -2331133.711013 + Penalty 2375.592787 = -2328758.118226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28657.790000 sec): 3 clusters Score: Raw -2322897.532671 + Penalty 4751.185574 = -2318146.347097 nChanged 6221 SP:Iteration 1F (28657.840000 sec): 3 clusters Score: Raw -2326140.340248 + Penalty 4751.185574 = -2321389.154674 nChanged 868 SP:Iteration 2F (28657.900000 sec): 3 clusters Score: Raw -2326473.343850 + Penalty 4751.185574 = -2321722.158276 nChanged 651 SP:Iteration 3Q (28657.950000 sec): 3 clusters Score: Raw -2326699.745697 + Penalty 4751.185574 = -2321948.560123 nChanged 531 SP:Iteration 4Q (28658.010000 sec): 3 clusters Score: Raw -2326894.061006 + Penalty 4751.185574 = -2322142.875432 nChanged 532 SP:Iteration 5Q (28658.070000 sec): 3 clusters Score: Raw -2327115.832082 + Penalty 4751.185574 = -2322364.646507 nChanged 576 SP:Iteration 6Q (28658.130000 sec): 3 clusters Score: Raw -2327377.618472 + Penalty 4751.185574 = -2322626.432898 nChanged 609 SP:Iteration 7Q (28658.180000 sec): 3 clusters Score: Raw -2327670.795116 + Penalty 4751.185574 = -2322919.609542 nChanged 661 SP:Iteration 8Q (28658.240000 sec): 3 clusters Score: Raw -2328052.013788 + Penalty 4751.185574 = -2323300.828214 nChanged 707 SP:Iteration 9Q (28658.300000 sec): 3 clusters Score: Raw -2328547.277204 + Penalty 4751.185574 = -2323796.091629 nChanged 800 SP:Iteration 10F (28658.350000 sec): 3 clusters Score: Raw -2329220.330533 + Penalty 4751.185574 = -2324469.144959 nChanged 785 SP:Iteration 11F (28658.410000 sec): 3 clusters Score: Raw -2329930.496401 + Penalty 4751.185574 = -2325179.310827 nChanged 680 SP:Iteration 12Q (28658.470000 sec): 3 clusters Score: Raw -2330574.697467 + Penalty 4751.185574 = -2325823.511893 nChanged 524 SP:Iteration 13Q (28658.520000 sec): 3 clusters Score: Raw -2331038.051092 + Penalty 4751.185574 = -2326286.865518 nChanged 398 SP:Iteration 14Q (28658.570000 sec): 3 clusters Score: Raw -2331414.036500 + Penalty 4751.185574 = -2326662.850926 nChanged 273 SP:Iteration 15Q (28658.620000 sec): 3 clusters Score: Raw -2331644.271207 + Penalty 4751.185574 = -2326893.085632 nChanged 224 SP:Iteration 16Q (28658.670000 sec): 3 clusters Score: Raw -2331789.838670 + Penalty 4751.185574 = -2327038.653096 nChanged 170 SP:Iteration 17Q (28658.720000 sec): 3 clusters Score: Raw -2331888.033365 + Penalty 4751.185574 = -2327136.847790 nChanged 115 SP:Iteration 18Q (28658.760000 sec): 3 clusters Score: Raw -2331948.996482 + Penalty 4751.185574 = -2327197.810908 nChanged 99 SP:Iteration 19Q (28658.810000 sec): 3 clusters Score: Raw -2331998.284646 + Penalty 4751.185574 = -2327247.099072 nChanged 86 SP:Iteration 20F (28658.870000 sec): 3 clusters Score: Raw -2332034.237582 + Penalty 4751.185574 = -2327283.052008 nChanged 64 SP:Iteration 21Q (28658.910000 sec): 3 clusters Score: Raw -2332062.603133 + Penalty 4751.185574 = -2327311.417559 nChanged 57 SP:Iteration 22Q (28658.950000 sec): 3 clusters Score: Raw -2332085.613564 + Penalty 4751.185574 = -2327334.427990 nChanged 44 SP:Iteration 23Q (28659.000000 sec): 3 clusters Score: Raw -2332100.943239 + Penalty 4751.185574 = -2327349.757665 nChanged 33 SP:Iteration 24Q (28659.050000 sec): 3 clusters Score: Raw -2332111.965575 + Penalty 4751.185574 = -2327360.780001 nChanged 23 SP:Iteration 25Q (28659.090000 sec): 3 clusters Score: Raw -2332118.884723 + Penalty 4751.185574 = -2327367.699149 nChanged 18 SP:Iteration 26Q (28659.130000 sec): 3 clusters Score: Raw -2332123.571740 + Penalty 4751.185574 = -2327372.386166 nChanged 16 SP:Iteration 27Q (28659.180000 sec): 3 clusters Score: Raw -2332128.398509 + Penalty 4751.185574 = -2327377.212935 nChanged 16 SP:Iteration 28Q (28659.220000 sec): 3 clusters Score: Raw -2332132.963153 + Penalty 4751.185574 = -2327381.777579 nChanged 11 SP:Iteration 29Q (28659.270000 sec): 3 clusters Score: Raw -2332135.621744 + Penalty 4751.185574 = -2327384.436170 nChanged 8 SP:Iteration 30Q (28659.310000 sec): 3 clusters Score: Raw -2332136.946190 + Penalty 4751.185574 = -2327385.760615 nChanged 3 SP:Iteration 31Q (28659.360000 sec): 3 clusters Score: Raw -2332138.846801 + Penalty 4751.185574 = -2327387.661227 nChanged 10 SP:Iteration 32Q (28659.400000 sec): 3 clusters Score: Raw -2332140.786134 + Penalty 4751.185574 = -2327389.600559 nChanged 8 SP:Iteration 33Q (28659.450000 sec): 3 clusters Score: Raw -2332142.487854 + Penalty 4751.185574 = -2327391.302279 nChanged 5 SP:Iteration 34Q (28659.490000 sec): 3 clusters Score: Raw -2332143.515410 + Penalty 4751.185574 = -2327392.329836 nChanged 4 SP:Iteration 35Q (28659.530000 sec): 3 clusters Score: Raw -2332144.491683 + Penalty 4751.185574 = -2327393.306109 nChanged 5 SP:Iteration 36Q (28659.580000 sec): 3 clusters Score: Raw -2332145.447612 + Penalty 4751.185574 = -2327394.262038 nChanged 5 SP:Iteration 37Q (28659.620000 sec): 3 clusters Score: Raw -2332146.354046 + Penalty 4751.185574 = -2327395.168472 nChanged 3 SP:Iteration 38Q (28659.670000 sec): 3 clusters Score: Raw -2332146.919631 + Penalty 4751.185574 = -2327395.734056 nChanged 3 SP:Iteration 39Q (28659.710000 sec): 3 clusters Score: Raw -2332147.587719 + Penalty 4751.185574 = -2327396.402145 nChanged 6 SP:Iteration 40F (28659.770000 sec): 3 clusters Score: Raw -2332149.421915 + Penalty 4751.185574 = -2327398.236341 nChanged 4 SP:Iteration 41Q (28659.810000 sec): 3 clusters Score: Raw -2332149.866023 + Penalty 4751.185574 = -2327398.680449 nChanged 3 SP:Iteration 42Q (28659.860000 sec): 3 clusters Score: Raw -2332150.296150 + Penalty 4751.185574 = -2327399.110576 nChanged 0 SP:Iteration 43F (28659.910000 sec): 3 clusters Score: Raw -2332150.296150 + Penalty 4751.185574 = -2327399.110576 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 31 (800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28659.930000 sec): 2 clusters Score: Raw -120796.764302 + Penalty 1657.783708 = -119138.980594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28659.930000 sec): 3 clusters Score: Raw -120661.980929 + Penalty 3315.567417 = -117346.413513 nChanged 188 SP:Iteration 1F (28659.930000 sec): 3 clusters Score: Raw -120941.073818 + Penalty 3315.567417 = -117625.506401 nChanged 44 SP:Iteration 2F (28659.940000 sec): 3 clusters Score: Raw -121025.686844 + Penalty 3315.567417 = -117710.119427 nChanged 27 SP:Iteration 3Q (28659.940000 sec): 3 clusters Score: Raw -121078.120453 + Penalty 3315.567417 = -117762.553036 nChanged 14 SP:Iteration 4Q (28659.940000 sec): 3 clusters Score: Raw -121107.943557 + Penalty 3315.567417 = -117792.376140 nChanged 17 SP:Iteration 5Q (28659.950000 sec): 3 clusters Score: Raw -121159.491624 + Penalty 3315.567417 = -117843.924207 nChanged 21 SP:Iteration 6Q (28659.950000 sec): 3 clusters Score: Raw -121251.836017 + Penalty 3315.567417 = -117936.268600 nChanged 22 SP:Iteration 7Q (28659.950000 sec): 3 clusters Score: Raw -121381.029322 + Penalty 3315.567417 = -118065.461906 nChanged 31 SP:Iteration 8Q (28659.950000 sec): 3 clusters Score: Raw -121493.512794 + Penalty 3315.567417 = -118177.945377 nChanged 20 SP:Iteration 9Q (28659.960000 sec): 3 clusters Score: Raw -121536.665810 + Penalty 3315.567417 = -118221.098393 nChanged 27 SP:Iteration 10Q (28659.960000 sec): 3 clusters Score: Raw -121601.321379 + Penalty 3315.567417 = -118285.753962 nChanged 25 SP:Iteration 11Q (28659.960000 sec): 3 clusters Score: Raw -121681.919197 + Penalty 3315.567417 = -118366.351780 nChanged 25 SP:Iteration 12Q (28659.970000 sec): 3 clusters Score: Raw -121739.590099 + Penalty 3315.567417 = -118424.022682 nChanged 15 SP:Iteration 13Q (28659.970000 sec): 3 clusters Score: Raw -121778.082133 + Penalty 3315.567417 = -118462.514716 nChanged 18 SP:Iteration 14Q (28659.970000 sec): 3 clusters Score: Raw -121815.247951 + Penalty 3315.567417 = -118499.680534 nChanged 14 SP:Iteration 15Q (28659.970000 sec): 3 clusters Score: Raw -121845.827477 + Penalty 3315.567417 = -118530.260060 nChanged 12 SP:Iteration 16Q (28659.980000 sec): 3 clusters Score: Raw -121870.315568 + Penalty 3315.567417 = -118554.748151 nChanged 8 SP:Iteration 17Q (28659.980000 sec): 3 clusters Score: Raw -121887.490830 + Penalty 3315.567417 = -118571.923413 nChanged 8 SP:Iteration 18Q (28659.980000 sec): 3 clusters Score: Raw -121905.525219 + Penalty 3315.567417 = -118589.957802 nChanged 4 SP:Iteration 19Q (28659.990000 sec): 3 clusters Score: Raw -121917.390875 + Penalty 3315.567417 = -118601.823458 nChanged 6 SP:Iteration 20F (28659.990000 sec): 3 clusters Score: Raw -121936.702972 + Penalty 3315.567417 = -118621.135556 nChanged 8 SP:Iteration 21Q (28659.990000 sec): 3 clusters Score: Raw -121957.054658 + Penalty 3315.567417 = -118641.487241 nChanged 2 SP:Iteration 22Q (28659.990000 sec): 3 clusters Score: Raw -121962.456364 + Penalty 3315.567417 = -118646.888947 nChanged 2 SP:Iteration 23Q (28659.990000 sec): 3 clusters Score: Raw -121967.255925 + Penalty 3315.567417 = -118651.688508 nChanged 0 SP:Iteration 24F (28660.000000 sec): 3 clusters Score: Raw -121967.255925 + Penalty 3315.567417 = -118651.688508 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 32 (4638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28660.020000 sec): 2 clusters Score: Raw -704620.808513 + Penalty 2093.625552 = -702527.182961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28660.040000 sec): 3 clusters Score: Raw -702421.238300 + Penalty 4187.251105 = -698233.987195 nChanged 1714 SP:Iteration 1F (28660.060000 sec): 3 clusters Score: Raw -703428.744268 + Penalty 4187.251105 = -699241.493163 nChanged 367 SP:Iteration 2F (28660.070000 sec): 3 clusters Score: Raw -703715.256716 + Penalty 4187.251105 = -699528.005612 nChanged 276 SP:Iteration 3F (28660.090000 sec): 3 clusters Score: Raw -703955.537319 + Penalty 4187.251105 = -699768.286215 nChanged 262 SP:Iteration 4F (28660.110000 sec): 3 clusters Score: Raw -704219.511283 + Penalty 4187.251105 = -700032.260179 nChanged 233 SP:Iteration 5F (28660.130000 sec): 3 clusters Score: Raw -704429.203896 + Penalty 4187.251105 = -700241.952791 nChanged 211 SP:Iteration 6Q (28660.150000 sec): 3 clusters Score: Raw -704599.037411 + Penalty 4187.251105 = -700411.786307 nChanged 185 SP:Iteration 7Q (28660.170000 sec): 3 clusters Score: Raw -704759.495754 + Penalty 4187.251105 = -700572.244649 nChanged 171 SP:Iteration 8Q (28660.190000 sec): 3 clusters Score: Raw -704887.573981 + Penalty 4187.251105 = -700700.322876 nChanged 165 SP:Iteration 9Q (28660.200000 sec): 3 clusters Score: Raw -705011.647275 + Penalty 4187.251105 = -700824.396171 nChanged 151 SP:Iteration 10Q (28660.220000 sec): 3 clusters Score: Raw -705132.130863 + Penalty 4187.251105 = -700944.879758 nChanged 134 SP:Iteration 11Q (28660.240000 sec): 3 clusters Score: Raw -705248.107162 + Penalty 4187.251105 = -701060.856057 nChanged 139 SP:Iteration 12Q (28660.250000 sec): 3 clusters Score: Raw -705376.634325 + Penalty 4187.251105 = -701189.383220 nChanged 131 SP:Iteration 13Q (28660.270000 sec): 3 clusters Score: Raw -705495.225365 + Penalty 4187.251105 = -701307.974260 nChanged 105 SP:Iteration 14Q (28660.290000 sec): 3 clusters Score: Raw -705578.506258 + Penalty 4187.251105 = -701391.255153 nChanged 91 SP:Iteration 15Q (28660.310000 sec): 3 clusters Score: Raw -705645.018862 + Penalty 4187.251105 = -701457.767757 nChanged 63 SP:Iteration 16Q (28660.330000 sec): 3 clusters Score: Raw -705694.134758 + Penalty 4187.251105 = -701506.883653 nChanged 63 SP:Iteration 17Q (28660.340000 sec): 3 clusters Score: Raw -705736.241172 + Penalty 4187.251105 = -701548.990067 nChanged 48 SP:Iteration 18Q (28660.360000 sec): 3 clusters Score: Raw -705766.532135 + Penalty 4187.251105 = -701579.281031 nChanged 39 SP:Iteration 19Q (28660.370000 sec): 3 clusters Score: Raw -705794.879152 + Penalty 4187.251105 = -701607.628047 nChanged 43 SP:Iteration 20F (28660.390000 sec): 3 clusters Score: Raw -705818.642212 + Penalty 4187.251105 = -701631.391107 nChanged 24 SP:Iteration 21Q (28660.410000 sec): 3 clusters Score: Raw -705834.314617 + Penalty 4187.251105 = -701647.063512 nChanged 19 SP:Iteration 22Q (28660.430000 sec): 3 clusters Score: Raw -705851.484031 + Penalty 4187.251105 = -701664.232927 nChanged 29 SP:Iteration 23Q (28660.440000 sec): 3 clusters Score: Raw -705872.708066 + Penalty 4187.251105 = -701685.456961 nChanged 27 SP:Iteration 24Q (28660.460000 sec): 3 clusters Score: Raw -705894.782996 + Penalty 4187.251105 = -701707.531892 nChanged 37 SP:Iteration 25Q (28660.470000 sec): 3 clusters Score: Raw -705918.546060 + Penalty 4187.251105 = -701731.294955 nChanged 29 SP:Iteration 26Q (28660.490000 sec): 3 clusters Score: Raw -705935.223759 + Penalty 4187.251105 = -701747.972654 nChanged 27 SP:Iteration 27Q (28660.510000 sec): 3 clusters Score: Raw -705949.639786 + Penalty 4187.251105 = -701762.388682 nChanged 13 SP:Iteration 28Q (28660.520000 sec): 3 clusters Score: Raw -705956.448815 + Penalty 4187.251105 = -701769.197710 nChanged 11 SP:Iteration 29Q (28660.540000 sec): 3 clusters Score: Raw -705962.427222 + Penalty 4187.251105 = -701775.176117 nChanged 7 SP:Iteration 30Q (28660.550000 sec): 3 clusters Score: Raw -705965.481979 + Penalty 4187.251105 = -701778.230874 nChanged 6 SP:Iteration 31Q (28660.570000 sec): 3 clusters Score: Raw -705967.937602 + Penalty 4187.251105 = -701780.686497 nChanged 5 SP:Iteration 32Q (28660.590000 sec): 3 clusters Score: Raw -705971.035995 + Penalty 4187.251105 = -701783.784890 nChanged 8 SP:Iteration 33Q (28660.600000 sec): 3 clusters Score: Raw -705973.793909 + Penalty 4187.251105 = -701786.542805 nChanged 3 SP:Iteration 34Q (28660.610000 sec): 3 clusters Score: Raw -705974.482089 + Penalty 4187.251105 = -701787.230984 nChanged 3 SP:Iteration 35Q (28660.630000 sec): 3 clusters Score: Raw -705975.458837 + Penalty 4187.251105 = -701788.207732 nChanged 3 SP:Iteration 36Q (28660.650000 sec): 3 clusters Score: Raw -705976.269837 + Penalty 4187.251105 = -701789.018733 nChanged 2 SP:Iteration 37Q (28660.660000 sec): 3 clusters Score: Raw -705976.659938 + Penalty 4187.251105 = -701789.408833 nChanged 1 SP:Iteration 38Q (28660.680000 sec): 3 clusters Score: Raw -705976.890610 + Penalty 4187.251105 = -701789.639505 nChanged 2 SP:Iteration 39Q (28660.690000 sec): 3 clusters Score: Raw -705977.173724 + Penalty 4187.251105 = -701789.922619 nChanged 1 SP:Iteration 40F (28660.710000 sec): 3 clusters Score: Raw -705977.356867 + Penalty 4187.251105 = -701790.105762 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 33 (387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28660.720000 sec): 2 clusters Score: Raw -55211.913263 + Penalty 1477.689324 = -53734.223940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28660.720000 sec): 3 clusters Score: Raw -55301.597426 + Penalty 2955.378648 = -52346.218779 nChanged 65 SP:Iteration 1F (28660.720000 sec): 3 clusters Score: Raw -55548.077491 + Penalty 2955.378648 = -52592.698843 nChanged 26 SP:Iteration 2F (28660.720000 sec): 3 clusters Score: Raw -55697.496721 + Penalty 2955.378648 = -52742.118073 nChanged 16 SP:Iteration 3Q (28660.730000 sec): 3 clusters Score: Raw -55776.678268 + Penalty 2955.378648 = -52821.299620 nChanged 10 SP:Iteration 4Q (28660.730000 sec): 3 clusters Score: Raw -55818.168506 + Penalty 2955.378648 = -52862.789859 nChanged 9 SP:Iteration 5Q (28660.730000 sec): 3 clusters Score: Raw -55874.181513 + Penalty 2955.378648 = -52918.802865 nChanged 8 SP:Iteration 6Q (28660.730000 sec): 3 clusters Score: Raw -55907.757656 + Penalty 2955.378648 = -52952.379008 nChanged 4 SP:Iteration 7Q (28660.730000 sec): 3 clusters Score: Raw -55913.723610 + Penalty 2955.378648 = -52958.344962 nChanged 1 SP:Iteration 8Q (28660.730000 sec): 3 clusters Score: Raw -55918.900404 + Penalty 2955.378648 = -52963.521757 nChanged 3 SP:Iteration 9Q (28660.730000 sec): 3 clusters Score: Raw -55931.508514 + Penalty 2955.378648 = -52976.129866 nChanged 4 SP:Iteration 10Q (28660.730000 sec): 3 clusters Score: Raw -55940.653335 + Penalty 2955.378648 = -52985.274688 nChanged 2 SP:Iteration 11Q (28660.740000 sec): 3 clusters Score: Raw -55946.155998 + Penalty 2955.378648 = -52990.777350 nChanged 5 SP:Iteration 12Q (28660.740000 sec): 3 clusters Score: Raw -55963.331114 + Penalty 2955.378648 = -53007.952466 nChanged 5 SP:Iteration 13Q (28660.740000 sec): 3 clusters Score: Raw -55992.145512 + Penalty 2955.378648 = -53036.766864 nChanged 6 SP:Iteration 14Q (28660.740000 sec): 3 clusters Score: Raw -56023.970500 + Penalty 2955.378648 = -53068.591852 nChanged 5 SP:Iteration 15Q (28660.740000 sec): 3 clusters Score: Raw -56051.318497 + Penalty 2955.378648 = -53095.939850 nChanged 6 SP:Iteration 16Q (28660.740000 sec): 3 clusters Score: Raw -56078.063951 + Penalty 2955.378648 = -53122.685304 nChanged 3 SP:Iteration 17Q (28660.750000 sec): 3 clusters Score: Raw -56102.450536 + Penalty 2955.378648 = -53147.071888 nChanged 4 SP:Iteration 18Q (28660.750000 sec): 3 clusters Score: Raw -56133.229767 + Penalty 2955.378648 = -53177.851119 nChanged 4 SP:Iteration 19Q (28660.750000 sec): 3 clusters Score: Raw -56141.207620 + Penalty 2955.378648 = -53185.828972 nChanged 1 SP:Iteration 20F (28660.750000 sec): 3 clusters Score: Raw -56145.447747 + Penalty 2955.378648 = -53190.069100 nChanged 1 SP:Iteration 21Q (28660.750000 sec): 3 clusters Score: Raw -56147.651365 + Penalty 2955.378648 = -53192.272717 nChanged 0 SP:Iteration 22F (28660.750000 sec): 3 clusters Score: Raw -56147.651365 + Penalty 2955.378648 = -53192.272717 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 34 (2735 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28660.770000 sec): 2 clusters Score: Raw -414581.997172 + Penalty 1962.643905 = -412619.353267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28660.780000 sec): 3 clusters Score: Raw -413441.649573 + Penalty 3925.287811 = -409516.361763 nChanged 925 SP:Iteration 1F (28660.790000 sec): 3 clusters Score: Raw -414113.801517 + Penalty 3925.287811 = -410188.513706 nChanged 245 SP:Iteration 2F (28660.800000 sec): 3 clusters Score: Raw -414369.907945 + Penalty 3925.287811 = -410444.620135 nChanged 192 SP:Iteration 3F (28660.810000 sec): 3 clusters Score: Raw -414641.348620 + Penalty 3925.287811 = -410716.060810 nChanged 165 SP:Iteration 4F (28660.820000 sec): 3 clusters Score: Raw -414944.013461 + Penalty 3925.287811 = -411018.725651 nChanged 182 SP:Iteration 5F (28660.830000 sec): 3 clusters Score: Raw -415172.214554 + Penalty 3925.287811 = -411246.926744 nChanged 133 SP:Iteration 6Q (28660.840000 sec): 3 clusters Score: Raw -415315.233147 + Penalty 3925.287811 = -411389.945337 nChanged 123 SP:Iteration 7Q (28660.850000 sec): 3 clusters Score: Raw -415435.776440 + Penalty 3925.287811 = -411510.488630 nChanged 77 SP:Iteration 8Q (28660.860000 sec): 3 clusters Score: Raw -415502.013905 + Penalty 3925.287811 = -411576.726094 nChanged 57 SP:Iteration 9Q (28660.870000 sec): 3 clusters Score: Raw -415554.640879 + Penalty 3925.287811 = -411629.353068 nChanged 56 SP:Iteration 10Q (28660.880000 sec): 3 clusters Score: Raw -415601.197972 + Penalty 3925.287811 = -411675.910162 nChanged 45 SP:Iteration 11Q (28660.890000 sec): 3 clusters Score: Raw -415637.429263 + Penalty 3925.287811 = -411712.141453 nChanged 42 SP:Iteration 12Q (28660.900000 sec): 3 clusters Score: Raw -415667.936172 + Penalty 3925.287811 = -411742.648361 nChanged 41 SP:Iteration 13Q (28660.910000 sec): 3 clusters Score: Raw -415709.035159 + Penalty 3925.287811 = -411783.747348 nChanged 50 SP:Iteration 14Q (28660.920000 sec): 3 clusters Score: Raw -415775.714838 + Penalty 3925.287811 = -411850.427027 nChanged 54 SP:Iteration 15Q (28660.930000 sec): 3 clusters Score: Raw -415833.630731 + Penalty 3925.287811 = -411908.342920 nChanged 51 SP:Iteration 16Q (28660.940000 sec): 3 clusters Score: Raw -415881.130457 + Penalty 3925.287811 = -411955.842647 nChanged 27 SP:Iteration 17Q (28660.950000 sec): 3 clusters Score: Raw -415906.407283 + Penalty 3925.287811 = -411981.119472 nChanged 27 SP:Iteration 18Q (28660.960000 sec): 3 clusters Score: Raw -415930.410173 + Penalty 3925.287811 = -412005.122362 nChanged 18 SP:Iteration 19Q (28660.970000 sec): 3 clusters Score: Raw -415948.472604 + Penalty 3925.287811 = -412023.184793 nChanged 14 SP:Iteration 20F (28660.980000 sec): 3 clusters Score: Raw -415957.309078 + Penalty 3925.287811 = -412032.021268 nChanged 5 SP:Iteration 21Q (28660.990000 sec): 3 clusters Score: Raw -415960.112295 + Penalty 3925.287811 = -412034.824484 nChanged 5 SP:Iteration 22Q (28661.000000 sec): 3 clusters Score: Raw -415962.729293 + Penalty 3925.287811 = -412037.441482 nChanged 5 SP:Iteration 23Q (28661.010000 sec): 3 clusters Score: Raw -415965.569411 + Penalty 3925.287811 = -412040.281600 nChanged 4 SP:Iteration 24Q (28661.020000 sec): 3 clusters Score: Raw -415967.278341 + Penalty 3925.287811 = -412041.990530 nChanged 3 SP:Iteration 25Q (28661.030000 sec): 3 clusters Score: Raw -415968.304247 + Penalty 3925.287811 = -412043.016437 nChanged 0 SP:Iteration 26F (28661.040000 sec): 3 clusters Score: Raw -415968.304247 + Penalty 3925.287811 = -412043.016437 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 35 (552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28661.050000 sec): 2 clusters Score: Raw -81124.065719 + Penalty 1565.759915 = -79558.305803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28661.050000 sec): 3 clusters Score: Raw -81089.505547 + Penalty 3131.519831 = -77957.985716 nChanged 115 SP:Iteration 1F (28661.050000 sec): 3 clusters Score: Raw -81298.161298 + Penalty 3131.519831 = -78166.641468 nChanged 33 SP:Iteration 2F (28661.050000 sec): 3 clusters Score: Raw -81372.773110 + Penalty 3131.519831 = -78241.253279 nChanged 19 SP:Iteration 3Q (28661.050000 sec): 3 clusters Score: Raw -81416.853570 + Penalty 3131.519831 = -78285.333739 nChanged 6 SP:Iteration 4Q (28661.050000 sec): 3 clusters Score: Raw -81429.442768 + Penalty 3131.519831 = -78297.922937 nChanged 6 SP:Iteration 5Q (28661.060000 sec): 3 clusters Score: Raw -81444.836957 + Penalty 3131.519831 = -78313.317126 nChanged 6 SP:Iteration 6Q (28661.060000 sec): 3 clusters Score: Raw -81464.718786 + Penalty 3131.519831 = -78333.198955 nChanged 0 SP:Iteration 7F (28661.060000 sec): 3 clusters Score: Raw -81464.718786 + Penalty 3131.519831 = -78333.198955 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 36 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28661.070000 sec): 2 clusters Score: Raw -16681.650370 + Penalty 1333.069045 = -15348.581325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28661.070000 sec): 3 clusters Score: Raw -17088.849510 + Penalty 2666.138090 = -14422.711420 nChanged 44 SP:Iteration 1F (28661.070000 sec): 3 clusters Score: Raw -17324.576782 + Penalty 2666.138090 = -14658.438692 nChanged 15 SP:Iteration 2F (28661.070000 sec): 3 clusters Score: Raw -17437.952141 + Penalty 2666.138090 = -14771.814051 nChanged 13 SP:Iteration 3F (28661.070000 sec): 3 clusters Score: Raw -17568.720232 + Penalty 2666.138090 = -14902.582142 nChanged 9 SP:Iteration 4Q (28661.070000 sec): 3 clusters Score: Raw -17716.127795 + Penalty 2666.138090 = -15049.989704 nChanged 4 SP:Iteration 5Q (28661.070000 sec): 3 clusters Score: Raw -17752.975357 + Penalty 2666.138090 = -15086.837267 nChanged 4 SP:Iteration 6Q (28661.070000 sec): 3 clusters Score: Raw -17811.780364 + Penalty 2666.138090 = -15145.642274 nChanged 3 SP:Iteration 7Q (28661.070000 sec): 3 clusters Score: Raw -17837.425263 + Penalty 2666.138090 = -15171.287173 nChanged 2 SP:Iteration 8Q (28661.070000 sec): 3 clusters Score: Raw -17863.377823 + Penalty 2666.138090 = -15197.239733 nChanged 1 SP:Iteration 9Q (28661.070000 sec): 3 clusters Score: Raw -17866.494541 + Penalty 2666.138090 = -15200.356451 nChanged 0 SP:Iteration 10F (28661.080000 sec): 3 clusters Score: Raw -17866.494541 + Penalty 2666.138090 = -15200.356451 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 37 (6864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28661.110000 sec): 2 clusters Score: Raw -1064769.593162 + Penalty 2190.843319 = -1062578.749843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28661.130000 sec): 3 clusters Score: Raw -1061220.241195 + Penalty 4381.686638 = -1056838.554557 nChanged 2798 SP:Iteration 1F (28661.160000 sec): 3 clusters Score: Raw -1062827.773092 + Penalty 4381.686638 = -1058446.086454 nChanged 526 SP:Iteration 2F (28661.190000 sec): 3 clusters Score: Raw -1063130.716566 + Penalty 4381.686638 = -1058749.029928 nChanged 382 SP:Iteration 3F (28661.210000 sec): 3 clusters Score: Raw -1063350.100982 + Penalty 4381.686638 = -1058968.414344 nChanged 319 SP:Iteration 4Q (28661.240000 sec): 3 clusters Score: Raw -1063544.965118 + Penalty 4381.686638 = -1059163.278480 nChanged 267 SP:Iteration 5Q (28661.270000 sec): 3 clusters Score: Raw -1063715.233699 + Penalty 4381.686638 = -1059333.547061 nChanged 246 SP:Iteration 6Q (28661.300000 sec): 3 clusters Score: Raw -1063859.111940 + Penalty 4381.686638 = -1059477.425302 nChanged 215 SP:Iteration 7Q (28661.320000 sec): 3 clusters Score: Raw -1063980.516325 + Penalty 4381.686638 = -1059598.829687 nChanged 223 SP:Iteration 8Q (28661.350000 sec): 3 clusters Score: Raw -1064124.318141 + Penalty 4381.686638 = -1059742.631503 nChanged 245 SP:Iteration 9Q (28661.380000 sec): 3 clusters Score: Raw -1064270.898839 + Penalty 4381.686638 = -1059889.212201 nChanged 224 SP:Iteration 10Q (28661.400000 sec): 3 clusters Score: Raw -1064423.068281 + Penalty 4381.686638 = -1060041.381643 nChanged 192 SP:Iteration 11Q (28661.430000 sec): 3 clusters Score: Raw -1064545.618432 + Penalty 4381.686638 = -1060163.931794 nChanged 198 SP:Iteration 12Q (28661.460000 sec): 3 clusters Score: Raw -1064671.639734 + Penalty 4381.686638 = -1060289.953096 nChanged 211 SP:Iteration 13Q (28661.480000 sec): 3 clusters Score: Raw -1064813.925625 + Penalty 4381.686638 = -1060432.238987 nChanged 202 SP:Iteration 14Q (28661.510000 sec): 3 clusters Score: Raw -1064952.049180 + Penalty 4381.686638 = -1060570.362542 nChanged 192 SP:Iteration 15Q (28661.530000 sec): 3 clusters Score: Raw -1065071.668176 + Penalty 4381.686638 = -1060689.981538 nChanged 167 SP:Iteration 16Q (28661.560000 sec): 3 clusters Score: Raw -1065166.031645 + Penalty 4381.686638 = -1060784.345007 nChanged 136 SP:Iteration 17Q (28661.590000 sec): 3 clusters Score: Raw -1065234.687730 + Penalty 4381.686638 = -1060853.001092 nChanged 114 SP:Iteration 18Q (28661.610000 sec): 3 clusters Score: Raw -1065289.415466 + Penalty 4381.686638 = -1060907.728828 nChanged 98 SP:Iteration 19Q (28661.640000 sec): 3 clusters Score: Raw -1065327.528995 + Penalty 4381.686638 = -1060945.842357 nChanged 74 SP:Iteration 20F (28661.670000 sec): 3 clusters Score: Raw -1065349.098264 + Penalty 4381.686638 = -1060967.411626 nChanged 45 SP:Iteration 21Q (28661.690000 sec): 3 clusters Score: Raw -1065363.285258 + Penalty 4381.686638 = -1060981.598620 nChanged 43 SP:Iteration 22Q (28661.710000 sec): 3 clusters Score: Raw -1065377.148424 + Penalty 4381.686638 = -1060995.461786 nChanged 34 SP:Iteration 23Q (28661.740000 sec): 3 clusters Score: Raw -1065388.324932 + Penalty 4381.686638 = -1061006.638294 nChanged 35 SP:Iteration 24Q (28661.770000 sec): 3 clusters Score: Raw -1065399.267859 + Penalty 4381.686638 = -1061017.581221 nChanged 26 SP:Iteration 25Q (28661.790000 sec): 3 clusters Score: Raw -1065406.060944 + Penalty 4381.686638 = -1061024.374306 nChanged 23 SP:Iteration 26Q (28661.810000 sec): 3 clusters Score: Raw -1065412.373428 + Penalty 4381.686638 = -1061030.686790 nChanged 28 SP:Iteration 27Q (28661.840000 sec): 3 clusters Score: Raw -1065421.022933 + Penalty 4381.686638 = -1061039.336295 nChanged 36 SP:Iteration 28Q (28661.870000 sec): 3 clusters Score: Raw -1065431.272482 + Penalty 4381.686638 = -1061049.585844 nChanged 26 SP:Iteration 29Q (28661.890000 sec): 3 clusters Score: Raw -1065438.172522 + Penalty 4381.686638 = -1061056.485884 nChanged 25 SP:Iteration 30Q (28661.910000 sec): 3 clusters Score: Raw -1065446.088461 + Penalty 4381.686638 = -1061064.401822 nChanged 27 SP:Iteration 31Q (28661.940000 sec): 3 clusters Score: Raw -1065453.362146 + Penalty 4381.686638 = -1061071.675508 nChanged 20 SP:Iteration 32Q (28661.970000 sec): 3 clusters Score: Raw -1065459.759495 + Penalty 4381.686638 = -1061078.072857 nChanged 30 SP:Iteration 33Q (28661.990000 sec): 3 clusters Score: Raw -1065469.909702 + Penalty 4381.686638 = -1061088.223064 nChanged 33 SP:Iteration 34Q (28662.010000 sec): 3 clusters Score: Raw -1065477.278723 + Penalty 4381.686638 = -1061095.592085 nChanged 19 SP:Iteration 35Q (28662.040000 sec): 3 clusters Score: Raw -1065481.167573 + Penalty 4381.686638 = -1061099.480935 nChanged 15 SP:Iteration 36Q (28662.060000 sec): 3 clusters Score: Raw -1065484.612312 + Penalty 4381.686638 = -1061102.925674 nChanged 11 SP:Iteration 37Q (28662.090000 sec): 3 clusters Score: Raw -1065486.939133 + Penalty 4381.686638 = -1061105.252495 nChanged 11 SP:Iteration 38Q (28662.110000 sec): 3 clusters Score: Raw -1065489.226347 + Penalty 4381.686638 = -1061107.539709 nChanged 8 SP:Iteration 39Q (28662.130000 sec): 3 clusters Score: Raw -1065491.193430 + Penalty 4381.686638 = -1061109.506792 nChanged 10 SP:Iteration 40F (28662.160000 sec): 3 clusters Score: Raw -1065493.424533 + Penalty 4381.686638 = -1061111.737895 nChanged 11 SP:Iteration 41Q (28662.190000 sec): 3 clusters Score: Raw -1065495.391658 + Penalty 4381.686638 = -1061113.705020 nChanged 10 SP:Iteration 42Q (28662.210000 sec): 3 clusters Score: Raw -1065497.018850 + Penalty 4381.686638 = -1061115.332212 nChanged 8 SP:Iteration 43Q (28662.240000 sec): 3 clusters Score: Raw -1065498.154869 + Penalty 4381.686638 = -1061116.468231 nChanged 7 SP:Iteration 44Q (28662.260000 sec): 3 clusters Score: Raw -1065499.472968 + Penalty 4381.686638 = -1061117.786330 nChanged 13 SP:Iteration 45Q (28662.290000 sec): 3 clusters Score: Raw -1065502.327281 + Penalty 4381.686638 = -1061120.640643 nChanged 11 SP:Iteration 46Q (28662.310000 sec): 3 clusters Score: Raw -1065505.919524 + Penalty 4381.686638 = -1061124.232886 nChanged 11 SP:Iteration 47Q (28662.340000 sec): 3 clusters Score: Raw -1065508.360535 + Penalty 4381.686638 = -1061126.673897 nChanged 11 SP:Iteration 48Q (28662.360000 sec): 3 clusters Score: Raw -1065510.577863 + Penalty 4381.686638 = -1061128.891225 nChanged 8 SP:Iteration 49Q (28662.390000 sec): 3 clusters Score: Raw -1065512.818216 + Penalty 4381.686638 = -1061131.131578 nChanged 12 SP:Iteration 50Q (28662.410000 sec): 3 clusters Score: Raw -1065515.858620 + Penalty 4381.686638 = -1061134.171982 nChanged 12 SP:Iteration 51Q (28662.430000 sec): 3 clusters Score: Raw -1065518.804518 + Penalty 4381.686638 = -1061137.117880 nChanged 12 SP:Iteration 52Q (28662.460000 sec): 3 clusters Score: Raw -1065522.053470 + Penalty 4381.686638 = -1061140.366832 nChanged 17 SP:Iteration 53Q (28662.490000 sec): 3 clusters Score: Raw -1065527.023743 + Penalty 4381.686638 = -1061145.337105 nChanged 16 SP:Iteration 54Q (28662.510000 sec): 3 clusters Score: Raw -1065531.198901 + Penalty 4381.686638 = -1061149.512263 nChanged 17 SP:Iteration 55Q (28662.530000 sec): 3 clusters Score: Raw -1065534.638222 + Penalty 4381.686638 = -1061152.951584 nChanged 11 SP:Iteration 56Q (28662.560000 sec): 3 clusters Score: Raw -1065536.873649 + Penalty 4381.686638 = -1061155.187011 nChanged 17 SP:Iteration 57Q (28662.590000 sec): 3 clusters Score: Raw -1065540.196743 + Penalty 4381.686638 = -1061158.510105 nChanged 15 SP:Iteration 58Q (28662.620000 sec): 3 clusters Score: Raw -1065543.493487 + Penalty 4381.686638 = -1061161.806849 nChanged 9 SP:Iteration 59Q (28662.640000 sec): 3 clusters Score: Raw -1065545.092042 + Penalty 4381.686638 = -1061163.405404 nChanged 10 SP:Iteration 60F (28662.670000 sec): 3 clusters Score: Raw -1065547.084331 + Penalty 4381.686638 = -1061165.397693 nChanged 8 SP:Iteration 61Q (28662.690000 sec): 3 clusters Score: Raw -1065548.900303 + Penalty 4381.686638 = -1061167.213665 nChanged 8 SP:Iteration 62Q (28662.720000 sec): 3 clusters Score: Raw -1065550.777027 + Penalty 4381.686638 = -1061169.090389 nChanged 9 SP:Iteration 63Q (28662.740000 sec): 3 clusters Score: Raw -1065553.288028 + Penalty 4381.686638 = -1061171.601390 nChanged 11 SP:Iteration 64Q (28662.760000 sec): 3 clusters Score: Raw -1065556.943730 + Penalty 4381.686638 = -1061175.257092 nChanged 14 SP:Iteration 65Q (28662.790000 sec): 3 clusters Score: Raw -1065560.543088 + Penalty 4381.686638 = -1061178.856450 nChanged 16 SP:Iteration 66Q (28662.820000 sec): 3 clusters Score: Raw -1065564.711784 + Penalty 4381.686638 = -1061183.025146 nChanged 10 SP:Iteration 67Q (28662.840000 sec): 3 clusters Score: Raw -1065567.023578 + Penalty 4381.686638 = -1061185.336940 nChanged 9 SP:Iteration 68Q (28662.860000 sec): 3 clusters Score: Raw -1065568.669035 + Penalty 4381.686638 = -1061186.982397 nChanged 10 SP:Iteration 69Q (28662.890000 sec): 3 clusters Score: Raw -1065570.731362 + Penalty 4381.686638 = -1061189.044724 nChanged 8 SP:Iteration 70Q (28662.920000 sec): 3 clusters Score: Raw -1065572.173911 + Penalty 4381.686638 = -1061190.487273 nChanged 8 SP:Iteration 71Q (28662.940000 sec): 3 clusters Score: Raw -1065574.251052 + Penalty 4381.686638 = -1061192.564414 nChanged 7 SP:Iteration 72Q (28662.960000 sec): 3 clusters Score: Raw -1065575.633940 + Penalty 4381.686638 = -1061193.947302 nChanged 9 SP:Iteration 73Q (28662.990000 sec): 3 clusters Score: Raw -1065577.965533 + Penalty 4381.686638 = -1061196.278895 nChanged 11 SP:Iteration 74Q (28663.010000 sec): 3 clusters Score: Raw -1065580.619204 + Penalty 4381.686638 = -1061198.932566 nChanged 8 SP:Iteration 75Q (28663.040000 sec): 3 clusters Score: Raw -1065581.532275 + Penalty 4381.686638 = -1061199.845637 nChanged 2 SP:Iteration 76Q (28663.060000 sec): 3 clusters Score: Raw -1065581.654471 + Penalty 4381.686638 = -1061199.967833 nChanged 1 SP:Iteration 77Q (28663.090000 sec): 3 clusters Score: Raw -1065581.822417 + Penalty 4381.686638 = -1061200.135779 nChanged 0 SP:Iteration 78F (28663.110000 sec): 3 clusters Score: Raw -1065581.822417 + Penalty 4381.686638 = -1061200.135779 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 38 (262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28663.120000 sec): 2 clusters Score: Raw -36976.462728 + Penalty 1380.949437 = -35595.513291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28663.120000 sec): 3 clusters Score: Raw -37214.858426 + Penalty 2761.898874 = -34452.959553 nChanged 35 SP:Iteration 1F (28663.120000 sec): 3 clusters Score: Raw -37381.353856 + Penalty 2761.898874 = -34619.454982 nChanged 14 SP:Iteration 2F (28663.120000 sec): 3 clusters Score: Raw -37476.116995 + Penalty 2761.898874 = -34714.218121 nChanged 5 SP:Iteration 3Q (28663.120000 sec): 3 clusters Score: Raw -37514.065033 + Penalty 2761.898874 = -34752.166159 nChanged 4 SP:Iteration 4Q (28663.130000 sec): 3 clusters Score: Raw -37529.940411 + Penalty 2761.898874 = -34768.041537 nChanged 1 SP:Iteration 5Q (28663.130000 sec): 3 clusters Score: Raw -37532.399168 + Penalty 2761.898874 = -34770.500294 nChanged 0 SP:Iteration 6F (28663.130000 sec): 3 clusters Score: Raw -37532.399168 + Penalty 2761.898874 = -34770.500294 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 39 (2564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28663.140000 sec): 2 clusters Score: Raw -413403.066871 + Penalty 1946.632307 = -411456.434564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28663.150000 sec): 3 clusters Score: Raw -412350.366436 + Penalty 3893.264614 = -408457.101822 nChanged 828 SP:Iteration 1F (28663.160000 sec): 3 clusters Score: Raw -412908.645090 + Penalty 3893.264614 = -409015.380476 nChanged 194 SP:Iteration 2F (28663.170000 sec): 3 clusters Score: Raw -413043.230353 + Penalty 3893.264614 = -409149.965739 nChanged 102 SP:Iteration 3Q (28663.180000 sec): 3 clusters Score: Raw -413119.344333 + Penalty 3893.264614 = -409226.079719 nChanged 62 SP:Iteration 4Q (28663.190000 sec): 3 clusters Score: Raw -413156.949424 + Penalty 3893.264614 = -409263.684811 nChanged 53 SP:Iteration 5Q (28663.200000 sec): 3 clusters Score: Raw -413193.350123 + Penalty 3893.264614 = -409300.085510 nChanged 49 SP:Iteration 6Q (28663.220000 sec): 3 clusters Score: Raw -413225.147416 + Penalty 3893.264614 = -409331.882802 nChanged 49 SP:Iteration 7Q (28663.220000 sec): 3 clusters Score: Raw -413257.960585 + Penalty 3893.264614 = -409364.695971 nChanged 36 SP:Iteration 8Q (28663.240000 sec): 3 clusters Score: Raw -413277.557275 + Penalty 3893.264614 = -409384.292661 nChanged 22 SP:Iteration 9Q (28663.240000 sec): 3 clusters Score: Raw -413289.519731 + Penalty 3893.264614 = -409396.255117 nChanged 21 SP:Iteration 10Q (28663.260000 sec): 3 clusters Score: Raw -413301.831255 + Penalty 3893.264614 = -409408.566642 nChanged 20 SP:Iteration 11Q (28663.260000 sec): 3 clusters Score: Raw -413311.456513 + Penalty 3893.264614 = -409418.191899 nChanged 15 SP:Iteration 12Q (28663.280000 sec): 3 clusters Score: Raw -413320.532095 + Penalty 3893.264614 = -409427.267481 nChanged 11 SP:Iteration 13Q (28663.280000 sec): 3 clusters Score: Raw -413327.711201 + Penalty 3893.264614 = -409434.446588 nChanged 7 SP:Iteration 14Q (28663.300000 sec): 3 clusters Score: Raw -413330.778239 + Penalty 3893.264614 = -409437.513625 nChanged 7 SP:Iteration 15Q (28663.300000 sec): 3 clusters Score: Raw -413334.149659 + Penalty 3893.264614 = -409440.885045 nChanged 5 SP:Iteration 16Q (28663.320000 sec): 3 clusters Score: Raw -413335.465746 + Penalty 3893.264614 = -409442.201132 nChanged 6 SP:Iteration 17Q (28663.330000 sec): 3 clusters Score: Raw -413337.443558 + Penalty 3893.264614 = -409444.178944 nChanged 5 SP:Iteration 18Q (28663.340000 sec): 3 clusters Score: Raw -413340.109271 + Penalty 3893.264614 = -409446.844658 nChanged 7 SP:Iteration 19Q (28663.350000 sec): 3 clusters Score: Raw -413344.150122 + Penalty 3893.264614 = -409450.885508 nChanged 6 SP:Iteration 20F (28663.360000 sec): 3 clusters Score: Raw -413347.168525 + Penalty 3893.264614 = -409453.903911 nChanged 5 SP:Iteration 21Q (28663.370000 sec): 3 clusters Score: Raw -413349.201613 + Penalty 3893.264614 = -409455.936999 nChanged 4 SP:Iteration 22Q (28663.380000 sec): 3 clusters Score: Raw -413352.128815 + Penalty 3893.264614 = -409458.864202 nChanged 3 SP:Iteration 23Q (28663.390000 sec): 3 clusters Score: Raw -413354.733331 + Penalty 3893.264614 = -409461.468717 nChanged 5 SP:Iteration 24Q (28663.400000 sec): 3 clusters Score: Raw -413356.642459 + Penalty 3893.264614 = -409463.377846 nChanged 7 SP:Iteration 25Q (28663.410000 sec): 3 clusters Score: Raw -413359.996903 + Penalty 3893.264614 = -409466.732290 nChanged 4 SP:Iteration 26Q (28663.420000 sec): 3 clusters Score: Raw -413362.450689 + Penalty 3893.264614 = -409469.186075 nChanged 4 SP:Iteration 27Q (28663.430000 sec): 3 clusters Score: Raw -413364.847869 + Penalty 3893.264614 = -409471.583255 nChanged 2 SP:Iteration 28Q (28663.440000 sec): 3 clusters Score: Raw -413365.320498 + Penalty 3893.264614 = -409472.055885 nChanged 2 SP:Iteration 29Q (28663.450000 sec): 3 clusters Score: Raw -413366.049306 + Penalty 3893.264614 = -409472.784692 nChanged 3 SP:Iteration 30Q (28663.460000 sec): 3 clusters Score: Raw -413367.513887 + Penalty 3893.264614 = -409474.249273 nChanged 4 SP:Iteration 31Q (28663.470000 sec): 3 clusters Score: Raw -413369.499029 + Penalty 3893.264614 = -409476.234416 nChanged 2 SP:Iteration 32Q (28663.480000 sec): 3 clusters Score: Raw -413370.318061 + Penalty 3893.264614 = -409477.053448 nChanged 3 SP:Iteration 33Q (28663.490000 sec): 3 clusters Score: Raw -413371.419043 + Penalty 3893.264614 = -409478.154430 nChanged 3 SP:Iteration 34Q (28663.500000 sec): 3 clusters Score: Raw -413372.901904 + Penalty 3893.264614 = -409479.637291 nChanged 3 SP:Iteration 35Q (28663.510000 sec): 3 clusters Score: Raw -413373.946952 + Penalty 3893.264614 = -409480.682339 nChanged 2 SP:Iteration 36Q (28663.520000 sec): 3 clusters Score: Raw -413374.504790 + Penalty 3893.264614 = -409481.240176 nChanged 0 SP:Iteration 37F (28663.530000 sec): 3 clusters Score: Raw -413374.504790 + Penalty 3893.264614 = -409481.240176 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 41 (1299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28663.540000 sec): 2 clusters Score: Raw -196970.011138 + Penalty 1777.998804 = -195192.012334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28663.540000 sec): 3 clusters Score: Raw -196572.149724 + Penalty 3555.997608 = -193016.152116 nChanged 344 SP:Iteration 1F (28663.550000 sec): 3 clusters Score: Raw -196861.604089 + Penalty 3555.997608 = -193305.606480 nChanged 86 SP:Iteration 2F (28663.560000 sec): 3 clusters Score: Raw -196972.661769 + Penalty 3555.997608 = -193416.664160 nChanged 54 SP:Iteration 3Q (28663.560000 sec): 3 clusters Score: Raw -197032.707725 + Penalty 3555.997608 = -193476.710117 nChanged 32 SP:Iteration 4Q (28663.560000 sec): 3 clusters Score: Raw -197072.884271 + Penalty 3555.997608 = -193516.886662 nChanged 19 SP:Iteration 5Q (28663.570000 sec): 3 clusters Score: Raw -197093.683234 + Penalty 3555.997608 = -193537.685626 nChanged 17 SP:Iteration 6Q (28663.580000 sec): 3 clusters Score: Raw -197107.834305 + Penalty 3555.997608 = -193551.836697 nChanged 7 SP:Iteration 7Q (28663.580000 sec): 3 clusters Score: Raw -197115.125774 + Penalty 3555.997608 = -193559.128166 nChanged 10 SP:Iteration 8Q (28663.580000 sec): 3 clusters Score: Raw -197124.370928 + Penalty 3555.997608 = -193568.373320 nChanged 8 SP:Iteration 9Q (28663.590000 sec): 3 clusters Score: Raw -197132.893280 + Penalty 3555.997608 = -193576.895671 nChanged 7 SP:Iteration 10Q (28663.600000 sec): 3 clusters Score: Raw -197143.335853 + Penalty 3555.997608 = -193587.338244 nChanged 11 SP:Iteration 11Q (28663.600000 sec): 3 clusters Score: Raw -197154.852001 + Penalty 3555.997608 = -193598.854393 nChanged 8 SP:Iteration 12Q (28663.600000 sec): 3 clusters Score: Raw -197162.704350 + Penalty 3555.997608 = -193606.706742 nChanged 5 SP:Iteration 13Q (28663.610000 sec): 3 clusters Score: Raw -197168.595498 + Penalty 3555.997608 = -193612.597890 nChanged 4 SP:Iteration 14Q (28663.620000 sec): 3 clusters Score: Raw -197172.581437 + Penalty 3555.997608 = -193616.583828 nChanged 7 SP:Iteration 15Q (28663.620000 sec): 3 clusters Score: Raw -197176.627342 + Penalty 3555.997608 = -193620.629733 nChanged 4 SP:Iteration 16Q (28663.630000 sec): 3 clusters Score: Raw -197180.481677 + Penalty 3555.997608 = -193624.484069 nChanged 5 SP:Iteration 17Q (28663.630000 sec): 3 clusters Score: Raw -197186.879742 + Penalty 3555.997608 = -193630.882133 nChanged 3 SP:Iteration 18Q (28663.640000 sec): 3 clusters Score: Raw -197191.697161 + Penalty 3555.997608 = -193635.699553 nChanged 3 SP:Iteration 19Q (28663.640000 sec): 3 clusters Score: Raw -197193.719999 + Penalty 3555.997608 = -193637.722391 nChanged 1 SP:Iteration 20F (28663.650000 sec): 3 clusters Score: Raw -197194.524811 + Penalty 3555.997608 = -193638.527202 nChanged 1 SP:Iteration 21Q (28663.650000 sec): 3 clusters Score: Raw -197195.414188 + Penalty 3555.997608 = -193639.416579 nChanged 1 SP:Iteration 22Q (28663.660000 sec): 3 clusters Score: Raw -197196.218640 + Penalty 3555.997608 = -193640.221032 nChanged 2 SP:Iteration 23Q (28663.660000 sec): 3 clusters Score: Raw -197197.901072 + Penalty 3555.997608 = -193641.903463 nChanged 4 SP:Iteration 24Q (28663.670000 sec): 3 clusters Score: Raw -197200.722298 + Penalty 3555.997608 = -193644.724689 nChanged 2 SP:Iteration 25Q (28663.670000 sec): 3 clusters Score: Raw -197204.087975 + Penalty 3555.997608 = -193648.090367 nChanged 2 SP:Iteration 26Q (28663.680000 sec): 3 clusters Score: Raw -197205.440676 + Penalty 3555.997608 = -193649.443068 nChanged 3 SP:Iteration 27Q (28663.680000 sec): 3 clusters Score: Raw -197207.890193 + Penalty 3555.997608 = -193651.892585 nChanged 2 SP:Iteration 28Q (28663.690000 sec): 3 clusters Score: Raw -197209.329150 + Penalty 3555.997608 = -193653.331542 nChanged 0 SP:Iteration 29F (28663.690000 sec): 3 clusters Score: Raw -197209.329150 + Penalty 3555.997608 = -193653.331542 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 42 (2120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28663.700000 sec): 2 clusters Score: Raw -305829.240209 + Penalty 1899.474499 = -303929.765710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28663.710000 sec): 3 clusters Score: Raw -305085.774236 + Penalty 3798.948998 = -301286.825237 nChanged 704 SP:Iteration 1F (28663.720000 sec): 3 clusters Score: Raw -305679.054467 + Penalty 3798.948998 = -301880.105469 nChanged 187 SP:Iteration 2F (28663.730000 sec): 3 clusters Score: Raw -305899.940104 + Penalty 3798.948998 = -302100.991105 nChanged 143 SP:Iteration 3F (28663.740000 sec): 3 clusters Score: Raw -306085.647568 + Penalty 3798.948998 = -302286.698569 nChanged 101 SP:Iteration 4Q (28663.750000 sec): 3 clusters Score: Raw -306217.662346 + Penalty 3798.948998 = -302418.713348 nChanged 79 SP:Iteration 5Q (28663.760000 sec): 3 clusters Score: Raw -306318.615410 + Penalty 3798.948998 = -302519.666412 nChanged 56 SP:Iteration 6Q (28663.760000 sec): 3 clusters Score: Raw -306384.685141 + Penalty 3798.948998 = -302585.736143 nChanged 47 SP:Iteration 7Q (28663.770000 sec): 3 clusters Score: Raw -306421.493856 + Penalty 3798.948998 = -302622.544858 nChanged 20 SP:Iteration 8Q (28663.780000 sec): 3 clusters Score: Raw -306436.686775 + Penalty 3798.948998 = -302637.737777 nChanged 22 SP:Iteration 9Q (28663.790000 sec): 3 clusters Score: Raw -306451.605708 + Penalty 3798.948998 = -302652.656710 nChanged 14 SP:Iteration 10Q (28663.790000 sec): 3 clusters Score: Raw -306462.245768 + Penalty 3798.948998 = -302663.296769 nChanged 12 SP:Iteration 11Q (28663.800000 sec): 3 clusters Score: Raw -306468.596073 + Penalty 3798.948998 = -302669.647075 nChanged 11 SP:Iteration 12Q (28663.810000 sec): 3 clusters Score: Raw -306478.613848 + Penalty 3798.948998 = -302679.664850 nChanged 9 SP:Iteration 13Q (28663.820000 sec): 3 clusters Score: Raw -306485.236440 + Penalty 3798.948998 = -302686.287442 nChanged 14 SP:Iteration 14Q (28663.820000 sec): 3 clusters Score: Raw -306492.260932 + Penalty 3798.948998 = -302693.311934 nChanged 10 SP:Iteration 15Q (28663.830000 sec): 3 clusters Score: Raw -306496.264579 + Penalty 3798.948998 = -302697.315580 nChanged 5 SP:Iteration 16Q (28663.840000 sec): 3 clusters Score: Raw -306499.592501 + Penalty 3798.948998 = -302700.643502 nChanged 5 SP:Iteration 17Q (28663.850000 sec): 3 clusters Score: Raw -306502.343279 + Penalty 3798.948998 = -302703.394281 nChanged 2 SP:Iteration 18Q (28663.860000 sec): 3 clusters Score: Raw -306503.394509 + Penalty 3798.948998 = -302704.445510 nChanged 1 SP:Iteration 19Q (28663.860000 sec): 3 clusters Score: Raw -306503.597763 + Penalty 3798.948998 = -302704.648765 nChanged 0 SP:Iteration 20F (28663.870000 sec): 3 clusters Score: Raw -306503.597763 + Penalty 3798.948998 = -302704.648765 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 43 (14138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28663.930000 sec): 2 clusters Score: Raw -2271071.246394 + Penalty 2370.042129 = -2268701.204265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28663.980000 sec): 3 clusters Score: Raw -2263191.175599 + Penalty 4740.084257 = -2258451.091342 nChanged 5984 SP:Iteration 1F (28664.040000 sec): 3 clusters Score: Raw -2266343.307272 + Penalty 4740.084257 = -2261603.223015 nChanged 822 SP:Iteration 2F (28664.100000 sec): 3 clusters Score: Raw -2266650.208978 + Penalty 4740.084257 = -2261910.124720 nChanged 635 SP:Iteration 3Q (28664.150000 sec): 3 clusters Score: Raw -2266862.637822 + Penalty 4740.084257 = -2262122.553564 nChanged 516 SP:Iteration 4Q (28664.210000 sec): 3 clusters Score: Raw -2267037.059523 + Penalty 4740.084257 = -2262296.975265 nChanged 483 SP:Iteration 5Q (28664.260000 sec): 3 clusters Score: Raw -2267206.867116 + Penalty 4740.084257 = -2262466.782858 nChanged 470 SP:Iteration 6Q (28664.320000 sec): 3 clusters Score: Raw -2267401.036462 + Penalty 4740.084257 = -2262660.952205 nChanged 551 SP:Iteration 7Q (28664.380000 sec): 3 clusters Score: Raw -2267676.218248 + Penalty 4740.084257 = -2262936.133990 nChanged 630 SP:Iteration 8Q (28664.430000 sec): 3 clusters Score: Raw -2268036.668751 + Penalty 4740.084257 = -2263296.584493 nChanged 730 SP:Iteration 9F (28664.480000 sec): 3 clusters Score: Raw -2268500.754491 + Penalty 4740.084257 = -2263760.670234 nChanged 772 SP:Iteration 10F (28664.540000 sec): 3 clusters Score: Raw -2268979.223373 + Penalty 4740.084257 = -2264239.139116 nChanged 744 SP:Iteration 11F (28664.600000 sec): 3 clusters Score: Raw -2269448.481158 + Penalty 4740.084257 = -2264708.396901 nChanged 680 SP:Iteration 12Q (28664.650000 sec): 3 clusters Score: Raw -2269868.821290 + Penalty 4740.084257 = -2265128.737032 nChanged 618 SP:Iteration 13Q (28664.710000 sec): 3 clusters Score: Raw -2270217.825250 + Penalty 4740.084257 = -2265477.740992 nChanged 495 SP:Iteration 14Q (28664.760000 sec): 3 clusters Score: Raw -2270473.124474 + Penalty 4740.084257 = -2265733.040216 nChanged 399 SP:Iteration 15Q (28664.820000 sec): 3 clusters Score: Raw -2270661.364172 + Penalty 4740.084257 = -2265921.279915 nChanged 298 SP:Iteration 16Q (28664.870000 sec): 3 clusters Score: Raw -2270790.180510 + Penalty 4740.084257 = -2266050.096253 nChanged 249 SP:Iteration 17Q (28664.930000 sec): 3 clusters Score: Raw -2270899.931370 + Penalty 4740.084257 = -2266159.847113 nChanged 219 SP:Iteration 18Q (28664.980000 sec): 3 clusters Score: Raw -2270992.440940 + Penalty 4740.084257 = -2266252.356683 nChanged 167 SP:Iteration 19Q (28665.040000 sec): 3 clusters Score: Raw -2271059.004242 + Penalty 4740.084257 = -2266318.919984 nChanged 144 SP:Iteration 20F (28665.090000 sec): 3 clusters Score: Raw -2271116.692857 + Penalty 4740.084257 = -2266376.608600 nChanged 120 SP:Iteration 21Q (28665.150000 sec): 3 clusters Score: Raw -2271156.643306 + Penalty 4740.084257 = -2266416.559048 nChanged 93 SP:Iteration 22Q (28665.200000 sec): 3 clusters Score: Raw -2271184.609126 + Penalty 4740.084257 = -2266444.524868 nChanged 73 SP:Iteration 23Q (28665.260000 sec): 3 clusters Score: Raw -2271208.847899 + Penalty 4740.084257 = -2266468.763641 nChanged 62 SP:Iteration 24Q (28665.310000 sec): 3 clusters Score: Raw -2271228.551715 + Penalty 4740.084257 = -2266488.467457 nChanged 50 SP:Iteration 25Q (28665.360000 sec): 3 clusters Score: Raw -2271245.009109 + Penalty 4740.084257 = -2266504.924852 nChanged 47 SP:Iteration 26Q (28665.420000 sec): 3 clusters Score: Raw -2271260.753454 + Penalty 4740.084257 = -2266520.669197 nChanged 45 SP:Iteration 27Q (28665.470000 sec): 3 clusters Score: Raw -2271275.431668 + Penalty 4740.084257 = -2266535.347410 nChanged 48 SP:Iteration 28Q (28665.520000 sec): 3 clusters Score: Raw -2271291.941169 + Penalty 4740.084257 = -2266551.856911 nChanged 40 SP:Iteration 29Q (28665.580000 sec): 3 clusters Score: Raw -2271304.259903 + Penalty 4740.084257 = -2266564.175645 nChanged 27 SP:Iteration 30Q (28665.630000 sec): 3 clusters Score: Raw -2271312.996483 + Penalty 4740.084257 = -2266572.912225 nChanged 22 SP:Iteration 31Q (28665.690000 sec): 3 clusters Score: Raw -2271321.334535 + Penalty 4740.084257 = -2266581.250278 nChanged 25 SP:Iteration 32Q (28665.740000 sec): 3 clusters Score: Raw -2271329.152225 + Penalty 4740.084257 = -2266589.067967 nChanged 16 SP:Iteration 33Q (28665.800000 sec): 3 clusters Score: Raw -2271334.812281 + Penalty 4740.084257 = -2266594.728024 nChanged 15 SP:Iteration 34Q (28665.850000 sec): 3 clusters Score: Raw -2271338.706268 + Penalty 4740.084257 = -2266598.622011 nChanged 14 SP:Iteration 35Q (28665.900000 sec): 3 clusters Score: Raw -2271342.677605 + Penalty 4740.084257 = -2266602.593347 nChanged 14 SP:Iteration 36Q (28665.960000 sec): 3 clusters Score: Raw -2271346.168342 + Penalty 4740.084257 = -2266606.084085 nChanged 14 SP:Iteration 37Q (28666.010000 sec): 3 clusters Score: Raw -2271350.703604 + Penalty 4740.084257 = -2266610.619347 nChanged 14 SP:Iteration 38Q (28666.060000 sec): 3 clusters Score: Raw -2271353.656381 + Penalty 4740.084257 = -2266613.572124 nChanged 7 SP:Iteration 39Q (28666.120000 sec): 3 clusters Score: Raw -2271355.389848 + Penalty 4740.084257 = -2266615.305590 nChanged 7 SP:Iteration 40F (28666.170000 sec): 3 clusters Score: Raw -2271356.876547 + Penalty 4740.084257 = -2266616.792289 nChanged 6 SP:Iteration 41Q (28666.220000 sec): 3 clusters Score: Raw -2271358.468464 + Penalty 4740.084257 = -2266618.384207 nChanged 4 SP:Iteration 42Q (28666.280000 sec): 3 clusters Score: Raw -2271359.707247 + Penalty 4740.084257 = -2266619.622990 nChanged 3 SP:Iteration 43Q (28666.330000 sec): 3 clusters Score: Raw -2271360.198748 + Penalty 4740.084257 = -2266620.114490 nChanged 2 SP:Iteration 44Q (28666.380000 sec): 3 clusters Score: Raw -2271360.435193 + Penalty 4740.084257 = -2266620.350935 nChanged 2 SP:Iteration 45Q (28666.430000 sec): 3 clusters Score: Raw -2271360.655631 + Penalty 4740.084257 = -2266620.571374 nChanged 0 SP:Iteration 46F (28666.490000 sec): 3 clusters Score: Raw -2271360.655631 + Penalty 4740.084257 = -2266620.571374 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 44 (3381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28666.510000 sec): 2 clusters Score: Raw -524535.553693 + Penalty 2015.229847 = -522520.323846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28666.520000 sec): 3 clusters Score: Raw -523086.405060 + Penalty 4030.459694 = -519055.945366 nChanged 1198 SP:Iteration 1F (28666.530000 sec): 3 clusters Score: Raw -523884.099552 + Penalty 4030.459694 = -519853.639858 nChanged 276 SP:Iteration 2F (28666.550000 sec): 3 clusters Score: Raw -524098.698373 + Penalty 4030.459694 = -520068.238678 nChanged 156 SP:Iteration 3Q (28666.560000 sec): 3 clusters Score: Raw -524199.966319 + Penalty 4030.459694 = -520169.506625 nChanged 105 SP:Iteration 4Q (28666.580000 sec): 3 clusters Score: Raw -524258.532737 + Penalty 4030.459694 = -520228.073043 nChanged 76 SP:Iteration 5Q (28666.590000 sec): 3 clusters Score: Raw -524304.419841 + Penalty 4030.459694 = -520273.960147 nChanged 59 SP:Iteration 6Q (28666.600000 sec): 3 clusters Score: Raw -524341.909473 + Penalty 4030.459694 = -520311.449779 nChanged 60 SP:Iteration 7Q (28666.620000 sec): 3 clusters Score: Raw -524371.995212 + Penalty 4030.459694 = -520341.535518 nChanged 48 SP:Iteration 8Q (28666.630000 sec): 3 clusters Score: Raw -524397.578254 + Penalty 4030.459694 = -520367.118560 nChanged 44 SP:Iteration 9Q (28666.640000 sec): 3 clusters Score: Raw -524425.149023 + Penalty 4030.459694 = -520394.689329 nChanged 38 SP:Iteration 10Q (28666.660000 sec): 3 clusters Score: Raw -524448.234001 + Penalty 4030.459694 = -520417.774307 nChanged 29 SP:Iteration 11Q (28666.670000 sec): 3 clusters Score: Raw -524462.946206 + Penalty 4030.459694 = -520432.486512 nChanged 30 SP:Iteration 12Q (28666.680000 sec): 3 clusters Score: Raw -524477.834290 + Penalty 4030.459694 = -520447.374596 nChanged 37 SP:Iteration 13Q (28666.700000 sec): 3 clusters Score: Raw -524499.519192 + Penalty 4030.459694 = -520469.059498 nChanged 38 SP:Iteration 14Q (28666.710000 sec): 3 clusters Score: Raw -524519.627958 + Penalty 4030.459694 = -520489.168264 nChanged 29 SP:Iteration 15Q (28666.720000 sec): 3 clusters Score: Raw -524535.381953 + Penalty 4030.459694 = -520504.922258 nChanged 32 SP:Iteration 16Q (28666.740000 sec): 3 clusters Score: Raw -524558.617614 + Penalty 4030.459694 = -520528.157920 nChanged 42 SP:Iteration 17Q (28666.750000 sec): 3 clusters Score: Raw -524581.906160 + Penalty 4030.459694 = -520551.446466 nChanged 43 SP:Iteration 18Q (28666.760000 sec): 3 clusters Score: Raw -524604.252530 + Penalty 4030.459694 = -520573.792836 nChanged 45 SP:Iteration 19Q (28666.770000 sec): 3 clusters Score: Raw -524636.780023 + Penalty 4030.459694 = -520606.320328 nChanged 46 SP:Iteration 20F (28666.790000 sec): 3 clusters Score: Raw -524664.196730 + Penalty 4030.459694 = -520633.737035 nChanged 41 SP:Iteration 21Q (28666.800000 sec): 3 clusters Score: Raw -524690.491568 + Penalty 4030.459694 = -520660.031874 nChanged 40 SP:Iteration 22Q (28666.810000 sec): 3 clusters Score: Raw -524713.273875 + Penalty 4030.459694 = -520682.814181 nChanged 32 SP:Iteration 23Q (28666.830000 sec): 3 clusters Score: Raw -524729.476599 + Penalty 4030.459694 = -520699.016905 nChanged 29 SP:Iteration 24Q (28666.840000 sec): 3 clusters Score: Raw -524744.815493 + Penalty 4030.459694 = -520714.355799 nChanged 29 SP:Iteration 25Q (28666.850000 sec): 3 clusters Score: Raw -524760.343053 + Penalty 4030.459694 = -520729.883359 nChanged 27 SP:Iteration 26Q (28666.860000 sec): 3 clusters Score: Raw -524773.384377 + Penalty 4030.459694 = -520742.924683 nChanged 25 SP:Iteration 27Q (28666.880000 sec): 3 clusters Score: Raw -524785.351839 + Penalty 4030.459694 = -520754.892145 nChanged 31 SP:Iteration 28Q (28666.890000 sec): 3 clusters Score: Raw -524796.245028 + Penalty 4030.459694 = -520765.785334 nChanged 18 SP:Iteration 29Q (28666.900000 sec): 3 clusters Score: Raw -524805.018484 + Penalty 4030.459694 = -520774.558790 nChanged 24 SP:Iteration 30Q (28666.920000 sec): 3 clusters Score: Raw -524817.454150 + Penalty 4030.459694 = -520786.994456 nChanged 33 SP:Iteration 31Q (28666.930000 sec): 3 clusters Score: Raw -524833.287546 + Penalty 4030.459694 = -520802.827852 nChanged 24 SP:Iteration 32Q (28666.940000 sec): 3 clusters Score: Raw -524845.996382 + Penalty 4030.459694 = -520815.536688 nChanged 26 SP:Iteration 33Q (28666.960000 sec): 3 clusters Score: Raw -524861.040218 + Penalty 4030.459694 = -520830.580524 nChanged 27 SP:Iteration 34Q (28666.970000 sec): 3 clusters Score: Raw -524876.018044 + Penalty 4030.459694 = -520845.558350 nChanged 34 SP:Iteration 35Q (28666.980000 sec): 3 clusters Score: Raw -524896.535169 + Penalty 4030.459694 = -520866.075475 nChanged 40 SP:Iteration 36Q (28667.000000 sec): 3 clusters Score: Raw -524918.797494 + Penalty 4030.459694 = -520888.337800 nChanged 28 SP:Iteration 37Q (28667.010000 sec): 3 clusters Score: Raw -524932.941550 + Penalty 4030.459694 = -520902.481856 nChanged 29 SP:Iteration 38Q (28667.020000 sec): 3 clusters Score: Raw -524944.833201 + Penalty 4030.459694 = -520914.373507 nChanged 15 SP:Iteration 39Q (28667.040000 sec): 3 clusters Score: Raw -524952.863107 + Penalty 4030.459694 = -520922.403412 nChanged 19 SP:Iteration 40F (28667.050000 sec): 3 clusters Score: Raw -524962.423462 + Penalty 4030.459694 = -520931.963767 nChanged 22 SP:Iteration 41Q (28667.060000 sec): 3 clusters Score: Raw -524971.848300 + Penalty 4030.459694 = -520941.388605 nChanged 19 SP:Iteration 42Q (28667.080000 sec): 3 clusters Score: Raw -524981.699918 + Penalty 4030.459694 = -520951.240224 nChanged 18 SP:Iteration 43Q (28667.090000 sec): 3 clusters Score: Raw -524989.992331 + Penalty 4030.459694 = -520959.532637 nChanged 14 SP:Iteration 44Q (28667.100000 sec): 3 clusters Score: Raw -524995.812778 + Penalty 4030.459694 = -520965.353084 nChanged 9 SP:Iteration 45Q (28667.110000 sec): 3 clusters Score: Raw -524999.969557 + Penalty 4030.459694 = -520969.509863 nChanged 11 SP:Iteration 46Q (28667.130000 sec): 3 clusters Score: Raw -525003.563611 + Penalty 4030.459694 = -520973.103917 nChanged 7 SP:Iteration 47Q (28667.140000 sec): 3 clusters Score: Raw -525007.295901 + Penalty 4030.459694 = -520976.836207 nChanged 11 SP:Iteration 48Q (28667.150000 sec): 3 clusters Score: Raw -525012.989386 + Penalty 4030.459694 = -520982.529692 nChanged 7 SP:Iteration 49Q (28667.160000 sec): 3 clusters Score: Raw -525016.033364 + Penalty 4030.459694 = -520985.573670 nChanged 7 SP:Iteration 50Q (28667.180000 sec): 3 clusters Score: Raw -525019.252493 + Penalty 4030.459694 = -520988.792799 nChanged 4 SP:Iteration 51Q (28667.190000 sec): 3 clusters Score: Raw -525020.840501 + Penalty 4030.459694 = -520990.380807 nChanged 4 SP:Iteration 52Q (28667.200000 sec): 3 clusters Score: Raw -525022.404094 + Penalty 4030.459694 = -520991.944400 nChanged 4 SP:Iteration 53Q (28667.220000 sec): 3 clusters Score: Raw -525024.593878 + Penalty 4030.459694 = -520994.134184 nChanged 4 SP:Iteration 54Q (28667.230000 sec): 3 clusters Score: Raw -525026.477727 + Penalty 4030.459694 = -520996.018033 nChanged 2 SP:Iteration 55Q (28667.240000 sec): 3 clusters Score: Raw -525027.205494 + Penalty 4030.459694 = -520996.745800 nChanged 1 SP:Iteration 56Q (28667.260000 sec): 3 clusters Score: Raw -525027.681792 + Penalty 4030.459694 = -520997.222098 nChanged 1 SP:Iteration 57Q (28667.270000 sec): 3 clusters Score: Raw -525027.984076 + Penalty 4030.459694 = -520997.524382 nChanged 0 SP:Iteration 58F (28667.280000 sec): 3 clusters Score: Raw -525027.984076 + Penalty 4030.459694 = -520997.524382 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 45 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28667.290000 sec): 2 clusters Score: Raw -18833.543719 + Penalty 1214.664270 = -17618.879448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28667.290000 sec): 3 clusters Score: Raw -19189.572064 + Penalty 2429.328541 = -16760.243523 nChanged 8 SP:Iteration 1F (28667.290000 sec): 3 clusters Score: Raw -19253.176337 + Penalty 2429.328541 = -16823.847796 nChanged 2 SP:Iteration 2Q (28667.290000 sec): 3 clusters Score: Raw -19264.615603 + Penalty 2429.328541 = -16835.287062 nChanged 0 SP:Iteration 3F (28667.290000 sec): 3 clusters Score: Raw -19264.615603 + Penalty 2429.328541 = -16835.287062 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 46 (1598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28667.300000 sec): 2 clusters Score: Raw -239677.979498 + Penalty 1829.374015 = -237848.605482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28667.310000 sec): 3 clusters Score: Raw -239180.570842 + Penalty 3658.748031 = -235521.822812 nChanged 491 SP:Iteration 1F (28667.310000 sec): 3 clusters Score: Raw -239703.230863 + Penalty 3658.748031 = -236044.482832 nChanged 139 SP:Iteration 2F (28667.320000 sec): 3 clusters Score: Raw -239929.859958 + Penalty 3658.748031 = -236271.111927 nChanged 69 SP:Iteration 3Q (28667.320000 sec): 3 clusters Score: Raw -240033.196887 + Penalty 3658.748031 = -236374.448856 nChanged 56 SP:Iteration 4Q (28667.330000 sec): 3 clusters Score: Raw -240097.526792 + Penalty 3658.748031 = -236438.778761 nChanged 40 SP:Iteration 5Q (28667.340000 sec): 3 clusters Score: Raw -240152.360668 + Penalty 3658.748031 = -236493.612638 nChanged 49 SP:Iteration 6Q (28667.340000 sec): 3 clusters Score: Raw -240227.574535 + Penalty 3658.748031 = -236568.826505 nChanged 42 SP:Iteration 7Q (28667.350000 sec): 3 clusters Score: Raw -240293.335356 + Penalty 3658.748031 = -236634.587325 nChanged 41 SP:Iteration 8Q (28667.360000 sec): 3 clusters Score: Raw -240357.965001 + Penalty 3658.748031 = -236699.216970 nChanged 49 SP:Iteration 9Q (28667.360000 sec): 3 clusters Score: Raw -240451.597942 + Penalty 3658.748031 = -236792.849911 nChanged 43 SP:Iteration 10Q (28667.370000 sec): 3 clusters Score: Raw -240546.712872 + Penalty 3658.748031 = -236887.964842 nChanged 40 SP:Iteration 11Q (28667.370000 sec): 3 clusters Score: Raw -240666.571885 + Penalty 3658.748031 = -237007.823854 nChanged 32 SP:Iteration 12Q (28667.380000 sec): 3 clusters Score: Raw -240738.618892 + Penalty 3658.748031 = -237079.870862 nChanged 25 SP:Iteration 13Q (28667.380000 sec): 3 clusters Score: Raw -240789.559187 + Penalty 3658.748031 = -237130.811156 nChanged 21 SP:Iteration 14Q (28667.390000 sec): 3 clusters Score: Raw -240831.731227 + Penalty 3658.748031 = -237172.983196 nChanged 13 SP:Iteration 15Q (28667.390000 sec): 3 clusters Score: Raw -240865.823797 + Penalty 3658.748031 = -237207.075766 nChanged 18 SP:Iteration 16Q (28667.400000 sec): 3 clusters Score: Raw -240895.855444 + Penalty 3658.748031 = -237237.107413 nChanged 16 SP:Iteration 17Q (28667.400000 sec): 3 clusters Score: Raw -240923.080049 + Penalty 3658.748031 = -237264.332018 nChanged 12 SP:Iteration 18Q (28667.410000 sec): 3 clusters Score: Raw -240940.481275 + Penalty 3658.748031 = -237281.733244 nChanged 13 SP:Iteration 19Q (28667.420000 sec): 3 clusters Score: Raw -240961.546496 + Penalty 3658.748031 = -237302.798466 nChanged 10 SP:Iteration 20F (28667.420000 sec): 3 clusters Score: Raw -240976.416713 + Penalty 3658.748031 = -237317.668682 nChanged 5 SP:Iteration 21Q (28667.430000 sec): 3 clusters Score: Raw -240981.554677 + Penalty 3658.748031 = -237322.806646 nChanged 2 SP:Iteration 22Q (28667.430000 sec): 3 clusters Score: Raw -240983.649749 + Penalty 3658.748031 = -237324.901718 nChanged 2 SP:Iteration 23Q (28667.440000 sec): 3 clusters Score: Raw -240985.713926 + Penalty 3658.748031 = -237326.965895 nChanged 2 SP:Iteration 24Q (28667.440000 sec): 3 clusters Score: Raw -240987.012328 + Penalty 3658.748031 = -237328.264297 nChanged 0 SP:Iteration 25F (28667.450000 sec): 3 clusters Score: Raw -240987.012328 + Penalty 3658.748031 = -237328.264297 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 47 (542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28667.460000 sec): 2 clusters Score: Raw -81697.939149 + Penalty 1561.225968 = -80136.713181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28667.460000 sec): 3 clusters Score: Raw -81703.554588 + Penalty 3122.451937 = -78581.102651 nChanged 84 SP:Iteration 1F (28667.460000 sec): 3 clusters Score: Raw -81861.786872 + Penalty 3122.451937 = -78739.334935 nChanged 21 SP:Iteration 2Q (28667.460000 sec): 3 clusters Score: Raw -81895.248777 + Penalty 3122.451937 = -78772.796840 nChanged 10 SP:Iteration 3Q (28667.460000 sec): 3 clusters Score: Raw -81920.774505 + Penalty 3122.451937 = -78798.322569 nChanged 5 SP:Iteration 4Q (28667.460000 sec): 3 clusters Score: Raw -81932.340721 + Penalty 3122.451937 = -78809.888784 nChanged 3 SP:Iteration 5Q (28667.470000 sec): 3 clusters Score: Raw -81937.808954 + Penalty 3122.451937 = -78815.357017 nChanged 3 SP:Iteration 6Q (28667.470000 sec): 3 clusters Score: Raw -81943.198750 + Penalty 3122.451937 = -78820.746813 nChanged 1 SP:Iteration 7Q (28667.470000 sec): 3 clusters Score: Raw -81945.585767 + Penalty 3122.451937 = -78823.133831 nChanged 0 SP:Iteration 8F (28667.470000 sec): 3 clusters Score: Raw -81945.585767 + Penalty 3122.451937 = -78823.133831 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 48 (2442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28667.490000 sec): 2 clusters Score: Raw -381920.873665 + Penalty 1934.542018 = -379986.331647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28667.500000 sec): 3 clusters Score: Raw -380957.057149 + Penalty 3869.084037 = -377087.973112 nChanged 799 SP:Iteration 1F (28667.510000 sec): 3 clusters Score: Raw -381587.181356 + Penalty 3869.084037 = -377718.097319 nChanged 215 SP:Iteration 2F (28667.520000 sec): 3 clusters Score: Raw -381809.971055 + Penalty 3869.084037 = -377940.887018 nChanged 138 SP:Iteration 3F (28667.520000 sec): 3 clusters Score: Raw -381968.625592 + Penalty 3869.084037 = -378099.541555 nChanged 111 SP:Iteration 4Q (28667.540000 sec): 3 clusters Score: Raw -382141.349738 + Penalty 3869.084037 = -378272.265702 nChanged 121 SP:Iteration 5Q (28667.540000 sec): 3 clusters Score: Raw -382333.508419 + Penalty 3869.084037 = -378464.424382 nChanged 133 SP:Iteration 6F (28667.560000 sec): 3 clusters Score: Raw -382535.964539 + Penalty 3869.084037 = -378666.880503 nChanged 119 SP:Iteration 7Q (28667.560000 sec): 3 clusters Score: Raw -382748.647454 + Penalty 3869.084037 = -378879.563417 nChanged 111 SP:Iteration 8Q (28667.570000 sec): 3 clusters Score: Raw -382922.339815 + Penalty 3869.084037 = -379053.255778 nChanged 97 SP:Iteration 9Q (28667.580000 sec): 3 clusters Score: Raw -383067.649546 + Penalty 3869.084037 = -379198.565509 nChanged 71 SP:Iteration 10Q (28667.590000 sec): 3 clusters Score: Raw -383174.317153 + Penalty 3869.084037 = -379305.233117 nChanged 60 SP:Iteration 11Q (28667.600000 sec): 3 clusters Score: Raw -383268.313173 + Penalty 3869.084037 = -379399.229136 nChanged 50 SP:Iteration 12Q (28667.610000 sec): 3 clusters Score: Raw -383372.076406 + Penalty 3869.084037 = -379502.992370 nChanged 48 SP:Iteration 13Q (28667.620000 sec): 3 clusters Score: Raw -383496.615578 + Penalty 3869.084037 = -379627.531542 nChanged 48 SP:Iteration 14Q (28667.620000 sec): 3 clusters Score: Raw -383562.998501 + Penalty 3869.084037 = -379693.914464 nChanged 24 SP:Iteration 15Q (28667.630000 sec): 3 clusters Score: Raw -383593.490344 + Penalty 3869.084037 = -379724.406307 nChanged 15 SP:Iteration 16Q (28667.640000 sec): 3 clusters Score: Raw -383608.987237 + Penalty 3869.084037 = -379739.903200 nChanged 8 SP:Iteration 17Q (28667.640000 sec): 3 clusters Score: Raw -383614.794312 + Penalty 3869.084037 = -379745.710275 nChanged 4 SP:Iteration 18Q (28667.650000 sec): 3 clusters Score: Raw -383617.961225 + Penalty 3869.084037 = -379748.877188 nChanged 3 SP:Iteration 19Q (28667.660000 sec): 3 clusters Score: Raw -383620.589965 + Penalty 3869.084037 = -379751.505928 nChanged 3 SP:Iteration 20F (28667.670000 sec): 3 clusters Score: Raw -383623.144026 + Penalty 3869.084037 = -379754.059989 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 49 (471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28667.680000 sec): 2 clusters Score: Raw -69900.279090 + Penalty 1526.404807 = -68373.874283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28667.680000 sec): 3 clusters Score: Raw -69944.957796 + Penalty 3052.809615 = -66892.148181 nChanged 90 SP:Iteration 1F (28667.680000 sec): 3 clusters Score: Raw -70133.701822 + Penalty 3052.809615 = -67080.892208 nChanged 26 SP:Iteration 2F (28667.680000 sec): 3 clusters Score: Raw -70202.363204 + Penalty 3052.809615 = -67149.553590 nChanged 11 SP:Iteration 3Q (28667.680000 sec): 3 clusters Score: Raw -70222.717444 + Penalty 3052.809615 = -67169.907829 nChanged 5 SP:Iteration 4Q (28667.690000 sec): 3 clusters Score: Raw -70249.388170 + Penalty 3052.809615 = -67196.578556 nChanged 5 SP:Iteration 5Q (28667.690000 sec): 3 clusters Score: Raw -70270.419127 + Penalty 3052.809615 = -67217.609512 nChanged 7 SP:Iteration 6Q (28667.690000 sec): 3 clusters Score: Raw -70290.513226 + Penalty 3052.809615 = -67237.703611 nChanged 7 SP:Iteration 7Q (28667.690000 sec): 3 clusters Score: Raw -70321.924758 + Penalty 3052.809615 = -67269.115143 nChanged 8 SP:Iteration 8Q (28667.690000 sec): 3 clusters Score: Raw -70361.850869 + Penalty 3052.809615 = -67309.041254 nChanged 8 SP:Iteration 9Q (28667.700000 sec): 3 clusters Score: Raw -70400.085365 + Penalty 3052.809615 = -67347.275751 nChanged 7 SP:Iteration 10Q (28667.700000 sec): 3 clusters Score: Raw -70426.645644 + Penalty 3052.809615 = -67373.836029 nChanged 5 SP:Iteration 11Q (28667.700000 sec): 3 clusters Score: Raw -70470.277441 + Penalty 3052.809615 = -67417.467826 nChanged 5 SP:Iteration 12Q (28667.700000 sec): 3 clusters Score: Raw -70496.800579 + Penalty 3052.809615 = -67443.990964 nChanged 5 SP:Iteration 13Q (28667.700000 sec): 3 clusters Score: Raw -70515.486726 + Penalty 3052.809615 = -67462.677111 nChanged 6 SP:Iteration 14Q (28667.700000 sec): 3 clusters Score: Raw -70535.266750 + Penalty 3052.809615 = -67482.457135 nChanged 3 SP:Iteration 15Q (28667.700000 sec): 3 clusters Score: Raw -70543.682493 + Penalty 3052.809615 = -67490.872878 nChanged 5 SP:Iteration 16Q (28667.710000 sec): 3 clusters Score: Raw -70563.212142 + Penalty 3052.809615 = -67510.402527 nChanged 7 SP:Iteration 17Q (28667.710000 sec): 3 clusters Score: Raw -70594.090596 + Penalty 3052.809615 = -67541.280981 nChanged 3 SP:Iteration 18Q (28667.710000 sec): 3 clusters Score: Raw -70601.326031 + Penalty 3052.809615 = -67548.516416 nChanged 2 SP:Iteration 19Q (28667.710000 sec): 3 clusters Score: Raw -70605.537460 + Penalty 3052.809615 = -67552.727845 nChanged 2 SP:Iteration 20F (28667.710000 sec): 3 clusters Score: Raw -70609.838152 + Penalty 3052.809615 = -67557.028538 nChanged 1 SP:Iteration 21Q (28667.720000 sec): 3 clusters Score: Raw -70613.980603 + Penalty 3052.809615 = -67561.170988 nChanged 0 SP:Iteration 22F (28667.720000 sec): 3 clusters Score: Raw -70613.980603 + Penalty 3052.809615 = -67561.170988 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 50 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28667.720000 sec): 2 clusters Score: Raw -12983.189093 + Penalty 1193.421720 = -11789.767373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28667.720000 sec): 3 clusters Score: Raw -13442.094606 + Penalty 2386.843440 = -11055.251165 nChanged 8 SP:Iteration 1F (28667.720000 sec): 3 clusters Score: Raw -13484.824408 + Penalty 2386.843440 = -11097.980968 nChanged 4 SP:Iteration 2Q (28667.720000 sec): 3 clusters Score: Raw -13514.260771 + Penalty 2386.843440 = -11127.417330 nChanged 1 SP:Iteration 3Q (28667.720000 sec): 3 clusters Score: Raw -13515.971336 + Penalty 2386.843440 = -11129.127895 nChanged 0 SP:Iteration 4F (28667.720000 sec): 3 clusters Score: Raw -13515.971336 + Penalty 2386.843440 = -11129.127895 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 51 (4230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28667.740000 sec): 2 clusters Score: Raw -661145.248499 + Penalty 2070.789403 = -659074.459095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28667.760000 sec): 3 clusters Score: Raw -659167.216500 + Penalty 4141.578807 = -655025.637693 nChanged 1595 SP:Iteration 1F (28667.780000 sec): 3 clusters Score: Raw -660135.644657 + Penalty 4141.578807 = -655994.065850 nChanged 376 SP:Iteration 2F (28667.800000 sec): 3 clusters Score: Raw -660478.200378 + Penalty 4141.578807 = -656336.621571 nChanged 293 SP:Iteration 3F (28667.810000 sec): 3 clusters Score: Raw -660756.084409 + Penalty 4141.578807 = -656614.505602 nChanged 238 SP:Iteration 4F (28667.830000 sec): 3 clusters Score: Raw -660978.071425 + Penalty 4141.578807 = -656836.492618 nChanged 211 SP:Iteration 5Q (28667.840000 sec): 3 clusters Score: Raw -661159.320162 + Penalty 4141.578807 = -657017.741355 nChanged 194 SP:Iteration 6Q (28667.860000 sec): 3 clusters Score: Raw -661299.094242 + Penalty 4141.578807 = -657157.515435 nChanged 159 SP:Iteration 7Q (28667.880000 sec): 3 clusters Score: Raw -661412.878513 + Penalty 4141.578807 = -657271.299706 nChanged 167 SP:Iteration 8Q (28667.890000 sec): 3 clusters Score: Raw -661531.934504 + Penalty 4141.578807 = -657390.355697 nChanged 143 SP:Iteration 9Q (28667.910000 sec): 3 clusters Score: Raw -661635.844137 + Penalty 4141.578807 = -657494.265330 nChanged 145 SP:Iteration 10Q (28667.920000 sec): 3 clusters Score: Raw -661744.340587 + Penalty 4141.578807 = -657602.761780 nChanged 115 SP:Iteration 11Q (28667.940000 sec): 3 clusters Score: Raw -661831.235059 + Penalty 4141.578807 = -657689.656252 nChanged 104 SP:Iteration 12Q (28667.960000 sec): 3 clusters Score: Raw -661894.233772 + Penalty 4141.578807 = -657752.654965 nChanged 72 SP:Iteration 13Q (28667.970000 sec): 3 clusters Score: Raw -661940.585970 + Penalty 4141.578807 = -657799.007164 nChanged 77 SP:Iteration 14Q (28667.990000 sec): 3 clusters Score: Raw -661988.664153 + Penalty 4141.578807 = -657847.085346 nChanged 58 SP:Iteration 15Q (28668.000000 sec): 3 clusters Score: Raw -662026.533456 + Penalty 4141.578807 = -657884.954649 nChanged 53 SP:Iteration 16Q (28668.020000 sec): 3 clusters Score: Raw -662053.917401 + Penalty 4141.578807 = -657912.338594 nChanged 38 SP:Iteration 17Q (28668.040000 sec): 3 clusters Score: Raw -662072.320379 + Penalty 4141.578807 = -657930.741572 nChanged 31 SP:Iteration 18Q (28668.050000 sec): 3 clusters Score: Raw -662086.233063 + Penalty 4141.578807 = -657944.654256 nChanged 17 SP:Iteration 19Q (28668.070000 sec): 3 clusters Score: Raw -662093.349394 + Penalty 4141.578807 = -657951.770587 nChanged 17 SP:Iteration 20F (28668.080000 sec): 3 clusters Score: Raw -662101.637262 + Penalty 4141.578807 = -657960.058456 nChanged 13 SP:Iteration 21Q (28668.100000 sec): 3 clusters Score: Raw -662106.685667 + Penalty 4141.578807 = -657965.106860 nChanged 13 SP:Iteration 22Q (28668.120000 sec): 3 clusters Score: Raw -662112.991664 + Penalty 4141.578807 = -657971.412857 nChanged 9 SP:Iteration 23Q (28668.130000 sec): 3 clusters Score: Raw -662118.095176 + Penalty 4141.578807 = -657976.516369 nChanged 12 SP:Iteration 24Q (28668.150000 sec): 3 clusters Score: Raw -662123.702333 + Penalty 4141.578807 = -657982.123526 nChanged 6 SP:Iteration 25Q (28668.160000 sec): 3 clusters Score: Raw -662127.936799 + Penalty 4141.578807 = -657986.357992 nChanged 10 SP:Iteration 26Q (28668.180000 sec): 3 clusters Score: Raw -662135.056141 + Penalty 4141.578807 = -657993.477334 nChanged 9 SP:Iteration 27Q (28668.200000 sec): 3 clusters Score: Raw -662138.612995 + Penalty 4141.578807 = -657997.034188 nChanged 8 SP:Iteration 28Q (28668.210000 sec): 3 clusters Score: Raw -662142.167646 + Penalty 4141.578807 = -658000.588839 nChanged 8 SP:Iteration 29Q (28668.230000 sec): 3 clusters Score: Raw -662149.266252 + Penalty 4141.578807 = -658007.687445 nChanged 15 SP:Iteration 30Q (28668.240000 sec): 3 clusters Score: Raw -662161.599751 + Penalty 4141.578807 = -658020.020944 nChanged 22 SP:Iteration 31Q (28668.260000 sec): 3 clusters Score: Raw -662180.423931 + Penalty 4141.578807 = -658038.845124 nChanged 25 SP:Iteration 32Q (28668.280000 sec): 3 clusters Score: Raw -662198.169012 + Penalty 4141.578807 = -658056.590205 nChanged 20 SP:Iteration 33Q (28668.290000 sec): 3 clusters Score: Raw -662218.528200 + Penalty 4141.578807 = -658076.949394 nChanged 30 SP:Iteration 34Q (28668.310000 sec): 3 clusters Score: Raw -662259.103812 + Penalty 4141.578807 = -658117.525005 nChanged 37 SP:Iteration 35Q (28668.320000 sec): 3 clusters Score: Raw -662309.511805 + Penalty 4141.578807 = -658167.932998 nChanged 48 SP:Iteration 36Q (28668.340000 sec): 3 clusters Score: Raw -662362.862110 + Penalty 4141.578807 = -658221.283303 nChanged 51 SP:Iteration 37Q (28668.360000 sec): 3 clusters Score: Raw -662398.097253 + Penalty 4141.578807 = -658256.518446 nChanged 30 SP:Iteration 38Q (28668.370000 sec): 3 clusters Score: Raw -662414.444089 + Penalty 4141.578807 = -658272.865282 nChanged 21 SP:Iteration 39Q (28668.390000 sec): 3 clusters Score: Raw -662423.616095 + Penalty 4141.578807 = -658282.037289 nChanged 19 SP:Iteration 40F (28668.400000 sec): 3 clusters Score: Raw -662431.911234 + Penalty 4141.578807 = -658290.332427 nChanged 15 SP:Iteration 41Q (28668.420000 sec): 3 clusters Score: Raw -662437.858922 + Penalty 4141.578807 = -658296.280115 nChanged 9 SP:Iteration 42Q (28668.440000 sec): 3 clusters Score: Raw -662441.707097 + Penalty 4141.578807 = -658300.128290 nChanged 4 SP:Iteration 43Q (28668.450000 sec): 3 clusters Score: Raw -662443.315662 + Penalty 4141.578807 = -658301.736855 nChanged 1 SP:Iteration 44Q (28668.470000 sec): 3 clusters Score: Raw -662443.557993 + Penalty 4141.578807 = -658301.979187 nChanged 1 SP:Iteration 45Q (28668.480000 sec): 3 clusters Score: Raw -662444.226841 + Penalty 4141.578807 = -658302.648034 nChanged 4 SP:Iteration 46Q (28668.500000 sec): 3 clusters Score: Raw -662445.457789 + Penalty 4141.578807 = -658303.878983 nChanged 4 SP:Iteration 47Q (28668.520000 sec): 3 clusters Score: Raw -662446.596808 + Penalty 4141.578807 = -658305.018001 nChanged 4 SP:Iteration 48Q (28668.530000 sec): 3 clusters Score: Raw -662448.086608 + Penalty 4141.578807 = -658306.507801 nChanged 4 SP:Iteration 49Q (28668.550000 sec): 3 clusters Score: Raw -662449.053524 + Penalty 4141.578807 = -658307.474717 nChanged 2 SP:Iteration 50Q (28668.560000 sec): 3 clusters Score: Raw -662449.611244 + Penalty 4141.578807 = -658308.032437 nChanged 0 SP:Iteration 51F (28668.580000 sec): 3 clusters Score: Raw -662449.611244 + Penalty 4141.578807 = -658308.032437 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 52 (376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28668.590000 sec): 2 clusters Score: Raw -56363.073563 + Penalty 1470.538108 = -54892.535456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28668.590000 sec): 3 clusters Score: Raw -56460.383392 + Penalty 2941.076215 = -53519.307176 nChanged 60 SP:Iteration 1F (28668.590000 sec): 3 clusters Score: Raw -56769.751247 + Penalty 2941.076215 = -53828.675032 nChanged 26 SP:Iteration 2F (28668.590000 sec): 3 clusters Score: Raw -56928.867251 + Penalty 2941.076215 = -53987.791036 nChanged 16 SP:Iteration 3Q (28668.590000 sec): 3 clusters Score: Raw -56980.619489 + Penalty 2941.076215 = -54039.543274 nChanged 5 SP:Iteration 4Q (28668.590000 sec): 3 clusters Score: Raw -56996.478987 + Penalty 2941.076215 = -54055.402772 nChanged 5 SP:Iteration 5Q (28668.600000 sec): 3 clusters Score: Raw -57018.040873 + Penalty 2941.076215 = -54076.964658 nChanged 3 SP:Iteration 6Q (28668.600000 sec): 3 clusters Score: Raw -57027.909405 + Penalty 2941.076215 = -54086.833190 nChanged 1 SP:Iteration 7Q (28668.600000 sec): 3 clusters Score: Raw -57030.287327 + Penalty 2941.076215 = -54089.211112 nChanged 2 SP:Iteration 8Q (28668.600000 sec): 3 clusters Score: Raw -57034.980063 + Penalty 2941.076215 = -54093.903848 nChanged 0 SP:Iteration 9F (28668.600000 sec): 3 clusters Score: Raw -57034.980063 + Penalty 2941.076215 = -54093.903848 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 53 (222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28668.600000 sec): 2 clusters Score: Raw -30112.139226 + Penalty 1339.863991 = -28772.275235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28668.610000 sec): 3 clusters Score: Raw -30472.457409 + Penalty 2679.727981 = -27792.729427 nChanged 30 SP:Iteration 1F (28668.610000 sec): 3 clusters Score: Raw -30621.727500 + Penalty 2679.727981 = -27941.999519 nChanged 13 SP:Iteration 2F (28668.610000 sec): 3 clusters Score: Raw -30697.973429 + Penalty 2679.727981 = -28018.245448 nChanged 4 SP:Iteration 3Q (28668.610000 sec): 3 clusters Score: Raw -30723.043941 + Penalty 2679.727981 = -28043.315960 nChanged 3 SP:Iteration 4Q (28668.610000 sec): 3 clusters Score: Raw -30736.143985 + Penalty 2679.727981 = -28056.416003 nChanged 2 SP:Iteration 5Q (28668.610000 sec): 3 clusters Score: Raw -30744.315436 + Penalty 2679.727981 = -28064.587454 nChanged 0 SP:Iteration 6F (28668.610000 sec): 3 clusters Score: Raw -30744.315436 + Penalty 2679.727981 = -28064.587454 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 54 (556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28668.620000 sec): 2 clusters Score: Raw -80812.017657 + Penalty 1567.550537 = -79244.467120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28668.620000 sec): 3 clusters Score: Raw -80902.040849 + Penalty 3135.101074 = -77766.939775 nChanged 121 SP:Iteration 1F (28668.620000 sec): 3 clusters Score: Raw -81261.306103 + Penalty 3135.101074 = -78126.205029 nChanged 38 SP:Iteration 2F (28668.620000 sec): 3 clusters Score: Raw -81444.741669 + Penalty 3135.101074 = -78309.640595 nChanged 20 SP:Iteration 3Q (28668.630000 sec): 3 clusters Score: Raw -81537.855900 + Penalty 3135.101074 = -78402.754826 nChanged 17 SP:Iteration 4Q (28668.630000 sec): 3 clusters Score: Raw -81622.340150 + Penalty 3135.101074 = -78487.239076 nChanged 15 SP:Iteration 5Q (28668.630000 sec): 3 clusters Score: Raw -81686.181157 + Penalty 3135.101074 = -78551.080083 nChanged 27 SP:Iteration 6Q (28668.630000 sec): 3 clusters Score: Raw -81807.356690 + Penalty 3135.101074 = -78672.255616 nChanged 18 SP:Iteration 7Q (28668.640000 sec): 3 clusters Score: Raw -81950.595616 + Penalty 3135.101074 = -78815.494542 nChanged 19 SP:Iteration 8Q (28668.640000 sec): 3 clusters Score: Raw -82044.593489 + Penalty 3135.101074 = -78909.492416 nChanged 17 SP:Iteration 9Q (28668.640000 sec): 3 clusters Score: Raw -82184.568816 + Penalty 3135.101074 = -79049.467742 nChanged 17 SP:Iteration 10Q (28668.640000 sec): 3 clusters Score: Raw -82330.591482 + Penalty 3135.101074 = -79195.490408 nChanged 17 SP:Iteration 11Q (28668.640000 sec): 3 clusters Score: Raw -82484.464800 + Penalty 3135.101074 = -79349.363726 nChanged 18 SP:Iteration 12Q (28668.640000 sec): 3 clusters Score: Raw -82787.065229 + Penalty 3135.101074 = -79651.964155 nChanged 3 SP:Iteration 13Q (28668.640000 sec): 3 clusters Score: Raw -82918.351895 + Penalty 3135.101074 = -79783.250821 nChanged 0 SP:Iteration 14F (28668.640000 sec): 3 clusters Score: Raw -82941.888599 + Penalty 3135.101074 = -79806.787525 nChanged 1 SP:Iteration 15Q (28668.640000 sec): 3 clusters Score: Raw -83015.303645 + Penalty 3135.101074 = -79880.202571 nChanged 0 SP:Iteration 16F (28668.650000 sec): 3 clusters Score: Raw -83015.303645 + Penalty 3135.101074 = -79880.202571 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 58. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 55 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28668.660000 sec): 2 clusters Score: Raw -16319.729328 + Penalty 1174.577215 = -15145.152113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28668.660000 sec): 3 clusters Score: Raw -16700.853902 + Penalty 2349.154430 = -14351.699471 nChanged 1 SP:Iteration 1Q (28668.660000 sec): 3 clusters Score: Raw -16715.341621 + Penalty 2349.154430 = -14366.187191 nChanged 1 SP:Iteration 2Q (28668.660000 sec): 3 clusters Score: Raw -16741.595450 + Penalty 2349.154430 = -14392.441020 nChanged 0 SP:Iteration 3F (28668.660000 sec): 3 clusters Score: Raw -16741.595450 + Penalty 2349.154430 = -14392.441020 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 56 (4948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28668.680000 sec): 2 clusters Score: Raw -786881.003020 + Penalty 2109.671206 = -784771.331814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28668.700000 sec): 3 clusters Score: Raw -784451.639455 + Penalty 4219.342412 = -780232.297044 nChanged 1939 SP:Iteration 1F (28668.720000 sec): 3 clusters Score: Raw -785470.116242 + Penalty 4219.342412 = -781250.773830 nChanged 357 SP:Iteration 2F (28668.740000 sec): 3 clusters Score: Raw -785671.180595 + Penalty 4219.342412 = -781451.838183 nChanged 256 SP:Iteration 3F (28668.760000 sec): 3 clusters Score: Raw -785812.962104 + Penalty 4219.342412 = -781593.619692 nChanged 194 SP:Iteration 4Q (28668.780000 sec): 3 clusters Score: Raw -785921.543383 + Penalty 4219.342412 = -781702.200971 nChanged 192 SP:Iteration 5Q (28668.800000 sec): 3 clusters Score: Raw -786033.339869 + Penalty 4219.342412 = -781813.997458 nChanged 196 SP:Iteration 6Q (28668.820000 sec): 3 clusters Score: Raw -786153.577803 + Penalty 4219.342412 = -781934.235391 nChanged 185 SP:Iteration 7Q (28668.840000 sec): 3 clusters Score: Raw -786271.506701 + Penalty 4219.342412 = -782052.164289 nChanged 184 SP:Iteration 8Q (28668.860000 sec): 3 clusters Score: Raw -786400.158971 + Penalty 4219.342412 = -782180.816560 nChanged 190 SP:Iteration 9Q (28668.880000 sec): 3 clusters Score: Raw -786544.955660 + Penalty 4219.342412 = -782325.613248 nChanged 206 SP:Iteration 10Q (28668.900000 sec): 3 clusters Score: Raw -786696.420162 + Penalty 4219.342412 = -782477.077750 nChanged 183 SP:Iteration 11Q (28668.920000 sec): 3 clusters Score: Raw -786838.571195 + Penalty 4219.342412 = -782619.228783 nChanged 178 SP:Iteration 12Q (28668.940000 sec): 3 clusters Score: Raw -786975.798284 + Penalty 4219.342412 = -782756.455872 nChanged 158 SP:Iteration 13Q (28668.960000 sec): 3 clusters Score: Raw -787076.415790 + Penalty 4219.342412 = -782857.073378 nChanged 123 SP:Iteration 14Q (28668.970000 sec): 3 clusters Score: Raw -787143.702070 + Penalty 4219.342412 = -782924.359658 nChanged 90 SP:Iteration 15Q (28668.990000 sec): 3 clusters Score: Raw -787193.351596 + Penalty 4219.342412 = -782974.009184 nChanged 67 SP:Iteration 16Q (28669.010000 sec): 3 clusters Score: Raw -787224.731267 + Penalty 4219.342412 = -783005.388856 nChanged 46 SP:Iteration 17Q (28669.030000 sec): 3 clusters Score: Raw -787244.843087 + Penalty 4219.342412 = -783025.500675 nChanged 35 SP:Iteration 18Q (28669.050000 sec): 3 clusters Score: Raw -787264.005804 + Penalty 4219.342412 = -783044.663392 nChanged 29 SP:Iteration 19Q (28669.070000 sec): 3 clusters Score: Raw -787279.102725 + Penalty 4219.342412 = -783059.760313 nChanged 39 SP:Iteration 20F (28669.090000 sec): 3 clusters Score: Raw -787296.302926 + Penalty 4219.342412 = -783076.960514 nChanged 34 SP:Iteration 21Q (28669.110000 sec): 3 clusters Score: Raw -787309.903848 + Penalty 4219.342412 = -783090.561436 nChanged 26 SP:Iteration 22Q (28669.130000 sec): 3 clusters Score: Raw -787317.000458 + Penalty 4219.342412 = -783097.658046 nChanged 13 SP:Iteration 23Q (28669.150000 sec): 3 clusters Score: Raw -787321.304973 + Penalty 4219.342412 = -783101.962561 nChanged 7 SP:Iteration 24Q (28669.170000 sec): 3 clusters Score: Raw -787323.539395 + Penalty 4219.342412 = -783104.196983 nChanged 5 SP:Iteration 25Q (28669.180000 sec): 3 clusters Score: Raw -787325.364554 + Penalty 4219.342412 = -783106.022142 nChanged 8 SP:Iteration 26Q (28669.200000 sec): 3 clusters Score: Raw -787328.138818 + Penalty 4219.342412 = -783108.796406 nChanged 8 SP:Iteration 27Q (28669.220000 sec): 3 clusters Score: Raw -787330.053287 + Penalty 4219.342412 = -783110.710875 nChanged 3 SP:Iteration 28Q (28669.240000 sec): 3 clusters Score: Raw -787330.978294 + Penalty 4219.342412 = -783111.635883 nChanged 3 SP:Iteration 29Q (28669.260000 sec): 3 clusters Score: Raw -787331.911050 + Penalty 4219.342412 = -783112.568639 nChanged 2 SP:Iteration 30Q (28669.280000 sec): 3 clusters Score: Raw -787332.650040 + Penalty 4219.342412 = -783113.307629 nChanged 3 SP:Iteration 31Q (28669.300000 sec): 3 clusters Score: Raw -787333.627836 + Penalty 4219.342412 = -783114.285424 nChanged 4 SP:Iteration 32Q (28669.320000 sec): 3 clusters Score: Raw -787334.684926 + Penalty 4219.342412 = -783115.342514 nChanged 2 SP:Iteration 33Q (28669.340000 sec): 3 clusters Score: Raw -787335.077427 + Penalty 4219.342412 = -783115.735015 nChanged 3 SP:Iteration 34Q (28669.360000 sec): 3 clusters Score: Raw -787335.678426 + Penalty 4219.342412 = -783116.336014 nChanged 0 SP:Iteration 35F (28669.380000 sec): 3 clusters Score: Raw -787335.678426 + Penalty 4219.342412 = -783116.336014 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 57 (402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28669.380000 sec): 2 clusters Score: Raw -60183.096069 + Penalty 1487.120118 = -58695.975951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28669.390000 sec): 3 clusters Score: Raw -60304.716594 + Penalty 2974.240236 = -57330.476358 nChanged 57 SP:Iteration 1F (28669.390000 sec): 3 clusters Score: Raw -60558.433195 + Penalty 2974.240236 = -57584.192959 nChanged 18 SP:Iteration 2Q (28669.390000 sec): 3 clusters Score: Raw -60691.999128 + Penalty 2974.240236 = -57717.758892 nChanged 15 SP:Iteration 3Q (28669.390000 sec): 3 clusters Score: Raw -60778.920542 + Penalty 2974.240236 = -57804.680306 nChanged 16 SP:Iteration 4Q (28669.390000 sec): 3 clusters Score: Raw -60829.170908 + Penalty 2974.240236 = -57854.930672 nChanged 9 SP:Iteration 5Q (28669.400000 sec): 3 clusters Score: Raw -60852.294816 + Penalty 2974.240236 = -57878.054580 nChanged 3 SP:Iteration 6Q (28669.400000 sec): 3 clusters Score: Raw -60859.265255 + Penalty 2974.240236 = -57885.025019 nChanged 3 SP:Iteration 7Q (28669.400000 sec): 3 clusters Score: Raw -60864.992341 + Penalty 2974.240236 = -57890.752105 nChanged 3 SP:Iteration 8Q (28669.400000 sec): 3 clusters Score: Raw -60880.171305 + Penalty 2974.240236 = -57905.931069 nChanged 3 SP:Iteration 9Q (28669.400000 sec): 3 clusters Score: Raw -60892.281976 + Penalty 2974.240236 = -57918.041740 nChanged 1 SP:Iteration 10Q (28669.400000 sec): 3 clusters Score: Raw -60894.354559 + Penalty 2974.240236 = -57920.114323 nChanged 0 SP:Iteration 11F (28669.400000 sec): 3 clusters Score: Raw -60894.354559 + Penalty 2974.240236 = -57920.114323 nChanged 0 Iteration 139Q (28704.400000 sec): 59 clusters Score: Raw -204992346.499088 + Penalty 202527.540679 = -204789818.958409 nChanged 1675 Iteration 140F (28813.880000 sec): 59 clusters Score: Raw -204994168.104818 + Penalty 202527.540679 = -204791640.564139 nChanged 1840 Iteration 141Q (28837.270000 sec): 59 clusters Score: Raw -204996355.086055 + Penalty 202527.540679 = -204793827.545376 nChanged 1194 Iteration 142Q (28860.580000 sec): 59 clusters Score: Raw -204996766.272853 + Penalty 202527.540679 = -204794238.732174 nChanged 901 Iteration 143Q (28883.870000 sec): 59 clusters Score: Raw -204997091.647004 + Penalty 202527.540679 = -204794564.106325 nChanged 733 Iteration 144Q (28907.140000 sec): 59 clusters Score: Raw -204997326.869653 + Penalty 202527.540679 = -204794799.328974 nChanged 609 Iteration 145Q (28930.370000 sec): 59 clusters Score: Raw -204997480.246245 + Penalty 202527.540679 = -204794952.705566 nChanged 570 Iteration 146Q (28953.610000 sec): 59 clusters Score: Raw -204997683.550066 + Penalty 202527.540679 = -204795156.009386 nChanged 515 Iteration 147Q (28976.830000 sec): 59 clusters Score: Raw -204997780.526403 + Penalty 202527.540679 = -204795252.985724 nChanged 467 Iteration 148Q (29000.060000 sec): 59 clusters Score: Raw -204997862.379011 + Penalty 202527.540679 = -204795334.838332 nChanged 431 Iteration 149Q (29023.290000 sec): 59 clusters Score: Raw -204997955.444878 + Penalty 202527.540679 = -204795427.904199 nChanged 384 Iteration 150Q (29046.540000 sec): 59 clusters Score: Raw -204998002.434826 + Penalty 202527.540679 = -204795474.894146 nChanged 350 Iteration 151Q (29069.800000 sec): 59 clusters Score: Raw -204998042.930394 + Penalty 202527.540679 = -204795515.389715 nChanged 282 Deleting Class 41 (1282 points): Lose 3483.068819 but Gain 3491.854150 Iteration 152Q (29093.000000 sec): 58 clusters Score: Raw -204994592.663587 + Penalty 199035.686530 = -204795556.977057 nChanged 1544 Iteration 153Q (29116.030000 sec): 58 clusters Score: Raw -204996875.256849 + Penalty 199035.686530 = -204797839.570319 nChanged 846 Iteration 154Q (29138.980000 sec): 58 clusters Score: Raw -204997048.333072 + Penalty 199035.686530 = -204798012.646542 nChanged 679 Iteration 155Q (29161.870000 sec): 58 clusters Score: Raw -204997148.320269 + Penalty 199035.686530 = -204798112.633739 nChanged 571 Iteration 156Q (29184.730000 sec): 58 clusters Score: Raw -204997225.429190 + Penalty 199035.686530 = -204798189.742660 nChanged 463 Iteration 157Q (29207.660000 sec): 58 clusters Score: Raw -204997279.719196 + Penalty 199035.686530 = -204798244.032667 nChanged 416 Iteration 158Q (29230.560000 sec): 58 clusters Score: Raw -204997332.862036 + Penalty 199035.686530 = -204798297.175506 nChanged 366 Iteration 159Q (29253.390000 sec): 58 clusters Score: Raw -204997378.246506 + Penalty 199035.686530 = -204798342.559976 nChanged 309 Iteration 160F (29360.820000 sec): 58 clusters Score: Raw -205002973.871077 + Penalty 199035.686530 = -204803938.184547 nChanged 479 Iteration 161Q (29383.780000 sec): 58 clusters Score: Raw -205011742.969466 + Penalty 199035.686530 = -204812707.282937 nChanged 274 Iteration 162Q (29406.720000 sec): 58 clusters Score: Raw -205012129.295298 + Penalty 199035.686530 = -204813093.608768 nChanged 203 Iteration 163Q (29429.690000 sec): 58 clusters Score: Raw -205012273.410129 + Penalty 199035.686530 = -204813237.723599 nChanged 199 Iteration 164Q (29452.580000 sec): 58 clusters Score: Raw -205012329.016820 + Penalty 199035.686530 = -204813293.330291 nChanged 158 Iteration 165Q (29475.460000 sec): 58 clusters Score: Raw -205012360.130339 + Penalty 199035.686530 = -204813324.443810 nChanged 157 Iteration 166Q (29498.310000 sec): 58 clusters Score: Raw -205012386.248499 + Penalty 199035.686530 = -204813350.561970 nChanged 163 Iteration 167Q (29521.150000 sec): 58 clusters Score: Raw -205012407.319054 + Penalty 199035.686530 = -204813371.632524 nChanged 174 Iteration 168Q (29543.970000 sec): 58 clusters Score: Raw -205012428.207353 + Penalty 199035.686530 = -204813392.520823 nChanged 178 Iteration 169Q (29566.800000 sec): 58 clusters Score: Raw -205012451.041840 + Penalty 199035.686530 = -204813415.355310 nChanged 185 Iteration 170Q (29589.650000 sec): 58 clusters Score: Raw -205012475.179610 + Penalty 199035.686530 = -204813439.493080 nChanged 184 Iteration 171Q (29612.480000 sec): 58 clusters Score: Raw -205012502.434613 + Penalty 199035.686530 = -204813466.748084 nChanged 183 Iteration 172Q (29635.290000 sec): 58 clusters Score: Raw -205012535.940619 + Penalty 199035.686530 = -204813500.254089 nChanged 163 Iteration 173Q (29658.120000 sec): 58 clusters Score: Raw -205012555.087576 + Penalty 199035.686530 = -204813519.401047 nChanged 128 Iteration 174Q (29680.930000 sec): 58 clusters Score: Raw -205012585.775114 + Penalty 199035.686530 = -204813550.088584 nChanged 127 Iteration 175Q (29703.730000 sec): 58 clusters Score: Raw -205012600.712060 + Penalty 199035.686530 = -204813565.025530 nChanged 132 Iteration 176Q (29726.520000 sec): 58 clusters Score: Raw -205012619.429172 + Penalty 199035.686530 = -204813583.742642 nChanged 123 Iteration 177Q (29749.280000 sec): 58 clusters Score: Raw -205012639.844876 + Penalty 199035.686530 = -204813604.158347 nChanged 125 Iteration 178Q (29772.060000 sec): 58 clusters Score: Raw -205012668.515911 + Penalty 199035.686530 = -204813632.829382 nChanged 127 Writing temp clu file Because OldScore, -204813604.158347, is greater than current (better) Score,-204813632.829382 Compute initial score before splitting: Score: Raw -205012668.515911 + Penalty 199035.686530 = -204813632.829382 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 1 (7663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29772.330000 sec): 2 clusters Score: Raw -1311527.274952 + Penalty 2218.151390 = -1309309.123562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29772.360000 sec): 3 clusters Score: Raw -1307562.651697 + Penalty 4436.302780 = -1303126.348917 nChanged 3033 SP:Iteration 1F (29772.390000 sec): 3 clusters Score: Raw -1309203.017565 + Penalty 4436.302780 = -1304766.714785 nChanged 501 SP:Iteration 2F (29772.420000 sec): 3 clusters Score: Raw -1309425.693974 + Penalty 4436.302780 = -1304989.391194 nChanged 350 SP:Iteration 3Q (29772.450000 sec): 3 clusters Score: Raw -1309578.729002 + Penalty 4436.302780 = -1305142.426222 nChanged 262 SP:Iteration 4Q (29772.480000 sec): 3 clusters Score: Raw -1309685.838660 + Penalty 4436.302780 = -1305249.535880 nChanged 224 SP:Iteration 5Q (29772.510000 sec): 3 clusters Score: Raw -1309766.155519 + Penalty 4436.302780 = -1305329.852739 nChanged 174 SP:Iteration 6Q (29772.540000 sec): 3 clusters Score: Raw -1309833.494044 + Penalty 4436.302780 = -1305397.191264 nChanged 162 SP:Iteration 7Q (29772.570000 sec): 3 clusters Score: Raw -1309888.615914 + Penalty 4436.302780 = -1305452.313134 nChanged 131 SP:Iteration 8Q (29772.600000 sec): 3 clusters Score: Raw -1309931.446965 + Penalty 4436.302780 = -1305495.144185 nChanged 111 SP:Iteration 9Q (29772.630000 sec): 3 clusters Score: Raw -1309969.095615 + Penalty 4436.302780 = -1305532.792834 nChanged 98 SP:Iteration 10Q (29772.660000 sec): 3 clusters Score: Raw -1310003.459167 + Penalty 4436.302780 = -1305567.156387 nChanged 91 SP:Iteration 11Q (29772.700000 sec): 3 clusters Score: Raw -1310029.126488 + Penalty 4436.302780 = -1305592.823708 nChanged 77 SP:Iteration 12Q (29772.720000 sec): 3 clusters Score: Raw -1310051.163767 + Penalty 4436.302780 = -1305614.860987 nChanged 70 SP:Iteration 13Q (29772.760000 sec): 3 clusters Score: Raw -1310069.979582 + Penalty 4436.302780 = -1305633.676802 nChanged 57 SP:Iteration 14Q (29772.780000 sec): 3 clusters Score: Raw -1310085.242642 + Penalty 4436.302780 = -1305648.939862 nChanged 54 SP:Iteration 15Q (29772.820000 sec): 3 clusters Score: Raw -1310099.922537 + Penalty 4436.302780 = -1305663.619756 nChanged 50 SP:Iteration 16Q (29772.850000 sec): 3 clusters Score: Raw -1310114.160370 + Penalty 4436.302780 = -1305677.857590 nChanged 52 SP:Iteration 17Q (29772.880000 sec): 3 clusters Score: Raw -1310128.363796 + Penalty 4436.302780 = -1305692.061015 nChanged 47 SP:Iteration 18Q (29772.910000 sec): 3 clusters Score: Raw -1310142.961542 + Penalty 4436.302780 = -1305706.658762 nChanged 65 SP:Iteration 19Q (29772.940000 sec): 3 clusters Score: Raw -1310163.071074 + Penalty 4436.302780 = -1305726.768294 nChanged 77 SP:Iteration 20F (29772.970000 sec): 3 clusters Score: Raw -1310187.459893 + Penalty 4436.302780 = -1305751.157113 nChanged 63 SP:Iteration 21Q (29773.000000 sec): 3 clusters Score: Raw -1310204.218986 + Penalty 4436.302780 = -1305767.916206 nChanged 63 SP:Iteration 22Q (29773.030000 sec): 3 clusters Score: Raw -1310220.058193 + Penalty 4436.302780 = -1305783.755413 nChanged 60 SP:Iteration 23Q (29773.060000 sec): 3 clusters Score: Raw -1310237.805114 + Penalty 4436.302780 = -1305801.502334 nChanged 53 SP:Iteration 24Q (29773.090000 sec): 3 clusters Score: Raw -1310252.884043 + Penalty 4436.302780 = -1305816.581263 nChanged 44 SP:Iteration 25Q (29773.120000 sec): 3 clusters Score: Raw -1310263.265230 + Penalty 4436.302780 = -1305826.962450 nChanged 38 SP:Iteration 26Q (29773.150000 sec): 3 clusters Score: Raw -1310272.445184 + Penalty 4436.302780 = -1305836.142404 nChanged 42 SP:Iteration 27Q (29773.180000 sec): 3 clusters Score: Raw -1310283.727485 + Penalty 4436.302780 = -1305847.424705 nChanged 46 SP:Iteration 28Q (29773.210000 sec): 3 clusters Score: Raw -1310297.537227 + Penalty 4436.302780 = -1305861.234446 nChanged 59 SP:Iteration 29Q (29773.240000 sec): 3 clusters Score: Raw -1310312.500841 + Penalty 4436.302780 = -1305876.198061 nChanged 53 SP:Iteration 30Q (29773.270000 sec): 3 clusters Score: Raw -1310326.757119 + Penalty 4436.302780 = -1305890.454339 nChanged 45 SP:Iteration 31Q (29773.300000 sec): 3 clusters Score: Raw -1310338.464081 + Penalty 4436.302780 = -1305902.161301 nChanged 50 SP:Iteration 32Q (29773.330000 sec): 3 clusters Score: Raw -1310353.012145 + Penalty 4436.302780 = -1305916.709364 nChanged 56 SP:Iteration 33Q (29773.360000 sec): 3 clusters Score: Raw -1310371.531701 + Penalty 4436.302780 = -1305935.228921 nChanged 65 SP:Iteration 34Q (29773.390000 sec): 3 clusters Score: Raw -1310391.185554 + Penalty 4436.302780 = -1305954.882774 nChanged 70 SP:Iteration 35Q (29773.420000 sec): 3 clusters Score: Raw -1310413.660348 + Penalty 4436.302780 = -1305977.357568 nChanged 85 SP:Iteration 36Q (29773.450000 sec): 3 clusters Score: Raw -1310446.321871 + Penalty 4436.302780 = -1306010.019091 nChanged 89 SP:Iteration 37Q (29773.480000 sec): 3 clusters Score: Raw -1310488.059694 + Penalty 4436.302780 = -1306051.756914 nChanged 111 SP:Iteration 38Q (29773.510000 sec): 3 clusters Score: Raw -1310540.050824 + Penalty 4436.302780 = -1306103.748044 nChanged 139 SP:Iteration 39Q (29773.540000 sec): 3 clusters Score: Raw -1310607.736198 + Penalty 4436.302780 = -1306171.433418 nChanged 137 SP:Iteration 40F (29773.580000 sec): 3 clusters Score: Raw -1310673.126295 + Penalty 4436.302780 = -1306236.823515 nChanged 143 SP:Iteration 41Q (29773.600000 sec): 3 clusters Score: Raw -1310752.347761 + Penalty 4436.302780 = -1306316.044981 nChanged 158 SP:Iteration 42Q (29773.630000 sec): 3 clusters Score: Raw -1310835.078677 + Penalty 4436.302780 = -1306398.775897 nChanged 143 SP:Iteration 43Q (29773.660000 sec): 3 clusters Score: Raw -1310910.836281 + Penalty 4436.302780 = -1306474.533501 nChanged 132 SP:Iteration 44Q (29773.690000 sec): 3 clusters Score: Raw -1310989.000236 + Penalty 4436.302780 = -1306552.697456 nChanged 173 SP:Iteration 45Q (29773.720000 sec): 3 clusters Score: Raw -1311104.054790 + Penalty 4436.302780 = -1306667.752010 nChanged 147 SP:Iteration 46Q (29773.750000 sec): 3 clusters Score: Raw -1311204.287476 + Penalty 4436.302780 = -1306767.984696 nChanged 123 SP:Iteration 47Q (29773.780000 sec): 3 clusters Score: Raw -1311274.071633 + Penalty 4436.302780 = -1306837.768853 nChanged 105 SP:Iteration 48Q (29773.800000 sec): 3 clusters Score: Raw -1311326.543688 + Penalty 4436.302780 = -1306890.240908 nChanged 88 SP:Iteration 49Q (29773.830000 sec): 3 clusters Score: Raw -1311378.093701 + Penalty 4436.302780 = -1306941.790921 nChanged 81 SP:Iteration 50Q (29773.850000 sec): 3 clusters Score: Raw -1311426.415384 + Penalty 4436.302780 = -1306990.112604 nChanged 72 SP:Iteration 51Q (29773.880000 sec): 3 clusters Score: Raw -1311473.622184 + Penalty 4436.302780 = -1307037.319404 nChanged 61 SP:Iteration 52Q (29773.900000 sec): 3 clusters Score: Raw -1311513.734190 + Penalty 4436.302780 = -1307077.431410 nChanged 50 SP:Iteration 53Q (29773.930000 sec): 3 clusters Score: Raw -1311547.257996 + Penalty 4436.302780 = -1307110.955215 nChanged 34 SP:Iteration 54Q (29773.960000 sec): 3 clusters Score: Raw -1311569.567298 + Penalty 4436.302780 = -1307133.264518 nChanged 35 SP:Iteration 55Q (29773.980000 sec): 3 clusters Score: Raw -1311590.452475 + Penalty 4436.302780 = -1307154.149695 nChanged 32 SP:Iteration 56Q (29774.000000 sec): 3 clusters Score: Raw -1311611.106727 + Penalty 4436.302780 = -1307174.803947 nChanged 25 SP:Iteration 57Q (29774.030000 sec): 3 clusters Score: Raw -1311628.522449 + Penalty 4436.302780 = -1307192.219669 nChanged 24 SP:Iteration 58Q (29774.050000 sec): 3 clusters Score: Raw -1311643.388727 + Penalty 4436.302780 = -1307207.085947 nChanged 25 SP:Iteration 59Q (29774.080000 sec): 3 clusters Score: Raw -1311660.466866 + Penalty 4436.302780 = -1307224.164085 nChanged 24 SP:Iteration 60F (29774.110000 sec): 3 clusters Score: Raw -1311674.476902 + Penalty 4436.302780 = -1307238.174121 nChanged 17 SP:Iteration 61Q (29774.130000 sec): 3 clusters Score: Raw -1311686.963651 + Penalty 4436.302780 = -1307250.660871 nChanged 16 SP:Iteration 62Q (29774.160000 sec): 3 clusters Score: Raw -1311700.336774 + Penalty 4436.302780 = -1307264.033994 nChanged 11 SP:Iteration 63Q (29774.180000 sec): 3 clusters Score: Raw -1311708.164481 + Penalty 4436.302780 = -1307271.861701 nChanged 9 SP:Iteration 64Q (29774.200000 sec): 3 clusters Score: Raw -1311714.645660 + Penalty 4436.302780 = -1307278.342880 nChanged 10 SP:Iteration 65Q (29774.230000 sec): 3 clusters Score: Raw -1311722.829688 + Penalty 4436.302780 = -1307286.526908 nChanged 12 SP:Iteration 66Q (29774.250000 sec): 3 clusters Score: Raw -1311732.934615 + Penalty 4436.302780 = -1307296.631834 nChanged 10 SP:Iteration 67Q (29774.270000 sec): 3 clusters Score: Raw -1311741.876318 + Penalty 4436.302780 = -1307305.573538 nChanged 11 SP:Iteration 68Q (29774.300000 sec): 3 clusters Score: Raw -1311752.793489 + Penalty 4436.302780 = -1307316.490709 nChanged 15 SP:Iteration 69Q (29774.320000 sec): 3 clusters Score: Raw -1311765.850428 + Penalty 4436.302780 = -1307329.547648 nChanged 11 SP:Iteration 70Q (29774.340000 sec): 3 clusters Score: Raw -1311773.147469 + Penalty 4436.302780 = -1307336.844689 nChanged 10 SP:Iteration 71Q (29774.370000 sec): 3 clusters Score: Raw -1311781.065520 + Penalty 4436.302780 = -1307344.762740 nChanged 8 SP:Iteration 72Q (29774.390000 sec): 3 clusters Score: Raw -1311788.289914 + Penalty 4436.302780 = -1307351.987134 nChanged 7 SP:Iteration 73Q (29774.410000 sec): 3 clusters Score: Raw -1311795.090640 + Penalty 4436.302780 = -1307358.787860 nChanged 6 SP:Iteration 74Q (29774.440000 sec): 3 clusters Score: Raw -1311801.036624 + Penalty 4436.302780 = -1307364.733844 nChanged 6 SP:Iteration 75Q (29774.460000 sec): 3 clusters Score: Raw -1311805.356478 + Penalty 4436.302780 = -1307369.053698 nChanged 3 SP:Iteration 76Q (29774.480000 sec): 3 clusters Score: Raw -1311807.440226 + Penalty 4436.302780 = -1307371.137446 nChanged 2 SP:Iteration 77Q (29774.500000 sec): 3 clusters Score: Raw -1311808.682655 + Penalty 4436.302780 = -1307372.379875 nChanged 2 SP:Iteration 78Q (29774.530000 sec): 3 clusters Score: Raw -1311809.593273 + Penalty 4436.302780 = -1307373.290493 nChanged 1 SP:Iteration 79Q (29774.550000 sec): 3 clusters Score: Raw -1311810.601437 + Penalty 4436.302780 = -1307374.298657 nChanged 2 SP:Iteration 80F (29774.580000 sec): 3 clusters Score: Raw -1311812.636853 + Penalty 4436.302780 = -1307376.334073 nChanged 4 SP:Iteration 81Q (29774.600000 sec): 3 clusters Score: Raw -1311815.517144 + Penalty 4436.302780 = -1307379.214364 nChanged 0 SP:Iteration 82F (29774.630000 sec): 3 clusters Score: Raw -1311815.517144 + Penalty 4436.302780 = -1307379.214364 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 2 (21613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29774.720000 sec): 2 clusters Score: Raw -3404513.463788 + Penalty 2475.300466 = -3402038.163322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29774.800000 sec): 3 clusters Score: Raw -3391855.640743 + Penalty 4950.600931 = -3386905.039812 nChanged 9587 SP:Iteration 1F (29774.890000 sec): 3 clusters Score: Raw -3396906.443705 + Penalty 4950.600931 = -3391955.842774 nChanged 1117 SP:Iteration 2F (29774.980000 sec): 3 clusters Score: Raw -3397313.388647 + Penalty 4950.600931 = -3392362.787716 nChanged 951 SP:Iteration 3Q (29775.070000 sec): 3 clusters Score: Raw -3397697.652925 + Penalty 4950.600931 = -3392747.051994 nChanged 962 SP:Iteration 4Q (29775.160000 sec): 3 clusters Score: Raw -3398121.449503 + Penalty 4950.600931 = -3393170.848572 nChanged 967 SP:Iteration 5Q (29775.250000 sec): 3 clusters Score: Raw -3398619.470122 + Penalty 4950.600931 = -3393668.869190 nChanged 1059 SP:Iteration 6Q (29775.340000 sec): 3 clusters Score: Raw -3399252.515041 + Penalty 4950.600931 = -3394301.914110 nChanged 1145 SP:Iteration 7F (29775.430000 sec): 3 clusters Score: Raw -3400032.923120 + Penalty 4950.600931 = -3395082.322189 nChanged 1267 SP:Iteration 8F (29775.510000 sec): 3 clusters Score: Raw -3400969.424286 + Penalty 4950.600931 = -3396018.823355 nChanged 1345 SP:Iteration 9F (29775.600000 sec): 3 clusters Score: Raw -3402098.697189 + Penalty 4950.600931 = -3397148.096258 nChanged 1428 SP:Iteration 10F (29775.690000 sec): 3 clusters Score: Raw -3403443.868309 + Penalty 4950.600931 = -3398493.267378 nChanged 1351 SP:Iteration 11F (29775.770000 sec): 3 clusters Score: Raw -3404664.661526 + Penalty 4950.600931 = -3399714.060595 nChanged 1086 SP:Iteration 12F (29775.860000 sec): 3 clusters Score: Raw -3405450.907375 + Penalty 4950.600931 = -3400500.306444 nChanged 818 SP:Iteration 13Q (29775.940000 sec): 3 clusters Score: Raw -3405806.919920 + Penalty 4950.600931 = -3400856.318989 nChanged 536 SP:Iteration 14Q (29776.030000 sec): 3 clusters Score: Raw -3405975.115586 + Penalty 4950.600931 = -3401024.514654 nChanged 346 SP:Iteration 15Q (29776.110000 sec): 3 clusters Score: Raw -3406062.785807 + Penalty 4950.600931 = -3401112.184876 nChanged 243 SP:Iteration 16Q (29776.190000 sec): 3 clusters Score: Raw -3406120.135200 + Penalty 4950.600931 = -3401169.534269 nChanged 192 SP:Iteration 17Q (29776.270000 sec): 3 clusters Score: Raw -3406169.474343 + Penalty 4950.600931 = -3401218.873412 nChanged 171 SP:Iteration 18Q (29776.350000 sec): 3 clusters Score: Raw -3406209.241274 + Penalty 4950.600931 = -3401258.640343 nChanged 128 SP:Iteration 19Q (29776.430000 sec): 3 clusters Score: Raw -3406234.015991 + Penalty 4950.600931 = -3401283.415060 nChanged 110 SP:Iteration 20F (29776.520000 sec): 3 clusters Score: Raw -3406252.136873 + Penalty 4950.600931 = -3401301.535941 nChanged 86 SP:Iteration 21Q (29776.610000 sec): 3 clusters Score: Raw -3406266.233213 + Penalty 4950.600931 = -3401315.632282 nChanged 76 SP:Iteration 22Q (29776.690000 sec): 3 clusters Score: Raw -3406275.165317 + Penalty 4950.600931 = -3401324.564386 nChanged 43 SP:Iteration 23Q (29776.770000 sec): 3 clusters Score: Raw -3406279.514225 + Penalty 4950.600931 = -3401328.913294 nChanged 38 SP:Iteration 24Q (29776.850000 sec): 3 clusters Score: Raw -3406283.021122 + Penalty 4950.600931 = -3401332.420191 nChanged 30 SP:Iteration 25Q (29776.940000 sec): 3 clusters Score: Raw -3406286.065234 + Penalty 4950.600931 = -3401335.464303 nChanged 29 SP:Iteration 26Q (29777.020000 sec): 3 clusters Score: Raw -3406288.299960 + Penalty 4950.600931 = -3401337.699029 nChanged 24 SP:Iteration 27Q (29777.100000 sec): 3 clusters Score: Raw -3406289.938071 + Penalty 4950.600931 = -3401339.337140 nChanged 18 SP:Iteration 28Q (29777.190000 sec): 3 clusters Score: Raw -3406291.074608 + Penalty 4950.600931 = -3401340.473677 nChanged 9 SP:Iteration 29Q (29777.270000 sec): 3 clusters Score: Raw -3406291.584622 + Penalty 4950.600931 = -3401340.983691 nChanged 6 SP:Iteration 30Q (29777.360000 sec): 3 clusters Score: Raw -3406292.191396 + Penalty 4950.600931 = -3401341.590465 nChanged 6 SP:Iteration 31Q (29777.440000 sec): 3 clusters Score: Raw -3406292.838043 + Penalty 4950.600931 = -3401342.237112 nChanged 8 SP:Iteration 32Q (29777.520000 sec): 3 clusters Score: Raw -3406293.399941 + Penalty 4950.600931 = -3401342.799010 nChanged 7 SP:Iteration 33Q (29777.600000 sec): 3 clusters Score: Raw -3406293.830321 + Penalty 4950.600931 = -3401343.229390 nChanged 9 SP:Iteration 34Q (29777.690000 sec): 3 clusters Score: Raw -3406294.424984 + Penalty 4950.600931 = -3401343.824053 nChanged 9 SP:Iteration 35Q (29777.770000 sec): 3 clusters Score: Raw -3406295.065378 + Penalty 4950.600931 = -3401344.464447 nChanged 5 SP:Iteration 36Q (29777.850000 sec): 3 clusters Score: Raw -3406295.501253 + Penalty 4950.600931 = -3401344.900322 nChanged 7 SP:Iteration 37Q (29777.940000 sec): 3 clusters Score: Raw -3406295.800691 + Penalty 4950.600931 = -3401345.199760 nChanged 1 SP:Iteration 38Q (29778.020000 sec): 3 clusters Score: Raw -3406295.836718 + Penalty 4950.600931 = -3401345.235786 nChanged 2 SP:Iteration 39Q (29778.100000 sec): 3 clusters Score: Raw -3406295.921952 + Penalty 4950.600931 = -3401345.321020 nChanged 0 SP:Iteration 40F (29778.190000 sec): 3 clusters Score: Raw -3406295.921952 + Penalty 4950.600931 = -3401345.321020 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 3 (782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29778.200000 sec): 2 clusters Score: Raw -123732.368274 + Penalty 1652.139976 = -122080.228299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29778.200000 sec): 3 clusters Score: Raw -123605.766192 + Penalty 3304.279951 = -120301.486240 nChanged 187 SP:Iteration 1F (29778.210000 sec): 3 clusters Score: Raw -123848.816827 + Penalty 3304.279951 = -120544.536875 nChanged 43 SP:Iteration 2F (29778.210000 sec): 3 clusters Score: Raw -123908.228423 + Penalty 3304.279951 = -120603.948472 nChanged 17 SP:Iteration 3Q (29778.210000 sec): 3 clusters Score: Raw -123935.741577 + Penalty 3304.279951 = -120631.461626 nChanged 8 SP:Iteration 4Q (29778.220000 sec): 3 clusters Score: Raw -123948.053097 + Penalty 3304.279951 = -120643.773146 nChanged 3 SP:Iteration 5Q (29778.220000 sec): 3 clusters Score: Raw -123955.845061 + Penalty 3304.279951 = -120651.565109 nChanged 3 SP:Iteration 6Q (29778.220000 sec): 3 clusters Score: Raw -123962.709326 + Penalty 3304.279951 = -120658.429375 nChanged 5 SP:Iteration 7Q (29778.220000 sec): 3 clusters Score: Raw -123975.954543 + Penalty 3304.279951 = -120671.674591 nChanged 4 SP:Iteration 8Q (29778.230000 sec): 3 clusters Score: Raw -123982.574105 + Penalty 3304.279951 = -120678.294153 nChanged 1 SP:Iteration 9Q (29778.230000 sec): 3 clusters Score: Raw -123984.992418 + Penalty 3304.279951 = -120680.712466 nChanged 2 SP:Iteration 10Q (29778.240000 sec): 3 clusters Score: Raw -123987.140632 + Penalty 3304.279951 = -120682.860681 nChanged 1 SP:Iteration 11Q (29778.240000 sec): 3 clusters Score: Raw -123988.095417 + Penalty 3304.279951 = -120683.815465 nChanged 1 SP:Iteration 12Q (29778.240000 sec): 3 clusters Score: Raw -123989.627610 + Penalty 3304.279951 = -120685.347659 nChanged 0 SP:Iteration 13F (29778.240000 sec): 3 clusters Score: Raw -123989.627610 + Penalty 3304.279951 = -120685.347659 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 4 (6522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29778.270000 sec): 2 clusters Score: Raw -1009797.509830 + Penalty 2178.168216 = -1007619.341614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29778.300000 sec): 3 clusters Score: Raw -1006540.021619 + Penalty 4356.336433 = -1002183.685186 nChanged 2580 SP:Iteration 1F (29778.320000 sec): 3 clusters Score: Raw -1008053.220831 + Penalty 4356.336433 = -1003696.884398 nChanged 491 SP:Iteration 2F (29778.350000 sec): 3 clusters Score: Raw -1008348.041111 + Penalty 4356.336433 = -1003991.704679 nChanged 352 SP:Iteration 3F (29778.380000 sec): 3 clusters Score: Raw -1008560.948400 + Penalty 4356.336433 = -1004204.611968 nChanged 290 SP:Iteration 4Q (29778.400000 sec): 3 clusters Score: Raw -1008711.679459 + Penalty 4356.336433 = -1004355.343026 nChanged 236 SP:Iteration 5Q (29778.430000 sec): 3 clusters Score: Raw -1008849.580504 + Penalty 4356.336433 = -1004493.244072 nChanged 213 SP:Iteration 6Q (29778.450000 sec): 3 clusters Score: Raw -1008973.115686 + Penalty 4356.336433 = -1004616.779253 nChanged 190 SP:Iteration 7Q (29778.480000 sec): 3 clusters Score: Raw -1009095.094515 + Penalty 4356.336433 = -1004738.758083 nChanged 193 SP:Iteration 8Q (29778.500000 sec): 3 clusters Score: Raw -1009206.649922 + Penalty 4356.336433 = -1004850.313489 nChanged 186 SP:Iteration 9Q (29778.530000 sec): 3 clusters Score: Raw -1009306.045257 + Penalty 4356.336433 = -1004949.708824 nChanged 159 SP:Iteration 10Q (29778.550000 sec): 3 clusters Score: Raw -1009401.249033 + Penalty 4356.336433 = -1005044.912601 nChanged 149 SP:Iteration 11Q (29778.580000 sec): 3 clusters Score: Raw -1009494.178494 + Penalty 4356.336433 = -1005137.842061 nChanged 148 SP:Iteration 12Q (29778.600000 sec): 3 clusters Score: Raw -1009576.207589 + Penalty 4356.336433 = -1005219.871156 nChanged 153 SP:Iteration 13Q (29778.630000 sec): 3 clusters Score: Raw -1009663.754387 + Penalty 4356.336433 = -1005307.417955 nChanged 123 SP:Iteration 14Q (29778.650000 sec): 3 clusters Score: Raw -1009736.968620 + Penalty 4356.336433 = -1005380.632187 nChanged 128 SP:Iteration 15Q (29778.680000 sec): 3 clusters Score: Raw -1009801.549524 + Penalty 4356.336433 = -1005445.213091 nChanged 124 SP:Iteration 16Q (29778.700000 sec): 3 clusters Score: Raw -1009867.594998 + Penalty 4356.336433 = -1005511.258566 nChanged 111 SP:Iteration 17Q (29778.730000 sec): 3 clusters Score: Raw -1009934.128139 + Penalty 4356.336433 = -1005577.791706 nChanged 129 SP:Iteration 18Q (29778.750000 sec): 3 clusters Score: Raw -1010020.464773 + Penalty 4356.336433 = -1005664.128340 nChanged 117 SP:Iteration 19Q (29778.780000 sec): 3 clusters Score: Raw -1010109.614722 + Penalty 4356.336433 = -1005753.278289 nChanged 135 SP:Iteration 20F (29778.800000 sec): 3 clusters Score: Raw -1010222.360904 + Penalty 4356.336433 = -1005866.024471 nChanged 120 SP:Iteration 21Q (29778.820000 sec): 3 clusters Score: Raw -1010323.006615 + Penalty 4356.336433 = -1005966.670183 nChanged 108 SP:Iteration 22Q (29778.850000 sec): 3 clusters Score: Raw -1010419.461577 + Penalty 4356.336433 = -1006063.125145 nChanged 110 SP:Iteration 23Q (29778.870000 sec): 3 clusters Score: Raw -1010502.538539 + Penalty 4356.336433 = -1006146.202106 nChanged 123 SP:Iteration 24Q (29778.900000 sec): 3 clusters Score: Raw -1010575.779785 + Penalty 4356.336433 = -1006219.443352 nChanged 111 SP:Iteration 25Q (29778.920000 sec): 3 clusters Score: Raw -1010630.583004 + Penalty 4356.336433 = -1006274.246571 nChanged 83 SP:Iteration 26Q (29778.940000 sec): 3 clusters Score: Raw -1010665.533607 + Penalty 4356.336433 = -1006309.197175 nChanged 56 SP:Iteration 27Q (29778.960000 sec): 3 clusters Score: Raw -1010687.589400 + Penalty 4356.336433 = -1006331.252968 nChanged 58 SP:Iteration 28Q (29778.990000 sec): 3 clusters Score: Raw -1010707.213797 + Penalty 4356.336433 = -1006350.877365 nChanged 39 SP:Iteration 29Q (29779.010000 sec): 3 clusters Score: Raw -1010719.633342 + Penalty 4356.336433 = -1006363.296909 nChanged 39 SP:Iteration 30Q (29779.030000 sec): 3 clusters Score: Raw -1010732.662565 + Penalty 4356.336433 = -1006376.326132 nChanged 35 SP:Iteration 31Q (29779.060000 sec): 3 clusters Score: Raw -1010745.785528 + Penalty 4356.336433 = -1006389.449096 nChanged 32 SP:Iteration 32Q (29779.080000 sec): 3 clusters Score: Raw -1010757.780247 + Penalty 4356.336433 = -1006401.443814 nChanged 32 SP:Iteration 33Q (29779.100000 sec): 3 clusters Score: Raw -1010769.625236 + Penalty 4356.336433 = -1006413.288803 nChanged 38 SP:Iteration 34Q (29779.120000 sec): 3 clusters Score: Raw -1010782.899352 + Penalty 4356.336433 = -1006426.562919 nChanged 40 SP:Iteration 35Q (29779.150000 sec): 3 clusters Score: Raw -1010794.721665 + Penalty 4356.336433 = -1006438.385232 nChanged 30 SP:Iteration 36Q (29779.170000 sec): 3 clusters Score: Raw -1010803.030917 + Penalty 4356.336433 = -1006446.694484 nChanged 32 SP:Iteration 37Q (29779.190000 sec): 3 clusters Score: Raw -1010813.636298 + Penalty 4356.336433 = -1006457.299865 nChanged 42 SP:Iteration 38Q (29779.220000 sec): 3 clusters Score: Raw -1010830.277191 + Penalty 4356.336433 = -1006473.940759 nChanged 49 SP:Iteration 39Q (29779.240000 sec): 3 clusters Score: Raw -1010854.173755 + Penalty 4356.336433 = -1006497.837322 nChanged 56 SP:Iteration 40F (29779.260000 sec): 3 clusters Score: Raw -1010886.452909 + Penalty 4356.336433 = -1006530.116476 nChanged 73 SP:Iteration 41Q (29779.280000 sec): 3 clusters Score: Raw -1010929.196902 + Penalty 4356.336433 = -1006572.860470 nChanged 59 SP:Iteration 42Q (29779.310000 sec): 3 clusters Score: Raw -1010963.802180 + Penalty 4356.336433 = -1006607.465747 nChanged 70 SP:Iteration 43Q (29779.330000 sec): 3 clusters Score: Raw -1011011.061562 + Penalty 4356.336433 = -1006654.725129 nChanged 73 SP:Iteration 44Q (29779.350000 sec): 3 clusters Score: Raw -1011059.819140 + Penalty 4356.336433 = -1006703.482707 nChanged 62 SP:Iteration 45Q (29779.380000 sec): 3 clusters Score: Raw -1011094.199796 + Penalty 4356.336433 = -1006737.863363 nChanged 55 SP:Iteration 46Q (29779.400000 sec): 3 clusters Score: Raw -1011125.321297 + Penalty 4356.336433 = -1006768.984864 nChanged 49 SP:Iteration 47Q (29779.420000 sec): 3 clusters Score: Raw -1011153.264284 + Penalty 4356.336433 = -1006796.927851 nChanged 42 SP:Iteration 48Q (29779.440000 sec): 3 clusters Score: Raw -1011176.275714 + Penalty 4356.336433 = -1006819.939281 nChanged 44 SP:Iteration 49Q (29779.460000 sec): 3 clusters Score: Raw -1011201.187970 + Penalty 4356.336433 = -1006844.851537 nChanged 34 SP:Iteration 50Q (29779.480000 sec): 3 clusters Score: Raw -1011215.115382 + Penalty 4356.336433 = -1006858.778949 nChanged 31 SP:Iteration 51Q (29779.500000 sec): 3 clusters Score: Raw -1011227.613030 + Penalty 4356.336433 = -1006871.276598 nChanged 18 SP:Iteration 52Q (29779.520000 sec): 3 clusters Score: Raw -1011234.582702 + Penalty 4356.336433 = -1006878.246269 nChanged 16 SP:Iteration 53Q (29779.540000 sec): 3 clusters Score: Raw -1011240.931887 + Penalty 4356.336433 = -1006884.595454 nChanged 11 SP:Iteration 54Q (29779.560000 sec): 3 clusters Score: Raw -1011245.222221 + Penalty 4356.336433 = -1006888.885788 nChanged 5 SP:Iteration 55Q (29779.590000 sec): 3 clusters Score: Raw -1011246.575007 + Penalty 4356.336433 = -1006890.238574 nChanged 1 SP:Iteration 56Q (29779.610000 sec): 3 clusters Score: Raw -1011246.696884 + Penalty 4356.336433 = -1006890.360451 nChanged 1 SP:Iteration 57Q (29779.630000 sec): 3 clusters Score: Raw -1011246.870445 + Penalty 4356.336433 = -1006890.534013 nChanged 0 SP:Iteration 58F (29779.660000 sec): 3 clusters Score: Raw -1011246.870445 + Penalty 4356.336433 = -1006890.534013 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 5 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29779.660000 sec): 2 clusters Score: Raw -68312.966296 + Penalty 1493.213791 = -66819.752505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29779.660000 sec): 3 clusters Score: Raw -68446.120075 + Penalty 2986.427581 = -65459.692494 nChanged 84 SP:Iteration 1F (29779.670000 sec): 3 clusters Score: Raw -68662.242205 + Penalty 2986.427581 = -65675.814623 nChanged 20 SP:Iteration 2Q (29779.670000 sec): 3 clusters Score: Raw -68720.748697 + Penalty 2986.427581 = -65734.321116 nChanged 12 SP:Iteration 3Q (29779.670000 sec): 3 clusters Score: Raw -68766.188589 + Penalty 2986.427581 = -65779.761008 nChanged 10 SP:Iteration 4Q (29779.670000 sec): 3 clusters Score: Raw -68796.180399 + Penalty 2986.427581 = -65809.752818 nChanged 5 SP:Iteration 5Q (29779.670000 sec): 3 clusters Score: Raw -68852.688412 + Penalty 2986.427581 = -65866.260831 nChanged 2 SP:Iteration 6Q (29779.680000 sec): 3 clusters Score: Raw -68865.169038 + Penalty 2986.427581 = -65878.741456 nChanged 2 SP:Iteration 7Q (29779.680000 sec): 3 clusters Score: Raw -68870.117989 + Penalty 2986.427581 = -65883.690408 nChanged 0 SP:Iteration 8F (29779.680000 sec): 3 clusters Score: Raw -68870.117989 + Penalty 2986.427581 = -65883.690408 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 6 (669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29779.680000 sec): 2 clusters Score: Raw -102947.600234 + Penalty 1613.434447 = -101334.165787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29779.690000 sec): 3 clusters Score: Raw -102896.969784 + Penalty 3226.868894 = -99670.100890 nChanged 129 SP:Iteration 1F (29779.690000 sec): 3 clusters Score: Raw -103079.019077 + Penalty 3226.868894 = -99852.150183 nChanged 37 SP:Iteration 2F (29779.690000 sec): 3 clusters Score: Raw -103157.706787 + Penalty 3226.868894 = -99930.837893 nChanged 18 SP:Iteration 3Q (29779.700000 sec): 3 clusters Score: Raw -103181.601717 + Penalty 3226.868894 = -99954.732824 nChanged 6 SP:Iteration 4Q (29779.700000 sec): 3 clusters Score: Raw -103190.001934 + Penalty 3226.868894 = -99963.133040 nChanged 2 SP:Iteration 5Q (29779.700000 sec): 3 clusters Score: Raw -103192.184743 + Penalty 3226.868894 = -99965.315850 nChanged 2 SP:Iteration 6Q (29779.700000 sec): 3 clusters Score: Raw -103196.763866 + Penalty 3226.868894 = -99969.894972 nChanged 3 SP:Iteration 7Q (29779.700000 sec): 3 clusters Score: Raw -103201.474537 + Penalty 3226.868894 = -99974.605644 nChanged 2 SP:Iteration 8Q (29779.710000 sec): 3 clusters Score: Raw -103202.987908 + Penalty 3226.868894 = -99976.119014 nChanged 1 SP:Iteration 9Q (29779.710000 sec): 3 clusters Score: Raw -103204.525119 + Penalty 3226.868894 = -99977.656225 nChanged 0 SP:Iteration 10F (29779.710000 sec): 3 clusters Score: Raw -103204.525119 + Penalty 3226.868894 = -99977.656225 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 7 (276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29779.720000 sec): 2 clusters Score: Raw -34151.248134 + Penalty 1393.859415 = -32757.388719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29779.720000 sec): 3 clusters Score: Raw -34435.547959 + Penalty 2787.718829 = -31647.829130 nChanged 51 SP:Iteration 1F (29779.720000 sec): 3 clusters Score: Raw -34713.626536 + Penalty 2787.718829 = -31925.907707 nChanged 22 SP:Iteration 2F (29779.720000 sec): 3 clusters Score: Raw -34821.064529 + Penalty 2787.718829 = -32033.345700 nChanged 6 SP:Iteration 3Q (29779.720000 sec): 3 clusters Score: Raw -34859.850436 + Penalty 2787.718829 = -32072.131607 nChanged 4 SP:Iteration 4Q (29779.720000 sec): 3 clusters Score: Raw -34867.194511 + Penalty 2787.718829 = -32079.475681 nChanged 1 SP:Iteration 5Q (29779.720000 sec): 3 clusters Score: Raw -34868.867548 + Penalty 2787.718829 = -32081.148719 nChanged 0 SP:Iteration 6F (29779.730000 sec): 3 clusters Score: Raw -34868.867548 + Penalty 2787.718829 = -32081.148719 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 8 (33347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29779.860000 sec): 2 clusters Score: Raw -5419670.304111 + Penalty 2582.851327 = -5417087.452784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29780.000000 sec): 3 clusters Score: Raw -5399530.629117 + Penalty 5165.702654 = -5394364.926463 nChanged 15087 SP:Iteration 1F (29780.140000 sec): 3 clusters Score: Raw -5407635.865912 + Penalty 5165.702654 = -5402470.163258 nChanged 1719 SP:Iteration 2F (29780.270000 sec): 3 clusters Score: Raw -5408303.079944 + Penalty 5165.702654 = -5403137.377290 nChanged 1781 SP:Iteration 3F (29780.410000 sec): 3 clusters Score: Raw -5409088.760272 + Penalty 5165.702654 = -5403923.057618 nChanged 2001 SP:Iteration 4F (29780.540000 sec): 3 clusters Score: Raw -5410174.341944 + Penalty 5165.702654 = -5405008.639290 nChanged 2281 SP:Iteration 5F (29780.680000 sec): 3 clusters Score: Raw -5411677.557188 + Penalty 5165.702654 = -5406511.854535 nChanged 2514 SP:Iteration 6F (29780.820000 sec): 3 clusters Score: Raw -5413625.983235 + Penalty 5165.702654 = -5408460.280582 nChanged 2466 SP:Iteration 7F (29780.950000 sec): 3 clusters Score: Raw -5415771.501510 + Penalty 5165.702654 = -5410605.798856 nChanged 2049 SP:Iteration 8F (29781.090000 sec): 3 clusters Score: Raw -5417572.933128 + Penalty 5165.702654 = -5412407.230474 nChanged 1347 SP:Iteration 9Q (29781.220000 sec): 3 clusters Score: Raw -5418732.188002 + Penalty 5165.702654 = -5413566.485348 nChanged 807 SP:Iteration 10Q (29781.360000 sec): 3 clusters Score: Raw -5419455.534913 + Penalty 5165.702654 = -5414289.832259 nChanged 486 SP:Iteration 11Q (29781.490000 sec): 3 clusters Score: Raw -5419932.369843 + Penalty 5165.702654 = -5414766.667189 nChanged 256 SP:Iteration 12Q (29781.610000 sec): 3 clusters Score: Raw -5420184.199243 + Penalty 5165.702654 = -5415018.496589 nChanged 154 SP:Iteration 13Q (29781.720000 sec): 3 clusters Score: Raw -5420333.012442 + Penalty 5165.702654 = -5415167.309789 nChanged 88 SP:Iteration 14Q (29781.830000 sec): 3 clusters Score: Raw -5420428.900002 + Penalty 5165.702654 = -5415263.197349 nChanged 62 SP:Iteration 15Q (29781.940000 sec): 3 clusters Score: Raw -5420488.088479 + Penalty 5165.702654 = -5415322.385825 nChanged 31 SP:Iteration 16Q (29782.040000 sec): 3 clusters Score: Raw -5420516.441323 + Penalty 5165.702654 = -5415350.738669 nChanged 24 SP:Iteration 17Q (29782.140000 sec): 3 clusters Score: Raw -5420535.896998 + Penalty 5165.702654 = -5415370.194344 nChanged 23 SP:Iteration 18Q (29782.250000 sec): 3 clusters Score: Raw -5420551.298118 + Penalty 5165.702654 = -5415385.595464 nChanged 8 SP:Iteration 19Q (29782.350000 sec): 3 clusters Score: Raw -5420557.867979 + Penalty 5165.702654 = -5415392.165325 nChanged 5 SP:Iteration 20F (29782.480000 sec): 3 clusters Score: Raw -5420562.068500 + Penalty 5165.702654 = -5415396.365847 nChanged 3 SP:Iteration 21Q (29782.590000 sec): 3 clusters Score: Raw -5420564.404386 + Penalty 5165.702654 = -5415398.701732 nChanged 6 SP:Iteration 22Q (29782.690000 sec): 3 clusters Score: Raw -5420570.096667 + Penalty 5165.702654 = -5415404.394013 nChanged 9 SP:Iteration 23Q (29782.800000 sec): 3 clusters Score: Raw -5420576.809617 + Penalty 5165.702654 = -5415411.106964 nChanged 5 SP:Iteration 24Q (29782.900000 sec): 3 clusters Score: Raw -5420580.485793 + Penalty 5165.702654 = -5415414.783139 nChanged 2 SP:Iteration 25Q (29783.000000 sec): 3 clusters Score: Raw -5420582.194189 + Penalty 5165.702654 = -5415416.491535 nChanged 4 SP:Iteration 26Q (29783.100000 sec): 3 clusters Score: Raw -5420586.499418 + Penalty 5165.702654 = -5415420.796764 nChanged 4 SP:Iteration 27Q (29783.200000 sec): 3 clusters Score: Raw -5420588.993423 + Penalty 5165.702654 = -5415423.290769 nChanged 0 SP:Iteration 28F (29783.340000 sec): 3 clusters Score: Raw -5420588.993423 + Penalty 5165.702654 = -5415423.290769 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 9 (552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29783.360000 sec): 2 clusters Score: Raw -86424.685178 + Penalty 1565.759915 = -84858.925262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29783.360000 sec): 3 clusters Score: Raw -86427.426904 + Penalty 3131.519831 = -83295.907073 nChanged 104 SP:Iteration 1F (29783.370000 sec): 3 clusters Score: Raw -86651.363462 + Penalty 3131.519831 = -83519.843631 nChanged 20 SP:Iteration 2Q (29783.370000 sec): 3 clusters Score: Raw -86828.728632 + Penalty 3131.519831 = -83697.208801 nChanged 26 SP:Iteration 3Q (29783.370000 sec): 3 clusters Score: Raw -86908.456885 + Penalty 3131.519831 = -83776.937054 nChanged 18 SP:Iteration 4Q (29783.370000 sec): 3 clusters Score: Raw -86953.435228 + Penalty 3131.519831 = -83821.915397 nChanged 15 SP:Iteration 5Q (29783.380000 sec): 3 clusters Score: Raw -86983.305720 + Penalty 3131.519831 = -83851.785889 nChanged 12 SP:Iteration 6Q (29783.380000 sec): 3 clusters Score: Raw -87009.033173 + Penalty 3131.519831 = -83877.513342 nChanged 4 SP:Iteration 7Q (29783.380000 sec): 3 clusters Score: Raw -87015.517681 + Penalty 3131.519831 = -83883.997850 nChanged 5 SP:Iteration 8Q (29783.380000 sec): 3 clusters Score: Raw -87028.086178 + Penalty 3131.519831 = -83896.566347 nChanged 3 SP:Iteration 9Q (29783.380000 sec): 3 clusters Score: Raw -87033.334584 + Penalty 3131.519831 = -83901.814753 nChanged 1 SP:Iteration 10Q (29783.380000 sec): 3 clusters Score: Raw -87034.208841 + Penalty 3131.519831 = -83902.689010 nChanged 1 SP:Iteration 11Q (29783.390000 sec): 3 clusters Score: Raw -87036.803948 + Penalty 3131.519831 = -83905.284117 nChanged 2 SP:Iteration 12Q (29783.390000 sec): 3 clusters Score: Raw -87042.856882 + Penalty 3131.519831 = -83911.337051 nChanged 2 SP:Iteration 13Q (29783.390000 sec): 3 clusters Score: Raw -87048.323063 + Penalty 3131.519831 = -83916.803232 nChanged 2 SP:Iteration 14Q (29783.390000 sec): 3 clusters Score: Raw -87052.504610 + Penalty 3131.519831 = -83920.984779 nChanged 0 SP:Iteration 15F (29783.400000 sec): 3 clusters Score: Raw -87052.504610 + Penalty 3131.519831 = -83920.984779 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 10 (3614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29783.410000 sec): 2 clusters Score: Raw -567021.554731 + Penalty 2031.757477 = -564989.797254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29783.430000 sec): 3 clusters Score: Raw -565402.920411 + Penalty 4063.514954 = -561339.405458 nChanged 1246 SP:Iteration 1F (29783.440000 sec): 3 clusters Score: Raw -566170.558574 + Penalty 4063.514954 = -562107.043620 nChanged 261 SP:Iteration 2F (29783.460000 sec): 3 clusters Score: Raw -566318.169086 + Penalty 4063.514954 = -562254.654133 nChanged 148 SP:Iteration 3Q (29783.470000 sec): 3 clusters Score: Raw -566415.840296 + Penalty 4063.514954 = -562352.325342 nChanged 129 SP:Iteration 4Q (29783.480000 sec): 3 clusters Score: Raw -566493.821829 + Penalty 4063.514954 = -562430.306876 nChanged 107 SP:Iteration 5Q (29783.500000 sec): 3 clusters Score: Raw -566548.259753 + Penalty 4063.514954 = -562484.744800 nChanged 97 SP:Iteration 6Q (29783.510000 sec): 3 clusters Score: Raw -566598.474383 + Penalty 4063.514954 = -562534.959429 nChanged 82 SP:Iteration 7Q (29783.530000 sec): 3 clusters Score: Raw -566647.999488 + Penalty 4063.514954 = -562584.484534 nChanged 79 SP:Iteration 8Q (29783.540000 sec): 3 clusters Score: Raw -566693.153242 + Penalty 4063.514954 = -562629.638288 nChanged 69 SP:Iteration 9Q (29783.560000 sec): 3 clusters Score: Raw -566733.047085 + Penalty 4063.514954 = -562669.532131 nChanged 66 SP:Iteration 10Q (29783.570000 sec): 3 clusters Score: Raw -566767.967727 + Penalty 4063.514954 = -562704.452774 nChanged 65 SP:Iteration 11Q (29783.580000 sec): 3 clusters Score: Raw -566812.179856 + Penalty 4063.514954 = -562748.664903 nChanged 58 SP:Iteration 12Q (29783.600000 sec): 3 clusters Score: Raw -566849.482366 + Penalty 4063.514954 = -562785.967412 nChanged 55 SP:Iteration 13Q (29783.610000 sec): 3 clusters Score: Raw -566881.331078 + Penalty 4063.514954 = -562817.816125 nChanged 40 SP:Iteration 14Q (29783.630000 sec): 3 clusters Score: Raw -566900.926539 + Penalty 4063.514954 = -562837.411585 nChanged 36 SP:Iteration 15Q (29783.640000 sec): 3 clusters Score: Raw -566920.258875 + Penalty 4063.514954 = -562856.743921 nChanged 28 SP:Iteration 16Q (29783.660000 sec): 3 clusters Score: Raw -566939.553070 + Penalty 4063.514954 = -562876.038116 nChanged 36 SP:Iteration 17Q (29783.670000 sec): 3 clusters Score: Raw -566967.833851 + Penalty 4063.514954 = -562904.318898 nChanged 45 SP:Iteration 18Q (29783.680000 sec): 3 clusters Score: Raw -567000.402734 + Penalty 4063.514954 = -562936.887780 nChanged 42 SP:Iteration 19Q (29783.700000 sec): 3 clusters Score: Raw -567032.123982 + Penalty 4063.514954 = -562968.609028 nChanged 35 SP:Iteration 20F (29783.710000 sec): 3 clusters Score: Raw -567060.984650 + Penalty 4063.514954 = -562997.469696 nChanged 36 SP:Iteration 21Q (29783.730000 sec): 3 clusters Score: Raw -567086.917782 + Penalty 4063.514954 = -563023.402828 nChanged 31 SP:Iteration 22Q (29783.740000 sec): 3 clusters Score: Raw -567108.750177 + Penalty 4063.514954 = -563045.235223 nChanged 31 SP:Iteration 23Q (29783.750000 sec): 3 clusters Score: Raw -567129.140427 + Penalty 4063.514954 = -563065.625474 nChanged 13 SP:Iteration 24Q (29783.770000 sec): 3 clusters Score: Raw -567137.246015 + Penalty 4063.514954 = -563073.731061 nChanged 5 SP:Iteration 25Q (29783.780000 sec): 3 clusters Score: Raw -567138.936535 + Penalty 4063.514954 = -563075.421581 nChanged 3 SP:Iteration 26Q (29783.800000 sec): 3 clusters Score: Raw -567141.120893 + Penalty 4063.514954 = -563077.605939 nChanged 4 SP:Iteration 27Q (29783.810000 sec): 3 clusters Score: Raw -567143.341340 + Penalty 4063.514954 = -563079.826386 nChanged 4 SP:Iteration 28Q (29783.820000 sec): 3 clusters Score: Raw -567146.154142 + Penalty 4063.514954 = -563082.639188 nChanged 5 SP:Iteration 29Q (29783.840000 sec): 3 clusters Score: Raw -567149.811075 + Penalty 4063.514954 = -563086.296121 nChanged 5 SP:Iteration 30Q (29783.850000 sec): 3 clusters Score: Raw -567152.366822 + Penalty 4063.514954 = -563088.851869 nChanged 3 SP:Iteration 31Q (29783.860000 sec): 3 clusters Score: Raw -567154.715005 + Penalty 4063.514954 = -563091.200051 nChanged 5 SP:Iteration 32Q (29783.880000 sec): 3 clusters Score: Raw -567156.938435 + Penalty 4063.514954 = -563093.423481 nChanged 5 SP:Iteration 33Q (29783.890000 sec): 3 clusters Score: Raw -567161.427273 + Penalty 4063.514954 = -563097.912319 nChanged 8 SP:Iteration 34Q (29783.900000 sec): 3 clusters Score: Raw -567169.577803 + Penalty 4063.514954 = -563106.062850 nChanged 10 SP:Iteration 35Q (29783.920000 sec): 3 clusters Score: Raw -567179.443727 + Penalty 4063.514954 = -563115.928774 nChanged 10 SP:Iteration 36Q (29783.930000 sec): 3 clusters Score: Raw -567185.815688 + Penalty 4063.514954 = -563122.300735 nChanged 7 SP:Iteration 37Q (29783.940000 sec): 3 clusters Score: Raw -567189.620569 + Penalty 4063.514954 = -563126.105615 nChanged 4 SP:Iteration 38Q (29783.960000 sec): 3 clusters Score: Raw -567192.567950 + Penalty 4063.514954 = -563129.052996 nChanged 3 SP:Iteration 39Q (29783.970000 sec): 3 clusters Score: Raw -567194.874768 + Penalty 4063.514954 = -563131.359814 nChanged 3 SP:Iteration 40F (29783.980000 sec): 3 clusters Score: Raw -567196.268155 + Penalty 4063.514954 = -563132.753201 nChanged 2 SP:Iteration 41Q (29784.000000 sec): 3 clusters Score: Raw -567197.634174 + Penalty 4063.514954 = -563134.119220 nChanged 0 SP:Iteration 42F (29784.010000 sec): 3 clusters Score: Raw -567197.634174 + Penalty 4063.514954 = -563134.119220 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 11 (106621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29784.440000 sec): 2 clusters Score: Raw -16301800.462211 + Penalty 2871.104871 = -16298929.357340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29784.880000 sec): 3 clusters Score: Raw -16232786.923090 + Penalty 5742.209742 = -16227044.713349 nChanged 50787 SP:Iteration 1F (29785.340000 sec): 3 clusters Score: Raw -16263093.113127 + Penalty 5742.209742 = -16257350.903385 nChanged 4671 SP:Iteration 2Q (29785.800000 sec): 3 clusters Score: Raw -16264953.141992 + Penalty 5742.209742 = -16259210.932251 nChanged 5529 SP:Iteration 3F (29786.250000 sec): 3 clusters Score: Raw -16267875.353979 + Penalty 5742.209742 = -16262133.144237 nChanged 6707 SP:Iteration 4F (29786.700000 sec): 3 clusters Score: Raw -16272340.777603 + Penalty 5742.209742 = -16266598.567861 nChanged 7736 SP:Iteration 5F (29787.160000 sec): 3 clusters Score: Raw -16278433.812519 + Penalty 5742.209742 = -16272691.602777 nChanged 7833 SP:Iteration 6F (29787.600000 sec): 3 clusters Score: Raw -16285239.725137 + Penalty 5742.209742 = -16279497.515395 nChanged 6851 SP:Iteration 7F (29788.050000 sec): 3 clusters Score: Raw -16291409.616996 + Penalty 5742.209742 = -16285667.407254 nChanged 5276 SP:Iteration 8Q (29788.480000 sec): 3 clusters Score: Raw -16296035.392033 + Penalty 5742.209742 = -16290293.182292 nChanged 3425 SP:Iteration 9Q (29788.890000 sec): 3 clusters Score: Raw -16298824.719508 + Penalty 5742.209742 = -16293082.509767 nChanged 2076 SP:Iteration 10Q (29789.270000 sec): 3 clusters Score: Raw -16300405.148994 + Penalty 5742.209742 = -16294662.939252 nChanged 1196 SP:Iteration 11Q (29789.630000 sec): 3 clusters Score: Raw -16301216.301039 + Penalty 5742.209742 = -16295474.091298 nChanged 705 SP:Iteration 12Q (29789.970000 sec): 3 clusters Score: Raw -16301658.084450 + Penalty 5742.209742 = -16295915.874709 nChanged 426 SP:Iteration 13Q (29790.310000 sec): 3 clusters Score: Raw -16301901.646322 + Penalty 5742.209742 = -16296159.436580 nChanged 275 SP:Iteration 14Q (29790.640000 sec): 3 clusters Score: Raw -16302058.163344 + Penalty 5742.209742 = -16296315.953602 nChanged 202 SP:Iteration 15Q (29790.970000 sec): 3 clusters Score: Raw -16302176.622827 + Penalty 5742.209742 = -16296434.413086 nChanged 133 SP:Iteration 16Q (29791.290000 sec): 3 clusters Score: Raw -16302250.651977 + Penalty 5742.209742 = -16296508.442236 nChanged 97 SP:Iteration 17Q (29791.620000 sec): 3 clusters Score: Raw -16302295.403374 + Penalty 5742.209742 = -16296553.193633 nChanged 63 SP:Iteration 18Q (29791.940000 sec): 3 clusters Score: Raw -16302322.668726 + Penalty 5742.209742 = -16296580.458984 nChanged 38 SP:Iteration 19Q (29792.260000 sec): 3 clusters Score: Raw -16302339.049611 + Penalty 5742.209742 = -16296596.839870 nChanged 32 SP:Iteration 20F (29792.700000 sec): 3 clusters Score: Raw -16302351.068409 + Penalty 5742.209742 = -16296608.858668 nChanged 27 SP:Iteration 21Q (29793.020000 sec): 3 clusters Score: Raw -16302361.172531 + Penalty 5742.209742 = -16296618.962790 nChanged 27 SP:Iteration 22Q (29793.340000 sec): 3 clusters Score: Raw -16302373.063943 + Penalty 5742.209742 = -16296630.854202 nChanged 26 SP:Iteration 23Q (29793.670000 sec): 3 clusters Score: Raw -16302384.062845 + Penalty 5742.209742 = -16296641.853104 nChanged 20 SP:Iteration 24Q (29793.990000 sec): 3 clusters Score: Raw -16302393.507310 + Penalty 5742.209742 = -16296651.297568 nChanged 14 SP:Iteration 25Q (29794.300000 sec): 3 clusters Score: Raw -16302400.522435 + Penalty 5742.209742 = -16296658.312693 nChanged 12 SP:Iteration 26Q (29794.620000 sec): 3 clusters Score: Raw -16302405.861355 + Penalty 5742.209742 = -16296663.651613 nChanged 16 SP:Iteration 27Q (29794.940000 sec): 3 clusters Score: Raw -16302413.007294 + Penalty 5742.209742 = -16296670.797552 nChanged 16 SP:Iteration 28Q (29795.260000 sec): 3 clusters Score: Raw -16302420.259565 + Penalty 5742.209742 = -16296678.049823 nChanged 19 SP:Iteration 29Q (29795.580000 sec): 3 clusters Score: Raw -16302427.832861 + Penalty 5742.209742 = -16296685.623120 nChanged 17 SP:Iteration 30Q (29795.900000 sec): 3 clusters Score: Raw -16302434.246450 + Penalty 5742.209742 = -16296692.036708 nChanged 8 SP:Iteration 31Q (29796.220000 sec): 3 clusters Score: Raw -16302436.934837 + Penalty 5742.209742 = -16296694.725095 nChanged 7 SP:Iteration 32Q (29796.540000 sec): 3 clusters Score: Raw -16302440.158002 + Penalty 5742.209742 = -16296697.948260 nChanged 10 SP:Iteration 33Q (29796.860000 sec): 3 clusters Score: Raw -16302443.224750 + Penalty 5742.209742 = -16296701.015009 nChanged 7 SP:Iteration 34Q (29797.170000 sec): 3 clusters Score: Raw -16302445.750202 + Penalty 5742.209742 = -16296703.540461 nChanged 3 SP:Iteration 35Q (29797.490000 sec): 3 clusters Score: Raw -16302447.207682 + Penalty 5742.209742 = -16296704.997940 nChanged 4 SP:Iteration 36Q (29797.810000 sec): 3 clusters Score: Raw -16302448.560792 + Penalty 5742.209742 = -16296706.351050 nChanged 5 SP:Iteration 37Q (29798.120000 sec): 3 clusters Score: Raw -16302450.383096 + Penalty 5742.209742 = -16296708.173354 nChanged 5 SP:Iteration 38Q (29798.440000 sec): 3 clusters Score: Raw -16302452.010119 + Penalty 5742.209742 = -16296709.800377 nChanged 4 SP:Iteration 39Q (29798.760000 sec): 3 clusters Score: Raw -16302453.427345 + Penalty 5742.209742 = -16296711.217603 nChanged 5 SP:Iteration 40F (29799.200000 sec): 3 clusters Score: Raw -16302455.765539 + Penalty 5742.209742 = -16296713.555797 nChanged 8 SP:Iteration 41Q (29799.520000 sec): 3 clusters Score: Raw -16302458.560055 + Penalty 5742.209742 = -16296716.350314 nChanged 9 SP:Iteration 42Q (29799.840000 sec): 3 clusters Score: Raw -16302462.889745 + Penalty 5742.209742 = -16296720.680004 nChanged 7 SP:Iteration 43Q (29800.160000 sec): 3 clusters Score: Raw -16302464.604741 + Penalty 5742.209742 = -16296722.395000 nChanged 3 SP:Iteration 44Q (29800.470000 sec): 3 clusters Score: Raw -16302466.219019 + Penalty 5742.209742 = -16296724.009277 nChanged 4 SP:Iteration 45Q (29800.790000 sec): 3 clusters Score: Raw -16302467.853248 + Penalty 5742.209742 = -16296725.643506 nChanged 6 SP:Iteration 46Q (29801.120000 sec): 3 clusters Score: Raw -16302470.243855 + Penalty 5742.209742 = -16296728.034114 nChanged 4 SP:Iteration 47Q (29801.430000 sec): 3 clusters Score: Raw -16302471.786748 + Penalty 5742.209742 = -16296729.577007 nChanged 3 SP:Iteration 48Q (29801.750000 sec): 3 clusters Score: Raw -16302473.472913 + Penalty 5742.209742 = -16296731.263171 nChanged 2 SP:Iteration 49Q (29802.070000 sec): 3 clusters Score: Raw -16302473.909062 + Penalty 5742.209742 = -16296731.699320 nChanged 0 SP:Iteration 50F (29802.510000 sec): 3 clusters Score: Raw -16302473.909062 + Penalty 5742.209742 = -16296731.699320 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 12 (1398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29802.580000 sec): 2 clusters Score: Raw -213555.806890 + Penalty 1796.213885 = -211759.593005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29802.590000 sec): 3 clusters Score: Raw -213157.698604 + Penalty 3592.427770 = -209565.270834 nChanged 406 SP:Iteration 1F (29802.590000 sec): 3 clusters Score: Raw -213530.030781 + Penalty 3592.427770 = -209937.603011 nChanged 101 SP:Iteration 2F (29802.590000 sec): 3 clusters Score: Raw -213709.799011 + Penalty 3592.427770 = -210117.371241 nChanged 78 SP:Iteration 3F (29802.600000 sec): 3 clusters Score: Raw -213838.211818 + Penalty 3592.427770 = -210245.784049 nChanged 69 SP:Iteration 4Q (29802.610000 sec): 3 clusters Score: Raw -213937.342318 + Penalty 3592.427770 = -210344.914548 nChanged 48 SP:Iteration 5Q (29802.610000 sec): 3 clusters Score: Raw -214001.499415 + Penalty 3592.427770 = -210409.071646 nChanged 31 SP:Iteration 6Q (29802.620000 sec): 3 clusters Score: Raw -214041.705540 + Penalty 3592.427770 = -210449.277771 nChanged 26 SP:Iteration 7Q (29802.620000 sec): 3 clusters Score: Raw -214082.733549 + Penalty 3592.427770 = -210490.305779 nChanged 25 SP:Iteration 8Q (29802.630000 sec): 3 clusters Score: Raw -214116.415910 + Penalty 3592.427770 = -210523.988141 nChanged 17 SP:Iteration 9Q (29802.630000 sec): 3 clusters Score: Raw -214140.227450 + Penalty 3592.427770 = -210547.799681 nChanged 16 SP:Iteration 10Q (29802.640000 sec): 3 clusters Score: Raw -214169.155232 + Penalty 3592.427770 = -210576.727462 nChanged 22 SP:Iteration 11Q (29802.640000 sec): 3 clusters Score: Raw -214214.247393 + Penalty 3592.427770 = -210621.819624 nChanged 21 SP:Iteration 12Q (29802.650000 sec): 3 clusters Score: Raw -214270.447364 + Penalty 3592.427770 = -210678.019594 nChanged 27 SP:Iteration 13Q (29802.650000 sec): 3 clusters Score: Raw -214337.765527 + Penalty 3592.427770 = -210745.337758 nChanged 19 SP:Iteration 14Q (29802.660000 sec): 3 clusters Score: Raw -214368.464293 + Penalty 3592.427770 = -210776.036523 nChanged 6 SP:Iteration 15Q (29802.660000 sec): 3 clusters Score: Raw -214379.217285 + Penalty 3592.427770 = -210786.789515 nChanged 6 SP:Iteration 16Q (29802.670000 sec): 3 clusters Score: Raw -214395.993330 + Penalty 3592.427770 = -210803.565561 nChanged 12 SP:Iteration 17Q (29802.670000 sec): 3 clusters Score: Raw -214416.727606 + Penalty 3592.427770 = -210824.299836 nChanged 11 SP:Iteration 18Q (29802.680000 sec): 3 clusters Score: Raw -214428.299334 + Penalty 3592.427770 = -210835.871565 nChanged 4 SP:Iteration 19Q (29802.680000 sec): 3 clusters Score: Raw -214429.463413 + Penalty 3592.427770 = -210837.035643 nChanged 1 SP:Iteration 20F (29802.690000 sec): 3 clusters Score: Raw -214430.549638 + Penalty 3592.427770 = -210838.121868 nChanged 1 SP:Iteration 21Q (29802.690000 sec): 3 clusters Score: Raw -214430.935550 + Penalty 3592.427770 = -210838.507780 nChanged 1 SP:Iteration 22Q (29802.700000 sec): 3 clusters Score: Raw -214431.318110 + Penalty 3592.427770 = -210838.890340 nChanged 0 SP:Iteration 23F (29802.710000 sec): 3 clusters Score: Raw -214431.318110 + Penalty 3592.427770 = -210838.890340 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 13 (39267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29802.860000 sec): 2 clusters Score: Raw -6366278.133469 + Penalty 2623.378658 = -6363654.754811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29803.020000 sec): 3 clusters Score: Raw -6342263.136099 + Penalty 5246.757316 = -6337016.378783 nChanged 17898 SP:Iteration 1F (29803.180000 sec): 3 clusters Score: Raw -6352261.459986 + Penalty 5246.757316 = -6347014.702670 nChanged 1850 SP:Iteration 2Q (29803.350000 sec): 3 clusters Score: Raw -6352916.797509 + Penalty 5246.757316 = -6347670.040193 nChanged 1798 SP:Iteration 3Q (29803.510000 sec): 3 clusters Score: Raw -6353622.681645 + Penalty 5246.757316 = -6348375.924329 nChanged 1981 SP:Iteration 4F (29803.670000 sec): 3 clusters Score: Raw -6354542.851093 + Penalty 5246.757316 = -6349296.093777 nChanged 2123 SP:Iteration 5F (29803.830000 sec): 3 clusters Score: Raw -6355687.749475 + Penalty 5246.757316 = -6350440.992158 nChanged 2299 SP:Iteration 6F (29803.990000 sec): 3 clusters Score: Raw -6357001.251956 + Penalty 5246.757316 = -6351754.494640 nChanged 2210 SP:Iteration 7F (29804.150000 sec): 3 clusters Score: Raw -6358260.226356 + Penalty 5246.757316 = -6353013.469040 nChanged 2092 SP:Iteration 8F (29804.310000 sec): 3 clusters Score: Raw -6359466.496209 + Penalty 5246.757316 = -6354219.738893 nChanged 1878 SP:Iteration 9Q (29804.470000 sec): 3 clusters Score: Raw -6360572.337831 + Penalty 5246.757316 = -6355325.580515 nChanged 1657 SP:Iteration 10Q (29804.630000 sec): 3 clusters Score: Raw -6361552.135248 + Penalty 5246.757316 = -6356305.377932 nChanged 1491 SP:Iteration 11Q (29804.790000 sec): 3 clusters Score: Raw -6362476.248087 + Penalty 5246.757316 = -6357229.490771 nChanged 1303 SP:Iteration 12Q (29804.950000 sec): 3 clusters Score: Raw -6363345.451177 + Penalty 5246.757316 = -6358098.693860 nChanged 1149 SP:Iteration 13Q (29805.090000 sec): 3 clusters Score: Raw -6364190.482624 + Penalty 5246.757316 = -6358943.725307 nChanged 954 SP:Iteration 14Q (29805.240000 sec): 3 clusters Score: Raw -6364940.557288 + Penalty 5246.757316 = -6359693.799972 nChanged 702 SP:Iteration 15Q (29805.370000 sec): 3 clusters Score: Raw -6365487.267112 + Penalty 5246.757316 = -6360240.509796 nChanged 486 SP:Iteration 16Q (29805.500000 sec): 3 clusters Score: Raw -6365837.558205 + Penalty 5246.757316 = -6360590.800889 nChanged 338 SP:Iteration 17Q (29805.630000 sec): 3 clusters Score: Raw -6366102.206563 + Penalty 5246.757316 = -6360855.449247 nChanged 225 SP:Iteration 18Q (29805.740000 sec): 3 clusters Score: Raw -6366283.970686 + Penalty 5246.757316 = -6361037.213369 nChanged 146 SP:Iteration 19Q (29805.860000 sec): 3 clusters Score: Raw -6366394.816050 + Penalty 5246.757316 = -6361148.058734 nChanged 102 SP:Iteration 20F (29806.020000 sec): 3 clusters Score: Raw -6366469.532906 + Penalty 5246.757316 = -6361222.775590 nChanged 74 SP:Iteration 21Q (29806.130000 sec): 3 clusters Score: Raw -6366526.319952 + Penalty 5246.757316 = -6361279.562636 nChanged 46 SP:Iteration 22Q (29806.250000 sec): 3 clusters Score: Raw -6366562.906440 + Penalty 5246.757316 = -6361316.149124 nChanged 37 SP:Iteration 23Q (29806.360000 sec): 3 clusters Score: Raw -6366590.406634 + Penalty 5246.757316 = -6361343.649318 nChanged 23 SP:Iteration 24Q (29806.470000 sec): 3 clusters Score: Raw -6366606.562497 + Penalty 5246.757316 = -6361359.805181 nChanged 17 SP:Iteration 25Q (29806.590000 sec): 3 clusters Score: Raw -6366617.733361 + Penalty 5246.757316 = -6361370.976045 nChanged 8 SP:Iteration 26Q (29806.700000 sec): 3 clusters Score: Raw -6366621.935404 + Penalty 5246.757316 = -6361375.178088 nChanged 5 SP:Iteration 27Q (29806.810000 sec): 3 clusters Score: Raw -6366626.084092 + Penalty 5246.757316 = -6361379.326775 nChanged 8 SP:Iteration 28Q (29806.920000 sec): 3 clusters Score: Raw -6366634.046983 + Penalty 5246.757316 = -6361387.289667 nChanged 9 SP:Iteration 29Q (29807.030000 sec): 3 clusters Score: Raw -6366642.545374 + Penalty 5246.757316 = -6361395.788058 nChanged 8 SP:Iteration 30Q (29807.150000 sec): 3 clusters Score: Raw -6366647.191480 + Penalty 5246.757316 = -6361400.434164 nChanged 2 SP:Iteration 31Q (29807.260000 sec): 3 clusters Score: Raw -6366648.426986 + Penalty 5246.757316 = -6361401.669670 nChanged 1 SP:Iteration 32Q (29807.370000 sec): 3 clusters Score: Raw -6366649.041112 + Penalty 5246.757316 = -6361402.283795 nChanged 1 SP:Iteration 33Q (29807.480000 sec): 3 clusters Score: Raw -6366649.588787 + Penalty 5246.757316 = -6361402.831471 nChanged 1 SP:Iteration 34Q (29807.590000 sec): 3 clusters Score: Raw -6366649.857987 + Penalty 5246.757316 = -6361403.100670 nChanged 0 SP:Iteration 35F (29807.750000 sec): 3 clusters Score: Raw -6366649.857987 + Penalty 5246.757316 = -6361403.100670 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 14 (309486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29808.940000 sec): 2 clusters Score: Raw -49437598.716820 + Penalty 3135.381698 = -49434463.335123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29810.260000 sec): 3 clusters Score: Raw -49232620.362661 + Penalty 6270.763395 = -49226349.599266 nChanged 150013 SP:Iteration 1F (29811.570000 sec): 3 clusters Score: Raw -49321557.900555 + Penalty 6270.763395 = -49315287.137159 nChanged 7476 SP:Iteration 2Q (29812.910000 sec): 3 clusters Score: Raw -49323000.096333 + Penalty 6270.763395 = -49316729.332937 nChanged 8284 SP:Iteration 3Q (29814.260000 sec): 3 clusters Score: Raw -49324990.660159 + Penalty 6270.763395 = -49318719.896764 nChanged 9878 SP:Iteration 4Q (29815.600000 sec): 3 clusters Score: Raw -49328000.128789 + Penalty 6270.763395 = -49321729.365394 nChanged 12316 SP:Iteration 5Q (29816.940000 sec): 3 clusters Score: Raw -49332865.606745 + Penalty 6270.763395 = -49326594.843350 nChanged 15512 SP:Iteration 6F (29818.250000 sec): 3 clusters Score: Raw -49340622.814695 + Penalty 6270.763395 = -49334352.051300 nChanged 19065 SP:Iteration 7F (29819.560000 sec): 3 clusters Score: Raw -49352210.510822 + Penalty 6270.763395 = -49345939.747426 nChanged 21250 SP:Iteration 8F (29820.870000 sec): 3 clusters Score: Raw -49367959.244469 + Penalty 6270.763395 = -49361688.481074 nChanged 21279 SP:Iteration 9F (29822.180000 sec): 3 clusters Score: Raw -49385764.444606 + Penalty 6270.763395 = -49379493.681211 nChanged 17952 SP:Iteration 10F (29823.490000 sec): 3 clusters Score: Raw -49398932.965378 + Penalty 6270.763395 = -49392662.201983 nChanged 12434 SP:Iteration 11Q (29824.790000 sec): 3 clusters Score: Raw -49405055.477318 + Penalty 6270.763395 = -49398784.713923 nChanged 7780 SP:Iteration 12Q (29826.060000 sec): 3 clusters Score: Raw -49408128.510784 + Penalty 6270.763395 = -49401857.747389 nChanged 6086 SP:Iteration 13Q (29827.320000 sec): 3 clusters Score: Raw -49410526.045544 + Penalty 6270.763395 = -49404255.282149 nChanged 5821 SP:Iteration 14Q (29828.550000 sec): 3 clusters Score: Raw -49412846.869675 + Penalty 6270.763395 = -49406576.106279 nChanged 5764 SP:Iteration 15Q (29829.780000 sec): 3 clusters Score: Raw -49415173.702028 + Penalty 6270.763395 = -49408902.938633 nChanged 5530 SP:Iteration 16Q (29830.960000 sec): 3 clusters Score: Raw -49417389.670376 + Penalty 6270.763395 = -49411118.906981 nChanged 5257 SP:Iteration 17Q (29832.170000 sec): 3 clusters Score: Raw -49419471.495333 + Penalty 6270.763395 = -49413200.731938 nChanged 5082 SP:Iteration 18Q (29833.360000 sec): 3 clusters Score: Raw -49421512.271907 + Penalty 6270.763395 = -49415241.508512 nChanged 4818 SP:Iteration 19Q (29834.520000 sec): 3 clusters Score: Raw -49423449.922981 + Penalty 6270.763395 = -49417179.159585 nChanged 4491 SP:Iteration 20F (29835.810000 sec): 3 clusters Score: Raw -49425228.304023 + Penalty 6270.763395 = -49418957.540628 nChanged 4141 SP:Iteration 21Q (29836.940000 sec): 3 clusters Score: Raw -49426818.955350 + Penalty 6270.763395 = -49420548.191955 nChanged 3691 SP:Iteration 22Q (29838.040000 sec): 3 clusters Score: Raw -49428183.205150 + Penalty 6270.763395 = -49421912.441754 nChanged 3403 SP:Iteration 23Q (29839.140000 sec): 3 clusters Score: Raw -49429435.191892 + Penalty 6270.763395 = -49423164.428497 nChanged 3234 SP:Iteration 24Q (29840.190000 sec): 3 clusters Score: Raw -49430617.836550 + Penalty 6270.763395 = -49424347.073154 nChanged 2817 SP:Iteration 25Q (29841.260000 sec): 3 clusters Score: Raw -49431582.191825 + Penalty 6270.763395 = -49425311.428430 nChanged 2506 SP:Iteration 26Q (29842.310000 sec): 3 clusters Score: Raw -49432422.623428 + Penalty 6270.763395 = -49426151.860033 nChanged 2319 SP:Iteration 27Q (29843.360000 sec): 3 clusters Score: Raw -49433181.522993 + Penalty 6270.763395 = -49426910.759597 nChanged 2068 SP:Iteration 28Q (29844.370000 sec): 3 clusters Score: Raw -49433832.963106 + Penalty 6270.763395 = -49427562.199711 nChanged 1914 SP:Iteration 29Q (29845.370000 sec): 3 clusters Score: Raw -49434428.935699 + Penalty 6270.763395 = -49428158.172304 nChanged 1705 SP:Iteration 30Q (29846.360000 sec): 3 clusters Score: Raw -49434946.382239 + Penalty 6270.763395 = -49428675.618844 nChanged 1557 SP:Iteration 31Q (29847.370000 sec): 3 clusters Score: Raw -49435409.682855 + Penalty 6270.763395 = -49429138.919460 nChanged 1383 SP:Iteration 32Q (29848.370000 sec): 3 clusters Score: Raw -49435823.456607 + Penalty 6270.763395 = -49429552.693212 nChanged 1301 SP:Iteration 33Q (29849.370000 sec): 3 clusters Score: Raw -49436210.875940 + Penalty 6270.763395 = -49429940.112544 nChanged 1164 SP:Iteration 34Q (29850.350000 sec): 3 clusters Score: Raw -49436554.915774 + Penalty 6270.763395 = -49430284.152378 nChanged 1051 SP:Iteration 35Q (29851.330000 sec): 3 clusters Score: Raw -49436864.776548 + Penalty 6270.763395 = -49430594.013152 nChanged 975 SP:Iteration 36Q (29852.310000 sec): 3 clusters Score: Raw -49437131.879270 + Penalty 6270.763395 = -49430861.115875 nChanged 848 SP:Iteration 37Q (29853.290000 sec): 3 clusters Score: Raw -49437356.937010 + Penalty 6270.763395 = -49431086.173615 nChanged 766 SP:Iteration 38Q (29854.250000 sec): 3 clusters Score: Raw -49437558.495030 + Penalty 6270.763395 = -49431287.731634 nChanged 679 SP:Iteration 39Q (29855.220000 sec): 3 clusters Score: Raw -49437736.337642 + Penalty 6270.763395 = -49431465.574247 nChanged 620 SP:Iteration 40F (29856.520000 sec): 3 clusters Score: Raw -49437890.303673 + Penalty 6270.763395 = -49431619.540278 nChanged 547 SP:Iteration 41Q (29857.470000 sec): 3 clusters Score: Raw -49438022.984636 + Penalty 6270.763395 = -49431752.221240 nChanged 460 SP:Iteration 42Q (29858.430000 sec): 3 clusters Score: Raw -49438124.033386 + Penalty 6270.763395 = -49431853.269991 nChanged 352 SP:Iteration 43Q (29859.380000 sec): 3 clusters Score: Raw -49438193.943514 + Penalty 6270.763395 = -49431923.180119 nChanged 346 SP:Iteration 44Q (29860.330000 sec): 3 clusters Score: Raw -49438267.942216 + Penalty 6270.763395 = -49431997.178821 nChanged 329 SP:Iteration 45Q (29861.280000 sec): 3 clusters Score: Raw -49438334.043690 + Penalty 6270.763395 = -49432063.280294 nChanged 263 SP:Iteration 46Q (29862.220000 sec): 3 clusters Score: Raw -49438380.724361 + Penalty 6270.763395 = -49432109.960966 nChanged 259 SP:Iteration 47Q (29863.170000 sec): 3 clusters Score: Raw -49438427.052130 + Penalty 6270.763395 = -49432156.288734 nChanged 231 SP:Iteration 48Q (29864.110000 sec): 3 clusters Score: Raw -49438469.996651 + Penalty 6270.763395 = -49432199.233256 nChanged 210 SP:Iteration 49Q (29865.050000 sec): 3 clusters Score: Raw -49438504.311397 + Penalty 6270.763395 = -49432233.548002 nChanged 166 SP:Iteration 50Q (29865.990000 sec): 3 clusters Score: Raw -49438530.551302 + Penalty 6270.763395 = -49432259.787906 nChanged 157 SP:Iteration 51Q (29866.940000 sec): 3 clusters Score: Raw -49438556.167551 + Penalty 6270.763395 = -49432285.404156 nChanged 149 SP:Iteration 52Q (29867.870000 sec): 3 clusters Score: Raw -49438584.896863 + Penalty 6270.763395 = -49432314.133467 nChanged 157 SP:Iteration 53Q (29868.810000 sec): 3 clusters Score: Raw -49438612.557165 + Penalty 6270.763395 = -49432341.793769 nChanged 122 SP:Iteration 54Q (29869.750000 sec): 3 clusters Score: Raw -49438631.423417 + Penalty 6270.763395 = -49432360.660021 nChanged 124 SP:Iteration 55Q (29870.690000 sec): 3 clusters Score: Raw -49438653.199901 + Penalty 6270.763395 = -49432382.436506 nChanged 122 SP:Iteration 56Q (29871.630000 sec): 3 clusters Score: Raw -49438674.028669 + Penalty 6270.763395 = -49432403.265273 nChanged 119 SP:Iteration 57Q (29872.570000 sec): 3 clusters Score: Raw -49438694.532801 + Penalty 6270.763395 = -49432423.769405 nChanged 107 SP:Iteration 58Q (29873.510000 sec): 3 clusters Score: Raw -49438711.964477 + Penalty 6270.763395 = -49432441.201082 nChanged 86 SP:Iteration 59Q (29874.440000 sec): 3 clusters Score: Raw -49438724.291196 + Penalty 6270.763395 = -49432453.527801 nChanged 65 SP:Iteration 60F (29875.740000 sec): 3 clusters Score: Raw -49438733.294084 + Penalty 6270.763395 = -49432462.530689 nChanged 69 SP:Iteration 61Q (29876.670000 sec): 3 clusters Score: Raw -49438743.179827 + Penalty 6270.763395 = -49432472.416431 nChanged 60 SP:Iteration 62Q (29877.610000 sec): 3 clusters Score: Raw -49438751.774388 + Penalty 6270.763395 = -49432481.010993 nChanged 58 SP:Iteration 63Q (29878.540000 sec): 3 clusters Score: Raw -49438759.339779 + Penalty 6270.763395 = -49432488.576383 nChanged 52 SP:Iteration 64Q (29879.470000 sec): 3 clusters Score: Raw -49438765.832519 + Penalty 6270.763395 = -49432495.069124 nChanged 39 SP:Iteration 65Q (29880.400000 sec): 3 clusters Score: Raw -49438771.081322 + Penalty 6270.763395 = -49432500.317927 nChanged 49 SP:Iteration 66Q (29881.340000 sec): 3 clusters Score: Raw -49438777.597000 + Penalty 6270.763395 = -49432506.833605 nChanged 43 SP:Iteration 67Q (29882.270000 sec): 3 clusters Score: Raw -49438782.386598 + Penalty 6270.763395 = -49432511.623203 nChanged 34 SP:Iteration 68Q (29883.200000 sec): 3 clusters Score: Raw -49438785.851115 + Penalty 6270.763395 = -49432515.087720 nChanged 36 SP:Iteration 69Q (29884.130000 sec): 3 clusters Score: Raw -49438790.258752 + Penalty 6270.763395 = -49432519.495356 nChanged 40 SP:Iteration 70Q (29885.060000 sec): 3 clusters Score: Raw -49438795.908894 + Penalty 6270.763395 = -49432525.145499 nChanged 27 SP:Iteration 71Q (29885.990000 sec): 3 clusters Score: Raw -49438798.763345 + Penalty 6270.763395 = -49432527.999949 nChanged 26 SP:Iteration 72Q (29886.920000 sec): 3 clusters Score: Raw -49438801.574273 + Penalty 6270.763395 = -49432530.810878 nChanged 20 SP:Iteration 73Q (29887.850000 sec): 3 clusters Score: Raw -49438803.553099 + Penalty 6270.763395 = -49432532.789703 nChanged 15 SP:Iteration 74Q (29888.780000 sec): 3 clusters Score: Raw -49438804.818581 + Penalty 6270.763395 = -49432534.055185 nChanged 7 SP:Iteration 75Q (29889.720000 sec): 3 clusters Score: Raw -49438805.425195 + Penalty 6270.763395 = -49432534.661799 nChanged 11 SP:Iteration 76Q (29890.640000 sec): 3 clusters Score: Raw -49438806.291574 + Penalty 6270.763395 = -49432535.528179 nChanged 10 SP:Iteration 77Q (29891.580000 sec): 3 clusters Score: Raw -49438807.149563 + Penalty 6270.763395 = -49432536.386168 nChanged 16 SP:Iteration 78Q (29892.500000 sec): 3 clusters Score: Raw -49438808.549313 + Penalty 6270.763395 = -49432537.785918 nChanged 17 SP:Iteration 79Q (29893.440000 sec): 3 clusters Score: Raw -49438810.296233 + Penalty 6270.763395 = -49432539.532838 nChanged 14 SP:Iteration 80F (29894.730000 sec): 3 clusters Score: Raw -49438811.634252 + Penalty 6270.763395 = -49432540.870857 nChanged 17 SP:Iteration 81Q (29895.660000 sec): 3 clusters Score: Raw -49438813.210099 + Penalty 6270.763395 = -49432542.446704 nChanged 16 SP:Iteration 82Q (29896.590000 sec): 3 clusters Score: Raw -49438815.079159 + Penalty 6270.763395 = -49432544.315764 nChanged 15 SP:Iteration 83Q (29897.520000 sec): 3 clusters Score: Raw -49438816.591984 + Penalty 6270.763395 = -49432545.828589 nChanged 21 SP:Iteration 84Q (29898.450000 sec): 3 clusters Score: Raw -49438818.544234 + Penalty 6270.763395 = -49432547.780839 nChanged 14 SP:Iteration 85Q (29899.380000 sec): 3 clusters Score: Raw -49438820.211962 + Penalty 6270.763395 = -49432549.448566 nChanged 11 SP:Iteration 86Q (29900.320000 sec): 3 clusters Score: Raw -49438821.361138 + Penalty 6270.763395 = -49432550.597743 nChanged 10 SP:Iteration 87Q (29901.240000 sec): 3 clusters Score: Raw -49438822.535087 + Penalty 6270.763395 = -49432551.771692 nChanged 14 SP:Iteration 88Q (29902.170000 sec): 3 clusters Score: Raw -49438824.243414 + Penalty 6270.763395 = -49432553.480019 nChanged 17 SP:Iteration 89Q (29903.100000 sec): 3 clusters Score: Raw -49438826.379421 + Penalty 6270.763395 = -49432555.616026 nChanged 17 SP:Iteration 90Q (29904.040000 sec): 3 clusters Score: Raw -49438828.700520 + Penalty 6270.763395 = -49432557.937125 nChanged 12 SP:Iteration 91Q (29904.970000 sec): 3 clusters Score: Raw -49438830.190068 + Penalty 6270.763395 = -49432559.426672 nChanged 14 SP:Iteration 92Q (29905.900000 sec): 3 clusters Score: Raw -49438831.567001 + Penalty 6270.763395 = -49432560.803606 nChanged 11 SP:Iteration 93Q (29906.830000 sec): 3 clusters Score: Raw -49438832.557817 + Penalty 6270.763395 = -49432561.794421 nChanged 8 SP:Iteration 94Q (29907.750000 sec): 3 clusters Score: Raw -49438833.589469 + Penalty 6270.763395 = -49432562.826073 nChanged 11 SP:Iteration 95Q (29908.680000 sec): 3 clusters Score: Raw -49438834.653884 + Penalty 6270.763395 = -49432563.890489 nChanged 6 SP:Iteration 96Q (29909.610000 sec): 3 clusters Score: Raw -49438835.228338 + Penalty 6270.763395 = -49432564.464943 nChanged 7 SP:Iteration 97Q (29910.540000 sec): 3 clusters Score: Raw -49438835.825505 + Penalty 6270.763395 = -49432565.062110 nChanged 6 SP:Iteration 98Q (29911.470000 sec): 3 clusters Score: Raw -49438836.219563 + Penalty 6270.763395 = -49432565.456167 nChanged 4 SP:Iteration 99Q (29912.400000 sec): 3 clusters Score: Raw -49438836.503936 + Penalty 6270.763395 = -49432565.740540 nChanged 5 SP:Iteration 100F (29913.690000 sec): 3 clusters Score: Raw -49438837.111709 + Penalty 6270.763395 = -49432566.348314 nChanged 10 SP:Iteration 101Q (29914.620000 sec): 3 clusters Score: Raw -49438838.107141 + Penalty 6270.763395 = -49432567.343745 nChanged 7 SP:Iteration 102Q (29915.550000 sec): 3 clusters Score: Raw -49438838.737220 + Penalty 6270.763395 = -49432567.973825 nChanged 4 SP:Iteration 103Q (29916.480000 sec): 3 clusters Score: Raw -49438839.009432 + Penalty 6270.763395 = -49432568.246037 nChanged 4 SP:Iteration 104Q (29917.410000 sec): 3 clusters Score: Raw -49438839.343140 + Penalty 6270.763395 = -49432568.579744 nChanged 2 SP:Iteration 105Q (29918.330000 sec): 3 clusters Score: Raw -49438839.551835 + Penalty 6270.763395 = -49432568.788440 nChanged 2 SP:Iteration 106Q (29919.260000 sec): 3 clusters Score: Raw -49438839.635364 + Penalty 6270.763395 = -49432568.871968 nChanged 0 SP:Iteration 107F (29920.550000 sec): 3 clusters Score: Raw -49438839.635364 + Penalty 6270.763395 = -49432568.871968 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 15 (3298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29920.730000 sec): 2 clusters Score: Raw -541923.856610 + Penalty 2009.065733 = -539914.790878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29920.740000 sec): 3 clusters Score: Raw -540448.438574 + Penalty 4018.131466 = -536430.307109 nChanged 1157 SP:Iteration 1F (29920.750000 sec): 3 clusters Score: Raw -541130.690226 + Penalty 4018.131466 = -537112.558761 nChanged 248 SP:Iteration 2F (29920.770000 sec): 3 clusters Score: Raw -541313.869871 + Penalty 4018.131466 = -537295.738406 nChanged 161 SP:Iteration 3Q (29920.780000 sec): 3 clusters Score: Raw -541411.519797 + Penalty 4018.131466 = -537393.388331 nChanged 107 SP:Iteration 4Q (29920.790000 sec): 3 clusters Score: Raw -541474.799497 + Penalty 4018.131466 = -537456.668031 nChanged 77 SP:Iteration 5Q (29920.810000 sec): 3 clusters Score: Raw -541521.484878 + Penalty 4018.131466 = -537503.353412 nChanged 68 SP:Iteration 6Q (29920.820000 sec): 3 clusters Score: Raw -541564.832761 + Penalty 4018.131466 = -537546.701295 nChanged 65 SP:Iteration 7Q (29920.830000 sec): 3 clusters Score: Raw -541606.014421 + Penalty 4018.131466 = -537587.882955 nChanged 61 SP:Iteration 8Q (29920.850000 sec): 3 clusters Score: Raw -541635.053731 + Penalty 4018.131466 = -537616.922265 nChanged 50 SP:Iteration 9Q (29920.860000 sec): 3 clusters Score: Raw -541659.494478 + Penalty 4018.131466 = -537641.363012 nChanged 45 SP:Iteration 10Q (29920.870000 sec): 3 clusters Score: Raw -541681.446889 + Penalty 4018.131466 = -537663.315424 nChanged 37 SP:Iteration 11Q (29920.890000 sec): 3 clusters Score: Raw -541698.625069 + Penalty 4018.131466 = -537680.493604 nChanged 30 SP:Iteration 12Q (29920.900000 sec): 3 clusters Score: Raw -541713.139334 + Penalty 4018.131466 = -537695.007868 nChanged 27 SP:Iteration 13Q (29920.910000 sec): 3 clusters Score: Raw -541728.322185 + Penalty 4018.131466 = -537710.190720 nChanged 32 SP:Iteration 14Q (29920.930000 sec): 3 clusters Score: Raw -541744.681484 + Penalty 4018.131466 = -537726.550018 nChanged 35 SP:Iteration 15Q (29920.940000 sec): 3 clusters Score: Raw -541762.899570 + Penalty 4018.131466 = -537744.768105 nChanged 35 SP:Iteration 16Q (29920.950000 sec): 3 clusters Score: Raw -541782.701214 + Penalty 4018.131466 = -537764.569748 nChanged 40 SP:Iteration 17Q (29920.960000 sec): 3 clusters Score: Raw -541804.379789 + Penalty 4018.131466 = -537786.248323 nChanged 45 SP:Iteration 18Q (29920.980000 sec): 3 clusters Score: Raw -541830.131825 + Penalty 4018.131466 = -537812.000360 nChanged 40 SP:Iteration 19Q (29920.990000 sec): 3 clusters Score: Raw -541848.874233 + Penalty 4018.131466 = -537830.742768 nChanged 33 SP:Iteration 20F (29921.000000 sec): 3 clusters Score: Raw -541869.333025 + Penalty 4018.131466 = -537851.201560 nChanged 39 SP:Iteration 21Q (29921.010000 sec): 3 clusters Score: Raw -541892.800430 + Penalty 4018.131466 = -537874.668965 nChanged 38 SP:Iteration 22Q (29921.030000 sec): 3 clusters Score: Raw -541919.315257 + Penalty 4018.131466 = -537901.183791 nChanged 34 SP:Iteration 23Q (29921.040000 sec): 3 clusters Score: Raw -541948.452494 + Penalty 4018.131466 = -537930.321028 nChanged 42 SP:Iteration 24Q (29921.050000 sec): 3 clusters Score: Raw -541977.356742 + Penalty 4018.131466 = -537959.225276 nChanged 45 SP:Iteration 25Q (29921.070000 sec): 3 clusters Score: Raw -542008.715207 + Penalty 4018.131466 = -537990.583742 nChanged 37 SP:Iteration 26Q (29921.080000 sec): 3 clusters Score: Raw -542029.648992 + Penalty 4018.131466 = -538011.517526 nChanged 32 SP:Iteration 27Q (29921.090000 sec): 3 clusters Score: Raw -542052.877695 + Penalty 4018.131466 = -538034.746229 nChanged 31 SP:Iteration 28Q (29921.110000 sec): 3 clusters Score: Raw -542072.657472 + Penalty 4018.131466 = -538054.526006 nChanged 20 SP:Iteration 29Q (29921.120000 sec): 3 clusters Score: Raw -542085.053098 + Penalty 4018.131466 = -538066.921632 nChanged 23 SP:Iteration 30Q (29921.130000 sec): 3 clusters Score: Raw -542101.092728 + Penalty 4018.131466 = -538082.961263 nChanged 18 SP:Iteration 31Q (29921.150000 sec): 3 clusters Score: Raw -542112.537961 + Penalty 4018.131466 = -538094.406496 nChanged 18 SP:Iteration 32Q (29921.160000 sec): 3 clusters Score: Raw -542120.507425 + Penalty 4018.131466 = -538102.375960 nChanged 13 SP:Iteration 33Q (29921.170000 sec): 3 clusters Score: Raw -542128.068602 + Penalty 4018.131466 = -538109.937137 nChanged 13 SP:Iteration 34Q (29921.180000 sec): 3 clusters Score: Raw -542137.931244 + Penalty 4018.131466 = -538119.799778 nChanged 20 SP:Iteration 35Q (29921.190000 sec): 3 clusters Score: Raw -542150.142615 + Penalty 4018.131466 = -538132.011149 nChanged 23 SP:Iteration 36Q (29921.210000 sec): 3 clusters Score: Raw -542164.005237 + Penalty 4018.131466 = -538145.873771 nChanged 9 SP:Iteration 37Q (29921.220000 sec): 3 clusters Score: Raw -542169.647724 + Penalty 4018.131466 = -538151.516259 nChanged 7 SP:Iteration 38Q (29921.230000 sec): 3 clusters Score: Raw -542174.904312 + Penalty 4018.131466 = -538156.772847 nChanged 9 SP:Iteration 39Q (29921.250000 sec): 3 clusters Score: Raw -542179.162647 + Penalty 4018.131466 = -538161.031181 nChanged 6 SP:Iteration 40F (29921.260000 sec): 3 clusters Score: Raw -542181.053699 + Penalty 4018.131466 = -538162.922234 nChanged 3 SP:Iteration 41Q (29921.270000 sec): 3 clusters Score: Raw -542182.758195 + Penalty 4018.131466 = -538164.626730 nChanged 6 SP:Iteration 42Q (29921.280000 sec): 3 clusters Score: Raw -542187.637728 + Penalty 4018.131466 = -538169.506263 nChanged 5 SP:Iteration 43Q (29921.290000 sec): 3 clusters Score: Raw -542190.260144 + Penalty 4018.131466 = -538172.128679 nChanged 5 SP:Iteration 44Q (29921.310000 sec): 3 clusters Score: Raw -542192.976421 + Penalty 4018.131466 = -538174.844955 nChanged 3 SP:Iteration 45Q (29921.320000 sec): 3 clusters Score: Raw -542193.757535 + Penalty 4018.131466 = -538175.626070 nChanged 5 SP:Iteration 46Q (29921.330000 sec): 3 clusters Score: Raw -542195.762157 + Penalty 4018.131466 = -538177.630691 nChanged 3 SP:Iteration 47Q (29921.350000 sec): 3 clusters Score: Raw -542197.110385 + Penalty 4018.131466 = -538178.978919 nChanged 3 SP:Iteration 48Q (29921.360000 sec): 3 clusters Score: Raw -542199.139646 + Penalty 4018.131466 = -538181.008181 nChanged 2 SP:Iteration 49Q (29921.370000 sec): 3 clusters Score: Raw -542200.619768 + Penalty 4018.131466 = -538182.488303 nChanged 3 SP:Iteration 50Q (29921.380000 sec): 3 clusters Score: Raw -542202.465617 + Penalty 4018.131466 = -538184.334151 nChanged 3 SP:Iteration 51Q (29921.390000 sec): 3 clusters Score: Raw -542204.678827 + Penalty 4018.131466 = -538186.547361 nChanged 4 SP:Iteration 52Q (29921.410000 sec): 3 clusters Score: Raw -542207.104129 + Penalty 4018.131466 = -538188.972663 nChanged 2 SP:Iteration 53Q (29921.420000 sec): 3 clusters Score: Raw -542208.344367 + Penalty 4018.131466 = -538190.212901 nChanged 2 SP:Iteration 54Q (29921.430000 sec): 3 clusters Score: Raw -542210.223748 + Penalty 4018.131466 = -538192.092282 nChanged 2 SP:Iteration 55Q (29921.450000 sec): 3 clusters Score: Raw -542211.309598 + Penalty 4018.131466 = -538193.178132 nChanged 2 SP:Iteration 56Q (29921.460000 sec): 3 clusters Score: Raw -542213.015296 + Penalty 4018.131466 = -538194.883830 nChanged 2 SP:Iteration 57Q (29921.470000 sec): 3 clusters Score: Raw -542214.120702 + Penalty 4018.131466 = -538195.989236 nChanged 1 SP:Iteration 58Q (29921.480000 sec): 3 clusters Score: Raw -542215.371503 + Penalty 4018.131466 = -538197.240038 nChanged 1 SP:Iteration 59Q (29921.490000 sec): 3 clusters Score: Raw -542216.555216 + Penalty 4018.131466 = -538198.423750 nChanged 2 SP:Iteration 60F (29921.510000 sec): 3 clusters Score: Raw -542217.353924 + Penalty 4018.131466 = -538199.222459 nChanged 3 SP:Iteration 61Q (29921.520000 sec): 3 clusters Score: Raw -542218.979756 + Penalty 4018.131466 = -538200.848290 nChanged 4 SP:Iteration 62Q (29921.530000 sec): 3 clusters Score: Raw -542221.060345 + Penalty 4018.131466 = -538202.928880 nChanged 1 SP:Iteration 63Q (29921.540000 sec): 3 clusters Score: Raw -542221.537116 + Penalty 4018.131466 = -538203.405650 nChanged 0 SP:Iteration 64F (29921.560000 sec): 3 clusters Score: Raw -542221.537116 + Penalty 4018.131466 = -538203.405650 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 16 (28013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29921.660000 sec): 2 clusters Score: Raw -4499618.034876 + Penalty 2539.625144 = -4497078.409732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29921.780000 sec): 3 clusters Score: Raw -4482934.492094 + Penalty 5079.250288 = -4477855.241806 nChanged 12527 SP:Iteration 1F (29921.890000 sec): 3 clusters Score: Raw -4489583.635288 + Penalty 5079.250288 = -4484504.385000 nChanged 1354 SP:Iteration 2Q (29922.010000 sec): 3 clusters Score: Raw -4490015.141510 + Penalty 5079.250288 = -4484935.891222 nChanged 1153 SP:Iteration 3Q (29922.120000 sec): 3 clusters Score: Raw -4490377.786521 + Penalty 5079.250288 = -4485298.536233 nChanged 1116 SP:Iteration 4Q (29922.240000 sec): 3 clusters Score: Raw -4490755.912654 + Penalty 5079.250288 = -4485676.662366 nChanged 1180 SP:Iteration 5Q (29922.350000 sec): 3 clusters Score: Raw -4491199.613215 + Penalty 5079.250288 = -4486120.362927 nChanged 1286 SP:Iteration 6Q (29922.470000 sec): 3 clusters Score: Raw -4491782.408629 + Penalty 5079.250288 = -4486703.158342 nChanged 1490 SP:Iteration 7F (29922.590000 sec): 3 clusters Score: Raw -4492581.288707 + Penalty 5079.250288 = -4487502.038419 nChanged 1705 SP:Iteration 8F (29922.700000 sec): 3 clusters Score: Raw -4493663.419055 + Penalty 5079.250288 = -4488584.168767 nChanged 1760 SP:Iteration 9F (29922.810000 sec): 3 clusters Score: Raw -4494902.578152 + Penalty 5079.250288 = -4489823.327864 nChanged 1694 SP:Iteration 10F (29922.930000 sec): 3 clusters Score: Raw -4496210.151316 + Penalty 5079.250288 = -4491130.901028 nChanged 1482 SP:Iteration 11F (29923.040000 sec): 3 clusters Score: Raw -4497411.903389 + Penalty 5079.250288 = -4492332.653101 nChanged 1118 SP:Iteration 12Q (29923.150000 sec): 3 clusters Score: Raw -4498345.539629 + Penalty 5079.250288 = -4493266.289342 nChanged 730 SP:Iteration 13Q (29923.260000 sec): 3 clusters Score: Raw -4498995.467365 + Penalty 5079.250288 = -4493916.217077 nChanged 406 SP:Iteration 14Q (29923.370000 sec): 3 clusters Score: Raw -4499353.196261 + Penalty 5079.250288 = -4494273.945973 nChanged 217 SP:Iteration 15Q (29923.470000 sec): 3 clusters Score: Raw -4499577.749515 + Penalty 5079.250288 = -4494498.499227 nChanged 137 SP:Iteration 16Q (29923.560000 sec): 3 clusters Score: Raw -4499712.154488 + Penalty 5079.250288 = -4494632.904200 nChanged 59 SP:Iteration 17Q (29923.650000 sec): 3 clusters Score: Raw -4499777.307470 + Penalty 5079.250288 = -4494698.057182 nChanged 46 SP:Iteration 18Q (29923.740000 sec): 3 clusters Score: Raw -4499830.742203 + Penalty 5079.250288 = -4494751.491915 nChanged 27 SP:Iteration 19Q (29923.820000 sec): 3 clusters Score: Raw -4499859.708442 + Penalty 5079.250288 = -4494780.458155 nChanged 13 SP:Iteration 20F (29923.930000 sec): 3 clusters Score: Raw -4499874.711699 + Penalty 5079.250288 = -4494795.461411 nChanged 12 SP:Iteration 21Q (29924.030000 sec): 3 clusters Score: Raw -4499889.836610 + Penalty 5079.250288 = -4494810.586322 nChanged 4 SP:Iteration 22Q (29924.110000 sec): 3 clusters Score: Raw -4499894.659698 + Penalty 5079.250288 = -4494815.409410 nChanged 4 SP:Iteration 23Q (29924.190000 sec): 3 clusters Score: Raw -4499899.479610 + Penalty 5079.250288 = -4494820.229322 nChanged 4 SP:Iteration 24Q (29924.280000 sec): 3 clusters Score: Raw -4499905.180288 + Penalty 5079.250288 = -4494825.930000 nChanged 4 SP:Iteration 25Q (29924.360000 sec): 3 clusters Score: Raw -4499910.802747 + Penalty 5079.250288 = -4494831.552460 nChanged 3 SP:Iteration 26Q (29924.440000 sec): 3 clusters Score: Raw -4499913.413029 + Penalty 5079.250288 = -4494834.162741 nChanged 4 SP:Iteration 27Q (29924.530000 sec): 3 clusters Score: Raw -4499915.722103 + Penalty 5079.250288 = -4494836.471815 nChanged 1 SP:Iteration 28Q (29924.610000 sec): 3 clusters Score: Raw -4499916.676349 + Penalty 5079.250288 = -4494837.426062 nChanged 0 SP:Iteration 29F (29924.720000 sec): 3 clusters Score: Raw -4499916.676349 + Penalty 5079.250288 = -4494837.426062 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 17 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29924.740000 sec): 2 clusters Score: Raw -38218.832479 + Penalty 1377.133977 = -36841.698502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29924.740000 sec): 3 clusters Score: Raw -38394.012112 + Penalty 2754.267954 = -35639.744158 nChanged 17 SP:Iteration 1F (29924.740000 sec): 3 clusters Score: Raw -38459.404244 + Penalty 2754.267954 = -35705.136290 nChanged 8 SP:Iteration 2Q (29924.750000 sec): 3 clusters Score: Raw -38499.747839 + Penalty 2754.267954 = -35745.479884 nChanged 6 SP:Iteration 3Q (29924.750000 sec): 3 clusters Score: Raw -38520.515691 + Penalty 2754.267954 = -35766.247737 nChanged 4 SP:Iteration 4Q (29924.750000 sec): 3 clusters Score: Raw -38533.342754 + Penalty 2754.267954 = -35779.074800 nChanged 1 SP:Iteration 5Q (29924.750000 sec): 3 clusters Score: Raw -38538.725082 + Penalty 2754.267954 = -35784.457128 nChanged 0 SP:Iteration 6F (29924.750000 sec): 3 clusters Score: Raw -38538.725082 + Penalty 2754.267954 = -35784.457128 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 18 (3870 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29924.770000 sec): 2 clusters Score: Raw -608943.023413 + Penalty 2048.730427 = -606894.292986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29924.780000 sec): 3 clusters Score: Raw -607160.902290 + Penalty 4097.460854 = -603063.441437 nChanged 1456 SP:Iteration 1F (29924.800000 sec): 3 clusters Score: Raw -608057.499240 + Penalty 4097.460854 = -603960.038386 nChanged 284 SP:Iteration 2F (29924.810000 sec): 3 clusters Score: Raw -608254.768415 + Penalty 4097.460854 = -604157.307561 nChanged 222 SP:Iteration 3F (29924.830000 sec): 3 clusters Score: Raw -608395.970544 + Penalty 4097.460854 = -604298.509690 nChanged 150 SP:Iteration 4Q (29924.850000 sec): 3 clusters Score: Raw -608496.245330 + Penalty 4097.460854 = -604398.784476 nChanged 117 SP:Iteration 5Q (29924.860000 sec): 3 clusters Score: Raw -608571.419843 + Penalty 4097.460854 = -604473.958990 nChanged 114 SP:Iteration 6Q (29924.870000 sec): 3 clusters Score: Raw -608643.817996 + Penalty 4097.460854 = -604546.357143 nChanged 104 SP:Iteration 7Q (29924.890000 sec): 3 clusters Score: Raw -608702.152507 + Penalty 4097.460854 = -604604.691653 nChanged 76 SP:Iteration 8Q (29924.910000 sec): 3 clusters Score: Raw -608747.332107 + Penalty 4097.460854 = -604649.871253 nChanged 72 SP:Iteration 9Q (29924.920000 sec): 3 clusters Score: Raw -608789.392987 + Penalty 4097.460854 = -604691.932134 nChanged 68 SP:Iteration 10Q (29924.930000 sec): 3 clusters Score: Raw -608830.958288 + Penalty 4097.460854 = -604733.497435 nChanged 74 SP:Iteration 11Q (29924.950000 sec): 3 clusters Score: Raw -608876.563209 + Penalty 4097.460854 = -604779.102356 nChanged 70 SP:Iteration 12Q (29924.970000 sec): 3 clusters Score: Raw -608920.418730 + Penalty 4097.460854 = -604822.957876 nChanged 74 SP:Iteration 13Q (29924.980000 sec): 3 clusters Score: Raw -608965.717194 + Penalty 4097.460854 = -604868.256341 nChanged 80 SP:Iteration 14Q (29925.000000 sec): 3 clusters Score: Raw -609017.842433 + Penalty 4097.460854 = -604920.381579 nChanged 70 SP:Iteration 15Q (29925.010000 sec): 3 clusters Score: Raw -609065.884533 + Penalty 4097.460854 = -604968.423679 nChanged 67 SP:Iteration 16Q (29925.030000 sec): 3 clusters Score: Raw -609107.674502 + Penalty 4097.460854 = -605010.213648 nChanged 58 SP:Iteration 17Q (29925.040000 sec): 3 clusters Score: Raw -609144.233011 + Penalty 4097.460854 = -605046.772157 nChanged 51 SP:Iteration 18Q (29925.060000 sec): 3 clusters Score: Raw -609171.083706 + Penalty 4097.460854 = -605073.622852 nChanged 54 SP:Iteration 19Q (29925.070000 sec): 3 clusters Score: Raw -609201.190850 + Penalty 4097.460854 = -605103.729996 nChanged 43 SP:Iteration 20F (29925.090000 sec): 3 clusters Score: Raw -609228.474460 + Penalty 4097.460854 = -605131.013606 nChanged 47 SP:Iteration 21Q (29925.100000 sec): 3 clusters Score: Raw -609256.620714 + Penalty 4097.460854 = -605159.159860 nChanged 48 SP:Iteration 22Q (29925.120000 sec): 3 clusters Score: Raw -609283.769524 + Penalty 4097.460854 = -605186.308670 nChanged 37 SP:Iteration 23Q (29925.130000 sec): 3 clusters Score: Raw -609299.830752 + Penalty 4097.460854 = -605202.369898 nChanged 27 SP:Iteration 24Q (29925.150000 sec): 3 clusters Score: Raw -609311.706476 + Penalty 4097.460854 = -605214.245622 nChanged 19 SP:Iteration 25Q (29925.160000 sec): 3 clusters Score: Raw -609319.835536 + Penalty 4097.460854 = -605222.374682 nChanged 19 SP:Iteration 26Q (29925.180000 sec): 3 clusters Score: Raw -609326.870137 + Penalty 4097.460854 = -605229.409283 nChanged 16 SP:Iteration 27Q (29925.190000 sec): 3 clusters Score: Raw -609332.658691 + Penalty 4097.460854 = -605235.197837 nChanged 8 SP:Iteration 28Q (29925.210000 sec): 3 clusters Score: Raw -609335.234020 + Penalty 4097.460854 = -605237.773166 nChanged 10 SP:Iteration 29Q (29925.220000 sec): 3 clusters Score: Raw -609337.893306 + Penalty 4097.460854 = -605240.432452 nChanged 4 SP:Iteration 30Q (29925.240000 sec): 3 clusters Score: Raw -609339.263108 + Penalty 4097.460854 = -605241.802254 nChanged 6 SP:Iteration 31Q (29925.250000 sec): 3 clusters Score: Raw -609341.130531 + Penalty 4097.460854 = -605243.669677 nChanged 1 SP:Iteration 32Q (29925.270000 sec): 3 clusters Score: Raw -609341.677488 + Penalty 4097.460854 = -605244.216634 nChanged 3 SP:Iteration 33Q (29925.280000 sec): 3 clusters Score: Raw -609344.057508 + Penalty 4097.460854 = -605246.596654 nChanged 8 SP:Iteration 34Q (29925.290000 sec): 3 clusters Score: Raw -609348.322619 + Penalty 4097.460854 = -605250.861766 nChanged 9 SP:Iteration 35Q (29925.310000 sec): 3 clusters Score: Raw -609351.995505 + Penalty 4097.460854 = -605254.534651 nChanged 14 SP:Iteration 36Q (29925.330000 sec): 3 clusters Score: Raw -609357.734178 + Penalty 4097.460854 = -605260.273324 nChanged 12 SP:Iteration 37Q (29925.340000 sec): 3 clusters Score: Raw -609361.219873 + Penalty 4097.460854 = -605263.759019 nChanged 2 SP:Iteration 38Q (29925.350000 sec): 3 clusters Score: Raw -609361.707313 + Penalty 4097.460854 = -605264.246459 nChanged 1 SP:Iteration 39Q (29925.370000 sec): 3 clusters Score: Raw -609361.982006 + Penalty 4097.460854 = -605264.521152 nChanged 2 SP:Iteration 40F (29925.390000 sec): 3 clusters Score: Raw -609362.735848 + Penalty 4097.460854 = -605265.274994 nChanged 1 SP:Iteration 41Q (29925.400000 sec): 3 clusters Score: Raw -609363.022949 + Penalty 4097.460854 = -605265.562095 nChanged 0 SP:Iteration 42F (29925.410000 sec): 3 clusters Score: Raw -609363.022949 + Penalty 4097.460854 = -605265.562095 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 19 (524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29925.420000 sec): 2 clusters Score: Raw -77467.681325 + Penalty 1552.849938 = -75914.831387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29925.430000 sec): 3 clusters Score: Raw -77482.755854 + Penalty 3105.699875 = -74377.055978 nChanged 107 SP:Iteration 1F (29925.430000 sec): 3 clusters Score: Raw -77742.096673 + Penalty 3105.699875 = -74636.396798 nChanged 30 SP:Iteration 2F (29925.430000 sec): 3 clusters Score: Raw -77992.391118 + Penalty 3105.699875 = -74886.691243 nChanged 23 SP:Iteration 3Q (29925.430000 sec): 3 clusters Score: Raw -78153.628151 + Penalty 3105.699875 = -75047.928275 nChanged 27 SP:Iteration 4F (29925.430000 sec): 3 clusters Score: Raw -78228.814778 + Penalty 3105.699875 = -75123.114903 nChanged 16 SP:Iteration 5Q (29925.430000 sec): 3 clusters Score: Raw -78274.696024 + Penalty 3105.699875 = -75168.996149 nChanged 12 SP:Iteration 6Q (29925.440000 sec): 3 clusters Score: Raw -78308.108534 + Penalty 3105.699875 = -75202.408659 nChanged 9 SP:Iteration 7Q (29925.440000 sec): 3 clusters Score: Raw -78328.395692 + Penalty 3105.699875 = -75222.695817 nChanged 5 SP:Iteration 8Q (29925.440000 sec): 3 clusters Score: Raw -78352.574130 + Penalty 3105.699875 = -75246.874254 nChanged 8 SP:Iteration 9Q (29925.440000 sec): 3 clusters Score: Raw -78378.196000 + Penalty 3105.699875 = -75272.496125 nChanged 6 SP:Iteration 10Q (29925.450000 sec): 3 clusters Score: Raw -78408.802872 + Penalty 3105.699875 = -75303.102996 nChanged 6 SP:Iteration 11Q (29925.450000 sec): 3 clusters Score: Raw -78425.745306 + Penalty 3105.699875 = -75320.045431 nChanged 2 SP:Iteration 12Q (29925.450000 sec): 3 clusters Score: Raw -78430.740777 + Penalty 3105.699875 = -75325.040902 nChanged 0 SP:Iteration 13F (29925.450000 sec): 3 clusters Score: Raw -78430.740777 + Penalty 3105.699875 = -75325.040902 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 20 (1070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29925.460000 sec): 2 clusters Score: Raw -173801.294944 + Penalty 1729.902654 = -172071.392290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29925.460000 sec): 3 clusters Score: Raw -173566.421251 + Penalty 3459.805308 = -170106.615943 nChanged 280 SP:Iteration 1F (29925.470000 sec): 3 clusters Score: Raw -173859.128773 + Penalty 3459.805308 = -170399.323465 nChanged 57 SP:Iteration 2F (29925.470000 sec): 3 clusters Score: Raw -173926.318542 + Penalty 3459.805308 = -170466.513234 nChanged 23 SP:Iteration 3Q (29925.470000 sec): 3 clusters Score: Raw -173953.118380 + Penalty 3459.805308 = -170493.313072 nChanged 13 SP:Iteration 4Q (29925.480000 sec): 3 clusters Score: Raw -173968.494177 + Penalty 3459.805308 = -170508.688869 nChanged 8 SP:Iteration 5Q (29925.480000 sec): 3 clusters Score: Raw -173975.925107 + Penalty 3459.805308 = -170516.119799 nChanged 5 SP:Iteration 6Q (29925.490000 sec): 3 clusters Score: Raw -173980.892748 + Penalty 3459.805308 = -170521.087440 nChanged 6 SP:Iteration 7Q (29925.490000 sec): 3 clusters Score: Raw -173988.002327 + Penalty 3459.805308 = -170528.197019 nChanged 5 SP:Iteration 8Q (29925.500000 sec): 3 clusters Score: Raw -173994.863382 + Penalty 3459.805308 = -170535.058074 nChanged 3 SP:Iteration 9Q (29925.500000 sec): 3 clusters Score: Raw -173998.548622 + Penalty 3459.805308 = -170538.743314 nChanged 6 SP:Iteration 10Q (29925.510000 sec): 3 clusters Score: Raw -174003.683110 + Penalty 3459.805308 = -170543.877802 nChanged 0 SP:Iteration 11F (29925.510000 sec): 3 clusters Score: Raw -174003.683110 + Penalty 3459.805308 = -170543.877802 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 21 (10893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29925.560000 sec): 2 clusters Score: Raw -1743277.127934 + Penalty 2305.377164 = -1740971.750770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29925.600000 sec): 3 clusters Score: Raw -1737281.986629 + Penalty 4610.754327 = -1732671.232302 nChanged 4601 SP:Iteration 1F (29925.650000 sec): 3 clusters Score: Raw -1739742.215066 + Penalty 4610.754327 = -1735131.460738 nChanged 662 SP:Iteration 2F (29925.690000 sec): 3 clusters Score: Raw -1740043.072452 + Penalty 4610.754327 = -1735432.318125 nChanged 588 SP:Iteration 3F (29925.730000 sec): 3 clusters Score: Raw -1740311.540544 + Penalty 4610.754327 = -1735700.786217 nChanged 517 SP:Iteration 4Q (29925.770000 sec): 3 clusters Score: Raw -1740574.218948 + Penalty 4610.754327 = -1735963.464620 nChanged 547 SP:Iteration 5F (29925.820000 sec): 3 clusters Score: Raw -1740888.280235 + Penalty 4610.754327 = -1736277.525908 nChanged 584 SP:Iteration 6F (29925.860000 sec): 3 clusters Score: Raw -1741270.213877 + Penalty 4610.754327 = -1736659.459550 nChanged 624 SP:Iteration 7F (29925.910000 sec): 3 clusters Score: Raw -1741766.670302 + Penalty 4610.754327 = -1737155.915975 nChanged 664 SP:Iteration 8F (29925.950000 sec): 3 clusters Score: Raw -1742320.765892 + Penalty 4610.754327 = -1737710.011564 nChanged 609 SP:Iteration 9F (29925.990000 sec): 3 clusters Score: Raw -1742823.690185 + Penalty 4610.754327 = -1738212.935858 nChanged 496 SP:Iteration 10Q (29926.030000 sec): 3 clusters Score: Raw -1743233.447431 + Penalty 4610.754327 = -1738622.693103 nChanged 383 SP:Iteration 11Q (29926.070000 sec): 3 clusters Score: Raw -1743557.640616 + Penalty 4610.754327 = -1738946.886288 nChanged 310 SP:Iteration 12Q (29926.110000 sec): 3 clusters Score: Raw -1743791.188659 + Penalty 4610.754327 = -1739180.434331 nChanged 238 SP:Iteration 13Q (29926.150000 sec): 3 clusters Score: Raw -1743937.769394 + Penalty 4610.754327 = -1739327.015066 nChanged 160 SP:Iteration 14Q (29926.190000 sec): 3 clusters Score: Raw -1744003.815793 + Penalty 4610.754327 = -1739393.061465 nChanged 97 SP:Iteration 15Q (29926.230000 sec): 3 clusters Score: Raw -1744043.465343 + Penalty 4610.754327 = -1739432.711016 nChanged 57 SP:Iteration 16Q (29926.270000 sec): 3 clusters Score: Raw -1744062.304366 + Penalty 4610.754327 = -1739451.550038 nChanged 38 SP:Iteration 17Q (29926.310000 sec): 3 clusters Score: Raw -1744074.623580 + Penalty 4610.754327 = -1739463.869253 nChanged 35 SP:Iteration 18Q (29926.350000 sec): 3 clusters Score: Raw -1744086.518554 + Penalty 4610.754327 = -1739475.764226 nChanged 34 SP:Iteration 19Q (29926.390000 sec): 3 clusters Score: Raw -1744097.542975 + Penalty 4610.754327 = -1739486.788648 nChanged 31 SP:Iteration 20F (29926.430000 sec): 3 clusters Score: Raw -1744105.651522 + Penalty 4610.754327 = -1739494.897195 nChanged 27 SP:Iteration 21Q (29926.470000 sec): 3 clusters Score: Raw -1744112.906396 + Penalty 4610.754327 = -1739502.152068 nChanged 26 SP:Iteration 22Q (29926.510000 sec): 3 clusters Score: Raw -1744121.189124 + Penalty 4610.754327 = -1739510.434797 nChanged 23 SP:Iteration 23Q (29926.540000 sec): 3 clusters Score: Raw -1744130.608952 + Penalty 4610.754327 = -1739519.854624 nChanged 19 SP:Iteration 24Q (29926.580000 sec): 3 clusters Score: Raw -1744136.016866 + Penalty 4610.754327 = -1739525.262539 nChanged 18 SP:Iteration 25Q (29926.620000 sec): 3 clusters Score: Raw -1744141.123996 + Penalty 4610.754327 = -1739530.369669 nChanged 13 SP:Iteration 26Q (29926.650000 sec): 3 clusters Score: Raw -1744144.804589 + Penalty 4610.754327 = -1739534.050262 nChanged 13 SP:Iteration 27Q (29926.690000 sec): 3 clusters Score: Raw -1744147.170292 + Penalty 4610.754327 = -1739536.415965 nChanged 8 SP:Iteration 28Q (29926.730000 sec): 3 clusters Score: Raw -1744149.062604 + Penalty 4610.754327 = -1739538.308276 nChanged 4 SP:Iteration 29Q (29926.770000 sec): 3 clusters Score: Raw -1744149.823758 + Penalty 4610.754327 = -1739539.069431 nChanged 5 SP:Iteration 30Q (29926.800000 sec): 3 clusters Score: Raw -1744150.550643 + Penalty 4610.754327 = -1739539.796316 nChanged 2 SP:Iteration 31Q (29926.840000 sec): 3 clusters Score: Raw -1744151.292828 + Penalty 4610.754327 = -1739540.538501 nChanged 3 SP:Iteration 32Q (29926.880000 sec): 3 clusters Score: Raw -1744151.696446 + Penalty 4610.754327 = -1739540.942118 nChanged 1 SP:Iteration 33Q (29926.910000 sec): 3 clusters Score: Raw -1744151.837155 + Penalty 4610.754327 = -1739541.082828 nChanged 0 SP:Iteration 34F (29926.960000 sec): 3 clusters Score: Raw -1744151.837155 + Penalty 4610.754327 = -1739541.082828 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 22 (1941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29926.970000 sec): 2 clusters Score: Raw -271903.258812 + Penalty 1877.597729 = -270025.661083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29926.980000 sec): 3 clusters Score: Raw -271221.421447 + Penalty 3755.195457 = -267466.225990 nChanged 608 SP:Iteration 1F (29926.990000 sec): 3 clusters Score: Raw -271747.460246 + Penalty 3755.195457 = -267992.264789 nChanged 155 SP:Iteration 2F (29927.000000 sec): 3 clusters Score: Raw -271936.734561 + Penalty 3755.195457 = -268181.539104 nChanged 117 SP:Iteration 3F (29927.000000 sec): 3 clusters Score: Raw -272073.897834 + Penalty 3755.195457 = -268318.702377 nChanged 85 SP:Iteration 4Q (29927.010000 sec): 3 clusters Score: Raw -272174.567804 + Penalty 3755.195457 = -268419.372347 nChanged 52 SP:Iteration 5Q (29927.020000 sec): 3 clusters Score: Raw -272240.481057 + Penalty 3755.195457 = -268485.285600 nChanged 65 SP:Iteration 6Q (29927.030000 sec): 3 clusters Score: Raw -272322.653928 + Penalty 3755.195457 = -268567.458471 nChanged 56 SP:Iteration 7Q (29927.030000 sec): 3 clusters Score: Raw -272381.672112 + Penalty 3755.195457 = -268626.476654 nChanged 53 SP:Iteration 8Q (29927.040000 sec): 3 clusters Score: Raw -272444.907140 + Penalty 3755.195457 = -268689.711683 nChanged 48 SP:Iteration 9Q (29927.050000 sec): 3 clusters Score: Raw -272492.647314 + Penalty 3755.195457 = -268737.451857 nChanged 34 SP:Iteration 10Q (29927.060000 sec): 3 clusters Score: Raw -272524.269411 + Penalty 3755.195457 = -268769.073953 nChanged 19 SP:Iteration 11Q (29927.060000 sec): 3 clusters Score: Raw -272543.702327 + Penalty 3755.195457 = -268788.506870 nChanged 17 SP:Iteration 12Q (29927.070000 sec): 3 clusters Score: Raw -272559.554530 + Penalty 3755.195457 = -268804.359073 nChanged 17 SP:Iteration 13Q (29927.080000 sec): 3 clusters Score: Raw -272571.978471 + Penalty 3755.195457 = -268816.783014 nChanged 17 SP:Iteration 14Q (29927.090000 sec): 3 clusters Score: Raw -272581.107289 + Penalty 3755.195457 = -268825.911832 nChanged 10 SP:Iteration 15Q (29927.090000 sec): 3 clusters Score: Raw -272589.618417 + Penalty 3755.195457 = -268834.422960 nChanged 8 SP:Iteration 16Q (29927.100000 sec): 3 clusters Score: Raw -272597.073557 + Penalty 3755.195457 = -268841.878100 nChanged 6 SP:Iteration 17Q (29927.110000 sec): 3 clusters Score: Raw -272604.290787 + Penalty 3755.195457 = -268849.095330 nChanged 9 SP:Iteration 18Q (29927.110000 sec): 3 clusters Score: Raw -272610.294440 + Penalty 3755.195457 = -268855.098983 nChanged 12 SP:Iteration 19Q (29927.120000 sec): 3 clusters Score: Raw -272616.380678 + Penalty 3755.195457 = -268861.185221 nChanged 8 SP:Iteration 20F (29927.130000 sec): 3 clusters Score: Raw -272620.206397 + Penalty 3755.195457 = -268865.010939 nChanged 4 SP:Iteration 21Q (29927.130000 sec): 3 clusters Score: Raw -272622.422758 + Penalty 3755.195457 = -268867.227300 nChanged 4 SP:Iteration 22Q (29927.140000 sec): 3 clusters Score: Raw -272624.317462 + Penalty 3755.195457 = -268869.122005 nChanged 6 SP:Iteration 23Q (29927.150000 sec): 3 clusters Score: Raw -272631.658933 + Penalty 3755.195457 = -268876.463475 nChanged 6 SP:Iteration 24Q (29927.160000 sec): 3 clusters Score: Raw -272635.367816 + Penalty 3755.195457 = -268880.172359 nChanged 7 SP:Iteration 25Q (29927.160000 sec): 3 clusters Score: Raw -272640.053749 + Penalty 3755.195457 = -268884.858292 nChanged 3 SP:Iteration 26Q (29927.170000 sec): 3 clusters Score: Raw -272643.141683 + Penalty 3755.195457 = -268887.946225 nChanged 5 SP:Iteration 27Q (29927.180000 sec): 3 clusters Score: Raw -272646.905046 + Penalty 3755.195457 = -268891.709589 nChanged 7 SP:Iteration 28Q (29927.190000 sec): 3 clusters Score: Raw -272656.018092 + Penalty 3755.195457 = -268900.822635 nChanged 8 SP:Iteration 29Q (29927.190000 sec): 3 clusters Score: Raw -272663.603705 + Penalty 3755.195457 = -268908.408248 nChanged 10 SP:Iteration 30Q (29927.200000 sec): 3 clusters Score: Raw -272669.216592 + Penalty 3755.195457 = -268914.021134 nChanged 4 SP:Iteration 31Q (29927.210000 sec): 3 clusters Score: Raw -272671.150594 + Penalty 3755.195457 = -268915.955137 nChanged 4 SP:Iteration 32Q (29927.210000 sec): 3 clusters Score: Raw -272672.810598 + Penalty 3755.195457 = -268917.615141 nChanged 3 SP:Iteration 33Q (29927.220000 sec): 3 clusters Score: Raw -272674.265223 + Penalty 3755.195457 = -268919.069766 nChanged 2 SP:Iteration 34Q (29927.230000 sec): 3 clusters Score: Raw -272675.121803 + Penalty 3755.195457 = -268919.926345 nChanged 4 SP:Iteration 35Q (29927.230000 sec): 3 clusters Score: Raw -272677.387824 + Penalty 3755.195457 = -268922.192366 nChanged 4 SP:Iteration 36Q (29927.240000 sec): 3 clusters Score: Raw -272679.287265 + Penalty 3755.195457 = -268924.091808 nChanged 3 SP:Iteration 37Q (29927.250000 sec): 3 clusters Score: Raw -272680.650207 + Penalty 3755.195457 = -268925.454750 nChanged 1 SP:Iteration 38Q (29927.250000 sec): 3 clusters Score: Raw -272680.888652 + Penalty 3755.195457 = -268925.693195 nChanged 0 SP:Iteration 39F (29927.260000 sec): 3 clusters Score: Raw -272680.888652 + Penalty 3755.195457 = -268925.693195 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 23 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29927.270000 sec): 2 clusters Score: Raw -11392.219272 + Penalty 1131.958351 = -10260.260920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29927.270000 sec): 3 clusters Score: Raw -11835.239008 + Penalty 2263.916703 = -9571.322305 nChanged 2 SP:Iteration 1Q (29927.270000 sec): 3 clusters Score: Raw -11860.207038 + Penalty 2263.916703 = -9596.290335 nChanged 2 SP:Iteration 2Q (29927.270000 sec): 3 clusters Score: Raw -11896.075887 + Penalty 2263.916703 = -9632.159184 nChanged 0 SP:Iteration 3F (29927.270000 sec): 3 clusters Score: Raw -11896.075887 + Penalty 2263.916703 = -9632.159184 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 24 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29927.270000 sec): 2 clusters Score: Raw -29222.048317 + Penalty 1364.312036 = -27857.736280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29927.280000 sec): 3 clusters Score: Raw -29516.872022 + Penalty 2728.624072 = -26788.247950 nChanged 40 SP:Iteration 1F (29927.280000 sec): 3 clusters Score: Raw -29740.944365 + Penalty 2728.624072 = -27012.320293 nChanged 14 SP:Iteration 2F (29927.280000 sec): 3 clusters Score: Raw -29820.374931 + Penalty 2728.624072 = -27091.750858 nChanged 16 SP:Iteration 3F (29927.280000 sec): 3 clusters Score: Raw -29889.044305 + Penalty 2728.624072 = -27160.420233 nChanged 17 SP:Iteration 4F (29927.280000 sec): 3 clusters Score: Raw -30014.787678 + Penalty 2728.624072 = -27286.163606 nChanged 11 SP:Iteration 5Q (29927.280000 sec): 3 clusters Score: Raw -30056.110940 + Penalty 2728.624072 = -27327.486868 nChanged 6 SP:Iteration 6Q (29927.280000 sec): 3 clusters Score: Raw -30084.080742 + Penalty 2728.624072 = -27355.456669 nChanged 1 SP:Iteration 7Q (29927.280000 sec): 3 clusters Score: Raw -30088.563996 + Penalty 2728.624072 = -27359.939924 nChanged 2 SP:Iteration 8Q (29927.290000 sec): 3 clusters Score: Raw -30095.889392 + Penalty 2728.624072 = -27367.265320 nChanged 1 SP:Iteration 9Q (29927.290000 sec): 3 clusters Score: Raw -30098.444863 + Penalty 2728.624072 = -27369.820790 nChanged 0 SP:Iteration 10F (29927.290000 sec): 3 clusters Score: Raw -30098.444863 + Penalty 2728.624072 = -27369.820790 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 25 (641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29927.290000 sec): 2 clusters Score: Raw -97108.211705 + Penalty 1602.831305 = -95505.380399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29927.290000 sec): 3 clusters Score: Raw -97027.361261 + Penalty 3205.662611 = -93821.698651 nChanged 139 SP:Iteration 1F (29927.300000 sec): 3 clusters Score: Raw -97288.040525 + Penalty 3205.662611 = -94082.377914 nChanged 55 SP:Iteration 2F (29927.300000 sec): 3 clusters Score: Raw -97437.174392 + Penalty 3205.662611 = -94231.511782 nChanged 33 SP:Iteration 3F (29927.300000 sec): 3 clusters Score: Raw -97517.359502 + Penalty 3205.662611 = -94311.696891 nChanged 27 SP:Iteration 4Q (29927.310000 sec): 3 clusters Score: Raw -97586.951016 + Penalty 3205.662611 = -94381.288405 nChanged 14 SP:Iteration 5Q (29927.310000 sec): 3 clusters Score: Raw -97614.770652 + Penalty 3205.662611 = -94409.108042 nChanged 11 SP:Iteration 6Q (29927.310000 sec): 3 clusters Score: Raw -97639.381088 + Penalty 3205.662611 = -94433.718477 nChanged 11 SP:Iteration 7Q (29927.310000 sec): 3 clusters Score: Raw -97689.219682 + Penalty 3205.662611 = -94483.557072 nChanged 18 SP:Iteration 8Q (29927.310000 sec): 3 clusters Score: Raw -97731.185213 + Penalty 3205.662611 = -94525.522602 nChanged 7 SP:Iteration 9Q (29927.320000 sec): 3 clusters Score: Raw -97750.831236 + Penalty 3205.662611 = -94545.168625 nChanged 11 SP:Iteration 10Q (29927.320000 sec): 3 clusters Score: Raw -97801.936626 + Penalty 3205.662611 = -94596.274015 nChanged 10 SP:Iteration 11Q (29927.320000 sec): 3 clusters Score: Raw -97838.765310 + Penalty 3205.662611 = -94633.102700 nChanged 13 SP:Iteration 12Q (29927.330000 sec): 3 clusters Score: Raw -97875.369873 + Penalty 3205.662611 = -94669.707263 nChanged 9 SP:Iteration 13Q (29927.330000 sec): 3 clusters Score: Raw -97899.381268 + Penalty 3205.662611 = -94693.718658 nChanged 3 SP:Iteration 14Q (29927.330000 sec): 3 clusters Score: Raw -97904.206111 + Penalty 3205.662611 = -94698.543501 nChanged 3 SP:Iteration 15Q (29927.330000 sec): 3 clusters Score: Raw -97908.539250 + Penalty 3205.662611 = -94702.876639 nChanged 1 SP:Iteration 16Q (29927.330000 sec): 3 clusters Score: Raw -97914.920421 + Penalty 3205.662611 = -94709.257810 nChanged 2 SP:Iteration 17Q (29927.330000 sec): 3 clusters Score: Raw -97917.495304 + Penalty 3205.662611 = -94711.832693 nChanged 1 SP:Iteration 18Q (29927.340000 sec): 3 clusters Score: Raw -97918.935890 + Penalty 3205.662611 = -94713.273279 nChanged 0 SP:Iteration 19F (29927.340000 sec): 3 clusters Score: Raw -97918.935890 + Penalty 3205.662611 = -94713.273279 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 26 (10937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29927.390000 sec): 2 clusters Score: Raw -1762079.912380 + Penalty 2306.376890 = -1759773.535490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29927.430000 sec): 3 clusters Score: Raw -1756191.057910 + Penalty 4612.753780 = -1751578.304129 nChanged 4512 SP:Iteration 1F (29927.470000 sec): 3 clusters Score: Raw -1758531.977876 + Penalty 4612.753780 = -1753919.224096 nChanged 613 SP:Iteration 2F (29927.520000 sec): 3 clusters Score: Raw -1758804.553303 + Penalty 4612.753780 = -1754191.799523 nChanged 509 SP:Iteration 3Q (29927.560000 sec): 3 clusters Score: Raw -1759056.111827 + Penalty 4612.753780 = -1754443.358046 nChanged 494 SP:Iteration 4Q (29927.600000 sec): 3 clusters Score: Raw -1759324.033601 + Penalty 4612.753780 = -1754711.279821 nChanged 483 SP:Iteration 5Q (29927.650000 sec): 3 clusters Score: Raw -1759570.072114 + Penalty 4612.753780 = -1754957.318334 nChanged 465 SP:Iteration 6Q (29927.690000 sec): 3 clusters Score: Raw -1759832.120571 + Penalty 4612.753780 = -1755219.366790 nChanged 472 SP:Iteration 7Q (29927.730000 sec): 3 clusters Score: Raw -1760119.844578 + Penalty 4612.753780 = -1755507.090797 nChanged 482 SP:Iteration 8Q (29927.780000 sec): 3 clusters Score: Raw -1760459.304516 + Penalty 4612.753780 = -1755846.550735 nChanged 509 SP:Iteration 9Q (29927.820000 sec): 3 clusters Score: Raw -1760836.780735 + Penalty 4612.753780 = -1756224.026955 nChanged 475 SP:Iteration 10Q (29927.860000 sec): 3 clusters Score: Raw -1761181.374754 + Penalty 4612.753780 = -1756568.620973 nChanged 393 SP:Iteration 11Q (29927.900000 sec): 3 clusters Score: Raw -1761485.526706 + Penalty 4612.753780 = -1756872.772925 nChanged 329 SP:Iteration 12Q (29927.940000 sec): 3 clusters Score: Raw -1761743.339510 + Penalty 4612.753780 = -1757130.585729 nChanged 265 SP:Iteration 13Q (29927.980000 sec): 3 clusters Score: Raw -1761971.607880 + Penalty 4612.753780 = -1757358.854099 nChanged 197 SP:Iteration 14Q (29928.020000 sec): 3 clusters Score: Raw -1762139.268941 + Penalty 4612.753780 = -1757526.515160 nChanged 137 SP:Iteration 15Q (29928.060000 sec): 3 clusters Score: Raw -1762254.926043 + Penalty 4612.753780 = -1757642.172262 nChanged 88 SP:Iteration 16Q (29928.090000 sec): 3 clusters Score: Raw -1762324.941349 + Penalty 4612.753780 = -1757712.187569 nChanged 62 SP:Iteration 17Q (29928.130000 sec): 3 clusters Score: Raw -1762377.390223 + Penalty 4612.753780 = -1757764.636443 nChanged 38 SP:Iteration 18Q (29928.160000 sec): 3 clusters Score: Raw -1762410.913133 + Penalty 4612.753780 = -1757798.159353 nChanged 37 SP:Iteration 19Q (29928.200000 sec): 3 clusters Score: Raw -1762443.384172 + Penalty 4612.753780 = -1757830.630392 nChanged 24 SP:Iteration 20F (29928.240000 sec): 3 clusters Score: Raw -1762459.674988 + Penalty 4612.753780 = -1757846.921207 nChanged 14 SP:Iteration 21Q (29928.270000 sec): 3 clusters Score: Raw -1762471.583210 + Penalty 4612.753780 = -1757858.829430 nChanged 12 SP:Iteration 22Q (29928.310000 sec): 3 clusters Score: Raw -1762484.453515 + Penalty 4612.753780 = -1757871.699734 nChanged 14 SP:Iteration 23Q (29928.340000 sec): 3 clusters Score: Raw -1762497.408149 + Penalty 4612.753780 = -1757884.654369 nChanged 11 SP:Iteration 24Q (29928.370000 sec): 3 clusters Score: Raw -1762506.279835 + Penalty 4612.753780 = -1757893.526055 nChanged 9 SP:Iteration 25Q (29928.410000 sec): 3 clusters Score: Raw -1762519.282879 + Penalty 4612.753780 = -1757906.529098 nChanged 15 SP:Iteration 26Q (29928.440000 sec): 3 clusters Score: Raw -1762532.178295 + Penalty 4612.753780 = -1757919.424515 nChanged 12 SP:Iteration 27Q (29928.470000 sec): 3 clusters Score: Raw -1762542.605748 + Penalty 4612.753780 = -1757929.851967 nChanged 13 SP:Iteration 28Q (29928.500000 sec): 3 clusters Score: Raw -1762554.253104 + Penalty 4612.753780 = -1757941.499323 nChanged 17 SP:Iteration 29Q (29928.530000 sec): 3 clusters Score: Raw -1762571.007316 + Penalty 4612.753780 = -1757958.253535 nChanged 13 SP:Iteration 30Q (29928.570000 sec): 3 clusters Score: Raw -1762583.245134 + Penalty 4612.753780 = -1757970.491353 nChanged 6 SP:Iteration 31Q (29928.600000 sec): 3 clusters Score: Raw -1762588.378803 + Penalty 4612.753780 = -1757975.625023 nChanged 8 SP:Iteration 32Q (29928.630000 sec): 3 clusters Score: Raw -1762592.788667 + Penalty 4612.753780 = -1757980.034886 nChanged 5 SP:Iteration 33Q (29928.670000 sec): 3 clusters Score: Raw -1762596.612556 + Penalty 4612.753780 = -1757983.858775 nChanged 4 SP:Iteration 34Q (29928.700000 sec): 3 clusters Score: Raw -1762599.004847 + Penalty 4612.753780 = -1757986.251067 nChanged 3 SP:Iteration 35Q (29928.730000 sec): 3 clusters Score: Raw -1762601.627917 + Penalty 4612.753780 = -1757988.874136 nChanged 2 SP:Iteration 36Q (29928.760000 sec): 3 clusters Score: Raw -1762603.332256 + Penalty 4612.753780 = -1757990.578476 nChanged 1 SP:Iteration 37Q (29928.790000 sec): 3 clusters Score: Raw -1762603.568879 + Penalty 4612.753780 = -1757990.815098 nChanged 1 SP:Iteration 38Q (29928.820000 sec): 3 clusters Score: Raw -1762603.792888 + Penalty 4612.753780 = -1757991.039107 nChanged 0 SP:Iteration 39F (29928.870000 sec): 3 clusters Score: Raw -1762603.792888 + Penalty 4612.753780 = -1757991.039107 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 27 (16251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29928.930000 sec): 2 clusters Score: Raw -2514651.314765 + Penalty 2404.585612 = -2512246.729153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29928.990000 sec): 3 clusters Score: Raw -2505427.469349 + Penalty 4809.171223 = -2500618.298125 nChanged 7001 SP:Iteration 1F (29929.060000 sec): 3 clusters Score: Raw -2509121.327121 + Penalty 4809.171223 = -2504312.155898 nChanged 1005 SP:Iteration 2F (29929.120000 sec): 3 clusters Score: Raw -2509556.119347 + Penalty 4809.171223 = -2504746.948124 nChanged 841 SP:Iteration 3F (29929.190000 sec): 3 clusters Score: Raw -2509929.671303 + Penalty 4809.171223 = -2505120.500080 nChanged 771 SP:Iteration 4Q (29929.250000 sec): 3 clusters Score: Raw -2510264.119739 + Penalty 4809.171223 = -2505454.948516 nChanged 713 SP:Iteration 5Q (29929.320000 sec): 3 clusters Score: Raw -2510580.384539 + Penalty 4809.171223 = -2505771.213316 nChanged 672 SP:Iteration 6Q (29929.390000 sec): 3 clusters Score: Raw -2510903.233239 + Penalty 4809.171223 = -2506094.062016 nChanged 693 SP:Iteration 7Q (29929.450000 sec): 3 clusters Score: Raw -2511268.440987 + Penalty 4809.171223 = -2506459.269764 nChanged 724 SP:Iteration 8Q (29929.520000 sec): 3 clusters Score: Raw -2511690.109126 + Penalty 4809.171223 = -2506880.937903 nChanged 717 SP:Iteration 9Q (29929.580000 sec): 3 clusters Score: Raw -2512105.044947 + Penalty 4809.171223 = -2507295.873724 nChanged 719 SP:Iteration 10Q (29929.650000 sec): 3 clusters Score: Raw -2512522.023503 + Penalty 4809.171223 = -2507712.852280 nChanged 703 SP:Iteration 11Q (29929.710000 sec): 3 clusters Score: Raw -2512961.800835 + Penalty 4809.171223 = -2508152.629611 nChanged 698 SP:Iteration 12Q (29929.780000 sec): 3 clusters Score: Raw -2513349.332000 + Penalty 4809.171223 = -2508540.160776 nChanged 599 SP:Iteration 13Q (29929.840000 sec): 3 clusters Score: Raw -2513669.495750 + Penalty 4809.171223 = -2508860.324527 nChanged 492 SP:Iteration 14Q (29929.910000 sec): 3 clusters Score: Raw -2513915.341367 + Penalty 4809.171223 = -2509106.170144 nChanged 423 SP:Iteration 15Q (29929.970000 sec): 3 clusters Score: Raw -2514113.703624 + Penalty 4809.171223 = -2509304.532401 nChanged 386 SP:Iteration 16Q (29930.030000 sec): 3 clusters Score: Raw -2514299.809195 + Penalty 4809.171223 = -2509490.637972 nChanged 327 SP:Iteration 17Q (29930.090000 sec): 3 clusters Score: Raw -2514441.885796 + Penalty 4809.171223 = -2509632.714573 nChanged 289 SP:Iteration 18Q (29930.160000 sec): 3 clusters Score: Raw -2514564.115502 + Penalty 4809.171223 = -2509754.944279 nChanged 251 SP:Iteration 19Q (29930.220000 sec): 3 clusters Score: Raw -2514673.804702 + Penalty 4809.171223 = -2509864.633479 nChanged 248 SP:Iteration 20F (29930.280000 sec): 3 clusters Score: Raw -2514785.460231 + Penalty 4809.171223 = -2509976.289008 nChanged 210 SP:Iteration 21Q (29930.340000 sec): 3 clusters Score: Raw -2514878.061579 + Penalty 4809.171223 = -2510068.890355 nChanged 177 SP:Iteration 22Q (29930.400000 sec): 3 clusters Score: Raw -2514956.634871 + Penalty 4809.171223 = -2510147.463647 nChanged 168 SP:Iteration 23Q (29930.460000 sec): 3 clusters Score: Raw -2515026.985603 + Penalty 4809.171223 = -2510217.814380 nChanged 112 SP:Iteration 24Q (29930.520000 sec): 3 clusters Score: Raw -2515074.799698 + Penalty 4809.171223 = -2510265.628474 nChanged 100 SP:Iteration 25Q (29930.570000 sec): 3 clusters Score: Raw -2515117.135648 + Penalty 4809.171223 = -2510307.964425 nChanged 95 SP:Iteration 26Q (29930.630000 sec): 3 clusters Score: Raw -2515155.272882 + Penalty 4809.171223 = -2510346.101659 nChanged 69 SP:Iteration 27Q (29930.690000 sec): 3 clusters Score: Raw -2515186.356009 + Penalty 4809.171223 = -2510377.184785 nChanged 55 SP:Iteration 28Q (29930.740000 sec): 3 clusters Score: Raw -2515208.198802 + Penalty 4809.171223 = -2510399.027579 nChanged 42 SP:Iteration 29Q (29930.790000 sec): 3 clusters Score: Raw -2515220.562994 + Penalty 4809.171223 = -2510411.391771 nChanged 37 SP:Iteration 30Q (29930.850000 sec): 3 clusters Score: Raw -2515230.979498 + Penalty 4809.171223 = -2510421.808275 nChanged 28 SP:Iteration 31Q (29930.910000 sec): 3 clusters Score: Raw -2515238.465875 + Penalty 4809.171223 = -2510429.294651 nChanged 21 SP:Iteration 32Q (29930.960000 sec): 3 clusters Score: Raw -2515246.743154 + Penalty 4809.171223 = -2510437.571931 nChanged 24 SP:Iteration 33Q (29931.010000 sec): 3 clusters Score: Raw -2515255.818790 + Penalty 4809.171223 = -2510446.647567 nChanged 15 SP:Iteration 34Q (29931.070000 sec): 3 clusters Score: Raw -2515259.436936 + Penalty 4809.171223 = -2510450.265713 nChanged 15 SP:Iteration 35Q (29931.120000 sec): 3 clusters Score: Raw -2515262.961625 + Penalty 4809.171223 = -2510453.790402 nChanged 21 SP:Iteration 36Q (29931.180000 sec): 3 clusters Score: Raw -2515270.271706 + Penalty 4809.171223 = -2510461.100483 nChanged 28 SP:Iteration 37Q (29931.230000 sec): 3 clusters Score: Raw -2515278.909284 + Penalty 4809.171223 = -2510469.738060 nChanged 27 SP:Iteration 38Q (29931.290000 sec): 3 clusters Score: Raw -2515287.941795 + Penalty 4809.171223 = -2510478.770572 nChanged 22 SP:Iteration 39Q (29931.340000 sec): 3 clusters Score: Raw -2515295.207603 + Penalty 4809.171223 = -2510486.036380 nChanged 19 SP:Iteration 40F (29931.400000 sec): 3 clusters Score: Raw -2515302.406540 + Penalty 4809.171223 = -2510493.235316 nChanged 16 SP:Iteration 41Q (29931.460000 sec): 3 clusters Score: Raw -2515309.303850 + Penalty 4809.171223 = -2510500.132627 nChanged 18 SP:Iteration 42Q (29931.510000 sec): 3 clusters Score: Raw -2515315.657436 + Penalty 4809.171223 = -2510506.486213 nChanged 12 SP:Iteration 43Q (29931.560000 sec): 3 clusters Score: Raw -2515319.397718 + Penalty 4809.171223 = -2510510.226494 nChanged 13 SP:Iteration 44Q (29931.620000 sec): 3 clusters Score: Raw -2515324.033913 + Penalty 4809.171223 = -2510514.862690 nChanged 8 SP:Iteration 45Q (29931.670000 sec): 3 clusters Score: Raw -2515326.737682 + Penalty 4809.171223 = -2510517.566458 nChanged 10 SP:Iteration 46Q (29931.730000 sec): 3 clusters Score: Raw -2515329.991060 + Penalty 4809.171223 = -2510520.819836 nChanged 10 SP:Iteration 47Q (29931.780000 sec): 3 clusters Score: Raw -2515332.382966 + Penalty 4809.171223 = -2510523.211743 nChanged 5 SP:Iteration 48Q (29931.830000 sec): 3 clusters Score: Raw -2515334.363435 + Penalty 4809.171223 = -2510525.192211 nChanged 4 SP:Iteration 49Q (29931.890000 sec): 3 clusters Score: Raw -2515335.638650 + Penalty 4809.171223 = -2510526.467427 nChanged 6 SP:Iteration 50Q (29931.940000 sec): 3 clusters Score: Raw -2515338.158729 + Penalty 4809.171223 = -2510528.987505 nChanged 8 SP:Iteration 51Q (29931.990000 sec): 3 clusters Score: Raw -2515341.392606 + Penalty 4809.171223 = -2510532.221383 nChanged 11 SP:Iteration 52Q (29932.040000 sec): 3 clusters Score: Raw -2515345.769923 + Penalty 4809.171223 = -2510536.598700 nChanged 11 SP:Iteration 53Q (29932.100000 sec): 3 clusters Score: Raw -2515350.336119 + Penalty 4809.171223 = -2510541.164896 nChanged 9 SP:Iteration 54Q (29932.150000 sec): 3 clusters Score: Raw -2515354.317589 + Penalty 4809.171223 = -2510545.146366 nChanged 7 SP:Iteration 55Q (29932.200000 sec): 3 clusters Score: Raw -2515357.001663 + Penalty 4809.171223 = -2510547.830439 nChanged 5 SP:Iteration 56Q (29932.250000 sec): 3 clusters Score: Raw -2515358.409743 + Penalty 4809.171223 = -2510549.238519 nChanged 5 SP:Iteration 57Q (29932.310000 sec): 3 clusters Score: Raw -2515360.009120 + Penalty 4809.171223 = -2510550.837896 nChanged 3 SP:Iteration 58Q (29932.360000 sec): 3 clusters Score: Raw -2515361.688497 + Penalty 4809.171223 = -2510552.517274 nChanged 3 SP:Iteration 59Q (29932.410000 sec): 3 clusters Score: Raw -2515363.145117 + Penalty 4809.171223 = -2510553.973894 nChanged 2 SP:Iteration 60F (29932.480000 sec): 3 clusters Score: Raw -2515364.132565 + Penalty 4809.171223 = -2510554.961342 nChanged 2 SP:Iteration 61Q (29932.530000 sec): 3 clusters Score: Raw -2515364.933278 + Penalty 4809.171223 = -2510555.762054 nChanged 0 SP:Iteration 62F (29932.590000 sec): 3 clusters Score: Raw -2515364.933278 + Penalty 4809.171223 = -2510555.762054 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 28 (399220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29934.140000 sec): 2 clusters Score: Raw -64229643.575157 + Penalty 3198.522445 = -64226445.052712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29935.850000 sec): 3 clusters Score: Raw -63963863.373126 + Penalty 6397.044889 = -63957466.328237 nChanged 193983 SP:Iteration 1F (29937.540000 sec): 3 clusters Score: Raw -64079602.741634 + Penalty 6397.044889 = -64073205.696745 nChanged 10286 SP:Iteration 2Q (29939.280000 sec): 3 clusters Score: Raw -64081845.767730 + Penalty 6397.044889 = -64075448.722841 nChanged 12526 SP:Iteration 3Q (29941.010000 sec): 3 clusters Score: Raw -64085439.041855 + Penalty 6397.044889 = -64079041.996965 nChanged 15953 SP:Iteration 4Q (29942.740000 sec): 3 clusters Score: Raw -64091446.941693 + Penalty 6397.044889 = -64085049.896804 nChanged 20421 SP:Iteration 5F (29944.440000 sec): 3 clusters Score: Raw -64101040.806548 + Penalty 6397.044889 = -64094643.761659 nChanged 24542 SP:Iteration 6F (29946.140000 sec): 3 clusters Score: Raw -64114300.827138 + Penalty 6397.044889 = -64107903.782248 nChanged 26061 SP:Iteration 7F (29947.830000 sec): 3 clusters Score: Raw -64128866.056227 + Penalty 6397.044889 = -64122469.011337 nChanged 24621 SP:Iteration 8F (29949.520000 sec): 3 clusters Score: Raw -64141877.841729 + Penalty 6397.044889 = -64135480.796839 nChanged 20970 SP:Iteration 9F (29951.220000 sec): 3 clusters Score: Raw -64152385.306571 + Penalty 6397.044889 = -64145988.261682 nChanged 17506 SP:Iteration 10Q (29952.940000 sec): 3 clusters Score: Raw -64161983.362414 + Penalty 6397.044889 = -64155586.317524 nChanged 16098 SP:Iteration 11Q (29954.660000 sec): 3 clusters Score: Raw -64172003.101659 + Penalty 6397.044889 = -64165606.056769 nChanged 15335 SP:Iteration 12Q (29956.380000 sec): 3 clusters Score: Raw -64181738.805247 + Penalty 6397.044889 = -64175341.760357 nChanged 13504 SP:Iteration 13Q (29958.120000 sec): 3 clusters Score: Raw -64188915.372456 + Penalty 6397.044889 = -64182518.327566 nChanged 10207 SP:Iteration 14Q (29959.810000 sec): 3 clusters Score: Raw -64193010.886166 + Penalty 6397.044889 = -64186613.841277 nChanged 7382 SP:Iteration 15Q (29961.490000 sec): 3 clusters Score: Raw -64195568.031397 + Penalty 6397.044889 = -64189170.986507 nChanged 5994 SP:Iteration 16Q (29963.150000 sec): 3 clusters Score: Raw -64197564.638218 + Penalty 6397.044889 = -64191167.593328 nChanged 5610 SP:Iteration 17Q (29964.800000 sec): 3 clusters Score: Raw -64199366.485892 + Penalty 6397.044889 = -64192969.441003 nChanged 5483 SP:Iteration 18Q (29966.440000 sec): 3 clusters Score: Raw -64201114.542889 + Penalty 6397.044889 = -64194717.497999 nChanged 5292 SP:Iteration 19Q (29968.050000 sec): 3 clusters Score: Raw -64202773.245347 + Penalty 6397.044889 = -64196376.200457 nChanged 5075 SP:Iteration 20F (29969.740000 sec): 3 clusters Score: Raw -64204406.084164 + Penalty 6397.044889 = -64198009.039275 nChanged 5088 SP:Iteration 21Q (29971.320000 sec): 3 clusters Score: Raw -64206101.236332 + Penalty 6397.044889 = -64199704.191442 nChanged 5091 SP:Iteration 22Q (29972.910000 sec): 3 clusters Score: Raw -64207975.498302 + Penalty 6397.044889 = -64201578.453413 nChanged 5142 SP:Iteration 23Q (29974.490000 sec): 3 clusters Score: Raw -64210033.622969 + Penalty 6397.044889 = -64203636.578080 nChanged 5175 SP:Iteration 24Q (29976.060000 sec): 3 clusters Score: Raw -64212312.280664 + Penalty 6397.044889 = -64205915.235775 nChanged 5062 SP:Iteration 25Q (29977.610000 sec): 3 clusters Score: Raw -64214671.548822 + Penalty 6397.044889 = -64208274.503932 nChanged 4820 SP:Iteration 26Q (29979.130000 sec): 3 clusters Score: Raw -64217100.862786 + Penalty 6397.044889 = -64210703.817897 nChanged 4663 SP:Iteration 27Q (29980.630000 sec): 3 clusters Score: Raw -64219623.131829 + Penalty 6397.044889 = -64213226.086939 nChanged 4360 SP:Iteration 28Q (29982.110000 sec): 3 clusters Score: Raw -64222039.353977 + Penalty 6397.044889 = -64215642.309087 nChanged 4043 SP:Iteration 29Q (29983.570000 sec): 3 clusters Score: Raw -64224173.577343 + Penalty 6397.044889 = -64217776.532454 nChanged 3659 SP:Iteration 30Q (29985.000000 sec): 3 clusters Score: Raw -64225842.197833 + Penalty 6397.044889 = -64219445.152944 nChanged 3049 SP:Iteration 31Q (29986.420000 sec): 3 clusters Score: Raw -64226976.000693 + Penalty 6397.044889 = -64220578.955804 nChanged 2443 SP:Iteration 32Q (29987.830000 sec): 3 clusters Score: Raw -64227678.955945 + Penalty 6397.044889 = -64221281.911056 nChanged 2027 SP:Iteration 33Q (29989.230000 sec): 3 clusters Score: Raw -64228161.659876 + Penalty 6397.044889 = -64221764.614986 nChanged 1687 SP:Iteration 34Q (29990.620000 sec): 3 clusters Score: Raw -64228484.134141 + Penalty 6397.044889 = -64222087.089251 nChanged 1379 SP:Iteration 35Q (29992.000000 sec): 3 clusters Score: Raw -64228691.594491 + Penalty 6397.044889 = -64222294.549602 nChanged 1179 SP:Iteration 36Q (29993.370000 sec): 3 clusters Score: Raw -64228841.057383 + Penalty 6397.044889 = -64222444.012494 nChanged 1073 SP:Iteration 37Q (29994.740000 sec): 3 clusters Score: Raw -64228959.079605 + Penalty 6397.044889 = -64222562.034715 nChanged 942 SP:Iteration 38Q (29996.110000 sec): 3 clusters Score: Raw -64229048.077278 + Penalty 6397.044889 = -64222651.032388 nChanged 796 SP:Iteration 39Q (29997.470000 sec): 3 clusters Score: Raw -64229110.764597 + Penalty 6397.044889 = -64222713.719708 nChanged 706 SP:Iteration 40F (29999.150000 sec): 3 clusters Score: Raw -64229168.683689 + Penalty 6397.044889 = -64222771.638800 nChanged 653 SP:Iteration 41Q (30000.510000 sec): 3 clusters Score: Raw -64229214.583301 + Penalty 6397.044889 = -64222817.538411 nChanged 596 SP:Iteration 42Q (30001.880000 sec): 3 clusters Score: Raw -64229251.991473 + Penalty 6397.044889 = -64222854.946584 nChanged 535 SP:Iteration 43Q (30003.240000 sec): 3 clusters Score: Raw -64229280.271903 + Penalty 6397.044889 = -64222883.227014 nChanged 444 SP:Iteration 44Q (30004.600000 sec): 3 clusters Score: Raw -64229301.766267 + Penalty 6397.044889 = -64222904.721377 nChanged 403 SP:Iteration 45Q (30005.960000 sec): 3 clusters Score: Raw -64229320.539189 + Penalty 6397.044889 = -64222923.494299 nChanged 374 SP:Iteration 46Q (30007.320000 sec): 3 clusters Score: Raw -64229336.688727 + Penalty 6397.044889 = -64222939.643838 nChanged 336 SP:Iteration 47Q (30008.680000 sec): 3 clusters Score: Raw -64229350.453446 + Penalty 6397.044889 = -64222953.408556 nChanged 295 SP:Iteration 48Q (30010.030000 sec): 3 clusters Score: Raw -64229362.116654 + Penalty 6397.044889 = -64222965.071765 nChanged 298 SP:Iteration 49Q (30011.380000 sec): 3 clusters Score: Raw -64229373.617846 + Penalty 6397.044889 = -64222976.572956 nChanged 265 SP:Iteration 50Q (30012.730000 sec): 3 clusters Score: Raw -64229383.165285 + Penalty 6397.044889 = -64222986.120396 nChanged 243 SP:Iteration 51Q (30014.080000 sec): 3 clusters Score: Raw -64229390.826521 + Penalty 6397.044889 = -64222993.781631 nChanged 220 SP:Iteration 52Q (30015.440000 sec): 3 clusters Score: Raw -64229398.004641 + Penalty 6397.044889 = -64223000.959751 nChanged 224 SP:Iteration 53Q (30016.780000 sec): 3 clusters Score: Raw -64229404.750670 + Penalty 6397.044889 = -64223007.705780 nChanged 189 SP:Iteration 54Q (30018.130000 sec): 3 clusters Score: Raw -64229409.780455 + Penalty 6397.044889 = -64223012.735566 nChanged 172 SP:Iteration 55Q (30019.480000 sec): 3 clusters Score: Raw -64229414.129838 + Penalty 6397.044889 = -64223017.084949 nChanged 157 SP:Iteration 56Q (30020.840000 sec): 3 clusters Score: Raw -64229417.895981 + Penalty 6397.044889 = -64223020.851092 nChanged 130 SP:Iteration 57Q (30022.180000 sec): 3 clusters Score: Raw -64229420.898402 + Penalty 6397.044889 = -64223023.853512 nChanged 123 SP:Iteration 58Q (30023.530000 sec): 3 clusters Score: Raw -64229423.546587 + Penalty 6397.044889 = -64223026.501698 nChanged 116 SP:Iteration 59Q (30024.880000 sec): 3 clusters Score: Raw -64229425.703697 + Penalty 6397.044889 = -64223028.658808 nChanged 96 SP:Iteration 60F (30026.560000 sec): 3 clusters Score: Raw -64229427.478896 + Penalty 6397.044889 = -64223030.434006 nChanged 79 SP:Iteration 61Q (30027.900000 sec): 3 clusters Score: Raw -64229429.003937 + Penalty 6397.044889 = -64223031.959048 nChanged 74 SP:Iteration 62Q (30029.250000 sec): 3 clusters Score: Raw -64229430.197897 + Penalty 6397.044889 = -64223033.153008 nChanged 67 SP:Iteration 63Q (30030.600000 sec): 3 clusters Score: Raw -64229431.161683 + Penalty 6397.044889 = -64223034.116794 nChanged 56 SP:Iteration 64Q (30031.940000 sec): 3 clusters Score: Raw -64229431.814538 + Penalty 6397.044889 = -64223034.769648 nChanged 37 SP:Iteration 65Q (30033.260000 sec): 3 clusters Score: Raw -64229432.291105 + Penalty 6397.044889 = -64223035.246216 nChanged 39 SP:Iteration 66Q (30034.590000 sec): 3 clusters Score: Raw -64229432.820433 + Penalty 6397.044889 = -64223035.775544 nChanged 34 SP:Iteration 67Q (30035.910000 sec): 3 clusters Score: Raw -64229433.299508 + Penalty 6397.044889 = -64223036.254618 nChanged 37 SP:Iteration 68Q (30037.240000 sec): 3 clusters Score: Raw -64229433.839271 + Penalty 6397.044889 = -64223036.794381 nChanged 27 SP:Iteration 69Q (30038.560000 sec): 3 clusters Score: Raw -64229434.154192 + Penalty 6397.044889 = -64223037.109303 nChanged 26 SP:Iteration 70Q (30039.890000 sec): 3 clusters Score: Raw -64229434.403565 + Penalty 6397.044889 = -64223037.358676 nChanged 17 SP:Iteration 71Q (30041.210000 sec): 3 clusters Score: Raw -64229434.593730 + Penalty 6397.044889 = -64223037.548841 nChanged 17 SP:Iteration 72Q (30042.530000 sec): 3 clusters Score: Raw -64229434.779464 + Penalty 6397.044889 = -64223037.734575 nChanged 12 SP:Iteration 73Q (30043.850000 sec): 3 clusters Score: Raw -64229434.926358 + Penalty 6397.044889 = -64223037.881468 nChanged 16 SP:Iteration 74Q (30045.190000 sec): 3 clusters Score: Raw -64229435.086833 + Penalty 6397.044889 = -64223038.041944 nChanged 16 SP:Iteration 75Q (30046.540000 sec): 3 clusters Score: Raw -64229435.250685 + Penalty 6397.044889 = -64223038.205795 nChanged 16 SP:Iteration 76Q (30047.890000 sec): 3 clusters Score: Raw -64229435.433779 + Penalty 6397.044889 = -64223038.388890 nChanged 14 SP:Iteration 77Q (30049.240000 sec): 3 clusters Score: Raw -64229435.619528 + Penalty 6397.044889 = -64223038.574638 nChanged 8 SP:Iteration 78Q (30050.590000 sec): 3 clusters Score: Raw -64229435.725185 + Penalty 6397.044889 = -64223038.680296 nChanged 13 SP:Iteration 79Q (30051.940000 sec): 3 clusters Score: Raw -64229435.897922 + Penalty 6397.044889 = -64223038.853032 nChanged 14 SP:Iteration 80F (30053.620000 sec): 3 clusters Score: Raw -64229436.060232 + Penalty 6397.044889 = -64223039.015342 nChanged 7 SP:Iteration 81Q (30054.940000 sec): 3 clusters Score: Raw -64229436.159790 + Penalty 6397.044889 = -64223039.114901 nChanged 11 SP:Iteration 82Q (30056.260000 sec): 3 clusters Score: Raw -64229436.256373 + Penalty 6397.044889 = -64223039.211484 nChanged 9 SP:Iteration 83Q (30057.570000 sec): 3 clusters Score: Raw -64229436.333830 + Penalty 6397.044889 = -64223039.288940 nChanged 8 SP:Iteration 84Q (30058.890000 sec): 3 clusters Score: Raw -64229436.391140 + Penalty 6397.044889 = -64223039.346251 nChanged 4 SP:Iteration 85Q (30060.210000 sec): 3 clusters Score: Raw -64229436.423156 + Penalty 6397.044889 = -64223039.378266 nChanged 5 SP:Iteration 86Q (30061.530000 sec): 3 clusters Score: Raw -64229436.458948 + Penalty 6397.044889 = -64223039.414059 nChanged 6 SP:Iteration 87Q (30062.850000 sec): 3 clusters Score: Raw -64229436.504883 + Penalty 6397.044889 = -64223039.459994 nChanged 5 SP:Iteration 88Q (30064.170000 sec): 3 clusters Score: Raw -64229436.543754 + Penalty 6397.044889 = -64223039.498865 nChanged 4 SP:Iteration 89Q (30065.500000 sec): 3 clusters Score: Raw -64229436.593695 + Penalty 6397.044889 = -64223039.548806 nChanged 8 SP:Iteration 90Q (30066.820000 sec): 3 clusters Score: Raw -64229436.654201 + Penalty 6397.044889 = -64223039.609311 nChanged 5 SP:Iteration 91Q (30068.140000 sec): 3 clusters Score: Raw -64229436.704192 + Penalty 6397.044889 = -64223039.659302 nChanged 5 SP:Iteration 92Q (30069.460000 sec): 3 clusters Score: Raw -64229436.745738 + Penalty 6397.044889 = -64223039.700849 nChanged 2 SP:Iteration 93Q (30070.770000 sec): 3 clusters Score: Raw -64229436.762406 + Penalty 6397.044889 = -64223039.717517 nChanged 2 SP:Iteration 94Q (30072.120000 sec): 3 clusters Score: Raw -64229436.774195 + Penalty 6397.044889 = -64223039.729305 nChanged 1 SP:Iteration 95Q (30073.470000 sec): 3 clusters Score: Raw -64229436.781980 + Penalty 6397.044889 = -64223039.737091 nChanged 1 SP:Iteration 96Q (30074.820000 sec): 3 clusters Score: Raw -64229436.787893 + Penalty 6397.044889 = -64223039.743003 nChanged 0 SP:Iteration 97F (30076.490000 sec): 3 clusters Score: Raw -64229436.787893 + Penalty 6397.044889 = -64223039.743003 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 29 (55168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30076.860000 sec): 2 clusters Score: Raw -8883084.161941 + Penalty 2707.698312 = -8880376.463629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30077.090000 sec): 3 clusters Score: Raw -8848469.646069 + Penalty 5415.396624 = -8843054.249446 nChanged 25714 SP:Iteration 1F (30077.320000 sec): 3 clusters Score: Raw -8862640.795025 + Penalty 5415.396624 = -8857225.398401 nChanged 2473 SP:Iteration 2Q (30077.550000 sec): 3 clusters Score: Raw -8863523.049583 + Penalty 5415.396624 = -8858107.652960 nChanged 2706 SP:Iteration 3Q (30077.780000 sec): 3 clusters Score: Raw -8864750.087002 + Penalty 5415.396624 = -8859334.690378 nChanged 3422 SP:Iteration 4F (30078.000000 sec): 3 clusters Score: Raw -8866834.205171 + Penalty 5415.396624 = -8861418.808547 nChanged 4414 SP:Iteration 5F (30078.230000 sec): 3 clusters Score: Raw -8870224.614947 + Penalty 5415.396624 = -8864809.218324 nChanged 4943 SP:Iteration 6F (30078.460000 sec): 3 clusters Score: Raw -8874821.845808 + Penalty 5415.396624 = -8869406.449185 nChanged 4284 SP:Iteration 7F (30078.690000 sec): 3 clusters Score: Raw -8879109.501646 + Penalty 5415.396624 = -8873694.105022 nChanged 2603 SP:Iteration 8Q (30078.900000 sec): 3 clusters Score: Raw -8881716.640797 + Penalty 5415.396624 = -8876301.244174 nChanged 1080 SP:Iteration 9Q (30079.120000 sec): 3 clusters Score: Raw -8882775.865485 + Penalty 5415.396624 = -8877360.468861 nChanged 341 SP:Iteration 10Q (30079.300000 sec): 3 clusters Score: Raw -8883151.264685 + Penalty 5415.396624 = -8877735.868061 nChanged 104 SP:Iteration 11Q (30079.460000 sec): 3 clusters Score: Raw -8883288.223132 + Penalty 5415.396624 = -8877872.826508 nChanged 44 SP:Iteration 12Q (30079.620000 sec): 3 clusters Score: Raw -8883351.237647 + Penalty 5415.396624 = -8877935.841023 nChanged 20 SP:Iteration 13Q (30079.780000 sec): 3 clusters Score: Raw -8883383.665098 + Penalty 5415.396624 = -8877968.268475 nChanged 11 SP:Iteration 14Q (30079.940000 sec): 3 clusters Score: Raw -8883402.151579 + Penalty 5415.396624 = -8877986.754955 nChanged 10 SP:Iteration 15Q (30080.110000 sec): 3 clusters Score: Raw -8883422.542843 + Penalty 5415.396624 = -8878007.146220 nChanged 6 SP:Iteration 16Q (30080.270000 sec): 3 clusters Score: Raw -8883430.637694 + Penalty 5415.396624 = -8878015.241071 nChanged 5 SP:Iteration 17Q (30080.420000 sec): 3 clusters Score: Raw -8883435.955915 + Penalty 5415.396624 = -8878020.559291 nChanged 2 SP:Iteration 18Q (30080.580000 sec): 3 clusters Score: Raw -8883438.129104 + Penalty 5415.396624 = -8878022.732481 nChanged 2 SP:Iteration 19Q (30080.740000 sec): 3 clusters Score: Raw -8883440.213419 + Penalty 5415.396624 = -8878024.816795 nChanged 1 SP:Iteration 20F (30080.960000 sec): 3 clusters Score: Raw -8883440.954152 + Penalty 5415.396624 = -8878025.557528 nChanged 2 SP:Iteration 21Q (30081.120000 sec): 3 clusters Score: Raw -8883444.559146 + Penalty 5415.396624 = -8878029.162523 nChanged 2 SP:Iteration 22Q (30081.280000 sec): 3 clusters Score: Raw -8883448.571502 + Penalty 5415.396624 = -8878033.174878 nChanged 3 SP:Iteration 23Q (30081.440000 sec): 3 clusters Score: Raw -8883452.643132 + Penalty 5415.396624 = -8878037.246509 nChanged 1 SP:Iteration 24Q (30081.600000 sec): 3 clusters Score: Raw -8883453.459544 + Penalty 5415.396624 = -8878038.062920 nChanged 0 SP:Iteration 25F (30081.820000 sec): 3 clusters Score: Raw -8883453.459544 + Penalty 5415.396624 = -8878038.062920 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 30 (14474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30081.890000 sec): 2 clusters Score: Raw -2333590.972846 + Penalty 2375.867085 = -2331215.105761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30081.950000 sec): 3 clusters Score: Raw -2325480.337708 + Penalty 4751.734171 = -2320728.603537 nChanged 6131 SP:Iteration 1F (30082.010000 sec): 3 clusters Score: Raw -2328671.074549 + Penalty 4751.734171 = -2323919.340378 nChanged 888 SP:Iteration 2F (30082.060000 sec): 3 clusters Score: Raw -2329036.537990 + Penalty 4751.734171 = -2324284.803819 nChanged 706 SP:Iteration 3Q (30082.120000 sec): 3 clusters Score: Raw -2329356.333521 + Penalty 4751.734171 = -2324604.599350 nChanged 640 SP:Iteration 4Q (30082.180000 sec): 3 clusters Score: Raw -2329690.986560 + Penalty 4751.734171 = -2324939.252389 nChanged 668 SP:Iteration 5Q (30082.240000 sec): 3 clusters Score: Raw -2330102.027204 + Penalty 4751.734171 = -2325350.293033 nChanged 738 SP:Iteration 6F (30082.300000 sec): 3 clusters Score: Raw -2330705.232706 + Penalty 4751.734171 = -2325953.498535 nChanged 835 SP:Iteration 7F (30082.350000 sec): 3 clusters Score: Raw -2331405.869642 + Penalty 4751.734171 = -2326654.135471 nChanged 826 SP:Iteration 8F (30082.410000 sec): 3 clusters Score: Raw -2331992.297593 + Penalty 4751.734171 = -2327240.563422 nChanged 787 SP:Iteration 9F (30082.470000 sec): 3 clusters Score: Raw -2332529.567722 + Penalty 4751.734171 = -2327777.833551 nChanged 755 SP:Iteration 10F (30082.520000 sec): 3 clusters Score: Raw -2333067.898471 + Penalty 4751.734171 = -2328316.164300 nChanged 609 SP:Iteration 11Q (30082.580000 sec): 3 clusters Score: Raw -2333497.874941 + Penalty 4751.734171 = -2328746.140770 nChanged 513 SP:Iteration 12Q (30082.640000 sec): 3 clusters Score: Raw -2333873.228802 + Penalty 4751.734171 = -2329121.494631 nChanged 443 SP:Iteration 13Q (30082.690000 sec): 3 clusters Score: Raw -2334184.538055 + Penalty 4751.734171 = -2329432.803884 nChanged 339 SP:Iteration 14Q (30082.740000 sec): 3 clusters Score: Raw -2334402.523264 + Penalty 4751.734171 = -2329650.789093 nChanged 279 SP:Iteration 15Q (30082.800000 sec): 3 clusters Score: Raw -2334578.828164 + Penalty 4751.734171 = -2329827.093993 nChanged 247 SP:Iteration 16Q (30082.850000 sec): 3 clusters Score: Raw -2334763.613425 + Penalty 4751.734171 = -2330011.879254 nChanged 241 SP:Iteration 17Q (30082.900000 sec): 3 clusters Score: Raw -2335007.513585 + Penalty 4751.734171 = -2330255.779414 nChanged 233 SP:Iteration 18Q (30082.950000 sec): 3 clusters Score: Raw -2335261.661009 + Penalty 4751.734171 = -2330509.926838 nChanged 199 SP:Iteration 19Q (30083.000000 sec): 3 clusters Score: Raw -2335417.930930 + Penalty 4751.734171 = -2330666.196759 nChanged 148 SP:Iteration 20F (30083.060000 sec): 3 clusters Score: Raw -2335507.012577 + Penalty 4751.734171 = -2330755.278407 nChanged 123 SP:Iteration 21Q (30083.100000 sec): 3 clusters Score: Raw -2335570.658268 + Penalty 4751.734171 = -2330818.924097 nChanged 104 SP:Iteration 22Q (30083.150000 sec): 3 clusters Score: Raw -2335614.774448 + Penalty 4751.734171 = -2330863.040277 nChanged 82 SP:Iteration 23Q (30083.200000 sec): 3 clusters Score: Raw -2335648.430347 + Penalty 4751.734171 = -2330896.696176 nChanged 76 SP:Iteration 24Q (30083.250000 sec): 3 clusters Score: Raw -2335680.766503 + Penalty 4751.734171 = -2330929.032332 nChanged 51 SP:Iteration 25Q (30083.290000 sec): 3 clusters Score: Raw -2335694.232681 + Penalty 4751.734171 = -2330942.498510 nChanged 33 SP:Iteration 26Q (30083.340000 sec): 3 clusters Score: Raw -2335703.050377 + Penalty 4751.734171 = -2330951.316206 nChanged 30 SP:Iteration 27Q (30083.380000 sec): 3 clusters Score: Raw -2335711.137579 + Penalty 4751.734171 = -2330959.403408 nChanged 26 SP:Iteration 28Q (30083.430000 sec): 3 clusters Score: Raw -2335717.811154 + Penalty 4751.734171 = -2330966.076983 nChanged 20 SP:Iteration 29Q (30083.480000 sec): 3 clusters Score: Raw -2335722.677264 + Penalty 4751.734171 = -2330970.943093 nChanged 18 SP:Iteration 30Q (30083.520000 sec): 3 clusters Score: Raw -2335726.692327 + Penalty 4751.734171 = -2330974.958156 nChanged 19 SP:Iteration 31Q (30083.560000 sec): 3 clusters Score: Raw -2335731.069478 + Penalty 4751.734171 = -2330979.335307 nChanged 14 SP:Iteration 32Q (30083.610000 sec): 3 clusters Score: Raw -2335733.936603 + Penalty 4751.734171 = -2330982.202433 nChanged 9 SP:Iteration 33Q (30083.660000 sec): 3 clusters Score: Raw -2335735.557153 + Penalty 4751.734171 = -2330983.822982 nChanged 12 SP:Iteration 34Q (30083.700000 sec): 3 clusters Score: Raw -2335738.347638 + Penalty 4751.734171 = -2330986.613467 nChanged 7 SP:Iteration 35Q (30083.740000 sec): 3 clusters Score: Raw -2335739.381763 + Penalty 4751.734171 = -2330987.647592 nChanged 6 SP:Iteration 36Q (30083.790000 sec): 3 clusters Score: Raw -2335740.333530 + Penalty 4751.734171 = -2330988.599359 nChanged 5 SP:Iteration 37Q (30083.840000 sec): 3 clusters Score: Raw -2335740.807542 + Penalty 4751.734171 = -2330989.073371 nChanged 3 SP:Iteration 38Q (30083.880000 sec): 3 clusters Score: Raw -2335741.142241 + Penalty 4751.734171 = -2330989.408070 nChanged 2 SP:Iteration 39Q (30083.920000 sec): 3 clusters Score: Raw -2335741.431594 + Penalty 4751.734171 = -2330989.697423 nChanged 3 SP:Iteration 40F (30083.980000 sec): 3 clusters Score: Raw -2335741.921542 + Penalty 4751.734171 = -2330990.187371 nChanged 2 SP:Iteration 41Q (30084.030000 sec): 3 clusters Score: Raw -2335742.336728 + Penalty 4751.734171 = -2330990.602557 nChanged 3 SP:Iteration 42Q (30084.070000 sec): 3 clusters Score: Raw -2335742.930363 + Penalty 4751.734171 = -2330991.196192 nChanged 2 SP:Iteration 43Q (30084.120000 sec): 3 clusters Score: Raw -2335743.093917 + Penalty 4751.734171 = -2330991.359746 nChanged 1 SP:Iteration 44Q (30084.160000 sec): 3 clusters Score: Raw -2335743.163750 + Penalty 4751.734171 = -2330991.429579 nChanged 0 SP:Iteration 45F (30084.220000 sec): 3 clusters Score: Raw -2335743.163750 + Penalty 4751.734171 = -2330991.429579 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 31 (537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30084.230000 sec): 2 clusters Score: Raw -81399.301480 + Penalty 1558.927527 = -79840.373953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30084.230000 sec): 3 clusters Score: Raw -81404.130861 + Penalty 3117.855055 = -78286.275806 nChanged 98 SP:Iteration 1F (30084.240000 sec): 3 clusters Score: Raw -81621.573790 + Penalty 3117.855055 = -78503.718735 nChanged 35 SP:Iteration 2F (30084.240000 sec): 3 clusters Score: Raw -81721.929472 + Penalty 3117.855055 = -78604.074417 nChanged 15 SP:Iteration 3Q (30084.240000 sec): 3 clusters Score: Raw -81802.723628 + Penalty 3117.855055 = -78684.868573 nChanged 20 SP:Iteration 4Q (30084.240000 sec): 3 clusters Score: Raw -81932.618511 + Penalty 3117.855055 = -78814.763456 nChanged 15 SP:Iteration 5Q (30084.240000 sec): 3 clusters Score: Raw -82041.278439 + Penalty 3117.855055 = -78923.423384 nChanged 9 SP:Iteration 6Q (30084.250000 sec): 3 clusters Score: Raw -82087.089306 + Penalty 3117.855055 = -78969.234251 nChanged 3 SP:Iteration 7Q (30084.250000 sec): 3 clusters Score: Raw -82097.275911 + Penalty 3117.855055 = -78979.420856 nChanged 4 SP:Iteration 8Q (30084.250000 sec): 3 clusters Score: Raw -82103.682795 + Penalty 3117.855055 = -78985.827740 nChanged 3 SP:Iteration 9Q (30084.250000 sec): 3 clusters Score: Raw -82112.930848 + Penalty 3117.855055 = -78995.075794 nChanged 3 SP:Iteration 10Q (30084.250000 sec): 3 clusters Score: Raw -82118.651300 + Penalty 3117.855055 = -79000.796245 nChanged 3 SP:Iteration 11Q (30084.260000 sec): 3 clusters Score: Raw -82126.712239 + Penalty 3117.855055 = -79008.857184 nChanged 1 SP:Iteration 12Q (30084.260000 sec): 3 clusters Score: Raw -82128.679409 + Penalty 3117.855055 = -79010.824354 nChanged 0 SP:Iteration 13F (30084.260000 sec): 3 clusters Score: Raw -82128.679409 + Penalty 3117.855055 = -79010.824354 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 32 (4693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30084.280000 sec): 2 clusters Score: Raw -713157.152326 + Penalty 2096.549174 = -711060.603152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30084.300000 sec): 3 clusters Score: Raw -710911.634137 + Penalty 4193.098349 = -706718.535789 nChanged 1828 SP:Iteration 1F (30084.320000 sec): 3 clusters Score: Raw -712126.290213 + Penalty 4193.098349 = -707933.191864 nChanged 395 SP:Iteration 2F (30084.340000 sec): 3 clusters Score: Raw -712536.823698 + Penalty 4193.098349 = -708343.725349 nChanged 290 SP:Iteration 3F (30084.360000 sec): 3 clusters Score: Raw -712819.480454 + Penalty 4193.098349 = -708626.382105 nChanged 224 SP:Iteration 4Q (30084.370000 sec): 3 clusters Score: Raw -713021.071892 + Penalty 4193.098349 = -708827.973544 nChanged 204 SP:Iteration 5Q (30084.390000 sec): 3 clusters Score: Raw -713174.271492 + Penalty 4193.098349 = -708981.173143 nChanged 178 SP:Iteration 6Q (30084.410000 sec): 3 clusters Score: Raw -713314.554590 + Penalty 4193.098349 = -709121.456241 nChanged 192 SP:Iteration 7Q (30084.430000 sec): 3 clusters Score: Raw -713454.151834 + Penalty 4193.098349 = -709261.053486 nChanged 174 SP:Iteration 8Q (30084.450000 sec): 3 clusters Score: Raw -713559.129742 + Penalty 4193.098349 = -709366.031393 nChanged 123 SP:Iteration 9Q (30084.460000 sec): 3 clusters Score: Raw -713634.111476 + Penalty 4193.098349 = -709441.013128 nChanged 108 SP:Iteration 10Q (30084.480000 sec): 3 clusters Score: Raw -713686.141733 + Penalty 4193.098349 = -709493.043384 nChanged 71 SP:Iteration 11Q (30084.500000 sec): 3 clusters Score: Raw -713722.245029 + Penalty 4193.098349 = -709529.146681 nChanged 79 SP:Iteration 12Q (30084.520000 sec): 3 clusters Score: Raw -713770.665822 + Penalty 4193.098349 = -709577.567473 nChanged 88 SP:Iteration 13Q (30084.540000 sec): 3 clusters Score: Raw -713819.449241 + Penalty 4193.098349 = -709626.350892 nChanged 86 SP:Iteration 14Q (30084.550000 sec): 3 clusters Score: Raw -713866.438804 + Penalty 4193.098349 = -709673.340456 nChanged 73 SP:Iteration 15Q (30084.570000 sec): 3 clusters Score: Raw -713911.031453 + Penalty 4193.098349 = -709717.933104 nChanged 64 SP:Iteration 16Q (30084.590000 sec): 3 clusters Score: Raw -713945.410821 + Penalty 4193.098349 = -709752.312472 nChanged 73 SP:Iteration 17Q (30084.600000 sec): 3 clusters Score: Raw -713988.605751 + Penalty 4193.098349 = -709795.507402 nChanged 65 SP:Iteration 18Q (30084.620000 sec): 3 clusters Score: Raw -714030.190032 + Penalty 4193.098349 = -709837.091683 nChanged 66 SP:Iteration 19Q (30084.640000 sec): 3 clusters Score: Raw -714071.771974 + Penalty 4193.098349 = -709878.673625 nChanged 58 SP:Iteration 20F (30084.660000 sec): 3 clusters Score: Raw -714113.497346 + Penalty 4193.098349 = -709920.398997 nChanged 69 SP:Iteration 21Q (30084.680000 sec): 3 clusters Score: Raw -714156.521530 + Penalty 4193.098349 = -709963.423181 nChanged 64 SP:Iteration 22Q (30084.700000 sec): 3 clusters Score: Raw -714193.581493 + Penalty 4193.098349 = -710000.483144 nChanged 57 SP:Iteration 23Q (30084.710000 sec): 3 clusters Score: Raw -714232.970590 + Penalty 4193.098349 = -710039.872241 nChanged 61 SP:Iteration 24Q (30084.730000 sec): 3 clusters Score: Raw -714274.080267 + Penalty 4193.098349 = -710080.981918 nChanged 55 SP:Iteration 25Q (30084.750000 sec): 3 clusters Score: Raw -714313.317788 + Penalty 4193.098349 = -710120.219439 nChanged 40 SP:Iteration 26Q (30084.760000 sec): 3 clusters Score: Raw -714339.593029 + Penalty 4193.098349 = -710146.494681 nChanged 38 SP:Iteration 27Q (30084.780000 sec): 3 clusters Score: Raw -714362.239805 + Penalty 4193.098349 = -710169.141457 nChanged 44 SP:Iteration 28Q (30084.800000 sec): 3 clusters Score: Raw -714390.403276 + Penalty 4193.098349 = -710197.304928 nChanged 33 SP:Iteration 29Q (30084.810000 sec): 3 clusters Score: Raw -714414.021162 + Penalty 4193.098349 = -710220.922813 nChanged 41 SP:Iteration 30Q (30084.830000 sec): 3 clusters Score: Raw -714443.684044 + Penalty 4193.098349 = -710250.585695 nChanged 43 SP:Iteration 31Q (30084.840000 sec): 3 clusters Score: Raw -714480.655874 + Penalty 4193.098349 = -710287.557526 nChanged 39 SP:Iteration 32Q (30084.860000 sec): 3 clusters Score: Raw -714510.570085 + Penalty 4193.098349 = -710317.471736 nChanged 33 SP:Iteration 33Q (30084.880000 sec): 3 clusters Score: Raw -714535.344408 + Penalty 4193.098349 = -710342.246060 nChanged 28 SP:Iteration 34Q (30084.890000 sec): 3 clusters Score: Raw -714555.258770 + Penalty 4193.098349 = -710362.160422 nChanged 26 SP:Iteration 35Q (30084.910000 sec): 3 clusters Score: Raw -714569.472918 + Penalty 4193.098349 = -710376.374569 nChanged 18 SP:Iteration 36Q (30084.920000 sec): 3 clusters Score: Raw -714579.238123 + Penalty 4193.098349 = -710386.139775 nChanged 17 SP:Iteration 37Q (30084.940000 sec): 3 clusters Score: Raw -714589.403058 + Penalty 4193.098349 = -710396.304709 nChanged 13 SP:Iteration 38Q (30084.960000 sec): 3 clusters Score: Raw -714596.190236 + Penalty 4193.098349 = -710403.091888 nChanged 11 SP:Iteration 39Q (30084.970000 sec): 3 clusters Score: Raw -714602.288720 + Penalty 4193.098349 = -710409.190371 nChanged 7 SP:Iteration 40F (30084.990000 sec): 3 clusters Score: Raw -714606.041752 + Penalty 4193.098349 = -710412.943403 nChanged 8 SP:Iteration 41Q (30085.000000 sec): 3 clusters Score: Raw -714608.786318 + Penalty 4193.098349 = -710415.687969 nChanged 5 SP:Iteration 42Q (30085.020000 sec): 3 clusters Score: Raw -714611.226453 + Penalty 4193.098349 = -710418.128104 nChanged 2 SP:Iteration 43Q (30085.040000 sec): 3 clusters Score: Raw -714611.724155 + Penalty 4193.098349 = -710418.625806 nChanged 1 SP:Iteration 44Q (30085.050000 sec): 3 clusters Score: Raw -714612.017056 + Penalty 4193.098349 = -710418.918708 nChanged 1 SP:Iteration 45Q (30085.060000 sec): 3 clusters Score: Raw -714612.466977 + Penalty 4193.098349 = -710419.368629 nChanged 0 SP:Iteration 46F (30085.080000 sec): 3 clusters Score: Raw -714612.466977 + Penalty 4193.098349 = -710419.368629 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 33 (398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30085.090000 sec): 2 clusters Score: Raw -56601.438893 + Penalty 1484.640097 = -55116.798796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30085.090000 sec): 3 clusters Score: Raw -56712.713336 + Penalty 2969.280195 = -53743.433141 nChanged 74 SP:Iteration 1F (30085.090000 sec): 3 clusters Score: Raw -56966.979656 + Penalty 2969.280195 = -53997.699462 nChanged 23 SP:Iteration 2F (30085.100000 sec): 3 clusters Score: Raw -57057.437863 + Penalty 2969.280195 = -54088.157668 nChanged 14 SP:Iteration 3Q (30085.100000 sec): 3 clusters Score: Raw -57104.547425 + Penalty 2969.280195 = -54135.267231 nChanged 9 SP:Iteration 4Q (30085.100000 sec): 3 clusters Score: Raw -57147.081713 + Penalty 2969.280195 = -54177.801519 nChanged 12 SP:Iteration 5Q (30085.100000 sec): 3 clusters Score: Raw -57217.386345 + Penalty 2969.280195 = -54248.106151 nChanged 10 SP:Iteration 6Q (30085.100000 sec): 3 clusters Score: Raw -57272.244825 + Penalty 2969.280195 = -54302.964630 nChanged 4 SP:Iteration 7Q (30085.100000 sec): 3 clusters Score: Raw -57279.332663 + Penalty 2969.280195 = -54310.052468 nChanged 2 SP:Iteration 8Q (30085.100000 sec): 3 clusters Score: Raw -57288.449412 + Penalty 2969.280195 = -54319.169217 nChanged 2 SP:Iteration 9Q (30085.100000 sec): 3 clusters Score: Raw -57291.498303 + Penalty 2969.280195 = -54322.218108 nChanged 1 SP:Iteration 10Q (30085.110000 sec): 3 clusters Score: Raw -57294.954152 + Penalty 2969.280195 = -54325.673957 nChanged 1 SP:Iteration 11Q (30085.110000 sec): 3 clusters Score: Raw -57303.795837 + Penalty 2969.280195 = -54334.515642 nChanged 0 SP:Iteration 12F (30085.110000 sec): 3 clusters Score: Raw -57303.795837 + Penalty 2969.280195 = -54334.515642 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 34 (2660 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30085.120000 sec): 2 clusters Score: Raw -402719.194238 + Penalty 1955.748188 = -400763.446050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30085.140000 sec): 3 clusters Score: Raw -401623.147362 + Penalty 3911.496375 = -397711.650987 nChanged 913 SP:Iteration 1F (30085.140000 sec): 3 clusters Score: Raw -402321.079951 + Penalty 3911.496375 = -398409.583576 nChanged 240 SP:Iteration 2F (30085.160000 sec): 3 clusters Score: Raw -402570.312116 + Penalty 3911.496375 = -398658.815741 nChanged 159 SP:Iteration 3F (30085.170000 sec): 3 clusters Score: Raw -402727.171098 + Penalty 3911.496375 = -398815.674723 nChanged 109 SP:Iteration 4Q (30085.180000 sec): 3 clusters Score: Raw -402854.287378 + Penalty 3911.496375 = -398942.791003 nChanged 102 SP:Iteration 5Q (30085.190000 sec): 3 clusters Score: Raw -402956.859408 + Penalty 3911.496375 = -399045.363033 nChanged 88 SP:Iteration 6Q (30085.200000 sec): 3 clusters Score: Raw -403050.548642 + Penalty 3911.496375 = -399139.052267 nChanged 78 SP:Iteration 7Q (30085.210000 sec): 3 clusters Score: Raw -403126.029531 + Penalty 3911.496375 = -399214.533155 nChanged 70 SP:Iteration 8Q (30085.220000 sec): 3 clusters Score: Raw -403181.982792 + Penalty 3911.496375 = -399270.486417 nChanged 48 SP:Iteration 9Q (30085.230000 sec): 3 clusters Score: Raw -403219.366282 + Penalty 3911.496375 = -399307.869906 nChanged 49 SP:Iteration 10Q (30085.240000 sec): 3 clusters Score: Raw -403252.340769 + Penalty 3911.496375 = -399340.844394 nChanged 43 SP:Iteration 11Q (30085.250000 sec): 3 clusters Score: Raw -403286.191234 + Penalty 3911.496375 = -399374.694859 nChanged 45 SP:Iteration 12Q (30085.260000 sec): 3 clusters Score: Raw -403325.840639 + Penalty 3911.496375 = -399414.344263 nChanged 46 SP:Iteration 13Q (30085.270000 sec): 3 clusters Score: Raw -403364.114151 + Penalty 3911.496375 = -399452.617776 nChanged 39 SP:Iteration 14Q (30085.280000 sec): 3 clusters Score: Raw -403399.765579 + Penalty 3911.496375 = -399488.269204 nChanged 51 SP:Iteration 15Q (30085.290000 sec): 3 clusters Score: Raw -403448.055609 + Penalty 3911.496375 = -399536.559234 nChanged 40 SP:Iteration 16Q (30085.300000 sec): 3 clusters Score: Raw -403482.748351 + Penalty 3911.496375 = -399571.251976 nChanged 38 SP:Iteration 17Q (30085.310000 sec): 3 clusters Score: Raw -403510.702991 + Penalty 3911.496375 = -399599.206616 nChanged 30 SP:Iteration 18Q (30085.320000 sec): 3 clusters Score: Raw -403536.724450 + Penalty 3911.496375 = -399625.228075 nChanged 32 SP:Iteration 19Q (30085.320000 sec): 3 clusters Score: Raw -403566.304324 + Penalty 3911.496375 = -399654.807949 nChanged 32 SP:Iteration 20F (30085.340000 sec): 3 clusters Score: Raw -403594.955647 + Penalty 3911.496375 = -399683.459272 nChanged 28 SP:Iteration 21Q (30085.340000 sec): 3 clusters Score: Raw -403618.713536 + Penalty 3911.496375 = -399707.217161 nChanged 26 SP:Iteration 22Q (30085.360000 sec): 3 clusters Score: Raw -403640.154420 + Penalty 3911.496375 = -399728.658044 nChanged 20 SP:Iteration 23Q (30085.360000 sec): 3 clusters Score: Raw -403654.777809 + Penalty 3911.496375 = -399743.281434 nChanged 18 SP:Iteration 24Q (30085.380000 sec): 3 clusters Score: Raw -403666.871780 + Penalty 3911.496375 = -399755.375405 nChanged 9 SP:Iteration 25Q (30085.380000 sec): 3 clusters Score: Raw -403674.713023 + Penalty 3911.496375 = -399763.216648 nChanged 11 SP:Iteration 26Q (30085.390000 sec): 3 clusters Score: Raw -403681.362596 + Penalty 3911.496375 = -399769.866221 nChanged 4 SP:Iteration 27Q (30085.400000 sec): 3 clusters Score: Raw -403683.832033 + Penalty 3911.496375 = -399772.335658 nChanged 3 SP:Iteration 28Q (30085.410000 sec): 3 clusters Score: Raw -403685.579946 + Penalty 3911.496375 = -399774.083570 nChanged 2 SP:Iteration 29Q (30085.420000 sec): 3 clusters Score: Raw -403686.269079 + Penalty 3911.496375 = -399774.772704 nChanged 0 SP:Iteration 30F (30085.430000 sec): 3 clusters Score: Raw -403686.269079 + Penalty 3911.496375 = -399774.772704 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 35 (552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30085.440000 sec): 2 clusters Score: Raw -81124.065719 + Penalty 1565.759915 = -79558.305803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30085.440000 sec): 3 clusters Score: Raw -81111.820580 + Penalty 3131.519831 = -77980.300749 nChanged 111 SP:Iteration 1F (30085.440000 sec): 3 clusters Score: Raw -81307.116970 + Penalty 3131.519831 = -78175.597139 nChanged 28 SP:Iteration 2F (30085.450000 sec): 3 clusters Score: Raw -81373.189778 + Penalty 3131.519831 = -78241.669947 nChanged 16 SP:Iteration 3Q (30085.450000 sec): 3 clusters Score: Raw -81407.043756 + Penalty 3131.519831 = -78275.523925 nChanged 4 SP:Iteration 4Q (30085.450000 sec): 3 clusters Score: Raw -81413.167847 + Penalty 3131.519831 = -78281.648016 nChanged 3 SP:Iteration 5Q (30085.450000 sec): 3 clusters Score: Raw -81417.709867 + Penalty 3131.519831 = -78286.190036 nChanged 0 SP:Iteration 6F (30085.460000 sec): 3 clusters Score: Raw -81417.709867 + Penalty 3131.519831 = -78286.190036 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 36 (441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30085.460000 sec): 2 clusters Score: Raw -28385.610967 + Penalty 1510.083129 = -26875.527837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30085.460000 sec): 3 clusters Score: Raw -28793.168504 + Penalty 3020.166258 = -25773.002245 nChanged 129 SP:Iteration 1F (30085.460000 sec): 3 clusters Score: Raw -29811.020323 + Penalty 3020.166258 = -26790.854065 nChanged 35 SP:Iteration 2F (30085.470000 sec): 3 clusters Score: Raw -30265.331282 + Penalty 3020.166258 = -27245.165024 nChanged 18 SP:Iteration 3Q (30085.470000 sec): 3 clusters Score: Raw -30579.166682 + Penalty 3020.166258 = -27559.000424 nChanged 14 SP:Iteration 4Q (30085.470000 sec): 3 clusters Score: Raw -30756.492840 + Penalty 3020.166258 = -27736.326581 nChanged 10 SP:Iteration 5Q (30085.470000 sec): 3 clusters Score: Raw -30998.497283 + Penalty 3020.166258 = -27978.331025 nChanged 3 SP:Iteration 6Q (30085.470000 sec): 3 clusters Score: Raw -31011.176312 + Penalty 3020.166258 = -27991.010054 nChanged 0 SP:Iteration 7F (30085.480000 sec): 3 clusters Score: Raw -31011.877300 + Penalty 3020.166258 = -27991.711042 nChanged 1 SP:Iteration 8Q (30085.480000 sec): 3 clusters Score: Raw -31059.167340 + Penalty 3020.166258 = -28039.001081 nChanged 2 SP:Iteration 9Q (30085.480000 sec): 3 clusters Score: Raw -31104.121385 + Penalty 3020.166258 = -28083.955127 nChanged 1 SP:Iteration 10Q (30085.480000 sec): 3 clusters Score: Raw -31150.132316 + Penalty 3020.166258 = -28129.966058 nChanged 2 SP:Iteration 11Q (30085.480000 sec): 3 clusters Score: Raw -31217.581500 + Penalty 3020.166258 = -28197.415242 nChanged 1 SP:Iteration 12Q (30085.480000 sec): 3 clusters Score: Raw -31267.767995 + Penalty 3020.166258 = -28247.601737 nChanged 0 SP:Iteration 13F (30085.480000 sec): 3 clusters Score: Raw -31267.767995 + Penalty 3020.166258 = -28247.601737 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 41. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 37 (7007 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30085.520000 sec): 2 clusters Score: Raw -1087091.832469 + Penalty 2195.956902 = -1084895.875567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30085.550000 sec): 3 clusters Score: Raw -1083492.225711 + Penalty 4391.913804 = -1079100.311907 nChanged 2782 SP:Iteration 1F (30085.580000 sec): 3 clusters Score: Raw -1084979.664672 + Penalty 4391.913804 = -1080587.750867 nChanged 484 SP:Iteration 2F (30085.600000 sec): 3 clusters Score: Raw -1085231.255396 + Penalty 4391.913804 = -1080839.341591 nChanged 351 SP:Iteration 3F (30085.630000 sec): 3 clusters Score: Raw -1085390.655747 + Penalty 4391.913804 = -1080998.741943 nChanged 272 SP:Iteration 4Q (30085.660000 sec): 3 clusters Score: Raw -1085511.300146 + Penalty 4391.913804 = -1081119.386342 nChanged 251 SP:Iteration 5Q (30085.680000 sec): 3 clusters Score: Raw -1085634.486012 + Penalty 4391.913804 = -1081242.572207 nChanged 226 SP:Iteration 6Q (30085.710000 sec): 3 clusters Score: Raw -1085753.633926 + Penalty 4391.913804 = -1081361.720122 nChanged 215 SP:Iteration 7Q (30085.740000 sec): 3 clusters Score: Raw -1085864.711252 + Penalty 4391.913804 = -1081472.797448 nChanged 220 SP:Iteration 8Q (30085.770000 sec): 3 clusters Score: Raw -1085976.006959 + Penalty 4391.913804 = -1081584.093155 nChanged 236 SP:Iteration 9Q (30085.800000 sec): 3 clusters Score: Raw -1086113.551499 + Penalty 4391.913804 = -1081721.637694 nChanged 231 SP:Iteration 10Q (30085.820000 sec): 3 clusters Score: Raw -1086236.994990 + Penalty 4391.913804 = -1081845.081185 nChanged 230 SP:Iteration 11Q (30085.850000 sec): 3 clusters Score: Raw -1086370.890157 + Penalty 4391.913804 = -1081978.976352 nChanged 225 SP:Iteration 12Q (30085.880000 sec): 3 clusters Score: Raw -1086504.377928 + Penalty 4391.913804 = -1082112.464124 nChanged 205 SP:Iteration 13Q (30085.900000 sec): 3 clusters Score: Raw -1086644.347515 + Penalty 4391.913804 = -1082252.433711 nChanged 213 SP:Iteration 14Q (30085.930000 sec): 3 clusters Score: Raw -1086796.937876 + Penalty 4391.913804 = -1082405.024072 nChanged 184 SP:Iteration 15Q (30085.960000 sec): 3 clusters Score: Raw -1086924.803518 + Penalty 4391.913804 = -1082532.889714 nChanged 162 SP:Iteration 16Q (30085.980000 sec): 3 clusters Score: Raw -1087039.764512 + Penalty 4391.913804 = -1082647.850708 nChanged 149 SP:Iteration 17Q (30086.010000 sec): 3 clusters Score: Raw -1087152.052631 + Penalty 4391.913804 = -1082760.138826 nChanged 124 SP:Iteration 18Q (30086.040000 sec): 3 clusters Score: Raw -1087252.189731 + Penalty 4391.913804 = -1082860.275927 nChanged 95 SP:Iteration 19Q (30086.060000 sec): 3 clusters Score: Raw -1087323.926247 + Penalty 4391.913804 = -1082932.012443 nChanged 88 SP:Iteration 20F (30086.090000 sec): 3 clusters Score: Raw -1087392.259553 + Penalty 4391.913804 = -1083000.345748 nChanged 59 SP:Iteration 21Q (30086.120000 sec): 3 clusters Score: Raw -1087445.361925 + Penalty 4391.913804 = -1083053.448120 nChanged 51 SP:Iteration 22Q (30086.140000 sec): 3 clusters Score: Raw -1087486.225775 + Penalty 4391.913804 = -1083094.311971 nChanged 32 SP:Iteration 23Q (30086.160000 sec): 3 clusters Score: Raw -1087507.991806 + Penalty 4391.913804 = -1083116.078001 nChanged 24 SP:Iteration 24Q (30086.190000 sec): 3 clusters Score: Raw -1087522.857917 + Penalty 4391.913804 = -1083130.944112 nChanged 13 SP:Iteration 25Q (30086.210000 sec): 3 clusters Score: Raw -1087533.670610 + Penalty 4391.913804 = -1083141.756805 nChanged 16 SP:Iteration 26Q (30086.240000 sec): 3 clusters Score: Raw -1087548.159456 + Penalty 4391.913804 = -1083156.245651 nChanged 17 SP:Iteration 27Q (30086.260000 sec): 3 clusters Score: Raw -1087561.493918 + Penalty 4391.913804 = -1083169.580113 nChanged 12 SP:Iteration 28Q (30086.280000 sec): 3 clusters Score: Raw -1087569.580547 + Penalty 4391.913804 = -1083177.666742 nChanged 4 SP:Iteration 29Q (30086.310000 sec): 3 clusters Score: Raw -1087572.275902 + Penalty 4391.913804 = -1083180.362097 nChanged 5 SP:Iteration 30Q (30086.330000 sec): 3 clusters Score: Raw -1087575.841810 + Penalty 4391.913804 = -1083183.928006 nChanged 2 SP:Iteration 31Q (30086.360000 sec): 3 clusters Score: Raw -1087577.290557 + Penalty 4391.913804 = -1083185.376753 nChanged 1 SP:Iteration 32Q (30086.380000 sec): 3 clusters Score: Raw -1087578.166535 + Penalty 4391.913804 = -1083186.252731 nChanged 2 SP:Iteration 33Q (30086.400000 sec): 3 clusters Score: Raw -1087579.398975 + Penalty 4391.913804 = -1083187.485171 nChanged 3 SP:Iteration 34Q (30086.420000 sec): 3 clusters Score: Raw -1087580.679101 + Penalty 4391.913804 = -1083188.765296 nChanged 2 SP:Iteration 35Q (30086.450000 sec): 3 clusters Score: Raw -1087581.366861 + Penalty 4391.913804 = -1083189.453056 nChanged 0 SP:Iteration 36F (30086.480000 sec): 3 clusters Score: Raw -1087581.366861 + Penalty 4391.913804 = -1083189.453056 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 38 (262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30086.480000 sec): 2 clusters Score: Raw -36976.462728 + Penalty 1380.949437 = -35595.513291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30086.480000 sec): 3 clusters Score: Raw -37190.157437 + Penalty 2761.898874 = -34428.258563 nChanged 33 SP:Iteration 1F (30086.480000 sec): 3 clusters Score: Raw -37309.566284 + Penalty 2761.898874 = -34547.667410 nChanged 7 SP:Iteration 2Q (30086.490000 sec): 3 clusters Score: Raw -37333.638528 + Penalty 2761.898874 = -34571.739654 nChanged 2 SP:Iteration 3Q (30086.490000 sec): 3 clusters Score: Raw -37342.694848 + Penalty 2761.898874 = -34580.795974 nChanged 2 SP:Iteration 4Q (30086.490000 sec): 3 clusters Score: Raw -37348.171736 + Penalty 2761.898874 = -34586.272863 nChanged 4 SP:Iteration 5Q (30086.490000 sec): 3 clusters Score: Raw -37366.855280 + Penalty 2761.898874 = -34604.956406 nChanged 7 SP:Iteration 6Q (30086.500000 sec): 3 clusters Score: Raw -37385.912086 + Penalty 2761.898874 = -34624.013212 nChanged 4 SP:Iteration 7Q (30086.500000 sec): 3 clusters Score: Raw -37441.752863 + Penalty 2761.898874 = -34679.853989 nChanged 8 SP:Iteration 8Q (30086.500000 sec): 3 clusters Score: Raw -37535.868845 + Penalty 2761.898874 = -34773.969971 nChanged 11 SP:Iteration 9Q (30086.500000 sec): 3 clusters Score: Raw -37611.693739 + Penalty 2761.898874 = -34849.794866 nChanged 9 SP:Iteration 10Q (30086.500000 sec): 3 clusters Score: Raw -37687.567677 + Penalty 2761.898874 = -34925.668803 nChanged 9 SP:Iteration 11Q (30086.500000 sec): 3 clusters Score: Raw -37750.470840 + Penalty 2761.898874 = -34988.571966 nChanged 4 SP:Iteration 12Q (30086.500000 sec): 3 clusters Score: Raw -37783.154136 + Penalty 2761.898874 = -35021.255263 nChanged 6 SP:Iteration 13Q (30086.500000 sec): 3 clusters Score: Raw -37863.779125 + Penalty 2761.898874 = -35101.880251 nChanged 2 SP:Iteration 14Q (30086.510000 sec): 3 clusters Score: Raw -37902.185980 + Penalty 2761.898874 = -35140.287106 nChanged 3 SP:Iteration 15Q (30086.510000 sec): 3 clusters Score: Raw -37932.463386 + Penalty 2761.898874 = -35170.564512 nChanged 1 SP:Iteration 16Q (30086.510000 sec): 3 clusters Score: Raw -37939.561005 + Penalty 2761.898874 = -35177.662131 nChanged 0 SP:Iteration 17F (30086.510000 sec): 3 clusters Score: Raw -37939.762720 + Penalty 2761.898874 = -35177.863846 nChanged 1 SP:Iteration 18Q (30086.510000 sec): 3 clusters Score: Raw -37947.562239 + Penalty 2761.898874 = -35185.663365 nChanged 1 SP:Iteration 19Q (30086.510000 sec): 3 clusters Score: Raw -37957.336459 + Penalty 2761.898874 = -35195.437585 nChanged 2 SP:Iteration 20F (30086.510000 sec): 3 clusters Score: Raw -37969.189735 + Penalty 2761.898874 = -35207.290861 nChanged 3 SP:Iteration 21Q (30086.510000 sec): 3 clusters Score: Raw -37988.645702 + Penalty 2761.898874 = -35226.746828 nChanged 1 SP:Iteration 22Q (30086.510000 sec): 3 clusters Score: Raw -38012.605770 + Penalty 2761.898874 = -35250.706896 nChanged 2 SP:Iteration 23Q (30086.510000 sec): 3 clusters Score: Raw -38040.332317 + Penalty 2761.898874 = -35278.433444 nChanged 1 SP:Iteration 24Q (30086.510000 sec): 3 clusters Score: Raw -38049.668602 + Penalty 2761.898874 = -35287.769728 nChanged 1 SP:Iteration 25Q (30086.510000 sec): 3 clusters Score: Raw -38082.830058 + Penalty 2761.898874 = -35320.931184 nChanged 2 SP:Iteration 26Q (30086.510000 sec): 3 clusters Score: Raw -38163.733936 + Penalty 2761.898874 = -35401.835062 nChanged 4 SP:Iteration 27Q (30086.520000 sec): 3 clusters Score: Raw -38283.497498 + Penalty 2761.898874 = -35521.598625 nChanged 2 SP:Iteration 28Q (30086.520000 sec): 3 clusters Score: Raw -38416.677697 + Penalty 2761.898874 = -35654.778823 nChanged 2 SP:Iteration 29Q (30086.520000 sec): 3 clusters Score: Raw -38751.500231 + Penalty 2761.898874 = -35989.601358 nChanged 2 SP:Iteration 30Q (30086.520000 sec): 3 clusters Score: Raw -38768.527855 + Penalty 2761.898874 = -36006.628981 nChanged 3 SP:Iteration 31Q (30086.520000 sec): 3 clusters Score: Raw -38785.049725 + Penalty 2761.898874 = -36023.150851 nChanged 0 SP:Iteration 32F (30086.520000 sec): 3 clusters Score: Raw -38787.981828 + Penalty 2761.898874 = -36026.082954 nChanged 2 SP:Iteration 33Q (30086.520000 sec): 3 clusters Score: Raw -38816.187082 + Penalty 2761.898874 = -36054.288208 nChanged 0 SP:Iteration 34F (30086.520000 sec): 3 clusters Score: Raw -38816.187082 + Penalty 2761.898874 = -36054.288208 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 59. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 39 (2571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30086.540000 sec): 2 clusters Score: Raw -414613.015128 + Penalty 1947.308451 = -412665.706677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30086.550000 sec): 3 clusters Score: Raw -413558.014995 + Penalty 3894.616903 = -409663.398092 nChanged 889 SP:Iteration 1F (30086.560000 sec): 3 clusters Score: Raw -414118.432058 + Penalty 3894.616903 = -410223.815155 nChanged 180 SP:Iteration 2F (30086.570000 sec): 3 clusters Score: Raw -414252.095897 + Penalty 3894.616903 = -410357.478995 nChanged 113 SP:Iteration 3Q (30086.580000 sec): 3 clusters Score: Raw -414317.204097 + Penalty 3894.616903 = -410422.587194 nChanged 66 SP:Iteration 4Q (30086.590000 sec): 3 clusters Score: Raw -414356.542828 + Penalty 3894.616903 = -410461.925926 nChanged 34 SP:Iteration 5Q (30086.600000 sec): 3 clusters Score: Raw -414373.870150 + Penalty 3894.616903 = -410479.253247 nChanged 27 SP:Iteration 6Q (30086.610000 sec): 3 clusters Score: Raw -414387.203683 + Penalty 3894.616903 = -410492.586780 nChanged 23 SP:Iteration 7Q (30086.630000 sec): 3 clusters Score: Raw -414398.508554 + Penalty 3894.616903 = -410503.891651 nChanged 19 SP:Iteration 8Q (30086.630000 sec): 3 clusters Score: Raw -414411.624401 + Penalty 3894.616903 = -410517.007498 nChanged 27 SP:Iteration 9Q (30086.650000 sec): 3 clusters Score: Raw -414426.571686 + Penalty 3894.616903 = -410531.954783 nChanged 17 SP:Iteration 10Q (30086.650000 sec): 3 clusters Score: Raw -414433.389990 + Penalty 3894.616903 = -410538.773088 nChanged 10 SP:Iteration 11Q (30086.670000 sec): 3 clusters Score: Raw -414438.157574 + Penalty 3894.616903 = -410543.540672 nChanged 4 SP:Iteration 12Q (30086.670000 sec): 3 clusters Score: Raw -414440.292297 + Penalty 3894.616903 = -410545.675394 nChanged 3 SP:Iteration 13Q (30086.690000 sec): 3 clusters Score: Raw -414442.236953 + Penalty 3894.616903 = -410547.620050 nChanged 6 SP:Iteration 14Q (30086.700000 sec): 3 clusters Score: Raw -414445.067582 + Penalty 3894.616903 = -410550.450680 nChanged 7 SP:Iteration 15Q (30086.710000 sec): 3 clusters Score: Raw -414448.646194 + Penalty 3894.616903 = -410554.029291 nChanged 3 SP:Iteration 16Q (30086.720000 sec): 3 clusters Score: Raw -414449.645782 + Penalty 3894.616903 = -410555.028880 nChanged 2 SP:Iteration 17Q (30086.730000 sec): 3 clusters Score: Raw -414450.145015 + Penalty 3894.616903 = -410555.528112 nChanged 2 SP:Iteration 18Q (30086.740000 sec): 3 clusters Score: Raw -414451.536832 + Penalty 3894.616903 = -410556.919929 nChanged 1 SP:Iteration 19Q (30086.750000 sec): 3 clusters Score: Raw -414452.113820 + Penalty 3894.616903 = -410557.496917 nChanged 2 SP:Iteration 20F (30086.760000 sec): 3 clusters Score: Raw -414452.890185 + Penalty 3894.616903 = -410558.273282 nChanged 2 SP:Iteration 21Q (30086.770000 sec): 3 clusters Score: Raw -414453.581491 + Penalty 3894.616903 = -410558.964588 nChanged 3 SP:Iteration 22Q (30086.780000 sec): 3 clusters Score: Raw -414454.514687 + Penalty 3894.616903 = -410559.897784 nChanged 1 SP:Iteration 23Q (30086.790000 sec): 3 clusters Score: Raw -414454.991651 + Penalty 3894.616903 = -410560.374748 nChanged 1 SP:Iteration 24Q (30086.800000 sec): 3 clusters Score: Raw -414455.202954 + Penalty 3894.616903 = -410560.586051 nChanged 1 SP:Iteration 25Q (30086.810000 sec): 3 clusters Score: Raw -414455.635103 + Penalty 3894.616903 = -410561.018200 nChanged 0 SP:Iteration 26F (30086.820000 sec): 3 clusters Score: Raw -414455.635103 + Penalty 3894.616903 = -410561.018200 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 40 (167467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30087.490000 sec): 2 clusters Score: Raw -27037874.028710 + Penalty 2983.078316 = -27034890.950394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30088.200000 sec): 3 clusters Score: Raw -26928642.889098 + Penalty 5966.156632 = -26922676.732466 nChanged 80318 SP:Iteration 1F (30088.910000 sec): 3 clusters Score: Raw -26975482.164589 + Penalty 5966.156632 = -26969516.007957 nChanged 4918 SP:Iteration 2Q (30089.630000 sec): 3 clusters Score: Raw -26976601.698244 + Penalty 5966.156632 = -26970635.541612 nChanged 5333 SP:Iteration 3Q (30090.360000 sec): 3 clusters Score: Raw -26978087.210108 + Penalty 5966.156632 = -26972121.053477 nChanged 6129 SP:Iteration 4Q (30091.080000 sec): 3 clusters Score: Raw -26980155.367431 + Penalty 5966.156632 = -26974189.210799 nChanged 7134 SP:Iteration 5Q (30091.790000 sec): 3 clusters Score: Raw -26983109.883195 + Penalty 5966.156632 = -26977143.726563 nChanged 8375 SP:Iteration 6F (30092.490000 sec): 3 clusters Score: Raw -26987421.341501 + Penalty 5966.156632 = -26981455.184869 nChanged 9772 SP:Iteration 7F (30093.200000 sec): 3 clusters Score: Raw -26993655.438050 + Penalty 5966.156632 = -26987689.281419 nChanged 10886 SP:Iteration 8F (30093.900000 sec): 3 clusters Score: Raw -27001889.632392 + Penalty 5966.156632 = -26995923.475760 nChanged 10529 SP:Iteration 9F (30094.600000 sec): 3 clusters Score: Raw -27010594.877745 + Penalty 5966.156632 = -27004628.721113 nChanged 8963 SP:Iteration 10F (30095.310000 sec): 3 clusters Score: Raw -27018197.790375 + Penalty 5966.156632 = -27012231.633743 nChanged 6781 SP:Iteration 11Q (30095.970000 sec): 3 clusters Score: Raw -27023893.195006 + Penalty 5966.156632 = -27017927.038374 nChanged 5020 SP:Iteration 12Q (30096.570000 sec): 3 clusters Score: Raw -27027909.738063 + Penalty 5966.156632 = -27021943.581431 nChanged 3737 SP:Iteration 13Q (30097.160000 sec): 3 clusters Score: Raw -27030801.318183 + Penalty 5966.156632 = -27024835.161551 nChanged 2867 SP:Iteration 14Q (30097.710000 sec): 3 clusters Score: Raw -27033000.923003 + Penalty 5966.156632 = -27027034.766371 nChanged 2181 SP:Iteration 15Q (30098.250000 sec): 3 clusters Score: Raw -27034665.103471 + Penalty 5966.156632 = -27028698.946840 nChanged 1593 SP:Iteration 16Q (30098.770000 sec): 3 clusters Score: Raw -27035853.684422 + Penalty 5966.156632 = -27029887.527790 nChanged 1118 SP:Iteration 17Q (30099.270000 sec): 3 clusters Score: Raw -27036676.108472 + Penalty 5966.156632 = -27030709.951841 nChanged 729 SP:Iteration 18Q (30099.770000 sec): 3 clusters Score: Raw -27037219.033868 + Penalty 5966.156632 = -27031252.877236 nChanged 469 SP:Iteration 19Q (30100.270000 sec): 3 clusters Score: Raw -27037571.496996 + Penalty 5966.156632 = -27031605.340364 nChanged 295 SP:Iteration 20F (30100.960000 sec): 3 clusters Score: Raw -27037801.140153 + Penalty 5966.156632 = -27031834.983521 nChanged 180 SP:Iteration 21Q (30101.440000 sec): 3 clusters Score: Raw -27037946.202105 + Penalty 5966.156632 = -27031980.045474 nChanged 104 SP:Iteration 22Q (30101.930000 sec): 3 clusters Score: Raw -27038025.860138 + Penalty 5966.156632 = -27032059.703507 nChanged 78 SP:Iteration 23Q (30102.420000 sec): 3 clusters Score: Raw -27038092.127322 + Penalty 5966.156632 = -27032125.970691 nChanged 57 SP:Iteration 24Q (30102.900000 sec): 3 clusters Score: Raw -27038136.334280 + Penalty 5966.156632 = -27032170.177648 nChanged 35 SP:Iteration 25Q (30103.390000 sec): 3 clusters Score: Raw -27038162.523900 + Penalty 5966.156632 = -27032196.367269 nChanged 24 SP:Iteration 26Q (30103.870000 sec): 3 clusters Score: Raw -27038180.536115 + Penalty 5966.156632 = -27032214.379483 nChanged 15 SP:Iteration 27Q (30104.360000 sec): 3 clusters Score: Raw -27038191.046204 + Penalty 5966.156632 = -27032224.889573 nChanged 12 SP:Iteration 28Q (30104.840000 sec): 3 clusters Score: Raw -27038202.530427 + Penalty 5966.156632 = -27032236.373795 nChanged 17 SP:Iteration 29Q (30105.330000 sec): 3 clusters Score: Raw -27038214.983661 + Penalty 5966.156632 = -27032248.827029 nChanged 12 SP:Iteration 30Q (30105.810000 sec): 3 clusters Score: Raw -27038226.006770 + Penalty 5966.156632 = -27032259.850139 nChanged 7 SP:Iteration 31Q (30106.300000 sec): 3 clusters Score: Raw -27038232.404188 + Penalty 5966.156632 = -27032266.247556 nChanged 7 SP:Iteration 32Q (30106.780000 sec): 3 clusters Score: Raw -27038238.415904 + Penalty 5966.156632 = -27032272.259273 nChanged 12 SP:Iteration 33Q (30107.260000 sec): 3 clusters Score: Raw -27038247.995300 + Penalty 5966.156632 = -27032281.838669 nChanged 7 SP:Iteration 34Q (30107.750000 sec): 3 clusters Score: Raw -27038253.474633 + Penalty 5966.156632 = -27032287.318001 nChanged 5 SP:Iteration 35Q (30108.230000 sec): 3 clusters Score: Raw -27038256.385057 + Penalty 5966.156632 = -27032290.228425 nChanged 0 SP:Iteration 36F (30108.920000 sec): 3 clusters Score: Raw -27038256.385057 + Penalty 5966.156632 = -27032290.228425 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 42 (2667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30109.020000 sec): 2 clusters Score: Raw -392679.400250 + Penalty 1956.399962 = -390723.000288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30109.030000 sec): 3 clusters Score: Raw -391566.259235 + Penalty 3912.799924 = -387653.459311 nChanged 905 SP:Iteration 1F (30109.040000 sec): 3 clusters Score: Raw -392273.190880 + Penalty 3912.799924 = -388360.390956 nChanged 255 SP:Iteration 2F (30109.050000 sec): 3 clusters Score: Raw -392532.273639 + Penalty 3912.799924 = -388619.473715 nChanged 174 SP:Iteration 3F (30109.060000 sec): 3 clusters Score: Raw -392723.575437 + Penalty 3912.799924 = -388810.775513 nChanged 149 SP:Iteration 4F (30109.070000 sec): 3 clusters Score: Raw -392888.588769 + Penalty 3912.799924 = -388975.788845 nChanged 120 SP:Iteration 5Q (30109.080000 sec): 3 clusters Score: Raw -393019.551093 + Penalty 3912.799924 = -389106.751169 nChanged 110 SP:Iteration 6Q (30109.100000 sec): 3 clusters Score: Raw -393133.524137 + Penalty 3912.799924 = -389220.724213 nChanged 91 SP:Iteration 7Q (30109.100000 sec): 3 clusters Score: Raw -393205.404823 + Penalty 3912.799924 = -389292.604899 nChanged 59 SP:Iteration 8Q (30109.120000 sec): 3 clusters Score: Raw -393260.097293 + Penalty 3912.799924 = -389347.297369 nChanged 53 SP:Iteration 9Q (30109.120000 sec): 3 clusters Score: Raw -393305.230210 + Penalty 3912.799924 = -389392.430286 nChanged 39 SP:Iteration 10Q (30109.140000 sec): 3 clusters Score: Raw -393334.282237 + Penalty 3912.799924 = -389421.482313 nChanged 24 SP:Iteration 11Q (30109.140000 sec): 3 clusters Score: Raw -393348.477330 + Penalty 3912.799924 = -389435.677406 nChanged 22 SP:Iteration 12Q (30109.160000 sec): 3 clusters Score: Raw -393362.946108 + Penalty 3912.799924 = -389450.146184 nChanged 17 SP:Iteration 13Q (30109.160000 sec): 3 clusters Score: Raw -393374.137191 + Penalty 3912.799924 = -389461.337267 nChanged 13 SP:Iteration 14Q (30109.180000 sec): 3 clusters Score: Raw -393382.093480 + Penalty 3912.799924 = -389469.293556 nChanged 13 SP:Iteration 15Q (30109.180000 sec): 3 clusters Score: Raw -393395.432893 + Penalty 3912.799924 = -389482.632969 nChanged 15 SP:Iteration 16Q (30109.200000 sec): 3 clusters Score: Raw -393404.616698 + Penalty 3912.799924 = -389491.816774 nChanged 9 SP:Iteration 17Q (30109.200000 sec): 3 clusters Score: Raw -393410.951191 + Penalty 3912.799924 = -389498.151267 nChanged 11 SP:Iteration 18Q (30109.220000 sec): 3 clusters Score: Raw -393419.968226 + Penalty 3912.799924 = -389507.168302 nChanged 8 SP:Iteration 19Q (30109.220000 sec): 3 clusters Score: Raw -393423.281087 + Penalty 3912.799924 = -389510.481163 nChanged 5 SP:Iteration 20F (30109.240000 sec): 3 clusters Score: Raw -393428.008635 + Penalty 3912.799924 = -389515.208711 nChanged 2 SP:Iteration 21Q (30109.240000 sec): 3 clusters Score: Raw -393437.774265 + Penalty 3912.799924 = -389524.974341 nChanged 12 SP:Iteration 22Q (30109.260000 sec): 3 clusters Score: Raw -393444.580744 + Penalty 3912.799924 = -389531.780820 nChanged 8 SP:Iteration 23Q (30109.260000 sec): 3 clusters Score: Raw -393447.626873 + Penalty 3912.799924 = -389534.826949 nChanged 5 SP:Iteration 24Q (30109.280000 sec): 3 clusters Score: Raw -393449.857272 + Penalty 3912.799924 = -389537.057348 nChanged 1 SP:Iteration 25Q (30109.280000 sec): 3 clusters Score: Raw -393450.587633 + Penalty 3912.799924 = -389537.787709 nChanged 1 SP:Iteration 26Q (30109.300000 sec): 3 clusters Score: Raw -393451.019668 + Penalty 3912.799924 = -389538.219744 nChanged 1 SP:Iteration 27Q (30109.300000 sec): 3 clusters Score: Raw -393452.016185 + Penalty 3912.799924 = -389539.216261 nChanged 2 SP:Iteration 28Q (30109.320000 sec): 3 clusters Score: Raw -393454.260949 + Penalty 3912.799924 = -389541.461025 nChanged 5 SP:Iteration 29Q (30109.320000 sec): 3 clusters Score: Raw -393456.169753 + Penalty 3912.799924 = -389543.369829 nChanged 5 SP:Iteration 30Q (30109.340000 sec): 3 clusters Score: Raw -393458.076921 + Penalty 3912.799924 = -389545.276997 nChanged 4 SP:Iteration 31Q (30109.340000 sec): 3 clusters Score: Raw -393459.456700 + Penalty 3912.799924 = -389546.656776 nChanged 3 SP:Iteration 32Q (30109.360000 sec): 3 clusters Score: Raw -393460.920315 + Penalty 3912.799924 = -389548.120391 nChanged 4 SP:Iteration 33Q (30109.360000 sec): 3 clusters Score: Raw -393462.886657 + Penalty 3912.799924 = -389550.086733 nChanged 1 SP:Iteration 34Q (30109.380000 sec): 3 clusters Score: Raw -393463.062888 + Penalty 3912.799924 = -389550.262964 nChanged 0 SP:Iteration 35F (30109.380000 sec): 3 clusters Score: Raw -393463.062888 + Penalty 3912.799924 = -389550.262964 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 43 (14054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30109.440000 sec): 2 clusters Score: Raw -2258287.247470 + Penalty 2368.564258 = -2255918.683212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30109.500000 sec): 3 clusters Score: Raw -2250405.160630 + Penalty 4737.128517 = -2245668.032113 nChanged 6087 SP:Iteration 1F (30109.560000 sec): 3 clusters Score: Raw -2253577.918397 + Penalty 4737.128517 = -2248840.789880 nChanged 866 SP:Iteration 2F (30109.610000 sec): 3 clusters Score: Raw -2253963.353954 + Penalty 4737.128517 = -2249226.225438 nChanged 716 SP:Iteration 3F (30109.670000 sec): 3 clusters Score: Raw -2254273.587333 + Penalty 4737.128517 = -2249536.458816 nChanged 638 SP:Iteration 4Q (30109.720000 sec): 3 clusters Score: Raw -2254551.497623 + Penalty 4737.128517 = -2249814.369106 nChanged 554 SP:Iteration 5Q (30109.780000 sec): 3 clusters Score: Raw -2254775.189603 + Penalty 4737.128517 = -2250038.061086 nChanged 514 SP:Iteration 6Q (30109.840000 sec): 3 clusters Score: Raw -2254970.739998 + Penalty 4737.128517 = -2250233.611481 nChanged 442 SP:Iteration 7Q (30109.900000 sec): 3 clusters Score: Raw -2255138.894519 + Penalty 4737.128517 = -2250401.766002 nChanged 424 SP:Iteration 8Q (30109.950000 sec): 3 clusters Score: Raw -2255298.500037 + Penalty 4737.128517 = -2250561.371520 nChanged 451 SP:Iteration 9Q (30110.010000 sec): 3 clusters Score: Raw -2255495.335423 + Penalty 4737.128517 = -2250758.206907 nChanged 507 SP:Iteration 10Q (30110.060000 sec): 3 clusters Score: Raw -2255734.542374 + Penalty 4737.128517 = -2250997.413858 nChanged 571 SP:Iteration 11Q (30110.120000 sec): 3 clusters Score: Raw -2256050.751169 + Penalty 4737.128517 = -2251313.622652 nChanged 641 SP:Iteration 12Q (30110.180000 sec): 3 clusters Score: Raw -2256449.274649 + Penalty 4737.128517 = -2251712.146132 nChanged 636 SP:Iteration 13Q (30110.230000 sec): 3 clusters Score: Raw -2256855.233616 + Penalty 4737.128517 = -2252118.105099 nChanged 581 SP:Iteration 14Q (30110.290000 sec): 3 clusters Score: Raw -2257255.590333 + Penalty 4737.128517 = -2252518.461816 nChanged 549 SP:Iteration 15Q (30110.340000 sec): 3 clusters Score: Raw -2257677.436836 + Penalty 4737.128517 = -2252940.308319 nChanged 453 SP:Iteration 16Q (30110.400000 sec): 3 clusters Score: Raw -2258018.310365 + Penalty 4737.128517 = -2253281.181848 nChanged 300 SP:Iteration 17Q (30110.450000 sec): 3 clusters Score: Raw -2258230.302921 + Penalty 4737.128517 = -2253493.174404 nChanged 227 SP:Iteration 18Q (30110.510000 sec): 3 clusters Score: Raw -2258384.582289 + Penalty 4737.128517 = -2253647.453773 nChanged 137 SP:Iteration 19Q (30110.560000 sec): 3 clusters Score: Raw -2258474.037775 + Penalty 4737.128517 = -2253736.909259 nChanged 99 SP:Iteration 20F (30110.620000 sec): 3 clusters Score: Raw -2258543.157480 + Penalty 4737.128517 = -2253806.028964 nChanged 78 SP:Iteration 21Q (30110.660000 sec): 3 clusters Score: Raw -2258601.948781 + Penalty 4737.128517 = -2253864.820264 nChanged 59 SP:Iteration 22Q (30110.720000 sec): 3 clusters Score: Raw -2258646.487648 + Penalty 4737.128517 = -2253909.359131 nChanged 37 SP:Iteration 23Q (30110.760000 sec): 3 clusters Score: Raw -2258672.215356 + Penalty 4737.128517 = -2253935.086840 nChanged 34 SP:Iteration 24Q (30110.810000 sec): 3 clusters Score: Raw -2258695.048387 + Penalty 4737.128517 = -2253957.919870 nChanged 32 SP:Iteration 25Q (30110.860000 sec): 3 clusters Score: Raw -2258717.228974 + Penalty 4737.128517 = -2253980.100457 nChanged 24 SP:Iteration 26Q (30110.910000 sec): 3 clusters Score: Raw -2258734.119777 + Penalty 4737.128517 = -2253996.991260 nChanged 18 SP:Iteration 27Q (30110.960000 sec): 3 clusters Score: Raw -2258744.618070 + Penalty 4737.128517 = -2254007.489553 nChanged 16 SP:Iteration 28Q (30111.000000 sec): 3 clusters Score: Raw -2258754.741006 + Penalty 4737.128517 = -2254017.612489 nChanged 11 SP:Iteration 29Q (30111.050000 sec): 3 clusters Score: Raw -2258763.942042 + Penalty 4737.128517 = -2254026.813525 nChanged 10 SP:Iteration 30Q (30111.100000 sec): 3 clusters Score: Raw -2258771.284178 + Penalty 4737.128517 = -2254034.155661 nChanged 8 SP:Iteration 31Q (30111.140000 sec): 3 clusters Score: Raw -2258776.504874 + Penalty 4737.128517 = -2254039.376358 nChanged 5 SP:Iteration 32Q (30111.190000 sec): 3 clusters Score: Raw -2258779.843830 + Penalty 4737.128517 = -2254042.715313 nChanged 3 SP:Iteration 33Q (30111.230000 sec): 3 clusters Score: Raw -2258781.529972 + Penalty 4737.128517 = -2254044.401455 nChanged 1 SP:Iteration 34Q (30111.280000 sec): 3 clusters Score: Raw -2258781.812495 + Penalty 4737.128517 = -2254044.683978 nChanged 1 SP:Iteration 35Q (30111.320000 sec): 3 clusters Score: Raw -2258782.578129 + Penalty 4737.128517 = -2254045.449613 nChanged 0 SP:Iteration 36F (30111.380000 sec): 3 clusters Score: Raw -2258782.578129 + Penalty 4737.128517 = -2254045.449613 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 44 (3450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30111.400000 sec): 2 clusters Score: Raw -534330.171159 + Penalty 2020.240118 = -532309.931041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30111.420000 sec): 3 clusters Score: Raw -532789.460266 + Penalty 4040.480237 = -528748.980029 nChanged 1257 SP:Iteration 1F (30111.430000 sec): 3 clusters Score: Raw -533574.752825 + Penalty 4040.480237 = -529534.272588 nChanged 276 SP:Iteration 2F (30111.440000 sec): 3 clusters Score: Raw -533778.240025 + Penalty 4040.480237 = -529737.759788 nChanged 180 SP:Iteration 3F (30111.460000 sec): 3 clusters Score: Raw -533918.038108 + Penalty 4040.480237 = -529877.557871 nChanged 148 SP:Iteration 4Q (30111.470000 sec): 3 clusters Score: Raw -534039.357216 + Penalty 4040.480237 = -529998.876980 nChanged 124 SP:Iteration 5Q (30111.480000 sec): 3 clusters Score: Raw -534132.469825 + Penalty 4040.480237 = -530091.989588 nChanged 100 SP:Iteration 6Q (30111.500000 sec): 3 clusters Score: Raw -534205.506577 + Penalty 4040.480237 = -530165.026340 nChanged 110 SP:Iteration 7Q (30111.510000 sec): 3 clusters Score: Raw -534284.865462 + Penalty 4040.480237 = -530244.385225 nChanged 102 SP:Iteration 8Q (30111.520000 sec): 3 clusters Score: Raw -534354.491040 + Penalty 4040.480237 = -530314.010803 nChanged 107 SP:Iteration 9Q (30111.540000 sec): 3 clusters Score: Raw -534436.235752 + Penalty 4040.480237 = -530395.755515 nChanged 112 SP:Iteration 10Q (30111.550000 sec): 3 clusters Score: Raw -534527.168718 + Penalty 4040.480237 = -530486.688481 nChanged 106 SP:Iteration 11Q (30111.560000 sec): 3 clusters Score: Raw -534604.646396 + Penalty 4040.480237 = -530564.166159 nChanged 94 SP:Iteration 12Q (30111.580000 sec): 3 clusters Score: Raw -534663.585438 + Penalty 4040.480237 = -530623.105201 nChanged 69 SP:Iteration 13Q (30111.590000 sec): 3 clusters Score: Raw -534706.504661 + Penalty 4040.480237 = -530666.024424 nChanged 66 SP:Iteration 14Q (30111.600000 sec): 3 clusters Score: Raw -534747.905587 + Penalty 4040.480237 = -530707.425350 nChanged 64 SP:Iteration 15Q (30111.620000 sec): 3 clusters Score: Raw -534786.302558 + Penalty 4040.480237 = -530745.822321 nChanged 55 SP:Iteration 16Q (30111.630000 sec): 3 clusters Score: Raw -534819.031019 + Penalty 4040.480237 = -530778.550782 nChanged 45 SP:Iteration 17Q (30111.640000 sec): 3 clusters Score: Raw -534848.382290 + Penalty 4040.480237 = -530807.902053 nChanged 41 SP:Iteration 18Q (30111.660000 sec): 3 clusters Score: Raw -534874.358943 + Penalty 4040.480237 = -530833.878706 nChanged 30 SP:Iteration 19Q (30111.670000 sec): 3 clusters Score: Raw -534888.545563 + Penalty 4040.480237 = -530848.065326 nChanged 18 SP:Iteration 20F (30111.680000 sec): 3 clusters Score: Raw -534900.012765 + Penalty 4040.480237 = -530859.532528 nChanged 20 SP:Iteration 21Q (30111.700000 sec): 3 clusters Score: Raw -534910.328211 + Penalty 4040.480237 = -530869.847974 nChanged 12 SP:Iteration 22Q (30111.710000 sec): 3 clusters Score: Raw -534916.199016 + Penalty 4040.480237 = -530875.718779 nChanged 12 SP:Iteration 23Q (30111.720000 sec): 3 clusters Score: Raw -534921.132181 + Penalty 4040.480237 = -530880.651944 nChanged 10 SP:Iteration 24Q (30111.740000 sec): 3 clusters Score: Raw -534925.428750 + Penalty 4040.480237 = -530884.948513 nChanged 8 SP:Iteration 25Q (30111.750000 sec): 3 clusters Score: Raw -534929.389199 + Penalty 4040.480237 = -530888.908962 nChanged 6 SP:Iteration 26Q (30111.760000 sec): 3 clusters Score: Raw -534932.198253 + Penalty 4040.480237 = -530891.718016 nChanged 9 SP:Iteration 27Q (30111.780000 sec): 3 clusters Score: Raw -534936.491973 + Penalty 4040.480237 = -530896.011736 nChanged 10 SP:Iteration 28Q (30111.790000 sec): 3 clusters Score: Raw -534940.870087 + Penalty 4040.480237 = -530900.389850 nChanged 7 SP:Iteration 29Q (30111.800000 sec): 3 clusters Score: Raw -534945.749158 + Penalty 4040.480237 = -530905.268921 nChanged 6 SP:Iteration 30Q (30111.810000 sec): 3 clusters Score: Raw -534949.757988 + Penalty 4040.480237 = -530909.277751 nChanged 5 SP:Iteration 31Q (30111.830000 sec): 3 clusters Score: Raw -534952.086961 + Penalty 4040.480237 = -530911.606724 nChanged 2 SP:Iteration 32Q (30111.840000 sec): 3 clusters Score: Raw -534953.436637 + Penalty 4040.480237 = -530912.956400 nChanged 2 SP:Iteration 33Q (30111.850000 sec): 3 clusters Score: Raw -534954.339414 + Penalty 4040.480237 = -530913.859177 nChanged 3 SP:Iteration 34Q (30111.860000 sec): 3 clusters Score: Raw -534956.065136 + Penalty 4040.480237 = -530915.584899 nChanged 2 SP:Iteration 35Q (30111.880000 sec): 3 clusters Score: Raw -534956.650015 + Penalty 4040.480237 = -530916.169778 nChanged 2 SP:Iteration 36Q (30111.890000 sec): 3 clusters Score: Raw -534957.524991 + Penalty 4040.480237 = -530917.044754 nChanged 1 SP:Iteration 37Q (30111.900000 sec): 3 clusters Score: Raw -534957.962810 + Penalty 4040.480237 = -530917.482573 nChanged 2 SP:Iteration 38Q (30111.920000 sec): 3 clusters Score: Raw -534959.301365 + Penalty 4040.480237 = -530918.821128 nChanged 0 SP:Iteration 39F (30111.930000 sec): 3 clusters Score: Raw -534959.301365 + Penalty 4040.480237 = -530918.821128 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 45 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30111.940000 sec): 2 clusters Score: Raw -18833.543719 + Penalty 1214.664270 = -17618.879448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30111.940000 sec): 3 clusters Score: Raw -19099.987037 + Penalty 2429.328541 = -16670.658496 nChanged 7 SP:Iteration 1F (30111.940000 sec): 3 clusters Score: Raw -19153.488070 + Penalty 2429.328541 = -16724.159529 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 46 (1612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30111.950000 sec): 2 clusters Score: Raw -241658.817496 + Penalty 1831.537269 = -239827.280227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30111.960000 sec): 3 clusters Score: Raw -241102.067086 + Penalty 3663.074538 = -237438.992548 nChanged 489 SP:Iteration 1F (30111.960000 sec): 3 clusters Score: Raw -241558.914510 + Penalty 3663.074538 = -237895.839972 nChanged 145 SP:Iteration 2F (30111.970000 sec): 3 clusters Score: Raw -241801.372741 + Penalty 3663.074538 = -238138.298203 nChanged 113 SP:Iteration 3F (30111.970000 sec): 3 clusters Score: Raw -242032.677040 + Penalty 3663.074538 = -238369.602503 nChanged 103 SP:Iteration 4F (30111.980000 sec): 3 clusters Score: Raw -242253.692303 + Penalty 3663.074538 = -238590.617765 nChanged 91 SP:Iteration 5F (30111.990000 sec): 3 clusters Score: Raw -242402.987251 + Penalty 3663.074538 = -238739.912713 nChanged 66 SP:Iteration 6Q (30111.990000 sec): 3 clusters Score: Raw -242539.733915 + Penalty 3663.074538 = -238876.659377 nChanged 56 SP:Iteration 7Q (30112.000000 sec): 3 clusters Score: Raw -242670.115818 + Penalty 3663.074538 = -239007.041280 nChanged 54 SP:Iteration 8Q (30112.000000 sec): 3 clusters Score: Raw -242760.525187 + Penalty 3663.074538 = -239097.450649 nChanged 27 SP:Iteration 9Q (30112.010000 sec): 3 clusters Score: Raw -242808.446181 + Penalty 3663.074538 = -239145.371643 nChanged 16 SP:Iteration 10Q (30112.020000 sec): 3 clusters Score: Raw -242836.260011 + Penalty 3663.074538 = -239173.185473 nChanged 18 SP:Iteration 11Q (30112.020000 sec): 3 clusters Score: Raw -242853.870949 + Penalty 3663.074538 = -239190.796411 nChanged 7 SP:Iteration 12Q (30112.020000 sec): 3 clusters Score: Raw -242862.147933 + Penalty 3663.074538 = -239199.073395 nChanged 5 SP:Iteration 13Q (30112.030000 sec): 3 clusters Score: Raw -242870.294982 + Penalty 3663.074538 = -239207.220444 nChanged 4 SP:Iteration 14Q (30112.040000 sec): 3 clusters Score: Raw -242873.856075 + Penalty 3663.074538 = -239210.781537 nChanged 2 SP:Iteration 15Q (30112.040000 sec): 3 clusters Score: Raw -242876.310928 + Penalty 3663.074538 = -239213.236390 nChanged 1 SP:Iteration 16Q (30112.050000 sec): 3 clusters Score: Raw -242876.996229 + Penalty 3663.074538 = -239213.921692 nChanged 0 SP:Iteration 17F (30112.050000 sec): 3 clusters Score: Raw -242876.996229 + Penalty 3663.074538 = -239213.921692 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 47 (542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30112.060000 sec): 2 clusters Score: Raw -81697.939149 + Penalty 1561.225968 = -80136.713181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30112.060000 sec): 3 clusters Score: Raw -81709.087218 + Penalty 3122.451937 = -78586.635281 nChanged 107 SP:Iteration 1F (30112.060000 sec): 3 clusters Score: Raw -81905.104466 + Penalty 3122.451937 = -78782.652529 nChanged 21 SP:Iteration 2Q (30112.070000 sec): 3 clusters Score: Raw -81943.297744 + Penalty 3122.451937 = -78820.845807 nChanged 5 SP:Iteration 3Q (30112.070000 sec): 3 clusters Score: Raw -81953.453200 + Penalty 3122.451937 = -78831.001263 nChanged 5 SP:Iteration 4Q (30112.070000 sec): 3 clusters Score: Raw -81962.403117 + Penalty 3122.451937 = -78839.951181 nChanged 2 SP:Iteration 5Q (30112.070000 sec): 3 clusters Score: Raw -81964.400354 + Penalty 3122.451937 = -78841.948417 nChanged 1 SP:Iteration 6Q (30112.080000 sec): 3 clusters Score: Raw -81969.958451 + Penalty 3122.451937 = -78847.506514 nChanged 2 SP:Iteration 7Q (30112.080000 sec): 3 clusters Score: Raw -81973.838024 + Penalty 3122.451937 = -78851.386088 nChanged 0 SP:Iteration 8F (30112.080000 sec): 3 clusters Score: Raw -81973.838024 + Penalty 3122.451937 = -78851.386088 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 48 (2404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30112.090000 sec): 2 clusters Score: Raw -376061.388192 + Penalty 1930.652545 = -374130.735647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30112.100000 sec): 3 clusters Score: Raw -375125.549760 + Penalty 3861.305091 = -371264.244669 nChanged 763 SP:Iteration 1F (30112.110000 sec): 3 clusters Score: Raw -375719.749331 + Penalty 3861.305091 = -371858.444240 nChanged 219 SP:Iteration 2F (30112.120000 sec): 3 clusters Score: Raw -375970.393182 + Penalty 3861.305091 = -372109.088092 nChanged 154 SP:Iteration 3F (30112.130000 sec): 3 clusters Score: Raw -376228.115605 + Penalty 3861.305091 = -372366.810514 nChanged 130 SP:Iteration 4F (30112.140000 sec): 3 clusters Score: Raw -376463.991265 + Penalty 3861.305091 = -372602.686174 nChanged 126 SP:Iteration 5F (30112.150000 sec): 3 clusters Score: Raw -376619.605672 + Penalty 3861.305091 = -372758.300581 nChanged 104 SP:Iteration 6Q (30112.160000 sec): 3 clusters Score: Raw -376753.608632 + Penalty 3861.305091 = -372892.303541 nChanged 84 SP:Iteration 7Q (30112.170000 sec): 3 clusters Score: Raw -376870.669718 + Penalty 3861.305091 = -373009.364627 nChanged 86 SP:Iteration 8Q (30112.180000 sec): 3 clusters Score: Raw -377005.306909 + Penalty 3861.305091 = -373144.001818 nChanged 91 SP:Iteration 9Q (30112.180000 sec): 3 clusters Score: Raw -377136.397815 + Penalty 3861.305091 = -373275.092724 nChanged 71 SP:Iteration 10Q (30112.200000 sec): 3 clusters Score: Raw -377249.294730 + Penalty 3861.305091 = -373387.989640 nChanged 53 SP:Iteration 11Q (30112.200000 sec): 3 clusters Score: Raw -377338.943703 + Penalty 3861.305091 = -373477.638612 nChanged 49 SP:Iteration 12Q (30112.210000 sec): 3 clusters Score: Raw -377408.806693 + Penalty 3861.305091 = -373547.501603 nChanged 49 SP:Iteration 13Q (30112.220000 sec): 3 clusters Score: Raw -377474.577329 + Penalty 3861.305091 = -373613.272238 nChanged 49 SP:Iteration 14Q (30112.220000 sec): 3 clusters Score: Raw -377534.122615 + Penalty 3861.305091 = -373672.817524 nChanged 27 SP:Iteration 15Q (30112.230000 sec): 3 clusters Score: Raw -377559.250934 + Penalty 3861.305091 = -373697.945843 nChanged 20 SP:Iteration 16Q (30112.240000 sec): 3 clusters Score: Raw -377581.699221 + Penalty 3861.305091 = -373720.394130 nChanged 18 SP:Iteration 17Q (30112.250000 sec): 3 clusters Score: Raw -377599.766758 + Penalty 3861.305091 = -373738.461668 nChanged 15 SP:Iteration 18Q (30112.260000 sec): 3 clusters Score: Raw -377615.026914 + Penalty 3861.305091 = -373753.721824 nChanged 14 SP:Iteration 19Q (30112.260000 sec): 3 clusters Score: Raw -377632.525372 + Penalty 3861.305091 = -373771.220281 nChanged 18 SP:Iteration 20F (30112.270000 sec): 3 clusters Score: Raw -377653.549365 + Penalty 3861.305091 = -373792.244274 nChanged 20 SP:Iteration 21Q (30112.280000 sec): 3 clusters Score: Raw -377679.088360 + Penalty 3861.305091 = -373817.783269 nChanged 18 SP:Iteration 22Q (30112.290000 sec): 3 clusters Score: Raw -377700.698185 + Penalty 3861.305091 = -373839.393094 nChanged 19 SP:Iteration 23Q (30112.300000 sec): 3 clusters Score: Raw -377723.757994 + Penalty 3861.305091 = -373862.452903 nChanged 23 SP:Iteration 24Q (30112.300000 sec): 3 clusters Score: Raw -377753.998072 + Penalty 3861.305091 = -373892.692981 nChanged 22 SP:Iteration 25Q (30112.310000 sec): 3 clusters Score: Raw -377784.664329 + Penalty 3861.305091 = -373923.359238 nChanged 19 SP:Iteration 26Q (30112.320000 sec): 3 clusters Score: Raw -377825.750473 + Penalty 3861.305091 = -373964.445382 nChanged 29 SP:Iteration 27Q (30112.320000 sec): 3 clusters Score: Raw -377895.886942 + Penalty 3861.305091 = -374034.581851 nChanged 27 SP:Iteration 28Q (30112.330000 sec): 3 clusters Score: Raw -377968.483684 + Penalty 3861.305091 = -374107.178594 nChanged 33 SP:Iteration 29Q (30112.340000 sec): 3 clusters Score: Raw -378045.882855 + Penalty 3861.305091 = -374184.577764 nChanged 23 SP:Iteration 30Q (30112.350000 sec): 3 clusters Score: Raw -378095.021247 + Penalty 3861.305091 = -374233.716156 nChanged 23 SP:Iteration 31Q (30112.350000 sec): 3 clusters Score: Raw -378138.990036 + Penalty 3861.305091 = -374277.684945 nChanged 10 SP:Iteration 32Q (30112.360000 sec): 3 clusters Score: Raw -378154.768832 + Penalty 3861.305091 = -374293.463741 nChanged 7 SP:Iteration 33Q (30112.370000 sec): 3 clusters Score: Raw -378162.924698 + Penalty 3861.305091 = -374301.619607 nChanged 1 SP:Iteration 34Q (30112.370000 sec): 3 clusters Score: Raw -378163.660895 + Penalty 3861.305091 = -374302.355805 nChanged 0 SP:Iteration 35F (30112.380000 sec): 3 clusters Score: Raw -378163.660895 + Penalty 3861.305091 = -374302.355805 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 60. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 49 (471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30112.400000 sec): 2 clusters Score: Raw -69900.279090 + Penalty 1526.404807 = -68373.874283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30112.400000 sec): 3 clusters Score: Raw -69994.999059 + Penalty 3052.809615 = -66942.189444 nChanged 85 SP:Iteration 1F (30112.400000 sec): 3 clusters Score: Raw -70204.480973 + Penalty 3052.809615 = -67151.671359 nChanged 20 SP:Iteration 2Q (30112.400000 sec): 3 clusters Score: Raw -70275.828065 + Penalty 3052.809615 = -67223.018450 nChanged 15 SP:Iteration 3Q (30112.400000 sec): 3 clusters Score: Raw -70327.543263 + Penalty 3052.809615 = -67274.733648 nChanged 6 SP:Iteration 4Q (30112.400000 sec): 3 clusters Score: Raw -70341.760820 + Penalty 3052.809615 = -67288.951205 nChanged 3 SP:Iteration 5Q (30112.400000 sec): 3 clusters Score: Raw -70351.603673 + Penalty 3052.809615 = -67298.794058 nChanged 4 SP:Iteration 6Q (30112.410000 sec): 3 clusters Score: Raw -70368.165643 + Penalty 3052.809615 = -67315.356029 nChanged 5 SP:Iteration 7Q (30112.410000 sec): 3 clusters Score: Raw -70379.749640 + Penalty 3052.809615 = -67326.940025 nChanged 3 SP:Iteration 8Q (30112.410000 sec): 3 clusters Score: Raw -70388.976706 + Penalty 3052.809615 = -67336.167092 nChanged 1 SP:Iteration 9Q (30112.410000 sec): 3 clusters Score: Raw -70391.024587 + Penalty 3052.809615 = -67338.214972 nChanged 0 SP:Iteration 10F (30112.420000 sec): 3 clusters Score: Raw -70391.024587 + Penalty 3052.809615 = -67338.214972 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 50 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30112.420000 sec): 2 clusters Score: Raw -18708.515069 + Penalty 1294.648245 = -17413.866824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30112.420000 sec): 3 clusters Score: Raw -18998.719498 + Penalty 2589.296489 = -16409.423009 nChanged 25 SP:Iteration 1F (30112.420000 sec): 3 clusters Score: Raw -19144.211210 + Penalty 2589.296489 = -16554.914721 nChanged 7 SP:Iteration 2Q (30112.420000 sec): 3 clusters Score: Raw -19189.661896 + Penalty 2589.296489 = -16600.365407 nChanged 2 SP:Iteration 3Q (30112.420000 sec): 3 clusters Score: Raw -19231.436081 + Penalty 2589.296489 = -16642.139592 nChanged 2 SP:Iteration 4Q (30112.420000 sec): 3 clusters Score: Raw -19253.016983 + Penalty 2589.296489 = -16663.720494 nChanged 1 SP:Iteration 5Q (30112.420000 sec): 3 clusters Score: Raw -19254.929441 + Penalty 2589.296489 = -16665.632952 nChanged 0 SP:Iteration 6F (30112.420000 sec): 3 clusters Score: Raw -19254.929441 + Penalty 2589.296489 = -16665.632952 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 51 (4248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30112.440000 sec): 2 clusters Score: Raw -663849.928071 + Penalty 2071.842484 = -661778.085588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30112.460000 sec): 3 clusters Score: Raw -661829.267267 + Penalty 4143.684967 = -657685.582300 nChanged 1606 SP:Iteration 1F (30112.480000 sec): 3 clusters Score: Raw -662793.555865 + Penalty 4143.684967 = -658649.870898 nChanged 320 SP:Iteration 2F (30112.500000 sec): 3 clusters Score: Raw -663019.792523 + Penalty 4143.684967 = -658876.107555 nChanged 238 SP:Iteration 3F (30112.510000 sec): 3 clusters Score: Raw -663208.312410 + Penalty 4143.684967 = -659064.627443 nChanged 204 SP:Iteration 4Q (30112.530000 sec): 3 clusters Score: Raw -663398.207449 + Penalty 4143.684967 = -659254.522481 nChanged 212 SP:Iteration 5Q (30112.540000 sec): 3 clusters Score: Raw -663575.522170 + Penalty 4143.684967 = -659431.837203 nChanged 209 SP:Iteration 6Q (30112.560000 sec): 3 clusters Score: Raw -663738.781905 + Penalty 4143.684967 = -659595.096937 nChanged 216 SP:Iteration 7F (30112.580000 sec): 3 clusters Score: Raw -663929.144093 + Penalty 4143.684967 = -659785.459126 nChanged 204 SP:Iteration 8Q (30112.600000 sec): 3 clusters Score: Raw -664110.134450 + Penalty 4143.684967 = -659966.449483 nChanged 184 SP:Iteration 9Q (30112.610000 sec): 3 clusters Score: Raw -664257.366578 + Penalty 4143.684967 = -660113.681611 nChanged 162 SP:Iteration 10Q (30112.630000 sec): 3 clusters Score: Raw -664395.011038 + Penalty 4143.684967 = -660251.326070 nChanged 146 SP:Iteration 11Q (30112.640000 sec): 3 clusters Score: Raw -664524.700893 + Penalty 4143.684967 = -660381.015926 nChanged 114 SP:Iteration 12Q (30112.660000 sec): 3 clusters Score: Raw -664616.917264 + Penalty 4143.684967 = -660473.232297 nChanged 92 SP:Iteration 13Q (30112.680000 sec): 3 clusters Score: Raw -664686.512196 + Penalty 4143.684967 = -660542.827228 nChanged 68 SP:Iteration 14Q (30112.700000 sec): 3 clusters Score: Raw -664739.687605 + Penalty 4143.684967 = -660596.002637 nChanged 58 SP:Iteration 15Q (30112.710000 sec): 3 clusters Score: Raw -664772.917617 + Penalty 4143.684967 = -660629.232650 nChanged 49 SP:Iteration 16Q (30112.730000 sec): 3 clusters Score: Raw -664799.041867 + Penalty 4143.684967 = -660655.356900 nChanged 30 SP:Iteration 17Q (30112.740000 sec): 3 clusters Score: Raw -664815.042611 + Penalty 4143.684967 = -660671.357643 nChanged 33 SP:Iteration 18Q (30112.760000 sec): 3 clusters Score: Raw -664830.333852 + Penalty 4143.684967 = -660686.648885 nChanged 28 SP:Iteration 19Q (30112.780000 sec): 3 clusters Score: Raw -664844.105040 + Penalty 4143.684967 = -660700.420073 nChanged 21 SP:Iteration 20F (30112.790000 sec): 3 clusters Score: Raw -664851.691591 + Penalty 4143.684967 = -660708.006624 nChanged 12 SP:Iteration 21Q (30112.810000 sec): 3 clusters Score: Raw -664856.324895 + Penalty 4143.684967 = -660712.639928 nChanged 7 SP:Iteration 22Q (30112.820000 sec): 3 clusters Score: Raw -664859.392803 + Penalty 4143.684967 = -660715.707836 nChanged 6 SP:Iteration 23Q (30112.840000 sec): 3 clusters Score: Raw -664863.494488 + Penalty 4143.684967 = -660719.809521 nChanged 5 SP:Iteration 24Q (30112.860000 sec): 3 clusters Score: Raw -664865.399278 + Penalty 4143.684967 = -660721.714311 nChanged 6 SP:Iteration 25Q (30112.870000 sec): 3 clusters Score: Raw -664867.335297 + Penalty 4143.684967 = -660723.650330 nChanged 6 SP:Iteration 26Q (30112.890000 sec): 3 clusters Score: Raw -664870.129241 + Penalty 4143.684967 = -660726.444274 nChanged 6 SP:Iteration 27Q (30112.910000 sec): 3 clusters Score: Raw -664874.333616 + Penalty 4143.684967 = -660730.648649 nChanged 8 SP:Iteration 28Q (30112.920000 sec): 3 clusters Score: Raw -664878.446656 + Penalty 4143.684967 = -660734.761689 nChanged 9 SP:Iteration 29Q (30112.940000 sec): 3 clusters Score: Raw -664881.859180 + Penalty 4143.684967 = -660738.174213 nChanged 8 SP:Iteration 30Q (30112.960000 sec): 3 clusters Score: Raw -664884.711400 + Penalty 4143.684967 = -660741.026433 nChanged 1 SP:Iteration 31Q (30112.970000 sec): 3 clusters Score: Raw -664884.950596 + Penalty 4143.684967 = -660741.265628 nChanged 0 SP:Iteration 32F (30112.990000 sec): 3 clusters Score: Raw -664884.950596 + Penalty 4143.684967 = -660741.265628 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 52 (376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30113.000000 sec): 2 clusters Score: Raw -56363.073563 + Penalty 1470.538108 = -54892.535456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30113.000000 sec): 3 clusters Score: Raw -56433.113327 + Penalty 2941.076215 = -53492.037112 nChanged 58 SP:Iteration 1F (30113.000000 sec): 3 clusters Score: Raw -56562.739077 + Penalty 2941.076215 = -53621.662862 nChanged 11 SP:Iteration 2Q (30113.000000 sec): 3 clusters Score: Raw -56699.270804 + Penalty 2941.076215 = -53758.194589 nChanged 13 SP:Iteration 3Q (30113.000000 sec): 3 clusters Score: Raw -56790.303493 + Penalty 2941.076215 = -53849.227278 nChanged 8 SP:Iteration 4Q (30113.000000 sec): 3 clusters Score: Raw -56815.462048 + Penalty 2941.076215 = -53874.385833 nChanged 6 SP:Iteration 5Q (30113.000000 sec): 3 clusters Score: Raw -56828.697050 + Penalty 2941.076215 = -53887.620835 nChanged 6 SP:Iteration 6Q (30113.000000 sec): 3 clusters Score: Raw -56853.924675 + Penalty 2941.076215 = -53912.848460 nChanged 6 SP:Iteration 7Q (30113.010000 sec): 3 clusters Score: Raw -56868.257478 + Penalty 2941.076215 = -53927.181263 nChanged 4 SP:Iteration 8Q (30113.010000 sec): 3 clusters Score: Raw -56878.565147 + Penalty 2941.076215 = -53937.488932 nChanged 3 SP:Iteration 9Q (30113.010000 sec): 3 clusters Score: Raw -56892.303604 + Penalty 2941.076215 = -53951.227389 nChanged 2 SP:Iteration 10Q (30113.010000 sec): 3 clusters Score: Raw -56905.154023 + Penalty 2941.076215 = -53964.077808 nChanged 3 SP:Iteration 11Q (30113.010000 sec): 3 clusters Score: Raw -56917.836741 + Penalty 2941.076215 = -53976.760525 nChanged 3 SP:Iteration 12Q (30113.020000 sec): 3 clusters Score: Raw -56942.659268 + Penalty 2941.076215 = -54001.583053 nChanged 3 SP:Iteration 13Q (30113.020000 sec): 3 clusters Score: Raw -56953.264749 + Penalty 2941.076215 = -54012.188534 nChanged 3 SP:Iteration 14Q (30113.020000 sec): 3 clusters Score: Raw -56967.885837 + Penalty 2941.076215 = -54026.809622 nChanged 1 SP:Iteration 15Q (30113.020000 sec): 3 clusters Score: Raw -56972.743081 + Penalty 2941.076215 = -54031.666866 nChanged 1 SP:Iteration 16Q (30113.020000 sec): 3 clusters Score: Raw -56975.650727 + Penalty 2941.076215 = -54034.574512 nChanged 0 SP:Iteration 17F (30113.020000 sec): 3 clusters Score: Raw -56975.949713 + Penalty 2941.076215 = -54034.873498 nChanged 1 SP:Iteration 18Q (30113.020000 sec): 3 clusters Score: Raw -56979.593660 + Penalty 2941.076215 = -54038.517445 nChanged 1 SP:Iteration 19Q (30113.020000 sec): 3 clusters Score: Raw -56981.512029 + Penalty 2941.076215 = -54040.435814 nChanged 0 SP:Iteration 20F (30113.020000 sec): 3 clusters Score: Raw -56981.512029 + Penalty 2941.076215 = -54040.435814 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 53 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30113.030000 sec): 2 clusters Score: Raw -31163.126551 + Penalty 1346.477716 = -29816.648835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30113.030000 sec): 3 clusters Score: Raw -31722.685524 + Penalty 2692.955432 = -29029.730092 nChanged 32 SP:Iteration 1F (30113.030000 sec): 3 clusters Score: Raw -31875.298527 + Penalty 2692.955432 = -29182.343095 nChanged 6 SP:Iteration 2Q (30113.030000 sec): 3 clusters Score: Raw -31904.245898 + Penalty 2692.955432 = -29211.290466 nChanged 6 SP:Iteration 3Q (30113.040000 sec): 3 clusters Score: Raw -31930.829652 + Penalty 2692.955432 = -29237.874220 nChanged 2 SP:Iteration 4Q (30113.040000 sec): 3 clusters Score: Raw -31941.172510 + Penalty 2692.955432 = -29248.217078 nChanged 4 SP:Iteration 5Q (30113.040000 sec): 3 clusters Score: Raw -31973.658113 + Penalty 2692.955432 = -29280.702681 nChanged 3 SP:Iteration 6Q (30113.040000 sec): 3 clusters Score: Raw -31984.819152 + Penalty 2692.955432 = -29291.863720 nChanged 0 SP:Iteration 7F (30113.040000 sec): 3 clusters Score: Raw -31984.819152 + Penalty 2692.955432 = -29291.863720 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 54 (561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30113.040000 sec): 2 clusters Score: Raw -84576.980309 + Penalty 1569.770785 = -83007.209524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30113.040000 sec): 3 clusters Score: Raw -84615.306558 + Penalty 3139.541569 = -81475.764989 nChanged 84 SP:Iteration 1F (30113.050000 sec): 3 clusters Score: Raw -84748.437029 + Penalty 3139.541569 = -81608.895460 nChanged 29 SP:Iteration 2F (30113.050000 sec): 3 clusters Score: Raw -84818.816066 + Penalty 3139.541569 = -81679.274497 nChanged 13 SP:Iteration 3Q (30113.050000 sec): 3 clusters Score: Raw -84860.471142 + Penalty 3139.541569 = -81720.929573 nChanged 5 SP:Iteration 4Q (30113.060000 sec): 3 clusters Score: Raw -84919.463865 + Penalty 3139.541569 = -81779.922295 nChanged 11 SP:Iteration 5Q (30113.060000 sec): 3 clusters Score: Raw -84989.747702 + Penalty 3139.541569 = -81850.206133 nChanged 12 SP:Iteration 6Q (30113.060000 sec): 3 clusters Score: Raw -85047.643936 + Penalty 3139.541569 = -81908.102367 nChanged 14 SP:Iteration 7Q (30113.060000 sec): 3 clusters Score: Raw -85076.743026 + Penalty 3139.541569 = -81937.201457 nChanged 10 SP:Iteration 8Q (30113.060000 sec): 3 clusters Score: Raw -85094.226530 + Penalty 3139.541569 = -81954.684960 nChanged 11 SP:Iteration 9Q (30113.060000 sec): 3 clusters Score: Raw -85107.985298 + Penalty 3139.541569 = -81968.443729 nChanged 6 SP:Iteration 10Q (30113.070000 sec): 3 clusters Score: Raw -85118.750421 + Penalty 3139.541569 = -81979.208852 nChanged 6 SP:Iteration 11Q (30113.070000 sec): 3 clusters Score: Raw -85156.929721 + Penalty 3139.541569 = -82017.388151 nChanged 9 SP:Iteration 12Q (30113.070000 sec): 3 clusters Score: Raw -85190.919271 + Penalty 3139.541569 = -82051.377702 nChanged 2 SP:Iteration 13Q (30113.080000 sec): 3 clusters Score: Raw -85193.707446 + Penalty 3139.541569 = -82054.165877 nChanged 2 SP:Iteration 14Q (30113.080000 sec): 3 clusters Score: Raw -85195.922525 + Penalty 3139.541569 = -82056.380956 nChanged 1 SP:Iteration 15Q (30113.080000 sec): 3 clusters Score: Raw -85196.671214 + Penalty 3139.541569 = -82057.129645 nChanged 0 SP:Iteration 16F (30113.080000 sec): 3 clusters Score: Raw -85196.671214 + Penalty 3139.541569 = -82057.129645 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 55 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30113.080000 sec): 2 clusters Score: Raw -16319.729328 + Penalty 1174.577215 = -15145.152113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30113.080000 sec): 3 clusters Score: Raw -16596.703018 + Penalty 2349.154430 = -14247.548588 nChanged 3 SP:Iteration 1Q (30113.090000 sec): 3 clusters Score: Raw -16617.886292 + Penalty 2349.154430 = -14268.731861 nChanged 0 SP:Iteration 2F (30113.090000 sec): 3 clusters Score: Raw -16617.886292 + Penalty 2349.154430 = -14268.731861 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 56 (4959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30113.110000 sec): 2 clusters Score: Raw -788533.986349 + Penalty 2110.221928 = -786423.764421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30113.130000 sec): 3 clusters Score: Raw -786172.403406 + Penalty 4220.443856 = -781951.959550 nChanged 1850 SP:Iteration 1F (30113.150000 sec): 3 clusters Score: Raw -787225.035218 + Penalty 4220.443856 = -783004.591362 nChanged 364 SP:Iteration 2F (30113.170000 sec): 3 clusters Score: Raw -787444.990599 + Penalty 4220.443856 = -783224.546743 nChanged 266 SP:Iteration 3F (30113.190000 sec): 3 clusters Score: Raw -787589.904266 + Penalty 4220.443856 = -783369.460410 nChanged 195 SP:Iteration 4Q (30113.210000 sec): 3 clusters Score: Raw -787691.640738 + Penalty 4220.443856 = -783471.196882 nChanged 163 SP:Iteration 5Q (30113.230000 sec): 3 clusters Score: Raw -787789.373830 + Penalty 4220.443856 = -783568.929974 nChanged 152 SP:Iteration 6Q (30113.250000 sec): 3 clusters Score: Raw -787871.015587 + Penalty 4220.443856 = -783650.571731 nChanged 144 SP:Iteration 7Q (30113.260000 sec): 3 clusters Score: Raw -787946.776252 + Penalty 4220.443856 = -783726.332396 nChanged 143 SP:Iteration 8Q (30113.280000 sec): 3 clusters Score: Raw -788027.350942 + Penalty 4220.443856 = -783806.907086 nChanged 147 SP:Iteration 9Q (30113.300000 sec): 3 clusters Score: Raw -788097.197987 + Penalty 4220.443856 = -783876.754131 nChanged 128 SP:Iteration 10Q (30113.320000 sec): 3 clusters Score: Raw -788168.380412 + Penalty 4220.443856 = -783947.936556 nChanged 131 SP:Iteration 11Q (30113.340000 sec): 3 clusters Score: Raw -788246.884498 + Penalty 4220.443856 = -784026.440642 nChanged 129 SP:Iteration 12Q (30113.360000 sec): 3 clusters Score: Raw -788326.105338 + Penalty 4220.443856 = -784105.661482 nChanged 146 SP:Iteration 13Q (30113.380000 sec): 3 clusters Score: Raw -788420.051379 + Penalty 4220.443856 = -784199.607524 nChanged 139 SP:Iteration 14Q (30113.400000 sec): 3 clusters Score: Raw -788520.635851 + Penalty 4220.443856 = -784300.191996 nChanged 130 SP:Iteration 15Q (30113.420000 sec): 3 clusters Score: Raw -788608.000254 + Penalty 4220.443856 = -784387.556398 nChanged 105 SP:Iteration 16Q (30113.440000 sec): 3 clusters Score: Raw -788678.544536 + Penalty 4220.443856 = -784458.100680 nChanged 80 SP:Iteration 17Q (30113.460000 sec): 3 clusters Score: Raw -788728.708702 + Penalty 4220.443856 = -784508.264846 nChanged 55 SP:Iteration 18Q (30113.480000 sec): 3 clusters Score: Raw -788762.613173 + Penalty 4220.443856 = -784542.169317 nChanged 40 SP:Iteration 19Q (30113.500000 sec): 3 clusters Score: Raw -788786.663155 + Penalty 4220.443856 = -784566.219299 nChanged 27 SP:Iteration 20F (30113.520000 sec): 3 clusters Score: Raw -788800.164882 + Penalty 4220.443856 = -784579.721026 nChanged 19 SP:Iteration 21Q (30113.540000 sec): 3 clusters Score: Raw -788809.321723 + Penalty 4220.443856 = -784588.877867 nChanged 17 SP:Iteration 22Q (30113.560000 sec): 3 clusters Score: Raw -788817.619922 + Penalty 4220.443856 = -784597.176067 nChanged 14 SP:Iteration 23Q (30113.570000 sec): 3 clusters Score: Raw -788823.180775 + Penalty 4220.443856 = -784602.736920 nChanged 7 SP:Iteration 24Q (30113.590000 sec): 3 clusters Score: Raw -788826.616662 + Penalty 4220.443856 = -784606.172806 nChanged 6 SP:Iteration 25Q (30113.610000 sec): 3 clusters Score: Raw -788829.855126 + Penalty 4220.443856 = -784609.411270 nChanged 6 SP:Iteration 26Q (30113.630000 sec): 3 clusters Score: Raw -788833.371717 + Penalty 4220.443856 = -784612.927861 nChanged 4 SP:Iteration 27Q (30113.650000 sec): 3 clusters Score: Raw -788835.704926 + Penalty 4220.443856 = -784615.261071 nChanged 8 SP:Iteration 28Q (30113.670000 sec): 3 clusters Score: Raw -788840.728926 + Penalty 4220.443856 = -784620.285071 nChanged 7 SP:Iteration 29Q (30113.690000 sec): 3 clusters Score: Raw -788844.477301 + Penalty 4220.443856 = -784624.033445 nChanged 5 SP:Iteration 30Q (30113.710000 sec): 3 clusters Score: Raw -788847.694036 + Penalty 4220.443856 = -784627.250181 nChanged 6 SP:Iteration 31Q (30113.730000 sec): 3 clusters Score: Raw -788850.952620 + Penalty 4220.443856 = -784630.508764 nChanged 6 SP:Iteration 32Q (30113.740000 sec): 3 clusters Score: Raw -788853.308806 + Penalty 4220.443856 = -784632.864950 nChanged 4 SP:Iteration 33Q (30113.760000 sec): 3 clusters Score: Raw -788854.702257 + Penalty 4220.443856 = -784634.258401 nChanged 2 SP:Iteration 34Q (30113.780000 sec): 3 clusters Score: Raw -788855.550646 + Penalty 4220.443856 = -784635.106790 nChanged 2 SP:Iteration 35Q (30113.810000 sec): 3 clusters Score: Raw -788856.280068 + Penalty 4220.443856 = -784635.836213 nChanged 0 SP:Iteration 36F (30113.830000 sec): 3 clusters Score: Raw -788856.280068 + Penalty 4220.443856 = -784635.836213 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 57 (402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30113.840000 sec): 2 clusters Score: Raw -60183.096069 + Penalty 1487.120118 = -58695.975951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30113.840000 sec): 3 clusters Score: Raw -60270.647038 + Penalty 2974.240236 = -57296.406802 nChanged 58 SP:Iteration 1F (30113.840000 sec): 3 clusters Score: Raw -60436.324649 + Penalty 2974.240236 = -57462.084413 nChanged 10 SP:Iteration 2Q (30113.840000 sec): 3 clusters Score: Raw -60521.039857 + Penalty 2974.240236 = -57546.799621 nChanged 13 SP:Iteration 3Q (30113.840000 sec): 3 clusters Score: Raw -60638.320622 + Penalty 2974.240236 = -57664.080386 nChanged 8 SP:Iteration 4Q (30113.840000 sec): 3 clusters Score: Raw -60703.371997 + Penalty 2974.240236 = -57729.131761 nChanged 8 SP:Iteration 5Q (30113.850000 sec): 3 clusters Score: Raw -60806.585289 + Penalty 2974.240236 = -57832.345053 nChanged 8 SP:Iteration 6Q (30113.850000 sec): 3 clusters Score: Raw -60843.940548 + Penalty 2974.240236 = -57869.700312 nChanged 9 SP:Iteration 7Q (30113.850000 sec): 3 clusters Score: Raw -60888.764446 + Penalty 2974.240236 = -57914.524210 nChanged 9 SP:Iteration 8Q (30113.850000 sec): 3 clusters Score: Raw -61083.806304 + Penalty 2974.240236 = -58109.566068 nChanged 11 SP:Iteration 9Q (30113.850000 sec): 3 clusters Score: Raw -61279.640824 + Penalty 2974.240236 = -58305.400588 nChanged 27 SP:Iteration 10F (30113.860000 sec): 3 clusters Score: Raw -61393.093957 + Penalty 2974.240236 = -58418.853721 nChanged 20 SP:Iteration 11Q (30113.860000 sec): 3 clusters Score: Raw -61478.065704 + Penalty 2974.240236 = -58503.825468 nChanged 13 SP:Iteration 12Q (30113.860000 sec): 3 clusters Score: Raw -61536.448745 + Penalty 2974.240236 = -58562.208509 nChanged 6 SP:Iteration 13Q (30113.860000 sec): 3 clusters Score: Raw -61553.464905 + Penalty 2974.240236 = -58579.224669 nChanged 2 SP:Iteration 14Q (30113.860000 sec): 3 clusters Score: Raw -61565.694530 + Penalty 2974.240236 = -58591.454294 nChanged 4 SP:Iteration 15Q (30113.860000 sec): 3 clusters Score: Raw -61603.872446 + Penalty 2974.240236 = -58629.632210 nChanged 3 SP:Iteration 16Q (30113.860000 sec): 3 clusters Score: Raw -61634.098394 + Penalty 2974.240236 = -58659.858158 nChanged 1 SP:Iteration 17Q (30113.860000 sec): 3 clusters Score: Raw -61652.968809 + Penalty 2974.240236 = -58678.728573 nChanged 3 SP:Iteration 18Q (30113.860000 sec): 3 clusters Score: Raw -61668.946166 + Penalty 2974.240236 = -58694.705930 nChanged 0 SP:Iteration 19F (30113.870000 sec): 3 clusters Score: Raw -61668.946166 + Penalty 2974.240236 = -58694.705930 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 58 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30113.870000 sec): 2 clusters Score: Raw -38975.350638 + Penalty 1377.133977 = -37598.216661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30113.870000 sec): 3 clusters Score: Raw -39119.870473 + Penalty 2754.267954 = -36365.602519 nChanged 20 SP:Iteration 1F (30113.880000 sec): 3 clusters Score: Raw -39195.818512 + Penalty 2754.267954 = -36441.550558 nChanged 4 SP:Iteration 2Q (30113.880000 sec): 3 clusters Score: Raw -39217.721372 + Penalty 2754.267954 = -36463.453418 nChanged 1 SP:Iteration 3Q (30113.880000 sec): 3 clusters Score: Raw -39225.215787 + Penalty 2754.267954 = -36470.947833 nChanged 0 SP:Iteration 4F (30113.880000 sec): 3 clusters Score: Raw -39225.215787 + Penalty 2754.267954 = -36470.947833 nChanged 0 Iteration 179Q (30132.680000 sec): 61 clusters Score: Raw -205019729.727252 + Penalty 209511.248979 = -204810218.478273 nChanged 293 Iteration 180F (30243.620000 sec): 61 clusters Score: Raw -205027663.452897 + Penalty 209511.248979 = -204818152.203918 nChanged 588 Iteration 181Q (30262.600000 sec): 61 clusters Score: Raw -205032843.250583 + Penalty 209511.248979 = -204823332.001605 nChanged 301 Iteration 182Q (30281.540000 sec): 61 clusters Score: Raw -205033072.654947 + Penalty 209511.248979 = -204823561.405968 nChanged 232 Iteration 183Q (30300.460000 sec): 61 clusters Score: Raw -205033141.801547 + Penalty 209511.248979 = -204823630.552569 nChanged 195 Iteration 184Q (30319.380000 sec): 61 clusters Score: Raw -205033171.339466 + Penalty 209511.248979 = -204823660.090487 nChanged 153 Iteration 185Q (30338.310000 sec): 61 clusters Score: Raw -205033187.374202 + Penalty 209511.248979 = -204823676.125223 nChanged 134 Iteration 186Q (30357.240000 sec): 61 clusters Score: Raw -205033200.667924 + Penalty 209511.248979 = -204823689.418945 nChanged 116 Iteration 187Q (30376.170000 sec): 61 clusters Score: Raw -205033210.713017 + Penalty 209511.248979 = -204823699.464039 nChanged 103 Iteration 188Q (30395.100000 sec): 61 clusters Score: Raw -205033222.197504 + Penalty 209511.248979 = -204823710.948526 nChanged 102 Iteration 189Q (30414.030000 sec): 61 clusters Score: Raw -205033236.792992 + Penalty 209511.248979 = -204823725.544013 nChanged 106 Iteration 190Q (30432.950000 sec): 61 clusters Score: Raw -205033252.064495 + Penalty 209511.248979 = -204823740.815516 nChanged 90 Iteration 191Q (30451.870000 sec): 61 clusters Score: Raw -205033263.173038 + Penalty 209511.248979 = -204823751.924060 nChanged 101 Iteration 192Q (30470.780000 sec): 61 clusters Score: Raw -205033275.032091 + Penalty 209511.248979 = -204823763.783113 nChanged 89 Iteration 193Q (30489.750000 sec): 61 clusters Score: Raw -205033284.672117 + Penalty 209511.248979 = -204823773.423138 nChanged 85 Iteration 194Q (30508.700000 sec): 61 clusters Score: Raw -205033291.942902 + Penalty 209511.248979 = -204823780.693923 nChanged 80 Iteration 195Q (30527.650000 sec): 61 clusters Score: Raw -205033301.045511 + Penalty 209511.248979 = -204823789.796532 nChanged 106 Iteration 196Q (30546.580000 sec): 61 clusters Score: Raw -205033311.521580 + Penalty 209511.248979 = -204823800.272601 nChanged 98 Iteration 197Q (30565.540000 sec): 61 clusters Score: Raw -205033324.609571 + Penalty 209511.248979 = -204823813.360592 nChanged 94 Iteration 198Q (30584.480000 sec): 61 clusters Score: Raw -205033339.737147 + Penalty 209511.248979 = -204823828.488169 nChanged 119 Iteration 199Q (30603.450000 sec): 61 clusters Score: Raw -205033354.054197 + Penalty 209511.248979 = -204823842.805218 nChanged 112 Iteration 200F (30714.730000 sec): 61 clusters Score: Raw -205034618.141812 + Penalty 209511.248979 = -204825106.892834 nChanged 149 Iteration 201Q (30733.720000 sec): 61 clusters Score: Raw -205035648.473950 + Penalty 209511.248979 = -204826137.224971 nChanged 118 Iteration 202Q (30752.720000 sec): 61 clusters Score: Raw -205035828.588855 + Penalty 209511.248979 = -204826317.339876 nChanged 103 Iteration 203Q (30771.670000 sec): 61 clusters Score: Raw -205035889.053602 + Penalty 209511.248979 = -204826377.804623 nChanged 75 Iteration 204Q (30790.570000 sec): 61 clusters Score: Raw -205035908.592213 + Penalty 209511.248979 = -204826397.343234 nChanged 67 Iteration 205Q (30809.460000 sec): 61 clusters Score: Raw -205035920.722573 + Penalty 209511.248979 = -204826409.473594 nChanged 71 Iteration 206Q (30828.350000 sec): 61 clusters Score: Raw -205035928.562401 + Penalty 209511.248979 = -204826417.313422 nChanged 75 Iteration 207Q (30847.250000 sec): 61 clusters Score: Raw -205035937.223450 + Penalty 209511.248979 = -204826425.974471 nChanged 72 Iteration 208Q (30866.180000 sec): 61 clusters Score: Raw -205035943.035930 + Penalty 209511.248979 = -204826431.786951 nChanged 53 Iteration 209Q (30885.100000 sec): 61 clusters Score: Raw -205035947.606449 + Penalty 209511.248979 = -204826436.357470 nChanged 60 Iteration 210Q (30904.010000 sec): 61 clusters Score: Raw -205035952.147243 + Penalty 209511.248979 = -204826440.898265 nChanged 48 Iteration 211Q (30922.930000 sec): 61 clusters Score: Raw -205035955.054131 + Penalty 209511.248979 = -204826443.805153 nChanged 46 Iteration 212Q (30941.840000 sec): 61 clusters Score: Raw -205035960.232409 + Penalty 209511.248979 = -204826448.983431 nChanged 43 Iteration 213Q (30960.750000 sec): 61 clusters Score: Raw -205035964.005373 + Penalty 209511.248979 = -204826452.756395 nChanged 40 Iteration 214Q (30979.660000 sec): 61 clusters Score: Raw -205035966.514931 + Penalty 209511.248979 = -204826455.265953 nChanged 27 Iteration 215Q (30998.560000 sec): 61 clusters Score: Raw -205035968.278318 + Penalty 209511.248979 = -204826457.029340 nChanged 28 Iteration 216Q (31017.460000 sec): 61 clusters Score: Raw -205035970.191802 + Penalty 209511.248979 = -204826458.942823 nChanged 24 Iteration 217Q (31036.370000 sec): 61 clusters Score: Raw -205035971.438644 + Penalty 209511.248979 = -204826460.189666 nChanged 25 Iteration 218Q (31055.280000 sec): 61 clusters Score: Raw -205035972.769642 + Penalty 209511.248979 = -204826461.520663 nChanged 23 Writing temp clu file Because OldScore, -204826460.189666, is greater than current (better) Score,-204826461.520663 Compute initial score before splitting: Score: Raw -205035972.769642 + Penalty 209511.248979 = -204826461.520663 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 1 (7904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31055.540000 sec): 2 clusters Score: Raw -1352168.067802 + Penalty 2225.830811 = -1349942.236991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31055.570000 sec): 3 clusters Score: Raw -1348014.605595 + Penalty 4451.661623 = -1343562.943972 nChanged 3236 SP:Iteration 1F (31055.600000 sec): 3 clusters Score: Raw -1349818.959318 + Penalty 4451.661623 = -1345367.297695 nChanged 530 SP:Iteration 2F (31055.630000 sec): 3 clusters Score: Raw -1350079.542537 + Penalty 4451.661623 = -1345627.880914 nChanged 348 SP:Iteration 3Q (31055.660000 sec): 3 clusters Score: Raw -1350231.526821 + Penalty 4451.661623 = -1345779.865198 nChanged 276 SP:Iteration 4Q (31055.700000 sec): 3 clusters Score: Raw -1350331.651182 + Penalty 4451.661623 = -1345879.989560 nChanged 210 SP:Iteration 5Q (31055.720000 sec): 3 clusters Score: Raw -1350419.368406 + Penalty 4451.661623 = -1345967.706783 nChanged 218 SP:Iteration 6Q (31055.760000 sec): 3 clusters Score: Raw -1350509.161585 + Penalty 4451.661623 = -1346057.499963 nChanged 208 SP:Iteration 7Q (31055.790000 sec): 3 clusters Score: Raw -1350597.278892 + Penalty 4451.661623 = -1346145.617269 nChanged 200 SP:Iteration 8Q (31055.820000 sec): 3 clusters Score: Raw -1350685.807064 + Penalty 4451.661623 = -1346234.145441 nChanged 198 SP:Iteration 9Q (31055.850000 sec): 3 clusters Score: Raw -1350775.971262 + Penalty 4451.661623 = -1346324.309639 nChanged 194 SP:Iteration 10Q (31055.880000 sec): 3 clusters Score: Raw -1350869.905975 + Penalty 4451.661623 = -1346418.244352 nChanged 212 SP:Iteration 11Q (31055.910000 sec): 3 clusters Score: Raw -1350982.010794 + Penalty 4451.661623 = -1346530.349171 nChanged 220 SP:Iteration 12Q (31055.940000 sec): 3 clusters Score: Raw -1351094.406993 + Penalty 4451.661623 = -1346642.745370 nChanged 224 SP:Iteration 13Q (31055.970000 sec): 3 clusters Score: Raw -1351217.921818 + Penalty 4451.661623 = -1346766.260195 nChanged 215 SP:Iteration 14Q (31056.000000 sec): 3 clusters Score: Raw -1351335.319461 + Penalty 4451.661623 = -1346883.657839 nChanged 242 SP:Iteration 15Q (31056.030000 sec): 3 clusters Score: Raw -1351487.821991 + Penalty 4451.661623 = -1347036.160369 nChanged 242 SP:Iteration 16Q (31056.060000 sec): 3 clusters Score: Raw -1351655.041131 + Penalty 4451.661623 = -1347203.379508 nChanged 227 SP:Iteration 17Q (31056.090000 sec): 3 clusters Score: Raw -1351810.660880 + Penalty 4451.661623 = -1347358.999257 nChanged 200 SP:Iteration 18Q (31056.120000 sec): 3 clusters Score: Raw -1351956.929911 + Penalty 4451.661623 = -1347505.268288 nChanged 180 SP:Iteration 19Q (31056.150000 sec): 3 clusters Score: Raw -1352090.077806 + Penalty 4451.661623 = -1347638.416184 nChanged 124 SP:Iteration 20F (31056.180000 sec): 3 clusters Score: Raw -1352181.878766 + Penalty 4451.661623 = -1347730.217143 nChanged 85 SP:Iteration 21Q (31056.210000 sec): 3 clusters Score: Raw -1352246.836500 + Penalty 4451.661623 = -1347795.174878 nChanged 68 SP:Iteration 22Q (31056.240000 sec): 3 clusters Score: Raw -1352303.714656 + Penalty 4451.661623 = -1347852.053033 nChanged 56 SP:Iteration 23Q (31056.260000 sec): 3 clusters Score: Raw -1352349.888163 + Penalty 4451.661623 = -1347898.226541 nChanged 57 SP:Iteration 24Q (31056.290000 sec): 3 clusters Score: Raw -1352392.678360 + Penalty 4451.661623 = -1347941.016737 nChanged 36 SP:Iteration 25Q (31056.320000 sec): 3 clusters Score: Raw -1352422.047201 + Penalty 4451.661623 = -1347970.385578 nChanged 25 SP:Iteration 26Q (31056.340000 sec): 3 clusters Score: Raw -1352439.953162 + Penalty 4451.661623 = -1347988.291539 nChanged 11 SP:Iteration 27Q (31056.360000 sec): 3 clusters Score: Raw -1352449.107076 + Penalty 4451.661623 = -1347997.445453 nChanged 11 SP:Iteration 28Q (31056.390000 sec): 3 clusters Score: Raw -1352461.737320 + Penalty 4451.661623 = -1348010.075697 nChanged 12 SP:Iteration 29Q (31056.420000 sec): 3 clusters Score: Raw -1352472.103844 + Penalty 4451.661623 = -1348020.442221 nChanged 8 SP:Iteration 30Q (31056.440000 sec): 3 clusters Score: Raw -1352476.317265 + Penalty 4451.661623 = -1348024.655642 nChanged 7 SP:Iteration 31Q (31056.470000 sec): 3 clusters Score: Raw -1352482.156547 + Penalty 4451.661623 = -1348030.494924 nChanged 6 SP:Iteration 32Q (31056.490000 sec): 3 clusters Score: Raw -1352489.192723 + Penalty 4451.661623 = -1348037.531101 nChanged 7 SP:Iteration 33Q (31056.520000 sec): 3 clusters Score: Raw -1352496.391094 + Penalty 4451.661623 = -1348044.729471 nChanged 5 SP:Iteration 34Q (31056.540000 sec): 3 clusters Score: Raw -1352501.919213 + Penalty 4451.661623 = -1348050.257590 nChanged 4 SP:Iteration 35Q (31056.560000 sec): 3 clusters Score: Raw -1352505.809113 + Penalty 4451.661623 = -1348054.147491 nChanged 4 SP:Iteration 36Q (31056.590000 sec): 3 clusters Score: Raw -1352509.349393 + Penalty 4451.661623 = -1348057.687770 nChanged 7 SP:Iteration 37Q (31056.610000 sec): 3 clusters Score: Raw -1352515.425585 + Penalty 4451.661623 = -1348063.763962 nChanged 4 SP:Iteration 38Q (31056.640000 sec): 3 clusters Score: Raw -1352518.718371 + Penalty 4451.661623 = -1348067.056748 nChanged 5 SP:Iteration 39Q (31056.660000 sec): 3 clusters Score: Raw -1352521.757395 + Penalty 4451.661623 = -1348070.095773 nChanged 1 SP:Iteration 40F (31056.690000 sec): 3 clusters Score: Raw -1352523.333365 + Penalty 4451.661623 = -1348071.671742 nChanged 3 SP:Iteration 41Q (31056.720000 sec): 3 clusters Score: Raw -1352525.099060 + Penalty 4451.661623 = -1348073.437437 nChanged 0 SP:Iteration 42F (31056.740000 sec): 3 clusters Score: Raw -1352525.099060 + Penalty 4451.661623 = -1348073.437437 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 2 (21061 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31056.830000 sec): 2 clusters Score: Raw -3319697.550901 + Penalty 2468.884210 = -3317228.666691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31056.910000 sec): 3 clusters Score: Raw -3307377.901419 + Penalty 4937.768421 = -3302440.132998 nChanged 9324 SP:Iteration 1F (31057.000000 sec): 3 clusters Score: Raw -3312369.581149 + Penalty 4937.768421 = -3307431.812728 nChanged 1231 SP:Iteration 2F (31057.080000 sec): 3 clusters Score: Raw -3312922.387271 + Penalty 4937.768421 = -3307984.618851 nChanged 1190 SP:Iteration 3F (31057.160000 sec): 3 clusters Score: Raw -3313585.541364 + Penalty 4937.768421 = -3308647.772944 nChanged 1334 SP:Iteration 4F (31057.250000 sec): 3 clusters Score: Raw -3314542.840024 + Penalty 4937.768421 = -3309605.071603 nChanged 1596 SP:Iteration 5F (31057.330000 sec): 3 clusters Score: Raw -3315927.064450 + Penalty 4937.768421 = -3310989.296029 nChanged 1735 SP:Iteration 6F (31057.420000 sec): 3 clusters Score: Raw -3317697.447019 + Penalty 4937.768421 = -3312759.678598 nChanged 1707 SP:Iteration 7F (31057.500000 sec): 3 clusters Score: Raw -3319475.359675 + Penalty 4937.768421 = -3314537.591254 nChanged 1364 SP:Iteration 8F (31057.590000 sec): 3 clusters Score: Raw -3320718.869647 + Penalty 4937.768421 = -3315781.101226 nChanged 907 SP:Iteration 9Q (31057.670000 sec): 3 clusters Score: Raw -3321262.525061 + Penalty 4937.768421 = -3316324.756640 nChanged 529 SP:Iteration 10Q (31057.750000 sec): 3 clusters Score: Raw -3321437.256635 + Penalty 4937.768421 = -3316499.488214 nChanged 269 SP:Iteration 11Q (31057.830000 sec): 3 clusters Score: Raw -3321494.558321 + Penalty 4937.768421 = -3316556.789900 nChanged 163 SP:Iteration 12Q (31057.910000 sec): 3 clusters Score: Raw -3321523.780590 + Penalty 4937.768421 = -3316586.012169 nChanged 96 SP:Iteration 13Q (31058.000000 sec): 3 clusters Score: Raw -3321538.689986 + Penalty 4937.768421 = -3316600.921566 nChanged 64 SP:Iteration 14Q (31058.080000 sec): 3 clusters Score: Raw -3321546.755873 + Penalty 4937.768421 = -3316608.987452 nChanged 51 SP:Iteration 15Q (31058.160000 sec): 3 clusters Score: Raw -3321552.981288 + Penalty 4937.768421 = -3316615.212867 nChanged 37 SP:Iteration 16Q (31058.240000 sec): 3 clusters Score: Raw -3321558.007376 + Penalty 4937.768421 = -3316620.238955 nChanged 31 SP:Iteration 17Q (31058.320000 sec): 3 clusters Score: Raw -3321561.830121 + Penalty 4937.768421 = -3316624.061700 nChanged 27 SP:Iteration 18Q (31058.410000 sec): 3 clusters Score: Raw -3321564.481231 + Penalty 4937.768421 = -3316626.712810 nChanged 22 SP:Iteration 19Q (31058.490000 sec): 3 clusters Score: Raw -3321567.449432 + Penalty 4937.768421 = -3316629.681011 nChanged 13 SP:Iteration 20F (31058.570000 sec): 3 clusters Score: Raw -3321568.641322 + Penalty 4937.768421 = -3316630.872901 nChanged 8 SP:Iteration 21Q (31058.650000 sec): 3 clusters Score: Raw -3321569.436465 + Penalty 4937.768421 = -3316631.668044 nChanged 12 SP:Iteration 22Q (31058.730000 sec): 3 clusters Score: Raw -3321570.673159 + Penalty 4937.768421 = -3316632.904738 nChanged 9 SP:Iteration 23Q (31058.810000 sec): 3 clusters Score: Raw -3321571.377538 + Penalty 4937.768421 = -3316633.609118 nChanged 11 SP:Iteration 24Q (31058.900000 sec): 3 clusters Score: Raw -3321572.587720 + Penalty 4937.768421 = -3316634.819299 nChanged 9 SP:Iteration 25Q (31058.980000 sec): 3 clusters Score: Raw -3321573.480285 + Penalty 4937.768421 = -3316635.711864 nChanged 9 SP:Iteration 26Q (31059.060000 sec): 3 clusters Score: Raw -3321574.615951 + Penalty 4937.768421 = -3316636.847530 nChanged 13 SP:Iteration 27Q (31059.140000 sec): 3 clusters Score: Raw -3321576.099782 + Penalty 4937.768421 = -3316638.331361 nChanged 14 SP:Iteration 28Q (31059.220000 sec): 3 clusters Score: Raw -3321577.645397 + Penalty 4937.768421 = -3316639.876976 nChanged 15 SP:Iteration 29Q (31059.310000 sec): 3 clusters Score: Raw -3321579.161689 + Penalty 4937.768421 = -3316641.393268 nChanged 16 SP:Iteration 30Q (31059.390000 sec): 3 clusters Score: Raw -3321580.946084 + Penalty 4937.768421 = -3316643.177663 nChanged 18 SP:Iteration 31Q (31059.470000 sec): 3 clusters Score: Raw -3321583.164087 + Penalty 4937.768421 = -3316645.395666 nChanged 16 SP:Iteration 32Q (31059.550000 sec): 3 clusters Score: Raw -3321584.855674 + Penalty 4937.768421 = -3316647.087254 nChanged 12 SP:Iteration 33Q (31059.630000 sec): 3 clusters Score: Raw -3321586.174444 + Penalty 4937.768421 = -3316648.406023 nChanged 16 SP:Iteration 34Q (31059.710000 sec): 3 clusters Score: Raw -3321587.869557 + Penalty 4937.768421 = -3316650.101136 nChanged 10 SP:Iteration 35Q (31059.800000 sec): 3 clusters Score: Raw -3321588.834457 + Penalty 4937.768421 = -3316651.066036 nChanged 11 SP:Iteration 36Q (31059.880000 sec): 3 clusters Score: Raw -3321590.187150 + Penalty 4937.768421 = -3316652.418729 nChanged 12 SP:Iteration 37Q (31059.960000 sec): 3 clusters Score: Raw -3321591.201200 + Penalty 4937.768421 = -3316653.432779 nChanged 11 SP:Iteration 38Q (31060.040000 sec): 3 clusters Score: Raw -3321592.097700 + Penalty 4937.768421 = -3316654.329279 nChanged 8 SP:Iteration 39Q (31060.120000 sec): 3 clusters Score: Raw -3321592.998567 + Penalty 4937.768421 = -3316655.230146 nChanged 13 SP:Iteration 40F (31060.210000 sec): 3 clusters Score: Raw -3321594.341768 + Penalty 4937.768421 = -3316656.573347 nChanged 10 SP:Iteration 41Q (31060.290000 sec): 3 clusters Score: Raw -3321595.524509 + Penalty 4937.768421 = -3316657.756089 nChanged 14 SP:Iteration 42Q (31060.370000 sec): 3 clusters Score: Raw -3321596.862618 + Penalty 4937.768421 = -3316659.094197 nChanged 13 SP:Iteration 43Q (31060.450000 sec): 3 clusters Score: Raw -3321597.921987 + Penalty 4937.768421 = -3316660.153566 nChanged 14 SP:Iteration 44Q (31060.530000 sec): 3 clusters Score: Raw -3321599.596347 + Penalty 4937.768421 = -3316661.827926 nChanged 14 SP:Iteration 45Q (31060.610000 sec): 3 clusters Score: Raw -3321601.759426 + Penalty 4937.768421 = -3316663.991005 nChanged 21 SP:Iteration 46Q (31060.690000 sec): 3 clusters Score: Raw -3321604.278634 + Penalty 4937.768421 = -3316666.510213 nChanged 20 SP:Iteration 47Q (31060.780000 sec): 3 clusters Score: Raw -3321606.920726 + Penalty 4937.768421 = -3316669.152305 nChanged 26 SP:Iteration 48Q (31060.860000 sec): 3 clusters Score: Raw -3321610.406167 + Penalty 4937.768421 = -3316672.637746 nChanged 22 SP:Iteration 49Q (31060.940000 sec): 3 clusters Score: Raw -3321613.549010 + Penalty 4937.768421 = -3316675.780589 nChanged 22 SP:Iteration 50Q (31061.020000 sec): 3 clusters Score: Raw -3321617.693410 + Penalty 4937.768421 = -3316679.924989 nChanged 25 SP:Iteration 51Q (31061.100000 sec): 3 clusters Score: Raw -3321622.219746 + Penalty 4937.768421 = -3316684.451325 nChanged 29 SP:Iteration 52Q (31061.190000 sec): 3 clusters Score: Raw -3321627.095720 + Penalty 4937.768421 = -3316689.327299 nChanged 40 SP:Iteration 53Q (31061.270000 sec): 3 clusters Score: Raw -3321635.651514 + Penalty 4937.768421 = -3316697.883093 nChanged 47 SP:Iteration 54Q (31061.350000 sec): 3 clusters Score: Raw -3321646.740108 + Penalty 4937.768421 = -3316708.971687 nChanged 59 SP:Iteration 55Q (31061.430000 sec): 3 clusters Score: Raw -3321657.560458 + Penalty 4937.768421 = -3316719.792037 nChanged 53 SP:Iteration 56Q (31061.510000 sec): 3 clusters Score: Raw -3321666.952325 + Penalty 4937.768421 = -3316729.183904 nChanged 58 SP:Iteration 57Q (31061.590000 sec): 3 clusters Score: Raw -3321678.843664 + Penalty 4937.768421 = -3316741.075243 nChanged 52 SP:Iteration 58Q (31061.670000 sec): 3 clusters Score: Raw -3321689.430449 + Penalty 4937.768421 = -3316751.662028 nChanged 61 SP:Iteration 59Q (31061.750000 sec): 3 clusters Score: Raw -3321702.898069 + Penalty 4937.768421 = -3316765.129648 nChanged 69 SP:Iteration 60F (31061.830000 sec): 3 clusters Score: Raw -3321719.200717 + Penalty 4937.768421 = -3316781.432296 nChanged 63 SP:Iteration 61Q (31061.910000 sec): 3 clusters Score: Raw -3321733.193850 + Penalty 4937.768421 = -3316795.425429 nChanged 68 SP:Iteration 62Q (31061.990000 sec): 3 clusters Score: Raw -3321748.297968 + Penalty 4937.768421 = -3316810.529547 nChanged 58 SP:Iteration 63Q (31062.070000 sec): 3 clusters Score: Raw -3321762.443006 + Penalty 4937.768421 = -3316824.674585 nChanged 66 SP:Iteration 64Q (31062.150000 sec): 3 clusters Score: Raw -3321774.986021 + Penalty 4937.768421 = -3316837.217600 nChanged 53 SP:Iteration 65Q (31062.230000 sec): 3 clusters Score: Raw -3321783.281087 + Penalty 4937.768421 = -3316845.512666 nChanged 39 SP:Iteration 66Q (31062.310000 sec): 3 clusters Score: Raw -3321788.532523 + Penalty 4937.768421 = -3316850.764102 nChanged 31 SP:Iteration 67Q (31062.390000 sec): 3 clusters Score: Raw -3321792.650061 + Penalty 4937.768421 = -3316854.881640 nChanged 24 SP:Iteration 68Q (31062.470000 sec): 3 clusters Score: Raw -3321796.660763 + Penalty 4937.768421 = -3316858.892342 nChanged 30 SP:Iteration 69Q (31062.550000 sec): 3 clusters Score: Raw -3321803.367811 + Penalty 4937.768421 = -3316865.599390 nChanged 33 SP:Iteration 70Q (31062.630000 sec): 3 clusters Score: Raw -3321811.098570 + Penalty 4937.768421 = -3316873.330149 nChanged 34 SP:Iteration 71Q (31062.710000 sec): 3 clusters Score: Raw -3321816.076852 + Penalty 4937.768421 = -3316878.308431 nChanged 19 SP:Iteration 72Q (31062.790000 sec): 3 clusters Score: Raw -3321818.727025 + Penalty 4937.768421 = -3316880.958604 nChanged 15 SP:Iteration 73Q (31062.870000 sec): 3 clusters Score: Raw -3321820.514341 + Penalty 4937.768421 = -3316882.745920 nChanged 16 SP:Iteration 74Q (31062.950000 sec): 3 clusters Score: Raw -3321821.708533 + Penalty 4937.768421 = -3316883.940112 nChanged 6 SP:Iteration 75Q (31063.030000 sec): 3 clusters Score: Raw -3321822.056802 + Penalty 4937.768421 = -3316884.288381 nChanged 6 SP:Iteration 76Q (31063.100000 sec): 3 clusters Score: Raw -3321822.580575 + Penalty 4937.768421 = -3316884.812154 nChanged 11 SP:Iteration 77Q (31063.180000 sec): 3 clusters Score: Raw -3321823.512980 + Penalty 4937.768421 = -3316885.744559 nChanged 6 SP:Iteration 78Q (31063.260000 sec): 3 clusters Score: Raw -3321823.942683 + Penalty 4937.768421 = -3316886.174262 nChanged 3 SP:Iteration 79Q (31063.340000 sec): 3 clusters Score: Raw -3321824.274925 + Penalty 4937.768421 = -3316886.506504 nChanged 3 SP:Iteration 80F (31063.420000 sec): 3 clusters Score: Raw -3321824.629997 + Penalty 4937.768421 = -3316886.861576 nChanged 4 SP:Iteration 81Q (31063.500000 sec): 3 clusters Score: Raw -3321824.929164 + Penalty 4937.768421 = -3316887.160743 nChanged 1 SP:Iteration 82Q (31063.580000 sec): 3 clusters Score: Raw -3321825.009932 + Penalty 4937.768421 = -3316887.241511 nChanged 1 SP:Iteration 83Q (31063.660000 sec): 3 clusters Score: Raw -3321825.116615 + Penalty 4937.768421 = -3316887.348194 nChanged 2 SP:Iteration 84Q (31063.730000 sec): 3 clusters Score: Raw -3321825.415093 + Penalty 4937.768421 = -3316887.646672 nChanged 4 SP:Iteration 85Q (31063.810000 sec): 3 clusters Score: Raw -3321825.794735 + Penalty 4937.768421 = -3316888.026314 nChanged 5 SP:Iteration 86Q (31063.890000 sec): 3 clusters Score: Raw -3321826.230810 + Penalty 4937.768421 = -3316888.462390 nChanged 1 SP:Iteration 87Q (31063.970000 sec): 3 clusters Score: Raw -3321826.374836 + Penalty 4937.768421 = -3316888.606415 nChanged 1 SP:Iteration 88Q (31064.050000 sec): 3 clusters Score: Raw -3321826.493252 + Penalty 4937.768421 = -3316888.724831 nChanged 1 SP:Iteration 89Q (31064.130000 sec): 3 clusters Score: Raw -3321826.563738 + Penalty 4937.768421 = -3316888.795317 nChanged 2 SP:Iteration 90Q (31064.210000 sec): 3 clusters Score: Raw -3321826.692753 + Penalty 4937.768421 = -3316888.924332 nChanged 1 SP:Iteration 91Q (31064.290000 sec): 3 clusters Score: Raw -3321826.789369 + Penalty 4937.768421 = -3316889.020948 nChanged 2 SP:Iteration 92Q (31064.370000 sec): 3 clusters Score: Raw -3321826.855718 + Penalty 4937.768421 = -3316889.087297 nChanged 1 SP:Iteration 93Q (31064.440000 sec): 3 clusters Score: Raw -3321826.891264 + Penalty 4937.768421 = -3316889.122844 nChanged 1 SP:Iteration 94Q (31064.520000 sec): 3 clusters Score: Raw -3321827.014444 + Penalty 4937.768421 = -3316889.246023 nChanged 2 SP:Iteration 95Q (31064.600000 sec): 3 clusters Score: Raw -3321827.149742 + Penalty 4937.768421 = -3316889.381321 nChanged 0 SP:Iteration 96F (31064.690000 sec): 3 clusters Score: Raw -3321827.149742 + Penalty 4937.768421 = -3316889.381321 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 3 (782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31064.700000 sec): 2 clusters Score: Raw -123739.529978 + Penalty 1652.139976 = -122087.390002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31064.700000 sec): 3 clusters Score: Raw -123592.362776 + Penalty 3304.279951 = -120288.082825 nChanged 185 SP:Iteration 1F (31064.710000 sec): 3 clusters Score: Raw -123826.700817 + Penalty 3304.279951 = -120522.420866 nChanged 41 SP:Iteration 2F (31064.710000 sec): 3 clusters Score: Raw -123886.738443 + Penalty 3304.279951 = -120582.458492 nChanged 16 SP:Iteration 3Q (31064.710000 sec): 3 clusters Score: Raw -123914.811471 + Penalty 3304.279951 = -120610.531520 nChanged 11 SP:Iteration 4Q (31064.720000 sec): 3 clusters Score: Raw -123933.899534 + Penalty 3304.279951 = -120629.619583 nChanged 9 SP:Iteration 5Q (31064.720000 sec): 3 clusters Score: Raw -123945.069211 + Penalty 3304.279951 = -120640.789260 nChanged 5 SP:Iteration 6Q (31064.720000 sec): 3 clusters Score: Raw -123950.956130 + Penalty 3304.279951 = -120646.676179 nChanged 3 SP:Iteration 7Q (31064.730000 sec): 3 clusters Score: Raw -123957.135828 + Penalty 3304.279951 = -120652.855877 nChanged 4 SP:Iteration 8Q (31064.730000 sec): 3 clusters Score: Raw -123964.439434 + Penalty 3304.279951 = -120660.159483 nChanged 3 SP:Iteration 9Q (31064.730000 sec): 3 clusters Score: Raw -123966.566655 + Penalty 3304.279951 = -120662.286704 nChanged 1 SP:Iteration 10Q (31064.730000 sec): 3 clusters Score: Raw -123968.736555 + Penalty 3304.279951 = -120664.456604 nChanged 2 SP:Iteration 11Q (31064.740000 sec): 3 clusters Score: Raw -123971.370973 + Penalty 3304.279951 = -120667.091022 nChanged 1 SP:Iteration 12Q (31064.740000 sec): 3 clusters Score: Raw -123973.287526 + Penalty 3304.279951 = -120669.007574 nChanged 1 SP:Iteration 13Q (31064.740000 sec): 3 clusters Score: Raw -123974.039358 + Penalty 3304.279951 = -120669.759407 nChanged 0 SP:Iteration 14F (31064.750000 sec): 3 clusters Score: Raw -123974.039358 + Penalty 3304.279951 = -120669.759407 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 4 (6486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31064.770000 sec): 2 clusters Score: Raw -1004368.865344 + Penalty 2176.795519 = -1002192.069825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31064.800000 sec): 3 clusters Score: Raw -1001007.066165 + Penalty 4353.591038 = -996653.475127 nChanged 2653 SP:Iteration 1F (31064.830000 sec): 3 clusters Score: Raw -1002565.757653 + Penalty 4353.591038 = -998212.166615 nChanged 485 SP:Iteration 2F (31064.850000 sec): 3 clusters Score: Raw -1002886.736225 + Penalty 4353.591038 = -998533.145186 nChanged 371 SP:Iteration 3F (31064.880000 sec): 3 clusters Score: Raw -1003139.399185 + Penalty 4353.591038 = -998785.808147 nChanged 311 SP:Iteration 4Q (31064.900000 sec): 3 clusters Score: Raw -1003367.590979 + Penalty 4353.591038 = -999013.999940 nChanged 319 SP:Iteration 5Q (31064.930000 sec): 3 clusters Score: Raw -1003610.422647 + Penalty 4353.591038 = -999256.831609 nChanged 285 SP:Iteration 6Q (31064.950000 sec): 3 clusters Score: Raw -1003866.886659 + Penalty 4353.591038 = -999513.295621 nChanged 323 SP:Iteration 7Q (31064.980000 sec): 3 clusters Score: Raw -1004148.668104 + Penalty 4353.591038 = -999795.077066 nChanged 338 SP:Iteration 8F (31065.000000 sec): 3 clusters Score: Raw -1004420.202510 + Penalty 4353.591038 = -1000066.611471 nChanged 298 SP:Iteration 9Q (31065.030000 sec): 3 clusters Score: Raw -1004643.226228 + Penalty 4353.591038 = -1000289.635189 nChanged 255 SP:Iteration 10Q (31065.050000 sec): 3 clusters Score: Raw -1004811.322175 + Penalty 4353.591038 = -1000457.731137 nChanged 200 SP:Iteration 11Q (31065.070000 sec): 3 clusters Score: Raw -1004931.318579 + Penalty 4353.591038 = -1000577.727541 nChanged 162 SP:Iteration 12Q (31065.100000 sec): 3 clusters Score: Raw -1005034.067926 + Penalty 4353.591038 = -1000680.476887 nChanged 128 SP:Iteration 13Q (31065.120000 sec): 3 clusters Score: Raw -1005099.156530 + Penalty 4353.591038 = -1000745.565492 nChanged 113 SP:Iteration 14Q (31065.150000 sec): 3 clusters Score: Raw -1005166.640271 + Penalty 4353.591038 = -1000813.049233 nChanged 109 SP:Iteration 15Q (31065.170000 sec): 3 clusters Score: Raw -1005227.802702 + Penalty 4353.591038 = -1000874.211663 nChanged 94 SP:Iteration 16Q (31065.190000 sec): 3 clusters Score: Raw -1005282.430956 + Penalty 4353.591038 = -1000928.839918 nChanged 83 SP:Iteration 17Q (31065.220000 sec): 3 clusters Score: Raw -1005334.525555 + Penalty 4353.591038 = -1000980.934517 nChanged 95 SP:Iteration 18Q (31065.240000 sec): 3 clusters Score: Raw -1005387.462426 + Penalty 4353.591038 = -1001033.871388 nChanged 78 SP:Iteration 19Q (31065.260000 sec): 3 clusters Score: Raw -1005428.747196 + Penalty 4353.591038 = -1001075.156158 nChanged 71 SP:Iteration 20F (31065.290000 sec): 3 clusters Score: Raw -1005463.333322 + Penalty 4353.591038 = -1001109.742283 nChanged 56 SP:Iteration 21Q (31065.310000 sec): 3 clusters Score: Raw -1005488.099354 + Penalty 4353.591038 = -1001134.508315 nChanged 49 SP:Iteration 22Q (31065.330000 sec): 3 clusters Score: Raw -1005508.599209 + Penalty 4353.591038 = -1001155.008171 nChanged 39 SP:Iteration 23Q (31065.360000 sec): 3 clusters Score: Raw -1005519.879771 + Penalty 4353.591038 = -1001166.288733 nChanged 28 SP:Iteration 24Q (31065.380000 sec): 3 clusters Score: Raw -1005528.505657 + Penalty 4353.591038 = -1001174.914619 nChanged 28 SP:Iteration 25Q (31065.400000 sec): 3 clusters Score: Raw -1005535.498715 + Penalty 4353.591038 = -1001181.907677 nChanged 21 SP:Iteration 26Q (31065.430000 sec): 3 clusters Score: Raw -1005543.167880 + Penalty 4353.591038 = -1001189.576842 nChanged 23 SP:Iteration 27Q (31065.450000 sec): 3 clusters Score: Raw -1005551.797784 + Penalty 4353.591038 = -1001198.206745 nChanged 21 SP:Iteration 28Q (31065.470000 sec): 3 clusters Score: Raw -1005558.753840 + Penalty 4353.591038 = -1001205.162802 nChanged 15 SP:Iteration 29Q (31065.490000 sec): 3 clusters Score: Raw -1005562.956686 + Penalty 4353.591038 = -1001209.365648 nChanged 9 SP:Iteration 30Q (31065.510000 sec): 3 clusters Score: Raw -1005565.519813 + Penalty 4353.591038 = -1001211.928775 nChanged 14 SP:Iteration 31Q (31065.540000 sec): 3 clusters Score: Raw -1005569.278914 + Penalty 4353.591038 = -1001215.687876 nChanged 11 SP:Iteration 32Q (31065.560000 sec): 3 clusters Score: Raw -1005573.449573 + Penalty 4353.591038 = -1001219.858535 nChanged 15 SP:Iteration 33Q (31065.580000 sec): 3 clusters Score: Raw -1005578.725262 + Penalty 4353.591038 = -1001225.134224 nChanged 20 SP:Iteration 34Q (31065.610000 sec): 3 clusters Score: Raw -1005583.880550 + Penalty 4353.591038 = -1001230.289512 nChanged 9 SP:Iteration 35Q (31065.630000 sec): 3 clusters Score: Raw -1005586.406055 + Penalty 4353.591038 = -1001232.815017 nChanged 4 SP:Iteration 36Q (31065.650000 sec): 3 clusters Score: Raw -1005587.895191 + Penalty 4353.591038 = -1001234.304153 nChanged 8 SP:Iteration 37Q (31065.670000 sec): 3 clusters Score: Raw -1005590.076068 + Penalty 4353.591038 = -1001236.485030 nChanged 10 SP:Iteration 38Q (31065.690000 sec): 3 clusters Score: Raw -1005592.240312 + Penalty 4353.591038 = -1001238.649273 nChanged 4 SP:Iteration 39Q (31065.710000 sec): 3 clusters Score: Raw -1005593.287805 + Penalty 4353.591038 = -1001239.696767 nChanged 2 SP:Iteration 40F (31065.750000 sec): 3 clusters Score: Raw -1005593.637203 + Penalty 4353.591038 = -1001240.046164 nChanged 2 SP:Iteration 41Q (31065.770000 sec): 3 clusters Score: Raw -1005593.992028 + Penalty 4353.591038 = -1001240.400990 nChanged 3 SP:Iteration 42Q (31065.790000 sec): 3 clusters Score: Raw -1005594.543310 + Penalty 4353.591038 = -1001240.952272 nChanged 1 SP:Iteration 43Q (31065.810000 sec): 3 clusters Score: Raw -1005594.713164 + Penalty 4353.591038 = -1001241.122125 nChanged 0 SP:Iteration 44F (31065.840000 sec): 3 clusters Score: Raw -1005594.713164 + Penalty 4353.591038 = -1001241.122125 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 5 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31065.850000 sec): 2 clusters Score: Raw -68493.001124 + Penalty 1493.213791 = -66999.787334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31065.850000 sec): 3 clusters Score: Raw -68593.497895 + Penalty 2986.427581 = -65607.070314 nChanged 81 SP:Iteration 1F (31065.850000 sec): 3 clusters Score: Raw -68921.379366 + Penalty 2986.427581 = -65934.951785 nChanged 41 SP:Iteration 2F (31065.850000 sec): 3 clusters Score: Raw -69074.204089 + Penalty 2986.427581 = -66087.776508 nChanged 16 SP:Iteration 3Q (31065.850000 sec): 3 clusters Score: Raw -69152.477680 + Penalty 2986.427581 = -66166.050099 nChanged 4 SP:Iteration 4Q (31065.860000 sec): 3 clusters Score: Raw -69174.826336 + Penalty 2986.427581 = -66188.398754 nChanged 2 SP:Iteration 5Q (31065.860000 sec): 3 clusters Score: Raw -69180.759441 + Penalty 2986.427581 = -66194.331859 nChanged 0 SP:Iteration 6F (31065.860000 sec): 3 clusters Score: Raw -69180.759441 + Penalty 2986.427581 = -66194.331859 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 6 (669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31065.860000 sec): 2 clusters Score: Raw -102947.600234 + Penalty 1613.434447 = -101334.165787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31065.870000 sec): 3 clusters Score: Raw -102882.001834 + Penalty 3226.868894 = -99655.132940 nChanged 134 SP:Iteration 1F (31065.870000 sec): 3 clusters Score: Raw -103076.759941 + Penalty 3226.868894 = -99849.891048 nChanged 36 SP:Iteration 2F (31065.870000 sec): 3 clusters Score: Raw -103150.675771 + Penalty 3226.868894 = -99923.806877 nChanged 21 SP:Iteration 3Q (31065.880000 sec): 3 clusters Score: Raw -103193.175415 + Penalty 3226.868894 = -99966.306521 nChanged 6 SP:Iteration 4Q (31065.880000 sec): 3 clusters Score: Raw -103209.345289 + Penalty 3226.868894 = -99982.476395 nChanged 5 SP:Iteration 5Q (31065.880000 sec): 3 clusters Score: Raw -103222.554857 + Penalty 3226.868894 = -99995.685964 nChanged 2 SP:Iteration 6Q (31065.880000 sec): 3 clusters Score: Raw -103225.618784 + Penalty 3226.868894 = -99998.749890 nChanged 3 SP:Iteration 7Q (31065.880000 sec): 3 clusters Score: Raw -103227.862934 + Penalty 3226.868894 = -100000.994040 nChanged 0 SP:Iteration 8F (31065.890000 sec): 3 clusters Score: Raw -103227.862934 + Penalty 3226.868894 = -100000.994040 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 7 (277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31065.890000 sec): 2 clusters Score: Raw -34285.186717 + Penalty 1394.756342 = -32890.430375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31065.900000 sec): 3 clusters Score: Raw -34556.885843 + Penalty 2789.512683 = -31767.373160 nChanged 54 SP:Iteration 1F (31065.900000 sec): 3 clusters Score: Raw -34746.298218 + Penalty 2789.512683 = -31956.785535 nChanged 9 SP:Iteration 2Q (31065.900000 sec): 3 clusters Score: Raw -34821.326669 + Penalty 2789.512683 = -32031.813986 nChanged 10 SP:Iteration 3Q (31065.900000 sec): 3 clusters Score: Raw -34857.102344 + Penalty 2789.512683 = -32067.589661 nChanged 6 SP:Iteration 4Q (31065.900000 sec): 3 clusters Score: Raw -34878.309980 + Penalty 2789.512683 = -32088.797297 nChanged 0 SP:Iteration 5F (31065.900000 sec): 3 clusters Score: Raw -34878.309980 + Penalty 2789.512683 = -32088.797297 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 8 (33341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31066.030000 sec): 2 clusters Score: Raw -5418735.463701 + Penalty 2582.806701 = -5416152.657000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31066.170000 sec): 3 clusters Score: Raw -5398624.358290 + Penalty 5165.613402 = -5393458.744888 nChanged 15072 SP:Iteration 1F (31066.300000 sec): 3 clusters Score: Raw -5406952.480621 + Penalty 5165.613402 = -5401786.867219 nChanged 1635 SP:Iteration 2Q (31066.440000 sec): 3 clusters Score: Raw -5407526.053783 + Penalty 5165.613402 = -5402360.440381 nChanged 1476 SP:Iteration 3Q (31066.570000 sec): 3 clusters Score: Raw -5408028.508051 + Penalty 5165.613402 = -5402862.894649 nChanged 1355 SP:Iteration 4Q (31066.710000 sec): 3 clusters Score: Raw -5408447.868512 + Penalty 5165.613402 = -5403282.255110 nChanged 1207 SP:Iteration 5Q (31066.850000 sec): 3 clusters Score: Raw -5408812.270301 + Penalty 5165.613402 = -5403646.656898 nChanged 1095 SP:Iteration 6Q (31066.980000 sec): 3 clusters Score: Raw -5409166.519217 + Penalty 5165.613402 = -5404000.905815 nChanged 1072 SP:Iteration 7Q (31067.120000 sec): 3 clusters Score: Raw -5409515.236576 + Penalty 5165.613402 = -5404349.623174 nChanged 1085 SP:Iteration 8Q (31067.260000 sec): 3 clusters Score: Raw -5409918.608054 + Penalty 5165.613402 = -5404752.994651 nChanged 1200 SP:Iteration 9Q (31067.390000 sec): 3 clusters Score: Raw -5410411.831494 + Penalty 5165.613402 = -5405246.218092 nChanged 1320 SP:Iteration 10Q (31067.530000 sec): 3 clusters Score: Raw -5411058.549500 + Penalty 5165.613402 = -5405892.936098 nChanged 1430 SP:Iteration 11Q (31067.660000 sec): 3 clusters Score: Raw -5411882.417246 + Penalty 5165.613402 = -5406716.803843 nChanged 1481 SP:Iteration 12Q (31067.800000 sec): 3 clusters Score: Raw -5412789.330196 + Penalty 5165.613402 = -5407623.716794 nChanged 1439 SP:Iteration 13Q (31067.930000 sec): 3 clusters Score: Raw -5413689.024187 + Penalty 5165.613402 = -5408523.410785 nChanged 1329 SP:Iteration 14Q (31068.060000 sec): 3 clusters Score: Raw -5414554.575357 + Penalty 5165.613402 = -5409388.961955 nChanged 1228 SP:Iteration 15Q (31068.190000 sec): 3 clusters Score: Raw -5415337.439876 + Penalty 5165.613402 = -5410171.826474 nChanged 1036 SP:Iteration 16Q (31068.320000 sec): 3 clusters Score: Raw -5416020.539330 + Penalty 5165.613402 = -5410854.925928 nChanged 910 SP:Iteration 17Q (31068.440000 sec): 3 clusters Score: Raw -5416584.708266 + Penalty 5165.613402 = -5411419.094864 nChanged 759 SP:Iteration 18Q (31068.550000 sec): 3 clusters Score: Raw -5417050.830502 + Penalty 5165.613402 = -5411885.217100 nChanged 669 SP:Iteration 19Q (31068.660000 sec): 3 clusters Score: Raw -5417477.090325 + Penalty 5165.613402 = -5412311.476923 nChanged 549 SP:Iteration 20F (31068.800000 sec): 3 clusters Score: Raw -5417836.971157 + Penalty 5165.613402 = -5412671.357754 nChanged 482 SP:Iteration 21Q (31068.910000 sec): 3 clusters Score: Raw -5418195.248194 + Penalty 5165.613402 = -5413029.634791 nChanged 388 SP:Iteration 22Q (31069.010000 sec): 3 clusters Score: Raw -5418485.459597 + Penalty 5165.613402 = -5413319.846194 nChanged 306 SP:Iteration 23Q (31069.120000 sec): 3 clusters Score: Raw -5418721.255280 + Penalty 5165.613402 = -5413555.641878 nChanged 242 SP:Iteration 24Q (31069.220000 sec): 3 clusters Score: Raw -5418897.060101 + Penalty 5165.613402 = -5413731.446698 nChanged 149 SP:Iteration 25Q (31069.320000 sec): 3 clusters Score: Raw -5419005.089526 + Penalty 5165.613402 = -5413839.476124 nChanged 121 SP:Iteration 26Q (31069.420000 sec): 3 clusters Score: Raw -5419093.307493 + Penalty 5165.613402 = -5413927.694091 nChanged 93 SP:Iteration 27Q (31069.520000 sec): 3 clusters Score: Raw -5419155.231134 + Penalty 5165.613402 = -5413989.617732 nChanged 68 SP:Iteration 28Q (31069.620000 sec): 3 clusters Score: Raw -5419211.765064 + Penalty 5165.613402 = -5414046.151662 nChanged 47 SP:Iteration 29Q (31069.710000 sec): 3 clusters Score: Raw -5419250.407775 + Penalty 5165.613402 = -5414084.794373 nChanged 36 SP:Iteration 30Q (31069.810000 sec): 3 clusters Score: Raw -5419273.819400 + Penalty 5165.613402 = -5414108.205997 nChanged 28 SP:Iteration 31Q (31069.900000 sec): 3 clusters Score: Raw -5419298.521136 + Penalty 5165.613402 = -5414132.907734 nChanged 20 SP:Iteration 32Q (31070.000000 sec): 3 clusters Score: Raw -5419316.949807 + Penalty 5165.613402 = -5414151.336405 nChanged 19 SP:Iteration 33Q (31070.100000 sec): 3 clusters Score: Raw -5419330.114748 + Penalty 5165.613402 = -5414164.501345 nChanged 11 SP:Iteration 34Q (31070.190000 sec): 3 clusters Score: Raw -5419337.597128 + Penalty 5165.613402 = -5414171.983726 nChanged 10 SP:Iteration 35Q (31070.290000 sec): 3 clusters Score: Raw -5419345.016130 + Penalty 5165.613402 = -5414179.402728 nChanged 8 SP:Iteration 36Q (31070.380000 sec): 3 clusters Score: Raw -5419353.973781 + Penalty 5165.613402 = -5414188.360378 nChanged 11 SP:Iteration 37Q (31070.480000 sec): 3 clusters Score: Raw -5419363.102318 + Penalty 5165.613402 = -5414197.488916 nChanged 17 SP:Iteration 38Q (31070.580000 sec): 3 clusters Score: Raw -5419375.271054 + Penalty 5165.613402 = -5414209.657652 nChanged 10 SP:Iteration 39Q (31070.670000 sec): 3 clusters Score: Raw -5419380.456418 + Penalty 5165.613402 = -5414214.843016 nChanged 5 SP:Iteration 40F (31070.800000 sec): 3 clusters Score: Raw -5419383.977859 + Penalty 5165.613402 = -5414218.364457 nChanged 3 SP:Iteration 41Q (31070.900000 sec): 3 clusters Score: Raw -5419386.663673 + Penalty 5165.613402 = -5414221.050271 nChanged 2 SP:Iteration 42Q (31071.000000 sec): 3 clusters Score: Raw -5419387.687893 + Penalty 5165.613402 = -5414222.074490 nChanged 2 SP:Iteration 43Q (31071.090000 sec): 3 clusters Score: Raw -5419389.471167 + Penalty 5165.613402 = -5414223.857765 nChanged 3 SP:Iteration 44Q (31071.190000 sec): 3 clusters Score: Raw -5419390.681175 + Penalty 5165.613402 = -5414225.067773 nChanged 1 SP:Iteration 45Q (31071.280000 sec): 3 clusters Score: Raw -5419391.030912 + Penalty 5165.613402 = -5414225.417510 nChanged 0 SP:Iteration 46F (31071.420000 sec): 3 clusters Score: Raw -5419391.030912 + Penalty 5165.613402 = -5414225.417510 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 9 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31071.440000 sec): 2 clusters Score: Raw -83634.675250 + Penalty 1555.673498 = -82079.001753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31071.440000 sec): 3 clusters Score: Raw -83608.172108 + Penalty 3111.346995 = -80496.825113 nChanged 99 SP:Iteration 1F (31071.440000 sec): 3 clusters Score: Raw -83757.199381 + Penalty 3111.346995 = -80645.852385 nChanged 22 SP:Iteration 2Q (31071.440000 sec): 3 clusters Score: Raw -83802.627589 + Penalty 3111.346995 = -80691.280594 nChanged 11 SP:Iteration 3Q (31071.450000 sec): 3 clusters Score: Raw -83838.771217 + Penalty 3111.346995 = -80727.424222 nChanged 8 SP:Iteration 4Q (31071.450000 sec): 3 clusters Score: Raw -83858.788926 + Penalty 3111.346995 = -80747.441931 nChanged 7 SP:Iteration 5Q (31071.450000 sec): 3 clusters Score: Raw -83872.253312 + Penalty 3111.346995 = -80760.906316 nChanged 1 SP:Iteration 6Q (31071.450000 sec): 3 clusters Score: Raw -83873.440875 + Penalty 3111.346995 = -80762.093880 nChanged 0 SP:Iteration 7F (31071.460000 sec): 3 clusters Score: Raw -83873.440875 + Penalty 3111.346995 = -80762.093880 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 10 (3613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31071.470000 sec): 2 clusters Score: Raw -566870.122080 + Penalty 2031.688845 = -564838.433235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31071.490000 sec): 3 clusters Score: Raw -565261.597618 + Penalty 4063.377691 = -561198.219927 nChanged 1321 SP:Iteration 1F (31071.500000 sec): 3 clusters Score: Raw -566027.313343 + Penalty 4063.377691 = -561963.935652 nChanged 273 SP:Iteration 2F (31071.520000 sec): 3 clusters Score: Raw -566208.948761 + Penalty 4063.377691 = -562145.571071 nChanged 185 SP:Iteration 3F (31071.530000 sec): 3 clusters Score: Raw -566313.884777 + Penalty 4063.377691 = -562250.507086 nChanged 107 SP:Iteration 4Q (31071.540000 sec): 3 clusters Score: Raw -566377.426766 + Penalty 4063.377691 = -562314.049075 nChanged 72 SP:Iteration 5Q (31071.560000 sec): 3 clusters Score: Raw -566411.226676 + Penalty 4063.377691 = -562347.848986 nChanged 51 SP:Iteration 6Q (31071.570000 sec): 3 clusters Score: Raw -566434.093714 + Penalty 4063.377691 = -562370.716023 nChanged 43 SP:Iteration 7Q (31071.590000 sec): 3 clusters Score: Raw -566452.057919 + Penalty 4063.377691 = -562388.680228 nChanged 37 SP:Iteration 8Q (31071.600000 sec): 3 clusters Score: Raw -566469.332061 + Penalty 4063.377691 = -562405.954371 nChanged 28 SP:Iteration 9Q (31071.620000 sec): 3 clusters Score: Raw -566480.778158 + Penalty 4063.377691 = -562417.400467 nChanged 23 SP:Iteration 10Q (31071.630000 sec): 3 clusters Score: Raw -566490.470811 + Penalty 4063.377691 = -562427.093120 nChanged 24 SP:Iteration 11Q (31071.640000 sec): 3 clusters Score: Raw -566501.551038 + Penalty 4063.377691 = -562438.173347 nChanged 25 SP:Iteration 12Q (31071.660000 sec): 3 clusters Score: Raw -566511.090181 + Penalty 4063.377691 = -562447.712490 nChanged 21 SP:Iteration 13Q (31071.670000 sec): 3 clusters Score: Raw -566520.671925 + Penalty 4063.377691 = -562457.294234 nChanged 21 SP:Iteration 14Q (31071.690000 sec): 3 clusters Score: Raw -566528.613442 + Penalty 4063.377691 = -562465.235752 nChanged 13 SP:Iteration 15Q (31071.700000 sec): 3 clusters Score: Raw -566532.967027 + Penalty 4063.377691 = -562469.589336 nChanged 10 SP:Iteration 16Q (31071.720000 sec): 3 clusters Score: Raw -566537.329615 + Penalty 4063.377691 = -562473.951924 nChanged 9 SP:Iteration 17Q (31071.730000 sec): 3 clusters Score: Raw -566540.608753 + Penalty 4063.377691 = -562477.231062 nChanged 10 SP:Iteration 18Q (31071.740000 sec): 3 clusters Score: Raw -566544.371551 + Penalty 4063.377691 = -562480.993860 nChanged 10 SP:Iteration 19Q (31071.760000 sec): 3 clusters Score: Raw -566548.257719 + Penalty 4063.377691 = -562484.880028 nChanged 7 SP:Iteration 20F (31071.770000 sec): 3 clusters Score: Raw -566550.308125 + Penalty 4063.377691 = -562486.930434 nChanged 5 SP:Iteration 21Q (31071.790000 sec): 3 clusters Score: Raw -566551.827069 + Penalty 4063.377691 = -562488.449379 nChanged 6 SP:Iteration 22Q (31071.800000 sec): 3 clusters Score: Raw -566553.545537 + Penalty 4063.377691 = -562490.167847 nChanged 7 SP:Iteration 23Q (31071.820000 sec): 3 clusters Score: Raw -566555.328716 + Penalty 4063.377691 = -562491.951025 nChanged 3 SP:Iteration 24Q (31071.830000 sec): 3 clusters Score: Raw -566556.223437 + Penalty 4063.377691 = -562492.845747 nChanged 3 SP:Iteration 25Q (31071.840000 sec): 3 clusters Score: Raw -566557.379565 + Penalty 4063.377691 = -562494.001874 nChanged 2 SP:Iteration 26Q (31071.860000 sec): 3 clusters Score: Raw -566558.417659 + Penalty 4063.377691 = -562495.039968 nChanged 5 SP:Iteration 27Q (31071.870000 sec): 3 clusters Score: Raw -566559.767035 + Penalty 4063.377691 = -562496.389345 nChanged 2 SP:Iteration 28Q (31071.890000 sec): 3 clusters Score: Raw -566560.079378 + Penalty 4063.377691 = -562496.701687 nChanged 0 SP:Iteration 29F (31071.900000 sec): 3 clusters Score: Raw -566560.079378 + Penalty 4063.377691 = -562496.701687 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 11 (106752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31072.310000 sec): 2 clusters Score: Raw -16322245.785587 + Penalty 2871.409389 = -16319374.376198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31072.760000 sec): 3 clusters Score: Raw -16253540.167300 + Penalty 5742.818778 = -16247797.348522 nChanged 50641 SP:Iteration 1F (31073.210000 sec): 3 clusters Score: Raw -16282653.432728 + Penalty 5742.818778 = -16276910.613950 nChanged 4118 SP:Iteration 2Q (31073.670000 sec): 3 clusters Score: Raw -16283803.050849 + Penalty 5742.818778 = -16278060.232070 nChanged 4205 SP:Iteration 3Q (31074.140000 sec): 3 clusters Score: Raw -16285114.830616 + Penalty 5742.818778 = -16279372.011837 nChanged 4479 SP:Iteration 4Q (31074.600000 sec): 3 clusters Score: Raw -16286704.412679 + Penalty 5742.818778 = -16280961.593900 nChanged 4784 SP:Iteration 5Q (31075.070000 sec): 3 clusters Score: Raw -16288626.240402 + Penalty 5742.818778 = -16282883.421624 nChanged 5260 SP:Iteration 6Q (31075.530000 sec): 3 clusters Score: Raw -16290951.646022 + Penalty 5742.818778 = -16285208.827243 nChanged 5416 SP:Iteration 7F (31075.980000 sec): 3 clusters Score: Raw -16293569.503482 + Penalty 5742.818778 = -16287826.684704 nChanged 5695 SP:Iteration 8F (31076.430000 sec): 3 clusters Score: Raw -16296521.166268 + Penalty 5742.818778 = -16290778.347490 nChanged 5664 SP:Iteration 9F (31076.880000 sec): 3 clusters Score: Raw -16299851.549740 + Penalty 5742.818778 = -16294108.730961 nChanged 5569 SP:Iteration 10F (31077.320000 sec): 3 clusters Score: Raw -16303200.466228 + Penalty 5742.818778 = -16297457.647450 nChanged 4916 SP:Iteration 11Q (31077.780000 sec): 3 clusters Score: Raw -16306004.540680 + Penalty 5742.818778 = -16300261.721902 nChanged 3973 SP:Iteration 12Q (31078.220000 sec): 3 clusters Score: Raw -16307929.200627 + Penalty 5742.818778 = -16302186.381849 nChanged 3063 SP:Iteration 13Q (31078.670000 sec): 3 clusters Score: Raw -16309182.167197 + Penalty 5742.818778 = -16303439.348419 nChanged 2278 SP:Iteration 14Q (31079.100000 sec): 3 clusters Score: Raw -16309951.769956 + Penalty 5742.818778 = -16304208.951178 nChanged 1895 SP:Iteration 15Q (31079.530000 sec): 3 clusters Score: Raw -16310558.628398 + Penalty 5742.818778 = -16304815.809620 nChanged 1678 SP:Iteration 16Q (31079.950000 sec): 3 clusters Score: Raw -16311092.650506 + Penalty 5742.818778 = -16305349.831727 nChanged 1687 SP:Iteration 17Q (31080.370000 sec): 3 clusters Score: Raw -16311652.507450 + Penalty 5742.818778 = -16305909.688671 nChanged 1728 SP:Iteration 18Q (31080.780000 sec): 3 clusters Score: Raw -16312251.530558 + Penalty 5742.818778 = -16306508.711779 nChanged 1672 SP:Iteration 19Q (31081.180000 sec): 3 clusters Score: Raw -16312843.000418 + Penalty 5742.818778 = -16307100.181639 nChanged 1660 SP:Iteration 20F (31081.630000 sec): 3 clusters Score: Raw -16313441.262419 + Penalty 5742.818778 = -16307698.443641 nChanged 1672 SP:Iteration 21Q (31082.030000 sec): 3 clusters Score: Raw -16314060.116573 + Penalty 5742.818778 = -16308317.297794 nChanged 1685 SP:Iteration 22Q (31082.420000 sec): 3 clusters Score: Raw -16314715.835292 + Penalty 5742.818778 = -16308973.016513 nChanged 1640 SP:Iteration 23Q (31082.810000 sec): 3 clusters Score: Raw -16315374.761567 + Penalty 5742.818778 = -16309631.942789 nChanged 1619 SP:Iteration 24Q (31083.200000 sec): 3 clusters Score: Raw -16316052.420017 + Penalty 5742.818778 = -16310309.601239 nChanged 1566 SP:Iteration 25Q (31083.580000 sec): 3 clusters Score: Raw -16316731.505545 + Penalty 5742.818778 = -16310988.686766 nChanged 1487 SP:Iteration 26Q (31083.940000 sec): 3 clusters Score: Raw -16317402.701609 + Penalty 5742.818778 = -16311659.882831 nChanged 1390 SP:Iteration 27Q (31084.320000 sec): 3 clusters Score: Raw -16318052.523237 + Penalty 5742.818778 = -16312309.704458 nChanged 1351 SP:Iteration 28Q (31084.680000 sec): 3 clusters Score: Raw -16318712.376548 + Penalty 5742.818778 = -16312969.557770 nChanged 1262 SP:Iteration 29Q (31085.040000 sec): 3 clusters Score: Raw -16319356.432926 + Penalty 5742.818778 = -16313613.614147 nChanged 1198 SP:Iteration 30Q (31085.390000 sec): 3 clusters Score: Raw -16319977.996500 + Penalty 5742.818778 = -16314235.177721 nChanged 1071 SP:Iteration 31Q (31085.740000 sec): 3 clusters Score: Raw -16320529.525508 + Penalty 5742.818778 = -16314786.706730 nChanged 902 SP:Iteration 32Q (31086.090000 sec): 3 clusters Score: Raw -16320961.201055 + Penalty 5742.818778 = -16315218.382277 nChanged 763 SP:Iteration 33Q (31086.430000 sec): 3 clusters Score: Raw -16321311.248002 + Penalty 5742.818778 = -16315568.429223 nChanged 637 SP:Iteration 34Q (31086.770000 sec): 3 clusters Score: Raw -16321593.832236 + Penalty 5742.818778 = -16315851.013457 nChanged 546 SP:Iteration 35Q (31087.100000 sec): 3 clusters Score: Raw -16321828.015379 + Penalty 5742.818778 = -16316085.196601 nChanged 449 SP:Iteration 36Q (31087.430000 sec): 3 clusters Score: Raw -16322028.828573 + Penalty 5742.818778 = -16316286.009795 nChanged 387 SP:Iteration 37Q (31087.760000 sec): 3 clusters Score: Raw -16322196.585635 + Penalty 5742.818778 = -16316453.766856 nChanged 316 SP:Iteration 38Q (31088.110000 sec): 3 clusters Score: Raw -16322326.289497 + Penalty 5742.818778 = -16316583.470719 nChanged 260 SP:Iteration 39Q (31088.440000 sec): 3 clusters Score: Raw -16322442.496222 + Penalty 5742.818778 = -16316699.677443 nChanged 238 SP:Iteration 40F (31088.880000 sec): 3 clusters Score: Raw -16322544.280890 + Penalty 5742.818778 = -16316801.462111 nChanged 190 SP:Iteration 41Q (31089.200000 sec): 3 clusters Score: Raw -16322625.703168 + Penalty 5742.818778 = -16316882.884389 nChanged 156 SP:Iteration 42Q (31089.530000 sec): 3 clusters Score: Raw -16322692.436647 + Penalty 5742.818778 = -16316949.617868 nChanged 141 SP:Iteration 43Q (31089.850000 sec): 3 clusters Score: Raw -16322745.144256 + Penalty 5742.818778 = -16317002.325477 nChanged 93 SP:Iteration 44Q (31090.170000 sec): 3 clusters Score: Raw -16322777.277050 + Penalty 5742.818778 = -16317034.458272 nChanged 86 SP:Iteration 45Q (31090.490000 sec): 3 clusters Score: Raw -16322808.742662 + Penalty 5742.818778 = -16317065.923884 nChanged 80 SP:Iteration 46Q (31090.810000 sec): 3 clusters Score: Raw -16322839.951432 + Penalty 5742.818778 = -16317097.132654 nChanged 63 SP:Iteration 47Q (31091.130000 sec): 3 clusters Score: Raw -16322861.026573 + Penalty 5742.818778 = -16317118.207794 nChanged 54 SP:Iteration 48Q (31091.450000 sec): 3 clusters Score: Raw -16322880.866518 + Penalty 5742.818778 = -16317138.047740 nChanged 57 SP:Iteration 49Q (31091.770000 sec): 3 clusters Score: Raw -16322897.216691 + Penalty 5742.818778 = -16317154.397912 nChanged 42 SP:Iteration 50Q (31092.090000 sec): 3 clusters Score: Raw -16322912.800637 + Penalty 5742.818778 = -16317169.981858 nChanged 53 SP:Iteration 51Q (31092.410000 sec): 3 clusters Score: Raw -16322933.287993 + Penalty 5742.818778 = -16317190.469215 nChanged 45 SP:Iteration 52Q (31092.730000 sec): 3 clusters Score: Raw -16322949.026695 + Penalty 5742.818778 = -16317206.207917 nChanged 50 SP:Iteration 53Q (31093.040000 sec): 3 clusters Score: Raw -16322965.473225 + Penalty 5742.818778 = -16317222.654446 nChanged 44 SP:Iteration 54Q (31093.360000 sec): 3 clusters Score: Raw -16322978.976935 + Penalty 5742.818778 = -16317236.158156 nChanged 29 SP:Iteration 55Q (31093.680000 sec): 3 clusters Score: Raw -16322986.017145 + Penalty 5742.818778 = -16317243.198367 nChanged 16 SP:Iteration 56Q (31093.990000 sec): 3 clusters Score: Raw -16322990.339442 + Penalty 5742.818778 = -16317247.520663 nChanged 17 SP:Iteration 57Q (31094.310000 sec): 3 clusters Score: Raw -16322995.283168 + Penalty 5742.818778 = -16317252.464389 nChanged 22 SP:Iteration 58Q (31094.630000 sec): 3 clusters Score: Raw -16323002.012354 + Penalty 5742.818778 = -16317259.193575 nChanged 26 SP:Iteration 59Q (31094.950000 sec): 3 clusters Score: Raw -16323009.591674 + Penalty 5742.818778 = -16317266.772896 nChanged 25 SP:Iteration 60F (31095.380000 sec): 3 clusters Score: Raw -16323017.335112 + Penalty 5742.818778 = -16317274.516334 nChanged 22 SP:Iteration 61Q (31095.700000 sec): 3 clusters Score: Raw -16323022.003840 + Penalty 5742.818778 = -16317279.185061 nChanged 17 SP:Iteration 62Q (31096.020000 sec): 3 clusters Score: Raw -16323025.699436 + Penalty 5742.818778 = -16317282.880657 nChanged 14 SP:Iteration 63Q (31096.340000 sec): 3 clusters Score: Raw -16323029.642057 + Penalty 5742.818778 = -16317286.823279 nChanged 18 SP:Iteration 64Q (31096.660000 sec): 3 clusters Score: Raw -16323034.124001 + Penalty 5742.818778 = -16317291.305222 nChanged 17 SP:Iteration 65Q (31096.970000 sec): 3 clusters Score: Raw -16323038.803916 + Penalty 5742.818778 = -16317295.985137 nChanged 17 SP:Iteration 66Q (31097.290000 sec): 3 clusters Score: Raw -16323043.465939 + Penalty 5742.818778 = -16317300.647160 nChanged 14 SP:Iteration 67Q (31097.610000 sec): 3 clusters Score: Raw -16323047.547235 + Penalty 5742.818778 = -16317304.728457 nChanged 15 SP:Iteration 68Q (31097.930000 sec): 3 clusters Score: Raw -16323051.962014 + Penalty 5742.818778 = -16317309.143236 nChanged 20 SP:Iteration 69Q (31098.250000 sec): 3 clusters Score: Raw -16323058.530979 + Penalty 5742.818778 = -16317315.712201 nChanged 19 SP:Iteration 70Q (31098.560000 sec): 3 clusters Score: Raw -16323064.407250 + Penalty 5742.818778 = -16317321.588471 nChanged 20 SP:Iteration 71Q (31098.880000 sec): 3 clusters Score: Raw -16323071.626833 + Penalty 5742.818778 = -16317328.808054 nChanged 35 SP:Iteration 72Q (31099.200000 sec): 3 clusters Score: Raw -16323083.577077 + Penalty 5742.818778 = -16317340.758298 nChanged 21 SP:Iteration 73Q (31099.510000 sec): 3 clusters Score: Raw -16323091.056673 + Penalty 5742.818778 = -16317348.237895 nChanged 20 SP:Iteration 74Q (31099.830000 sec): 3 clusters Score: Raw -16323096.730740 + Penalty 5742.818778 = -16317353.911961 nChanged 13 SP:Iteration 75Q (31100.150000 sec): 3 clusters Score: Raw -16323101.200617 + Penalty 5742.818778 = -16317358.381839 nChanged 20 SP:Iteration 76Q (31100.460000 sec): 3 clusters Score: Raw -16323108.635961 + Penalty 5742.818778 = -16317365.817182 nChanged 16 SP:Iteration 77Q (31100.780000 sec): 3 clusters Score: Raw -16323114.223447 + Penalty 5742.818778 = -16317371.404668 nChanged 23 SP:Iteration 78Q (31101.100000 sec): 3 clusters Score: Raw -16323121.882905 + Penalty 5742.818778 = -16317379.064126 nChanged 20 SP:Iteration 79Q (31101.410000 sec): 3 clusters Score: Raw -16323127.338759 + Penalty 5742.818778 = -16317384.519980 nChanged 17 SP:Iteration 80F (31101.850000 sec): 3 clusters Score: Raw -16323132.560189 + Penalty 5742.818778 = -16317389.741410 nChanged 24 SP:Iteration 81Q (31102.170000 sec): 3 clusters Score: Raw -16323138.893009 + Penalty 5742.818778 = -16317396.074230 nChanged 15 SP:Iteration 82Q (31102.490000 sec): 3 clusters Score: Raw -16323144.401513 + Penalty 5742.818778 = -16317401.582735 nChanged 11 SP:Iteration 83Q (31102.810000 sec): 3 clusters Score: Raw -16323148.115905 + Penalty 5742.818778 = -16317405.297127 nChanged 13 SP:Iteration 84Q (31103.120000 sec): 3 clusters Score: Raw -16323152.629285 + Penalty 5742.818778 = -16317409.810506 nChanged 12 SP:Iteration 85Q (31103.440000 sec): 3 clusters Score: Raw -16323156.001251 + Penalty 5742.818778 = -16317413.182473 nChanged 9 SP:Iteration 86Q (31103.760000 sec): 3 clusters Score: Raw -16323158.242540 + Penalty 5742.818778 = -16317415.423762 nChanged 7 SP:Iteration 87Q (31104.070000 sec): 3 clusters Score: Raw -16323160.295528 + Penalty 5742.818778 = -16317417.476750 nChanged 13 SP:Iteration 88Q (31104.390000 sec): 3 clusters Score: Raw -16323163.741966 + Penalty 5742.818778 = -16317420.923188 nChanged 9 SP:Iteration 89Q (31104.710000 sec): 3 clusters Score: Raw -16323166.556190 + Penalty 5742.818778 = -16317423.737411 nChanged 10 SP:Iteration 90Q (31105.020000 sec): 3 clusters Score: Raw -16323169.585651 + Penalty 5742.818778 = -16317426.766873 nChanged 14 SP:Iteration 91Q (31105.340000 sec): 3 clusters Score: Raw -16323173.720867 + Penalty 5742.818778 = -16317430.902088 nChanged 15 SP:Iteration 92Q (31105.660000 sec): 3 clusters Score: Raw -16323178.201450 + Penalty 5742.818778 = -16317435.382672 nChanged 8 SP:Iteration 93Q (31105.970000 sec): 3 clusters Score: Raw -16323181.295770 + Penalty 5742.818778 = -16317438.476991 nChanged 10 SP:Iteration 94Q (31106.290000 sec): 3 clusters Score: Raw -16323184.566853 + Penalty 5742.818778 = -16317441.748074 nChanged 7 SP:Iteration 95Q (31106.610000 sec): 3 clusters Score: Raw -16323186.412363 + Penalty 5742.818778 = -16317443.593584 nChanged 5 SP:Iteration 96Q (31106.920000 sec): 3 clusters Score: Raw -16323188.387794 + Penalty 5742.818778 = -16317445.569015 nChanged 6 SP:Iteration 97Q (31107.240000 sec): 3 clusters Score: Raw -16323190.069530 + Penalty 5742.818778 = -16317447.250752 nChanged 10 SP:Iteration 98Q (31107.550000 sec): 3 clusters Score: Raw -16323192.910046 + Penalty 5742.818778 = -16317450.091267 nChanged 9 SP:Iteration 99Q (31107.870000 sec): 3 clusters Score: Raw -16323195.697293 + Penalty 5742.818778 = -16317452.878515 nChanged 10 SP:Iteration 100F (31108.310000 sec): 3 clusters Score: Raw -16323199.008778 + Penalty 5742.818778 = -16317456.189999 nChanged 11 SP:Iteration 101Q (31108.630000 sec): 3 clusters Score: Raw -16323202.278019 + Penalty 5742.818778 = -16317459.459240 nChanged 10 SP:Iteration 102Q (31108.940000 sec): 3 clusters Score: Raw -16323205.147171 + Penalty 5742.818778 = -16317462.328393 nChanged 16 SP:Iteration 103Q (31109.260000 sec): 3 clusters Score: Raw -16323210.272868 + Penalty 5742.818778 = -16317467.454089 nChanged 12 SP:Iteration 104Q (31109.570000 sec): 3 clusters Score: Raw -16323214.444828 + Penalty 5742.818778 = -16317471.626050 nChanged 23 SP:Iteration 105Q (31109.890000 sec): 3 clusters Score: Raw -16323222.732075 + Penalty 5742.818778 = -16317479.913297 nChanged 22 SP:Iteration 106Q (31110.210000 sec): 3 clusters Score: Raw -16323229.888975 + Penalty 5742.818778 = -16317487.070196 nChanged 19 SP:Iteration 107Q (31110.520000 sec): 3 clusters Score: Raw -16323235.437424 + Penalty 5742.818778 = -16317492.618646 nChanged 17 SP:Iteration 108Q (31110.840000 sec): 3 clusters Score: Raw -16323241.307274 + Penalty 5742.818778 = -16317498.488496 nChanged 18 SP:Iteration 109Q (31111.150000 sec): 3 clusters Score: Raw -16323247.019401 + Penalty 5742.818778 = -16317504.200623 nChanged 19 SP:Iteration 110Q (31111.470000 sec): 3 clusters Score: Raw -16323253.786448 + Penalty 5742.818778 = -16317510.967670 nChanged 24 SP:Iteration 111Q (31111.780000 sec): 3 clusters Score: Raw -16323263.519096 + Penalty 5742.818778 = -16317520.700317 nChanged 31 SP:Iteration 112Q (31112.100000 sec): 3 clusters Score: Raw -16323274.600223 + Penalty 5742.818778 = -16317531.781444 nChanged 21 SP:Iteration 113Q (31112.410000 sec): 3 clusters Score: Raw -16323281.663768 + Penalty 5742.818778 = -16317538.844989 nChanged 18 SP:Iteration 114Q (31112.730000 sec): 3 clusters Score: Raw -16323287.878728 + Penalty 5742.818778 = -16317545.059949 nChanged 15 SP:Iteration 115Q (31113.040000 sec): 3 clusters Score: Raw -16323293.142043 + Penalty 5742.818778 = -16317550.323265 nChanged 13 SP:Iteration 116Q (31113.360000 sec): 3 clusters Score: Raw -16323297.233405 + Penalty 5742.818778 = -16317554.414626 nChanged 7 SP:Iteration 117Q (31113.670000 sec): 3 clusters Score: Raw -16323299.341206 + Penalty 5742.818778 = -16317556.522427 nChanged 6 SP:Iteration 118Q (31113.990000 sec): 3 clusters Score: Raw -16323301.244842 + Penalty 5742.818778 = -16317558.426064 nChanged 9 SP:Iteration 119Q (31114.300000 sec): 3 clusters Score: Raw -16323303.398891 + Penalty 5742.818778 = -16317560.580113 nChanged 5 SP:Iteration 120F (31114.740000 sec): 3 clusters Score: Raw -16323304.535737 + Penalty 5742.818778 = -16317561.716959 nChanged 2 SP:Iteration 121Q (31115.060000 sec): 3 clusters Score: Raw -16323305.200449 + Penalty 5742.818778 = -16317562.381671 nChanged 1 SP:Iteration 122Q (31115.370000 sec): 3 clusters Score: Raw -16323305.357436 + Penalty 5742.818778 = -16317562.538657 nChanged 1 SP:Iteration 123Q (31115.690000 sec): 3 clusters Score: Raw -16323305.595046 + Penalty 5742.818778 = -16317562.776267 nChanged 1 SP:Iteration 124Q (31116.000000 sec): 3 clusters Score: Raw -16323305.828190 + Penalty 5742.818778 = -16317563.009411 nChanged 3 SP:Iteration 125Q (31116.320000 sec): 3 clusters Score: Raw -16323306.474849 + Penalty 5742.818778 = -16317563.656070 nChanged 2 SP:Iteration 126Q (31116.630000 sec): 3 clusters Score: Raw -16323306.833975 + Penalty 5742.818778 = -16317564.015196 nChanged 0 SP:Iteration 127F (31117.070000 sec): 3 clusters Score: Raw -16323306.833975 + Penalty 5742.818778 = -16317564.015196 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 12 (1383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31117.130000 sec): 2 clusters Score: Raw -211223.884472 + Penalty 1793.538562 = -209430.345910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31117.140000 sec): 3 clusters Score: Raw -210757.897630 + Penalty 3587.077125 = -207170.820505 nChanged 401 SP:Iteration 1F (31117.140000 sec): 3 clusters Score: Raw -211111.372040 + Penalty 3587.077125 = -207524.294915 nChanged 111 SP:Iteration 2F (31117.150000 sec): 3 clusters Score: Raw -211249.520505 + Penalty 3587.077125 = -207662.443381 nChanged 56 SP:Iteration 3Q (31117.150000 sec): 3 clusters Score: Raw -211327.221486 + Penalty 3587.077125 = -207740.144361 nChanged 45 SP:Iteration 4Q (31117.160000 sec): 3 clusters Score: Raw -211392.685623 + Penalty 3587.077125 = -207805.608498 nChanged 39 SP:Iteration 5Q (31117.170000 sec): 3 clusters Score: Raw -211448.105477 + Penalty 3587.077125 = -207861.028352 nChanged 33 SP:Iteration 6Q (31117.170000 sec): 3 clusters Score: Raw -211509.713820 + Penalty 3587.077125 = -207922.636696 nChanged 41 SP:Iteration 7Q (31117.180000 sec): 3 clusters Score: Raw -211551.160193 + Penalty 3587.077125 = -207964.083069 nChanged 25 SP:Iteration 8Q (31117.180000 sec): 3 clusters Score: Raw -211573.226394 + Penalty 3587.077125 = -207986.149270 nChanged 14 SP:Iteration 9Q (31117.190000 sec): 3 clusters Score: Raw -211587.665948 + Penalty 3587.077125 = -208000.588824 nChanged 14 SP:Iteration 10Q (31117.190000 sec): 3 clusters Score: Raw -211599.820054 + Penalty 3587.077125 = -208012.742930 nChanged 7 SP:Iteration 11Q (31117.200000 sec): 3 clusters Score: Raw -211607.508123 + Penalty 3587.077125 = -208020.430999 nChanged 8 SP:Iteration 12Q (31117.200000 sec): 3 clusters Score: Raw -211617.692583 + Penalty 3587.077125 = -208030.615458 nChanged 6 SP:Iteration 13Q (31117.210000 sec): 3 clusters Score: Raw -211627.357606 + Penalty 3587.077125 = -208040.280482 nChanged 8 SP:Iteration 14Q (31117.210000 sec): 3 clusters Score: Raw -211635.587184 + Penalty 3587.077125 = -208048.510060 nChanged 6 SP:Iteration 15Q (31117.220000 sec): 3 clusters Score: Raw -211639.946142 + Penalty 3587.077125 = -208052.869018 nChanged 7 SP:Iteration 16Q (31117.220000 sec): 3 clusters Score: Raw -211645.976122 + Penalty 3587.077125 = -208058.898998 nChanged 8 SP:Iteration 17Q (31117.230000 sec): 3 clusters Score: Raw -211655.673334 + Penalty 3587.077125 = -208068.596210 nChanged 10 SP:Iteration 18Q (31117.230000 sec): 3 clusters Score: Raw -211668.413573 + Penalty 3587.077125 = -208081.336448 nChanged 12 SP:Iteration 19Q (31117.240000 sec): 3 clusters Score: Raw -211680.151401 + Penalty 3587.077125 = -208093.074277 nChanged 5 SP:Iteration 20F (31117.250000 sec): 3 clusters Score: Raw -211683.194512 + Penalty 3587.077125 = -208096.117387 nChanged 1 SP:Iteration 21Q (31117.250000 sec): 3 clusters Score: Raw -211686.491522 + Penalty 3587.077125 = -208099.414398 nChanged 3 SP:Iteration 22Q (31117.250000 sec): 3 clusters Score: Raw -211689.698711 + Penalty 3587.077125 = -208102.621586 nChanged 3 SP:Iteration 23Q (31117.260000 sec): 3 clusters Score: Raw -211692.095162 + Penalty 3587.077125 = -208105.018037 nChanged 0 SP:Iteration 24F (31117.270000 sec): 3 clusters Score: Raw -211692.095162 + Penalty 3587.077125 = -208105.018037 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 13 (39414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31117.420000 sec): 2 clusters Score: Raw -6389364.412931 + Penalty 2624.305338 = -6386740.107594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31117.580000 sec): 3 clusters Score: Raw -6365196.437374 + Penalty 5248.610676 = -6359947.826698 nChanged 18087 SP:Iteration 1F (31117.740000 sec): 3 clusters Score: Raw -6375023.586417 + Penalty 5248.610676 = -6369774.975742 nChanged 1601 SP:Iteration 2Q (31117.900000 sec): 3 clusters Score: Raw -6375487.731994 + Penalty 5248.610676 = -6370239.121319 nChanged 1531 SP:Iteration 3Q (31118.060000 sec): 3 clusters Score: Raw -6375973.214587 + Penalty 5248.610676 = -6370724.603911 nChanged 1525 SP:Iteration 4Q (31118.220000 sec): 3 clusters Score: Raw -6376478.982080 + Penalty 5248.610676 = -6371230.371404 nChanged 1500 SP:Iteration 5Q (31118.390000 sec): 3 clusters Score: Raw -6377002.044163 + Penalty 5248.610676 = -6371753.433488 nChanged 1457 SP:Iteration 6Q (31118.550000 sec): 3 clusters Score: Raw -6377495.182384 + Penalty 5248.610676 = -6372246.571708 nChanged 1385 SP:Iteration 7Q (31118.710000 sec): 3 clusters Score: Raw -6377953.689805 + Penalty 5248.610676 = -6372705.079129 nChanged 1365 SP:Iteration 8Q (31118.870000 sec): 3 clusters Score: Raw -6378393.033911 + Penalty 5248.610676 = -6373144.423235 nChanged 1348 SP:Iteration 9Q (31119.030000 sec): 3 clusters Score: Raw -6378832.498593 + Penalty 5248.610676 = -6373583.887918 nChanged 1337 SP:Iteration 10Q (31119.190000 sec): 3 clusters Score: Raw -6379293.082900 + Penalty 5248.610676 = -6374044.472225 nChanged 1343 SP:Iteration 11Q (31119.350000 sec): 3 clusters Score: Raw -6379789.979743 + Penalty 5248.610676 = -6374541.369068 nChanged 1349 SP:Iteration 12Q (31119.510000 sec): 3 clusters Score: Raw -6380314.579461 + Penalty 5248.610676 = -6375065.968785 nChanged 1393 SP:Iteration 13Q (31119.670000 sec): 3 clusters Score: Raw -6380920.969808 + Penalty 5248.610676 = -6375672.359132 nChanged 1436 SP:Iteration 14Q (31119.820000 sec): 3 clusters Score: Raw -6381622.452249 + Penalty 5248.610676 = -6376373.841573 nChanged 1507 SP:Iteration 15Q (31119.980000 sec): 3 clusters Score: Raw -6382353.792533 + Penalty 5248.610676 = -6377105.181857 nChanged 1404 SP:Iteration 16Q (31120.140000 sec): 3 clusters Score: Raw -6382951.283630 + Penalty 5248.610676 = -6377702.672955 nChanged 1122 SP:Iteration 17Q (31120.290000 sec): 3 clusters Score: Raw -6383324.473254 + Penalty 5248.610676 = -6378075.862579 nChanged 866 SP:Iteration 18Q (31120.450000 sec): 3 clusters Score: Raw -6383534.333186 + Penalty 5248.610676 = -6378285.722511 nChanged 580 SP:Iteration 19Q (31120.610000 sec): 3 clusters Score: Raw -6383649.644416 + Penalty 5248.610676 = -6378401.033741 nChanged 454 SP:Iteration 20F (31120.770000 sec): 3 clusters Score: Raw -6383727.382684 + Penalty 5248.610676 = -6378478.772008 nChanged 335 SP:Iteration 21Q (31120.920000 sec): 3 clusters Score: Raw -6383782.928883 + Penalty 5248.610676 = -6378534.318207 nChanged 326 SP:Iteration 22Q (31121.070000 sec): 3 clusters Score: Raw -6383836.192774 + Penalty 5248.610676 = -6378587.582099 nChanged 322 SP:Iteration 23Q (31121.230000 sec): 3 clusters Score: Raw -6383891.328618 + Penalty 5248.610676 = -6378642.717943 nChanged 288 SP:Iteration 24Q (31121.380000 sec): 3 clusters Score: Raw -6383948.301615 + Penalty 5248.610676 = -6378699.690939 nChanged 326 SP:Iteration 25Q (31121.540000 sec): 3 clusters Score: Raw -6384009.886336 + Penalty 5248.610676 = -6378761.275661 nChanged 327 SP:Iteration 26Q (31121.690000 sec): 3 clusters Score: Raw -6384066.288366 + Penalty 5248.610676 = -6378817.677691 nChanged 293 SP:Iteration 27Q (31121.840000 sec): 3 clusters Score: Raw -6384116.070830 + Penalty 5248.610676 = -6378867.460154 nChanged 299 SP:Iteration 28Q (31122.000000 sec): 3 clusters Score: Raw -6384174.465703 + Penalty 5248.610676 = -6378925.855028 nChanged 335 SP:Iteration 29Q (31122.150000 sec): 3 clusters Score: Raw -6384250.145361 + Penalty 5248.610676 = -6379001.534686 nChanged 386 SP:Iteration 30Q (31122.300000 sec): 3 clusters Score: Raw -6384335.841439 + Penalty 5248.610676 = -6379087.230764 nChanged 387 SP:Iteration 31Q (31122.450000 sec): 3 clusters Score: Raw -6384422.796601 + Penalty 5248.610676 = -6379174.185925 nChanged 401 SP:Iteration 32Q (31122.600000 sec): 3 clusters Score: Raw -6384521.897166 + Penalty 5248.610676 = -6379273.286491 nChanged 425 SP:Iteration 33Q (31122.760000 sec): 3 clusters Score: Raw -6384620.933716 + Penalty 5248.610676 = -6379372.323040 nChanged 405 SP:Iteration 34Q (31122.910000 sec): 3 clusters Score: Raw -6384717.244708 + Penalty 5248.610676 = -6379468.634032 nChanged 402 SP:Iteration 35Q (31123.060000 sec): 3 clusters Score: Raw -6384818.172353 + Penalty 5248.610676 = -6379569.561677 nChanged 403 SP:Iteration 36Q (31123.210000 sec): 3 clusters Score: Raw -6384913.791523 + Penalty 5248.610676 = -6379665.180847 nChanged 404 SP:Iteration 37Q (31123.360000 sec): 3 clusters Score: Raw -6385008.625994 + Penalty 5248.610676 = -6379760.015319 nChanged 418 SP:Iteration 38Q (31123.510000 sec): 3 clusters Score: Raw -6385103.312292 + Penalty 5248.610676 = -6379854.701616 nChanged 389 SP:Iteration 39Q (31123.660000 sec): 3 clusters Score: Raw -6385184.742609 + Penalty 5248.610676 = -6379936.131934 nChanged 355 SP:Iteration 40F (31123.820000 sec): 3 clusters Score: Raw -6385266.314355 + Penalty 5248.610676 = -6380017.703680 nChanged 356 SP:Iteration 41Q (31123.960000 sec): 3 clusters Score: Raw -6385344.155430 + Penalty 5248.610676 = -6380095.544754 nChanged 334 SP:Iteration 42Q (31124.110000 sec): 3 clusters Score: Raw -6385416.064432 + Penalty 5248.610676 = -6380167.453756 nChanged 313 SP:Iteration 43Q (31124.260000 sec): 3 clusters Score: Raw -6385482.975614 + Penalty 5248.610676 = -6380234.364939 nChanged 318 SP:Iteration 44Q (31124.410000 sec): 3 clusters Score: Raw -6385552.701765 + Penalty 5248.610676 = -6380304.091089 nChanged 309 SP:Iteration 45Q (31124.560000 sec): 3 clusters Score: Raw -6385615.416655 + Penalty 5248.610676 = -6380366.805980 nChanged 301 SP:Iteration 46Q (31124.700000 sec): 3 clusters Score: Raw -6385671.347006 + Penalty 5248.610676 = -6380422.736331 nChanged 274 SP:Iteration 47Q (31124.850000 sec): 3 clusters Score: Raw -6385726.265157 + Penalty 5248.610676 = -6380477.654481 nChanged 289 SP:Iteration 48Q (31125.000000 sec): 3 clusters Score: Raw -6385787.049959 + Penalty 5248.610676 = -6380538.439284 nChanged 298 SP:Iteration 49Q (31125.140000 sec): 3 clusters Score: Raw -6385846.453194 + Penalty 5248.610676 = -6380597.842519 nChanged 307 SP:Iteration 50Q (31125.290000 sec): 3 clusters Score: Raw -6385909.395659 + Penalty 5248.610676 = -6380660.784983 nChanged 335 SP:Iteration 51Q (31125.440000 sec): 3 clusters Score: Raw -6385980.088806 + Penalty 5248.610676 = -6380731.478131 nChanged 347 SP:Iteration 52Q (31125.580000 sec): 3 clusters Score: Raw -6386056.001039 + Penalty 5248.610676 = -6380807.390364 nChanged 347 SP:Iteration 53Q (31125.720000 sec): 3 clusters Score: Raw -6386136.167869 + Penalty 5248.610676 = -6380887.557194 nChanged 361 SP:Iteration 54Q (31125.860000 sec): 3 clusters Score: Raw -6386220.613401 + Penalty 5248.610676 = -6380972.002725 nChanged 367 SP:Iteration 55Q (31126.010000 sec): 3 clusters Score: Raw -6386311.439189 + Penalty 5248.610676 = -6381062.828513 nChanged 340 SP:Iteration 56Q (31126.150000 sec): 3 clusters Score: Raw -6386393.496344 + Penalty 5248.610676 = -6381144.885669 nChanged 377 SP:Iteration 57Q (31126.290000 sec): 3 clusters Score: Raw -6386483.387056 + Penalty 5248.610676 = -6381234.776381 nChanged 391 SP:Iteration 58Q (31126.430000 sec): 3 clusters Score: Raw -6386582.160277 + Penalty 5248.610676 = -6381333.549602 nChanged 425 SP:Iteration 59Q (31126.570000 sec): 3 clusters Score: Raw -6386703.054778 + Penalty 5248.610676 = -6381454.444102 nChanged 455 SP:Iteration 60F (31126.730000 sec): 3 clusters Score: Raw -6386839.452344 + Penalty 5248.610676 = -6381590.841668 nChanged 478 SP:Iteration 61Q (31126.870000 sec): 3 clusters Score: Raw -6387004.501595 + Penalty 5248.610676 = -6381755.890920 nChanged 529 SP:Iteration 62Q (31127.000000 sec): 3 clusters Score: Raw -6387198.571116 + Penalty 5248.610676 = -6381949.960440 nChanged 531 SP:Iteration 63Q (31127.140000 sec): 3 clusters Score: Raw -6387403.350216 + Penalty 5248.610676 = -6382154.739540 nChanged 515 SP:Iteration 64Q (31127.280000 sec): 3 clusters Score: Raw -6387608.260662 + Penalty 5248.610676 = -6382359.649986 nChanged 518 SP:Iteration 65Q (31127.410000 sec): 3 clusters Score: Raw -6387821.444699 + Penalty 5248.610676 = -6382572.834023 nChanged 537 SP:Iteration 66Q (31127.540000 sec): 3 clusters Score: Raw -6388064.175095 + Penalty 5248.610676 = -6382815.564419 nChanged 489 SP:Iteration 67Q (31127.670000 sec): 3 clusters Score: Raw -6388286.391867 + Penalty 5248.610676 = -6383037.781191 nChanged 477 SP:Iteration 68Q (31127.800000 sec): 3 clusters Score: Raw -6388510.200688 + Penalty 5248.610676 = -6383261.590012 nChanged 438 SP:Iteration 69Q (31127.930000 sec): 3 clusters Score: Raw -6388712.523534 + Penalty 5248.610676 = -6383463.912859 nChanged 395 SP:Iteration 70Q (31128.060000 sec): 3 clusters Score: Raw -6388892.858477 + Penalty 5248.610676 = -6383644.247801 nChanged 317 SP:Iteration 71Q (31128.180000 sec): 3 clusters Score: Raw -6389036.739127 + Penalty 5248.610676 = -6383788.128451 nChanged 273 SP:Iteration 72Q (31128.300000 sec): 3 clusters Score: Raw -6389155.112205 + Penalty 5248.610676 = -6383906.501529 nChanged 234 SP:Iteration 73Q (31128.430000 sec): 3 clusters Score: Raw -6389259.835716 + Penalty 5248.610676 = -6384011.225040 nChanged 187 SP:Iteration 74Q (31128.550000 sec): 3 clusters Score: Raw -6389345.589574 + Penalty 5248.610676 = -6384096.978898 nChanged 173 SP:Iteration 75Q (31128.670000 sec): 3 clusters Score: Raw -6389423.847564 + Penalty 5248.610676 = -6384175.236888 nChanged 161 SP:Iteration 76Q (31128.790000 sec): 3 clusters Score: Raw -6389488.248283 + Penalty 5248.610676 = -6384239.637607 nChanged 126 SP:Iteration 77Q (31128.910000 sec): 3 clusters Score: Raw -6389539.351605 + Penalty 5248.610676 = -6384290.740929 nChanged 86 SP:Iteration 78Q (31129.030000 sec): 3 clusters Score: Raw -6389577.740111 + Penalty 5248.610676 = -6384329.129435 nChanged 87 SP:Iteration 79Q (31129.150000 sec): 3 clusters Score: Raw -6389612.763147 + Penalty 5248.610676 = -6384364.152471 nChanged 71 SP:Iteration 80F (31129.300000 sec): 3 clusters Score: Raw -6389643.583731 + Penalty 5248.610676 = -6384394.973055 nChanged 74 SP:Iteration 81Q (31129.420000 sec): 3 clusters Score: Raw -6389676.223322 + Penalty 5248.610676 = -6384427.612647 nChanged 61 SP:Iteration 82Q (31129.540000 sec): 3 clusters Score: Raw -6389699.312319 + Penalty 5248.610676 = -6384450.701643 nChanged 43 SP:Iteration 83Q (31129.650000 sec): 3 clusters Score: Raw -6389716.859010 + Penalty 5248.610676 = -6384468.248334 nChanged 40 SP:Iteration 84Q (31129.770000 sec): 3 clusters Score: Raw -6389735.202246 + Penalty 5248.610676 = -6384486.591570 nChanged 33 SP:Iteration 85Q (31129.890000 sec): 3 clusters Score: Raw -6389750.222393 + Penalty 5248.610676 = -6384501.611717 nChanged 39 SP:Iteration 86Q (31130.000000 sec): 3 clusters Score: Raw -6389773.465908 + Penalty 5248.610676 = -6384524.855232 nChanged 38 SP:Iteration 87Q (31130.120000 sec): 3 clusters Score: Raw -6389789.334605 + Penalty 5248.610676 = -6384540.723929 nChanged 15 SP:Iteration 88Q (31130.230000 sec): 3 clusters Score: Raw -6389794.436222 + Penalty 5248.610676 = -6384545.825547 nChanged 19 SP:Iteration 89Q (31130.350000 sec): 3 clusters Score: Raw -6389802.612316 + Penalty 5248.610676 = -6384554.001641 nChanged 14 SP:Iteration 90Q (31130.460000 sec): 3 clusters Score: Raw -6389808.919021 + Penalty 5248.610676 = -6384560.308345 nChanged 14 SP:Iteration 91Q (31130.580000 sec): 3 clusters Score: Raw -6389814.822671 + Penalty 5248.610676 = -6384566.211995 nChanged 10 SP:Iteration 92Q (31130.690000 sec): 3 clusters Score: Raw -6389817.906461 + Penalty 5248.610676 = -6384569.295785 nChanged 9 SP:Iteration 93Q (31130.800000 sec): 3 clusters Score: Raw -6389821.182933 + Penalty 5248.610676 = -6384572.572257 nChanged 13 SP:Iteration 94Q (31130.920000 sec): 3 clusters Score: Raw -6389827.082672 + Penalty 5248.610676 = -6384578.471996 nChanged 15 SP:Iteration 95Q (31131.040000 sec): 3 clusters Score: Raw -6389833.925569 + Penalty 5248.610676 = -6384585.314893 nChanged 14 SP:Iteration 96Q (31131.150000 sec): 3 clusters Score: Raw -6389840.895192 + Penalty 5248.610676 = -6384592.284517 nChanged 14 SP:Iteration 97Q (31131.260000 sec): 3 clusters Score: Raw -6389847.562663 + Penalty 5248.610676 = -6384598.951987 nChanged 16 SP:Iteration 98Q (31131.380000 sec): 3 clusters Score: Raw -6389855.284924 + Penalty 5248.610676 = -6384606.674249 nChanged 18 SP:Iteration 99Q (31131.490000 sec): 3 clusters Score: Raw -6389862.309229 + Penalty 5248.610676 = -6384613.698553 nChanged 12 SP:Iteration 100F (31131.650000 sec): 3 clusters Score: Raw -6389867.016545 + Penalty 5248.610676 = -6384618.405870 nChanged 9 SP:Iteration 101Q (31131.760000 sec): 3 clusters Score: Raw -6389871.367797 + Penalty 5248.610676 = -6384622.757121 nChanged 13 SP:Iteration 102Q (31131.880000 sec): 3 clusters Score: Raw -6389877.667334 + Penalty 5248.610676 = -6384629.056658 nChanged 9 SP:Iteration 103Q (31131.990000 sec): 3 clusters Score: Raw -6389882.424738 + Penalty 5248.610676 = -6384633.814062 nChanged 10 SP:Iteration 104Q (31132.100000 sec): 3 clusters Score: Raw -6389886.620885 + Penalty 5248.610676 = -6384638.010209 nChanged 10 SP:Iteration 105Q (31132.220000 sec): 3 clusters Score: Raw -6389891.283192 + Penalty 5248.610676 = -6384642.672516 nChanged 11 SP:Iteration 106Q (31132.330000 sec): 3 clusters Score: Raw -6389896.337247 + Penalty 5248.610676 = -6384647.726572 nChanged 10 SP:Iteration 107Q (31132.440000 sec): 3 clusters Score: Raw -6389901.192454 + Penalty 5248.610676 = -6384652.581778 nChanged 9 SP:Iteration 108Q (31132.560000 sec): 3 clusters Score: Raw -6389906.240629 + Penalty 5248.610676 = -6384657.629954 nChanged 11 SP:Iteration 109Q (31132.670000 sec): 3 clusters Score: Raw -6389912.701221 + Penalty 5248.610676 = -6384664.090545 nChanged 9 SP:Iteration 110Q (31132.790000 sec): 3 clusters Score: Raw -6389916.323458 + Penalty 5248.610676 = -6384667.712783 nChanged 7 SP:Iteration 111Q (31132.900000 sec): 3 clusters Score: Raw -6389919.152634 + Penalty 5248.610676 = -6384670.541958 nChanged 2 SP:Iteration 112Q (31133.020000 sec): 3 clusters Score: Raw -6389920.201415 + Penalty 5248.610676 = -6384671.590739 nChanged 2 SP:Iteration 113Q (31133.130000 sec): 3 clusters Score: Raw -6389921.668647 + Penalty 5248.610676 = -6384673.057972 nChanged 1 SP:Iteration 114Q (31133.240000 sec): 3 clusters Score: Raw -6389922.074300 + Penalty 5248.610676 = -6384673.463624 nChanged 2 SP:Iteration 115Q (31133.360000 sec): 3 clusters Score: Raw -6389922.936439 + Penalty 5248.610676 = -6384674.325763 nChanged 3 SP:Iteration 116Q (31133.470000 sec): 3 clusters Score: Raw -6389924.638898 + Penalty 5248.610676 = -6384676.028222 nChanged 2 SP:Iteration 117Q (31133.580000 sec): 3 clusters Score: Raw -6389925.490397 + Penalty 5248.610676 = -6384676.879721 nChanged 3 SP:Iteration 118Q (31133.700000 sec): 3 clusters Score: Raw -6389926.778825 + Penalty 5248.610676 = -6384678.168149 nChanged 3 SP:Iteration 119Q (31133.810000 sec): 3 clusters Score: Raw -6389928.245327 + Penalty 5248.610676 = -6384679.634651 nChanged 1 SP:Iteration 120F (31133.960000 sec): 3 clusters Score: Raw -6389928.686825 + Penalty 5248.610676 = -6384680.076149 nChanged 4 SP:Iteration 121Q (31134.080000 sec): 3 clusters Score: Raw -6389929.882421 + Penalty 5248.610676 = -6384681.271745 nChanged 4 SP:Iteration 122Q (31134.190000 sec): 3 clusters Score: Raw -6389933.247504 + Penalty 5248.610676 = -6384684.636829 nChanged 5 SP:Iteration 123Q (31134.300000 sec): 3 clusters Score: Raw -6389935.164138 + Penalty 5248.610676 = -6384686.553463 nChanged 3 SP:Iteration 124Q (31134.420000 sec): 3 clusters Score: Raw -6389936.335108 + Penalty 5248.610676 = -6384687.724432 nChanged 2 SP:Iteration 125Q (31134.530000 sec): 3 clusters Score: Raw -6389937.248703 + Penalty 5248.610676 = -6384688.638027 nChanged 3 SP:Iteration 126Q (31134.640000 sec): 3 clusters Score: Raw -6389938.189265 + Penalty 5248.610676 = -6384689.578589 nChanged 0 SP:Iteration 127F (31134.800000 sec): 3 clusters Score: Raw -6389938.189265 + Penalty 5248.610676 = -6384689.578589 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 14 (309503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31135.980000 sec): 2 clusters Score: Raw -49440514.621805 + Penalty 3135.395320 = -49437379.226485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31137.290000 sec): 3 clusters Score: Raw -49234851.898162 + Penalty 6270.790640 = -49228581.107522 nChanged 150364 SP:Iteration 1F (31138.600000 sec): 3 clusters Score: Raw -49323835.034437 + Penalty 6270.790640 = -49317564.243798 nChanged 8355 SP:Iteration 2Q (31139.940000 sec): 3 clusters Score: Raw -49325733.830293 + Penalty 6270.790640 = -49319463.039653 nChanged 10474 SP:Iteration 3Q (31141.280000 sec): 3 clusters Score: Raw -49328881.882324 + Penalty 6270.790640 = -49322611.091684 nChanged 13786 SP:Iteration 4Q (31142.610000 sec): 3 clusters Score: Raw -49334633.027279 + Penalty 6270.790640 = -49328362.236639 nChanged 18700 SP:Iteration 5F (31143.920000 sec): 3 clusters Score: Raw -49345306.307808 + Penalty 6270.790640 = -49339035.517168 nChanged 24682 SP:Iteration 6F (31145.220000 sec): 3 clusters Score: Raw -49364080.461182 + Penalty 6270.790640 = -49357809.670542 nChanged 28680 SP:Iteration 7F (31146.510000 sec): 3 clusters Score: Raw -49390805.482459 + Penalty 6270.790640 = -49384534.691819 nChanged 25637 SP:Iteration 8F (31147.810000 sec): 3 clusters Score: Raw -49417014.192902 + Penalty 6270.790640 = -49410743.402262 nChanged 15648 SP:Iteration 9F (31149.100000 sec): 3 clusters Score: Raw -49432871.478819 + Penalty 6270.790640 = -49426600.688180 nChanged 6141 SP:Iteration 10Q (31150.270000 sec): 3 clusters Score: Raw -49438714.970713 + Penalty 6270.790640 = -49432444.180073 nChanged 1631 SP:Iteration 11Q (31151.300000 sec): 3 clusters Score: Raw -49440201.642810 + Penalty 6270.790640 = -49433930.852171 nChanged 386 SP:Iteration 12Q (31152.260000 sec): 3 clusters Score: Raw -49440594.458177 + Penalty 6270.790640 = -49434323.667538 nChanged 116 SP:Iteration 13Q (31153.190000 sec): 3 clusters Score: Raw -49440727.809092 + Penalty 6270.790640 = -49434457.018452 nChanged 50 SP:Iteration 14Q (31154.120000 sec): 3 clusters Score: Raw -49440783.036946 + Penalty 6270.790640 = -49434512.246306 nChanged 28 SP:Iteration 15Q (31155.040000 sec): 3 clusters Score: Raw -49440816.080424 + Penalty 6270.790640 = -49434545.289784 nChanged 28 SP:Iteration 16Q (31155.960000 sec): 3 clusters Score: Raw -49440846.215593 + Penalty 6270.790640 = -49434575.424954 nChanged 18 SP:Iteration 17Q (31156.870000 sec): 3 clusters Score: Raw -49440868.073659 + Penalty 6270.790640 = -49434597.283019 nChanged 18 SP:Iteration 18Q (31157.790000 sec): 3 clusters Score: Raw -49440888.500675 + Penalty 6270.790640 = -49434617.710035 nChanged 13 SP:Iteration 19Q (31158.710000 sec): 3 clusters Score: Raw -49440903.798249 + Penalty 6270.790640 = -49434633.007609 nChanged 8 SP:Iteration 20F (31160.000000 sec): 3 clusters Score: Raw -49440911.447195 + Penalty 6270.790640 = -49434640.656555 nChanged 7 SP:Iteration 21Q (31160.920000 sec): 3 clusters Score: Raw -49440923.623776 + Penalty 6270.790640 = -49434652.833136 nChanged 6 SP:Iteration 22Q (31161.830000 sec): 3 clusters Score: Raw -49440930.392272 + Penalty 6270.790640 = -49434659.601632 nChanged 5 SP:Iteration 23Q (31162.750000 sec): 3 clusters Score: Raw -49440935.423379 + Penalty 6270.790640 = -49434664.632739 nChanged 3 SP:Iteration 24Q (31163.670000 sec): 3 clusters Score: Raw -49440939.189416 + Penalty 6270.790640 = -49434668.398776 nChanged 5 SP:Iteration 25Q (31164.580000 sec): 3 clusters Score: Raw -49440943.236799 + Penalty 6270.790640 = -49434672.446159 nChanged 2 SP:Iteration 26Q (31165.490000 sec): 3 clusters Score: Raw -49440946.512623 + Penalty 6270.790640 = -49434675.721983 nChanged 4 SP:Iteration 27Q (31166.410000 sec): 3 clusters Score: Raw -49440950.017150 + Penalty 6270.790640 = -49434679.226510 nChanged 2 SP:Iteration 28Q (31167.320000 sec): 3 clusters Score: Raw -49440951.068139 + Penalty 6270.790640 = -49434680.277499 nChanged 2 SP:Iteration 29Q (31168.230000 sec): 3 clusters Score: Raw -49440952.382760 + Penalty 6270.790640 = -49434681.592120 nChanged 1 SP:Iteration 30Q (31169.150000 sec): 3 clusters Score: Raw -49440954.276980 + Penalty 6270.790640 = -49434683.486340 nChanged 0 SP:Iteration 31F (31170.440000 sec): 3 clusters Score: Raw -49440954.276980 + Penalty 6270.790640 = -49434683.486340 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 15 (3356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31170.610000 sec): 2 clusters Score: Raw -551466.211327 + Penalty 2013.389257 = -549452.822070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31170.620000 sec): 3 clusters Score: Raw -550000.588667 + Penalty 4026.778514 = -545973.810153 nChanged 1130 SP:Iteration 1F (31170.640000 sec): 3 clusters Score: Raw -550651.804828 + Penalty 4026.778514 = -546625.026314 nChanged 225 SP:Iteration 2F (31170.650000 sec): 3 clusters Score: Raw -550797.507932 + Penalty 4026.778514 = -546770.729419 nChanged 156 SP:Iteration 3Q (31170.660000 sec): 3 clusters Score: Raw -550885.337260 + Penalty 4026.778514 = -546858.558747 nChanged 95 SP:Iteration 4Q (31170.680000 sec): 3 clusters Score: Raw -550937.974561 + Penalty 4026.778514 = -546911.196047 nChanged 66 SP:Iteration 5Q (31170.690000 sec): 3 clusters Score: Raw -550975.904024 + Penalty 4026.778514 = -546949.125511 nChanged 72 SP:Iteration 6Q (31170.700000 sec): 3 clusters Score: Raw -551010.354060 + Penalty 4026.778514 = -546983.575546 nChanged 58 SP:Iteration 7Q (31170.720000 sec): 3 clusters Score: Raw -551037.930190 + Penalty 4026.778514 = -547011.151676 nChanged 55 SP:Iteration 8Q (31170.730000 sec): 3 clusters Score: Raw -551067.131062 + Penalty 4026.778514 = -547040.352549 nChanged 44 SP:Iteration 9Q (31170.740000 sec): 3 clusters Score: Raw -551093.347868 + Penalty 4026.778514 = -547066.569354 nChanged 49 SP:Iteration 10Q (31170.760000 sec): 3 clusters Score: Raw -551120.188524 + Penalty 4026.778514 = -547093.410010 nChanged 44 SP:Iteration 11Q (31170.770000 sec): 3 clusters Score: Raw -551141.172476 + Penalty 4026.778514 = -547114.393962 nChanged 26 SP:Iteration 12Q (31170.780000 sec): 3 clusters Score: Raw -551155.227923 + Penalty 4026.778514 = -547128.449409 nChanged 28 SP:Iteration 13Q (31170.800000 sec): 3 clusters Score: Raw -551169.830668 + Penalty 4026.778514 = -547143.052155 nChanged 23 SP:Iteration 14Q (31170.810000 sec): 3 clusters Score: Raw -551182.051492 + Penalty 4026.778514 = -547155.272978 nChanged 18 SP:Iteration 15Q (31170.820000 sec): 3 clusters Score: Raw -551189.982236 + Penalty 4026.778514 = -547163.203723 nChanged 16 SP:Iteration 16Q (31170.840000 sec): 3 clusters Score: Raw -551197.151756 + Penalty 4026.778514 = -547170.373243 nChanged 11 SP:Iteration 17Q (31170.850000 sec): 3 clusters Score: Raw -551202.129071 + Penalty 4026.778514 = -547175.350557 nChanged 13 SP:Iteration 18Q (31170.860000 sec): 3 clusters Score: Raw -551206.121781 + Penalty 4026.778514 = -547179.343268 nChanged 7 SP:Iteration 19Q (31170.880000 sec): 3 clusters Score: Raw -551208.673201 + Penalty 4026.778514 = -547181.894687 nChanged 9 SP:Iteration 20F (31170.890000 sec): 3 clusters Score: Raw -551213.157420 + Penalty 4026.778514 = -547186.378907 nChanged 12 SP:Iteration 21Q (31170.900000 sec): 3 clusters Score: Raw -551218.511985 + Penalty 4026.778514 = -547191.733472 nChanged 14 SP:Iteration 22Q (31170.920000 sec): 3 clusters Score: Raw -551225.001592 + Penalty 4026.778514 = -547198.223078 nChanged 16 SP:Iteration 23Q (31170.930000 sec): 3 clusters Score: Raw -551231.329168 + Penalty 4026.778514 = -547204.550654 nChanged 12 SP:Iteration 24Q (31170.940000 sec): 3 clusters Score: Raw -551237.785928 + Penalty 4026.778514 = -547211.007415 nChanged 17 SP:Iteration 25Q (31170.960000 sec): 3 clusters Score: Raw -551247.229977 + Penalty 4026.778514 = -547220.451464 nChanged 30 SP:Iteration 26Q (31170.970000 sec): 3 clusters Score: Raw -551261.577900 + Penalty 4026.778514 = -547234.799386 nChanged 23 SP:Iteration 27Q (31170.980000 sec): 3 clusters Score: Raw -551271.924438 + Penalty 4026.778514 = -547245.145925 nChanged 23 SP:Iteration 28Q (31171.000000 sec): 3 clusters Score: Raw -551284.221039 + Penalty 4026.778514 = -547257.442526 nChanged 24 SP:Iteration 29Q (31171.010000 sec): 3 clusters Score: Raw -551297.463165 + Penalty 4026.778514 = -547270.684651 nChanged 30 SP:Iteration 30Q (31171.020000 sec): 3 clusters Score: Raw -551313.424448 + Penalty 4026.778514 = -547286.645934 nChanged 28 SP:Iteration 31Q (31171.040000 sec): 3 clusters Score: Raw -551328.148722 + Penalty 4026.778514 = -547301.370208 nChanged 28 SP:Iteration 32Q (31171.050000 sec): 3 clusters Score: Raw -551342.018719 + Penalty 4026.778514 = -547315.240205 nChanged 27 SP:Iteration 33Q (31171.060000 sec): 3 clusters Score: Raw -551355.132570 + Penalty 4026.778514 = -547328.354057 nChanged 24 SP:Iteration 34Q (31171.070000 sec): 3 clusters Score: Raw -551365.793440 + Penalty 4026.778514 = -547339.014926 nChanged 17 SP:Iteration 35Q (31171.090000 sec): 3 clusters Score: Raw -551373.290191 + Penalty 4026.778514 = -547346.511678 nChanged 18 SP:Iteration 36Q (31171.100000 sec): 3 clusters Score: Raw -551382.402457 + Penalty 4026.778514 = -547355.623943 nChanged 20 SP:Iteration 37Q (31171.110000 sec): 3 clusters Score: Raw -551393.765832 + Penalty 4026.778514 = -547366.987319 nChanged 20 SP:Iteration 38Q (31171.130000 sec): 3 clusters Score: Raw -551405.817808 + Penalty 4026.778514 = -547379.039294 nChanged 17 SP:Iteration 39Q (31171.140000 sec): 3 clusters Score: Raw -551413.215259 + Penalty 4026.778514 = -547386.436745 nChanged 16 SP:Iteration 40F (31171.150000 sec): 3 clusters Score: Raw -551420.051422 + Penalty 4026.778514 = -547393.272908 nChanged 18 SP:Iteration 41Q (31171.170000 sec): 3 clusters Score: Raw -551427.758970 + Penalty 4026.778514 = -547400.980456 nChanged 20 SP:Iteration 42Q (31171.180000 sec): 3 clusters Score: Raw -551436.746415 + Penalty 4026.778514 = -547409.967902 nChanged 26 SP:Iteration 43Q (31171.190000 sec): 3 clusters Score: Raw -551450.083453 + Penalty 4026.778514 = -547423.304940 nChanged 26 SP:Iteration 44Q (31171.210000 sec): 3 clusters Score: Raw -551463.045194 + Penalty 4026.778514 = -547436.266681 nChanged 24 SP:Iteration 45Q (31171.220000 sec): 3 clusters Score: Raw -551476.769094 + Penalty 4026.778514 = -547449.990581 nChanged 28 SP:Iteration 46Q (31171.230000 sec): 3 clusters Score: Raw -551490.144846 + Penalty 4026.778514 = -547463.366333 nChanged 21 SP:Iteration 47Q (31171.250000 sec): 3 clusters Score: Raw -551501.667015 + Penalty 4026.778514 = -547474.888501 nChanged 17 SP:Iteration 48Q (31171.260000 sec): 3 clusters Score: Raw -551511.206943 + Penalty 4026.778514 = -547484.428430 nChanged 21 SP:Iteration 49Q (31171.270000 sec): 3 clusters Score: Raw -551526.300529 + Penalty 4026.778514 = -547499.522015 nChanged 25 SP:Iteration 50Q (31171.290000 sec): 3 clusters Score: Raw -551543.307649 + Penalty 4026.778514 = -547516.529136 nChanged 21 SP:Iteration 51Q (31171.300000 sec): 3 clusters Score: Raw -551555.153875 + Penalty 4026.778514 = -547528.375362 nChanged 19 SP:Iteration 52Q (31171.310000 sec): 3 clusters Score: Raw -551566.975330 + Penalty 4026.778514 = -547540.196817 nChanged 23 SP:Iteration 53Q (31171.320000 sec): 3 clusters Score: Raw -551581.397492 + Penalty 4026.778514 = -547554.618979 nChanged 26 SP:Iteration 54Q (31171.340000 sec): 3 clusters Score: Raw -551596.697359 + Penalty 4026.778514 = -547569.918846 nChanged 17 SP:Iteration 55Q (31171.350000 sec): 3 clusters Score: Raw -551607.350874 + Penalty 4026.778514 = -547580.572360 nChanged 19 SP:Iteration 56Q (31171.360000 sec): 3 clusters Score: Raw -551620.234696 + Penalty 4026.778514 = -547593.456183 nChanged 14 SP:Iteration 57Q (31171.370000 sec): 3 clusters Score: Raw -551631.780102 + Penalty 4026.778514 = -547605.001588 nChanged 12 SP:Iteration 58Q (31171.390000 sec): 3 clusters Score: Raw -551641.158118 + Penalty 4026.778514 = -547614.379605 nChanged 13 SP:Iteration 59Q (31171.400000 sec): 3 clusters Score: Raw -551647.865611 + Penalty 4026.778514 = -547621.087098 nChanged 8 SP:Iteration 60F (31171.410000 sec): 3 clusters Score: Raw -551653.512601 + Penalty 4026.778514 = -547626.734088 nChanged 7 SP:Iteration 61Q (31171.430000 sec): 3 clusters Score: Raw -551657.068546 + Penalty 4026.778514 = -547630.290033 nChanged 4 SP:Iteration 62Q (31171.440000 sec): 3 clusters Score: Raw -551659.415756 + Penalty 4026.778514 = -547632.637242 nChanged 2 SP:Iteration 63Q (31171.450000 sec): 3 clusters Score: Raw -551661.067133 + Penalty 4026.778514 = -547634.288619 nChanged 4 SP:Iteration 64Q (31171.460000 sec): 3 clusters Score: Raw -551663.205428 + Penalty 4026.778514 = -547636.426915 nChanged 2 SP:Iteration 65Q (31171.480000 sec): 3 clusters Score: Raw -551666.074721 + Penalty 4026.778514 = -547639.296208 nChanged 3 SP:Iteration 66Q (31171.490000 sec): 3 clusters Score: Raw -551668.169545 + Penalty 4026.778514 = -547641.391032 nChanged 3 SP:Iteration 67Q (31171.500000 sec): 3 clusters Score: Raw -551669.846266 + Penalty 4026.778514 = -547643.067753 nChanged 4 SP:Iteration 68Q (31171.510000 sec): 3 clusters Score: Raw -551672.124052 + Penalty 4026.778514 = -547645.345539 nChanged 4 SP:Iteration 69Q (31171.530000 sec): 3 clusters Score: Raw -551675.483336 + Penalty 4026.778514 = -547648.704822 nChanged 3 SP:Iteration 70Q (31171.540000 sec): 3 clusters Score: Raw -551679.041514 + Penalty 4026.778514 = -547652.263000 nChanged 7 SP:Iteration 71Q (31171.550000 sec): 3 clusters Score: Raw -551686.990317 + Penalty 4026.778514 = -547660.211804 nChanged 9 SP:Iteration 72Q (31171.560000 sec): 3 clusters Score: Raw -551694.408256 + Penalty 4026.778514 = -547667.629743 nChanged 13 SP:Iteration 73Q (31171.580000 sec): 3 clusters Score: Raw -551703.854485 + Penalty 4026.778514 = -547677.075972 nChanged 9 SP:Iteration 74Q (31171.590000 sec): 3 clusters Score: Raw -551710.131182 + Penalty 4026.778514 = -547683.352668 nChanged 11 SP:Iteration 75Q (31171.600000 sec): 3 clusters Score: Raw -551717.851275 + Penalty 4026.778514 = -547691.072761 nChanged 6 SP:Iteration 76Q (31171.610000 sec): 3 clusters Score: Raw -551722.770783 + Penalty 4026.778514 = -547695.992270 nChanged 2 SP:Iteration 77Q (31171.630000 sec): 3 clusters Score: Raw -551723.708755 + Penalty 4026.778514 = -547696.930241 nChanged 2 SP:Iteration 78Q (31171.640000 sec): 3 clusters Score: Raw -551724.455374 + Penalty 4026.778514 = -547697.676860 nChanged 4 SP:Iteration 79Q (31171.650000 sec): 3 clusters Score: Raw -551726.185562 + Penalty 4026.778514 = -547699.407048 nChanged 0 SP:Iteration 80F (31171.670000 sec): 3 clusters Score: Raw -551726.185562 + Penalty 4026.778514 = -547699.407048 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 16 (27973 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31171.770000 sec): 2 clusters Score: Raw -4493372.981990 + Penalty 2539.270769 = -4490833.711220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31171.890000 sec): 3 clusters Score: Raw -4476709.154652 + Penalty 5078.541539 = -4471630.613113 nChanged 12412 SP:Iteration 1F (31172.000000 sec): 3 clusters Score: Raw -4483570.327678 + Penalty 5078.541539 = -4478491.786139 nChanged 1333 SP:Iteration 2Q (31172.110000 sec): 3 clusters Score: Raw -4483986.898585 + Penalty 5078.541539 = -4478908.357046 nChanged 1144 SP:Iteration 3Q (31172.230000 sec): 3 clusters Score: Raw -4484322.326440 + Penalty 5078.541539 = -4479243.784901 nChanged 978 SP:Iteration 4Q (31172.340000 sec): 3 clusters Score: Raw -4484593.364126 + Penalty 5078.541539 = -4479514.822587 nChanged 872 SP:Iteration 5Q (31172.460000 sec): 3 clusters Score: Raw -4484831.444196 + Penalty 5078.541539 = -4479752.902657 nChanged 855 SP:Iteration 6Q (31172.570000 sec): 3 clusters Score: Raw -4485080.561540 + Penalty 5078.541539 = -4480002.020001 nChanged 845 SP:Iteration 7Q (31172.690000 sec): 3 clusters Score: Raw -4485331.055549 + Penalty 5078.541539 = -4480252.514010 nChanged 874 SP:Iteration 8Q (31172.800000 sec): 3 clusters Score: Raw -4485596.665461 + Penalty 5078.541539 = -4480518.123922 nChanged 913 SP:Iteration 9Q (31172.910000 sec): 3 clusters Score: Raw -4485890.419986 + Penalty 5078.541539 = -4480811.878447 nChanged 957 SP:Iteration 10Q (31173.030000 sec): 3 clusters Score: Raw -4486221.136682 + Penalty 5078.541539 = -4481142.595143 nChanged 1031 SP:Iteration 11Q (31173.140000 sec): 3 clusters Score: Raw -4486647.019931 + Penalty 5078.541539 = -4481568.478392 nChanged 1188 SP:Iteration 12Q (31173.250000 sec): 3 clusters Score: Raw -4487208.406131 + Penalty 5078.541539 = -4482129.864592 nChanged 1342 SP:Iteration 13Q (31173.370000 sec): 3 clusters Score: Raw -4487945.528239 + Penalty 5078.541539 = -4482866.986700 nChanged 1473 SP:Iteration 14F (31173.480000 sec): 3 clusters Score: Raw -4488881.017677 + Penalty 5078.541539 = -4483802.476138 nChanged 1494 SP:Iteration 15F (31173.590000 sec): 3 clusters Score: Raw -4489974.090042 + Penalty 5078.541539 = -4484895.548503 nChanged 1452 SP:Iteration 16F (31173.710000 sec): 3 clusters Score: Raw -4491141.742997 + Penalty 5078.541539 = -4486063.201458 nChanged 1152 SP:Iteration 17Q (31173.820000 sec): 3 clusters Score: Raw -4492115.493430 + Penalty 5078.541539 = -4487036.951891 nChanged 748 SP:Iteration 18Q (31173.930000 sec): 3 clusters Score: Raw -4492733.024746 + Penalty 5078.541539 = -4487654.483207 nChanged 475 SP:Iteration 19Q (31174.030000 sec): 3 clusters Score: Raw -4493136.153633 + Penalty 5078.541539 = -4488057.612094 nChanged 262 SP:Iteration 20F (31174.140000 sec): 3 clusters Score: Raw -4493355.952744 + Penalty 5078.541539 = -4488277.411205 nChanged 113 SP:Iteration 21Q (31174.230000 sec): 3 clusters Score: Raw -4493468.970035 + Penalty 5078.541539 = -4488390.428496 nChanged 74 SP:Iteration 22Q (31174.320000 sec): 3 clusters Score: Raw -4493544.675085 + Penalty 5078.541539 = -4488466.133546 nChanged 36 SP:Iteration 23Q (31174.410000 sec): 3 clusters Score: Raw -4493585.588614 + Penalty 5078.541539 = -4488507.047075 nChanged 39 SP:Iteration 24Q (31174.500000 sec): 3 clusters Score: Raw -4493629.016540 + Penalty 5078.541539 = -4488550.475001 nChanged 22 SP:Iteration 25Q (31174.580000 sec): 3 clusters Score: Raw -4493652.371033 + Penalty 5078.541539 = -4488573.829494 nChanged 13 SP:Iteration 26Q (31174.670000 sec): 3 clusters Score: Raw -4493666.029309 + Penalty 5078.541539 = -4488587.487770 nChanged 13 SP:Iteration 27Q (31174.750000 sec): 3 clusters Score: Raw -4493681.458587 + Penalty 5078.541539 = -4488602.917048 nChanged 7 SP:Iteration 28Q (31174.830000 sec): 3 clusters Score: Raw -4493689.815037 + Penalty 5078.541539 = -4488611.273498 nChanged 2 SP:Iteration 29Q (31174.920000 sec): 3 clusters Score: Raw -4493692.101470 + Penalty 5078.541539 = -4488613.559931 nChanged 3 SP:Iteration 30Q (31175.000000 sec): 3 clusters Score: Raw -4493694.698058 + Penalty 5078.541539 = -4488616.156519 nChanged 1 SP:Iteration 31Q (31175.080000 sec): 3 clusters Score: Raw -4493695.660817 + Penalty 5078.541539 = -4488617.119278 nChanged 1 SP:Iteration 32Q (31175.160000 sec): 3 clusters Score: Raw -4493695.931977 + Penalty 5078.541539 = -4488617.390438 nChanged 1 SP:Iteration 33Q (31175.250000 sec): 3 clusters Score: Raw -4493699.765423 + Penalty 5078.541539 = -4488621.223884 nChanged 3 SP:Iteration 34Q (31175.330000 sec): 3 clusters Score: Raw -4493702.790553 + Penalty 5078.541539 = -4488624.249014 nChanged 3 SP:Iteration 35Q (31175.410000 sec): 3 clusters Score: Raw -4493705.667105 + Penalty 5078.541539 = -4488627.125566 nChanged 0 SP:Iteration 36F (31175.520000 sec): 3 clusters Score: Raw -4493705.667105 + Penalty 5078.541539 = -4488627.125566 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 17 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31175.540000 sec): 2 clusters Score: Raw -38218.832479 + Penalty 1377.133977 = -36841.698502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31175.540000 sec): 3 clusters Score: Raw -38374.051098 + Penalty 2754.267954 = -35619.783144 nChanged 24 SP:Iteration 1F (31175.540000 sec): 3 clusters Score: Raw -38464.655564 + Penalty 2754.267954 = -35710.387610 nChanged 6 SP:Iteration 2Q (31175.540000 sec): 3 clusters Score: Raw -38490.925635 + Penalty 2754.267954 = -35736.657681 nChanged 4 SP:Iteration 3Q (31175.550000 sec): 3 clusters Score: Raw -38509.978584 + Penalty 2754.267954 = -35755.710630 nChanged 3 SP:Iteration 4Q (31175.550000 sec): 3 clusters Score: Raw -38527.981512 + Penalty 2754.267954 = -35773.713558 nChanged 2 SP:Iteration 5Q (31175.550000 sec): 3 clusters Score: Raw -38542.446531 + Penalty 2754.267954 = -35788.178577 nChanged 1 SP:Iteration 6Q (31175.550000 sec): 3 clusters Score: Raw -38545.725985 + Penalty 2754.267954 = -35791.458031 nChanged 0 SP:Iteration 7F (31175.550000 sec): 3 clusters Score: Raw -38545.725985 + Penalty 2754.267954 = -35791.458031 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 18 (3870 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31175.570000 sec): 2 clusters Score: Raw -608951.239321 + Penalty 2048.730427 = -606902.508894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31175.580000 sec): 3 clusters Score: Raw -607189.202107 + Penalty 4097.460854 = -603091.741253 nChanged 1394 SP:Iteration 1F (31175.600000 sec): 3 clusters Score: Raw -607993.982994 + Penalty 4097.460854 = -603896.522140 nChanged 297 SP:Iteration 2F (31175.610000 sec): 3 clusters Score: Raw -608211.978835 + Penalty 4097.460854 = -604114.517981 nChanged 220 SP:Iteration 3F (31175.630000 sec): 3 clusters Score: Raw -608456.376476 + Penalty 4097.460854 = -604358.915622 nChanged 223 SP:Iteration 4F (31175.640000 sec): 3 clusters Score: Raw -608707.759141 + Penalty 4097.460854 = -604610.298287 nChanged 200 SP:Iteration 5F (31175.660000 sec): 3 clusters Score: Raw -608887.789861 + Penalty 4097.460854 = -604790.329007 nChanged 159 SP:Iteration 6Q (31175.670000 sec): 3 clusters Score: Raw -609007.903608 + Penalty 4097.460854 = -604910.442754 nChanged 147 SP:Iteration 7Q (31175.690000 sec): 3 clusters Score: Raw -609111.740482 + Penalty 4097.460854 = -605014.279628 nChanged 124 SP:Iteration 8Q (31175.700000 sec): 3 clusters Score: Raw -609197.950395 + Penalty 4097.460854 = -605100.489541 nChanged 104 SP:Iteration 9Q (31175.720000 sec): 3 clusters Score: Raw -609259.869045 + Penalty 4097.460854 = -605162.408191 nChanged 98 SP:Iteration 10Q (31175.730000 sec): 3 clusters Score: Raw -609327.826694 + Penalty 4097.460854 = -605230.365840 nChanged 91 SP:Iteration 11Q (31175.750000 sec): 3 clusters Score: Raw -609387.053386 + Penalty 4097.460854 = -605289.592533 nChanged 96 SP:Iteration 12Q (31175.760000 sec): 3 clusters Score: Raw -609440.187203 + Penalty 4097.460854 = -605342.726349 nChanged 76 SP:Iteration 13Q (31175.780000 sec): 3 clusters Score: Raw -609481.211752 + Penalty 4097.460854 = -605383.750898 nChanged 63 SP:Iteration 14Q (31175.790000 sec): 3 clusters Score: Raw -609512.906006 + Penalty 4097.460854 = -605415.445152 nChanged 56 SP:Iteration 15Q (31175.810000 sec): 3 clusters Score: Raw -609542.448687 + Penalty 4097.460854 = -605444.987833 nChanged 53 SP:Iteration 16Q (31175.820000 sec): 3 clusters Score: Raw -609574.437296 + Penalty 4097.460854 = -605476.976443 nChanged 59 SP:Iteration 17Q (31175.830000 sec): 3 clusters Score: Raw -609608.946791 + Penalty 4097.460854 = -605511.485937 nChanged 48 SP:Iteration 18Q (31175.850000 sec): 3 clusters Score: Raw -609634.102049 + Penalty 4097.460854 = -605536.641195 nChanged 35 SP:Iteration 19Q (31175.870000 sec): 3 clusters Score: Raw -609651.845784 + Penalty 4097.460854 = -605554.384930 nChanged 26 SP:Iteration 20F (31175.880000 sec): 3 clusters Score: Raw -609666.291387 + Penalty 4097.460854 = -605568.830533 nChanged 29 SP:Iteration 21Q (31175.890000 sec): 3 clusters Score: Raw -609680.238515 + Penalty 4097.460854 = -605582.777661 nChanged 29 SP:Iteration 22Q (31175.910000 sec): 3 clusters Score: Raw -609698.613140 + Penalty 4097.460854 = -605601.152286 nChanged 41 SP:Iteration 23Q (31175.920000 sec): 3 clusters Score: Raw -609728.093374 + Penalty 4097.460854 = -605630.632521 nChanged 29 SP:Iteration 24Q (31175.940000 sec): 3 clusters Score: Raw -609746.594371 + Penalty 4097.460854 = -605649.133517 nChanged 17 SP:Iteration 25Q (31175.950000 sec): 3 clusters Score: Raw -609756.146599 + Penalty 4097.460854 = -605658.685745 nChanged 15 SP:Iteration 26Q (31175.970000 sec): 3 clusters Score: Raw -609763.210507 + Penalty 4097.460854 = -605665.749653 nChanged 17 SP:Iteration 27Q (31175.980000 sec): 3 clusters Score: Raw -609773.709090 + Penalty 4097.460854 = -605676.248236 nChanged 21 SP:Iteration 28Q (31175.990000 sec): 3 clusters Score: Raw -609789.031355 + Penalty 4097.460854 = -605691.570501 nChanged 22 SP:Iteration 29Q (31176.010000 sec): 3 clusters Score: Raw -609806.939209 + Penalty 4097.460854 = -605709.478355 nChanged 20 SP:Iteration 30Q (31176.020000 sec): 3 clusters Score: Raw -609821.814170 + Penalty 4097.460854 = -605724.353316 nChanged 13 SP:Iteration 31Q (31176.040000 sec): 3 clusters Score: Raw -609830.378166 + Penalty 4097.460854 = -605732.917312 nChanged 11 SP:Iteration 32Q (31176.050000 sec): 3 clusters Score: Raw -609837.082975 + Penalty 4097.460854 = -605739.622121 nChanged 7 SP:Iteration 33Q (31176.060000 sec): 3 clusters Score: Raw -609840.364812 + Penalty 4097.460854 = -605742.903958 nChanged 4 SP:Iteration 34Q (31176.080000 sec): 3 clusters Score: Raw -609841.957014 + Penalty 4097.460854 = -605744.496160 nChanged 6 SP:Iteration 35Q (31176.090000 sec): 3 clusters Score: Raw -609845.604907 + Penalty 4097.460854 = -605748.144054 nChanged 4 SP:Iteration 36Q (31176.110000 sec): 3 clusters Score: Raw -609848.216945 + Penalty 4097.460854 = -605750.756091 nChanged 2 SP:Iteration 37Q (31176.120000 sec): 3 clusters Score: Raw -609849.237262 + Penalty 4097.460854 = -605751.776408 nChanged 4 SP:Iteration 38Q (31176.130000 sec): 3 clusters Score: Raw -609851.497036 + Penalty 4097.460854 = -605754.036182 nChanged 6 SP:Iteration 39Q (31176.150000 sec): 3 clusters Score: Raw -609854.489767 + Penalty 4097.460854 = -605757.028914 nChanged 4 SP:Iteration 40F (31176.160000 sec): 3 clusters Score: Raw -609857.851814 + Penalty 4097.460854 = -605760.390960 nChanged 6 SP:Iteration 41Q (31176.180000 sec): 3 clusters Score: Raw -609860.759361 + Penalty 4097.460854 = -605763.298507 nChanged 8 SP:Iteration 42Q (31176.190000 sec): 3 clusters Score: Raw -609864.512537 + Penalty 4097.460854 = -605767.051683 nChanged 5 SP:Iteration 43Q (31176.210000 sec): 3 clusters Score: Raw -609866.030648 + Penalty 4097.460854 = -605768.569795 nChanged 2 SP:Iteration 44Q (31176.220000 sec): 3 clusters Score: Raw -609866.558829 + Penalty 4097.460854 = -605769.097975 nChanged 1 SP:Iteration 45Q (31176.230000 sec): 3 clusters Score: Raw -609867.135747 + Penalty 4097.460854 = -605769.674893 nChanged 0 SP:Iteration 46F (31176.250000 sec): 3 clusters Score: Raw -609867.135747 + Penalty 4097.460854 = -605769.674893 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 19 (524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31176.250000 sec): 2 clusters Score: Raw -77467.681325 + Penalty 1552.849938 = -75914.831387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31176.260000 sec): 3 clusters Score: Raw -77459.164901 + Penalty 3105.699875 = -74353.465026 nChanged 94 SP:Iteration 1F (31176.260000 sec): 3 clusters Score: Raw -77735.232595 + Penalty 3105.699875 = -74629.532720 nChanged 42 SP:Iteration 2F (31176.260000 sec): 3 clusters Score: Raw -78156.249093 + Penalty 3105.699875 = -75050.549217 nChanged 38 SP:Iteration 3F (31176.260000 sec): 3 clusters Score: Raw -78263.967267 + Penalty 3105.699875 = -75158.267391 nChanged 21 SP:Iteration 4Q (31176.270000 sec): 3 clusters Score: Raw -78312.557982 + Penalty 3105.699875 = -75206.858107 nChanged 16 SP:Iteration 5Q (31176.270000 sec): 3 clusters Score: Raw -78357.178879 + Penalty 3105.699875 = -75251.479004 nChanged 12 SP:Iteration 6Q (31176.270000 sec): 3 clusters Score: Raw -78391.442534 + Penalty 3105.699875 = -75285.742659 nChanged 8 SP:Iteration 7Q (31176.270000 sec): 3 clusters Score: Raw -78414.742408 + Penalty 3105.699875 = -75309.042532 nChanged 4 SP:Iteration 8Q (31176.270000 sec): 3 clusters Score: Raw -78427.901648 + Penalty 3105.699875 = -75322.201773 nChanged 4 SP:Iteration 9Q (31176.270000 sec): 3 clusters Score: Raw -78439.968163 + Penalty 3105.699875 = -75334.268288 nChanged 2 SP:Iteration 10Q (31176.280000 sec): 3 clusters Score: Raw -78446.594924 + Penalty 3105.699875 = -75340.895049 nChanged 2 SP:Iteration 11Q (31176.280000 sec): 3 clusters Score: Raw -78455.328858 + Penalty 3105.699875 = -75349.628983 nChanged 1 SP:Iteration 12Q (31176.280000 sec): 3 clusters Score: Raw -78457.865028 + Penalty 3105.699875 = -75352.165153 nChanged 0 SP:Iteration 13F (31176.280000 sec): 3 clusters Score: Raw -78457.865028 + Penalty 3105.699875 = -75352.165153 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 20 (1063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31176.290000 sec): 2 clusters Score: Raw -172616.066718 + Penalty 1728.274894 = -170887.791825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31176.290000 sec): 3 clusters Score: Raw -172335.760622 + Penalty 3456.549788 = -168879.210834 nChanged 280 SP:Iteration 1F (31176.300000 sec): 3 clusters Score: Raw -172597.851783 + Penalty 3456.549788 = -169141.301996 nChanged 66 SP:Iteration 2F (31176.300000 sec): 3 clusters Score: Raw -172669.517409 + Penalty 3456.549788 = -169212.967622 nChanged 28 SP:Iteration 3Q (31176.310000 sec): 3 clusters Score: Raw -172705.685323 + Penalty 3456.549788 = -169249.135535 nChanged 23 SP:Iteration 4Q (31176.310000 sec): 3 clusters Score: Raw -172726.248024 + Penalty 3456.549788 = -169269.698236 nChanged 11 SP:Iteration 5Q (31176.310000 sec): 3 clusters Score: Raw -172741.891195 + Penalty 3456.549788 = -169285.341408 nChanged 10 SP:Iteration 6Q (31176.320000 sec): 3 clusters Score: Raw -172751.154414 + Penalty 3456.549788 = -169294.604626 nChanged 6 SP:Iteration 7Q (31176.320000 sec): 3 clusters Score: Raw -172759.260643 + Penalty 3456.549788 = -169302.710855 nChanged 9 SP:Iteration 8Q (31176.330000 sec): 3 clusters Score: Raw -172769.414062 + Penalty 3456.549788 = -169312.864275 nChanged 6 SP:Iteration 9Q (31176.330000 sec): 3 clusters Score: Raw -172775.968244 + Penalty 3456.549788 = -169319.418457 nChanged 4 SP:Iteration 10Q (31176.340000 sec): 3 clusters Score: Raw -172779.713232 + Penalty 3456.549788 = -169323.163444 nChanged 2 SP:Iteration 11Q (31176.340000 sec): 3 clusters Score: Raw -172781.961351 + Penalty 3456.549788 = -169325.411563 nChanged 2 SP:Iteration 12Q (31176.350000 sec): 3 clusters Score: Raw -172782.810974 + Penalty 3456.549788 = -169326.261186 nChanged 1 SP:Iteration 13Q (31176.350000 sec): 3 clusters Score: Raw -172783.437588 + Penalty 3456.549788 = -169326.887801 nChanged 0 SP:Iteration 14F (31176.350000 sec): 3 clusters Score: Raw -172783.437588 + Penalty 3456.549788 = -169326.887801 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 21 (10977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31176.400000 sec): 2 clusters Score: Raw -1758073.696662 + Penalty 2307.282249 = -1755766.414413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31176.440000 sec): 3 clusters Score: Raw -1752103.458752 + Penalty 4614.564497 = -1747488.894255 nChanged 4589 SP:Iteration 1F (31176.490000 sec): 3 clusters Score: Raw -1754533.266186 + Penalty 4614.564497 = -1749918.701689 nChanged 703 SP:Iteration 2F (31176.530000 sec): 3 clusters Score: Raw -1754844.248627 + Penalty 4614.564497 = -1750229.684130 nChanged 538 SP:Iteration 3Q (31176.570000 sec): 3 clusters Score: Raw -1755062.877682 + Penalty 4614.564497 = -1750448.313185 nChanged 424 SP:Iteration 4Q (31176.610000 sec): 3 clusters Score: Raw -1755224.809429 + Penalty 4614.564497 = -1750610.244932 nChanged 325 SP:Iteration 5Q (31176.660000 sec): 3 clusters Score: Raw -1755341.926024 + Penalty 4614.564497 = -1750727.361527 nChanged 296 SP:Iteration 6Q (31176.700000 sec): 3 clusters Score: Raw -1755463.555043 + Penalty 4614.564497 = -1750848.990546 nChanged 306 SP:Iteration 7Q (31176.750000 sec): 3 clusters Score: Raw -1755606.685774 + Penalty 4614.564497 = -1750992.121277 nChanged 334 SP:Iteration 8Q (31176.790000 sec): 3 clusters Score: Raw -1755787.639171 + Penalty 4614.564497 = -1751173.074674 nChanged 397 SP:Iteration 9Q (31176.830000 sec): 3 clusters Score: Raw -1756025.785759 + Penalty 4614.564497 = -1751411.221261 nChanged 469 SP:Iteration 10Q (31176.870000 sec): 3 clusters Score: Raw -1756351.102827 + Penalty 4614.564497 = -1751736.538330 nChanged 494 SP:Iteration 11Q (31176.910000 sec): 3 clusters Score: Raw -1756760.002756 + Penalty 4614.564497 = -1752145.438259 nChanged 612 SP:Iteration 12F (31176.960000 sec): 3 clusters Score: Raw -1757244.024640 + Penalty 4614.564497 = -1752629.460143 nChanged 546 SP:Iteration 13Q (31177.000000 sec): 3 clusters Score: Raw -1757649.957926 + Penalty 4614.564497 = -1753035.393429 nChanged 480 SP:Iteration 14Q (31177.040000 sec): 3 clusters Score: Raw -1757974.610097 + Penalty 4614.564497 = -1753360.045600 nChanged 357 SP:Iteration 15Q (31177.080000 sec): 3 clusters Score: Raw -1758178.849918 + Penalty 4614.564497 = -1753564.285421 nChanged 284 SP:Iteration 16Q (31177.130000 sec): 3 clusters Score: Raw -1758312.967684 + Penalty 4614.564497 = -1753698.403187 nChanged 218 SP:Iteration 17Q (31177.170000 sec): 3 clusters Score: Raw -1758391.456788 + Penalty 4614.564497 = -1753776.892291 nChanged 166 SP:Iteration 18Q (31177.210000 sec): 3 clusters Score: Raw -1758448.925277 + Penalty 4614.564497 = -1753834.360779 nChanged 120 SP:Iteration 19Q (31177.250000 sec): 3 clusters Score: Raw -1758484.443473 + Penalty 4614.564497 = -1753869.878976 nChanged 95 SP:Iteration 20F (31177.290000 sec): 3 clusters Score: Raw -1758512.489173 + Penalty 4614.564497 = -1753897.924676 nChanged 84 SP:Iteration 21Q (31177.330000 sec): 3 clusters Score: Raw -1758536.945861 + Penalty 4614.564497 = -1753922.381364 nChanged 72 SP:Iteration 22Q (31177.370000 sec): 3 clusters Score: Raw -1758555.680401 + Penalty 4614.564497 = -1753941.115904 nChanged 67 SP:Iteration 23Q (31177.410000 sec): 3 clusters Score: Raw -1758572.295936 + Penalty 4614.564497 = -1753957.731439 nChanged 62 SP:Iteration 24Q (31177.450000 sec): 3 clusters Score: Raw -1758587.476929 + Penalty 4614.564497 = -1753972.912432 nChanged 64 SP:Iteration 25Q (31177.490000 sec): 3 clusters Score: Raw -1758603.828942 + Penalty 4614.564497 = -1753989.264445 nChanged 64 SP:Iteration 26Q (31177.530000 sec): 3 clusters Score: Raw -1758618.070818 + Penalty 4614.564497 = -1754003.506321 nChanged 61 SP:Iteration 27Q (31177.570000 sec): 3 clusters Score: Raw -1758631.827913 + Penalty 4614.564497 = -1754017.263416 nChanged 45 SP:Iteration 28Q (31177.610000 sec): 3 clusters Score: Raw -1758642.859452 + Penalty 4614.564497 = -1754028.294955 nChanged 34 SP:Iteration 29Q (31177.650000 sec): 3 clusters Score: Raw -1758649.672795 + Penalty 4614.564497 = -1754035.108298 nChanged 32 SP:Iteration 30Q (31177.690000 sec): 3 clusters Score: Raw -1758655.019572 + Penalty 4614.564497 = -1754040.455075 nChanged 28 SP:Iteration 31Q (31177.730000 sec): 3 clusters Score: Raw -1758659.926653 + Penalty 4614.564497 = -1754045.362156 nChanged 27 SP:Iteration 32Q (31177.770000 sec): 3 clusters Score: Raw -1758664.878599 + Penalty 4614.564497 = -1754050.314102 nChanged 25 SP:Iteration 33Q (31177.810000 sec): 3 clusters Score: Raw -1758669.697643 + Penalty 4614.564497 = -1754055.133146 nChanged 23 SP:Iteration 34Q (31177.850000 sec): 3 clusters Score: Raw -1758674.443629 + Penalty 4614.564497 = -1754059.879132 nChanged 22 SP:Iteration 35Q (31177.890000 sec): 3 clusters Score: Raw -1758678.159174 + Penalty 4614.564497 = -1754063.594677 nChanged 21 SP:Iteration 36Q (31177.930000 sec): 3 clusters Score: Raw -1758681.250927 + Penalty 4614.564497 = -1754066.686430 nChanged 17 SP:Iteration 37Q (31177.970000 sec): 3 clusters Score: Raw -1758684.014503 + Penalty 4614.564497 = -1754069.450006 nChanged 16 SP:Iteration 38Q (31178.010000 sec): 3 clusters Score: Raw -1758686.942404 + Penalty 4614.564497 = -1754072.377907 nChanged 15 SP:Iteration 39Q (31178.050000 sec): 3 clusters Score: Raw -1758689.374722 + Penalty 4614.564497 = -1754074.810225 nChanged 16 SP:Iteration 40F (31178.090000 sec): 3 clusters Score: Raw -1758691.859459 + Penalty 4614.564497 = -1754077.294962 nChanged 11 SP:Iteration 41Q (31178.130000 sec): 3 clusters Score: Raw -1758694.242231 + Penalty 4614.564497 = -1754079.677733 nChanged 13 SP:Iteration 42Q (31178.170000 sec): 3 clusters Score: Raw -1758696.454362 + Penalty 4614.564497 = -1754081.889865 nChanged 12 SP:Iteration 43Q (31178.210000 sec): 3 clusters Score: Raw -1758698.242677 + Penalty 4614.564497 = -1754083.678180 nChanged 8 SP:Iteration 44Q (31178.250000 sec): 3 clusters Score: Raw -1758699.814593 + Penalty 4614.564497 = -1754085.250096 nChanged 9 SP:Iteration 45Q (31178.290000 sec): 3 clusters Score: Raw -1758701.185096 + Penalty 4614.564497 = -1754086.620599 nChanged 5 SP:Iteration 46Q (31178.320000 sec): 3 clusters Score: Raw -1758701.773514 + Penalty 4614.564497 = -1754087.209016 nChanged 2 SP:Iteration 47Q (31178.360000 sec): 3 clusters Score: Raw -1758702.000352 + Penalty 4614.564497 = -1754087.435855 nChanged 5 SP:Iteration 48Q (31178.400000 sec): 3 clusters Score: Raw -1758703.249426 + Penalty 4614.564497 = -1754088.684929 nChanged 8 SP:Iteration 49Q (31178.440000 sec): 3 clusters Score: Raw -1758704.816480 + Penalty 4614.564497 = -1754090.251983 nChanged 5 SP:Iteration 50Q (31178.480000 sec): 3 clusters Score: Raw -1758705.553790 + Penalty 4614.564497 = -1754090.989293 nChanged 4 SP:Iteration 51Q (31178.520000 sec): 3 clusters Score: Raw -1758706.216739 + Penalty 4614.564497 = -1754091.652242 nChanged 6 SP:Iteration 52Q (31178.560000 sec): 3 clusters Score: Raw -1758707.227588 + Penalty 4614.564497 = -1754092.663091 nChanged 8 SP:Iteration 53Q (31178.600000 sec): 3 clusters Score: Raw -1758708.211475 + Penalty 4614.564497 = -1754093.646978 nChanged 5 SP:Iteration 54Q (31178.640000 sec): 3 clusters Score: Raw -1758708.911524 + Penalty 4614.564497 = -1754094.347027 nChanged 4 SP:Iteration 55Q (31178.680000 sec): 3 clusters Score: Raw -1758709.590525 + Penalty 4614.564497 = -1754095.026028 nChanged 5 SP:Iteration 56Q (31178.710000 sec): 3 clusters Score: Raw -1758710.177317 + Penalty 4614.564497 = -1754095.612820 nChanged 3 SP:Iteration 57Q (31178.750000 sec): 3 clusters Score: Raw -1758710.607023 + Penalty 4614.564497 = -1754096.042526 nChanged 4 SP:Iteration 58Q (31178.790000 sec): 3 clusters Score: Raw -1758711.243712 + Penalty 4614.564497 = -1754096.679215 nChanged 7 SP:Iteration 59Q (31178.830000 sec): 3 clusters Score: Raw -1758712.081650 + Penalty 4614.564497 = -1754097.517153 nChanged 6 SP:Iteration 60F (31178.870000 sec): 3 clusters Score: Raw -1758712.740397 + Penalty 4614.564497 = -1754098.175900 nChanged 4 SP:Iteration 61Q (31178.910000 sec): 3 clusters Score: Raw -1758713.202541 + Penalty 4614.564497 = -1754098.638044 nChanged 1 SP:Iteration 62Q (31178.950000 sec): 3 clusters Score: Raw -1758713.484617 + Penalty 4614.564497 = -1754098.920120 nChanged 2 SP:Iteration 63Q (31178.990000 sec): 3 clusters Score: Raw -1758713.919434 + Penalty 4614.564497 = -1754099.354937 nChanged 2 SP:Iteration 64Q (31179.030000 sec): 3 clusters Score: Raw -1758714.247879 + Penalty 4614.564497 = -1754099.683382 nChanged 2 SP:Iteration 65Q (31179.070000 sec): 3 clusters Score: Raw -1758714.498707 + Penalty 4614.564497 = -1754099.934210 nChanged 3 SP:Iteration 66Q (31179.110000 sec): 3 clusters Score: Raw -1758714.832285 + Penalty 4614.564497 = -1754100.267788 nChanged 1 SP:Iteration 67Q (31179.150000 sec): 3 clusters Score: Raw -1758715.004772 + Penalty 4614.564497 = -1754100.440275 nChanged 3 SP:Iteration 68Q (31179.190000 sec): 3 clusters Score: Raw -1758715.469925 + Penalty 4614.564497 = -1754100.905428 nChanged 2 SP:Iteration 69Q (31179.230000 sec): 3 clusters Score: Raw -1758715.715171 + Penalty 4614.564497 = -1754101.150674 nChanged 3 SP:Iteration 70Q (31179.270000 sec): 3 clusters Score: Raw -1758716.109992 + Penalty 4614.564497 = -1754101.545495 nChanged 4 SP:Iteration 71Q (31179.310000 sec): 3 clusters Score: Raw -1758716.488643 + Penalty 4614.564497 = -1754101.924146 nChanged 2 SP:Iteration 72Q (31179.350000 sec): 3 clusters Score: Raw -1758716.790711 + Penalty 4614.564497 = -1754102.226214 nChanged 4 SP:Iteration 73Q (31179.390000 sec): 3 clusters Score: Raw -1758717.086827 + Penalty 4614.564497 = -1754102.522330 nChanged 3 SP:Iteration 74Q (31179.430000 sec): 3 clusters Score: Raw -1758717.286786 + Penalty 4614.564497 = -1754102.722289 nChanged 1 SP:Iteration 75Q (31179.470000 sec): 3 clusters Score: Raw -1758717.449065 + Penalty 4614.564497 = -1754102.884568 nChanged 2 SP:Iteration 76Q (31179.510000 sec): 3 clusters Score: Raw -1758717.652122 + Penalty 4614.564497 = -1754103.087625 nChanged 4 SP:Iteration 77Q (31179.550000 sec): 3 clusters Score: Raw -1758718.177208 + Penalty 4614.564497 = -1754103.612711 nChanged 2 SP:Iteration 78Q (31179.590000 sec): 3 clusters Score: Raw -1758718.462518 + Penalty 4614.564497 = -1754103.898021 nChanged 3 SP:Iteration 79Q (31179.620000 sec): 3 clusters Score: Raw -1758718.843985 + Penalty 4614.564497 = -1754104.279488 nChanged 2 SP:Iteration 80F (31179.670000 sec): 3 clusters Score: Raw -1758719.182057 + Penalty 4614.564497 = -1754104.617560 nChanged 2 SP:Iteration 81Q (31179.710000 sec): 3 clusters Score: Raw -1758719.370523 + Penalty 4614.564497 = -1754104.806026 nChanged 0 SP:Iteration 82F (31179.750000 sec): 3 clusters Score: Raw -1758719.370523 + Penalty 4614.564497 = -1754104.806026 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 22 (1983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31179.760000 sec): 2 clusters Score: Raw -277404.648840 + Penalty 1882.906800 = -275521.742040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31179.770000 sec): 3 clusters Score: Raw -276733.650275 + Penalty 3765.813600 = -272967.836675 nChanged 634 SP:Iteration 1F (31179.780000 sec): 3 clusters Score: Raw -277240.521835 + Penalty 3765.813600 = -273474.708235 nChanged 169 SP:Iteration 2F (31179.790000 sec): 3 clusters Score: Raw -277405.956859 + Penalty 3765.813600 = -273640.143259 nChanged 100 SP:Iteration 3F (31179.790000 sec): 3 clusters Score: Raw -277543.212420 + Penalty 3765.813600 = -273777.398821 nChanged 76 SP:Iteration 4Q (31179.800000 sec): 3 clusters Score: Raw -277629.746805 + Penalty 3765.813600 = -273863.933205 nChanged 64 SP:Iteration 5Q (31179.810000 sec): 3 clusters Score: Raw -277698.372529 + Penalty 3765.813600 = -273932.558929 nChanged 52 SP:Iteration 6Q (31179.820000 sec): 3 clusters Score: Raw -277748.255994 + Penalty 3765.813600 = -273982.442394 nChanged 39 SP:Iteration 7Q (31179.830000 sec): 3 clusters Score: Raw -277780.242381 + Penalty 3765.813600 = -274014.428782 nChanged 21 SP:Iteration 8Q (31179.830000 sec): 3 clusters Score: Raw -277796.377009 + Penalty 3765.813600 = -274030.563409 nChanged 17 SP:Iteration 9Q (31179.840000 sec): 3 clusters Score: Raw -277812.586497 + Penalty 3765.813600 = -274046.772898 nChanged 20 SP:Iteration 10Q (31179.850000 sec): 3 clusters Score: Raw -277825.555805 + Penalty 3765.813600 = -274059.742206 nChanged 20 SP:Iteration 11Q (31179.850000 sec): 3 clusters Score: Raw -277843.900876 + Penalty 3765.813600 = -274078.087276 nChanged 16 SP:Iteration 12Q (31179.860000 sec): 3 clusters Score: Raw -277859.764980 + Penalty 3765.813600 = -274093.951381 nChanged 21 SP:Iteration 13Q (31179.870000 sec): 3 clusters Score: Raw -277875.784831 + Penalty 3765.813600 = -274109.971231 nChanged 14 SP:Iteration 14Q (31179.880000 sec): 3 clusters Score: Raw -277884.963890 + Penalty 3765.813600 = -274119.150290 nChanged 12 SP:Iteration 15Q (31179.890000 sec): 3 clusters Score: Raw -277894.844695 + Penalty 3765.813600 = -274129.031095 nChanged 12 SP:Iteration 16Q (31179.890000 sec): 3 clusters Score: Raw -277901.970503 + Penalty 3765.813600 = -274136.156903 nChanged 6 SP:Iteration 17Q (31179.900000 sec): 3 clusters Score: Raw -277904.981196 + Penalty 3765.813600 = -274139.167597 nChanged 5 SP:Iteration 18Q (31179.910000 sec): 3 clusters Score: Raw -277911.690188 + Penalty 3765.813600 = -274145.876588 nChanged 8 SP:Iteration 19Q (31179.910000 sec): 3 clusters Score: Raw -277917.482649 + Penalty 3765.813600 = -274151.669050 nChanged 7 SP:Iteration 20F (31179.920000 sec): 3 clusters Score: Raw -277920.883209 + Penalty 3765.813600 = -274155.069609 nChanged 8 SP:Iteration 21Q (31179.930000 sec): 3 clusters Score: Raw -277923.898419 + Penalty 3765.813600 = -274158.084820 nChanged 3 SP:Iteration 22Q (31179.940000 sec): 3 clusters Score: Raw -277926.645023 + Penalty 3765.813600 = -274160.831423 nChanged 4 SP:Iteration 23Q (31179.950000 sec): 3 clusters Score: Raw -277928.804132 + Penalty 3765.813600 = -274162.990533 nChanged 4 SP:Iteration 24Q (31179.950000 sec): 3 clusters Score: Raw -277932.079423 + Penalty 3765.813600 = -274166.265823 nChanged 5 SP:Iteration 25Q (31179.960000 sec): 3 clusters Score: Raw -277935.044902 + Penalty 3765.813600 = -274169.231302 nChanged 2 SP:Iteration 26Q (31179.970000 sec): 3 clusters Score: Raw -277937.228148 + Penalty 3765.813600 = -274171.414548 nChanged 1 SP:Iteration 27Q (31179.970000 sec): 3 clusters Score: Raw -277937.829243 + Penalty 3765.813600 = -274172.015644 nChanged 1 SP:Iteration 28Q (31179.980000 sec): 3 clusters Score: Raw -277938.692112 + Penalty 3765.813600 = -274172.878512 nChanged 3 SP:Iteration 29Q (31179.990000 sec): 3 clusters Score: Raw -277940.439641 + Penalty 3765.813600 = -274174.626041 nChanged 3 SP:Iteration 30Q (31180.000000 sec): 3 clusters Score: Raw -277942.372114 + Penalty 3765.813600 = -274176.558514 nChanged 0 SP:Iteration 31F (31180.010000 sec): 3 clusters Score: Raw -277942.372114 + Penalty 3765.813600 = -274176.558514 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 23 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31180.010000 sec): 2 clusters Score: Raw -11392.219272 + Penalty 1131.958351 = -10260.260920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31180.010000 sec): 3 clusters Score: Raw -11823.013625 + Penalty 2263.916703 = -9559.096922 nChanged 4 SP:Iteration 1Q (31180.010000 sec): 3 clusters Score: Raw -11879.938542 + Penalty 2263.916703 = -9616.021839 nChanged 0 SP:Iteration 2F (31180.010000 sec): 3 clusters Score: Raw -11879.938542 + Penalty 2263.916703 = -9616.021839 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 24 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31180.020000 sec): 2 clusters Score: Raw -29455.438520 + Penalty 1366.328307 = -28089.110212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31180.020000 sec): 3 clusters Score: Raw -29815.774812 + Penalty 2732.656615 = -27083.118197 nChanged 47 SP:Iteration 1F (31180.020000 sec): 3 clusters Score: Raw -30063.249367 + Penalty 2732.656615 = -27330.592752 nChanged 16 SP:Iteration 2F (31180.020000 sec): 3 clusters Score: Raw -30141.001441 + Penalty 2732.656615 = -27408.344826 nChanged 7 SP:Iteration 3Q (31180.020000 sec): 3 clusters Score: Raw -30206.854895 + Penalty 2732.656615 = -27474.198280 nChanged 3 SP:Iteration 4Q (31180.020000 sec): 3 clusters Score: Raw -30220.662422 + Penalty 2732.656615 = -27488.005807 nChanged 1 SP:Iteration 5Q (31180.020000 sec): 3 clusters Score: Raw -30242.773902 + Penalty 2732.656615 = -27510.117287 nChanged 0 SP:Iteration 6F (31180.030000 sec): 3 clusters Score: Raw -30242.773902 + Penalty 2732.656615 = -27510.117287 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 25 (612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31180.030000 sec): 2 clusters Score: Raw -92796.462526 + Penalty 1591.349606 = -91205.112920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31180.030000 sec): 3 clusters Score: Raw -92790.119730 + Penalty 3182.699212 = -89607.420518 nChanged 141 SP:Iteration 1F (31180.030000 sec): 3 clusters Score: Raw -93068.194332 + Penalty 3182.699212 = -89885.495120 nChanged 36 SP:Iteration 2F (31180.040000 sec): 3 clusters Score: Raw -93212.672670 + Penalty 3182.699212 = -90029.973458 nChanged 35 SP:Iteration 3F (31180.040000 sec): 3 clusters Score: Raw -93358.126608 + Penalty 3182.699212 = -90175.427396 nChanged 31 SP:Iteration 4F (31180.040000 sec): 3 clusters Score: Raw -93475.064683 + Penalty 3182.699212 = -90292.365471 nChanged 26 SP:Iteration 5Q (31180.050000 sec): 3 clusters Score: Raw -93586.761721 + Penalty 3182.699212 = -90404.062509 nChanged 17 SP:Iteration 6Q (31180.050000 sec): 3 clusters Score: Raw -93668.892937 + Penalty 3182.699212 = -90486.193725 nChanged 26 SP:Iteration 7Q (31180.050000 sec): 3 clusters Score: Raw -93757.758035 + Penalty 3182.699212 = -90575.058823 nChanged 17 SP:Iteration 8Q (31180.050000 sec): 3 clusters Score: Raw -93790.797990 + Penalty 3182.699212 = -90608.098778 nChanged 6 SP:Iteration 9Q (31180.050000 sec): 3 clusters Score: Raw -93800.026276 + Penalty 3182.699212 = -90617.327064 nChanged 1 SP:Iteration 10Q (31180.050000 sec): 3 clusters Score: Raw -93803.096496 + Penalty 3182.699212 = -90620.397284 nChanged 0 SP:Iteration 11F (31180.060000 sec): 3 clusters Score: Raw -93803.096496 + Penalty 3182.699212 = -90620.397284 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 26 (10928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31180.110000 sec): 2 clusters Score: Raw -1760680.663965 + Penalty 2306.172728 = -1758374.491237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31180.150000 sec): 3 clusters Score: Raw -1754735.382125 + Penalty 4612.345457 = -1750123.036669 nChanged 4583 SP:Iteration 1F (31180.190000 sec): 3 clusters Score: Raw -1757209.992088 + Penalty 4612.345457 = -1752597.646632 nChanged 651 SP:Iteration 2F (31180.230000 sec): 3 clusters Score: Raw -1757497.698790 + Penalty 4612.345457 = -1752885.353333 nChanged 528 SP:Iteration 3Q (31180.280000 sec): 3 clusters Score: Raw -1757732.276414 + Penalty 4612.345457 = -1753119.930958 nChanged 453 SP:Iteration 4Q (31180.320000 sec): 3 clusters Score: Raw -1757908.033537 + Penalty 4612.345457 = -1753295.688080 nChanged 372 SP:Iteration 5Q (31180.370000 sec): 3 clusters Score: Raw -1758044.509210 + Penalty 4612.345457 = -1753432.163754 nChanged 318 SP:Iteration 6Q (31180.410000 sec): 3 clusters Score: Raw -1758168.420925 + Penalty 4612.345457 = -1753556.075468 nChanged 317 SP:Iteration 7Q (31180.450000 sec): 3 clusters Score: Raw -1758303.029643 + Penalty 4612.345457 = -1753690.684186 nChanged 354 SP:Iteration 8Q (31180.490000 sec): 3 clusters Score: Raw -1758473.195455 + Penalty 4612.345457 = -1753860.849998 nChanged 389 SP:Iteration 9Q (31180.540000 sec): 3 clusters Score: Raw -1758681.906956 + Penalty 4612.345457 = -1754069.561499 nChanged 416 SP:Iteration 10Q (31180.580000 sec): 3 clusters Score: Raw -1758928.060938 + Penalty 4612.345457 = -1754315.715481 nChanged 459 SP:Iteration 11Q (31180.620000 sec): 3 clusters Score: Raw -1759233.539668 + Penalty 4612.345457 = -1754621.194211 nChanged 483 SP:Iteration 12Q (31180.670000 sec): 3 clusters Score: Raw -1759623.380596 + Penalty 4612.345457 = -1755011.035139 nChanged 476 SP:Iteration 13Q (31180.710000 sec): 3 clusters Score: Raw -1760003.237247 + Penalty 4612.345457 = -1755390.891791 nChanged 391 SP:Iteration 14Q (31180.750000 sec): 3 clusters Score: Raw -1760309.516872 + Penalty 4612.345457 = -1755697.171416 nChanged 277 SP:Iteration 15Q (31180.790000 sec): 3 clusters Score: Raw -1760524.864322 + Penalty 4612.345457 = -1755912.518865 nChanged 210 SP:Iteration 16Q (31180.830000 sec): 3 clusters Score: Raw -1760688.639965 + Penalty 4612.345457 = -1756076.294508 nChanged 160 SP:Iteration 17Q (31180.870000 sec): 3 clusters Score: Raw -1760813.809411 + Penalty 4612.345457 = -1756201.463954 nChanged 123 SP:Iteration 18Q (31180.910000 sec): 3 clusters Score: Raw -1760903.604801 + Penalty 4612.345457 = -1756291.259344 nChanged 92 SP:Iteration 19Q (31180.950000 sec): 3 clusters Score: Raw -1760963.255607 + Penalty 4612.345457 = -1756350.910150 nChanged 56 SP:Iteration 20F (31180.990000 sec): 3 clusters Score: Raw -1760997.388940 + Penalty 4612.345457 = -1756385.043484 nChanged 49 SP:Iteration 21Q (31181.030000 sec): 3 clusters Score: Raw -1761022.440015 + Penalty 4612.345457 = -1756410.094558 nChanged 33 SP:Iteration 22Q (31181.060000 sec): 3 clusters Score: Raw -1761036.094546 + Penalty 4612.345457 = -1756423.749089 nChanged 20 SP:Iteration 23Q (31181.100000 sec): 3 clusters Score: Raw -1761045.293299 + Penalty 4612.345457 = -1756432.947842 nChanged 22 SP:Iteration 24Q (31181.130000 sec): 3 clusters Score: Raw -1761059.916439 + Penalty 4612.345457 = -1756447.570982 nChanged 18 SP:Iteration 25Q (31181.170000 sec): 3 clusters Score: Raw -1761071.006552 + Penalty 4612.345457 = -1756458.661095 nChanged 23 SP:Iteration 26Q (31181.200000 sec): 3 clusters Score: Raw -1761084.175956 + Penalty 4612.345457 = -1756471.830500 nChanged 12 SP:Iteration 27Q (31181.240000 sec): 3 clusters Score: Raw -1761091.122466 + Penalty 4612.345457 = -1756478.777009 nChanged 16 SP:Iteration 28Q (31181.270000 sec): 3 clusters Score: Raw -1761101.598223 + Penalty 4612.345457 = -1756489.252766 nChanged 14 SP:Iteration 29Q (31181.310000 sec): 3 clusters Score: Raw -1761111.297226 + Penalty 4612.345457 = -1756498.951770 nChanged 13 SP:Iteration 30Q (31181.340000 sec): 3 clusters Score: Raw -1761119.354403 + Penalty 4612.345457 = -1756507.008947 nChanged 11 SP:Iteration 31Q (31181.380000 sec): 3 clusters Score: Raw -1761125.129175 + Penalty 4612.345457 = -1756512.783718 nChanged 9 SP:Iteration 32Q (31181.410000 sec): 3 clusters Score: Raw -1761129.401699 + Penalty 4612.345457 = -1756517.056243 nChanged 4 SP:Iteration 33Q (31181.450000 sec): 3 clusters Score: Raw -1761131.020892 + Penalty 4612.345457 = -1756518.675435 nChanged 2 SP:Iteration 34Q (31181.480000 sec): 3 clusters Score: Raw -1761132.525544 + Penalty 4612.345457 = -1756520.180087 nChanged 5 SP:Iteration 35Q (31181.510000 sec): 3 clusters Score: Raw -1761135.490585 + Penalty 4612.345457 = -1756523.145129 nChanged 3 SP:Iteration 36Q (31181.550000 sec): 3 clusters Score: Raw -1761136.945493 + Penalty 4612.345457 = -1756524.600037 nChanged 1 SP:Iteration 37Q (31181.580000 sec): 3 clusters Score: Raw -1761137.339223 + Penalty 4612.345457 = -1756524.993766 nChanged 0 SP:Iteration 38F (31181.620000 sec): 3 clusters Score: Raw -1761137.339223 + Penalty 4612.345457 = -1756524.993766 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 27 (16016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31181.680000 sec): 2 clusters Score: Raw -2477747.448096 + Penalty 2400.973188 = -2475346.474907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31181.750000 sec): 3 clusters Score: Raw -2468643.541764 + Penalty 4801.946377 = -2463841.595388 nChanged 6991 SP:Iteration 1F (31181.810000 sec): 3 clusters Score: Raw -2472808.482230 + Penalty 4801.946377 = -2468006.535853 nChanged 1226 SP:Iteration 2F (31181.870000 sec): 3 clusters Score: Raw -2473711.789981 + Penalty 4801.946377 = -2468909.843605 nChanged 1178 SP:Iteration 3F (31181.940000 sec): 3 clusters Score: Raw -2474512.442117 + Penalty 4801.946377 = -2469710.495740 nChanged 1020 SP:Iteration 4F (31182.000000 sec): 3 clusters Score: Raw -2475167.168710 + Penalty 4801.946377 = -2470365.222333 nChanged 925 SP:Iteration 5F (31182.060000 sec): 3 clusters Score: Raw -2475725.265138 + Penalty 4801.946377 = -2470923.318761 nChanged 770 SP:Iteration 6Q (31182.130000 sec): 3 clusters Score: Raw -2476130.965281 + Penalty 4801.946377 = -2471329.018904 nChanged 651 SP:Iteration 7Q (31182.190000 sec): 3 clusters Score: Raw -2476423.452530 + Penalty 4801.946377 = -2471621.506153 nChanged 522 SP:Iteration 8Q (31182.250000 sec): 3 clusters Score: Raw -2476663.088618 + Penalty 4801.946377 = -2471861.142242 nChanged 460 SP:Iteration 9Q (31182.310000 sec): 3 clusters Score: Raw -2476874.510743 + Penalty 4801.946377 = -2472072.564366 nChanged 384 SP:Iteration 10Q (31182.380000 sec): 3 clusters Score: Raw -2477059.589210 + Penalty 4801.946377 = -2472257.642833 nChanged 372 SP:Iteration 11Q (31182.440000 sec): 3 clusters Score: Raw -2477272.173322 + Penalty 4801.946377 = -2472470.226945 nChanged 355 SP:Iteration 12Q (31182.500000 sec): 3 clusters Score: Raw -2477471.641642 + Penalty 4801.946377 = -2472669.695266 nChanged 314 SP:Iteration 13Q (31182.560000 sec): 3 clusters Score: Raw -2477623.353527 + Penalty 4801.946377 = -2472821.407151 nChanged 258 SP:Iteration 14Q (31182.620000 sec): 3 clusters Score: Raw -2477741.257430 + Penalty 4801.946377 = -2472939.311053 nChanged 229 SP:Iteration 15Q (31182.680000 sec): 3 clusters Score: Raw -2477842.491417 + Penalty 4801.946377 = -2473040.545040 nChanged 188 SP:Iteration 16Q (31182.740000 sec): 3 clusters Score: Raw -2477909.419077 + Penalty 4801.946377 = -2473107.472700 nChanged 147 SP:Iteration 17Q (31182.790000 sec): 3 clusters Score: Raw -2477955.313397 + Penalty 4801.946377 = -2473153.367020 nChanged 118 SP:Iteration 18Q (31182.850000 sec): 3 clusters Score: Raw -2477990.115837 + Penalty 4801.946377 = -2473188.169460 nChanged 98 SP:Iteration 19Q (31182.910000 sec): 3 clusters Score: Raw -2478017.909390 + Penalty 4801.946377 = -2473215.963013 nChanged 99 SP:Iteration 20F (31182.970000 sec): 3 clusters Score: Raw -2478049.805085 + Penalty 4801.946377 = -2473247.858708 nChanged 98 SP:Iteration 21Q (31183.030000 sec): 3 clusters Score: Raw -2478079.976326 + Penalty 4801.946377 = -2473278.029949 nChanged 89 SP:Iteration 22Q (31183.080000 sec): 3 clusters Score: Raw -2478107.300550 + Penalty 4801.946377 = -2473305.354174 nChanged 87 SP:Iteration 23Q (31183.140000 sec): 3 clusters Score: Raw -2478140.262431 + Penalty 4801.946377 = -2473338.316054 nChanged 84 SP:Iteration 24Q (31183.190000 sec): 3 clusters Score: Raw -2478168.358770 + Penalty 4801.946377 = -2473366.412393 nChanged 72 SP:Iteration 25Q (31183.250000 sec): 3 clusters Score: Raw -2478191.771671 + Penalty 4801.946377 = -2473389.825294 nChanged 67 SP:Iteration 26Q (31183.300000 sec): 3 clusters Score: Raw -2478215.729913 + Penalty 4801.946377 = -2473413.783536 nChanged 67 SP:Iteration 27Q (31183.350000 sec): 3 clusters Score: Raw -2478239.206042 + Penalty 4801.946377 = -2473437.259665 nChanged 47 SP:Iteration 28Q (31183.410000 sec): 3 clusters Score: Raw -2478254.796990 + Penalty 4801.946377 = -2473452.850613 nChanged 35 SP:Iteration 29Q (31183.460000 sec): 3 clusters Score: Raw -2478267.297527 + Penalty 4801.946377 = -2473465.351151 nChanged 35 SP:Iteration 30Q (31183.520000 sec): 3 clusters Score: Raw -2478280.007338 + Penalty 4801.946377 = -2473478.060961 nChanged 33 SP:Iteration 31Q (31183.570000 sec): 3 clusters Score: Raw -2478289.934857 + Penalty 4801.946377 = -2473487.988480 nChanged 26 SP:Iteration 32Q (31183.620000 sec): 3 clusters Score: Raw -2478298.503170 + Penalty 4801.946377 = -2473496.556793 nChanged 20 SP:Iteration 33Q (31183.680000 sec): 3 clusters Score: Raw -2478304.244640 + Penalty 4801.946377 = -2473502.298264 nChanged 21 SP:Iteration 34Q (31183.730000 sec): 3 clusters Score: Raw -2478311.373481 + Penalty 4801.946377 = -2473509.427104 nChanged 15 SP:Iteration 35Q (31183.780000 sec): 3 clusters Score: Raw -2478316.065518 + Penalty 4801.946377 = -2473514.119142 nChanged 11 SP:Iteration 36Q (31183.840000 sec): 3 clusters Score: Raw -2478319.693300 + Penalty 4801.946377 = -2473517.746924 nChanged 9 SP:Iteration 37Q (31183.890000 sec): 3 clusters Score: Raw -2478322.739141 + Penalty 4801.946377 = -2473520.792764 nChanged 11 SP:Iteration 38Q (31183.950000 sec): 3 clusters Score: Raw -2478325.941559 + Penalty 4801.946377 = -2473523.995182 nChanged 8 SP:Iteration 39Q (31184.000000 sec): 3 clusters Score: Raw -2478328.504275 + Penalty 4801.946377 = -2473526.557898 nChanged 6 SP:Iteration 40F (31184.060000 sec): 3 clusters Score: Raw -2478330.388362 + Penalty 4801.946377 = -2473528.441985 nChanged 9 SP:Iteration 41Q (31184.110000 sec): 3 clusters Score: Raw -2478332.535712 + Penalty 4801.946377 = -2473530.589335 nChanged 9 SP:Iteration 42Q (31184.170000 sec): 3 clusters Score: Raw -2478336.847715 + Penalty 4801.946377 = -2473534.901338 nChanged 13 SP:Iteration 43Q (31184.220000 sec): 3 clusters Score: Raw -2478341.083482 + Penalty 4801.946377 = -2473539.137105 nChanged 13 SP:Iteration 44Q (31184.270000 sec): 3 clusters Score: Raw -2478346.363000 + Penalty 4801.946377 = -2473544.416623 nChanged 11 SP:Iteration 45Q (31184.330000 sec): 3 clusters Score: Raw -2478349.633611 + Penalty 4801.946377 = -2473547.687235 nChanged 9 SP:Iteration 46Q (31184.380000 sec): 3 clusters Score: Raw -2478353.313249 + Penalty 4801.946377 = -2473551.366872 nChanged 7 SP:Iteration 47Q (31184.430000 sec): 3 clusters Score: Raw -2478355.238828 + Penalty 4801.946377 = -2473553.292451 nChanged 5 SP:Iteration 48Q (31184.480000 sec): 3 clusters Score: Raw -2478356.792357 + Penalty 4801.946377 = -2473554.845980 nChanged 7 SP:Iteration 49Q (31184.530000 sec): 3 clusters Score: Raw -2478358.740741 + Penalty 4801.946377 = -2473556.794364 nChanged 8 SP:Iteration 50Q (31184.590000 sec): 3 clusters Score: Raw -2478360.420259 + Penalty 4801.946377 = -2473558.473883 nChanged 4 SP:Iteration 51Q (31184.640000 sec): 3 clusters Score: Raw -2478361.816217 + Penalty 4801.946377 = -2473559.869840 nChanged 3 SP:Iteration 52Q (31184.690000 sec): 3 clusters Score: Raw -2478362.811206 + Penalty 4801.946377 = -2473560.864829 nChanged 4 SP:Iteration 53Q (31184.740000 sec): 3 clusters Score: Raw -2478363.583789 + Penalty 4801.946377 = -2473561.637412 nChanged 3 SP:Iteration 54Q (31184.790000 sec): 3 clusters Score: Raw -2478364.381330 + Penalty 4801.946377 = -2473562.434953 nChanged 7 SP:Iteration 55Q (31184.850000 sec): 3 clusters Score: Raw -2478366.935537 + Penalty 4801.946377 = -2473564.989161 nChanged 7 SP:Iteration 56Q (31184.900000 sec): 3 clusters Score: Raw -2478368.845751 + Penalty 4801.946377 = -2473566.899374 nChanged 1 SP:Iteration 57Q (31184.950000 sec): 3 clusters Score: Raw -2478369.037474 + Penalty 4801.946377 = -2473567.091097 nChanged 2 SP:Iteration 58Q (31185.000000 sec): 3 clusters Score: Raw -2478369.329949 + Penalty 4801.946377 = -2473567.383572 nChanged 1 SP:Iteration 59Q (31185.050000 sec): 3 clusters Score: Raw -2478369.797386 + Penalty 4801.946377 = -2473567.851009 nChanged 1 SP:Iteration 60F (31185.120000 sec): 3 clusters Score: Raw -2478369.901638 + Penalty 4801.946377 = -2473567.955262 nChanged 1 SP:Iteration 61Q (31185.170000 sec): 3 clusters Score: Raw -2478370.033592 + Penalty 4801.946377 = -2473568.087215 nChanged 0 SP:Iteration 62F (31185.230000 sec): 3 clusters Score: Raw -2478370.033592 + Penalty 4801.946377 = -2473568.087215 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 28 (399098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31186.780000 sec): 2 clusters Score: Raw -64210423.781361 + Penalty 3198.446645 = -64207225.334716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31188.490000 sec): 3 clusters Score: Raw -63944637.225954 + Penalty 6396.893291 = -63938240.332663 nChanged 193896 SP:Iteration 1F (31190.180000 sec): 3 clusters Score: Raw -64060458.393870 + Penalty 6396.893291 = -64054061.500580 nChanged 9310 SP:Iteration 2Q (31191.910000 sec): 3 clusters Score: Raw -64062163.509662 + Penalty 6396.893291 = -64055766.616372 nChanged 10024 SP:Iteration 3Q (31193.650000 sec): 3 clusters Score: Raw -64064318.232689 + Penalty 6396.893291 = -64057921.339398 nChanged 11374 SP:Iteration 4Q (31195.380000 sec): 3 clusters Score: Raw -64067393.364878 + Penalty 6396.893291 = -64060996.471588 nChanged 13865 SP:Iteration 5Q (31197.140000 sec): 3 clusters Score: Raw -64072330.843379 + Penalty 6396.893291 = -64065933.950088 nChanged 18009 SP:Iteration 6Q (31198.880000 sec): 3 clusters Score: Raw -64080728.349253 + Penalty 6396.893291 = -64074331.455962 nChanged 23540 SP:Iteration 7F (31200.570000 sec): 3 clusters Score: Raw -64095177.098941 + Penalty 6396.893291 = -64088780.205650 nChanged 30014 SP:Iteration 8F (31202.240000 sec): 3 clusters Score: Raw -64118255.736674 + Penalty 6396.893291 = -64111858.843384 nChanged 33683 SP:Iteration 9F (31203.920000 sec): 3 clusters Score: Raw -64148116.874838 + Penalty 6396.893291 = -64141719.981548 nChanged 30509 SP:Iteration 10F (31205.590000 sec): 3 clusters Score: Raw -64176859.200107 + Penalty 6396.893291 = -64170462.306816 nChanged 20723 SP:Iteration 11F (31207.260000 sec): 3 clusters Score: Raw -64196250.681377 + Penalty 6396.893291 = -64189853.788086 nChanged 10355 SP:Iteration 12Q (31208.740000 sec): 3 clusters Score: Raw -64205477.751455 + Penalty 6396.893291 = -64199080.858164 nChanged 4010 SP:Iteration 13Q (31210.100000 sec): 3 clusters Score: Raw -64208868.392908 + Penalty 6396.893291 = -64202471.499617 nChanged 1473 SP:Iteration 14Q (31211.360000 sec): 3 clusters Score: Raw -64210143.941082 + Penalty 6396.893291 = -64203747.047791 nChanged 575 SP:Iteration 15Q (31212.570000 sec): 3 clusters Score: Raw -64210706.109383 + Penalty 6396.893291 = -64204309.216093 nChanged 296 SP:Iteration 16Q (31213.760000 sec): 3 clusters Score: Raw -64210977.305402 + Penalty 6396.893291 = -64204580.412112 nChanged 172 SP:Iteration 17Q (31214.950000 sec): 3 clusters Score: Raw -64211146.762620 + Penalty 6396.893291 = -64204749.869329 nChanged 175 SP:Iteration 18Q (31216.130000 sec): 3 clusters Score: Raw -64211293.754114 + Penalty 6396.893291 = -64204896.860823 nChanged 138 SP:Iteration 19Q (31217.310000 sec): 3 clusters Score: Raw -64211385.115777 + Penalty 6396.893291 = -64204988.222486 nChanged 102 SP:Iteration 20F (31218.970000 sec): 3 clusters Score: Raw -64211446.943330 + Penalty 6396.893291 = -64205050.050040 nChanged 87 SP:Iteration 21Q (31220.150000 sec): 3 clusters Score: Raw -64211496.671908 + Penalty 6396.893291 = -64205099.778617 nChanged 83 SP:Iteration 22Q (31221.330000 sec): 3 clusters Score: Raw -64211534.131677 + Penalty 6396.893291 = -64205137.238387 nChanged 61 SP:Iteration 23Q (31222.500000 sec): 3 clusters Score: Raw -64211559.611184 + Penalty 6396.893291 = -64205162.717893 nChanged 49 SP:Iteration 24Q (31223.680000 sec): 3 clusters Score: Raw -64211576.683726 + Penalty 6396.893291 = -64205179.790435 nChanged 40 SP:Iteration 25Q (31224.860000 sec): 3 clusters Score: Raw -64211591.927837 + Penalty 6396.893291 = -64205195.034546 nChanged 48 SP:Iteration 26Q (31226.040000 sec): 3 clusters Score: Raw -64211609.752759 + Penalty 6396.893291 = -64205212.859469 nChanged 41 SP:Iteration 27Q (31227.220000 sec): 3 clusters Score: Raw -64211625.008631 + Penalty 6396.893291 = -64205228.115340 nChanged 38 SP:Iteration 28Q (31228.400000 sec): 3 clusters Score: Raw -64211637.278335 + Penalty 6396.893291 = -64205240.385045 nChanged 32 SP:Iteration 29Q (31229.570000 sec): 3 clusters Score: Raw -64211647.938993 + Penalty 6396.893291 = -64205251.045702 nChanged 29 SP:Iteration 30Q (31230.740000 sec): 3 clusters Score: Raw -64211656.818986 + Penalty 6396.893291 = -64205259.925695 nChanged 24 SP:Iteration 31Q (31231.920000 sec): 3 clusters Score: Raw -64211663.755422 + Penalty 6396.893291 = -64205266.862131 nChanged 14 SP:Iteration 32Q (31233.100000 sec): 3 clusters Score: Raw -64211667.377369 + Penalty 6396.893291 = -64205270.484078 nChanged 13 SP:Iteration 33Q (31234.270000 sec): 3 clusters Score: Raw -64211671.172391 + Penalty 6396.893291 = -64205274.279101 nChanged 9 SP:Iteration 34Q (31235.440000 sec): 3 clusters Score: Raw -64211673.884544 + Penalty 6396.893291 = -64205276.991254 nChanged 4 SP:Iteration 35Q (31236.620000 sec): 3 clusters Score: Raw -64211674.886618 + Penalty 6396.893291 = -64205277.993328 nChanged 4 SP:Iteration 36Q (31237.800000 sec): 3 clusters Score: Raw -64211676.322486 + Penalty 6396.893291 = -64205279.429195 nChanged 6 SP:Iteration 37Q (31238.980000 sec): 3 clusters Score: Raw -64211678.457721 + Penalty 6396.893291 = -64205281.564430 nChanged 7 SP:Iteration 38Q (31240.160000 sec): 3 clusters Score: Raw -64211680.352272 + Penalty 6396.893291 = -64205283.458981 nChanged 8 SP:Iteration 39Q (31241.340000 sec): 3 clusters Score: Raw -64211682.920676 + Penalty 6396.893291 = -64205286.027385 nChanged 9 SP:Iteration 40F (31243.000000 sec): 3 clusters Score: Raw -64211685.276918 + Penalty 6396.893291 = -64205288.383628 nChanged 11 SP:Iteration 41Q (31244.180000 sec): 3 clusters Score: Raw -64211687.972342 + Penalty 6396.893291 = -64205291.079051 nChanged 8 SP:Iteration 42Q (31245.350000 sec): 3 clusters Score: Raw -64211689.875319 + Penalty 6396.893291 = -64205292.982028 nChanged 4 SP:Iteration 43Q (31246.530000 sec): 3 clusters Score: Raw -64211690.721717 + Penalty 6396.893291 = -64205293.828426 nChanged 1 SP:Iteration 44Q (31247.700000 sec): 3 clusters Score: Raw -64211691.014743 + Penalty 6396.893291 = -64205294.121452 nChanged 1 SP:Iteration 45Q (31248.890000 sec): 3 clusters Score: Raw -64211691.527397 + Penalty 6396.893291 = -64205294.634106 nChanged 4 SP:Iteration 46Q (31250.070000 sec): 3 clusters Score: Raw -64211692.567700 + Penalty 6396.893291 = -64205295.674410 nChanged 3 SP:Iteration 47Q (31251.240000 sec): 3 clusters Score: Raw -64211693.189744 + Penalty 6396.893291 = -64205296.296453 nChanged 2 SP:Iteration 48Q (31252.420000 sec): 3 clusters Score: Raw -64211693.488958 + Penalty 6396.893291 = -64205296.595667 nChanged 2 SP:Iteration 49Q (31253.590000 sec): 3 clusters Score: Raw -64211693.887047 + Penalty 6396.893291 = -64205296.993756 nChanged 3 SP:Iteration 50Q (31254.770000 sec): 3 clusters Score: Raw -64211694.570978 + Penalty 6396.893291 = -64205297.677687 nChanged 2 SP:Iteration 51Q (31255.950000 sec): 3 clusters Score: Raw -64211694.903707 + Penalty 6396.893291 = -64205298.010417 nChanged 2 SP:Iteration 52Q (31257.120000 sec): 3 clusters Score: Raw -64211695.231397 + Penalty 6396.893291 = -64205298.338106 nChanged 2 SP:Iteration 53Q (31258.300000 sec): 3 clusters Score: Raw -64211695.785150 + Penalty 6396.893291 = -64205298.891860 nChanged 1 SP:Iteration 54Q (31259.480000 sec): 3 clusters Score: Raw -64211696.374611 + Penalty 6396.893291 = -64205299.481320 nChanged 1 SP:Iteration 55Q (31260.650000 sec): 3 clusters Score: Raw -64211696.630655 + Penalty 6396.893291 = -64205299.737364 nChanged 1 SP:Iteration 56Q (31261.830000 sec): 3 clusters Score: Raw -64211696.768582 + Penalty 6396.893291 = -64205299.875292 nChanged 0 SP:Iteration 57F (31263.490000 sec): 3 clusters Score: Raw -64211696.768582 + Penalty 6396.893291 = -64205299.875292 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 29 (55161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31263.860000 sec): 2 clusters Score: Raw -8882127.097385 + Penalty 2707.666842 = -8879419.430542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31264.080000 sec): 3 clusters Score: Raw -8847847.643405 + Penalty 5415.333685 = -8842432.309720 nChanged 25597 SP:Iteration 1F (31264.310000 sec): 3 clusters Score: Raw -8862290.300047 + Penalty 5415.333685 = -8856874.966363 nChanged 2515 SP:Iteration 2Q (31264.530000 sec): 3 clusters Score: Raw -8863272.991180 + Penalty 5415.333685 = -8857857.657496 nChanged 2545 SP:Iteration 3Q (31264.770000 sec): 3 clusters Score: Raw -8864312.638738 + Penalty 5415.333685 = -8858897.305053 nChanged 2536 SP:Iteration 4Q (31264.990000 sec): 3 clusters Score: Raw -8865332.000318 + Penalty 5415.333685 = -8859916.666633 nChanged 2507 SP:Iteration 5Q (31265.220000 sec): 3 clusters Score: Raw -8866418.821332 + Penalty 5415.333685 = -8861003.487647 nChanged 2632 SP:Iteration 6Q (31265.450000 sec): 3 clusters Score: Raw -8867612.218807 + Penalty 5415.333685 = -8862196.885123 nChanged 2731 SP:Iteration 7Q (31265.680000 sec): 3 clusters Score: Raw -8869045.254919 + Penalty 5415.333685 = -8863629.921234 nChanged 2897 SP:Iteration 8F (31265.900000 sec): 3 clusters Score: Raw -8870822.753109 + Penalty 5415.333685 = -8865407.419424 nChanged 3026 SP:Iteration 9F (31266.130000 sec): 3 clusters Score: Raw -8873076.144627 + Penalty 5415.333685 = -8867660.810942 nChanged 3111 SP:Iteration 10F (31266.350000 sec): 3 clusters Score: Raw -8875532.682561 + Penalty 5415.333685 = -8870117.348877 nChanged 2743 SP:Iteration 11Q (31266.570000 sec): 3 clusters Score: Raw -8877722.717111 + Penalty 5415.333685 = -8872307.383427 nChanged 2285 SP:Iteration 12Q (31266.790000 sec): 3 clusters Score: Raw -8879523.846787 + Penalty 5415.333685 = -8874108.513102 nChanged 1905 SP:Iteration 13Q (31267.000000 sec): 3 clusters Score: Raw -8880933.026754 + Penalty 5415.333685 = -8875517.693070 nChanged 1509 SP:Iteration 14Q (31267.210000 sec): 3 clusters Score: Raw -8881942.178011 + Penalty 5415.333685 = -8876526.844326 nChanged 1176 SP:Iteration 15Q (31267.410000 sec): 3 clusters Score: Raw -8882614.076471 + Penalty 5415.333685 = -8877198.742787 nChanged 898 SP:Iteration 16Q (31267.600000 sec): 3 clusters Score: Raw -8883008.408802 + Penalty 5415.333685 = -8877593.075117 nChanged 670 SP:Iteration 17Q (31267.800000 sec): 3 clusters Score: Raw -8883247.883580 + Penalty 5415.333685 = -8877832.549896 nChanged 536 SP:Iteration 18Q (31267.990000 sec): 3 clusters Score: Raw -8883423.225599 + Penalty 5415.333685 = -8878007.891915 nChanged 447 SP:Iteration 19Q (31268.180000 sec): 3 clusters Score: Raw -8883553.923817 + Penalty 5415.333685 = -8878138.590133 nChanged 375 SP:Iteration 20F (31268.400000 sec): 3 clusters Score: Raw -8883645.787764 + Penalty 5415.333685 = -8878230.454079 nChanged 344 SP:Iteration 21Q (31268.590000 sec): 3 clusters Score: Raw -8883728.367833 + Penalty 5415.333685 = -8878313.034148 nChanged 306 SP:Iteration 22Q (31268.780000 sec): 3 clusters Score: Raw -8883791.382557 + Penalty 5415.333685 = -8878376.048872 nChanged 274 SP:Iteration 23Q (31268.970000 sec): 3 clusters Score: Raw -8883843.815043 + Penalty 5415.333685 = -8878428.481359 nChanged 226 SP:Iteration 24Q (31269.150000 sec): 3 clusters Score: Raw -8883888.383771 + Penalty 5415.333685 = -8878473.050086 nChanged 210 SP:Iteration 25Q (31269.340000 sec): 3 clusters Score: Raw -8883924.517899 + Penalty 5415.333685 = -8878509.184214 nChanged 176 SP:Iteration 26Q (31269.520000 sec): 3 clusters Score: Raw -8883953.716638 + Penalty 5415.333685 = -8878538.382953 nChanged 166 SP:Iteration 27Q (31269.710000 sec): 3 clusters Score: Raw -8883983.879748 + Penalty 5415.333685 = -8878568.546063 nChanged 148 SP:Iteration 28Q (31269.890000 sec): 3 clusters Score: Raw -8884006.329878 + Penalty 5415.333685 = -8878590.996193 nChanged 128 SP:Iteration 29Q (31270.070000 sec): 3 clusters Score: Raw -8884024.078578 + Penalty 5415.333685 = -8878608.744893 nChanged 122 SP:Iteration 30Q (31270.250000 sec): 3 clusters Score: Raw -8884041.522624 + Penalty 5415.333685 = -8878626.188939 nChanged 110 SP:Iteration 31Q (31270.430000 sec): 3 clusters Score: Raw -8884054.285221 + Penalty 5415.333685 = -8878638.951536 nChanged 99 SP:Iteration 32Q (31270.610000 sec): 3 clusters Score: Raw -8884064.823699 + Penalty 5415.333685 = -8878649.490014 nChanged 87 SP:Iteration 33Q (31270.800000 sec): 3 clusters Score: Raw -8884074.673276 + Penalty 5415.333685 = -8878659.339591 nChanged 71 SP:Iteration 34Q (31270.980000 sec): 3 clusters Score: Raw -8884084.567471 + Penalty 5415.333685 = -8878669.233786 nChanged 75 SP:Iteration 35Q (31271.170000 sec): 3 clusters Score: Raw -8884094.738963 + Penalty 5415.333685 = -8878679.405279 nChanged 69 SP:Iteration 36Q (31271.340000 sec): 3 clusters Score: Raw -8884103.606004 + Penalty 5415.333685 = -8878688.272319 nChanged 74 SP:Iteration 37Q (31271.520000 sec): 3 clusters Score: Raw -8884112.519905 + Penalty 5415.333685 = -8878697.186221 nChanged 68 SP:Iteration 38Q (31271.700000 sec): 3 clusters Score: Raw -8884119.873243 + Penalty 5415.333685 = -8878704.539558 nChanged 62 SP:Iteration 39Q (31271.880000 sec): 3 clusters Score: Raw -8884126.669422 + Penalty 5415.333685 = -8878711.335737 nChanged 59 SP:Iteration 40F (31272.100000 sec): 3 clusters Score: Raw -8884134.488544 + Penalty 5415.333685 = -8878719.154859 nChanged 69 SP:Iteration 41Q (31272.290000 sec): 3 clusters Score: Raw -8884142.222997 + Penalty 5415.333685 = -8878726.889312 nChanged 59 SP:Iteration 42Q (31272.470000 sec): 3 clusters Score: Raw -8884148.517336 + Penalty 5415.333685 = -8878733.183652 nChanged 49 SP:Iteration 43Q (31272.640000 sec): 3 clusters Score: Raw -8884153.939342 + Penalty 5415.333685 = -8878738.605657 nChanged 37 SP:Iteration 44Q (31272.820000 sec): 3 clusters Score: Raw -8884157.991143 + Penalty 5415.333685 = -8878742.657459 nChanged 32 SP:Iteration 45Q (31273.000000 sec): 3 clusters Score: Raw -8884160.705981 + Penalty 5415.333685 = -8878745.372296 nChanged 25 SP:Iteration 46Q (31273.180000 sec): 3 clusters Score: Raw -8884163.277670 + Penalty 5415.333685 = -8878747.943985 nChanged 33 SP:Iteration 47Q (31273.360000 sec): 3 clusters Score: Raw -8884166.183118 + Penalty 5415.333685 = -8878750.849433 nChanged 26 SP:Iteration 48Q (31273.540000 sec): 3 clusters Score: Raw -8884168.519519 + Penalty 5415.333685 = -8878753.185834 nChanged 18 SP:Iteration 49Q (31273.710000 sec): 3 clusters Score: Raw -8884170.142577 + Penalty 5415.333685 = -8878754.808892 nChanged 18 SP:Iteration 50Q (31273.890000 sec): 3 clusters Score: Raw -8884172.091948 + Penalty 5415.333685 = -8878756.758263 nChanged 16 SP:Iteration 51Q (31274.070000 sec): 3 clusters Score: Raw -8884173.276065 + Penalty 5415.333685 = -8878757.942380 nChanged 14 SP:Iteration 52Q (31274.250000 sec): 3 clusters Score: Raw -8884174.347112 + Penalty 5415.333685 = -8878759.013428 nChanged 8 SP:Iteration 53Q (31274.430000 sec): 3 clusters Score: Raw -8884174.975446 + Penalty 5415.333685 = -8878759.641761 nChanged 12 SP:Iteration 54Q (31274.610000 sec): 3 clusters Score: Raw -8884176.263682 + Penalty 5415.333685 = -8878760.929998 nChanged 14 SP:Iteration 55Q (31274.780000 sec): 3 clusters Score: Raw -8884177.600999 + Penalty 5415.333685 = -8878762.267315 nChanged 8 SP:Iteration 56Q (31274.960000 sec): 3 clusters Score: Raw -8884178.375568 + Penalty 5415.333685 = -8878763.041884 nChanged 8 SP:Iteration 57Q (31275.140000 sec): 3 clusters Score: Raw -8884178.906755 + Penalty 5415.333685 = -8878763.573070 nChanged 10 SP:Iteration 58Q (31275.320000 sec): 3 clusters Score: Raw -8884179.709665 + Penalty 5415.333685 = -8878764.375980 nChanged 10 SP:Iteration 59Q (31275.500000 sec): 3 clusters Score: Raw -8884180.771155 + Penalty 5415.333685 = -8878765.437470 nChanged 12 SP:Iteration 60F (31275.720000 sec): 3 clusters Score: Raw -8884182.238283 + Penalty 5415.333685 = -8878766.904598 nChanged 14 SP:Iteration 61Q (31275.900000 sec): 3 clusters Score: Raw -8884183.780871 + Penalty 5415.333685 = -8878768.447187 nChanged 20 SP:Iteration 62Q (31276.080000 sec): 3 clusters Score: Raw -8884185.857192 + Penalty 5415.333685 = -8878770.523507 nChanged 21 SP:Iteration 63Q (31276.260000 sec): 3 clusters Score: Raw -8884188.123788 + Penalty 5415.333685 = -8878772.790104 nChanged 14 SP:Iteration 64Q (31276.430000 sec): 3 clusters Score: Raw -8884189.504515 + Penalty 5415.333685 = -8878774.170830 nChanged 19 SP:Iteration 65Q (31276.610000 sec): 3 clusters Score: Raw -8884191.851477 + Penalty 5415.333685 = -8878776.517792 nChanged 24 SP:Iteration 66Q (31276.790000 sec): 3 clusters Score: Raw -8884194.134726 + Penalty 5415.333685 = -8878778.801041 nChanged 21 SP:Iteration 67Q (31276.970000 sec): 3 clusters Score: Raw -8884195.727344 + Penalty 5415.333685 = -8878780.393659 nChanged 12 SP:Iteration 68Q (31277.140000 sec): 3 clusters Score: Raw -8884196.775068 + Penalty 5415.333685 = -8878781.441383 nChanged 11 SP:Iteration 69Q (31277.320000 sec): 3 clusters Score: Raw -8884197.406064 + Penalty 5415.333685 = -8878782.072380 nChanged 6 SP:Iteration 70Q (31277.500000 sec): 3 clusters Score: Raw -8884197.764280 + Penalty 5415.333685 = -8878782.430595 nChanged 3 SP:Iteration 71Q (31277.670000 sec): 3 clusters Score: Raw -8884197.986899 + Penalty 5415.333685 = -8878782.653214 nChanged 7 SP:Iteration 72Q (31277.850000 sec): 3 clusters Score: Raw -8884198.477108 + Penalty 5415.333685 = -8878783.143423 nChanged 6 SP:Iteration 73Q (31278.030000 sec): 3 clusters Score: Raw -8884199.021751 + Penalty 5415.333685 = -8878783.688067 nChanged 7 SP:Iteration 74Q (31278.210000 sec): 3 clusters Score: Raw -8884199.592831 + Penalty 5415.333685 = -8878784.259147 nChanged 4 SP:Iteration 75Q (31278.390000 sec): 3 clusters Score: Raw -8884200.007238 + Penalty 5415.333685 = -8878784.673554 nChanged 4 SP:Iteration 76Q (31278.570000 sec): 3 clusters Score: Raw -8884200.388375 + Penalty 5415.333685 = -8878785.054691 nChanged 6 SP:Iteration 77Q (31278.750000 sec): 3 clusters Score: Raw -8884200.884530 + Penalty 5415.333685 = -8878785.550845 nChanged 6 SP:Iteration 78Q (31278.920000 sec): 3 clusters Score: Raw -8884201.484334 + Penalty 5415.333685 = -8878786.150649 nChanged 10 SP:Iteration 79Q (31279.100000 sec): 3 clusters Score: Raw -8884202.451588 + Penalty 5415.333685 = -8878787.117904 nChanged 11 SP:Iteration 80F (31279.320000 sec): 3 clusters Score: Raw -8884203.419257 + Penalty 5415.333685 = -8878788.085573 nChanged 15 SP:Iteration 81Q (31279.500000 sec): 3 clusters Score: Raw -8884204.604336 + Penalty 5415.333685 = -8878789.270651 nChanged 15 SP:Iteration 82Q (31279.680000 sec): 3 clusters Score: Raw -8884205.911770 + Penalty 5415.333685 = -8878790.578086 nChanged 8 SP:Iteration 83Q (31279.860000 sec): 3 clusters Score: Raw -8884206.485104 + Penalty 5415.333685 = -8878791.151420 nChanged 6 SP:Iteration 84Q (31280.040000 sec): 3 clusters Score: Raw -8884206.941402 + Penalty 5415.333685 = -8878791.607717 nChanged 4 SP:Iteration 85Q (31280.210000 sec): 3 clusters Score: Raw -8884207.167360 + Penalty 5415.333685 = -8878791.833676 nChanged 2 SP:Iteration 86Q (31280.390000 sec): 3 clusters Score: Raw -8884207.349258 + Penalty 5415.333685 = -8878792.015574 nChanged 3 SP:Iteration 87Q (31280.570000 sec): 3 clusters Score: Raw -8884207.705330 + Penalty 5415.333685 = -8878792.371645 nChanged 7 SP:Iteration 88Q (31280.750000 sec): 3 clusters Score: Raw -8884208.331835 + Penalty 5415.333685 = -8878792.998151 nChanged 6 SP:Iteration 89Q (31280.920000 sec): 3 clusters Score: Raw -8884208.835524 + Penalty 5415.333685 = -8878793.501840 nChanged 5 SP:Iteration 90Q (31281.100000 sec): 3 clusters Score: Raw -8884209.176284 + Penalty 5415.333685 = -8878793.842600 nChanged 6 SP:Iteration 91Q (31281.270000 sec): 3 clusters Score: Raw -8884209.650519 + Penalty 5415.333685 = -8878794.316834 nChanged 5 SP:Iteration 92Q (31281.460000 sec): 3 clusters Score: Raw -8884209.962378 + Penalty 5415.333685 = -8878794.628693 nChanged 9 SP:Iteration 93Q (31281.640000 sec): 3 clusters Score: Raw -8884210.900177 + Penalty 5415.333685 = -8878795.566492 nChanged 17 SP:Iteration 94Q (31281.810000 sec): 3 clusters Score: Raw -8884212.416643 + Penalty 5415.333685 = -8878797.082959 nChanged 14 SP:Iteration 95Q (31281.990000 sec): 3 clusters Score: Raw -8884213.512665 + Penalty 5415.333685 = -8878798.178981 nChanged 10 SP:Iteration 96Q (31282.160000 sec): 3 clusters Score: Raw -8884214.281039 + Penalty 5415.333685 = -8878798.947355 nChanged 9 SP:Iteration 97Q (31282.340000 sec): 3 clusters Score: Raw -8884214.764594 + Penalty 5415.333685 = -8878799.430910 nChanged 4 SP:Iteration 98Q (31282.520000 sec): 3 clusters Score: Raw -8884215.155955 + Penalty 5415.333685 = -8878799.822270 nChanged 3 SP:Iteration 99Q (31282.700000 sec): 3 clusters Score: Raw -8884215.343094 + Penalty 5415.333685 = -8878800.009410 nChanged 1 SP:Iteration 100F (31282.920000 sec): 3 clusters Score: Raw -8884215.507434 + Penalty 5415.333685 = -8878800.173749 nChanged 2 SP:Iteration 101Q (31283.100000 sec): 3 clusters Score: Raw -8884215.644269 + Penalty 5415.333685 = -8878800.310585 nChanged 1 SP:Iteration 102Q (31283.270000 sec): 3 clusters Score: Raw -8884215.686407 + Penalty 5415.333685 = -8878800.352723 nChanged 0 SP:Iteration 103F (31283.490000 sec): 3 clusters Score: Raw -8884215.686407 + Penalty 5415.333685 = -8878800.352723 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 30 (14426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31283.560000 sec): 2 clusters Score: Raw -2326277.770184 + Penalty 2375.043278 = -2323902.726906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31283.620000 sec): 3 clusters Score: Raw -2318213.348283 + Penalty 4750.086557 = -2313463.261727 nChanged 6176 SP:Iteration 1F (31283.680000 sec): 3 clusters Score: Raw -2321496.610485 + Penalty 4750.086557 = -2316746.523929 nChanged 906 SP:Iteration 2F (31283.740000 sec): 3 clusters Score: Raw -2321942.661373 + Penalty 4750.086557 = -2317192.574816 nChanged 798 SP:Iteration 3F (31283.800000 sec): 3 clusters Score: Raw -2322392.150499 + Penalty 4750.086557 = -2317642.063942 nChanged 791 SP:Iteration 4F (31283.850000 sec): 3 clusters Score: Raw -2322970.957027 + Penalty 4750.086557 = -2318220.870470 nChanged 811 SP:Iteration 5F (31283.910000 sec): 3 clusters Score: Raw -2323670.581296 + Penalty 4750.086557 = -2318920.494739 nChanged 901 SP:Iteration 6F (31283.960000 sec): 3 clusters Score: Raw -2324385.469784 + Penalty 4750.086557 = -2319635.383227 nChanged 844 SP:Iteration 7F (31284.020000 sec): 3 clusters Score: Raw -2324959.522666 + Penalty 4750.086557 = -2320209.436109 nChanged 756 SP:Iteration 8F (31284.080000 sec): 3 clusters Score: Raw -2325409.710298 + Penalty 4750.086557 = -2320659.623741 nChanged 685 SP:Iteration 9Q (31284.130000 sec): 3 clusters Score: Raw -2325792.043236 + Penalty 4750.086557 = -2321041.956679 nChanged 581 SP:Iteration 10Q (31284.190000 sec): 3 clusters Score: Raw -2326155.781964 + Penalty 4750.086557 = -2321405.695407 nChanged 561 SP:Iteration 11Q (31284.240000 sec): 3 clusters Score: Raw -2326544.293716 + Penalty 4750.086557 = -2321794.207159 nChanged 515 SP:Iteration 12Q (31284.300000 sec): 3 clusters Score: Raw -2326962.326487 + Penalty 4750.086557 = -2322212.239930 nChanged 481 SP:Iteration 13Q (31284.350000 sec): 3 clusters Score: Raw -2327437.110711 + Penalty 4750.086557 = -2322687.024155 nChanged 383 SP:Iteration 14Q (31284.400000 sec): 3 clusters Score: Raw -2327816.922399 + Penalty 4750.086557 = -2323066.835842 nChanged 279 SP:Iteration 15Q (31284.450000 sec): 3 clusters Score: Raw -2328045.455177 + Penalty 4750.086557 = -2323295.368620 nChanged 201 SP:Iteration 16Q (31284.500000 sec): 3 clusters Score: Raw -2328181.274194 + Penalty 4750.086557 = -2323431.187637 nChanged 150 SP:Iteration 17Q (31284.550000 sec): 3 clusters Score: Raw -2328259.705233 + Penalty 4750.086557 = -2323509.618677 nChanged 103 SP:Iteration 18Q (31284.600000 sec): 3 clusters Score: Raw -2328302.752727 + Penalty 4750.086557 = -2323552.666170 nChanged 77 SP:Iteration 19Q (31284.640000 sec): 3 clusters Score: Raw -2328331.956073 + Penalty 4750.086557 = -2323581.869516 nChanged 57 SP:Iteration 20F (31284.700000 sec): 3 clusters Score: Raw -2328348.069423 + Penalty 4750.086557 = -2323597.982867 nChanged 41 SP:Iteration 21Q (31284.740000 sec): 3 clusters Score: Raw -2328360.693813 + Penalty 4750.086557 = -2323610.607256 nChanged 33 SP:Iteration 22Q (31284.790000 sec): 3 clusters Score: Raw -2328369.874060 + Penalty 4750.086557 = -2323619.787504 nChanged 26 SP:Iteration 23Q (31284.840000 sec): 3 clusters Score: Raw -2328376.834326 + Penalty 4750.086557 = -2323626.747769 nChanged 27 SP:Iteration 24Q (31284.880000 sec): 3 clusters Score: Raw -2328383.885370 + Penalty 4750.086557 = -2323633.798813 nChanged 26 SP:Iteration 25Q (31284.930000 sec): 3 clusters Score: Raw -2328391.494097 + Penalty 4750.086557 = -2323641.407540 nChanged 22 SP:Iteration 26Q (31284.970000 sec): 3 clusters Score: Raw -2328395.578404 + Penalty 4750.086557 = -2323645.491847 nChanged 14 SP:Iteration 27Q (31285.020000 sec): 3 clusters Score: Raw -2328398.671239 + Penalty 4750.086557 = -2323648.584682 nChanged 14 SP:Iteration 28Q (31285.060000 sec): 3 clusters Score: Raw -2328401.249048 + Penalty 4750.086557 = -2323651.162491 nChanged 10 SP:Iteration 29Q (31285.110000 sec): 3 clusters Score: Raw -2328403.048842 + Penalty 4750.086557 = -2323652.962285 nChanged 9 SP:Iteration 30Q (31285.150000 sec): 3 clusters Score: Raw -2328404.243564 + Penalty 4750.086557 = -2323654.157008 nChanged 8 SP:Iteration 31Q (31285.200000 sec): 3 clusters Score: Raw -2328405.697252 + Penalty 4750.086557 = -2323655.610695 nChanged 5 SP:Iteration 32Q (31285.240000 sec): 3 clusters Score: Raw -2328406.786262 + Penalty 4750.086557 = -2323656.699705 nChanged 6 SP:Iteration 33Q (31285.280000 sec): 3 clusters Score: Raw -2328407.780150 + Penalty 4750.086557 = -2323657.693593 nChanged 2 SP:Iteration 34Q (31285.330000 sec): 3 clusters Score: Raw -2328408.007593 + Penalty 4750.086557 = -2323657.921036 nChanged 0 SP:Iteration 35F (31285.390000 sec): 3 clusters Score: Raw -2328408.007593 + Penalty 4750.086557 = -2323657.921036 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 31 (537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31285.400000 sec): 2 clusters Score: Raw -81399.301480 + Penalty 1558.927527 = -79840.373953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31285.400000 sec): 3 clusters Score: Raw -81371.766830 + Penalty 3117.855055 = -78253.911775 nChanged 101 SP:Iteration 1F (31285.400000 sec): 3 clusters Score: Raw -81577.657122 + Penalty 3117.855055 = -78459.802067 nChanged 21 SP:Iteration 2Q (31285.400000 sec): 3 clusters Score: Raw -81624.837746 + Penalty 3117.855055 = -78506.982691 nChanged 12 SP:Iteration 3Q (31285.410000 sec): 3 clusters Score: Raw -81656.288177 + Penalty 3117.855055 = -78538.433122 nChanged 12 SP:Iteration 4Q (31285.410000 sec): 3 clusters Score: Raw -81691.734637 + Penalty 3117.855055 = -78573.879582 nChanged 12 SP:Iteration 5Q (31285.410000 sec): 3 clusters Score: Raw -81730.797321 + Penalty 3117.855055 = -78612.942266 nChanged 14 SP:Iteration 6Q (31285.410000 sec): 3 clusters Score: Raw -81772.148050 + Penalty 3117.855055 = -78654.292996 nChanged 12 SP:Iteration 7Q (31285.420000 sec): 3 clusters Score: Raw -81811.753281 + Penalty 3117.855055 = -78693.898226 nChanged 8 SP:Iteration 8Q (31285.420000 sec): 3 clusters Score: Raw -81846.534681 + Penalty 3117.855055 = -78728.679626 nChanged 8 SP:Iteration 9Q (31285.420000 sec): 3 clusters Score: Raw -81882.058639 + Penalty 3117.855055 = -78764.203584 nChanged 6 SP:Iteration 10Q (31285.420000 sec): 3 clusters Score: Raw -81900.779013 + Penalty 3117.855055 = -78782.923958 nChanged 9 SP:Iteration 11Q (31285.420000 sec): 3 clusters Score: Raw -81955.925475 + Penalty 3117.855055 = -78838.070420 nChanged 12 SP:Iteration 12Q (31285.420000 sec): 3 clusters Score: Raw -82038.573851 + Penalty 3117.855055 = -78920.718796 nChanged 10 SP:Iteration 13Q (31285.430000 sec): 3 clusters Score: Raw -82134.938509 + Penalty 3117.855055 = -79017.083454 nChanged 10 SP:Iteration 14Q (31285.430000 sec): 3 clusters Score: Raw -82171.275249 + Penalty 3117.855055 = -79053.420194 nChanged 9 SP:Iteration 15Q (31285.430000 sec): 3 clusters Score: Raw -82203.058516 + Penalty 3117.855055 = -79085.203461 nChanged 9 SP:Iteration 16Q (31285.430000 sec): 3 clusters Score: Raw -82222.164018 + Penalty 3117.855055 = -79104.308963 nChanged 6 SP:Iteration 17Q (31285.440000 sec): 3 clusters Score: Raw -82239.423740 + Penalty 3117.855055 = -79121.568685 nChanged 5 SP:Iteration 18Q (31285.440000 sec): 3 clusters Score: Raw -82264.770344 + Penalty 3117.855055 = -79146.915289 nChanged 6 SP:Iteration 19Q (31285.440000 sec): 3 clusters Score: Raw -82278.810777 + Penalty 3117.855055 = -79160.955722 nChanged 1 SP:Iteration 20F (31285.440000 sec): 3 clusters Score: Raw -82281.684044 + Penalty 3117.855055 = -79163.828989 nChanged 2 SP:Iteration 21Q (31285.440000 sec): 3 clusters Score: Raw -82286.304340 + Penalty 3117.855055 = -79168.449285 nChanged 1 SP:Iteration 22Q (31285.440000 sec): 3 clusters Score: Raw -82287.713828 + Penalty 3117.855055 = -79169.858773 nChanged 0 SP:Iteration 23F (31285.450000 sec): 3 clusters Score: Raw -82287.713828 + Penalty 3117.855055 = -79169.858773 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 32 (4691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31285.470000 sec): 2 clusters Score: Raw -713058.057891 + Penalty 2096.443462 = -710961.614429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31285.490000 sec): 3 clusters Score: Raw -710883.447132 + Penalty 4192.886925 = -706690.560207 nChanged 1804 SP:Iteration 1F (31285.500000 sec): 3 clusters Score: Raw -712008.836529 + Penalty 4192.886925 = -707815.949604 nChanged 384 SP:Iteration 2F (31285.520000 sec): 3 clusters Score: Raw -712313.872443 + Penalty 4192.886925 = -708120.985519 nChanged 292 SP:Iteration 3F (31285.540000 sec): 3 clusters Score: Raw -712567.365373 + Penalty 4192.886925 = -708374.478448 nChanged 250 SP:Iteration 4F (31285.560000 sec): 3 clusters Score: Raw -712791.243371 + Penalty 4192.886925 = -708598.356446 nChanged 221 SP:Iteration 5Q (31285.580000 sec): 3 clusters Score: Raw -712974.024819 + Penalty 4192.886925 = -708781.137894 nChanged 200 SP:Iteration 6Q (31285.600000 sec): 3 clusters Score: Raw -713113.134515 + Penalty 4192.886925 = -708920.247590 nChanged 176 SP:Iteration 7Q (31285.620000 sec): 3 clusters Score: Raw -713235.817478 + Penalty 4192.886925 = -709042.930553 nChanged 180 SP:Iteration 8Q (31285.630000 sec): 3 clusters Score: Raw -713368.276400 + Penalty 4192.886925 = -709175.389475 nChanged 183 SP:Iteration 9Q (31285.650000 sec): 3 clusters Score: Raw -713494.043236 + Penalty 4192.886925 = -709301.156311 nChanged 156 SP:Iteration 10Q (31285.670000 sec): 3 clusters Score: Raw -713600.616268 + Penalty 4192.886925 = -709407.729343 nChanged 130 SP:Iteration 11Q (31285.680000 sec): 3 clusters Score: Raw -713687.751892 + Penalty 4192.886925 = -709494.864967 nChanged 104 SP:Iteration 12Q (31285.700000 sec): 3 clusters Score: Raw -713763.529537 + Penalty 4192.886925 = -709570.642612 nChanged 103 SP:Iteration 13Q (31285.720000 sec): 3 clusters Score: Raw -713833.192774 + Penalty 4192.886925 = -709640.305849 nChanged 82 SP:Iteration 14Q (31285.740000 sec): 3 clusters Score: Raw -713890.138531 + Penalty 4192.886925 = -709697.251606 nChanged 86 SP:Iteration 15Q (31285.760000 sec): 3 clusters Score: Raw -713951.848204 + Penalty 4192.886925 = -709758.961280 nChanged 80 SP:Iteration 16Q (31285.770000 sec): 3 clusters Score: Raw -714007.798304 + Penalty 4192.886925 = -709814.911379 nChanged 67 SP:Iteration 17Q (31285.790000 sec): 3 clusters Score: Raw -714066.827867 + Penalty 4192.886925 = -709873.940942 nChanged 64 SP:Iteration 18Q (31285.810000 sec): 3 clusters Score: Raw -714123.552778 + Penalty 4192.886925 = -709930.665853 nChanged 55 SP:Iteration 19Q (31285.820000 sec): 3 clusters Score: Raw -714166.040782 + Penalty 4192.886925 = -709973.153857 nChanged 49 SP:Iteration 20F (31285.840000 sec): 3 clusters Score: Raw -714194.455704 + Penalty 4192.886925 = -710001.568779 nChanged 28 SP:Iteration 21Q (31285.860000 sec): 3 clusters Score: Raw -714211.295341 + Penalty 4192.886925 = -710018.408416 nChanged 24 SP:Iteration 22Q (31285.880000 sec): 3 clusters Score: Raw -714223.757051 + Penalty 4192.886925 = -710030.870126 nChanged 16 SP:Iteration 23Q (31285.890000 sec): 3 clusters Score: Raw -714232.229190 + Penalty 4192.886925 = -710039.342266 nChanged 19 SP:Iteration 24Q (31285.910000 sec): 3 clusters Score: Raw -714240.149666 + Penalty 4192.886925 = -710047.262741 nChanged 13 SP:Iteration 25Q (31285.920000 sec): 3 clusters Score: Raw -714246.810262 + Penalty 4192.886925 = -710053.923337 nChanged 10 SP:Iteration 26Q (31285.940000 sec): 3 clusters Score: Raw -714251.955480 + Penalty 4192.886925 = -710059.068555 nChanged 10 SP:Iteration 27Q (31285.960000 sec): 3 clusters Score: Raw -714257.128896 + Penalty 4192.886925 = -710064.241971 nChanged 7 SP:Iteration 28Q (31285.970000 sec): 3 clusters Score: Raw -714261.843652 + Penalty 4192.886925 = -710068.956727 nChanged 9 SP:Iteration 29Q (31285.990000 sec): 3 clusters Score: Raw -714267.335499 + Penalty 4192.886925 = -710074.448574 nChanged 8 SP:Iteration 30Q (31286.000000 sec): 3 clusters Score: Raw -714270.097381 + Penalty 4192.886925 = -710077.210456 nChanged 8 SP:Iteration 31Q (31286.020000 sec): 3 clusters Score: Raw -714274.615568 + Penalty 4192.886925 = -710081.728643 nChanged 6 SP:Iteration 32Q (31286.040000 sec): 3 clusters Score: Raw -714277.772370 + Penalty 4192.886925 = -710084.885446 nChanged 3 SP:Iteration 33Q (31286.050000 sec): 3 clusters Score: Raw -714278.863681 + Penalty 4192.886925 = -710085.976756 nChanged 4 SP:Iteration 34Q (31286.070000 sec): 3 clusters Score: Raw -714281.308670 + Penalty 4192.886925 = -710088.421745 nChanged 4 SP:Iteration 35Q (31286.080000 sec): 3 clusters Score: Raw -714284.688270 + Penalty 4192.886925 = -710091.801345 nChanged 11 SP:Iteration 36Q (31286.100000 sec): 3 clusters Score: Raw -714291.531095 + Penalty 4192.886925 = -710098.644170 nChanged 11 SP:Iteration 37Q (31286.120000 sec): 3 clusters Score: Raw -714300.547557 + Penalty 4192.886925 = -710107.660632 nChanged 18 SP:Iteration 38Q (31286.130000 sec): 3 clusters Score: Raw -714315.403362 + Penalty 4192.886925 = -710122.516437 nChanged 14 SP:Iteration 39Q (31286.150000 sec): 3 clusters Score: Raw -714326.252353 + Penalty 4192.886925 = -710133.365428 nChanged 15 SP:Iteration 40F (31286.170000 sec): 3 clusters Score: Raw -714341.933957 + Penalty 4192.886925 = -710149.047032 nChanged 24 SP:Iteration 41Q (31286.180000 sec): 3 clusters Score: Raw -714373.591027 + Penalty 4192.886925 = -710180.704102 nChanged 25 SP:Iteration 42Q (31286.200000 sec): 3 clusters Score: Raw -714398.602543 + Penalty 4192.886925 = -710205.715618 nChanged 21 SP:Iteration 43Q (31286.210000 sec): 3 clusters Score: Raw -714417.671879 + Penalty 4192.886925 = -710224.784954 nChanged 14 SP:Iteration 44Q (31286.230000 sec): 3 clusters Score: Raw -714428.726091 + Penalty 4192.886925 = -710235.839166 nChanged 15 SP:Iteration 45Q (31286.240000 sec): 3 clusters Score: Raw -714438.116706 + Penalty 4192.886925 = -710245.229781 nChanged 11 SP:Iteration 46Q (31286.260000 sec): 3 clusters Score: Raw -714443.613601 + Penalty 4192.886925 = -710250.726676 nChanged 3 SP:Iteration 47Q (31286.270000 sec): 3 clusters Score: Raw -714444.476420 + Penalty 4192.886925 = -710251.589495 nChanged 4 SP:Iteration 48Q (31286.290000 sec): 3 clusters Score: Raw -714445.740142 + Penalty 4192.886925 = -710252.853217 nChanged 3 SP:Iteration 49Q (31286.300000 sec): 3 clusters Score: Raw -714446.878804 + Penalty 4192.886925 = -710253.991879 nChanged 3 SP:Iteration 50Q (31286.320000 sec): 3 clusters Score: Raw -714448.260133 + Penalty 4192.886925 = -710255.373208 nChanged 0 SP:Iteration 51F (31286.340000 sec): 3 clusters Score: Raw -714448.260133 + Penalty 4192.886925 = -710255.373208 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 33 (398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31286.340000 sec): 2 clusters Score: Raw -56601.438893 + Penalty 1484.640097 = -55116.798796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31286.340000 sec): 3 clusters Score: Raw -56783.805918 + Penalty 2969.280195 = -53814.525723 nChanged 72 SP:Iteration 1F (31286.350000 sec): 3 clusters Score: Raw -56993.379802 + Penalty 2969.280195 = -54024.099608 nChanged 23 SP:Iteration 2F (31286.350000 sec): 3 clusters Score: Raw -57076.422365 + Penalty 2969.280195 = -54107.142170 nChanged 20 SP:Iteration 3F (31286.350000 sec): 3 clusters Score: Raw -57162.980606 + Penalty 2969.280195 = -54193.700412 nChanged 11 SP:Iteration 4Q (31286.350000 sec): 3 clusters Score: Raw -57224.198861 + Penalty 2969.280195 = -54254.918667 nChanged 14 SP:Iteration 5Q (31286.350000 sec): 3 clusters Score: Raw -57310.907061 + Penalty 2969.280195 = -54341.626866 nChanged 11 SP:Iteration 6Q (31286.360000 sec): 3 clusters Score: Raw -57384.117278 + Penalty 2969.280195 = -54414.837084 nChanged 15 SP:Iteration 7Q (31286.360000 sec): 3 clusters Score: Raw -57542.682193 + Penalty 2969.280195 = -54573.401998 nChanged 12 SP:Iteration 8Q (31286.360000 sec): 3 clusters Score: Raw -57722.560723 + Penalty 2969.280195 = -54753.280528 nChanged 4 SP:Iteration 9Q (31286.360000 sec): 3 clusters Score: Raw -57772.306209 + Penalty 2969.280195 = -54803.026014 nChanged 1 SP:Iteration 10Q (31286.360000 sec): 3 clusters Score: Raw -57774.980758 + Penalty 2969.280195 = -54805.700564 nChanged 0 SP:Iteration 11F (31286.360000 sec): 3 clusters Score: Raw -57774.980758 + Penalty 2969.280195 = -54805.700564 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 34 (2566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31286.380000 sec): 2 clusters Score: Raw -388265.684831 + Penalty 1946.825679 = -386318.859152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31286.380000 sec): 3 clusters Score: Raw -387227.036811 + Penalty 3893.651358 = -383333.385453 nChanged 860 SP:Iteration 1F (31286.400000 sec): 3 clusters Score: Raw -387847.376406 + Penalty 3893.651358 = -383953.725047 nChanged 220 SP:Iteration 2F (31286.400000 sec): 3 clusters Score: Raw -388096.844674 + Penalty 3893.651358 = -384203.193316 nChanged 157 SP:Iteration 3F (31286.420000 sec): 3 clusters Score: Raw -388297.031109 + Penalty 3893.651358 = -384403.379751 nChanged 136 SP:Iteration 4F (31286.430000 sec): 3 clusters Score: Raw -388517.100370 + Penalty 3893.651358 = -384623.449011 nChanged 135 SP:Iteration 5F (31286.440000 sec): 3 clusters Score: Raw -388676.717427 + Penalty 3893.651358 = -384783.066069 nChanged 136 SP:Iteration 6F (31286.450000 sec): 3 clusters Score: Raw -388826.746638 + Penalty 3893.651358 = -384933.095280 nChanged 115 SP:Iteration 7Q (31286.460000 sec): 3 clusters Score: Raw -388943.703430 + Penalty 3893.651358 = -385050.052072 nChanged 96 SP:Iteration 8Q (31286.470000 sec): 3 clusters Score: Raw -389050.105194 + Penalty 3893.651358 = -385156.453835 nChanged 83 SP:Iteration 9Q (31286.480000 sec): 3 clusters Score: Raw -389138.959048 + Penalty 3893.651358 = -385245.307690 nChanged 58 SP:Iteration 10Q (31286.480000 sec): 3 clusters Score: Raw -389195.815794 + Penalty 3893.651358 = -385302.164436 nChanged 37 SP:Iteration 11Q (31286.500000 sec): 3 clusters Score: Raw -389230.557914 + Penalty 3893.651358 = -385336.906555 nChanged 28 SP:Iteration 12Q (31286.500000 sec): 3 clusters Score: Raw -389254.062637 + Penalty 3893.651358 = -385360.411278 nChanged 26 SP:Iteration 13Q (31286.510000 sec): 3 clusters Score: Raw -389280.993701 + Penalty 3893.651358 = -385387.342342 nChanged 26 SP:Iteration 14Q (31286.520000 sec): 3 clusters Score: Raw -389313.807995 + Penalty 3893.651358 = -385420.156637 nChanged 28 SP:Iteration 15Q (31286.530000 sec): 3 clusters Score: Raw -389343.498828 + Penalty 3893.651358 = -385449.847469 nChanged 25 SP:Iteration 16Q (31286.540000 sec): 3 clusters Score: Raw -389364.901501 + Penalty 3893.651358 = -385471.250142 nChanged 15 SP:Iteration 17Q (31286.550000 sec): 3 clusters Score: Raw -389381.718947 + Penalty 3893.651358 = -385488.067589 nChanged 19 SP:Iteration 18Q (31286.560000 sec): 3 clusters Score: Raw -389399.884442 + Penalty 3893.651358 = -385506.233084 nChanged 14 SP:Iteration 19Q (31286.570000 sec): 3 clusters Score: Raw -389413.214556 + Penalty 3893.651358 = -385519.563198 nChanged 14 SP:Iteration 20F (31286.580000 sec): 3 clusters Score: Raw -389428.491385 + Penalty 3893.651358 = -385534.840027 nChanged 10 SP:Iteration 21Q (31286.590000 sec): 3 clusters Score: Raw -389436.460083 + Penalty 3893.651358 = -385542.808725 nChanged 9 SP:Iteration 22Q (31286.600000 sec): 3 clusters Score: Raw -389449.227737 + Penalty 3893.651358 = -385555.576379 nChanged 15 SP:Iteration 23Q (31286.600000 sec): 3 clusters Score: Raw -389477.475845 + Penalty 3893.651358 = -385583.824486 nChanged 21 SP:Iteration 24Q (31286.620000 sec): 3 clusters Score: Raw -389513.781649 + Penalty 3893.651358 = -385620.130290 nChanged 23 SP:Iteration 25Q (31286.620000 sec): 3 clusters Score: Raw -389548.733466 + Penalty 3893.651358 = -385655.082107 nChanged 22 SP:Iteration 26Q (31286.630000 sec): 3 clusters Score: Raw -389581.498245 + Penalty 3893.651358 = -385687.846887 nChanged 25 SP:Iteration 27Q (31286.640000 sec): 3 clusters Score: Raw -389615.914876 + Penalty 3893.651358 = -385722.263517 nChanged 26 SP:Iteration 28Q (31286.650000 sec): 3 clusters Score: Raw -389648.753660 + Penalty 3893.651358 = -385755.102302 nChanged 17 SP:Iteration 29Q (31286.660000 sec): 3 clusters Score: Raw -389668.796022 + Penalty 3893.651358 = -385775.144664 nChanged 17 SP:Iteration 30Q (31286.660000 sec): 3 clusters Score: Raw -389688.934291 + Penalty 3893.651358 = -385795.282932 nChanged 14 SP:Iteration 31Q (31286.670000 sec): 3 clusters Score: Raw -389700.189218 + Penalty 3893.651358 = -385806.537860 nChanged 4 SP:Iteration 32Q (31286.680000 sec): 3 clusters Score: Raw -389702.122723 + Penalty 3893.651358 = -385808.471364 nChanged 3 SP:Iteration 33Q (31286.690000 sec): 3 clusters Score: Raw -389704.666840 + Penalty 3893.651358 = -385811.015482 nChanged 1 SP:Iteration 34Q (31286.700000 sec): 3 clusters Score: Raw -389705.054420 + Penalty 3893.651358 = -385811.403062 nChanged 0 SP:Iteration 35F (31286.710000 sec): 3 clusters Score: Raw -389705.054420 + Penalty 3893.651358 = -385811.403062 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 35 (552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31286.710000 sec): 2 clusters Score: Raw -81124.065719 + Penalty 1565.759915 = -79558.305803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31286.720000 sec): 3 clusters Score: Raw -81116.122529 + Penalty 3131.519831 = -77984.602698 nChanged 110 SP:Iteration 1F (31286.720000 sec): 3 clusters Score: Raw -81364.932165 + Penalty 3131.519831 = -78233.412334 nChanged 34 SP:Iteration 2F (31286.720000 sec): 3 clusters Score: Raw -81470.028538 + Penalty 3131.519831 = -78338.508707 nChanged 22 SP:Iteration 3Q (31286.720000 sec): 3 clusters Score: Raw -81561.735993 + Penalty 3131.519831 = -78430.216162 nChanged 14 SP:Iteration 4Q (31286.720000 sec): 3 clusters Score: Raw -81665.960554 + Penalty 3131.519831 = -78534.440723 nChanged 15 SP:Iteration 5Q (31286.730000 sec): 3 clusters Score: Raw -81759.577603 + Penalty 3131.519831 = -78628.057772 nChanged 11 SP:Iteration 6Q (31286.730000 sec): 3 clusters Score: Raw -81794.720978 + Penalty 3131.519831 = -78663.201148 nChanged 14 SP:Iteration 7Q (31286.730000 sec): 3 clusters Score: Raw -81837.159252 + Penalty 3131.519831 = -78705.639421 nChanged 11 SP:Iteration 8Q (31286.730000 sec): 3 clusters Score: Raw -81864.061126 + Penalty 3131.519831 = -78732.541295 nChanged 7 SP:Iteration 9Q (31286.730000 sec): 3 clusters Score: Raw -81883.691485 + Penalty 3131.519831 = -78752.171654 nChanged 2 SP:Iteration 10Q (31286.740000 sec): 3 clusters Score: Raw -81889.299693 + Penalty 3131.519831 = -78757.779862 nChanged 4 SP:Iteration 11Q (31286.740000 sec): 3 clusters Score: Raw -81899.302314 + Penalty 3131.519831 = -78767.782483 nChanged 0 SP:Iteration 12F (31286.740000 sec): 3 clusters Score: Raw -81899.302314 + Penalty 3131.519831 = -78767.782483 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 36 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31286.740000 sec): 2 clusters Score: Raw -19481.812737 + Penalty 1358.162961 = -18123.649776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31286.740000 sec): 3 clusters Score: Raw -19941.679942 + Penalty 2716.325922 = -17225.354020 nChanged 56 SP:Iteration 1F (31286.750000 sec): 3 clusters Score: Raw -20225.439317 + Penalty 2716.325922 = -17509.113395 nChanged 13 SP:Iteration 2F (31286.750000 sec): 3 clusters Score: Raw -20266.252974 + Penalty 2716.325922 = -17549.927052 nChanged 7 SP:Iteration 3Q (31286.750000 sec): 3 clusters Score: Raw -20304.744989 + Penalty 2716.325922 = -17588.419067 nChanged 3 SP:Iteration 4Q (31286.750000 sec): 3 clusters Score: Raw -20326.903238 + Penalty 2716.325922 = -17610.577316 nChanged 5 SP:Iteration 5Q (31286.750000 sec): 3 clusters Score: Raw -20350.169587 + Penalty 2716.325922 = -17633.843665 nChanged 4 SP:Iteration 6Q (31286.750000 sec): 3 clusters Score: Raw -20375.037356 + Penalty 2716.325922 = -17658.711434 nChanged 2 SP:Iteration 7Q (31286.750000 sec): 3 clusters Score: Raw -20416.380904 + Penalty 2716.325922 = -17700.054982 nChanged 3 SP:Iteration 8Q (31286.750000 sec): 3 clusters Score: Raw -20471.282129 + Penalty 2716.325922 = -17754.956208 nChanged 0 SP:Iteration 9F (31286.760000 sec): 3 clusters Score: Raw -20478.812667 + Penalty 2716.325922 = -17762.486745 nChanged 1 SP:Iteration 10Q (31286.760000 sec): 3 clusters Score: Raw -20487.971872 + Penalty 2716.325922 = -17771.645950 nChanged 1 SP:Iteration 11Q (31286.760000 sec): 3 clusters Score: Raw -20529.201160 + Penalty 2716.325922 = -17812.875238 nChanged 1 SP:Iteration 12Q (31286.760000 sec): 3 clusters Score: Raw -20546.934173 + Penalty 2716.325922 = -17830.608251 nChanged 0 SP:Iteration 13F (31286.760000 sec): 3 clusters Score: Raw -20546.934173 + Penalty 2716.325922 = -17830.608251 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 37 (7019 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31286.790000 sec): 2 clusters Score: Raw -1088927.398122 + Penalty 2196.381257 = -1086731.016865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31286.820000 sec): 3 clusters Score: Raw -1085299.775789 + Penalty 4392.762514 = -1080907.013275 nChanged 2748 SP:Iteration 1F (31286.840000 sec): 3 clusters Score: Raw -1086804.939438 + Penalty 4392.762514 = -1082412.176924 nChanged 523 SP:Iteration 2F (31286.870000 sec): 3 clusters Score: Raw -1087126.659849 + Penalty 4392.762514 = -1082733.897335 nChanged 434 SP:Iteration 3F (31286.900000 sec): 3 clusters Score: Raw -1087398.446631 + Penalty 4392.762514 = -1083005.684117 nChanged 388 SP:Iteration 4F (31286.930000 sec): 3 clusters Score: Raw -1087700.652097 + Penalty 4392.762514 = -1083307.889583 nChanged 382 SP:Iteration 5F (31286.960000 sec): 3 clusters Score: Raw -1088023.651845 + Penalty 4392.762514 = -1083630.889331 nChanged 375 SP:Iteration 6F (31286.980000 sec): 3 clusters Score: Raw -1088323.047397 + Penalty 4392.762514 = -1083930.284883 nChanged 353 SP:Iteration 7F (31287.010000 sec): 3 clusters Score: Raw -1088616.443496 + Penalty 4392.762514 = -1084223.680982 nChanged 325 SP:Iteration 8Q (31287.040000 sec): 3 clusters Score: Raw -1088856.203987 + Penalty 4392.762514 = -1084463.441473 nChanged 273 SP:Iteration 9Q (31287.060000 sec): 3 clusters Score: Raw -1089060.313428 + Penalty 4392.762514 = -1084667.550914 nChanged 254 SP:Iteration 10Q (31287.090000 sec): 3 clusters Score: Raw -1089224.577599 + Penalty 4392.762514 = -1084831.815085 nChanged 209 SP:Iteration 11Q (31287.120000 sec): 3 clusters Score: Raw -1089361.056593 + Penalty 4392.762514 = -1084968.294079 nChanged 195 SP:Iteration 12Q (31287.140000 sec): 3 clusters Score: Raw -1089462.602493 + Penalty 4392.762514 = -1085069.839979 nChanged 131 SP:Iteration 13Q (31287.170000 sec): 3 clusters Score: Raw -1089526.674910 + Penalty 4392.762514 = -1085133.912396 nChanged 122 SP:Iteration 14Q (31287.190000 sec): 3 clusters Score: Raw -1089577.301425 + Penalty 4392.762514 = -1085184.538910 nChanged 85 SP:Iteration 15Q (31287.220000 sec): 3 clusters Score: Raw -1089603.986442 + Penalty 4392.762514 = -1085211.223928 nChanged 73 SP:Iteration 16Q (31287.240000 sec): 3 clusters Score: Raw -1089630.719763 + Penalty 4392.762514 = -1085237.957249 nChanged 65 SP:Iteration 17Q (31287.270000 sec): 3 clusters Score: Raw -1089654.179702 + Penalty 4392.762514 = -1085261.417188 nChanged 56 SP:Iteration 18Q (31287.300000 sec): 3 clusters Score: Raw -1089675.961433 + Penalty 4392.762514 = -1085283.198919 nChanged 62 SP:Iteration 19Q (31287.320000 sec): 3 clusters Score: Raw -1089700.264916 + Penalty 4392.762514 = -1085307.502402 nChanged 51 SP:Iteration 20F (31287.350000 sec): 3 clusters Score: Raw -1089715.146011 + Penalty 4392.762514 = -1085322.383497 nChanged 34 SP:Iteration 21Q (31287.370000 sec): 3 clusters Score: Raw -1089723.243461 + Penalty 4392.762514 = -1085330.480947 nChanged 24 SP:Iteration 22Q (31287.400000 sec): 3 clusters Score: Raw -1089728.781546 + Penalty 4392.762514 = -1085336.019031 nChanged 25 SP:Iteration 23Q (31287.420000 sec): 3 clusters Score: Raw -1089735.148146 + Penalty 4392.762514 = -1085342.385632 nChanged 19 SP:Iteration 24Q (31287.450000 sec): 3 clusters Score: Raw -1089741.113216 + Penalty 4392.762514 = -1085348.350702 nChanged 27 SP:Iteration 25Q (31287.480000 sec): 3 clusters Score: Raw -1089746.824312 + Penalty 4392.762514 = -1085354.061798 nChanged 16 SP:Iteration 26Q (31287.500000 sec): 3 clusters Score: Raw -1089750.346768 + Penalty 4392.762514 = -1085357.584254 nChanged 19 SP:Iteration 27Q (31287.520000 sec): 3 clusters Score: Raw -1089755.588663 + Penalty 4392.762514 = -1085362.826149 nChanged 25 SP:Iteration 28Q (31287.550000 sec): 3 clusters Score: Raw -1089762.477711 + Penalty 4392.762514 = -1085369.715197 nChanged 26 SP:Iteration 29Q (31287.580000 sec): 3 clusters Score: Raw -1089769.622333 + Penalty 4392.762514 = -1085376.859819 nChanged 25 SP:Iteration 30Q (31287.600000 sec): 3 clusters Score: Raw -1089777.251302 + Penalty 4392.762514 = -1085384.488788 nChanged 26 SP:Iteration 31Q (31287.630000 sec): 3 clusters Score: Raw -1089785.513344 + Penalty 4392.762514 = -1085392.750830 nChanged 24 SP:Iteration 32Q (31287.650000 sec): 3 clusters Score: Raw -1089791.054849 + Penalty 4392.762514 = -1085398.292335 nChanged 21 SP:Iteration 33Q (31287.680000 sec): 3 clusters Score: Raw -1089796.042967 + Penalty 4392.762514 = -1085403.280453 nChanged 20 SP:Iteration 34Q (31287.700000 sec): 3 clusters Score: Raw -1089800.717347 + Penalty 4392.762514 = -1085407.954833 nChanged 11 SP:Iteration 35Q (31287.720000 sec): 3 clusters Score: Raw -1089802.847376 + Penalty 4392.762514 = -1085410.084862 nChanged 9 SP:Iteration 36Q (31287.750000 sec): 3 clusters Score: Raw -1089804.595701 + Penalty 4392.762514 = -1085411.833186 nChanged 6 SP:Iteration 37Q (31287.780000 sec): 3 clusters Score: Raw -1089805.960902 + Penalty 4392.762514 = -1085413.198388 nChanged 8 SP:Iteration 38Q (31287.800000 sec): 3 clusters Score: Raw -1089808.040677 + Penalty 4392.762514 = -1085415.278163 nChanged 7 SP:Iteration 39Q (31287.820000 sec): 3 clusters Score: Raw -1089809.608308 + Penalty 4392.762514 = -1085416.845794 nChanged 7 SP:Iteration 40F (31287.850000 sec): 3 clusters Score: Raw -1089810.943072 + Penalty 4392.762514 = -1085418.180557 nChanged 6 SP:Iteration 41Q (31287.880000 sec): 3 clusters Score: Raw -1089811.972679 + Penalty 4392.762514 = -1085419.210165 nChanged 4 SP:Iteration 42Q (31287.900000 sec): 3 clusters Score: Raw -1089812.745804 + Penalty 4392.762514 = -1085419.983290 nChanged 4 SP:Iteration 43Q (31287.930000 sec): 3 clusters Score: Raw -1089813.252960 + Penalty 4392.762514 = -1085420.490445 nChanged 0 SP:Iteration 44F (31287.960000 sec): 3 clusters Score: Raw -1089813.252960 + Penalty 4392.762514 = -1085420.490445 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 38 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31287.960000 sec): 2 clusters Score: Raw -32141.837488 + Penalty 1329.600457 = -30812.237031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31287.960000 sec): 3 clusters Score: Raw -32378.611328 + Penalty 2659.200914 = -29719.410414 nChanged 17 SP:Iteration 1F (31287.960000 sec): 3 clusters Score: Raw -32445.976251 + Penalty 2659.200914 = -29786.775336 nChanged 3 SP:Iteration 2Q (31287.960000 sec): 3 clusters Score: Raw -32457.970399 + Penalty 2659.200914 = -29798.769485 nChanged 1 SP:Iteration 3Q (31287.970000 sec): 3 clusters Score: Raw -32459.525608 + Penalty 2659.200914 = -29800.324694 nChanged 0 SP:Iteration 4F (31287.970000 sec): 3 clusters Score: Raw -32459.525608 + Penalty 2659.200914 = -29800.324694 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 39 (2581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31287.980000 sec): 2 clusters Score: Raw -416261.675747 + Penalty 1948.271186 = -414313.404562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31287.990000 sec): 3 clusters Score: Raw -415151.258479 + Penalty 3896.542371 = -411254.716108 nChanged 904 SP:Iteration 1F (31288.000000 sec): 3 clusters Score: Raw -415746.333812 + Penalty 3896.542371 = -411849.791441 nChanged 225 SP:Iteration 2F (31288.010000 sec): 3 clusters Score: Raw -415937.234121 + Penalty 3896.542371 = -412040.691750 nChanged 128 SP:Iteration 3Q (31288.020000 sec): 3 clusters Score: Raw -416041.035474 + Penalty 3896.542371 = -412144.493103 nChanged 81 SP:Iteration 4Q (31288.030000 sec): 3 clusters Score: Raw -416097.562003 + Penalty 3896.542371 = -412201.019632 nChanged 57 SP:Iteration 5Q (31288.040000 sec): 3 clusters Score: Raw -416135.280044 + Penalty 3896.542371 = -412238.737673 nChanged 37 SP:Iteration 6Q (31288.050000 sec): 3 clusters Score: Raw -416159.735803 + Penalty 3896.542371 = -412263.193432 nChanged 41 SP:Iteration 7Q (31288.060000 sec): 3 clusters Score: Raw -416183.658928 + Penalty 3896.542371 = -412287.116557 nChanged 41 SP:Iteration 8Q (31288.070000 sec): 3 clusters Score: Raw -416209.309849 + Penalty 3896.542371 = -412312.767478 nChanged 30 SP:Iteration 9Q (31288.080000 sec): 3 clusters Score: Raw -416226.482468 + Penalty 3896.542371 = -412329.940097 nChanged 17 SP:Iteration 10Q (31288.090000 sec): 3 clusters Score: Raw -416234.490499 + Penalty 3896.542371 = -412337.948128 nChanged 17 SP:Iteration 11Q (31288.100000 sec): 3 clusters Score: Raw -416242.683362 + Penalty 3896.542371 = -412346.140991 nChanged 14 SP:Iteration 12Q (31288.120000 sec): 3 clusters Score: Raw -416250.498610 + Penalty 3896.542371 = -412353.956239 nChanged 11 SP:Iteration 13Q (31288.120000 sec): 3 clusters Score: Raw -416255.085489 + Penalty 3896.542371 = -412358.543118 nChanged 7 SP:Iteration 14Q (31288.140000 sec): 3 clusters Score: Raw -416259.343657 + Penalty 3896.542371 = -412362.801286 nChanged 12 SP:Iteration 15Q (31288.140000 sec): 3 clusters Score: Raw -416265.712919 + Penalty 3896.542371 = -412369.170548 nChanged 12 SP:Iteration 16Q (31288.160000 sec): 3 clusters Score: Raw -416272.976761 + Penalty 3896.542371 = -412376.434390 nChanged 15 SP:Iteration 17Q (31288.160000 sec): 3 clusters Score: Raw -416283.022718 + Penalty 3896.542371 = -412386.480347 nChanged 8 SP:Iteration 18Q (31288.180000 sec): 3 clusters Score: Raw -416287.117446 + Penalty 3896.542371 = -412390.575075 nChanged 11 SP:Iteration 19Q (31288.180000 sec): 3 clusters Score: Raw -416291.782855 + Penalty 3896.542371 = -412395.240484 nChanged 8 SP:Iteration 20F (31288.200000 sec): 3 clusters Score: Raw -416297.171976 + Penalty 3896.542371 = -412400.629605 nChanged 10 SP:Iteration 21Q (31288.200000 sec): 3 clusters Score: Raw -416304.175570 + Penalty 3896.542371 = -412407.633199 nChanged 8 SP:Iteration 22Q (31288.220000 sec): 3 clusters Score: Raw -416310.049351 + Penalty 3896.542371 = -412413.506980 nChanged 12 SP:Iteration 23Q (31288.220000 sec): 3 clusters Score: Raw -416319.468620 + Penalty 3896.542371 = -412422.926249 nChanged 15 SP:Iteration 24Q (31288.240000 sec): 3 clusters Score: Raw -416330.807820 + Penalty 3896.542371 = -412434.265449 nChanged 12 SP:Iteration 25Q (31288.240000 sec): 3 clusters Score: Raw -416338.623797 + Penalty 3896.542371 = -412442.081426 nChanged 19 SP:Iteration 26Q (31288.260000 sec): 3 clusters Score: Raw -416349.998014 + Penalty 3896.542371 = -412453.455643 nChanged 14 SP:Iteration 27Q (31288.260000 sec): 3 clusters Score: Raw -416360.517182 + Penalty 3896.542371 = -412463.974810 nChanged 11 SP:Iteration 28Q (31288.280000 sec): 3 clusters Score: Raw -416370.113330 + Penalty 3896.542371 = -412473.570959 nChanged 15 SP:Iteration 29Q (31288.280000 sec): 3 clusters Score: Raw -416380.873164 + Penalty 3896.542371 = -412484.330793 nChanged 14 SP:Iteration 30Q (31288.300000 sec): 3 clusters Score: Raw -416390.840164 + Penalty 3896.542371 = -412494.297793 nChanged 10 SP:Iteration 31Q (31288.300000 sec): 3 clusters Score: Raw -416395.646843 + Penalty 3896.542371 = -412499.104471 nChanged 7 SP:Iteration 32Q (31288.320000 sec): 3 clusters Score: Raw -416399.265964 + Penalty 3896.542371 = -412502.723593 nChanged 2 SP:Iteration 33Q (31288.320000 sec): 3 clusters Score: Raw -416399.840865 + Penalty 3896.542371 = -412503.298494 nChanged 2 SP:Iteration 34Q (31288.340000 sec): 3 clusters Score: Raw -416401.014569 + Penalty 3896.542371 = -412504.472198 nChanged 1 SP:Iteration 35Q (31288.340000 sec): 3 clusters Score: Raw -416401.661228 + Penalty 3896.542371 = -412505.118857 nChanged 1 SP:Iteration 36Q (31288.360000 sec): 3 clusters Score: Raw -416402.002209 + Penalty 3896.542371 = -412505.459838 nChanged 2 SP:Iteration 37Q (31288.360000 sec): 3 clusters Score: Raw -416402.488381 + Penalty 3896.542371 = -412505.946010 nChanged 0 SP:Iteration 38F (31288.380000 sec): 3 clusters Score: Raw -416402.488381 + Penalty 3896.542371 = -412505.946010 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 40 (167290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31289.030000 sec): 2 clusters Score: Raw -27006371.600285 + Penalty 2982.816060 = -27003388.784225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31289.740000 sec): 3 clusters Score: Raw -26897380.114171 + Penalty 5965.632120 = -26891414.482051 nChanged 79747 SP:Iteration 1F (31290.450000 sec): 3 clusters Score: Raw -26943790.130449 + Penalty 5965.632120 = -26937824.498330 nChanged 5517 SP:Iteration 2Q (31291.180000 sec): 3 clusters Score: Raw -26945360.030837 + Penalty 5965.632120 = -26939394.398717 nChanged 6683 SP:Iteration 3Q (31291.910000 sec): 3 clusters Score: Raw -26947861.888155 + Penalty 5965.632120 = -26941896.256035 nChanged 8605 SP:Iteration 4F (31292.620000 sec): 3 clusters Score: Raw -26952193.873443 + Penalty 5965.632120 = -26946228.241324 nChanged 11719 SP:Iteration 5F (31293.330000 sec): 3 clusters Score: Raw -26960161.065421 + Penalty 5965.632120 = -26954195.433301 nChanged 14846 SP:Iteration 6F (31294.040000 sec): 3 clusters Score: Raw -26972881.241049 + Penalty 5965.632120 = -26966915.608929 nChanged 15226 SP:Iteration 7F (31294.740000 sec): 3 clusters Score: Raw -26987636.390651 + Penalty 5965.632120 = -26981670.758531 nChanged 11281 SP:Iteration 8F (31295.440000 sec): 3 clusters Score: Raw -26999007.557567 + Penalty 5965.632120 = -26993041.925448 nChanged 5464 SP:Iteration 9Q (31296.100000 sec): 3 clusters Score: Raw -27004284.410661 + Penalty 5965.632120 = -26998318.778541 nChanged 1791 SP:Iteration 10Q (31296.670000 sec): 3 clusters Score: Raw -27005980.576340 + Penalty 5965.632120 = -27000014.944220 nChanged 446 SP:Iteration 11Q (31297.200000 sec): 3 clusters Score: Raw -27006466.710551 + Penalty 5965.632120 = -27000501.078431 nChanged 98 SP:Iteration 12Q (31297.700000 sec): 3 clusters Score: Raw -27006583.824077 + Penalty 5965.632120 = -27000618.191957 nChanged 41 SP:Iteration 13Q (31298.190000 sec): 3 clusters Score: Raw -27006640.642904 + Penalty 5965.632120 = -27000675.010785 nChanged 30 SP:Iteration 14Q (31298.690000 sec): 3 clusters Score: Raw -27006677.159139 + Penalty 5965.632120 = -27000711.527020 nChanged 19 SP:Iteration 15Q (31299.180000 sec): 3 clusters Score: Raw -27006698.412542 + Penalty 5965.632120 = -27000732.780422 nChanged 10 SP:Iteration 16Q (31299.670000 sec): 3 clusters Score: Raw -27006717.309375 + Penalty 5965.632120 = -27000751.677255 nChanged 9 SP:Iteration 17Q (31300.160000 sec): 3 clusters Score: Raw -27006729.188803 + Penalty 5965.632120 = -27000763.556683 nChanged 11 SP:Iteration 18Q (31300.660000 sec): 3 clusters Score: Raw -27006742.603859 + Penalty 5965.632120 = -27000776.971739 nChanged 6 SP:Iteration 19Q (31301.150000 sec): 3 clusters Score: Raw -27006748.027588 + Penalty 5965.632120 = -27000782.395468 nChanged 4 SP:Iteration 20F (31301.850000 sec): 3 clusters Score: Raw -27006751.626928 + Penalty 5965.632120 = -27000785.994808 nChanged 1 SP:Iteration 21Q (31302.340000 sec): 3 clusters Score: Raw -27006752.015712 + Penalty 5965.632120 = -27000786.383592 nChanged 1 SP:Iteration 22Q (31302.830000 sec): 3 clusters Score: Raw -27006753.254987 + Penalty 5965.632120 = -27000787.622868 nChanged 2 SP:Iteration 23Q (31303.320000 sec): 3 clusters Score: Raw -27006755.440832 + Penalty 5965.632120 = -27000789.808712 nChanged 1 SP:Iteration 24Q (31303.810000 sec): 3 clusters Score: Raw -27006756.691796 + Penalty 5965.632120 = -27000791.059676 nChanged 1 SP:Iteration 25Q (31304.310000 sec): 3 clusters Score: Raw -27006758.708422 + Penalty 5965.632120 = -27000793.076302 nChanged 3 SP:Iteration 26Q (31304.790000 sec): 3 clusters Score: Raw -27006763.076408 + Penalty 5965.632120 = -27000797.444288 nChanged 2 SP:Iteration 27Q (31305.290000 sec): 3 clusters Score: Raw -27006765.205425 + Penalty 5965.632120 = -27000799.573306 nChanged 1 SP:Iteration 28Q (31305.770000 sec): 3 clusters Score: Raw -27006766.375026 + Penalty 5965.632120 = -27000800.742907 nChanged 2 SP:Iteration 29Q (31306.270000 sec): 3 clusters Score: Raw -27006771.203588 + Penalty 5965.632120 = -27000805.571468 nChanged 2 SP:Iteration 30Q (31306.750000 sec): 3 clusters Score: Raw -27006774.855374 + Penalty 5965.632120 = -27000809.223254 nChanged 2 SP:Iteration 31Q (31307.240000 sec): 3 clusters Score: Raw -27006781.862024 + Penalty 5965.632120 = -27000816.229904 nChanged 3 SP:Iteration 32Q (31307.730000 sec): 3 clusters Score: Raw -27006787.305088 + Penalty 5965.632120 = -27000821.672969 nChanged 1 SP:Iteration 33Q (31308.220000 sec): 3 clusters Score: Raw -27006787.780440 + Penalty 5965.632120 = -27000822.148320 nChanged 0 SP:Iteration 34F (31308.910000 sec): 3 clusters Score: Raw -27006787.780440 + Penalty 5965.632120 = -27000822.148320 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 41 (491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31309.010000 sec): 2 clusters Score: Raw -26160.032792 + Penalty 1536.718144 = -24623.314648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31309.010000 sec): 3 clusters Score: Raw -26377.728647 + Penalty 3073.436287 = -23304.292360 nChanged 131 SP:Iteration 1F (31309.010000 sec): 3 clusters Score: Raw -27206.836847 + Penalty 3073.436287 = -24133.400559 nChanged 62 SP:Iteration 2F (31309.010000 sec): 3 clusters Score: Raw -27913.842941 + Penalty 3073.436287 = -24840.406654 nChanged 23 SP:Iteration 3Q (31309.010000 sec): 3 clusters Score: Raw -28228.455937 + Penalty 3073.436287 = -25155.019649 nChanged 10 SP:Iteration 4Q (31309.010000 sec): 3 clusters Score: Raw -28308.301714 + Penalty 3073.436287 = -25234.865426 nChanged 4 SP:Iteration 5Q (31309.020000 sec): 3 clusters Score: Raw -28349.760253 + Penalty 3073.436287 = -25276.323966 nChanged 4 SP:Iteration 6Q (31309.020000 sec): 3 clusters Score: Raw -28417.086811 + Penalty 3073.436287 = -25343.650524 nChanged 5 SP:Iteration 7Q (31309.020000 sec): 3 clusters Score: Raw -28526.218137 + Penalty 3073.436287 = -25452.781850 nChanged 6 SP:Iteration 8Q (31309.020000 sec): 3 clusters Score: Raw -28643.299687 + Penalty 3073.436287 = -25569.863400 nChanged 4 SP:Iteration 9Q (31309.020000 sec): 3 clusters Score: Raw -28683.548209 + Penalty 3073.436287 = -25610.111922 nChanged 2 SP:Iteration 10Q (31309.030000 sec): 3 clusters Score: Raw -28699.375064 + Penalty 3073.436287 = -25625.938777 nChanged 3 SP:Iteration 11Q (31309.030000 sec): 3 clusters Score: Raw -28715.535072 + Penalty 3073.436287 = -25642.098785 nChanged 2 SP:Iteration 12Q (31309.030000 sec): 3 clusters Score: Raw -28749.156097 + Penalty 3073.436287 = -25675.719810 nChanged 2 SP:Iteration 13Q (31309.030000 sec): 3 clusters Score: Raw -28760.660587 + Penalty 3073.436287 = -25687.224300 nChanged 4 SP:Iteration 14Q (31309.030000 sec): 3 clusters Score: Raw -28774.901344 + Penalty 3073.436287 = -25701.465056 nChanged 3 SP:Iteration 15Q (31309.030000 sec): 3 clusters Score: Raw -28790.180282 + Penalty 3073.436287 = -25716.743995 nChanged 3 SP:Iteration 16Q (31309.030000 sec): 3 clusters Score: Raw -28825.858606 + Penalty 3073.436287 = -25752.422319 nChanged 3 SP:Iteration 17Q (31309.030000 sec): 3 clusters Score: Raw -28889.277669 + Penalty 3073.436287 = -25815.841381 nChanged 1 SP:Iteration 18Q (31309.040000 sec): 3 clusters Score: Raw -28905.719232 + Penalty 3073.436287 = -25832.282944 nChanged 1 SP:Iteration 19Q (31309.040000 sec): 3 clusters Score: Raw -28909.730249 + Penalty 3073.436287 = -25836.293962 nChanged 0 SP:Iteration 20F (31309.040000 sec): 3 clusters Score: Raw -28909.730249 + Penalty 3073.436287 = -25836.293962 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 61. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 42 (2998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31309.060000 sec): 2 clusters Score: Raw -444165.338498 + Penalty 1985.413768 = -442179.924730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31309.070000 sec): 3 clusters Score: Raw -442979.604929 + Penalty 3970.827537 = -439008.777393 nChanged 1058 SP:Iteration 1F (31309.080000 sec): 3 clusters Score: Raw -443940.057496 + Penalty 3970.827537 = -439969.229959 nChanged 304 SP:Iteration 2F (31309.090000 sec): 3 clusters Score: Raw -444391.116777 + Penalty 3970.827537 = -440420.289241 nChanged 216 SP:Iteration 3F (31309.110000 sec): 3 clusters Score: Raw -444670.753679 + Penalty 3970.827537 = -440699.926143 nChanged 172 SP:Iteration 4F (31309.120000 sec): 3 clusters Score: Raw -444857.520799 + Penalty 3970.827537 = -440886.693262 nChanged 105 SP:Iteration 5Q (31309.130000 sec): 3 clusters Score: Raw -444941.233767 + Penalty 3970.827537 = -440970.406230 nChanged 68 SP:Iteration 6Q (31309.140000 sec): 3 clusters Score: Raw -444990.800391 + Penalty 3970.827537 = -441019.972854 nChanged 51 SP:Iteration 7Q (31309.150000 sec): 3 clusters Score: Raw -445021.415209 + Penalty 3970.827537 = -441050.587673 nChanged 31 SP:Iteration 8Q (31309.160000 sec): 3 clusters Score: Raw -445041.072393 + Penalty 3970.827537 = -441070.244857 nChanged 18 SP:Iteration 9Q (31309.170000 sec): 3 clusters Score: Raw -445052.312849 + Penalty 3970.827537 = -441081.485312 nChanged 11 SP:Iteration 10Q (31309.190000 sec): 3 clusters Score: Raw -445058.359442 + Penalty 3970.827537 = -441087.531905 nChanged 5 SP:Iteration 11Q (31309.200000 sec): 3 clusters Score: Raw -445061.066091 + Penalty 3970.827537 = -441090.238555 nChanged 5 SP:Iteration 12Q (31309.210000 sec): 3 clusters Score: Raw -445063.277215 + Penalty 3970.827537 = -441092.449678 nChanged 2 SP:Iteration 13Q (31309.220000 sec): 3 clusters Score: Raw -445063.863898 + Penalty 3970.827537 = -441093.036362 nChanged 1 SP:Iteration 14Q (31309.230000 sec): 3 clusters Score: Raw -445064.507093 + Penalty 3970.827537 = -441093.679557 nChanged 1 SP:Iteration 15Q (31309.240000 sec): 3 clusters Score: Raw -445065.493683 + Penalty 3970.827537 = -441094.666147 nChanged 2 SP:Iteration 16Q (31309.250000 sec): 3 clusters Score: Raw -445065.889194 + Penalty 3970.827537 = -441095.061658 nChanged 0 SP:Iteration 17F (31309.270000 sec): 3 clusters Score: Raw -445065.889194 + Penalty 3970.827537 = -441095.061658 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 43 (13953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31309.320000 sec): 2 clusters Score: Raw -2242811.242091 + Penalty 2366.775555 = -2240444.466536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31309.380000 sec): 3 clusters Score: Raw -2234994.985988 + Penalty 4733.551110 = -2230261.434879 nChanged 6022 SP:Iteration 1F (31309.430000 sec): 3 clusters Score: Raw -2238296.166044 + Penalty 4733.551110 = -2233562.614934 nChanged 949 SP:Iteration 2F (31309.490000 sec): 3 clusters Score: Raw -2238853.704431 + Penalty 4733.551110 = -2234120.153322 nChanged 977 SP:Iteration 3F (31309.540000 sec): 3 clusters Score: Raw -2239470.989297 + Penalty 4733.551110 = -2234737.438188 nChanged 922 SP:Iteration 4F (31309.600000 sec): 3 clusters Score: Raw -2240068.648947 + Penalty 4733.551110 = -2235335.097837 nChanged 903 SP:Iteration 5F (31309.650000 sec): 3 clusters Score: Raw -2240668.523265 + Penalty 4733.551110 = -2235934.972155 nChanged 797 SP:Iteration 6F (31309.710000 sec): 3 clusters Score: Raw -2241183.758376 + Penalty 4733.551110 = -2236450.207267 nChanged 663 SP:Iteration 7Q (31309.760000 sec): 3 clusters Score: Raw -2241597.460720 + Penalty 4733.551110 = -2236863.909610 nChanged 531 SP:Iteration 8Q (31309.820000 sec): 3 clusters Score: Raw -2241894.471483 + Penalty 4733.551110 = -2237160.920374 nChanged 412 SP:Iteration 9Q (31309.870000 sec): 3 clusters Score: Raw -2242097.682894 + Penalty 4733.551110 = -2237364.131784 nChanged 326 SP:Iteration 10Q (31309.930000 sec): 3 clusters Score: Raw -2242240.443088 + Penalty 4733.551110 = -2237506.891979 nChanged 262 SP:Iteration 11Q (31309.980000 sec): 3 clusters Score: Raw -2242353.525831 + Penalty 4733.551110 = -2237619.974721 nChanged 230 SP:Iteration 12Q (31310.040000 sec): 3 clusters Score: Raw -2242449.777763 + Penalty 4733.551110 = -2237716.226653 nChanged 200 SP:Iteration 13Q (31310.090000 sec): 3 clusters Score: Raw -2242535.889260 + Penalty 4733.551110 = -2237802.338151 nChanged 174 SP:Iteration 14Q (31310.150000 sec): 3 clusters Score: Raw -2242604.859512 + Penalty 4733.551110 = -2237871.308403 nChanged 142 SP:Iteration 15Q (31310.200000 sec): 3 clusters Score: Raw -2242658.122563 + Penalty 4733.551110 = -2237924.571453 nChanged 125 SP:Iteration 16Q (31310.260000 sec): 3 clusters Score: Raw -2242704.346591 + Penalty 4733.551110 = -2237970.795482 nChanged 107 SP:Iteration 17Q (31310.310000 sec): 3 clusters Score: Raw -2242741.612736 + Penalty 4733.551110 = -2238008.061626 nChanged 80 SP:Iteration 18Q (31310.370000 sec): 3 clusters Score: Raw -2242768.868191 + Penalty 4733.551110 = -2238035.317082 nChanged 70 SP:Iteration 19Q (31310.420000 sec): 3 clusters Score: Raw -2242792.783080 + Penalty 4733.551110 = -2238059.231970 nChanged 57 SP:Iteration 20F (31310.480000 sec): 3 clusters Score: Raw -2242811.314444 + Penalty 4733.551110 = -2238077.763334 nChanged 59 SP:Iteration 21Q (31310.530000 sec): 3 clusters Score: Raw -2242830.488268 + Penalty 4733.551110 = -2238096.937158 nChanged 58 SP:Iteration 22Q (31310.590000 sec): 3 clusters Score: Raw -2242850.392087 + Penalty 4733.551110 = -2238116.840977 nChanged 66 SP:Iteration 23Q (31310.640000 sec): 3 clusters Score: Raw -2242870.835492 + Penalty 4733.551110 = -2238137.284382 nChanged 48 SP:Iteration 24Q (31310.690000 sec): 3 clusters Score: Raw -2242887.956239 + Penalty 4733.551110 = -2238154.405129 nChanged 57 SP:Iteration 25Q (31310.750000 sec): 3 clusters Score: Raw -2242910.729561 + Penalty 4733.551110 = -2238177.178451 nChanged 45 SP:Iteration 26Q (31310.800000 sec): 3 clusters Score: Raw -2242928.250602 + Penalty 4733.551110 = -2238194.699492 nChanged 39 SP:Iteration 27Q (31310.850000 sec): 3 clusters Score: Raw -2242941.287344 + Penalty 4733.551110 = -2238207.736234 nChanged 32 SP:Iteration 28Q (31310.910000 sec): 3 clusters Score: Raw -2242949.650140 + Penalty 4733.551110 = -2238216.099031 nChanged 25 SP:Iteration 29Q (31310.960000 sec): 3 clusters Score: Raw -2242957.022088 + Penalty 4733.551110 = -2238223.470978 nChanged 16 SP:Iteration 30Q (31311.010000 sec): 3 clusters Score: Raw -2242962.999641 + Penalty 4733.551110 = -2238229.448532 nChanged 19 SP:Iteration 31Q (31311.070000 sec): 3 clusters Score: Raw -2242968.879122 + Penalty 4733.551110 = -2238235.328012 nChanged 12 SP:Iteration 32Q (31311.120000 sec): 3 clusters Score: Raw -2242972.828458 + Penalty 4733.551110 = -2238239.277348 nChanged 19 SP:Iteration 33Q (31311.170000 sec): 3 clusters Score: Raw -2242978.509329 + Penalty 4733.551110 = -2238244.958220 nChanged 18 SP:Iteration 34Q (31311.220000 sec): 3 clusters Score: Raw -2242984.289960 + Penalty 4733.551110 = -2238250.738850 nChanged 12 SP:Iteration 35Q (31311.270000 sec): 3 clusters Score: Raw -2242987.574948 + Penalty 4733.551110 = -2238254.023838 nChanged 11 SP:Iteration 36Q (31311.330000 sec): 3 clusters Score: Raw -2242991.710143 + Penalty 4733.551110 = -2238258.159033 nChanged 12 SP:Iteration 37Q (31311.380000 sec): 3 clusters Score: Raw -2242995.053234 + Penalty 4733.551110 = -2238261.502125 nChanged 10 SP:Iteration 38Q (31311.430000 sec): 3 clusters Score: Raw -2242997.587199 + Penalty 4733.551110 = -2238264.036089 nChanged 8 SP:Iteration 39Q (31311.490000 sec): 3 clusters Score: Raw -2242999.981664 + Penalty 4733.551110 = -2238266.430554 nChanged 3 SP:Iteration 40F (31311.540000 sec): 3 clusters Score: Raw -2243000.890878 + Penalty 4733.551110 = -2238267.339768 nChanged 3 SP:Iteration 41Q (31311.590000 sec): 3 clusters Score: Raw -2243002.141593 + Penalty 4733.551110 = -2238268.590483 nChanged 2 SP:Iteration 42Q (31311.640000 sec): 3 clusters Score: Raw -2243003.161166 + Penalty 4733.551110 = -2238269.610057 nChanged 4 SP:Iteration 43Q (31311.700000 sec): 3 clusters Score: Raw -2243004.567847 + Penalty 4733.551110 = -2238271.016737 nChanged 6 SP:Iteration 44Q (31311.750000 sec): 3 clusters Score: Raw -2243006.455138 + Penalty 4733.551110 = -2238272.904028 nChanged 4 SP:Iteration 45Q (31311.800000 sec): 3 clusters Score: Raw -2243007.466296 + Penalty 4733.551110 = -2238273.915186 nChanged 4 SP:Iteration 46Q (31311.850000 sec): 3 clusters Score: Raw -2243008.654171 + Penalty 4733.551110 = -2238275.103061 nChanged 6 SP:Iteration 47Q (31311.910000 sec): 3 clusters Score: Raw -2243010.489401 + Penalty 4733.551110 = -2238276.938292 nChanged 7 SP:Iteration 48Q (31311.960000 sec): 3 clusters Score: Raw -2243012.297348 + Penalty 4733.551110 = -2238278.746238 nChanged 3 SP:Iteration 49Q (31312.010000 sec): 3 clusters Score: Raw -2243013.001792 + Penalty 4733.551110 = -2238279.450682 nChanged 3 SP:Iteration 50Q (31312.070000 sec): 3 clusters Score: Raw -2243013.981387 + Penalty 4733.551110 = -2238280.430277 nChanged 3 SP:Iteration 51Q (31312.120000 sec): 3 clusters Score: Raw -2243014.587998 + Penalty 4733.551110 = -2238281.036888 nChanged 3 SP:Iteration 52Q (31312.170000 sec): 3 clusters Score: Raw -2243015.283532 + Penalty 4733.551110 = -2238281.732423 nChanged 1 SP:Iteration 53Q (31312.220000 sec): 3 clusters Score: Raw -2243015.474626 + Penalty 4733.551110 = -2238281.923516 nChanged 1 SP:Iteration 54Q (31312.270000 sec): 3 clusters Score: Raw -2243015.650179 + Penalty 4733.551110 = -2238282.099069 nChanged 0 SP:Iteration 55F (31312.330000 sec): 3 clusters Score: Raw -2243015.650179 + Penalty 4733.551110 = -2238282.099069 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 44 (3452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31312.350000 sec): 2 clusters Score: Raw -534582.437956 + Penalty 2020.383845 = -532562.054111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31312.360000 sec): 3 clusters Score: Raw -533021.554008 + Penalty 4040.767690 = -528980.786318 nChanged 1274 SP:Iteration 1F (31312.380000 sec): 3 clusters Score: Raw -533851.593966 + Penalty 4040.767690 = -529810.826276 nChanged 292 SP:Iteration 2F (31312.390000 sec): 3 clusters Score: Raw -534093.199112 + Penalty 4040.767690 = -530052.431422 nChanged 203 SP:Iteration 3F (31312.410000 sec): 3 clusters Score: Raw -534275.466369 + Penalty 4040.767690 = -530234.698679 nChanged 170 SP:Iteration 4Q (31312.420000 sec): 3 clusters Score: Raw -534445.572490 + Penalty 4040.767690 = -530404.804800 nChanged 150 SP:Iteration 5Q (31312.430000 sec): 3 clusters Score: Raw -534588.912329 + Penalty 4040.767690 = -530548.144639 nChanged 135 SP:Iteration 6Q (31312.450000 sec): 3 clusters Score: Raw -534730.670383 + Penalty 4040.767690 = -530689.902693 nChanged 143 SP:Iteration 7Q (31312.460000 sec): 3 clusters Score: Raw -534869.129598 + Penalty 4040.767690 = -530828.361908 nChanged 102 SP:Iteration 8Q (31312.470000 sec): 3 clusters Score: Raw -534939.320473 + Penalty 4040.767690 = -530898.552784 nChanged 82 SP:Iteration 9Q (31312.490000 sec): 3 clusters Score: Raw -534998.213871 + Penalty 4040.767690 = -530957.446181 nChanged 66 SP:Iteration 10Q (31312.500000 sec): 3 clusters Score: Raw -535038.245318 + Penalty 4040.767690 = -530997.477628 nChanged 52 SP:Iteration 11Q (31312.510000 sec): 3 clusters Score: Raw -535070.190610 + Penalty 4040.767690 = -531029.422920 nChanged 39 SP:Iteration 12Q (31312.530000 sec): 3 clusters Score: Raw -535093.066240 + Penalty 4040.767690 = -531052.298550 nChanged 34 SP:Iteration 13Q (31312.540000 sec): 3 clusters Score: Raw -535109.337910 + Penalty 4040.767690 = -531068.570220 nChanged 23 SP:Iteration 14Q (31312.550000 sec): 3 clusters Score: Raw -535117.758648 + Penalty 4040.767690 = -531076.990959 nChanged 13 SP:Iteration 15Q (31312.560000 sec): 3 clusters Score: Raw -535122.823960 + Penalty 4040.767690 = -531082.056270 nChanged 10 SP:Iteration 16Q (31312.580000 sec): 3 clusters Score: Raw -535127.196071 + Penalty 4040.767690 = -531086.428382 nChanged 7 SP:Iteration 17Q (31312.590000 sec): 3 clusters Score: Raw -535129.536842 + Penalty 4040.767690 = -531088.769152 nChanged 2 SP:Iteration 18Q (31312.600000 sec): 3 clusters Score: Raw -535130.527678 + Penalty 4040.767690 = -531089.759988 nChanged 5 SP:Iteration 19Q (31312.610000 sec): 3 clusters Score: Raw -535132.553893 + Penalty 4040.767690 = -531091.786203 nChanged 3 SP:Iteration 20F (31312.630000 sec): 3 clusters Score: Raw -535133.680938 + Penalty 4040.767690 = -531092.913248 nChanged 3 SP:Iteration 21Q (31312.640000 sec): 3 clusters Score: Raw -535134.331223 + Penalty 4040.767690 = -531093.563533 nChanged 0 SP:Iteration 22F (31312.650000 sec): 3 clusters Score: Raw -535134.331223 + Penalty 4040.767690 = -531093.563533 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 45 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31312.660000 sec): 2 clusters Score: Raw -18833.543719 + Penalty 1214.664270 = -17618.879448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31312.660000 sec): 3 clusters Score: Raw -19144.092045 + Penalty 2429.328541 = -16714.763504 nChanged 3 SP:Iteration 1Q (31312.660000 sec): 3 clusters Score: Raw -19159.736816 + Penalty 2429.328541 = -16730.408275 nChanged 1 SP:Iteration 2Q (31312.660000 sec): 3 clusters Score: Raw -19168.951193 + Penalty 2429.328541 = -16739.622652 nChanged 0 SP:Iteration 3F (31312.670000 sec): 3 clusters Score: Raw -19168.951193 + Penalty 2429.328541 = -16739.622652 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 46 (1605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31312.670000 sec): 2 clusters Score: Raw -240604.865797 + Penalty 1830.458001 = -238774.407796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31312.680000 sec): 3 clusters Score: Raw -240056.611717 + Penalty 3660.916002 = -236395.695715 nChanged 484 SP:Iteration 1F (31312.690000 sec): 3 clusters Score: Raw -240525.070276 + Penalty 3660.916002 = -236864.154275 nChanged 140 SP:Iteration 2F (31312.690000 sec): 3 clusters Score: Raw -240765.651266 + Penalty 3660.916002 = -237104.735265 nChanged 94 SP:Iteration 3F (31312.700000 sec): 3 clusters Score: Raw -241001.807600 + Penalty 3660.916002 = -237340.891598 nChanged 82 SP:Iteration 4F (31312.710000 sec): 3 clusters Score: Raw -241169.978562 + Penalty 3660.916002 = -237509.062560 nChanged 66 SP:Iteration 5Q (31312.710000 sec): 3 clusters Score: Raw -241271.651487 + Penalty 3660.916002 = -237610.735486 nChanged 57 SP:Iteration 6Q (31312.720000 sec): 3 clusters Score: Raw -241346.867246 + Penalty 3660.916002 = -237685.951244 nChanged 44 SP:Iteration 7Q (31312.720000 sec): 3 clusters Score: Raw -241416.015444 + Penalty 3660.916002 = -237755.099442 nChanged 35 SP:Iteration 8Q (31312.730000 sec): 3 clusters Score: Raw -241478.907587 + Penalty 3660.916002 = -237817.991585 nChanged 28 SP:Iteration 9Q (31312.730000 sec): 3 clusters Score: Raw -241521.355626 + Penalty 3660.916002 = -237860.439624 nChanged 21 SP:Iteration 10Q (31312.740000 sec): 3 clusters Score: Raw -241560.059721 + Penalty 3660.916002 = -237899.143719 nChanged 24 SP:Iteration 11Q (31312.750000 sec): 3 clusters Score: Raw -241600.409156 + Penalty 3660.916002 = -237939.493155 nChanged 24 SP:Iteration 12Q (31312.750000 sec): 3 clusters Score: Raw -241637.962001 + Penalty 3660.916002 = -237977.045999 nChanged 29 SP:Iteration 13Q (31312.760000 sec): 3 clusters Score: Raw -241671.682171 + Penalty 3660.916002 = -238010.766169 nChanged 20 SP:Iteration 14Q (31312.760000 sec): 3 clusters Score: Raw -241699.509386 + Penalty 3660.916002 = -238038.593384 nChanged 19 SP:Iteration 15Q (31312.770000 sec): 3 clusters Score: Raw -241721.939543 + Penalty 3660.916002 = -238061.023541 nChanged 16 SP:Iteration 16Q (31312.770000 sec): 3 clusters Score: Raw -241744.711944 + Penalty 3660.916002 = -238083.795942 nChanged 11 SP:Iteration 17Q (31312.780000 sec): 3 clusters Score: Raw -241763.269733 + Penalty 3660.916002 = -238102.353731 nChanged 18 SP:Iteration 18Q (31312.780000 sec): 3 clusters Score: Raw -241784.335640 + Penalty 3660.916002 = -238123.419638 nChanged 14 SP:Iteration 19Q (31312.790000 sec): 3 clusters Score: Raw -241814.981885 + Penalty 3660.916002 = -238154.065884 nChanged 14 SP:Iteration 20F (31312.790000 sec): 3 clusters Score: Raw -241836.265654 + Penalty 3660.916002 = -238175.349653 nChanged 14 SP:Iteration 21Q (31312.800000 sec): 3 clusters Score: Raw -241853.331924 + Penalty 3660.916002 = -238192.415922 nChanged 14 SP:Iteration 22Q (31312.810000 sec): 3 clusters Score: Raw -241868.852339 + Penalty 3660.916002 = -238207.936337 nChanged 7 SP:Iteration 23Q (31312.810000 sec): 3 clusters Score: Raw -241877.032137 + Penalty 3660.916002 = -238216.116135 nChanged 3 SP:Iteration 24Q (31312.820000 sec): 3 clusters Score: Raw -241881.006378 + Penalty 3660.916002 = -238220.090376 nChanged 3 SP:Iteration 25Q (31312.820000 sec): 3 clusters Score: Raw -241884.635523 + Penalty 3660.916002 = -238223.719521 nChanged 3 SP:Iteration 26Q (31312.830000 sec): 3 clusters Score: Raw -241886.658829 + Penalty 3660.916002 = -238225.742828 nChanged 3 SP:Iteration 27Q (31312.830000 sec): 3 clusters Score: Raw -241889.603338 + Penalty 3660.916002 = -238228.687337 nChanged 3 SP:Iteration 28Q (31312.840000 sec): 3 clusters Score: Raw -241894.318515 + Penalty 3660.916002 = -238233.402514 nChanged 3 SP:Iteration 29Q (31312.840000 sec): 3 clusters Score: Raw -241899.071867 + Penalty 3660.916002 = -238238.155865 nChanged 1 SP:Iteration 30Q (31312.850000 sec): 3 clusters Score: Raw -241901.124321 + Penalty 3660.916002 = -238240.208320 nChanged 1 SP:Iteration 31Q (31312.850000 sec): 3 clusters Score: Raw -241902.386223 + Penalty 3660.916002 = -238241.470221 nChanged 2 SP:Iteration 32Q (31312.860000 sec): 3 clusters Score: Raw -241904.466402 + Penalty 3660.916002 = -238243.550400 nChanged 2 SP:Iteration 33Q (31312.860000 sec): 3 clusters Score: Raw -241905.733146 + Penalty 3660.916002 = -238244.817144 nChanged 1 SP:Iteration 34Q (31312.870000 sec): 3 clusters Score: Raw -241906.173442 + Penalty 3660.916002 = -238245.257440 nChanged 1 SP:Iteration 35Q (31312.870000 sec): 3 clusters Score: Raw -241906.847608 + Penalty 3660.916002 = -238245.931607 nChanged 2 SP:Iteration 36Q (31312.880000 sec): 3 clusters Score: Raw -241908.017731 + Penalty 3660.916002 = -238247.101729 nChanged 0 SP:Iteration 37F (31312.890000 sec): 3 clusters Score: Raw -241908.017731 + Penalty 3660.916002 = -238247.101729 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 47 (542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31312.890000 sec): 2 clusters Score: Raw -81697.939149 + Penalty 1561.225968 = -80136.713181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31312.890000 sec): 3 clusters Score: Raw -81674.529483 + Penalty 3122.451937 = -78552.077546 nChanged 87 SP:Iteration 1F (31312.900000 sec): 3 clusters Score: Raw -81864.423215 + Penalty 3122.451937 = -78741.971278 nChanged 29 SP:Iteration 2F (31312.900000 sec): 3 clusters Score: Raw -81922.890466 + Penalty 3122.451937 = -78800.438529 nChanged 16 SP:Iteration 3Q (31312.900000 sec): 3 clusters Score: Raw -81960.608729 + Penalty 3122.451937 = -78838.156792 nChanged 6 SP:Iteration 4Q (31312.900000 sec): 3 clusters Score: Raw -81975.260329 + Penalty 3122.451937 = -78852.808393 nChanged 3 SP:Iteration 5Q (31312.910000 sec): 3 clusters Score: Raw -81978.574729 + Penalty 3122.451937 = -78856.122792 nChanged 1 SP:Iteration 6Q (31312.910000 sec): 3 clusters Score: Raw -81979.751537 + Penalty 3122.451937 = -78857.299600 nChanged 0 SP:Iteration 7F (31312.910000 sec): 3 clusters Score: Raw -81979.751537 + Penalty 3122.451937 = -78857.299600 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 48 (672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31312.910000 sec): 2 clusters Score: Raw -109817.245358 + Penalty 1614.544068 = -108202.701290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31312.920000 sec): 3 clusters Score: Raw -109739.809092 + Penalty 3229.088137 = -106510.720955 nChanged 131 SP:Iteration 1F (31312.920000 sec): 3 clusters Score: Raw -109909.958127 + Penalty 3229.088137 = -106680.869990 nChanged 36 SP:Iteration 2F (31312.920000 sec): 3 clusters Score: Raw -109969.530326 + Penalty 3229.088137 = -106740.442189 nChanged 19 SP:Iteration 3Q (31312.930000 sec): 3 clusters Score: Raw -110005.730739 + Penalty 3229.088137 = -106776.642602 nChanged 13 SP:Iteration 4Q (31312.930000 sec): 3 clusters Score: Raw -110025.447281 + Penalty 3229.088137 = -106796.359144 nChanged 6 SP:Iteration 5Q (31312.930000 sec): 3 clusters Score: Raw -110035.919077 + Penalty 3229.088137 = -106806.830940 nChanged 7 SP:Iteration 6Q (31312.930000 sec): 3 clusters Score: Raw -110051.815901 + Penalty 3229.088137 = -106822.727764 nChanged 4 SP:Iteration 7Q (31312.940000 sec): 3 clusters Score: Raw -110058.301541 + Penalty 3229.088137 = -106829.213404 nChanged 3 SP:Iteration 8Q (31312.940000 sec): 3 clusters Score: Raw -110064.516815 + Penalty 3229.088137 = -106835.428678 nChanged 1 SP:Iteration 9Q (31312.940000 sec): 3 clusters Score: Raw -110067.526920 + Penalty 3229.088137 = -106838.438783 nChanged 1 SP:Iteration 10Q (31312.950000 sec): 3 clusters Score: Raw -110070.060934 + Penalty 3229.088137 = -106840.972797 nChanged 1 SP:Iteration 11Q (31312.950000 sec): 3 clusters Score: Raw -110072.166504 + Penalty 3229.088137 = -106843.078367 nChanged 1 SP:Iteration 12Q (31312.950000 sec): 3 clusters Score: Raw -110073.231073 + Penalty 3229.088137 = -106844.142936 nChanged 0 SP:Iteration 13F (31312.950000 sec): 3 clusters Score: Raw -110073.231073 + Penalty 3229.088137 = -106844.142936 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 49 (471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31312.960000 sec): 2 clusters Score: Raw -69900.279090 + Penalty 1526.404807 = -68373.874283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31312.960000 sec): 3 clusters Score: Raw -69980.942011 + Penalty 3052.809615 = -66928.132396 nChanged 75 SP:Iteration 1F (31312.960000 sec): 3 clusters Score: Raw -70157.693797 + Penalty 3052.809615 = -67104.884182 nChanged 28 SP:Iteration 2F (31312.970000 sec): 3 clusters Score: Raw -70238.074374 + Penalty 3052.809615 = -67185.264759 nChanged 16 SP:Iteration 3Q (31312.970000 sec): 3 clusters Score: Raw -70289.093176 + Penalty 3052.809615 = -67236.283561 nChanged 12 SP:Iteration 4Q (31312.970000 sec): 3 clusters Score: Raw -70321.368946 + Penalty 3052.809615 = -67268.559331 nChanged 4 SP:Iteration 5Q (31312.970000 sec): 3 clusters Score: Raw -70337.898392 + Penalty 3052.809615 = -67285.088778 nChanged 3 SP:Iteration 6Q (31312.970000 sec): 3 clusters Score: Raw -70345.852127 + Penalty 3052.809615 = -67293.042512 nChanged 4 SP:Iteration 7Q (31312.970000 sec): 3 clusters Score: Raw -70359.561136 + Penalty 3052.809615 = -67306.751521 nChanged 3 SP:Iteration 8Q (31312.970000 sec): 3 clusters Score: Raw -70367.521103 + Penalty 3052.809615 = -67314.711488 nChanged 2 SP:Iteration 9Q (31312.980000 sec): 3 clusters Score: Raw -70372.229176 + Penalty 3052.809615 = -67319.419562 nChanged 2 SP:Iteration 10Q (31312.980000 sec): 3 clusters Score: Raw -70376.125194 + Penalty 3052.809615 = -67323.315579 nChanged 0 SP:Iteration 11F (31312.980000 sec): 3 clusters Score: Raw -70376.125194 + Penalty 3052.809615 = -67323.315579 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 50 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31312.990000 sec): 2 clusters Score: Raw -19489.185411 + Penalty 1306.428823 = -18182.756588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31312.990000 sec): 3 clusters Score: Raw -19761.693859 + Penalty 2612.857647 = -17148.836212 nChanged 20 SP:Iteration 1F (31312.990000 sec): 3 clusters Score: Raw -19938.178897 + Penalty 2612.857647 = -17325.321250 nChanged 9 SP:Iteration 2Q (31312.990000 sec): 3 clusters Score: Raw -20028.558325 + Penalty 2612.857647 = -17415.700678 nChanged 6 SP:Iteration 3Q (31312.990000 sec): 3 clusters Score: Raw -20079.515943 + Penalty 2612.857647 = -17466.658296 nChanged 4 SP:Iteration 4Q (31312.990000 sec): 3 clusters Score: Raw -20135.548089 + Penalty 2612.857647 = -17522.690442 nChanged 1 SP:Iteration 5Q (31312.990000 sec): 3 clusters Score: Raw -20150.758343 + Penalty 2612.857647 = -17537.900696 nChanged 0 SP:Iteration 6F (31312.990000 sec): 3 clusters Score: Raw -20152.312696 + Penalty 2612.857647 = -17539.455049 nChanged 2 SP:Iteration 7Q (31312.990000 sec): 3 clusters Score: Raw -20195.041377 + Penalty 2612.857647 = -17582.183730 nChanged 2 SP:Iteration 8Q (31312.990000 sec): 3 clusters Score: Raw -20337.378720 + Penalty 2612.857647 = -17724.521073 nChanged 3 SP:Iteration 9Q (31312.990000 sec): 3 clusters Score: Raw -20374.950163 + Penalty 2612.857647 = -17762.092516 nChanged 2 SP:Iteration 10Q (31312.990000 sec): 3 clusters Score: Raw -20383.886049 + Penalty 2612.857647 = -17771.028402 nChanged 1 SP:Iteration 11Q (31312.990000 sec): 3 clusters Score: Raw -20389.169575 + Penalty 2612.857647 = -17776.311928 nChanged 1 SP:Iteration 12Q (31312.990000 sec): 3 clusters Score: Raw -20393.363370 + Penalty 2612.857647 = -17780.505723 nChanged 0 SP:Iteration 13F (31313.000000 sec): 3 clusters Score: Raw -20393.363370 + Penalty 2612.857647 = -17780.505723 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 51 (4251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31313.010000 sec): 2 clusters Score: Raw -664244.159545 + Penalty 2072.017563 = -662172.141982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31313.030000 sec): 3 clusters Score: Raw -662318.596994 + Penalty 4144.035126 = -658174.561868 nChanged 1545 SP:Iteration 1F (31313.050000 sec): 3 clusters Score: Raw -663224.560711 + Penalty 4144.035126 = -659080.525584 nChanged 315 SP:Iteration 2F (31313.070000 sec): 3 clusters Score: Raw -663448.726125 + Penalty 4144.035126 = -659304.690999 nChanged 232 SP:Iteration 3F (31313.080000 sec): 3 clusters Score: Raw -663607.036519 + Penalty 4144.035126 = -659463.001393 nChanged 155 SP:Iteration 4Q (31313.100000 sec): 3 clusters Score: Raw -663693.551730 + Penalty 4144.035126 = -659549.516604 nChanged 127 SP:Iteration 5Q (31313.120000 sec): 3 clusters Score: Raw -663766.371551 + Penalty 4144.035126 = -659622.336425 nChanged 116 SP:Iteration 6Q (31313.130000 sec): 3 clusters Score: Raw -663825.967595 + Penalty 4144.035126 = -659681.932469 nChanged 105 SP:Iteration 7Q (31313.150000 sec): 3 clusters Score: Raw -663880.674176 + Penalty 4144.035126 = -659736.639050 nChanged 101 SP:Iteration 8Q (31313.170000 sec): 3 clusters Score: Raw -663931.561198 + Penalty 4144.035126 = -659787.526072 nChanged 92 SP:Iteration 9Q (31313.180000 sec): 3 clusters Score: Raw -663980.286360 + Penalty 4144.035126 = -659836.251234 nChanged 99 SP:Iteration 10Q (31313.200000 sec): 3 clusters Score: Raw -664033.741654 + Penalty 4144.035126 = -659889.706528 nChanged 84 SP:Iteration 11Q (31313.210000 sec): 3 clusters Score: Raw -664073.572428 + Penalty 4144.035126 = -659929.537302 nChanged 80 SP:Iteration 12Q (31313.230000 sec): 3 clusters Score: Raw -664111.881298 + Penalty 4144.035126 = -659967.846172 nChanged 75 SP:Iteration 13Q (31313.250000 sec): 3 clusters Score: Raw -664156.198656 + Penalty 4144.035126 = -660012.163530 nChanged 91 SP:Iteration 14Q (31313.270000 sec): 3 clusters Score: Raw -664219.876142 + Penalty 4144.035126 = -660075.841016 nChanged 105 SP:Iteration 15Q (31313.280000 sec): 3 clusters Score: Raw -664283.823073 + Penalty 4144.035126 = -660139.787947 nChanged 92 SP:Iteration 16Q (31313.300000 sec): 3 clusters Score: Raw -664347.261054 + Penalty 4144.035126 = -660203.225928 nChanged 85 SP:Iteration 17Q (31313.310000 sec): 3 clusters Score: Raw -664407.444826 + Penalty 4144.035126 = -660263.409700 nChanged 89 SP:Iteration 18Q (31313.330000 sec): 3 clusters Score: Raw -664464.118480 + Penalty 4144.035126 = -660320.083354 nChanged 80 SP:Iteration 19Q (31313.350000 sec): 3 clusters Score: Raw -664512.884694 + Penalty 4144.035126 = -660368.849568 nChanged 74 SP:Iteration 20F (31313.370000 sec): 3 clusters Score: Raw -664562.326403 + Penalty 4144.035126 = -660418.291277 nChanged 69 SP:Iteration 21Q (31313.380000 sec): 3 clusters Score: Raw -664621.575898 + Penalty 4144.035126 = -660477.540772 nChanged 68 SP:Iteration 22Q (31313.400000 sec): 3 clusters Score: Raw -664692.368071 + Penalty 4144.035126 = -660548.332945 nChanged 74 SP:Iteration 23Q (31313.420000 sec): 3 clusters Score: Raw -664740.284294 + Penalty 4144.035126 = -660596.249168 nChanged 60 SP:Iteration 24Q (31313.430000 sec): 3 clusters Score: Raw -664782.472374 + Penalty 4144.035126 = -660638.437248 nChanged 42 SP:Iteration 25Q (31313.450000 sec): 3 clusters Score: Raw -664804.669400 + Penalty 4144.035126 = -660660.634274 nChanged 37 SP:Iteration 26Q (31313.460000 sec): 3 clusters Score: Raw -664819.985736 + Penalty 4144.035126 = -660675.950610 nChanged 30 SP:Iteration 27Q (31313.480000 sec): 3 clusters Score: Raw -664839.267932 + Penalty 4144.035126 = -660695.232806 nChanged 27 SP:Iteration 28Q (31313.500000 sec): 3 clusters Score: Raw -664852.403042 + Penalty 4144.035126 = -660708.367916 nChanged 27 SP:Iteration 29Q (31313.520000 sec): 3 clusters Score: Raw -664871.787628 + Penalty 4144.035126 = -660727.752502 nChanged 32 SP:Iteration 30Q (31313.530000 sec): 3 clusters Score: Raw -664895.706082 + Penalty 4144.035126 = -660751.670956 nChanged 35 SP:Iteration 31Q (31313.550000 sec): 3 clusters Score: Raw -664926.306720 + Penalty 4144.035126 = -660782.271593 nChanged 39 SP:Iteration 32Q (31313.560000 sec): 3 clusters Score: Raw -664974.236409 + Penalty 4144.035126 = -660830.201283 nChanged 49 SP:Iteration 33Q (31313.580000 sec): 3 clusters Score: Raw -665057.899510 + Penalty 4144.035126 = -660913.864384 nChanged 63 SP:Iteration 34Q (31313.600000 sec): 3 clusters Score: Raw -665166.082821 + Penalty 4144.035126 = -661022.047695 nChanged 70 SP:Iteration 35Q (31313.610000 sec): 3 clusters Score: Raw -665219.854485 + Penalty 4144.035126 = -661075.819358 nChanged 45 SP:Iteration 36Q (31313.630000 sec): 3 clusters Score: Raw -665253.598580 + Penalty 4144.035126 = -661109.563454 nChanged 44 SP:Iteration 37Q (31313.640000 sec): 3 clusters Score: Raw -665285.534857 + Penalty 4144.035126 = -661141.499731 nChanged 29 SP:Iteration 38Q (31313.660000 sec): 3 clusters Score: Raw -665302.081491 + Penalty 4144.035126 = -661158.046365 nChanged 30 SP:Iteration 39Q (31313.680000 sec): 3 clusters Score: Raw -665316.600724 + Penalty 4144.035126 = -661172.565598 nChanged 16 SP:Iteration 40F (31313.700000 sec): 3 clusters Score: Raw -665324.238849 + Penalty 4144.035126 = -661180.203723 nChanged 17 SP:Iteration 41Q (31313.710000 sec): 3 clusters Score: Raw -665333.776086 + Penalty 4144.035126 = -661189.740960 nChanged 22 SP:Iteration 42Q (31313.730000 sec): 3 clusters Score: Raw -665344.613928 + Penalty 4144.035126 = -661200.578802 nChanged 19 SP:Iteration 43Q (31313.740000 sec): 3 clusters Score: Raw -665352.357963 + Penalty 4144.035126 = -661208.322837 nChanged 18 SP:Iteration 44Q (31313.760000 sec): 3 clusters Score: Raw -665361.491652 + Penalty 4144.035126 = -661217.456526 nChanged 16 SP:Iteration 45Q (31313.780000 sec): 3 clusters Score: Raw -665368.093712 + Penalty 4144.035126 = -661224.058586 nChanged 19 SP:Iteration 46Q (31313.790000 sec): 3 clusters Score: Raw -665375.585476 + Penalty 4144.035126 = -661231.550350 nChanged 16 SP:Iteration 47Q (31313.810000 sec): 3 clusters Score: Raw -665384.158532 + Penalty 4144.035126 = -661240.123406 nChanged 16 SP:Iteration 48Q (31313.820000 sec): 3 clusters Score: Raw -665391.781709 + Penalty 4144.035126 = -661247.746583 nChanged 18 SP:Iteration 49Q (31313.840000 sec): 3 clusters Score: Raw -665401.501141 + Penalty 4144.035126 = -661257.466015 nChanged 13 SP:Iteration 50Q (31313.860000 sec): 3 clusters Score: Raw -665406.932388 + Penalty 4144.035126 = -661262.897262 nChanged 11 SP:Iteration 51Q (31313.870000 sec): 3 clusters Score: Raw -665411.235377 + Penalty 4144.035126 = -661267.200251 nChanged 8 SP:Iteration 52Q (31313.890000 sec): 3 clusters Score: Raw -665414.603203 + Penalty 4144.035126 = -661270.568076 nChanged 8 SP:Iteration 53Q (31313.900000 sec): 3 clusters Score: Raw -665417.740089 + Penalty 4144.035126 = -661273.704963 nChanged 8 SP:Iteration 54Q (31313.920000 sec): 3 clusters Score: Raw -665422.456808 + Penalty 4144.035126 = -661278.421682 nChanged 10 SP:Iteration 55Q (31313.940000 sec): 3 clusters Score: Raw -665427.074526 + Penalty 4144.035126 = -661283.039400 nChanged 13 SP:Iteration 56Q (31313.950000 sec): 3 clusters Score: Raw -665431.383875 + Penalty 4144.035126 = -661287.348749 nChanged 7 SP:Iteration 57Q (31313.970000 sec): 3 clusters Score: Raw -665433.804794 + Penalty 4144.035126 = -661289.769668 nChanged 7 SP:Iteration 58Q (31313.980000 sec): 3 clusters Score: Raw -665436.902775 + Penalty 4144.035126 = -661292.867649 nChanged 8 SP:Iteration 59Q (31314.000000 sec): 3 clusters Score: Raw -665440.354549 + Penalty 4144.035126 = -661296.319423 nChanged 9 SP:Iteration 60F (31314.020000 sec): 3 clusters Score: Raw -665443.787570 + Penalty 4144.035126 = -661299.752444 nChanged 9 SP:Iteration 61Q (31314.030000 sec): 3 clusters Score: Raw -665446.897878 + Penalty 4144.035126 = -661302.862752 nChanged 8 SP:Iteration 62Q (31314.050000 sec): 3 clusters Score: Raw -665450.385051 + Penalty 4144.035126 = -661306.349925 nChanged 8 SP:Iteration 63Q (31314.060000 sec): 3 clusters Score: Raw -665453.046647 + Penalty 4144.035126 = -661309.011521 nChanged 13 SP:Iteration 64Q (31314.080000 sec): 3 clusters Score: Raw -665458.521011 + Penalty 4144.035126 = -661314.485885 nChanged 10 SP:Iteration 65Q (31314.100000 sec): 3 clusters Score: Raw -665461.665992 + Penalty 4144.035126 = -661317.630865 nChanged 7 SP:Iteration 66Q (31314.110000 sec): 3 clusters Score: Raw -665463.757574 + Penalty 4144.035126 = -661319.722448 nChanged 7 SP:Iteration 67Q (31314.130000 sec): 3 clusters Score: Raw -665466.125261 + Penalty 4144.035126 = -661322.090135 nChanged 5 SP:Iteration 68Q (31314.140000 sec): 3 clusters Score: Raw -665467.266914 + Penalty 4144.035126 = -661323.231788 nChanged 3 SP:Iteration 69Q (31314.160000 sec): 3 clusters Score: Raw -665468.113635 + Penalty 4144.035126 = -661324.078509 nChanged 2 SP:Iteration 70Q (31314.180000 sec): 3 clusters Score: Raw -665468.735876 + Penalty 4144.035126 = -661324.700750 nChanged 3 SP:Iteration 71Q (31314.190000 sec): 3 clusters Score: Raw -665469.732935 + Penalty 4144.035126 = -661325.697809 nChanged 2 SP:Iteration 72Q (31314.210000 sec): 3 clusters Score: Raw -665470.470934 + Penalty 4144.035126 = -661326.435808 nChanged 1 SP:Iteration 73Q (31314.220000 sec): 3 clusters Score: Raw -665470.650437 + Penalty 4144.035126 = -661326.615311 nChanged 1 SP:Iteration 74Q (31314.240000 sec): 3 clusters Score: Raw -665471.122192 + Penalty 4144.035126 = -661327.087066 nChanged 0 SP:Iteration 75F (31314.260000 sec): 3 clusters Score: Raw -665471.122192 + Penalty 4144.035126 = -661327.087066 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 52 (376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31314.260000 sec): 2 clusters Score: Raw -56363.073563 + Penalty 1470.538108 = -54892.535456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31314.260000 sec): 3 clusters Score: Raw -56448.964097 + Penalty 2941.076215 = -53507.887881 nChanged 53 SP:Iteration 1F (31314.270000 sec): 3 clusters Score: Raw -56772.833345 + Penalty 2941.076215 = -53831.757130 nChanged 21 SP:Iteration 2F (31314.270000 sec): 3 clusters Score: Raw -56861.684813 + Penalty 2941.076215 = -53920.608598 nChanged 14 SP:Iteration 3Q (31314.270000 sec): 3 clusters Score: Raw -56907.691797 + Penalty 2941.076215 = -53966.615582 nChanged 8 SP:Iteration 4Q (31314.270000 sec): 3 clusters Score: Raw -56938.457765 + Penalty 2941.076215 = -53997.381549 nChanged 4 SP:Iteration 5Q (31314.270000 sec): 3 clusters Score: Raw -56947.633120 + Penalty 2941.076215 = -54006.556905 nChanged 1 SP:Iteration 6Q (31314.270000 sec): 3 clusters Score: Raw -56950.276472 + Penalty 2941.076215 = -54009.200257 nChanged 1 SP:Iteration 7Q (31314.280000 sec): 3 clusters Score: Raw -56951.926858 + Penalty 2941.076215 = -54010.850643 nChanged 1 SP:Iteration 8Q (31314.280000 sec): 3 clusters Score: Raw -56955.733998 + Penalty 2941.076215 = -54014.657783 nChanged 0 SP:Iteration 9F (31314.280000 sec): 3 clusters Score: Raw -56955.733998 + Penalty 2941.076215 = -54014.657783 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 53 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31314.280000 sec): 2 clusters Score: Raw -31308.280782 + Penalty 1347.563057 = -29960.717725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31314.280000 sec): 3 clusters Score: Raw -31550.250623 + Penalty 2695.126114 = -28855.124509 nChanged 28 SP:Iteration 1F (31314.280000 sec): 3 clusters Score: Raw -31661.386518 + Penalty 2695.126114 = -28966.260405 nChanged 11 SP:Iteration 2Q (31314.290000 sec): 3 clusters Score: Raw -31709.078691 + Penalty 2695.126114 = -29013.952577 nChanged 5 SP:Iteration 3Q (31314.290000 sec): 3 clusters Score: Raw -31735.472238 + Penalty 2695.126114 = -29040.346124 nChanged 4 SP:Iteration 4Q (31314.290000 sec): 3 clusters Score: Raw -31754.999883 + Penalty 2695.126114 = -29059.873769 nChanged 1 SP:Iteration 5Q (31314.290000 sec): 3 clusters Score: Raw -31763.580947 + Penalty 2695.126114 = -29068.454834 nChanged 1 SP:Iteration 6Q (31314.290000 sec): 3 clusters Score: Raw -31774.121505 + Penalty 2695.126114 = -29078.995391 nChanged 2 SP:Iteration 7Q (31314.290000 sec): 3 clusters Score: Raw -31798.366976 + Penalty 2695.126114 = -29103.240862 nChanged 3 SP:Iteration 8Q (31314.290000 sec): 3 clusters Score: Raw -31808.799578 + Penalty 2695.126114 = -29113.673464 nChanged 2 SP:Iteration 9Q (31314.290000 sec): 3 clusters Score: Raw -31815.117801 + Penalty 2695.126114 = -29119.991687 nChanged 3 SP:Iteration 10Q (31314.290000 sec): 3 clusters Score: Raw -31827.321665 + Penalty 2695.126114 = -29132.195551 nChanged 3 SP:Iteration 11Q (31314.290000 sec): 3 clusters Score: Raw -31844.800534 + Penalty 2695.126114 = -29149.674420 nChanged 2 SP:Iteration 12Q (31314.300000 sec): 3 clusters Score: Raw -31858.907479 + Penalty 2695.126114 = -29163.781365 nChanged 1 SP:Iteration 13Q (31314.300000 sec): 3 clusters Score: Raw -31862.670355 + Penalty 2695.126114 = -29167.544241 nChanged 0 SP:Iteration 14F (31314.300000 sec): 3 clusters Score: Raw -31862.670355 + Penalty 2695.126114 = -29167.544241 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 54 (561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31314.300000 sec): 2 clusters Score: Raw -84576.980309 + Penalty 1569.770785 = -83007.209524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31314.300000 sec): 3 clusters Score: Raw -84592.066584 + Penalty 3139.541569 = -81452.525015 nChanged 121 SP:Iteration 1F (31314.310000 sec): 3 clusters Score: Raw -84867.998315 + Penalty 3139.541569 = -81728.456746 nChanged 34 SP:Iteration 2F (31314.310000 sec): 3 clusters Score: Raw -85063.280152 + Penalty 3139.541569 = -81923.738583 nChanged 38 SP:Iteration 3F (31314.310000 sec): 3 clusters Score: Raw -85176.467790 + Penalty 3139.541569 = -82036.926221 nChanged 22 SP:Iteration 4Q (31314.320000 sec): 3 clusters Score: Raw -85222.855171 + Penalty 3139.541569 = -82083.313602 nChanged 19 SP:Iteration 5Q (31314.320000 sec): 3 clusters Score: Raw -85267.733440 + Penalty 3139.541569 = -82128.191871 nChanged 13 SP:Iteration 6Q (31314.320000 sec): 3 clusters Score: Raw -85292.876550 + Penalty 3139.541569 = -82153.334981 nChanged 11 SP:Iteration 7Q (31314.320000 sec): 3 clusters Score: Raw -85318.589788 + Penalty 3139.541569 = -82179.048219 nChanged 7 SP:Iteration 8Q (31314.320000 sec): 3 clusters Score: Raw -85339.751668 + Penalty 3139.541569 = -82200.210099 nChanged 7 SP:Iteration 9Q (31314.320000 sec): 3 clusters Score: Raw -85357.546634 + Penalty 3139.541569 = -82218.005065 nChanged 5 SP:Iteration 10Q (31314.330000 sec): 3 clusters Score: Raw -85367.717395 + Penalty 3139.541569 = -82228.175825 nChanged 4 SP:Iteration 11Q (31314.330000 sec): 3 clusters Score: Raw -85378.254723 + Penalty 3139.541569 = -82238.713154 nChanged 7 SP:Iteration 12Q (31314.330000 sec): 3 clusters Score: Raw -85398.831693 + Penalty 3139.541569 = -82259.290124 nChanged 3 SP:Iteration 13Q (31314.330000 sec): 3 clusters Score: Raw -85403.702915 + Penalty 3139.541569 = -82264.161346 nChanged 2 SP:Iteration 14Q (31314.330000 sec): 3 clusters Score: Raw -85407.907940 + Penalty 3139.541569 = -82268.366371 nChanged 0 SP:Iteration 15F (31314.340000 sec): 3 clusters Score: Raw -85407.907940 + Penalty 3139.541569 = -82268.366371 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 55 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31314.340000 sec): 2 clusters Score: Raw -16319.729328 + Penalty 1174.577215 = -15145.152113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31314.340000 sec): 3 clusters Score: Raw -16626.398673 + Penalty 2349.154430 = -14277.244242 nChanged 2 SP:Iteration 1Q (31314.340000 sec): 3 clusters Score: Raw -16633.407351 + Penalty 2349.154430 = -14284.252920 nChanged 0 SP:Iteration 2F (31314.340000 sec): 3 clusters Score: Raw -16633.407351 + Penalty 2349.154430 = -14284.252920 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 56 (4969 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31314.360000 sec): 2 clusters Score: Raw -790050.377910 + Penalty 2110.721525 = -787939.656385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31314.380000 sec): 3 clusters Score: Raw -787622.576242 + Penalty 4221.443050 = -783401.133192 nChanged 1888 SP:Iteration 1F (31314.400000 sec): 3 clusters Score: Raw -788681.714983 + Penalty 4221.443050 = -784460.271933 nChanged 354 SP:Iteration 2F (31314.420000 sec): 3 clusters Score: Raw -788879.947653 + Penalty 4221.443050 = -784658.504603 nChanged 238 SP:Iteration 3Q (31314.440000 sec): 3 clusters Score: Raw -789001.739388 + Penalty 4221.443050 = -784780.296338 nChanged 171 SP:Iteration 4Q (31314.460000 sec): 3 clusters Score: Raw -789074.049205 + Penalty 4221.443050 = -784852.606155 nChanged 132 SP:Iteration 5Q (31314.480000 sec): 3 clusters Score: Raw -789130.707831 + Penalty 4221.443050 = -784909.264781 nChanged 113 SP:Iteration 6Q (31314.500000 sec): 3 clusters Score: Raw -789176.650632 + Penalty 4221.443050 = -784955.207582 nChanged 85 SP:Iteration 7Q (31314.520000 sec): 3 clusters Score: Raw -789211.149370 + Penalty 4221.443050 = -784989.706320 nChanged 65 SP:Iteration 8Q (31314.540000 sec): 3 clusters Score: Raw -789236.041331 + Penalty 4221.443050 = -785014.598281 nChanged 68 SP:Iteration 9Q (31314.560000 sec): 3 clusters Score: Raw -789258.383465 + Penalty 4221.443050 = -785036.940414 nChanged 66 SP:Iteration 10Q (31314.580000 sec): 3 clusters Score: Raw -789282.706049 + Penalty 4221.443050 = -785061.262999 nChanged 66 SP:Iteration 11Q (31314.600000 sec): 3 clusters Score: Raw -789311.541611 + Penalty 4221.443050 = -785090.098561 nChanged 72 SP:Iteration 12Q (31314.620000 sec): 3 clusters Score: Raw -789338.336076 + Penalty 4221.443050 = -785116.893025 nChanged 58 SP:Iteration 13Q (31314.640000 sec): 3 clusters Score: Raw -789359.683102 + Penalty 4221.443050 = -785138.240051 nChanged 48 SP:Iteration 14Q (31314.660000 sec): 3 clusters Score: Raw -789376.637214 + Penalty 4221.443050 = -785155.194164 nChanged 52 SP:Iteration 15Q (31314.680000 sec): 3 clusters Score: Raw -789394.647427 + Penalty 4221.443050 = -785173.204377 nChanged 63 SP:Iteration 16Q (31314.690000 sec): 3 clusters Score: Raw -789420.435061 + Penalty 4221.443050 = -785198.992011 nChanged 67 SP:Iteration 17Q (31314.710000 sec): 3 clusters Score: Raw -789450.874555 + Penalty 4221.443050 = -785229.431505 nChanged 75 SP:Iteration 18Q (31314.730000 sec): 3 clusters Score: Raw -789481.259032 + Penalty 4221.443050 = -785259.815982 nChanged 71 SP:Iteration 19Q (31314.750000 sec): 3 clusters Score: Raw -789516.522929 + Penalty 4221.443050 = -785295.079878 nChanged 98 SP:Iteration 20F (31314.770000 sec): 3 clusters Score: Raw -789569.483246 + Penalty 4221.443050 = -785348.040196 nChanged 102 SP:Iteration 21Q (31314.790000 sec): 3 clusters Score: Raw -789620.369394 + Penalty 4221.443050 = -785398.926343 nChanged 110 SP:Iteration 22Q (31314.810000 sec): 3 clusters Score: Raw -789682.019137 + Penalty 4221.443050 = -785460.576086 nChanged 118 SP:Iteration 23Q (31314.830000 sec): 3 clusters Score: Raw -789744.810275 + Penalty 4221.443050 = -785523.367225 nChanged 117 SP:Iteration 24Q (31314.850000 sec): 3 clusters Score: Raw -789805.416957 + Penalty 4221.443050 = -785583.973907 nChanged 107 SP:Iteration 25Q (31314.870000 sec): 3 clusters Score: Raw -789865.078254 + Penalty 4221.443050 = -785643.635204 nChanged 118 SP:Iteration 26Q (31314.880000 sec): 3 clusters Score: Raw -789943.612090 + Penalty 4221.443050 = -785722.169040 nChanged 116 SP:Iteration 27Q (31314.900000 sec): 3 clusters Score: Raw -790016.335966 + Penalty 4221.443050 = -785794.892916 nChanged 115 SP:Iteration 28Q (31314.920000 sec): 3 clusters Score: Raw -790083.760938 + Penalty 4221.443050 = -785862.317888 nChanged 104 SP:Iteration 29Q (31314.940000 sec): 3 clusters Score: Raw -790149.772482 + Penalty 4221.443050 = -785928.329432 nChanged 124 SP:Iteration 30Q (31314.960000 sec): 3 clusters Score: Raw -790237.754821 + Penalty 4221.443050 = -786016.311771 nChanged 113 SP:Iteration 31Q (31314.980000 sec): 3 clusters Score: Raw -790301.669407 + Penalty 4221.443050 = -786080.226357 nChanged 78 SP:Iteration 32Q (31315.000000 sec): 3 clusters Score: Raw -790348.980631 + Penalty 4221.443050 = -786127.537580 nChanged 72 SP:Iteration 33Q (31315.020000 sec): 3 clusters Score: Raw -790388.151250 + Penalty 4221.443050 = -786166.708200 nChanged 69 SP:Iteration 34Q (31315.040000 sec): 3 clusters Score: Raw -790426.296530 + Penalty 4221.443050 = -786204.853479 nChanged 52 SP:Iteration 35Q (31315.060000 sec): 3 clusters Score: Raw -790451.062828 + Penalty 4221.443050 = -786229.619778 nChanged 53 SP:Iteration 36Q (31315.080000 sec): 3 clusters Score: Raw -790473.339821 + Penalty 4221.443050 = -786251.896771 nChanged 34 SP:Iteration 37Q (31315.100000 sec): 3 clusters Score: Raw -790487.083945 + Penalty 4221.443050 = -786265.640895 nChanged 31 SP:Iteration 38Q (31315.120000 sec): 3 clusters Score: Raw -790497.723726 + Penalty 4221.443050 = -786276.280676 nChanged 21 SP:Iteration 39Q (31315.140000 sec): 3 clusters Score: Raw -790505.669519 + Penalty 4221.443050 = -786284.226469 nChanged 20 SP:Iteration 40F (31315.160000 sec): 3 clusters Score: Raw -790512.075496 + Penalty 4221.443050 = -786290.632446 nChanged 23 SP:Iteration 41Q (31315.180000 sec): 3 clusters Score: Raw -790521.651894 + Penalty 4221.443050 = -786300.208844 nChanged 21 SP:Iteration 42Q (31315.200000 sec): 3 clusters Score: Raw -790529.783795 + Penalty 4221.443050 = -786308.340744 nChanged 18 SP:Iteration 43Q (31315.220000 sec): 3 clusters Score: Raw -790535.550920 + Penalty 4221.443050 = -786314.107869 nChanged 11 SP:Iteration 44Q (31315.240000 sec): 3 clusters Score: Raw -790539.082557 + Penalty 4221.443050 = -786317.639506 nChanged 10 SP:Iteration 45Q (31315.250000 sec): 3 clusters Score: Raw -790541.695004 + Penalty 4221.443050 = -786320.251954 nChanged 2 SP:Iteration 46Q (31315.270000 sec): 3 clusters Score: Raw -790542.240532 + Penalty 4221.443050 = -786320.797482 nChanged 1 SP:Iteration 47Q (31315.290000 sec): 3 clusters Score: Raw -790542.477603 + Penalty 4221.443050 = -786321.034552 nChanged 0 SP:Iteration 48F (31315.310000 sec): 3 clusters Score: Raw -790542.477603 + Penalty 4221.443050 = -786321.034552 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 57 (402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31315.320000 sec): 2 clusters Score: Raw -60183.096069 + Penalty 1487.120118 = -58695.975951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31315.320000 sec): 3 clusters Score: Raw -60228.704837 + Penalty 2974.240236 = -57254.464601 nChanged 63 SP:Iteration 1F (31315.320000 sec): 3 clusters Score: Raw -60397.185887 + Penalty 2974.240236 = -57422.945651 nChanged 24 SP:Iteration 2F (31315.320000 sec): 3 clusters Score: Raw -60493.494389 + Penalty 2974.240236 = -57519.254153 nChanged 15 SP:Iteration 3Q (31315.320000 sec): 3 clusters Score: Raw -60590.489568 + Penalty 2974.240236 = -57616.249332 nChanged 10 SP:Iteration 4Q (31315.330000 sec): 3 clusters Score: Raw -60656.573402 + Penalty 2974.240236 = -57682.333166 nChanged 10 SP:Iteration 5Q (31315.330000 sec): 3 clusters Score: Raw -60711.392996 + Penalty 2974.240236 = -57737.152760 nChanged 7 SP:Iteration 6Q (31315.330000 sec): 3 clusters Score: Raw -60735.421396 + Penalty 2974.240236 = -57761.181160 nChanged 6 SP:Iteration 7Q (31315.330000 sec): 3 clusters Score: Raw -60763.340262 + Penalty 2974.240236 = -57789.100026 nChanged 7 SP:Iteration 8Q (31315.330000 sec): 3 clusters Score: Raw -60814.285025 + Penalty 2974.240236 = -57840.044789 nChanged 6 SP:Iteration 9Q (31315.340000 sec): 3 clusters Score: Raw -60876.354318 + Penalty 2974.240236 = -57902.114082 nChanged 4 SP:Iteration 10Q (31315.340000 sec): 3 clusters Score: Raw -60968.187243 + Penalty 2974.240236 = -57993.947007 nChanged 9 SP:Iteration 11Q (31315.340000 sec): 3 clusters Score: Raw -61086.971101 + Penalty 2974.240236 = -58112.730865 nChanged 14 SP:Iteration 12Q (31315.340000 sec): 3 clusters Score: Raw -61373.296315 + Penalty 2974.240236 = -58399.056079 nChanged 15 SP:Iteration 13Q (31315.340000 sec): 3 clusters Score: Raw -61434.519264 + Penalty 2974.240236 = -58460.279028 nChanged 13 SP:Iteration 14Q (31315.340000 sec): 3 clusters Score: Raw -61487.140724 + Penalty 2974.240236 = -58512.900488 nChanged 8 SP:Iteration 15Q (31315.340000 sec): 3 clusters Score: Raw -61523.015056 + Penalty 2974.240236 = -58548.774820 nChanged 5 SP:Iteration 16Q (31315.340000 sec): 3 clusters Score: Raw -61543.968148 + Penalty 2974.240236 = -58569.727912 nChanged 2 SP:Iteration 17Q (31315.340000 sec): 3 clusters Score: Raw -61553.564676 + Penalty 2974.240236 = -58579.324440 nChanged 2 SP:Iteration 18Q (31315.350000 sec): 3 clusters Score: Raw -61572.713973 + Penalty 2974.240236 = -58598.473737 nChanged 3 SP:Iteration 19Q (31315.350000 sec): 3 clusters Score: Raw -61621.302419 + Penalty 2974.240236 = -58647.062183 nChanged 2 SP:Iteration 20F (31315.350000 sec): 3 clusters Score: Raw -61649.718296 + Penalty 2974.240236 = -58675.478060 nChanged 3 SP:Iteration 21Q (31315.350000 sec): 3 clusters Score: Raw -61659.561950 + Penalty 2974.240236 = -58685.321714 nChanged 1 SP:Iteration 22Q (31315.350000 sec): 3 clusters Score: Raw -61666.746253 + Penalty 2974.240236 = -58692.506017 nChanged 2 SP:Iteration 23Q (31315.350000 sec): 3 clusters Score: Raw -61676.831852 + Penalty 2974.240236 = -58702.591616 nChanged 0 SP:Iteration 24F (31315.360000 sec): 3 clusters Score: Raw -61676.831852 + Penalty 2974.240236 = -58702.591616 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 62. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 58 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31315.360000 sec): 2 clusters Score: Raw -38975.350638 + Penalty 1377.133977 = -37598.216661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31315.370000 sec): 3 clusters Score: Raw -39145.799859 + Penalty 2754.267954 = -36391.531905 nChanged 16 SP:Iteration 1F (31315.370000 sec): 3 clusters Score: Raw -39205.664413 + Penalty 2754.267954 = -36451.396459 nChanged 6 SP:Iteration 2Q (31315.370000 sec): 3 clusters Score: Raw -39227.432518 + Penalty 2754.267954 = -36473.164564 nChanged 2 SP:Iteration 3Q (31315.370000 sec): 3 clusters Score: Raw -39233.435797 + Penalty 2754.267954 = -36479.167843 nChanged 0 SP:Iteration 4F (31315.370000 sec): 3 clusters Score: Raw -39233.435797 + Penalty 2754.267954 = -36479.167843 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 59 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31315.380000 sec): 2 clusters Score: Raw -10269.649956 + Penalty 1060.613198 = -9209.036758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31315.380000 sec): 3 clusters Score: Raw -10749.359844 + Penalty 2121.226395 = -8628.133449 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 60 (2128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31315.390000 sec): 2 clusters Score: Raw -331776.918737 + Penalty 1900.408587 = -329876.510150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31315.400000 sec): 3 clusters Score: Raw -330992.180265 + Penalty 3800.817174 = -327191.363091 nChanged 649 SP:Iteration 1F (31315.400000 sec): 3 clusters Score: Raw -331484.311850 + Penalty 3800.817174 = -327683.494676 nChanged 155 SP:Iteration 2F (31315.410000 sec): 3 clusters Score: Raw -331642.551808 + Penalty 3800.817174 = -327841.734634 nChanged 113 SP:Iteration 3F (31315.420000 sec): 3 clusters Score: Raw -331761.158807 + Penalty 3800.817174 = -327960.341633 nChanged 81 SP:Iteration 4Q (31315.430000 sec): 3 clusters Score: Raw -331830.802169 + Penalty 3800.817174 = -328029.984995 nChanged 61 SP:Iteration 5Q (31315.440000 sec): 3 clusters Score: Raw -331880.998882 + Penalty 3800.817174 = -328080.181708 nChanged 38 SP:Iteration 6Q (31315.450000 sec): 3 clusters Score: Raw -331908.881434 + Penalty 3800.817174 = -328108.064260 nChanged 27 SP:Iteration 7Q (31315.460000 sec): 3 clusters Score: Raw -331924.418108 + Penalty 3800.817174 = -328123.600934 nChanged 20 SP:Iteration 8Q (31315.460000 sec): 3 clusters Score: Raw -331935.031937 + Penalty 3800.817174 = -328134.214763 nChanged 11 SP:Iteration 9Q (31315.470000 sec): 3 clusters Score: Raw -331942.634528 + Penalty 3800.817174 = -328141.817355 nChanged 9 SP:Iteration 10Q (31315.480000 sec): 3 clusters Score: Raw -331947.033642 + Penalty 3800.817174 = -328146.216468 nChanged 7 SP:Iteration 11Q (31315.490000 sec): 3 clusters Score: Raw -331952.946852 + Penalty 3800.817174 = -328152.129679 nChanged 8 SP:Iteration 12Q (31315.500000 sec): 3 clusters Score: Raw -331959.618849 + Penalty 3800.817174 = -328158.801675 nChanged 10 SP:Iteration 13Q (31315.500000 sec): 3 clusters Score: Raw -331967.942717 + Penalty 3800.817174 = -328167.125543 nChanged 16 SP:Iteration 14Q (31315.510000 sec): 3 clusters Score: Raw -331980.649396 + Penalty 3800.817174 = -328179.832223 nChanged 18 SP:Iteration 15Q (31315.520000 sec): 3 clusters Score: Raw -331993.583796 + Penalty 3800.817174 = -328192.766622 nChanged 15 SP:Iteration 16Q (31315.530000 sec): 3 clusters Score: Raw -332005.167145 + Penalty 3800.817174 = -328204.349971 nChanged 16 SP:Iteration 17Q (31315.540000 sec): 3 clusters Score: Raw -332022.465264 + Penalty 3800.817174 = -328221.648090 nChanged 23 SP:Iteration 18Q (31315.540000 sec): 3 clusters Score: Raw -332045.111467 + Penalty 3800.817174 = -328244.294293 nChanged 21 SP:Iteration 19Q (31315.560000 sec): 3 clusters Score: Raw -332068.472499 + Penalty 3800.817174 = -328267.655325 nChanged 18 SP:Iteration 20F (31315.560000 sec): 3 clusters Score: Raw -332090.264399 + Penalty 3800.817174 = -328289.447225 nChanged 21 SP:Iteration 21Q (31315.570000 sec): 3 clusters Score: Raw -332117.945518 + Penalty 3800.817174 = -328317.128344 nChanged 33 SP:Iteration 22Q (31315.580000 sec): 3 clusters Score: Raw -332146.632892 + Penalty 3800.817174 = -328345.815718 nChanged 23 SP:Iteration 23Q (31315.590000 sec): 3 clusters Score: Raw -332165.934546 + Penalty 3800.817174 = -328365.117372 nChanged 20 SP:Iteration 24Q (31315.600000 sec): 3 clusters Score: Raw -332184.456747 + Penalty 3800.817174 = -328383.639573 nChanged 20 SP:Iteration 25Q (31315.600000 sec): 3 clusters Score: Raw -332202.680579 + Penalty 3800.817174 = -328401.863405 nChanged 12 SP:Iteration 26Q (31315.610000 sec): 3 clusters Score: Raw -332217.050569 + Penalty 3800.817174 = -328416.233395 nChanged 21 SP:Iteration 27Q (31315.620000 sec): 3 clusters Score: Raw -332242.767074 + Penalty 3800.817174 = -328441.949900 nChanged 22 SP:Iteration 28Q (31315.630000 sec): 3 clusters Score: Raw -332267.210138 + Penalty 3800.817174 = -328466.392964 nChanged 22 SP:Iteration 29Q (31315.640000 sec): 3 clusters Score: Raw -332289.234824 + Penalty 3800.817174 = -328488.417650 nChanged 21 SP:Iteration 30Q (31315.640000 sec): 3 clusters Score: Raw -332318.163813 + Penalty 3800.817174 = -328517.346639 nChanged 21 SP:Iteration 31Q (31315.650000 sec): 3 clusters Score: Raw -332345.967392 + Penalty 3800.817174 = -328545.150218 nChanged 20 SP:Iteration 32Q (31315.660000 sec): 3 clusters Score: Raw -332368.409667 + Penalty 3800.817174 = -328567.592494 nChanged 20 SP:Iteration 33Q (31315.660000 sec): 3 clusters Score: Raw -332386.120171 + Penalty 3800.817174 = -328585.302997 nChanged 21 SP:Iteration 34Q (31315.670000 sec): 3 clusters Score: Raw -332407.604049 + Penalty 3800.817174 = -328606.786875 nChanged 21 SP:Iteration 35Q (31315.680000 sec): 3 clusters Score: Raw -332431.719850 + Penalty 3800.817174 = -328630.902676 nChanged 23 SP:Iteration 36Q (31315.690000 sec): 3 clusters Score: Raw -332463.672713 + Penalty 3800.817174 = -328662.855539 nChanged 23 SP:Iteration 37Q (31315.700000 sec): 3 clusters Score: Raw -332493.549024 + Penalty 3800.817174 = -328692.731850 nChanged 14 SP:Iteration 38Q (31315.700000 sec): 3 clusters Score: Raw -332510.474392 + Penalty 3800.817174 = -328709.657218 nChanged 9 SP:Iteration 39Q (31315.710000 sec): 3 clusters Score: Raw -332521.388116 + Penalty 3800.817174 = -328720.570942 nChanged 16 SP:Iteration 40F (31315.720000 sec): 3 clusters Score: Raw -332539.996961 + Penalty 3800.817174 = -328739.179788 nChanged 15 SP:Iteration 41Q (31315.720000 sec): 3 clusters Score: Raw -332558.274472 + Penalty 3800.817174 = -328757.457298 nChanged 18 SP:Iteration 42Q (31315.730000 sec): 3 clusters Score: Raw -332575.102985 + Penalty 3800.817174 = -328774.285811 nChanged 9 SP:Iteration 43Q (31315.740000 sec): 3 clusters Score: Raw -332582.901738 + Penalty 3800.817174 = -328782.084565 nChanged 8 SP:Iteration 44Q (31315.740000 sec): 3 clusters Score: Raw -332590.213758 + Penalty 3800.817174 = -328789.396584 nChanged 8 SP:Iteration 45Q (31315.750000 sec): 3 clusters Score: Raw -332598.404498 + Penalty 3800.817174 = -328797.587324 nChanged 7 SP:Iteration 46Q (31315.760000 sec): 3 clusters Score: Raw -332605.948724 + Penalty 3800.817174 = -328805.131551 nChanged 7 SP:Iteration 47Q (31315.760000 sec): 3 clusters Score: Raw -332612.778781 + Penalty 3800.817174 = -328811.961607 nChanged 9 SP:Iteration 48Q (31315.770000 sec): 3 clusters Score: Raw -332618.988302 + Penalty 3800.817174 = -328818.171128 nChanged 4 SP:Iteration 49Q (31315.780000 sec): 3 clusters Score: Raw -332621.887530 + Penalty 3800.817174 = -328821.070356 nChanged 4 SP:Iteration 50Q (31315.790000 sec): 3 clusters Score: Raw -332625.055877 + Penalty 3800.817174 = -328824.238703 nChanged 4 SP:Iteration 51Q (31315.800000 sec): 3 clusters Score: Raw -332628.455008 + Penalty 3800.817174 = -328827.637834 nChanged 5 SP:Iteration 52Q (31315.800000 sec): 3 clusters Score: Raw -332633.435104 + Penalty 3800.817174 = -328832.617930 nChanged 8 SP:Iteration 53Q (31315.810000 sec): 3 clusters Score: Raw -332642.297966 + Penalty 3800.817174 = -328841.480792 nChanged 10 SP:Iteration 54Q (31315.820000 sec): 3 clusters Score: Raw -332651.799849 + Penalty 3800.817174 = -328850.982676 nChanged 9 SP:Iteration 55Q (31315.820000 sec): 3 clusters Score: Raw -332657.412422 + Penalty 3800.817174 = -328856.595248 nChanged 3 SP:Iteration 56Q (31315.830000 sec): 3 clusters Score: Raw -332659.056532 + Penalty 3800.817174 = -328858.239358 nChanged 3 SP:Iteration 57Q (31315.840000 sec): 3 clusters Score: Raw -332661.080254 + Penalty 3800.817174 = -328860.263080 nChanged 2 SP:Iteration 58Q (31315.840000 sec): 3 clusters Score: Raw -332661.724983 + Penalty 3800.817174 = -328860.907810 nChanged 0 SP:Iteration 59F (31315.850000 sec): 3 clusters Score: Raw -332661.724983 + Penalty 3800.817174 = -328860.907810 nChanged 0 Iteration 219Q (31334.920000 sec): 63 clusters Score: Raw -205040276.895212 + Penalty 216494.957278 = -204823781.937935 nChanged 35 Iteration 220F (31450.400000 sec): 63 clusters Score: Raw -205041450.971706 + Penalty 216494.957278 = -204824956.014429 nChanged 95 Iteration 221Q (31474.170000 sec): 63 clusters Score: Raw -205042472.232696 + Penalty 216494.957278 = -204825977.275418 nChanged 48 Iteration 222Q (31497.890000 sec): 63 clusters Score: Raw -205042710.423280 + Penalty 216494.957278 = -204826215.466002 nChanged 30 Iteration 223Q (31521.560000 sec): 63 clusters Score: Raw -205042787.720160 + Penalty 216494.957278 = -204826292.762882 nChanged 30 Iteration 224Q (31545.220000 sec): 63 clusters Score: Raw -205042819.684842 + Penalty 216494.957278 = -204826324.727564 nChanged 21 Iteration 225Q (31568.890000 sec): 63 clusters Score: Raw -205042826.569230 + Penalty 216494.957278 = -204826331.611952 nChanged 10 Iteration 226Q (31592.550000 sec): 63 clusters Score: Raw -205042827.043586 + Penalty 216494.957278 = -204826332.086308 nChanged 6 Iteration 227Q (31616.230000 sec): 63 clusters Score: Raw -205042827.127973 + Penalty 216494.957278 = -204826332.170695 nChanged 2 Iteration 228Q (31639.880000 sec): 63 clusters Score: Raw -205042827.140912 + Penalty 216494.957278 = -204826332.183634 nChanged 1 Iteration 229Q (31663.540000 sec): 63 clusters Score: Raw -205042827.143081 + Penalty 216494.957278 = -204826332.185803 nChanged 0 Iteration 230F (31780.440000 sec): 63 clusters Score: Raw -205043177.424308 + Penalty 216494.957278 = -204826682.467030 nChanged 32 Iteration 231Q (31804.150000 sec): 63 clusters Score: Raw -205043634.101432 + Penalty 216494.957278 = -204827139.144154 nChanged 10 Iteration 232Q (31827.820000 sec): 63 clusters Score: Raw -205043710.481305 + Penalty 216494.957278 = -204827215.524027 nChanged 6 Iteration 233Q (31851.480000 sec): 63 clusters Score: Raw -205043735.129454 + Penalty 216494.957278 = -204827240.172176 nChanged 8 Iteration 234Q (31875.170000 sec): 63 clusters Score: Raw -205043794.159892 + Penalty 216494.957278 = -204827299.202614 nChanged 7 Iteration 235Q (31898.830000 sec): 63 clusters Score: Raw -205043865.378347 + Penalty 216494.957278 = -204827370.421069 nChanged 11 Iteration 236Q (31922.510000 sec): 63 clusters Score: Raw -205044049.215643 + Penalty 216494.957278 = -204827554.258365 nChanged 12 Iteration 237Q (31946.160000 sec): 63 clusters Score: Raw -205044153.478385 + Penalty 216494.957278 = -204827658.521107 nChanged 19 Iteration 238Q (31969.810000 sec): 63 clusters Score: Raw -205044214.936945 + Penalty 216494.957278 = -204827719.979667 nChanged 16 Iteration 239Q (31994.370000 sec): 63 clusters Score: Raw -205044265.758983 + Penalty 216494.957278 = -204827770.801705 nChanged 33 Iteration 240F (32138.300000 sec): 63 clusters Score: Raw -205044498.224781 + Penalty 216494.957278 = -204828003.267503 nChanged 58 Iteration 241Q (32165.860000 sec): 63 clusters Score: Raw -205044935.807251 + Penalty 216494.957278 = -204828440.849973 nChanged 48 Iteration 242Q (32193.470000 sec): 63 clusters Score: Raw -205045078.338520 + Penalty 216494.957278 = -204828583.381242 nChanged 45 Iteration 243Q (32221.190000 sec): 63 clusters Score: Raw -205045137.746794 + Penalty 216494.957278 = -204828642.789516 nChanged 35 Iteration 244Q (32248.800000 sec): 63 clusters Score: Raw -205045196.531993 + Penalty 216494.957278 = -204828701.574715 nChanged 29 Iteration 245Q (32276.520000 sec): 63 clusters Score: Raw -205045240.347184 + Penalty 216494.957278 = -204828745.389906 nChanged 21 Iteration 246Q (32304.180000 sec): 63 clusters Score: Raw -205045272.380433 + Penalty 216494.957278 = -204828777.423155 nChanged 16 Iteration 247Q (32332.170000 sec): 63 clusters Score: Raw -205045280.563839 + Penalty 216494.957278 = -204828785.606561 nChanged 11 Iteration 248Q (32360.410000 sec): 63 clusters Score: Raw -205045281.128067 + Penalty 216494.957278 = -204828786.170790 nChanged 11 Iteration 249Q (32388.620000 sec): 63 clusters Score: Raw -205045281.826694 + Penalty 216494.957278 = -204828786.869416 nChanged 10 Iteration 250Q (32416.730000 sec): 63 clusters Score: Raw -205045282.255909 + Penalty 216494.957278 = -204828787.298631 nChanged 10 Iteration 251Q (32444.810000 sec): 63 clusters Score: Raw -205045282.963675 + Penalty 216494.957278 = -204828788.006398 nChanged 9 Iteration 252Q (32472.940000 sec): 63 clusters Score: Raw -205045283.364077 + Penalty 216494.957278 = -204828788.406799 nChanged 5 Iteration 253Q (32501.160000 sec): 63 clusters Score: Raw -205045283.487877 + Penalty 216494.957278 = -204828788.530599 nChanged 4 Iteration 254Q (32529.340000 sec): 63 clusters Score: Raw -205045283.692197 + Penalty 216494.957278 = -204828788.734919 nChanged 4 Iteration 255Q (32557.520000 sec): 63 clusters Score: Raw -205045283.800271 + Penalty 216494.957278 = -204828788.842994 nChanged 5 Iteration 256Q (32585.680000 sec): 63 clusters Score: Raw -205045283.910300 + Penalty 216494.957278 = -204828788.953022 nChanged 4 Iteration 257Q (32613.850000 sec): 63 clusters Score: Raw -205045284.002724 + Penalty 216494.957278 = -204828789.045446 nChanged 3 Iteration 258Q (32642.060000 sec): 63 clusters Score: Raw -205045284.121247 + Penalty 216494.957278 = -204828789.163969 nChanged 7 Writing temp clu file Because OldScore, -204828789.045446, is greater than current (better) Score,-204828789.163969 Compute initial score before splitting: Score: Raw -205045284.121247 + Penalty 216494.957278 = -204828789.163969 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 1 (7911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32642.370000 sec): 2 clusters Score: Raw -1353341.920947 + Penalty 2226.050350 = -1351115.870597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32642.410000 sec): 3 clusters Score: Raw -1349244.286353 + Penalty 4452.100700 = -1344792.185654 nChanged 3191 SP:Iteration 1F (32642.450000 sec): 3 clusters Score: Raw -1350922.154169 + Penalty 4452.100700 = -1346470.053469 nChanged 478 SP:Iteration 2F (32642.490000 sec): 3 clusters Score: Raw -1351116.551567 + Penalty 4452.100700 = -1346664.450867 nChanged 310 SP:Iteration 3Q (32642.530000 sec): 3 clusters Score: Raw -1351222.253403 + Penalty 4452.100700 = -1346770.152704 nChanged 200 SP:Iteration 4Q (32642.570000 sec): 3 clusters Score: Raw -1351289.171751 + Penalty 4452.100700 = -1346837.071051 nChanged 188 SP:Iteration 5Q (32642.610000 sec): 3 clusters Score: Raw -1351350.998877 + Penalty 4452.100700 = -1346898.898177 nChanged 164 SP:Iteration 6Q (32642.650000 sec): 3 clusters Score: Raw -1351406.630955 + Penalty 4452.100700 = -1346954.530255 nChanged 140 SP:Iteration 7Q (32642.690000 sec): 3 clusters Score: Raw -1351444.027978 + Penalty 4452.100700 = -1346991.927278 nChanged 103 SP:Iteration 8Q (32642.730000 sec): 3 clusters Score: Raw -1351471.831670 + Penalty 4452.100700 = -1347019.730970 nChanged 75 SP:Iteration 9Q (32642.770000 sec): 3 clusters Score: Raw -1351490.745719 + Penalty 4452.100700 = -1347038.645019 nChanged 74 SP:Iteration 10Q (32642.810000 sec): 3 clusters Score: Raw -1351508.341709 + Penalty 4452.100700 = -1347056.241009 nChanged 63 SP:Iteration 11Q (32642.850000 sec): 3 clusters Score: Raw -1351524.312455 + Penalty 4452.100700 = -1347072.211756 nChanged 63 SP:Iteration 12Q (32642.890000 sec): 3 clusters Score: Raw -1351537.556117 + Penalty 4452.100700 = -1347085.455417 nChanged 55 SP:Iteration 13Q (32642.930000 sec): 3 clusters Score: Raw -1351548.326262 + Penalty 4452.100700 = -1347096.225562 nChanged 36 SP:Iteration 14Q (32642.970000 sec): 3 clusters Score: Raw -1351557.617654 + Penalty 4452.100700 = -1347105.516954 nChanged 38 SP:Iteration 15Q (32643.010000 sec): 3 clusters Score: Raw -1351564.153884 + Penalty 4452.100700 = -1347112.053184 nChanged 36 SP:Iteration 16Q (32643.050000 sec): 3 clusters Score: Raw -1351571.031064 + Penalty 4452.100700 = -1347118.930364 nChanged 30 SP:Iteration 17Q (32643.090000 sec): 3 clusters Score: Raw -1351576.442335 + Penalty 4452.100700 = -1347124.341635 nChanged 31 SP:Iteration 18Q (32643.130000 sec): 3 clusters Score: Raw -1351582.590549 + Penalty 4452.100700 = -1347130.489850 nChanged 33 SP:Iteration 19Q (32643.170000 sec): 3 clusters Score: Raw -1351588.478819 + Penalty 4452.100700 = -1347136.378120 nChanged 29 SP:Iteration 20F (32643.210000 sec): 3 clusters Score: Raw -1351594.575023 + Penalty 4452.100700 = -1347142.474324 nChanged 30 SP:Iteration 21Q (32643.250000 sec): 3 clusters Score: Raw -1351600.350451 + Penalty 4452.100700 = -1347148.249751 nChanged 28 SP:Iteration 22Q (32643.290000 sec): 3 clusters Score: Raw -1351606.082757 + Penalty 4452.100700 = -1347153.982057 nChanged 24 SP:Iteration 23Q (32643.330000 sec): 3 clusters Score: Raw -1351610.323207 + Penalty 4452.100700 = -1347158.222507 nChanged 20 SP:Iteration 24Q (32643.370000 sec): 3 clusters Score: Raw -1351614.076758 + Penalty 4452.100700 = -1347161.976058 nChanged 18 SP:Iteration 25Q (32643.410000 sec): 3 clusters Score: Raw -1351617.932223 + Penalty 4452.100700 = -1347165.831523 nChanged 20 SP:Iteration 26Q (32643.450000 sec): 3 clusters Score: Raw -1351621.908780 + Penalty 4452.100700 = -1347169.808080 nChanged 14 SP:Iteration 27Q (32643.490000 sec): 3 clusters Score: Raw -1351624.284007 + Penalty 4452.100700 = -1347172.183307 nChanged 18 SP:Iteration 28Q (32643.530000 sec): 3 clusters Score: Raw -1351627.345817 + Penalty 4452.100700 = -1347175.245118 nChanged 19 SP:Iteration 29Q (32643.570000 sec): 3 clusters Score: Raw -1351630.709982 + Penalty 4452.100700 = -1347178.609282 nChanged 18 SP:Iteration 30Q (32643.610000 sec): 3 clusters Score: Raw -1351633.947984 + Penalty 4452.100700 = -1347181.847284 nChanged 14 SP:Iteration 31Q (32643.650000 sec): 3 clusters Score: Raw -1351636.445816 + Penalty 4452.100700 = -1347184.345116 nChanged 16 SP:Iteration 32Q (32643.690000 sec): 3 clusters Score: Raw -1351639.308552 + Penalty 4452.100700 = -1347187.207852 nChanged 13 SP:Iteration 33Q (32643.730000 sec): 3 clusters Score: Raw -1351641.978591 + Penalty 4452.100700 = -1347189.877891 nChanged 19 SP:Iteration 34Q (32643.780000 sec): 3 clusters Score: Raw -1351645.338043 + Penalty 4452.100700 = -1347193.237343 nChanged 16 SP:Iteration 35Q (32643.820000 sec): 3 clusters Score: Raw -1351647.674663 + Penalty 4452.100700 = -1347195.573963 nChanged 15 SP:Iteration 36Q (32643.860000 sec): 3 clusters Score: Raw -1351649.895018 + Penalty 4452.100700 = -1347197.794319 nChanged 16 SP:Iteration 37Q (32643.900000 sec): 3 clusters Score: Raw -1351652.605886 + Penalty 4452.100700 = -1347200.505186 nChanged 13 SP:Iteration 38Q (32643.940000 sec): 3 clusters Score: Raw -1351655.052488 + Penalty 4452.100700 = -1347202.951789 nChanged 21 SP:Iteration 39Q (32643.980000 sec): 3 clusters Score: Raw -1351659.082417 + Penalty 4452.100700 = -1347206.981717 nChanged 24 SP:Iteration 40F (32644.020000 sec): 3 clusters Score: Raw -1351662.979948 + Penalty 4452.100700 = -1347210.879248 nChanged 24 SP:Iteration 41Q (32644.060000 sec): 3 clusters Score: Raw -1351667.694037 + Penalty 4452.100700 = -1347215.593338 nChanged 33 SP:Iteration 42Q (32644.100000 sec): 3 clusters Score: Raw -1351673.330628 + Penalty 4452.100700 = -1347221.229929 nChanged 26 SP:Iteration 43Q (32644.140000 sec): 3 clusters Score: Raw -1351678.272938 + Penalty 4452.100700 = -1347226.172238 nChanged 27 SP:Iteration 44Q (32644.180000 sec): 3 clusters Score: Raw -1351683.375211 + Penalty 4452.100700 = -1347231.274511 nChanged 31 SP:Iteration 45Q (32644.220000 sec): 3 clusters Score: Raw -1351689.813046 + Penalty 4452.100700 = -1347237.712347 nChanged 31 SP:Iteration 46Q (32644.260000 sec): 3 clusters Score: Raw -1351695.046811 + Penalty 4452.100700 = -1347242.946112 nChanged 26 SP:Iteration 47Q (32644.300000 sec): 3 clusters Score: Raw -1351699.775560 + Penalty 4452.100700 = -1347247.674861 nChanged 28 SP:Iteration 48Q (32644.350000 sec): 3 clusters Score: Raw -1351704.974657 + Penalty 4452.100700 = -1347252.873958 nChanged 28 SP:Iteration 49Q (32644.390000 sec): 3 clusters Score: Raw -1351709.481223 + Penalty 4452.100700 = -1347257.380523 nChanged 21 SP:Iteration 50Q (32644.430000 sec): 3 clusters Score: Raw -1351713.287480 + Penalty 4452.100700 = -1347261.186781 nChanged 26 SP:Iteration 51Q (32644.470000 sec): 3 clusters Score: Raw -1351717.743942 + Penalty 4452.100700 = -1347265.643243 nChanged 20 SP:Iteration 52Q (32644.510000 sec): 3 clusters Score: Raw -1351721.251732 + Penalty 4452.100700 = -1347269.151033 nChanged 22 SP:Iteration 53Q (32644.550000 sec): 3 clusters Score: Raw -1351724.830596 + Penalty 4452.100700 = -1347272.729896 nChanged 22 SP:Iteration 54Q (32644.590000 sec): 3 clusters Score: Raw -1351728.128361 + Penalty 4452.100700 = -1347276.027661 nChanged 17 SP:Iteration 55Q (32644.630000 sec): 3 clusters Score: Raw -1351730.957808 + Penalty 4452.100700 = -1347278.857108 nChanged 19 SP:Iteration 56Q (32644.670000 sec): 3 clusters Score: Raw -1351734.000232 + Penalty 4452.100700 = -1347281.899533 nChanged 23 SP:Iteration 57Q (32644.710000 sec): 3 clusters Score: Raw -1351738.171981 + Penalty 4452.100700 = -1347286.071282 nChanged 30 SP:Iteration 58Q (32644.750000 sec): 3 clusters Score: Raw -1351744.865099 + Penalty 4452.100700 = -1347292.764399 nChanged 42 SP:Iteration 59Q (32644.790000 sec): 3 clusters Score: Raw -1351752.009823 + Penalty 4452.100700 = -1347299.909124 nChanged 43 SP:Iteration 60F (32644.830000 sec): 3 clusters Score: Raw -1351761.004179 + Penalty 4452.100700 = -1347308.903479 nChanged 52 SP:Iteration 61Q (32644.870000 sec): 3 clusters Score: Raw -1351771.866900 + Penalty 4452.100700 = -1347319.766200 nChanged 49 SP:Iteration 62Q (32644.910000 sec): 3 clusters Score: Raw -1351784.250791 + Penalty 4452.100700 = -1347332.150091 nChanged 52 SP:Iteration 63Q (32644.950000 sec): 3 clusters Score: Raw -1351797.047713 + Penalty 4452.100700 = -1347344.947013 nChanged 51 SP:Iteration 64Q (32644.990000 sec): 3 clusters Score: Raw -1351809.620058 + Penalty 4452.100700 = -1347357.519358 nChanged 65 SP:Iteration 65Q (32645.030000 sec): 3 clusters Score: Raw -1351828.047578 + Penalty 4452.100700 = -1347375.946878 nChanged 74 SP:Iteration 66Q (32645.070000 sec): 3 clusters Score: Raw -1351852.080235 + Penalty 4452.100700 = -1347399.979536 nChanged 82 SP:Iteration 67Q (32645.110000 sec): 3 clusters Score: Raw -1351880.287589 + Penalty 4452.100700 = -1347428.186890 nChanged 103 SP:Iteration 68Q (32645.150000 sec): 3 clusters Score: Raw -1351916.474849 + Penalty 4452.100700 = -1347464.374149 nChanged 122 SP:Iteration 69Q (32645.190000 sec): 3 clusters Score: Raw -1351967.704738 + Penalty 4452.100700 = -1347515.604038 nChanged 146 SP:Iteration 70Q (32645.230000 sec): 3 clusters Score: Raw -1352031.686962 + Penalty 4452.100700 = -1347579.586263 nChanged 177 SP:Iteration 71Q (32645.270000 sec): 3 clusters Score: Raw -1352106.314476 + Penalty 4452.100700 = -1347654.213776 nChanged 181 SP:Iteration 72Q (32645.310000 sec): 3 clusters Score: Raw -1352194.830608 + Penalty 4452.100700 = -1347742.729908 nChanged 193 SP:Iteration 73Q (32645.350000 sec): 3 clusters Score: Raw -1352304.321836 + Penalty 4452.100700 = -1347852.221136 nChanged 224 SP:Iteration 74Q (32645.390000 sec): 3 clusters Score: Raw -1352439.835129 + Penalty 4452.100700 = -1347987.734430 nChanged 228 SP:Iteration 75Q (32645.430000 sec): 3 clusters Score: Raw -1352588.220650 + Penalty 4452.100700 = -1348136.119951 nChanged 227 SP:Iteration 76Q (32645.470000 sec): 3 clusters Score: Raw -1352738.185927 + Penalty 4452.100700 = -1348286.085227 nChanged 209 SP:Iteration 77Q (32645.510000 sec): 3 clusters Score: Raw -1352882.574773 + Penalty 4452.100700 = -1348430.474074 nChanged 200 SP:Iteration 78Q (32645.550000 sec): 3 clusters Score: Raw -1353029.175103 + Penalty 4452.100700 = -1348577.074403 nChanged 172 SP:Iteration 79Q (32645.580000 sec): 3 clusters Score: Raw -1353158.206144 + Penalty 4452.100700 = -1348706.105445 nChanged 133 SP:Iteration 80F (32645.620000 sec): 3 clusters Score: Raw -1353269.385439 + Penalty 4452.100700 = -1348817.284740 nChanged 112 SP:Iteration 81Q (32645.660000 sec): 3 clusters Score: Raw -1353368.845494 + Penalty 4452.100700 = -1348916.744794 nChanged 74 SP:Iteration 82Q (32645.690000 sec): 3 clusters Score: Raw -1353428.454578 + Penalty 4452.100700 = -1348976.353878 nChanged 55 SP:Iteration 83Q (32645.730000 sec): 3 clusters Score: Raw -1353471.885065 + Penalty 4452.100700 = -1349019.784365 nChanged 31 SP:Iteration 84Q (32645.760000 sec): 3 clusters Score: Raw -1353497.669372 + Penalty 4452.100700 = -1349045.568672 nChanged 27 SP:Iteration 85Q (32645.790000 sec): 3 clusters Score: Raw -1353515.785322 + Penalty 4452.100700 = -1349063.684623 nChanged 14 SP:Iteration 86Q (32645.830000 sec): 3 clusters Score: Raw -1353525.693125 + Penalty 4452.100700 = -1349073.592425 nChanged 21 SP:Iteration 87Q (32645.860000 sec): 3 clusters Score: Raw -1353541.757539 + Penalty 4452.100700 = -1349089.656839 nChanged 16 SP:Iteration 88Q (32645.890000 sec): 3 clusters Score: Raw -1353554.124368 + Penalty 4452.100700 = -1349102.023669 nChanged 9 SP:Iteration 89Q (32645.930000 sec): 3 clusters Score: Raw -1353560.596624 + Penalty 4452.100700 = -1349108.495924 nChanged 4 SP:Iteration 90Q (32645.960000 sec): 3 clusters Score: Raw -1353564.165024 + Penalty 4452.100700 = -1349112.064324 nChanged 5 SP:Iteration 91Q (32645.990000 sec): 3 clusters Score: Raw -1353568.551245 + Penalty 4452.100700 = -1349116.450545 nChanged 7 SP:Iteration 92Q (32646.020000 sec): 3 clusters Score: Raw -1353573.319740 + Penalty 4452.100700 = -1349121.219040 nChanged 5 SP:Iteration 93Q (32646.060000 sec): 3 clusters Score: Raw -1353577.837208 + Penalty 4452.100700 = -1349125.736508 nChanged 14 SP:Iteration 94Q (32646.090000 sec): 3 clusters Score: Raw -1353588.837748 + Penalty 4452.100700 = -1349136.737048 nChanged 9 SP:Iteration 95Q (32646.120000 sec): 3 clusters Score: Raw -1353597.802232 + Penalty 4452.100700 = -1349145.701532 nChanged 3 SP:Iteration 96Q (32646.150000 sec): 3 clusters Score: Raw -1353600.183891 + Penalty 4452.100700 = -1349148.083192 nChanged 1 SP:Iteration 97Q (32646.180000 sec): 3 clusters Score: Raw -1353600.834538 + Penalty 4452.100700 = -1349148.733839 nChanged 2 SP:Iteration 98Q (32646.210000 sec): 3 clusters Score: Raw -1353601.923677 + Penalty 4452.100700 = -1349149.822977 nChanged 2 SP:Iteration 99Q (32646.240000 sec): 3 clusters Score: Raw -1353604.049786 + Penalty 4452.100700 = -1349151.949086 nChanged 3 SP:Iteration 100F (32646.280000 sec): 3 clusters Score: Raw -1353607.157330 + Penalty 4452.100700 = -1349155.056630 nChanged 6 SP:Iteration 101Q (32646.320000 sec): 3 clusters Score: Raw -1353611.028778 + Penalty 4452.100700 = -1349158.928078 nChanged 4 SP:Iteration 102Q (32646.350000 sec): 3 clusters Score: Raw -1353615.257569 + Penalty 4452.100700 = -1349163.156870 nChanged 3 SP:Iteration 103Q (32646.380000 sec): 3 clusters Score: Raw -1353618.069270 + Penalty 4452.100700 = -1349165.968571 nChanged 1 SP:Iteration 104Q (32646.410000 sec): 3 clusters Score: Raw -1353618.823939 + Penalty 4452.100700 = -1349166.723240 nChanged 2 SP:Iteration 105Q (32646.440000 sec): 3 clusters Score: Raw -1353620.034901 + Penalty 4452.100700 = -1349167.934202 nChanged 0 SP:Iteration 106F (32646.480000 sec): 3 clusters Score: Raw -1353620.034901 + Penalty 4452.100700 = -1349167.934202 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 2 (20908 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32646.580000 sec): 2 clusters Score: Raw -3296095.148701 + Penalty 2467.076011 = -3293628.072690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32646.690000 sec): 3 clusters Score: Raw -3283780.807785 + Penalty 4934.152021 = -3278846.655763 nChanged 9310 SP:Iteration 1F (32646.800000 sec): 3 clusters Score: Raw -3288852.027701 + Penalty 4934.152021 = -3283917.875680 nChanged 1175 SP:Iteration 2F (32646.900000 sec): 3 clusters Score: Raw -3289310.301090 + Penalty 4934.152021 = -3284376.149068 nChanged 1038 SP:Iteration 3Q (32647.010000 sec): 3 clusters Score: Raw -3289723.503201 + Penalty 4934.152021 = -3284789.351179 nChanged 934 SP:Iteration 4Q (32647.120000 sec): 3 clusters Score: Raw -3290141.674840 + Penalty 4934.152021 = -3285207.522819 nChanged 935 SP:Iteration 5Q (32647.230000 sec): 3 clusters Score: Raw -3290575.629865 + Penalty 4934.152021 = -3285641.477844 nChanged 935 SP:Iteration 6Q (32647.340000 sec): 3 clusters Score: Raw -3291069.923758 + Penalty 4934.152021 = -3286135.771736 nChanged 952 SP:Iteration 7Q (32647.450000 sec): 3 clusters Score: Raw -3291619.956591 + Penalty 4934.152021 = -3286685.804570 nChanged 988 SP:Iteration 8Q (32647.560000 sec): 3 clusters Score: Raw -3292258.045526 + Penalty 4934.152021 = -3287323.893505 nChanged 1005 SP:Iteration 9Q (32647.670000 sec): 3 clusters Score: Raw -3293018.759281 + Penalty 4934.152021 = -3288084.607259 nChanged 990 SP:Iteration 10Q (32647.780000 sec): 3 clusters Score: Raw -3293877.402867 + Penalty 4934.152021 = -3288943.250846 nChanged 905 SP:Iteration 11Q (32647.880000 sec): 3 clusters Score: Raw -3294625.044062 + Penalty 4934.152021 = -3289690.892040 nChanged 797 SP:Iteration 12Q (32647.990000 sec): 3 clusters Score: Raw -3295159.852859 + Penalty 4934.152021 = -3290225.700837 nChanged 611 SP:Iteration 13Q (32648.090000 sec): 3 clusters Score: Raw -3295533.125126 + Penalty 4934.152021 = -3290598.973105 nChanged 504 SP:Iteration 14Q (32648.190000 sec): 3 clusters Score: Raw -3295799.054466 + Penalty 4934.152021 = -3290864.902445 nChanged 447 SP:Iteration 15Q (32648.290000 sec): 3 clusters Score: Raw -3295980.695967 + Penalty 4934.152021 = -3291046.543946 nChanged 403 SP:Iteration 16Q (32648.390000 sec): 3 clusters Score: Raw -3296138.522576 + Penalty 4934.152021 = -3291204.370554 nChanged 358 SP:Iteration 17Q (32648.490000 sec): 3 clusters Score: Raw -3296264.435815 + Penalty 4934.152021 = -3291330.283794 nChanged 352 SP:Iteration 18Q (32648.590000 sec): 3 clusters Score: Raw -3296373.837119 + Penalty 4934.152021 = -3291439.685098 nChanged 309 SP:Iteration 19Q (32648.690000 sec): 3 clusters Score: Raw -3296471.731445 + Penalty 4934.152021 = -3291537.579424 nChanged 295 SP:Iteration 20F (32648.790000 sec): 3 clusters Score: Raw -3296559.438839 + Penalty 4934.152021 = -3291625.286818 nChanged 272 SP:Iteration 21Q (32648.890000 sec): 3 clusters Score: Raw -3296631.914217 + Penalty 4934.152021 = -3291697.762195 nChanged 243 SP:Iteration 22Q (32649.000000 sec): 3 clusters Score: Raw -3296690.809242 + Penalty 4934.152021 = -3291756.657220 nChanged 224 SP:Iteration 23Q (32649.100000 sec): 3 clusters Score: Raw -3296742.838806 + Penalty 4934.152021 = -3291808.686784 nChanged 188 SP:Iteration 24Q (32649.200000 sec): 3 clusters Score: Raw -3296781.441953 + Penalty 4934.152021 = -3291847.289932 nChanged 160 SP:Iteration 25Q (32649.300000 sec): 3 clusters Score: Raw -3296810.508621 + Penalty 4934.152021 = -3291876.356600 nChanged 137 SP:Iteration 26Q (32649.390000 sec): 3 clusters Score: Raw -3296835.688878 + Penalty 4934.152021 = -3291901.536856 nChanged 128 SP:Iteration 27Q (32649.490000 sec): 3 clusters Score: Raw -3296857.635587 + Penalty 4934.152021 = -3291923.483565 nChanged 114 SP:Iteration 28Q (32649.590000 sec): 3 clusters Score: Raw -3296877.152184 + Penalty 4934.152021 = -3291943.000162 nChanged 109 SP:Iteration 29Q (32649.690000 sec): 3 clusters Score: Raw -3296896.234580 + Penalty 4934.152021 = -3291962.082559 nChanged 99 SP:Iteration 30Q (32649.790000 sec): 3 clusters Score: Raw -3296912.779640 + Penalty 4934.152021 = -3291978.627619 nChanged 103 SP:Iteration 31Q (32649.890000 sec): 3 clusters Score: Raw -3296931.110957 + Penalty 4934.152021 = -3291996.958936 nChanged 122 SP:Iteration 32Q (32649.990000 sec): 3 clusters Score: Raw -3296954.751113 + Penalty 4934.152021 = -3292020.599091 nChanged 130 SP:Iteration 33Q (32650.080000 sec): 3 clusters Score: Raw -3296983.520437 + Penalty 4934.152021 = -3292049.368415 nChanged 134 SP:Iteration 34Q (32650.180000 sec): 3 clusters Score: Raw -3297014.466750 + Penalty 4934.152021 = -3292080.314728 nChanged 137 SP:Iteration 35Q (32650.280000 sec): 3 clusters Score: Raw -3297055.289543 + Penalty 4934.152021 = -3292121.137522 nChanged 176 SP:Iteration 36Q (32650.380000 sec): 3 clusters Score: Raw -3297114.207263 + Penalty 4934.152021 = -3292180.055242 nChanged 176 SP:Iteration 37Q (32650.480000 sec): 3 clusters Score: Raw -3297171.442130 + Penalty 4934.152021 = -3292237.290109 nChanged 181 SP:Iteration 38Q (32650.580000 sec): 3 clusters Score: Raw -3297228.261671 + Penalty 4934.152021 = -3292294.109649 nChanged 173 SP:Iteration 39Q (32650.670000 sec): 3 clusters Score: Raw -3297273.318455 + Penalty 4934.152021 = -3292339.166434 nChanged 158 SP:Iteration 40F (32650.780000 sec): 3 clusters Score: Raw -3297314.185148 + Penalty 4934.152021 = -3292380.033127 nChanged 147 SP:Iteration 41Q (32650.880000 sec): 3 clusters Score: Raw -3297348.659275 + Penalty 4934.152021 = -3292414.507254 nChanged 142 SP:Iteration 42Q (32650.980000 sec): 3 clusters Score: Raw -3297381.565432 + Penalty 4934.152021 = -3292447.413411 nChanged 148 SP:Iteration 43Q (32651.080000 sec): 3 clusters Score: Raw -3297413.411350 + Penalty 4934.152021 = -3292479.259328 nChanged 167 SP:Iteration 44Q (32651.180000 sec): 3 clusters Score: Raw -3297446.497625 + Penalty 4934.152021 = -3292512.345604 nChanged 149 SP:Iteration 45Q (32651.280000 sec): 3 clusters Score: Raw -3297475.275600 + Penalty 4934.152021 = -3292541.123579 nChanged 157 SP:Iteration 46Q (32651.370000 sec): 3 clusters Score: Raw -3297503.872415 + Penalty 4934.152021 = -3292569.720393 nChanged 155 SP:Iteration 47Q (32651.470000 sec): 3 clusters Score: Raw -3297529.612619 + Penalty 4934.152021 = -3292595.460598 nChanged 147 SP:Iteration 48Q (32651.570000 sec): 3 clusters Score: Raw -3297552.901989 + Penalty 4934.152021 = -3292618.749968 nChanged 128 SP:Iteration 49Q (32651.670000 sec): 3 clusters Score: Raw -3297571.852771 + Penalty 4934.152021 = -3292637.700749 nChanged 133 SP:Iteration 50Q (32651.770000 sec): 3 clusters Score: Raw -3297592.240117 + Penalty 4934.152021 = -3292658.088096 nChanged 110 SP:Iteration 51Q (32651.870000 sec): 3 clusters Score: Raw -3297608.252534 + Penalty 4934.152021 = -3292674.100513 nChanged 108 SP:Iteration 52Q (32651.970000 sec): 3 clusters Score: Raw -3297625.919394 + Penalty 4934.152021 = -3292691.767372 nChanged 122 SP:Iteration 53Q (32652.070000 sec): 3 clusters Score: Raw -3297643.843254 + Penalty 4934.152021 = -3292709.691233 nChanged 101 SP:Iteration 54Q (32652.170000 sec): 3 clusters Score: Raw -3297658.857536 + Penalty 4934.152021 = -3292724.705515 nChanged 97 SP:Iteration 55Q (32652.270000 sec): 3 clusters Score: Raw -3297672.372006 + Penalty 4934.152021 = -3292738.219985 nChanged 84 SP:Iteration 56Q (32652.370000 sec): 3 clusters Score: Raw -3297683.936198 + Penalty 4934.152021 = -3292749.784177 nChanged 85 SP:Iteration 57Q (32652.470000 sec): 3 clusters Score: Raw -3297694.193534 + Penalty 4934.152021 = -3292760.041512 nChanged 66 SP:Iteration 58Q (32652.570000 sec): 3 clusters Score: Raw -3297702.883587 + Penalty 4934.152021 = -3292768.731566 nChanged 66 SP:Iteration 59Q (32652.670000 sec): 3 clusters Score: Raw -3297711.568181 + Penalty 4934.152021 = -3292777.416160 nChanged 67 SP:Iteration 60F (32652.780000 sec): 3 clusters Score: Raw -3297719.285910 + Penalty 4934.152021 = -3292785.133888 nChanged 68 SP:Iteration 61Q (32652.880000 sec): 3 clusters Score: Raw -3297725.893474 + Penalty 4934.152021 = -3292791.741453 nChanged 46 SP:Iteration 62Q (32652.980000 sec): 3 clusters Score: Raw -3297730.644172 + Penalty 4934.152021 = -3292796.492151 nChanged 43 SP:Iteration 63Q (32653.080000 sec): 3 clusters Score: Raw -3297735.509687 + Penalty 4934.152021 = -3292801.357665 nChanged 45 SP:Iteration 64Q (32653.190000 sec): 3 clusters Score: Raw -3297740.694571 + Penalty 4934.152021 = -3292806.542549 nChanged 55 SP:Iteration 65Q (32653.290000 sec): 3 clusters Score: Raw -3297746.813976 + Penalty 4934.152021 = -3292812.661955 nChanged 47 SP:Iteration 66Q (32653.390000 sec): 3 clusters Score: Raw -3297750.676680 + Penalty 4934.152021 = -3292816.524659 nChanged 30 SP:Iteration 67Q (32653.490000 sec): 3 clusters Score: Raw -3297753.119263 + Penalty 4934.152021 = -3292818.967242 nChanged 30 SP:Iteration 68Q (32653.600000 sec): 3 clusters Score: Raw -3297756.008333 + Penalty 4934.152021 = -3292821.856312 nChanged 29 SP:Iteration 69Q (32653.700000 sec): 3 clusters Score: Raw -3297758.697366 + Penalty 4934.152021 = -3292824.545345 nChanged 32 SP:Iteration 70Q (32653.800000 sec): 3 clusters Score: Raw -3297761.791535 + Penalty 4934.152021 = -3292827.639513 nChanged 24 SP:Iteration 71Q (32653.900000 sec): 3 clusters Score: Raw -3297764.122043 + Penalty 4934.152021 = -3292829.970022 nChanged 31 SP:Iteration 72Q (32654.000000 sec): 3 clusters Score: Raw -3297767.856070 + Penalty 4934.152021 = -3292833.704048 nChanged 40 SP:Iteration 73Q (32654.100000 sec): 3 clusters Score: Raw -3297771.598888 + Penalty 4934.152021 = -3292837.446867 nChanged 37 SP:Iteration 74Q (32654.200000 sec): 3 clusters Score: Raw -3297775.443994 + Penalty 4934.152021 = -3292841.291973 nChanged 45 SP:Iteration 75Q (32654.310000 sec): 3 clusters Score: Raw -3297780.681946 + Penalty 4934.152021 = -3292846.529924 nChanged 35 SP:Iteration 76Q (32654.410000 sec): 3 clusters Score: Raw -3297784.887172 + Penalty 4934.152021 = -3292850.735151 nChanged 49 SP:Iteration 77Q (32654.510000 sec): 3 clusters Score: Raw -3297790.774571 + Penalty 4934.152021 = -3292856.622550 nChanged 46 SP:Iteration 78Q (32654.610000 sec): 3 clusters Score: Raw -3297795.158202 + Penalty 4934.152021 = -3292861.006180 nChanged 54 SP:Iteration 79Q (32654.710000 sec): 3 clusters Score: Raw -3297799.749884 + Penalty 4934.152021 = -3292865.597863 nChanged 36 SP:Iteration 80F (32654.820000 sec): 3 clusters Score: Raw -3297803.256909 + Penalty 4934.152021 = -3292869.104887 nChanged 35 SP:Iteration 81Q (32654.930000 sec): 3 clusters Score: Raw -3297806.598085 + Penalty 4934.152021 = -3292872.446064 nChanged 34 SP:Iteration 82Q (32655.030000 sec): 3 clusters Score: Raw -3297810.893976 + Penalty 4934.152021 = -3292876.741955 nChanged 37 SP:Iteration 83Q (32655.130000 sec): 3 clusters Score: Raw -3297815.415607 + Penalty 4934.152021 = -3292881.263585 nChanged 39 SP:Iteration 84Q (32655.240000 sec): 3 clusters Score: Raw -3297820.593901 + Penalty 4934.152021 = -3292886.441880 nChanged 38 SP:Iteration 85Q (32655.340000 sec): 3 clusters Score: Raw -3297825.797253 + Penalty 4934.152021 = -3292891.645232 nChanged 37 SP:Iteration 86Q (32655.440000 sec): 3 clusters Score: Raw -3297830.678218 + Penalty 4934.152021 = -3292896.526197 nChanged 37 SP:Iteration 87Q (32655.550000 sec): 3 clusters Score: Raw -3297836.196394 + Penalty 4934.152021 = -3292902.044372 nChanged 37 SP:Iteration 88Q (32655.650000 sec): 3 clusters Score: Raw -3297840.106569 + Penalty 4934.152021 = -3292905.954548 nChanged 29 SP:Iteration 89Q (32655.750000 sec): 3 clusters Score: Raw -3297843.150340 + Penalty 4934.152021 = -3292908.998319 nChanged 22 SP:Iteration 90Q (32655.850000 sec): 3 clusters Score: Raw -3297845.773974 + Penalty 4934.152021 = -3292911.621953 nChanged 22 SP:Iteration 91Q (32655.960000 sec): 3 clusters Score: Raw -3297847.551114 + Penalty 4934.152021 = -3292913.399092 nChanged 13 SP:Iteration 92Q (32656.060000 sec): 3 clusters Score: Raw -3297848.677101 + Penalty 4934.152021 = -3292914.525079 nChanged 13 SP:Iteration 93Q (32656.170000 sec): 3 clusters Score: Raw -3297849.757295 + Penalty 4934.152021 = -3292915.605274 nChanged 9 SP:Iteration 94Q (32656.270000 sec): 3 clusters Score: Raw -3297850.716683 + Penalty 4934.152021 = -3292916.564661 nChanged 16 SP:Iteration 95Q (32656.380000 sec): 3 clusters Score: Raw -3297852.632159 + Penalty 4934.152021 = -3292918.480138 nChanged 19 SP:Iteration 96Q (32656.480000 sec): 3 clusters Score: Raw -3297855.064201 + Penalty 4934.152021 = -3292920.912180 nChanged 25 SP:Iteration 97Q (32656.580000 sec): 3 clusters Score: Raw -3297857.759890 + Penalty 4934.152021 = -3292923.607868 nChanged 27 SP:Iteration 98Q (32656.690000 sec): 3 clusters Score: Raw -3297860.770419 + Penalty 4934.152021 = -3292926.618397 nChanged 28 SP:Iteration 99Q (32656.790000 sec): 3 clusters Score: Raw -3297864.351041 + Penalty 4934.152021 = -3292930.199020 nChanged 35 SP:Iteration 100F (32656.890000 sec): 3 clusters Score: Raw -3297869.116447 + Penalty 4934.152021 = -3292934.964426 nChanged 34 SP:Iteration 101Q (32657.000000 sec): 3 clusters Score: Raw -3297873.777448 + Penalty 4934.152021 = -3292939.625426 nChanged 32 SP:Iteration 102Q (32657.100000 sec): 3 clusters Score: Raw -3297877.309582 + Penalty 4934.152021 = -3292943.157561 nChanged 31 SP:Iteration 103Q (32657.210000 sec): 3 clusters Score: Raw -3297880.529164 + Penalty 4934.152021 = -3292946.377142 nChanged 25 SP:Iteration 104Q (32657.310000 sec): 3 clusters Score: Raw -3297883.673558 + Penalty 4934.152021 = -3292949.521537 nChanged 30 SP:Iteration 105Q (32657.420000 sec): 3 clusters Score: Raw -3297887.388659 + Penalty 4934.152021 = -3292953.236638 nChanged 30 SP:Iteration 106Q (32657.520000 sec): 3 clusters Score: Raw -3297890.765960 + Penalty 4934.152021 = -3292956.613939 nChanged 32 SP:Iteration 107Q (32657.630000 sec): 3 clusters Score: Raw -3297894.549732 + Penalty 4934.152021 = -3292960.397711 nChanged 28 SP:Iteration 108Q (32657.740000 sec): 3 clusters Score: Raw -3297897.672213 + Penalty 4934.152021 = -3292963.520192 nChanged 32 SP:Iteration 109Q (32657.840000 sec): 3 clusters Score: Raw -3297901.138130 + Penalty 4934.152021 = -3292966.986109 nChanged 27 SP:Iteration 110Q (32657.940000 sec): 3 clusters Score: Raw -3297904.394632 + Penalty 4934.152021 = -3292970.242610 nChanged 31 SP:Iteration 111Q (32658.050000 sec): 3 clusters Score: Raw -3297907.942096 + Penalty 4934.152021 = -3292973.790074 nChanged 31 SP:Iteration 112Q (32658.160000 sec): 3 clusters Score: Raw -3297911.506234 + Penalty 4934.152021 = -3292977.354212 nChanged 29 SP:Iteration 113Q (32658.260000 sec): 3 clusters Score: Raw -3297914.290663 + Penalty 4934.152021 = -3292980.138642 nChanged 18 SP:Iteration 114Q (32658.360000 sec): 3 clusters Score: Raw -3297916.140564 + Penalty 4934.152021 = -3292981.988543 nChanged 20 SP:Iteration 115Q (32658.470000 sec): 3 clusters Score: Raw -3297918.233974 + Penalty 4934.152021 = -3292984.081953 nChanged 23 SP:Iteration 116Q (32658.570000 sec): 3 clusters Score: Raw -3297920.665445 + Penalty 4934.152021 = -3292986.513424 nChanged 17 SP:Iteration 117Q (32658.680000 sec): 3 clusters Score: Raw -3297921.772842 + Penalty 4934.152021 = -3292987.620820 nChanged 9 SP:Iteration 118Q (32658.780000 sec): 3 clusters Score: Raw -3297922.510358 + Penalty 4934.152021 = -3292988.358337 nChanged 9 SP:Iteration 119Q (32658.880000 sec): 3 clusters Score: Raw -3297923.138203 + Penalty 4934.152021 = -3292988.986182 nChanged 8 SP:Iteration 120F (32658.990000 sec): 3 clusters Score: Raw -3297923.682143 + Penalty 4934.152021 = -3292989.530121 nChanged 8 SP:Iteration 121Q (32659.100000 sec): 3 clusters Score: Raw -3297924.469912 + Penalty 4934.152021 = -3292990.317890 nChanged 10 SP:Iteration 122Q (32659.200000 sec): 3 clusters Score: Raw -3297925.447086 + Penalty 4934.152021 = -3292991.295065 nChanged 10 SP:Iteration 123Q (32659.300000 sec): 3 clusters Score: Raw -3297926.258929 + Penalty 4934.152021 = -3292992.106908 nChanged 9 SP:Iteration 124Q (32659.410000 sec): 3 clusters Score: Raw -3297927.280135 + Penalty 4934.152021 = -3292993.128113 nChanged 9 SP:Iteration 125Q (32659.510000 sec): 3 clusters Score: Raw -3297927.931606 + Penalty 4934.152021 = -3292993.779585 nChanged 8 SP:Iteration 126Q (32659.620000 sec): 3 clusters Score: Raw -3297928.452374 + Penalty 4934.152021 = -3292994.300352 nChanged 6 SP:Iteration 127Q (32659.720000 sec): 3 clusters Score: Raw -3297928.809922 + Penalty 4934.152021 = -3292994.657900 nChanged 4 SP:Iteration 128Q (32659.830000 sec): 3 clusters Score: Raw -3297929.103482 + Penalty 4934.152021 = -3292994.951460 nChanged 2 SP:Iteration 129Q (32659.930000 sec): 3 clusters Score: Raw -3297929.489115 + Penalty 4934.152021 = -3292995.337094 nChanged 2 SP:Iteration 130Q (32660.040000 sec): 3 clusters Score: Raw -3297929.601172 + Penalty 4934.152021 = -3292995.449150 nChanged 0 SP:Iteration 131F (32660.140000 sec): 3 clusters Score: Raw -3297929.601172 + Penalty 4934.152021 = -3292995.449150 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 3 (782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32660.160000 sec): 2 clusters Score: Raw -123739.529978 + Penalty 1652.139976 = -122087.390002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32660.160000 sec): 3 clusters Score: Raw -123603.668260 + Penalty 3304.279951 = -120299.388309 nChanged 167 SP:Iteration 1F (32660.170000 sec): 3 clusters Score: Raw -123804.311759 + Penalty 3304.279951 = -120500.031808 nChanged 39 SP:Iteration 2Q (32660.170000 sec): 3 clusters Score: Raw -123874.728093 + Penalty 3304.279951 = -120570.448141 nChanged 29 SP:Iteration 3Q (32660.180000 sec): 3 clusters Score: Raw -123917.112698 + Penalty 3304.279951 = -120612.832747 nChanged 16 SP:Iteration 4Q (32660.180000 sec): 3 clusters Score: Raw -123942.448423 + Penalty 3304.279951 = -120638.168472 nChanged 11 SP:Iteration 5Q (32660.180000 sec): 3 clusters Score: Raw -123964.340771 + Penalty 3304.279951 = -120660.060819 nChanged 11 SP:Iteration 6Q (32660.190000 sec): 3 clusters Score: Raw -123982.049938 + Penalty 3304.279951 = -120677.769987 nChanged 7 SP:Iteration 7Q (32660.190000 sec): 3 clusters Score: Raw -123990.219172 + Penalty 3304.279951 = -120685.939221 nChanged 2 SP:Iteration 8Q (32660.200000 sec): 3 clusters Score: Raw -123995.431821 + Penalty 3304.279951 = -120691.151869 nChanged 1 SP:Iteration 9Q (32660.200000 sec): 3 clusters Score: Raw -123997.065246 + Penalty 3304.279951 = -120692.785295 nChanged 0 SP:Iteration 10F (32660.200000 sec): 3 clusters Score: Raw -123997.065246 + Penalty 3304.279951 = -120692.785295 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 4 (6480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32660.240000 sec): 2 clusters Score: Raw -1003465.712117 + Penalty 2176.565996 = -1001289.146121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32660.270000 sec): 3 clusters Score: Raw -1000132.712614 + Penalty 4353.131992 = -995779.580622 nChanged 2561 SP:Iteration 1F (32660.310000 sec): 3 clusters Score: Raw -1001505.261291 + Penalty 4353.131992 = -997152.129300 nChanged 473 SP:Iteration 2F (32660.340000 sec): 3 clusters Score: Raw -1001759.500672 + Penalty 4353.131992 = -997406.368681 nChanged 324 SP:Iteration 3Q (32660.370000 sec): 3 clusters Score: Raw -1001944.116589 + Penalty 4353.131992 = -997590.984597 nChanged 279 SP:Iteration 4Q (32660.400000 sec): 3 clusters Score: Raw -1002083.348804 + Penalty 4353.131992 = -997730.216813 nChanged 232 SP:Iteration 5Q (32660.440000 sec): 3 clusters Score: Raw -1002209.610252 + Penalty 4353.131992 = -997856.478261 nChanged 245 SP:Iteration 6Q (32660.470000 sec): 3 clusters Score: Raw -1002323.980392 + Penalty 4353.131992 = -997970.848400 nChanged 213 SP:Iteration 7Q (32660.500000 sec): 3 clusters Score: Raw -1002435.787708 + Penalty 4353.131992 = -998082.655716 nChanged 207 SP:Iteration 8Q (32660.540000 sec): 3 clusters Score: Raw -1002553.059202 + Penalty 4353.131992 = -998199.927210 nChanged 215 SP:Iteration 9Q (32660.570000 sec): 3 clusters Score: Raw -1002671.751427 + Penalty 4353.131992 = -998318.619435 nChanged 196 SP:Iteration 10Q (32660.600000 sec): 3 clusters Score: Raw -1002783.814336 + Penalty 4353.131992 = -998430.682345 nChanged 205 SP:Iteration 11Q (32660.630000 sec): 3 clusters Score: Raw -1002908.281322 + Penalty 4353.131992 = -998555.149331 nChanged 210 SP:Iteration 12Q (32660.660000 sec): 3 clusters Score: Raw -1003057.151625 + Penalty 4353.131992 = -998704.019634 nChanged 222 SP:Iteration 13Q (32660.700000 sec): 3 clusters Score: Raw -1003229.141546 + Penalty 4353.131992 = -998876.009555 nChanged 214 SP:Iteration 14Q (32660.730000 sec): 3 clusters Score: Raw -1003397.766194 + Penalty 4353.131992 = -999044.634203 nChanged 200 SP:Iteration 15Q (32660.760000 sec): 3 clusters Score: Raw -1003578.524114 + Penalty 4353.131992 = -999225.392122 nChanged 194 SP:Iteration 16Q (32660.800000 sec): 3 clusters Score: Raw -1003761.273693 + Penalty 4353.131992 = -999408.141702 nChanged 185 SP:Iteration 17Q (32660.820000 sec): 3 clusters Score: Raw -1003921.428842 + Penalty 4353.131992 = -999568.296851 nChanged 163 SP:Iteration 18Q (32660.860000 sec): 3 clusters Score: Raw -1004046.049971 + Penalty 4353.131992 = -999692.917979 nChanged 123 SP:Iteration 19Q (32660.890000 sec): 3 clusters Score: Raw -1004122.194742 + Penalty 4353.131992 = -999769.062751 nChanged 83 SP:Iteration 20F (32660.920000 sec): 3 clusters Score: Raw -1004165.645540 + Penalty 4353.131992 = -999812.513549 nChanged 56 SP:Iteration 21Q (32660.950000 sec): 3 clusters Score: Raw -1004194.335965 + Penalty 4353.131992 = -999841.203974 nChanged 42 SP:Iteration 22Q (32660.980000 sec): 3 clusters Score: Raw -1004211.236266 + Penalty 4353.131992 = -999858.104274 nChanged 37 SP:Iteration 23Q (32661.010000 sec): 3 clusters Score: Raw -1004225.948865 + Penalty 4353.131992 = -999872.816873 nChanged 30 SP:Iteration 24Q (32661.040000 sec): 3 clusters Score: Raw -1004237.335109 + Penalty 4353.131992 = -999884.203118 nChanged 29 SP:Iteration 25Q (32661.070000 sec): 3 clusters Score: Raw -1004248.062541 + Penalty 4353.131992 = -999894.930550 nChanged 20 SP:Iteration 26Q (32661.100000 sec): 3 clusters Score: Raw -1004254.948197 + Penalty 4353.131992 = -999901.816205 nChanged 20 SP:Iteration 27Q (32661.120000 sec): 3 clusters Score: Raw -1004260.249885 + Penalty 4353.131992 = -999907.117894 nChanged 12 SP:Iteration 28Q (32661.160000 sec): 3 clusters Score: Raw -1004264.728918 + Penalty 4353.131992 = -999911.596927 nChanged 17 SP:Iteration 29Q (32661.180000 sec): 3 clusters Score: Raw -1004271.312043 + Penalty 4353.131992 = -999918.180052 nChanged 22 SP:Iteration 30Q (32661.210000 sec): 3 clusters Score: Raw -1004280.708199 + Penalty 4353.131992 = -999927.576208 nChanged 28 SP:Iteration 31Q (32661.240000 sec): 3 clusters Score: Raw -1004293.893647 + Penalty 4353.131992 = -999940.761655 nChanged 31 SP:Iteration 32Q (32661.270000 sec): 3 clusters Score: Raw -1004308.512466 + Penalty 4353.131992 = -999955.380475 nChanged 31 SP:Iteration 33Q (32661.300000 sec): 3 clusters Score: Raw -1004321.391922 + Penalty 4353.131992 = -999968.259930 nChanged 30 SP:Iteration 34Q (32661.330000 sec): 3 clusters Score: Raw -1004339.134807 + Penalty 4353.131992 = -999986.002816 nChanged 40 SP:Iteration 35Q (32661.360000 sec): 3 clusters Score: Raw -1004362.128595 + Penalty 4353.131992 = -1000008.996604 nChanged 40 SP:Iteration 36Q (32661.380000 sec): 3 clusters Score: Raw -1004392.193209 + Penalty 4353.131992 = -1000039.061218 nChanged 53 SP:Iteration 37Q (32661.410000 sec): 3 clusters Score: Raw -1004436.478932 + Penalty 4353.131992 = -1000083.346941 nChanged 64 SP:Iteration 38Q (32661.440000 sec): 3 clusters Score: Raw -1004518.654173 + Penalty 4353.131992 = -1000165.522182 nChanged 82 SP:Iteration 39Q (32661.470000 sec): 3 clusters Score: Raw -1004659.007038 + Penalty 4353.131992 = -1000305.875047 nChanged 74 SP:Iteration 40F (32661.500000 sec): 3 clusters Score: Raw -1004787.523519 + Penalty 4353.131992 = -1000434.391528 nChanged 54 SP:Iteration 41Q (32661.530000 sec): 3 clusters Score: Raw -1004851.201429 + Penalty 4353.131992 = -1000498.069437 nChanged 43 SP:Iteration 42Q (32661.550000 sec): 3 clusters Score: Raw -1004874.883901 + Penalty 4353.131992 = -1000521.751910 nChanged 27 SP:Iteration 43Q (32661.580000 sec): 3 clusters Score: Raw -1004888.108328 + Penalty 4353.131992 = -1000534.976337 nChanged 14 SP:Iteration 44Q (32661.600000 sec): 3 clusters Score: Raw -1004892.675233 + Penalty 4353.131992 = -1000539.543242 nChanged 4 SP:Iteration 45Q (32661.630000 sec): 3 clusters Score: Raw -1004894.587049 + Penalty 4353.131992 = -1000541.455058 nChanged 3 SP:Iteration 46Q (32661.660000 sec): 3 clusters Score: Raw -1004895.527343 + Penalty 4353.131992 = -1000542.395351 nChanged 3 SP:Iteration 47Q (32661.680000 sec): 3 clusters Score: Raw -1004897.035026 + Penalty 4353.131992 = -1000543.903035 nChanged 2 SP:Iteration 48Q (32661.700000 sec): 3 clusters Score: Raw -1004897.415283 + Penalty 4353.131992 = -1000544.283292 nChanged 0 SP:Iteration 49F (32661.740000 sec): 3 clusters Score: Raw -1004897.415283 + Penalty 4353.131992 = -1000544.283292 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 5 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32661.750000 sec): 2 clusters Score: Raw -68493.001124 + Penalty 1493.213791 = -66999.787334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32661.750000 sec): 3 clusters Score: Raw -68601.928700 + Penalty 2986.427581 = -65615.501119 nChanged 77 SP:Iteration 1F (32661.750000 sec): 3 clusters Score: Raw -68757.404250 + Penalty 2986.427581 = -65770.976669 nChanged 25 SP:Iteration 2F (32661.760000 sec): 3 clusters Score: Raw -68834.326368 + Penalty 2986.427581 = -65847.898786 nChanged 18 SP:Iteration 3Q (32661.760000 sec): 3 clusters Score: Raw -68876.899810 + Penalty 2986.427581 = -65890.472228 nChanged 13 SP:Iteration 4Q (32661.760000 sec): 3 clusters Score: Raw -68948.341123 + Penalty 2986.427581 = -65961.913542 nChanged 7 SP:Iteration 5Q (32661.760000 sec): 3 clusters Score: Raw -68960.642944 + Penalty 2986.427581 = -65974.215362 nChanged 3 SP:Iteration 6Q (32661.760000 sec): 3 clusters Score: Raw -68970.251657 + Penalty 2986.427581 = -65983.824075 nChanged 6 SP:Iteration 7Q (32661.760000 sec): 3 clusters Score: Raw -68997.019099 + Penalty 2986.427581 = -66010.591517 nChanged 2 SP:Iteration 8Q (32661.770000 sec): 3 clusters Score: Raw -69000.295022 + Penalty 2986.427581 = -66013.867440 nChanged 0 SP:Iteration 9F (32661.770000 sec): 3 clusters Score: Raw -69000.295022 + Penalty 2986.427581 = -66013.867440 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 6 (669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32661.780000 sec): 2 clusters Score: Raw -102947.600234 + Penalty 1613.434447 = -101334.165787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32661.780000 sec): 3 clusters Score: Raw -102870.198983 + Penalty 3226.868894 = -99643.330089 nChanged 140 SP:Iteration 1F (32661.780000 sec): 3 clusters Score: Raw -103079.593542 + Penalty 3226.868894 = -99852.724648 nChanged 38 SP:Iteration 2F (32661.790000 sec): 3 clusters Score: Raw -103140.831636 + Penalty 3226.868894 = -99913.962742 nChanged 18 SP:Iteration 3Q (32661.790000 sec): 3 clusters Score: Raw -103175.307484 + Penalty 3226.868894 = -99948.438590 nChanged 11 SP:Iteration 4Q (32661.790000 sec): 3 clusters Score: Raw -103194.135713 + Penalty 3226.868894 = -99967.266819 nChanged 5 SP:Iteration 5Q (32661.800000 sec): 3 clusters Score: Raw -103202.853986 + Penalty 3226.868894 = -99975.985092 nChanged 3 SP:Iteration 6Q (32661.800000 sec): 3 clusters Score: Raw -103208.029582 + Penalty 3226.868894 = -99981.160688 nChanged 1 SP:Iteration 7Q (32661.800000 sec): 3 clusters Score: Raw -103213.678165 + Penalty 3226.868894 = -99986.809272 nChanged 2 SP:Iteration 8Q (32661.810000 sec): 3 clusters Score: Raw -103216.162228 + Penalty 3226.868894 = -99989.293335 nChanged 3 SP:Iteration 9Q (32661.810000 sec): 3 clusters Score: Raw -103220.376713 + Penalty 3226.868894 = -99993.507820 nChanged 2 SP:Iteration 10Q (32661.810000 sec): 3 clusters Score: Raw -103224.234313 + Penalty 3226.868894 = -99997.365419 nChanged 0 SP:Iteration 11F (32661.820000 sec): 3 clusters Score: Raw -103224.234313 + Penalty 3226.868894 = -99997.365419 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 7 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32661.820000 sec): 2 clusters Score: Raw -33776.085342 + Penalty 1390.238912 = -32385.846430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32661.820000 sec): 3 clusters Score: Raw -34035.496704 + Penalty 2780.477825 = -31255.018879 nChanged 51 SP:Iteration 1F (32661.820000 sec): 3 clusters Score: Raw -34302.691265 + Penalty 2780.477825 = -31522.213440 nChanged 17 SP:Iteration 2F (32661.830000 sec): 3 clusters Score: Raw -34484.415517 + Penalty 2780.477825 = -31703.937692 nChanged 9 SP:Iteration 3Q (32661.830000 sec): 3 clusters Score: Raw -34563.338238 + Penalty 2780.477825 = -31782.860413 nChanged 4 SP:Iteration 4Q (32661.830000 sec): 3 clusters Score: Raw -34587.156131 + Penalty 2780.477825 = -31806.678306 nChanged 0 SP:Iteration 5F (32661.830000 sec): 3 clusters Score: Raw -34587.156131 + Penalty 2780.477825 = -31806.678306 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 8 (33345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32662.000000 sec): 2 clusters Score: Raw -5419362.840383 + Penalty 2582.836453 = -5416780.003930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32662.180000 sec): 3 clusters Score: Raw -5399125.009878 + Penalty 5165.672905 = -5393959.336973 nChanged 15146 SP:Iteration 1F (32662.350000 sec): 3 clusters Score: Raw -5407421.401567 + Penalty 5165.672905 = -5402255.728662 nChanged 1678 SP:Iteration 2F (32662.520000 sec): 3 clusters Score: Raw -5408014.630795 + Penalty 5165.672905 = -5402848.957890 nChanged 1611 SP:Iteration 3Q (32662.700000 sec): 3 clusters Score: Raw -5408695.632958 + Penalty 5165.672905 = -5403529.960053 nChanged 1829 SP:Iteration 4F (32662.880000 sec): 3 clusters Score: Raw -5409632.480566 + Penalty 5165.672905 = -5404466.807661 nChanged 2241 SP:Iteration 5F (32663.050000 sec): 3 clusters Score: Raw -5411056.418324 + Penalty 5165.672905 = -5405890.745419 nChanged 2469 SP:Iteration 6F (32663.220000 sec): 3 clusters Score: Raw -5412889.261066 + Penalty 5165.672905 = -5407723.588161 nChanged 2487 SP:Iteration 7F (32663.400000 sec): 3 clusters Score: Raw -5414981.346986 + Penalty 5165.672905 = -5409815.674081 nChanged 2083 SP:Iteration 8F (32663.570000 sec): 3 clusters Score: Raw -5416840.118218 + Penalty 5165.672905 = -5411674.445312 nChanged 1421 SP:Iteration 9Q (32663.740000 sec): 3 clusters Score: Raw -5418137.253637 + Penalty 5165.672905 = -5412971.580731 nChanged 846 SP:Iteration 10Q (32663.900000 sec): 3 clusters Score: Raw -5418944.697792 + Penalty 5165.672905 = -5413779.024887 nChanged 419 SP:Iteration 11Q (32664.060000 sec): 3 clusters Score: Raw -5419363.864506 + Penalty 5165.672905 = -5414198.191601 nChanged 193 SP:Iteration 12Q (32664.200000 sec): 3 clusters Score: Raw -5419580.872144 + Penalty 5165.672905 = -5414415.199239 nChanged 100 SP:Iteration 13Q (32664.340000 sec): 3 clusters Score: Raw -5419705.369173 + Penalty 5165.672905 = -5414539.696268 nChanged 54 SP:Iteration 14Q (32664.460000 sec): 3 clusters Score: Raw -5419790.549938 + Penalty 5165.672905 = -5414624.877033 nChanged 33 SP:Iteration 15Q (32664.590000 sec): 3 clusters Score: Raw -5419839.692223 + Penalty 5165.672905 = -5414674.019318 nChanged 25 SP:Iteration 16Q (32664.720000 sec): 3 clusters Score: Raw -5419876.375836 + Penalty 5165.672905 = -5414710.702931 nChanged 15 SP:Iteration 17Q (32664.840000 sec): 3 clusters Score: Raw -5419894.622997 + Penalty 5165.672905 = -5414728.950092 nChanged 8 SP:Iteration 18Q (32664.960000 sec): 3 clusters Score: Raw -5419906.267043 + Penalty 5165.672905 = -5414740.594138 nChanged 12 SP:Iteration 19Q (32665.090000 sec): 3 clusters Score: Raw -5419922.699363 + Penalty 5165.672905 = -5414757.026458 nChanged 9 SP:Iteration 20F (32665.260000 sec): 3 clusters Score: Raw -5419945.497741 + Penalty 5165.672905 = -5414779.824836 nChanged 10 SP:Iteration 21Q (32665.380000 sec): 3 clusters Score: Raw -5419984.156598 + Penalty 5165.672905 = -5414818.483693 nChanged 17 SP:Iteration 22Q (32665.510000 sec): 3 clusters Score: Raw -5420012.423487 + Penalty 5165.672905 = -5414846.750582 nChanged 14 SP:Iteration 23Q (32665.630000 sec): 3 clusters Score: Raw -5420034.788906 + Penalty 5165.672905 = -5414869.116001 nChanged 12 SP:Iteration 24Q (32665.760000 sec): 3 clusters Score: Raw -5420047.039418 + Penalty 5165.672905 = -5414881.366513 nChanged 2 SP:Iteration 25Q (32665.890000 sec): 3 clusters Score: Raw -5420049.056565 + Penalty 5165.672905 = -5414883.383660 nChanged 2 SP:Iteration 26Q (32666.010000 sec): 3 clusters Score: Raw -5420051.694850 + Penalty 5165.672905 = -5414886.021945 nChanged 1 SP:Iteration 27Q (32666.140000 sec): 3 clusters Score: Raw -5420053.583617 + Penalty 5165.672905 = -5414887.910712 nChanged 1 SP:Iteration 28Q (32666.260000 sec): 3 clusters Score: Raw -5420054.394366 + Penalty 5165.672905 = -5414888.721461 nChanged 2 SP:Iteration 29Q (32666.380000 sec): 3 clusters Score: Raw -5420055.790828 + Penalty 5165.672905 = -5414890.117923 nChanged 0 SP:Iteration 30F (32666.550000 sec): 3 clusters Score: Raw -5420055.790828 + Penalty 5165.672905 = -5414890.117923 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 9 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32666.580000 sec): 2 clusters Score: Raw -83634.675250 + Penalty 1555.673498 = -82079.001753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32666.580000 sec): 3 clusters Score: Raw -83638.111091 + Penalty 3111.346995 = -80526.764096 nChanged 105 SP:Iteration 1F (32666.580000 sec): 3 clusters Score: Raw -83802.628064 + Penalty 3111.346995 = -80691.281068 nChanged 16 SP:Iteration 2Q (32666.590000 sec): 3 clusters Score: Raw -83829.746590 + Penalty 3111.346995 = -80718.399595 nChanged 6 SP:Iteration 3Q (32666.590000 sec): 3 clusters Score: Raw -83839.998357 + Penalty 3111.346995 = -80728.651361 nChanged 2 SP:Iteration 4Q (32666.590000 sec): 3 clusters Score: Raw -83845.719209 + Penalty 3111.346995 = -80734.372214 nChanged 3 SP:Iteration 5Q (32666.600000 sec): 3 clusters Score: Raw -83850.091900 + Penalty 3111.346995 = -80738.744905 nChanged 2 SP:Iteration 6Q (32666.600000 sec): 3 clusters Score: Raw -83854.730700 + Penalty 3111.346995 = -80743.383705 nChanged 2 SP:Iteration 7Q (32666.600000 sec): 3 clusters Score: Raw -83860.085415 + Penalty 3111.346995 = -80748.738420 nChanged 1 SP:Iteration 8Q (32666.600000 sec): 3 clusters Score: Raw -83863.652555 + Penalty 3111.346995 = -80752.305559 nChanged 1 SP:Iteration 9Q (32666.600000 sec): 3 clusters Score: Raw -83867.451005 + Penalty 3111.346995 = -80756.104010 nChanged 0 SP:Iteration 10F (32666.610000 sec): 3 clusters Score: Raw -83867.451005 + Penalty 3111.346995 = -80756.104010 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 10 (3613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32666.630000 sec): 2 clusters Score: Raw -566870.122080 + Penalty 2031.688845 = -564838.433235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32666.650000 sec): 3 clusters Score: Raw -565278.712957 + Penalty 4063.377691 = -561215.335267 nChanged 1274 SP:Iteration 1F (32666.660000 sec): 3 clusters Score: Raw -566129.269782 + Penalty 4063.377691 = -562065.892092 nChanged 264 SP:Iteration 2F (32666.680000 sec): 3 clusters Score: Raw -566301.740427 + Penalty 4063.377691 = -562238.362736 nChanged 163 SP:Iteration 3Q (32666.700000 sec): 3 clusters Score: Raw -566391.537507 + Penalty 4063.377691 = -562328.159816 nChanged 107 SP:Iteration 4Q (32666.720000 sec): 3 clusters Score: Raw -566449.504687 + Penalty 4063.377691 = -562386.126997 nChanged 85 SP:Iteration 5Q (32666.740000 sec): 3 clusters Score: Raw -566497.010562 + Penalty 4063.377691 = -562433.632871 nChanged 67 SP:Iteration 6Q (32666.760000 sec): 3 clusters Score: Raw -566527.292071 + Penalty 4063.377691 = -562463.914380 nChanged 55 SP:Iteration 7Q (32666.780000 sec): 3 clusters Score: Raw -566553.307336 + Penalty 4063.377691 = -562489.929646 nChanged 35 SP:Iteration 8Q (32666.790000 sec): 3 clusters Score: Raw -566570.546556 + Penalty 4063.377691 = -562507.168865 nChanged 38 SP:Iteration 9Q (32666.810000 sec): 3 clusters Score: Raw -566584.627246 + Penalty 4063.377691 = -562521.249555 nChanged 26 SP:Iteration 10Q (32666.830000 sec): 3 clusters Score: Raw -566593.961410 + Penalty 4063.377691 = -562530.583720 nChanged 16 SP:Iteration 11Q (32666.850000 sec): 3 clusters Score: Raw -566600.179445 + Penalty 4063.377691 = -562536.801754 nChanged 19 SP:Iteration 12Q (32666.860000 sec): 3 clusters Score: Raw -566608.648660 + Penalty 4063.377691 = -562545.270969 nChanged 17 SP:Iteration 13Q (32666.880000 sec): 3 clusters Score: Raw -566615.212040 + Penalty 4063.377691 = -562551.834349 nChanged 13 SP:Iteration 14Q (32666.900000 sec): 3 clusters Score: Raw -566619.911839 + Penalty 4063.377691 = -562556.534149 nChanged 8 SP:Iteration 15Q (32666.920000 sec): 3 clusters Score: Raw -566624.360568 + Penalty 4063.377691 = -562560.982877 nChanged 9 SP:Iteration 16Q (32666.940000 sec): 3 clusters Score: Raw -566627.470885 + Penalty 4063.377691 = -562564.093194 nChanged 5 SP:Iteration 17Q (32666.960000 sec): 3 clusters Score: Raw -566629.285865 + Penalty 4063.377691 = -562565.908174 nChanged 6 SP:Iteration 18Q (32666.970000 sec): 3 clusters Score: Raw -566631.221184 + Penalty 4063.377691 = -562567.843494 nChanged 2 SP:Iteration 19Q (32666.990000 sec): 3 clusters Score: Raw -566632.376067 + Penalty 4063.377691 = -562568.998376 nChanged 3 SP:Iteration 20F (32667.010000 sec): 3 clusters Score: Raw -566633.338978 + Penalty 4063.377691 = -562569.961287 nChanged 4 SP:Iteration 21Q (32667.030000 sec): 3 clusters Score: Raw -566634.825721 + Penalty 4063.377691 = -562571.448030 nChanged 5 SP:Iteration 22Q (32667.040000 sec): 3 clusters Score: Raw -566636.631068 + Penalty 4063.377691 = -562573.253377 nChanged 5 SP:Iteration 23Q (32667.060000 sec): 3 clusters Score: Raw -566637.929668 + Penalty 4063.377691 = -562574.551977 nChanged 7 SP:Iteration 24Q (32667.080000 sec): 3 clusters Score: Raw -566639.787316 + Penalty 4063.377691 = -562576.409625 nChanged 3 SP:Iteration 25Q (32667.100000 sec): 3 clusters Score: Raw -566640.193958 + Penalty 4063.377691 = -562576.816267 nChanged 1 SP:Iteration 26Q (32667.120000 sec): 3 clusters Score: Raw -566640.540648 + Penalty 4063.377691 = -562577.162957 nChanged 1 SP:Iteration 27Q (32667.140000 sec): 3 clusters Score: Raw -566641.359195 + Penalty 4063.377691 = -562577.981504 nChanged 1 SP:Iteration 28Q (32667.150000 sec): 3 clusters Score: Raw -566641.642722 + Penalty 4063.377691 = -562578.265031 nChanged 2 SP:Iteration 29Q (32667.170000 sec): 3 clusters Score: Raw -566642.139363 + Penalty 4063.377691 = -562578.761673 nChanged 0 SP:Iteration 30F (32667.190000 sec): 3 clusters Score: Raw -566642.139363 + Penalty 4063.377691 = -562578.761673 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 11 (106787 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32667.710000 sec): 2 clusters Score: Raw -16327769.316459 + Penalty 2871.490686 = -16324897.825773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32668.270000 sec): 3 clusters Score: Raw -16259321.523826 + Penalty 5742.981372 = -16253578.542454 nChanged 50536 SP:Iteration 1F (32668.830000 sec): 3 clusters Score: Raw -16288891.646222 + Penalty 5742.981372 = -16283148.664850 nChanged 4447 SP:Iteration 2Q (32669.400000 sec): 3 clusters Score: Raw -16290556.712577 + Penalty 5742.981372 = -16284813.731205 nChanged 5255 SP:Iteration 3Q (32669.970000 sec): 3 clusters Score: Raw -16293045.095898 + Penalty 5742.981372 = -16287302.114527 nChanged 6374 SP:Iteration 4F (32670.520000 sec): 3 clusters Score: Raw -16296866.431312 + Penalty 5742.981372 = -16291123.449940 nChanged 7551 SP:Iteration 5F (32671.080000 sec): 3 clusters Score: Raw -16302467.768213 + Penalty 5742.981372 = -16296724.786842 nChanged 8130 SP:Iteration 6F (32671.640000 sec): 3 clusters Score: Raw -16309431.296991 + Penalty 5742.981372 = -16303688.315619 nChanged 7383 SP:Iteration 7F (32672.190000 sec): 3 clusters Score: Raw -16316200.348685 + Penalty 5742.981372 = -16310457.367313 nChanged 5576 SP:Iteration 8F (32672.740000 sec): 3 clusters Score: Raw -16321241.290559 + Penalty 5742.981372 = -16315498.309187 nChanged 3457 SP:Iteration 9Q (32673.250000 sec): 3 clusters Score: Raw -16324054.672336 + Penalty 5742.981372 = -16318311.690964 nChanged 2257 SP:Iteration 10Q (32673.720000 sec): 3 clusters Score: Raw -16325677.560894 + Penalty 5742.981372 = -16319934.579522 nChanged 1525 SP:Iteration 11Q (32674.190000 sec): 3 clusters Score: Raw -16326667.542755 + Penalty 5742.981372 = -16320924.561383 nChanged 1082 SP:Iteration 12Q (32674.640000 sec): 3 clusters Score: Raw -16327290.682272 + Penalty 5742.981372 = -16321547.700900 nChanged 775 SP:Iteration 13Q (32675.070000 sec): 3 clusters Score: Raw -16327689.539852 + Penalty 5742.981372 = -16321946.558480 nChanged 560 SP:Iteration 14Q (32675.490000 sec): 3 clusters Score: Raw -16327953.340197 + Penalty 5742.981372 = -16322210.358825 nChanged 401 SP:Iteration 15Q (32675.900000 sec): 3 clusters Score: Raw -16328130.282360 + Penalty 5742.981372 = -16322387.300989 nChanged 322 SP:Iteration 16Q (32676.320000 sec): 3 clusters Score: Raw -16328278.332926 + Penalty 5742.981372 = -16322535.351554 nChanged 227 SP:Iteration 17Q (32676.720000 sec): 3 clusters Score: Raw -16328368.474170 + Penalty 5742.981372 = -16322625.492798 nChanged 168 SP:Iteration 18Q (32677.130000 sec): 3 clusters Score: Raw -16328431.143579 + Penalty 5742.981372 = -16322688.162207 nChanged 127 SP:Iteration 19Q (32677.540000 sec): 3 clusters Score: Raw -16328479.480630 + Penalty 5742.981372 = -16322736.499258 nChanged 116 SP:Iteration 20F (32678.080000 sec): 3 clusters Score: Raw -16328528.105882 + Penalty 5742.981372 = -16322785.124510 nChanged 107 SP:Iteration 21Q (32678.490000 sec): 3 clusters Score: Raw -16328578.344814 + Penalty 5742.981372 = -16322835.363443 nChanged 75 SP:Iteration 22Q (32678.900000 sec): 3 clusters Score: Raw -16328607.774203 + Penalty 5742.981372 = -16322864.792831 nChanged 56 SP:Iteration 23Q (32679.300000 sec): 3 clusters Score: Raw -16328630.440814 + Penalty 5742.981372 = -16322887.459442 nChanged 51 SP:Iteration 24Q (32679.700000 sec): 3 clusters Score: Raw -16328650.227884 + Penalty 5742.981372 = -16322907.246512 nChanged 48 SP:Iteration 25Q (32680.100000 sec): 3 clusters Score: Raw -16328666.569168 + Penalty 5742.981372 = -16322923.587796 nChanged 36 SP:Iteration 26Q (32680.500000 sec): 3 clusters Score: Raw -16328680.904825 + Penalty 5742.981372 = -16322937.923453 nChanged 42 SP:Iteration 27Q (32680.900000 sec): 3 clusters Score: Raw -16328693.411615 + Penalty 5742.981372 = -16322950.430243 nChanged 21 SP:Iteration 28Q (32681.310000 sec): 3 clusters Score: Raw -16328700.437483 + Penalty 5742.981372 = -16322957.456111 nChanged 19 SP:Iteration 29Q (32681.710000 sec): 3 clusters Score: Raw -16328705.519077 + Penalty 5742.981372 = -16322962.537705 nChanged 14 SP:Iteration 30Q (32682.110000 sec): 3 clusters Score: Raw -16328709.305908 + Penalty 5742.981372 = -16322966.324536 nChanged 8 SP:Iteration 31Q (32682.510000 sec): 3 clusters Score: Raw -16328711.532980 + Penalty 5742.981372 = -16322968.551608 nChanged 8 SP:Iteration 32Q (32682.900000 sec): 3 clusters Score: Raw -16328713.016685 + Penalty 5742.981372 = -16322970.035313 nChanged 9 SP:Iteration 33Q (32683.300000 sec): 3 clusters Score: Raw -16328715.588800 + Penalty 5742.981372 = -16322972.607428 nChanged 6 SP:Iteration 34Q (32683.700000 sec): 3 clusters Score: Raw -16328718.315065 + Penalty 5742.981372 = -16322975.333693 nChanged 12 SP:Iteration 35Q (32684.100000 sec): 3 clusters Score: Raw -16328722.235745 + Penalty 5742.981372 = -16322979.254374 nChanged 15 SP:Iteration 36Q (32684.500000 sec): 3 clusters Score: Raw -16328728.488106 + Penalty 5742.981372 = -16322985.506734 nChanged 19 SP:Iteration 37Q (32684.890000 sec): 3 clusters Score: Raw -16328735.825030 + Penalty 5742.981372 = -16322992.843658 nChanged 11 SP:Iteration 38Q (32685.290000 sec): 3 clusters Score: Raw -16328739.820128 + Penalty 5742.981372 = -16322996.838756 nChanged 13 SP:Iteration 39Q (32685.690000 sec): 3 clusters Score: Raw -16328743.690589 + Penalty 5742.981372 = -16323000.709217 nChanged 7 SP:Iteration 40F (32686.230000 sec): 3 clusters Score: Raw -16328745.738489 + Penalty 5742.981372 = -16323002.757118 nChanged 5 SP:Iteration 41Q (32686.630000 sec): 3 clusters Score: Raw -16328747.104196 + Penalty 5742.981372 = -16323004.122824 nChanged 3 SP:Iteration 42Q (32687.030000 sec): 3 clusters Score: Raw -16328747.975993 + Penalty 5742.981372 = -16323004.994622 nChanged 4 SP:Iteration 43Q (32687.430000 sec): 3 clusters Score: Raw -16328749.364560 + Penalty 5742.981372 = -16323006.383188 nChanged 4 SP:Iteration 44Q (32687.830000 sec): 3 clusters Score: Raw -16328750.851386 + Penalty 5742.981372 = -16323007.870014 nChanged 6 SP:Iteration 45Q (32688.230000 sec): 3 clusters Score: Raw -16328752.570049 + Penalty 5742.981372 = -16323009.588677 nChanged 6 SP:Iteration 46Q (32688.630000 sec): 3 clusters Score: Raw -16328754.484904 + Penalty 5742.981372 = -16323011.503533 nChanged 3 SP:Iteration 47Q (32689.030000 sec): 3 clusters Score: Raw -16328756.043223 + Penalty 5742.981372 = -16323013.061851 nChanged 2 SP:Iteration 48Q (32689.430000 sec): 3 clusters Score: Raw -16328756.472782 + Penalty 5742.981372 = -16323013.491410 nChanged 3 SP:Iteration 49Q (32689.830000 sec): 3 clusters Score: Raw -16328756.985718 + Penalty 5742.981372 = -16323014.004346 nChanged 4 SP:Iteration 50Q (32690.220000 sec): 3 clusters Score: Raw -16328758.191614 + Penalty 5742.981372 = -16323015.210242 nChanged 3 SP:Iteration 51Q (32690.620000 sec): 3 clusters Score: Raw -16328759.215220 + Penalty 5742.981372 = -16323016.233848 nChanged 4 SP:Iteration 52Q (32691.020000 sec): 3 clusters Score: Raw -16328760.604032 + Penalty 5742.981372 = -16323017.622660 nChanged 4 SP:Iteration 53Q (32691.420000 sec): 3 clusters Score: Raw -16328761.819653 + Penalty 5742.981372 = -16323018.838281 nChanged 3 SP:Iteration 54Q (32691.820000 sec): 3 clusters Score: Raw -16328763.238116 + Penalty 5742.981372 = -16323020.256744 nChanged 7 SP:Iteration 55Q (32692.220000 sec): 3 clusters Score: Raw -16328766.067432 + Penalty 5742.981372 = -16323023.086060 nChanged 1 SP:Iteration 56Q (32692.620000 sec): 3 clusters Score: Raw -16328766.611152 + Penalty 5742.981372 = -16323023.629780 nChanged 3 SP:Iteration 57Q (32693.020000 sec): 3 clusters Score: Raw -16328768.062183 + Penalty 5742.981372 = -16323025.080811 nChanged 3 SP:Iteration 58Q (32693.420000 sec): 3 clusters Score: Raw -16328769.663865 + Penalty 5742.981372 = -16323026.682493 nChanged 4 SP:Iteration 59Q (32693.820000 sec): 3 clusters Score: Raw -16328770.675676 + Penalty 5742.981372 = -16323027.694304 nChanged 2 SP:Iteration 60F (32694.350000 sec): 3 clusters Score: Raw -16328771.128221 + Penalty 5742.981372 = -16323028.146849 nChanged 2 SP:Iteration 61Q (32694.750000 sec): 3 clusters Score: Raw -16328771.787636 + Penalty 5742.981372 = -16323028.806264 nChanged 2 SP:Iteration 62Q (32695.150000 sec): 3 clusters Score: Raw -16328772.264020 + Penalty 5742.981372 = -16323029.282648 nChanged 1 SP:Iteration 63Q (32695.550000 sec): 3 clusters Score: Raw -16328772.377576 + Penalty 5742.981372 = -16323029.396204 nChanged 1 SP:Iteration 64Q (32695.950000 sec): 3 clusters Score: Raw -16328772.582215 + Penalty 5742.981372 = -16323029.600844 nChanged 0 SP:Iteration 65F (32696.490000 sec): 3 clusters Score: Raw -16328772.582215 + Penalty 5742.981372 = -16323029.600844 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 12 (1380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32696.560000 sec): 2 clusters Score: Raw -210789.546492 + Penalty 1793.000017 = -208996.546475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32696.570000 sec): 3 clusters Score: Raw -210413.770213 + Penalty 3586.000034 = -206827.770179 nChanged 417 SP:Iteration 1F (32696.570000 sec): 3 clusters Score: Raw -210836.243551 + Penalty 3586.000034 = -207250.243517 nChanged 102 SP:Iteration 2F (32696.580000 sec): 3 clusters Score: Raw -210968.285665 + Penalty 3586.000034 = -207382.285631 nChanged 62 SP:Iteration 3Q (32696.590000 sec): 3 clusters Score: Raw -211039.142015 + Penalty 3586.000034 = -207453.141981 nChanged 45 SP:Iteration 4Q (32696.600000 sec): 3 clusters Score: Raw -211095.300433 + Penalty 3586.000034 = -207509.300399 nChanged 28 SP:Iteration 5Q (32696.600000 sec): 3 clusters Score: Raw -211131.263854 + Penalty 3586.000034 = -207545.263820 nChanged 28 SP:Iteration 6Q (32696.610000 sec): 3 clusters Score: Raw -211162.857862 + Penalty 3586.000034 = -207576.857828 nChanged 20 SP:Iteration 7Q (32696.620000 sec): 3 clusters Score: Raw -211183.895237 + Penalty 3586.000034 = -207597.895203 nChanged 20 SP:Iteration 8Q (32696.620000 sec): 3 clusters Score: Raw -211206.900509 + Penalty 3586.000034 = -207620.900475 nChanged 29 SP:Iteration 9Q (32696.630000 sec): 3 clusters Score: Raw -211240.451802 + Penalty 3586.000034 = -207654.451768 nChanged 32 SP:Iteration 10Q (32696.640000 sec): 3 clusters Score: Raw -211289.074408 + Penalty 3586.000034 = -207703.074374 nChanged 26 SP:Iteration 11Q (32696.640000 sec): 3 clusters Score: Raw -211345.613432 + Penalty 3586.000034 = -207759.613399 nChanged 34 SP:Iteration 12Q (32696.650000 sec): 3 clusters Score: Raw -211407.692209 + Penalty 3586.000034 = -207821.692175 nChanged 37 SP:Iteration 13Q (32696.650000 sec): 3 clusters Score: Raw -211452.686962 + Penalty 3586.000034 = -207866.686928 nChanged 37 SP:Iteration 14Q (32696.660000 sec): 3 clusters Score: Raw -211502.732947 + Penalty 3586.000034 = -207916.732913 nChanged 32 SP:Iteration 15Q (32696.670000 sec): 3 clusters Score: Raw -211539.405516 + Penalty 3586.000034 = -207953.405482 nChanged 18 SP:Iteration 16Q (32696.670000 sec): 3 clusters Score: Raw -211557.806842 + Penalty 3586.000034 = -207971.806808 nChanged 8 SP:Iteration 17Q (32696.680000 sec): 3 clusters Score: Raw -211564.013995 + Penalty 3586.000034 = -207978.013961 nChanged 5 SP:Iteration 18Q (32696.680000 sec): 3 clusters Score: Raw -211567.366259 + Penalty 3586.000034 = -207981.366225 nChanged 3 SP:Iteration 19Q (32696.690000 sec): 3 clusters Score: Raw -211569.582106 + Penalty 3586.000034 = -207983.582072 nChanged 3 SP:Iteration 20F (32696.700000 sec): 3 clusters Score: Raw -211572.520987 + Penalty 3586.000034 = -207986.520953 nChanged 2 SP:Iteration 21Q (32696.700000 sec): 3 clusters Score: Raw -211573.234385 + Penalty 3586.000034 = -207987.234351 nChanged 2 SP:Iteration 22Q (32696.710000 sec): 3 clusters Score: Raw -211574.627883 + Penalty 3586.000034 = -207988.627849 nChanged 4 SP:Iteration 23Q (32696.720000 sec): 3 clusters Score: Raw -211579.359700 + Penalty 3586.000034 = -207993.359666 nChanged 5 SP:Iteration 24Q (32696.720000 sec): 3 clusters Score: Raw -211588.699267 + Penalty 3586.000034 = -208002.699233 nChanged 7 SP:Iteration 25Q (32696.730000 sec): 3 clusters Score: Raw -211594.799653 + Penalty 3586.000034 = -208008.799619 nChanged 6 SP:Iteration 26Q (32696.740000 sec): 3 clusters Score: Raw -211599.809470 + Penalty 3586.000034 = -208013.809436 nChanged 4 SP:Iteration 27Q (32696.740000 sec): 3 clusters Score: Raw -211604.875570 + Penalty 3586.000034 = -208018.875536 nChanged 6 SP:Iteration 28Q (32696.750000 sec): 3 clusters Score: Raw -211611.248472 + Penalty 3586.000034 = -208025.248438 nChanged 4 SP:Iteration 29Q (32696.760000 sec): 3 clusters Score: Raw -211614.116250 + Penalty 3586.000034 = -208028.116216 nChanged 5 SP:Iteration 30Q (32696.760000 sec): 3 clusters Score: Raw -211620.557166 + Penalty 3586.000034 = -208034.557132 nChanged 8 SP:Iteration 31Q (32696.770000 sec): 3 clusters Score: Raw -211627.478490 + Penalty 3586.000034 = -208041.478457 nChanged 4 SP:Iteration 32Q (32696.780000 sec): 3 clusters Score: Raw -211630.903484 + Penalty 3586.000034 = -208044.903450 nChanged 1 SP:Iteration 33Q (32696.780000 sec): 3 clusters Score: Raw -211631.261483 + Penalty 3586.000034 = -208045.261449 nChanged 0 SP:Iteration 34F (32696.790000 sec): 3 clusters Score: Raw -211631.261483 + Penalty 3586.000034 = -208045.261449 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 13 (39423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32696.980000 sec): 2 clusters Score: Raw -6390788.877251 + Penalty 2624.361961 = -6388164.515290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32697.190000 sec): 3 clusters Score: Raw -6366601.331720 + Penalty 5248.723922 = -6361352.607798 nChanged 18035 SP:Iteration 1F (32697.390000 sec): 3 clusters Score: Raw -6376336.304795 + Penalty 5248.723922 = -6371087.580873 nChanged 1713 SP:Iteration 2Q (32697.600000 sec): 3 clusters Score: Raw -6376853.396329 + Penalty 5248.723922 = -6371604.672407 nChanged 1651 SP:Iteration 3Q (32697.810000 sec): 3 clusters Score: Raw -6377409.647083 + Penalty 5248.723922 = -6372160.923161 nChanged 1755 SP:Iteration 4Q (32698.020000 sec): 3 clusters Score: Raw -6378158.190319 + Penalty 5248.723922 = -6372909.466397 nChanged 2073 SP:Iteration 5F (32698.220000 sec): 3 clusters Score: Raw -6379250.145688 + Penalty 5248.723922 = -6374001.421766 nChanged 2533 SP:Iteration 6F (32698.420000 sec): 3 clusters Score: Raw -6380919.165636 + Penalty 5248.723922 = -6375670.441714 nChanged 2992 SP:Iteration 7F (32698.620000 sec): 3 clusters Score: Raw -6383313.404501 + Penalty 5248.723922 = -6378064.680579 nChanged 3025 SP:Iteration 8F (32698.830000 sec): 3 clusters Score: Raw -6386050.425112 + Penalty 5248.723922 = -6380801.701190 nChanged 2451 SP:Iteration 9F (32699.030000 sec): 3 clusters Score: Raw -6388392.913485 + Penalty 5248.723922 = -6383144.189563 nChanged 1519 SP:Iteration 10Q (32699.230000 sec): 3 clusters Score: Raw -6389878.405823 + Penalty 5248.723922 = -6384629.681901 nChanged 714 SP:Iteration 11Q (32699.410000 sec): 3 clusters Score: Raw -6390582.390147 + Penalty 5248.723922 = -6385333.666225 nChanged 272 SP:Iteration 12Q (32699.580000 sec): 3 clusters Score: Raw -6390856.021769 + Penalty 5248.723922 = -6385607.297847 nChanged 106 SP:Iteration 13Q (32699.740000 sec): 3 clusters Score: Raw -6390978.552838 + Penalty 5248.723922 = -6385729.828916 nChanged 52 SP:Iteration 14Q (32699.900000 sec): 3 clusters Score: Raw -6391047.465776 + Penalty 5248.723922 = -6385798.741854 nChanged 40 SP:Iteration 15Q (32700.050000 sec): 3 clusters Score: Raw -6391097.178140 + Penalty 5248.723922 = -6385848.454218 nChanged 29 SP:Iteration 16Q (32700.200000 sec): 3 clusters Score: Raw -6391130.014535 + Penalty 5248.723922 = -6385881.290613 nChanged 14 SP:Iteration 17Q (32700.350000 sec): 3 clusters Score: Raw -6391146.046064 + Penalty 5248.723922 = -6385897.322142 nChanged 10 SP:Iteration 18Q (32700.500000 sec): 3 clusters Score: Raw -6391160.777263 + Penalty 5248.723922 = -6385912.053341 nChanged 4 SP:Iteration 19Q (32700.650000 sec): 3 clusters Score: Raw -6391163.732321 + Penalty 5248.723922 = -6385915.008399 nChanged 1 SP:Iteration 20F (32700.850000 sec): 3 clusters Score: Raw -6391165.021349 + Penalty 5248.723922 = -6385916.297427 nChanged 2 SP:Iteration 21Q (32701.000000 sec): 3 clusters Score: Raw -6391167.414890 + Penalty 5248.723922 = -6385918.690968 nChanged 2 SP:Iteration 22Q (32701.140000 sec): 3 clusters Score: Raw -6391168.595099 + Penalty 5248.723922 = -6385919.871177 nChanged 1 SP:Iteration 23Q (32701.290000 sec): 3 clusters Score: Raw -6391169.529650 + Penalty 5248.723922 = -6385920.805728 nChanged 0 SP:Iteration 24F (32701.490000 sec): 3 clusters Score: Raw -6391169.529650 + Penalty 5248.723922 = -6385920.805728 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 14 (309491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32702.900000 sec): 2 clusters Score: Raw -49438776.551628 + Penalty 3135.385704 = -49435641.165924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32704.510000 sec): 3 clusters Score: Raw -49233343.971776 + Penalty 6270.771409 = -49227073.200368 nChanged 149985 SP:Iteration 1F (32706.110000 sec): 3 clusters Score: Raw -49322104.851953 + Penalty 6270.771409 = -49315834.080545 nChanged 7432 SP:Iteration 2Q (32707.750000 sec): 3 clusters Score: Raw -49323433.327451 + Penalty 6270.771409 = -49317162.556043 nChanged 8169 SP:Iteration 3Q (32709.380000 sec): 3 clusters Score: Raw -49325269.942680 + Penalty 6270.771409 = -49318999.171272 nChanged 10269 SP:Iteration 4Q (32711.020000 sec): 3 clusters Score: Raw -49328520.746324 + Penalty 6270.771409 = -49322249.974916 nChanged 14146 SP:Iteration 5Q (32712.670000 sec): 3 clusters Score: Raw -49334759.687191 + Penalty 6270.771409 = -49328488.915782 nChanged 19360 SP:Iteration 6F (32714.270000 sec): 3 clusters Score: Raw -49346344.411052 + Penalty 6270.771409 = -49340073.639643 nChanged 24747 SP:Iteration 7F (32715.880000 sec): 3 clusters Score: Raw -49365496.816024 + Penalty 6270.771409 = -49359226.044615 nChanged 26224 SP:Iteration 8F (32717.470000 sec): 3 clusters Score: Raw -49389385.784876 + Penalty 6270.771409 = -49383115.013468 nChanged 21183 SP:Iteration 9F (32719.070000 sec): 3 clusters Score: Raw -49410578.072806 + Penalty 6270.771409 = -49404307.301398 nChanged 13149 SP:Iteration 10Q (32720.620000 sec): 3 clusters Score: Raw -49424028.517806 + Penalty 6270.771409 = -49417757.746398 nChanged 7430 SP:Iteration 11Q (32722.010000 sec): 3 clusters Score: Raw -49430380.072649 + Penalty 6270.771409 = -49424109.301240 nChanged 4379 SP:Iteration 12Q (32723.310000 sec): 3 clusters Score: Raw -49433182.557062 + Penalty 6270.771409 = -49426911.785654 nChanged 2890 SP:Iteration 13Q (32724.570000 sec): 3 clusters Score: Raw -49434742.214658 + Penalty 6270.771409 = -49428471.443249 nChanged 2213 SP:Iteration 14Q (32725.800000 sec): 3 clusters Score: Raw -49435821.800087 + Penalty 6270.771409 = -49429551.028678 nChanged 1825 SP:Iteration 15Q (32727.010000 sec): 3 clusters Score: Raw -49436619.685990 + Penalty 6270.771409 = -49430348.914582 nChanged 1494 SP:Iteration 16Q (32728.220000 sec): 3 clusters Score: Raw -49437200.257845 + Penalty 6270.771409 = -49430929.486437 nChanged 1251 SP:Iteration 17Q (32729.420000 sec): 3 clusters Score: Raw -49437631.092337 + Penalty 6270.771409 = -49431360.320928 nChanged 1042 SP:Iteration 18Q (32730.600000 sec): 3 clusters Score: Raw -49437957.998851 + Penalty 6270.771409 = -49431687.227443 nChanged 896 SP:Iteration 19Q (32731.790000 sec): 3 clusters Score: Raw -49438232.405021 + Penalty 6270.771409 = -49431961.633612 nChanged 808 SP:Iteration 20F (32733.360000 sec): 3 clusters Score: Raw -49438468.930034 + Penalty 6270.771409 = -49432198.158625 nChanged 732 SP:Iteration 21Q (32734.530000 sec): 3 clusters Score: Raw -49438674.115571 + Penalty 6270.771409 = -49432403.344163 nChanged 634 SP:Iteration 22Q (32735.700000 sec): 3 clusters Score: Raw -49438842.328714 + Penalty 6270.771409 = -49432571.557305 nChanged 560 SP:Iteration 23Q (32736.850000 sec): 3 clusters Score: Raw -49438983.066433 + Penalty 6270.771409 = -49432712.295025 nChanged 484 SP:Iteration 24Q (32738.010000 sec): 3 clusters Score: Raw -49439099.351839 + Penalty 6270.771409 = -49432828.580430 nChanged 452 SP:Iteration 25Q (32739.160000 sec): 3 clusters Score: Raw -49439200.179475 + Penalty 6270.771409 = -49432929.408066 nChanged 416 SP:Iteration 26Q (32740.310000 sec): 3 clusters Score: Raw -49439299.656594 + Penalty 6270.771409 = -49433028.885185 nChanged 365 SP:Iteration 27Q (32741.450000 sec): 3 clusters Score: Raw -49439378.768978 + Penalty 6270.771409 = -49433107.997569 nChanged 309 SP:Iteration 28Q (32742.610000 sec): 3 clusters Score: Raw -49439439.754740 + Penalty 6270.771409 = -49433168.983332 nChanged 270 SP:Iteration 29Q (32743.750000 sec): 3 clusters Score: Raw -49439493.373116 + Penalty 6270.771409 = -49433222.601708 nChanged 284 SP:Iteration 30Q (32744.890000 sec): 3 clusters Score: Raw -49439554.980247 + Penalty 6270.771409 = -49433284.208838 nChanged 253 SP:Iteration 31Q (32746.020000 sec): 3 clusters Score: Raw -49439610.410573 + Penalty 6270.771409 = -49433339.639165 nChanged 254 SP:Iteration 32Q (32747.160000 sec): 3 clusters Score: Raw -49439663.826984 + Penalty 6270.771409 = -49433393.055576 nChanged 205 SP:Iteration 33Q (32748.290000 sec): 3 clusters Score: Raw -49439704.772789 + Penalty 6270.771409 = -49433434.001380 nChanged 197 SP:Iteration 34Q (32749.430000 sec): 3 clusters Score: Raw -49439742.628751 + Penalty 6270.771409 = -49433471.857342 nChanged 177 SP:Iteration 35Q (32750.560000 sec): 3 clusters Score: Raw -49439773.401404 + Penalty 6270.771409 = -49433502.629995 nChanged 140 SP:Iteration 36Q (32751.690000 sec): 3 clusters Score: Raw -49439796.455990 + Penalty 6270.771409 = -49433525.684581 nChanged 123 SP:Iteration 37Q (32752.830000 sec): 3 clusters Score: Raw -49439817.151460 + Penalty 6270.771409 = -49433546.380052 nChanged 106 SP:Iteration 38Q (32753.970000 sec): 3 clusters Score: Raw -49439835.945894 + Penalty 6270.771409 = -49433565.174486 nChanged 109 SP:Iteration 39Q (32755.100000 sec): 3 clusters Score: Raw -49439853.732722 + Penalty 6270.771409 = -49433582.961313 nChanged 83 SP:Iteration 40F (32756.680000 sec): 3 clusters Score: Raw -49439865.271629 + Penalty 6270.771409 = -49433594.500220 nChanged 81 SP:Iteration 41Q (32757.810000 sec): 3 clusters Score: Raw -49439876.302866 + Penalty 6270.771409 = -49433605.531457 nChanged 70 SP:Iteration 42Q (32758.940000 sec): 3 clusters Score: Raw -49439886.544428 + Penalty 6270.771409 = -49433615.773019 nChanged 72 SP:Iteration 43Q (32760.060000 sec): 3 clusters Score: Raw -49439896.851060 + Penalty 6270.771409 = -49433626.079651 nChanged 66 SP:Iteration 44Q (32761.190000 sec): 3 clusters Score: Raw -49439906.185632 + Penalty 6270.771409 = -49433635.414223 nChanged 56 SP:Iteration 45Q (32762.330000 sec): 3 clusters Score: Raw -49439915.023171 + Penalty 6270.771409 = -49433644.251762 nChanged 58 SP:Iteration 46Q (32763.450000 sec): 3 clusters Score: Raw -49439922.918634 + Penalty 6270.771409 = -49433652.147226 nChanged 48 SP:Iteration 47Q (32764.570000 sec): 3 clusters Score: Raw -49439929.267832 + Penalty 6270.771409 = -49433658.496424 nChanged 45 SP:Iteration 48Q (32765.700000 sec): 3 clusters Score: Raw -49439935.374352 + Penalty 6270.771409 = -49433664.602943 nChanged 52 SP:Iteration 49Q (32766.820000 sec): 3 clusters Score: Raw -49439942.383350 + Penalty 6270.771409 = -49433671.611941 nChanged 53 SP:Iteration 50Q (32767.950000 sec): 3 clusters Score: Raw -49439950.048675 + Penalty 6270.771409 = -49433679.277266 nChanged 49 SP:Iteration 51Q (32769.080000 sec): 3 clusters Score: Raw -49439956.876934 + Penalty 6270.771409 = -49433686.105526 nChanged 43 SP:Iteration 52Q (32770.200000 sec): 3 clusters Score: Raw -49439962.113467 + Penalty 6270.771409 = -49433691.342058 nChanged 37 SP:Iteration 53Q (32771.330000 sec): 3 clusters Score: Raw -49439966.945136 + Penalty 6270.771409 = -49433696.173728 nChanged 30 SP:Iteration 54Q (32772.450000 sec): 3 clusters Score: Raw -49439970.783102 + Penalty 6270.771409 = -49433700.011693 nChanged 30 SP:Iteration 55Q (32773.570000 sec): 3 clusters Score: Raw -49439973.995022 + Penalty 6270.771409 = -49433703.223614 nChanged 20 SP:Iteration 56Q (32774.700000 sec): 3 clusters Score: Raw -49439975.686492 + Penalty 6270.771409 = -49433704.915084 nChanged 17 SP:Iteration 57Q (32775.820000 sec): 3 clusters Score: Raw -49439977.471699 + Penalty 6270.771409 = -49433706.700290 nChanged 9 SP:Iteration 58Q (32776.950000 sec): 3 clusters Score: Raw -49439978.310566 + Penalty 6270.771409 = -49433707.539158 nChanged 11 SP:Iteration 59Q (32778.070000 sec): 3 clusters Score: Raw -49439979.331519 + Penalty 6270.771409 = -49433708.560110 nChanged 6 SP:Iteration 60F (32779.640000 sec): 3 clusters Score: Raw -49439979.983376 + Penalty 6270.771409 = -49433709.211967 nChanged 9 SP:Iteration 61Q (32780.770000 sec): 3 clusters Score: Raw -49439981.158258 + Penalty 6270.771409 = -49433710.386849 nChanged 12 SP:Iteration 62Q (32781.890000 sec): 3 clusters Score: Raw -49439982.607915 + Penalty 6270.771409 = -49433711.836507 nChanged 12 SP:Iteration 63Q (32783.010000 sec): 3 clusters Score: Raw -49439983.724568 + Penalty 6270.771409 = -49433712.953160 nChanged 6 SP:Iteration 64Q (32784.130000 sec): 3 clusters Score: Raw -49439984.364041 + Penalty 6270.771409 = -49433713.592632 nChanged 10 SP:Iteration 65Q (32785.260000 sec): 3 clusters Score: Raw -49439985.425096 + Penalty 6270.771409 = -49433714.653687 nChanged 11 SP:Iteration 66Q (32786.380000 sec): 3 clusters Score: Raw -49439986.381060 + Penalty 6270.771409 = -49433715.609652 nChanged 7 SP:Iteration 67Q (32787.510000 sec): 3 clusters Score: Raw -49439987.064862 + Penalty 6270.771409 = -49433716.293454 nChanged 8 SP:Iteration 68Q (32788.630000 sec): 3 clusters Score: Raw -49439987.912025 + Penalty 6270.771409 = -49433717.140616 nChanged 12 SP:Iteration 69Q (32789.760000 sec): 3 clusters Score: Raw -49439989.317213 + Penalty 6270.771409 = -49433718.545804 nChanged 12 SP:Iteration 70Q (32790.880000 sec): 3 clusters Score: Raw -49439990.714187 + Penalty 6270.771409 = -49433719.942778 nChanged 14 SP:Iteration 71Q (32792.000000 sec): 3 clusters Score: Raw -49439992.185450 + Penalty 6270.771409 = -49433721.414042 nChanged 8 SP:Iteration 72Q (32793.130000 sec): 3 clusters Score: Raw -49439992.875964 + Penalty 6270.771409 = -49433722.104556 nChanged 6 SP:Iteration 73Q (32794.260000 sec): 3 clusters Score: Raw -49439993.690022 + Penalty 6270.771409 = -49433722.918613 nChanged 10 SP:Iteration 74Q (32795.380000 sec): 3 clusters Score: Raw -49439994.679520 + Penalty 6270.771409 = -49433723.908111 nChanged 4 SP:Iteration 75Q (32796.500000 sec): 3 clusters Score: Raw -49439995.064598 + Penalty 6270.771409 = -49433724.293189 nChanged 5 SP:Iteration 76Q (32797.620000 sec): 3 clusters Score: Raw -49439995.593618 + Penalty 6270.771409 = -49433724.822209 nChanged 8 SP:Iteration 77Q (32798.740000 sec): 3 clusters Score: Raw -49439996.532931 + Penalty 6270.771409 = -49433725.761522 nChanged 10 SP:Iteration 78Q (32799.860000 sec): 3 clusters Score: Raw -49439997.796734 + Penalty 6270.771409 = -49433727.025326 nChanged 13 SP:Iteration 79Q (32800.980000 sec): 3 clusters Score: Raw -49439999.153527 + Penalty 6270.771409 = -49433728.382119 nChanged 14 SP:Iteration 80F (32802.570000 sec): 3 clusters Score: Raw -49440000.402330 + Penalty 6270.771409 = -49433729.630921 nChanged 8 SP:Iteration 81Q (32803.690000 sec): 3 clusters Score: Raw -49440001.351739 + Penalty 6270.771409 = -49433730.580330 nChanged 6 SP:Iteration 82Q (32804.810000 sec): 3 clusters Score: Raw -49440002.036443 + Penalty 6270.771409 = -49433731.265035 nChanged 7 SP:Iteration 83Q (32805.930000 sec): 3 clusters Score: Raw -49440002.672628 + Penalty 6270.771409 = -49433731.901220 nChanged 9 SP:Iteration 84Q (32807.060000 sec): 3 clusters Score: Raw -49440003.432603 + Penalty 6270.771409 = -49433732.661195 nChanged 10 SP:Iteration 85Q (32808.180000 sec): 3 clusters Score: Raw -49440004.456675 + Penalty 6270.771409 = -49433733.685267 nChanged 7 SP:Iteration 86Q (32809.300000 sec): 3 clusters Score: Raw -49440005.137844 + Penalty 6270.771409 = -49433734.366435 nChanged 8 SP:Iteration 87Q (32810.420000 sec): 3 clusters Score: Raw -49440005.891412 + Penalty 6270.771409 = -49433735.120004 nChanged 8 SP:Iteration 88Q (32811.540000 sec): 3 clusters Score: Raw -49440006.693206 + Penalty 6270.771409 = -49433735.921797 nChanged 10 SP:Iteration 89Q (32812.660000 sec): 3 clusters Score: Raw -49440007.628783 + Penalty 6270.771409 = -49433736.857375 nChanged 8 SP:Iteration 90Q (32813.780000 sec): 3 clusters Score: Raw -49440008.492278 + Penalty 6270.771409 = -49433737.720870 nChanged 9 SP:Iteration 91Q (32814.900000 sec): 3 clusters Score: Raw -49440009.822979 + Penalty 6270.771409 = -49433739.051571 nChanged 11 SP:Iteration 92Q (32816.020000 sec): 3 clusters Score: Raw -49440011.015121 + Penalty 6270.771409 = -49433740.243713 nChanged 12 SP:Iteration 93Q (32817.140000 sec): 3 clusters Score: Raw -49440012.259482 + Penalty 6270.771409 = -49433741.488073 nChanged 7 SP:Iteration 94Q (32818.270000 sec): 3 clusters Score: Raw -49440012.842397 + Penalty 6270.771409 = -49433742.070989 nChanged 2 SP:Iteration 95Q (32819.380000 sec): 3 clusters Score: Raw -49440013.088254 + Penalty 6270.771409 = -49433742.316846 nChanged 5 SP:Iteration 96Q (32820.500000 sec): 3 clusters Score: Raw -49440013.509770 + Penalty 6270.771409 = -49433742.738361 nChanged 6 SP:Iteration 97Q (32821.620000 sec): 3 clusters Score: Raw -49440013.989150 + Penalty 6270.771409 = -49433743.217741 nChanged 7 SP:Iteration 98Q (32822.740000 sec): 3 clusters Score: Raw -49440014.636472 + Penalty 6270.771409 = -49433743.865063 nChanged 8 SP:Iteration 99Q (32823.860000 sec): 3 clusters Score: Raw -49440015.323231 + Penalty 6270.771409 = -49433744.551822 nChanged 7 SP:Iteration 100F (32825.440000 sec): 3 clusters Score: Raw -49440015.968935 + Penalty 6270.771409 = -49433745.197526 nChanged 5 SP:Iteration 101Q (32826.560000 sec): 3 clusters Score: Raw -49440016.359499 + Penalty 6270.771409 = -49433745.588090 nChanged 0 SP:Iteration 102F (32828.150000 sec): 3 clusters Score: Raw -49440016.359499 + Penalty 6270.771409 = -49433745.588090 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 15 (3356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32828.330000 sec): 2 clusters Score: Raw -551466.211327 + Penalty 2013.389257 = -549452.822070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32828.350000 sec): 3 clusters Score: Raw -549990.317320 + Penalty 4026.778514 = -545963.538807 nChanged 1215 SP:Iteration 1F (32828.370000 sec): 3 clusters Score: Raw -550729.369382 + Penalty 4026.778514 = -546702.590868 nChanged 217 SP:Iteration 2F (32828.380000 sec): 3 clusters Score: Raw -550864.652177 + Penalty 4026.778514 = -546837.873664 nChanged 133 SP:Iteration 3Q (32828.400000 sec): 3 clusters Score: Raw -550944.791639 + Penalty 4026.778514 = -546918.013126 nChanged 92 SP:Iteration 4Q (32828.410000 sec): 3 clusters Score: Raw -550996.351501 + Penalty 4026.778514 = -546969.572988 nChanged 68 SP:Iteration 5Q (32828.430000 sec): 3 clusters Score: Raw -551025.867126 + Penalty 4026.778514 = -546999.088613 nChanged 51 SP:Iteration 6Q (32828.450000 sec): 3 clusters Score: Raw -551050.011451 + Penalty 4026.778514 = -547023.232938 nChanged 36 SP:Iteration 7Q (32828.470000 sec): 3 clusters Score: Raw -551064.364445 + Penalty 4026.778514 = -547037.585932 nChanged 22 SP:Iteration 8Q (32828.480000 sec): 3 clusters Score: Raw -551071.911649 + Penalty 4026.778514 = -547045.133136 nChanged 14 SP:Iteration 9Q (32828.500000 sec): 3 clusters Score: Raw -551077.711276 + Penalty 4026.778514 = -547050.932762 nChanged 9 SP:Iteration 10Q (32828.520000 sec): 3 clusters Score: Raw -551081.689288 + Penalty 4026.778514 = -547054.910775 nChanged 9 SP:Iteration 11Q (32828.530000 sec): 3 clusters Score: Raw -551085.849673 + Penalty 4026.778514 = -547059.071159 nChanged 9 SP:Iteration 12Q (32828.550000 sec): 3 clusters Score: Raw -551089.846723 + Penalty 4026.778514 = -547063.068210 nChanged 10 SP:Iteration 13Q (32828.570000 sec): 3 clusters Score: Raw -551093.421345 + Penalty 4026.778514 = -547066.642831 nChanged 6 SP:Iteration 14Q (32828.590000 sec): 3 clusters Score: Raw -551094.971223 + Penalty 4026.778514 = -547068.192710 nChanged 4 SP:Iteration 15Q (32828.600000 sec): 3 clusters Score: Raw -551096.031275 + Penalty 4026.778514 = -547069.252761 nChanged 3 SP:Iteration 16Q (32828.620000 sec): 3 clusters Score: Raw -551097.239417 + Penalty 4026.778514 = -547070.460903 nChanged 5 SP:Iteration 17Q (32828.640000 sec): 3 clusters Score: Raw -551098.878358 + Penalty 4026.778514 = -547072.099844 nChanged 2 SP:Iteration 18Q (32828.650000 sec): 3 clusters Score: Raw -551099.772051 + Penalty 4026.778514 = -547072.993538 nChanged 1 SP:Iteration 19Q (32828.670000 sec): 3 clusters Score: Raw -551100.072548 + Penalty 4026.778514 = -547073.294035 nChanged 2 SP:Iteration 20F (32828.690000 sec): 3 clusters Score: Raw -551100.983408 + Penalty 4026.778514 = -547074.204895 nChanged 4 SP:Iteration 21Q (32828.710000 sec): 3 clusters Score: Raw -551104.883373 + Penalty 4026.778514 = -547078.104859 nChanged 7 SP:Iteration 22Q (32828.720000 sec): 3 clusters Score: Raw -551107.671284 + Penalty 4026.778514 = -547080.892771 nChanged 7 SP:Iteration 23Q (32828.740000 sec): 3 clusters Score: Raw -551110.234365 + Penalty 4026.778514 = -547083.455852 nChanged 7 SP:Iteration 24Q (32828.750000 sec): 3 clusters Score: Raw -551114.582179 + Penalty 4026.778514 = -547087.803665 nChanged 9 SP:Iteration 25Q (32828.770000 sec): 3 clusters Score: Raw -551119.045449 + Penalty 4026.778514 = -547092.266936 nChanged 9 SP:Iteration 26Q (32828.790000 sec): 3 clusters Score: Raw -551122.096008 + Penalty 4026.778514 = -547095.317495 nChanged 12 SP:Iteration 27Q (32828.810000 sec): 3 clusters Score: Raw -551126.167094 + Penalty 4026.778514 = -547099.388581 nChanged 9 SP:Iteration 28Q (32828.820000 sec): 3 clusters Score: Raw -551128.782920 + Penalty 4026.778514 = -547102.004407 nChanged 7 SP:Iteration 29Q (32828.840000 sec): 3 clusters Score: Raw -551130.930769 + Penalty 4026.778514 = -547104.152255 nChanged 5 SP:Iteration 30Q (32828.860000 sec): 3 clusters Score: Raw -551132.975516 + Penalty 4026.778514 = -547106.197003 nChanged 3 SP:Iteration 31Q (32828.870000 sec): 3 clusters Score: Raw -551134.372658 + Penalty 4026.778514 = -547107.594144 nChanged 5 SP:Iteration 32Q (32828.890000 sec): 3 clusters Score: Raw -551136.516342 + Penalty 4026.778514 = -547109.737829 nChanged 4 SP:Iteration 33Q (32828.910000 sec): 3 clusters Score: Raw -551138.576011 + Penalty 4026.778514 = -547111.797498 nChanged 3 SP:Iteration 34Q (32828.920000 sec): 3 clusters Score: Raw -551140.056137 + Penalty 4026.778514 = -547113.277623 nChanged 3 SP:Iteration 35Q (32828.940000 sec): 3 clusters Score: Raw -551140.611912 + Penalty 4026.778514 = -547113.833399 nChanged 0 SP:Iteration 36F (32828.960000 sec): 3 clusters Score: Raw -551140.611912 + Penalty 4026.778514 = -547113.833399 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 16 (27964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32829.090000 sec): 2 clusters Score: Raw -4492011.688540 + Penalty 2539.190965 = -4489472.497574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32829.240000 sec): 3 clusters Score: Raw -4475413.812723 + Penalty 5078.381931 = -4470335.430792 nChanged 12424 SP:Iteration 1F (32829.380000 sec): 3 clusters Score: Raw -4482096.822989 + Penalty 5078.381931 = -4477018.441058 nChanged 1391 SP:Iteration 2Q (32829.530000 sec): 3 clusters Score: Raw -4482560.552575 + Penalty 5078.381931 = -4477482.170644 nChanged 1171 SP:Iteration 3Q (32829.670000 sec): 3 clusters Score: Raw -4482913.015924 + Penalty 5078.381931 = -4477834.633994 nChanged 1058 SP:Iteration 4Q (32829.820000 sec): 3 clusters Score: Raw -4483228.478687 + Penalty 5078.381931 = -4478150.096756 nChanged 985 SP:Iteration 5Q (32829.970000 sec): 3 clusters Score: Raw -4483512.132781 + Penalty 5078.381931 = -4478433.750850 nChanged 914 SP:Iteration 6Q (32830.110000 sec): 3 clusters Score: Raw -4483756.899685 + Penalty 5078.381931 = -4478678.517754 nChanged 829 SP:Iteration 7Q (32830.260000 sec): 3 clusters Score: Raw -4483980.407113 + Penalty 5078.381931 = -4478902.025183 nChanged 798 SP:Iteration 8Q (32830.410000 sec): 3 clusters Score: Raw -4484190.359796 + Penalty 5078.381931 = -4479111.977865 nChanged 780 SP:Iteration 9Q (32830.550000 sec): 3 clusters Score: Raw -4484404.329890 + Penalty 5078.381931 = -4479325.947959 nChanged 747 SP:Iteration 10Q (32830.700000 sec): 3 clusters Score: Raw -4484621.789163 + Penalty 5078.381931 = -4479543.407232 nChanged 753 SP:Iteration 11Q (32830.850000 sec): 3 clusters Score: Raw -4484844.847930 + Penalty 5078.381931 = -4479766.465999 nChanged 782 SP:Iteration 12Q (32830.990000 sec): 3 clusters Score: Raw -4485093.983312 + Penalty 5078.381931 = -4480015.601381 nChanged 796 SP:Iteration 13Q (32831.140000 sec): 3 clusters Score: Raw -4485378.144892 + Penalty 5078.381931 = -4480299.762962 nChanged 860 SP:Iteration 14Q (32831.290000 sec): 3 clusters Score: Raw -4485722.535244 + Penalty 5078.381931 = -4480644.153313 nChanged 920 SP:Iteration 15Q (32831.440000 sec): 3 clusters Score: Raw -4486133.220930 + Penalty 5078.381931 = -4481054.838999 nChanged 1018 SP:Iteration 16Q (32831.590000 sec): 3 clusters Score: Raw -4486675.557894 + Penalty 5078.381931 = -4481597.175964 nChanged 1040 SP:Iteration 17Q (32831.730000 sec): 3 clusters Score: Raw -4487314.537945 + Penalty 5078.381931 = -4482236.156015 nChanged 1038 SP:Iteration 18Q (32831.880000 sec): 3 clusters Score: Raw -4488017.274214 + Penalty 5078.381931 = -4482938.892283 nChanged 967 SP:Iteration 19Q (32832.020000 sec): 3 clusters Score: Raw -4488740.070371 + Penalty 5078.381931 = -4483661.688440 nChanged 860 SP:Iteration 20F (32832.160000 sec): 3 clusters Score: Raw -4489376.312973 + Penalty 5078.381931 = -4484297.931042 nChanged 724 SP:Iteration 21Q (32832.290000 sec): 3 clusters Score: Raw -4489843.587115 + Penalty 5078.381931 = -4484765.205184 nChanged 556 SP:Iteration 22Q (32832.420000 sec): 3 clusters Score: Raw -4490190.848698 + Penalty 5078.381931 = -4485112.466768 nChanged 476 SP:Iteration 23Q (32832.540000 sec): 3 clusters Score: Raw -4490458.125204 + Penalty 5078.381931 = -4485379.743273 nChanged 396 SP:Iteration 24Q (32832.670000 sec): 3 clusters Score: Raw -4490672.776825 + Penalty 5078.381931 = -4485594.394894 nChanged 380 SP:Iteration 25Q (32832.780000 sec): 3 clusters Score: Raw -4490878.622733 + Penalty 5078.381931 = -4485800.240802 nChanged 330 SP:Iteration 26Q (32832.890000 sec): 3 clusters Score: Raw -4491058.122514 + Penalty 5078.381931 = -4485979.740583 nChanged 315 SP:Iteration 27Q (32833.010000 sec): 3 clusters Score: Raw -4491232.982204 + Penalty 5078.381931 = -4486154.600273 nChanged 272 SP:Iteration 28Q (32833.120000 sec): 3 clusters Score: Raw -4491385.939844 + Penalty 5078.381931 = -4486307.557913 nChanged 241 SP:Iteration 29Q (32833.230000 sec): 3 clusters Score: Raw -4491525.244646 + Penalty 5078.381931 = -4486446.862715 nChanged 200 SP:Iteration 30Q (32833.340000 sec): 3 clusters Score: Raw -4491635.310851 + Penalty 5078.381931 = -4486556.928921 nChanged 174 SP:Iteration 31Q (32833.450000 sec): 3 clusters Score: Raw -4491737.521319 + Penalty 5078.381931 = -4486659.139388 nChanged 157 SP:Iteration 32Q (32833.560000 sec): 3 clusters Score: Raw -4491835.089678 + Penalty 5078.381931 = -4486756.707747 nChanged 127 SP:Iteration 33Q (32833.670000 sec): 3 clusters Score: Raw -4491909.363136 + Penalty 5078.381931 = -4486830.981205 nChanged 99 SP:Iteration 34Q (32833.770000 sec): 3 clusters Score: Raw -4491970.842956 + Penalty 5078.381931 = -4486892.461025 nChanged 82 SP:Iteration 35Q (32833.880000 sec): 3 clusters Score: Raw -4492027.922446 + Penalty 5078.381931 = -4486949.540515 nChanged 74 SP:Iteration 36Q (32833.980000 sec): 3 clusters Score: Raw -4492074.713862 + Penalty 5078.381931 = -4486996.331931 nChanged 66 SP:Iteration 37Q (32834.080000 sec): 3 clusters Score: Raw -4492116.228638 + Penalty 5078.381931 = -4487037.846707 nChanged 56 SP:Iteration 38Q (32834.190000 sec): 3 clusters Score: Raw -4492151.638842 + Penalty 5078.381931 = -4487073.256911 nChanged 39 SP:Iteration 39Q (32834.290000 sec): 3 clusters Score: Raw -4492176.902148 + Penalty 5078.381931 = -4487098.520217 nChanged 29 SP:Iteration 40F (32834.430000 sec): 3 clusters Score: Raw -4492197.487664 + Penalty 5078.381931 = -4487119.105733 nChanged 21 SP:Iteration 41Q (32834.530000 sec): 3 clusters Score: Raw -4492212.317310 + Penalty 5078.381931 = -4487133.935379 nChanged 24 SP:Iteration 42Q (32834.630000 sec): 3 clusters Score: Raw -4492228.861081 + Penalty 5078.381931 = -4487150.479150 nChanged 20 SP:Iteration 43Q (32834.730000 sec): 3 clusters Score: Raw -4492241.755610 + Penalty 5078.381931 = -4487163.373679 nChanged 13 SP:Iteration 44Q (32834.830000 sec): 3 clusters Score: Raw -4492251.946528 + Penalty 5078.381931 = -4487173.564597 nChanged 12 SP:Iteration 45Q (32834.940000 sec): 3 clusters Score: Raw -4492259.943535 + Penalty 5078.381931 = -4487181.561604 nChanged 14 SP:Iteration 46Q (32835.040000 sec): 3 clusters Score: Raw -4492268.910084 + Penalty 5078.381931 = -4487190.528154 nChanged 15 SP:Iteration 47Q (32835.140000 sec): 3 clusters Score: Raw -4492278.763134 + Penalty 5078.381931 = -4487200.381203 nChanged 11 SP:Iteration 48Q (32835.240000 sec): 3 clusters Score: Raw -4492286.680996 + Penalty 5078.381931 = -4487208.299065 nChanged 13 SP:Iteration 49Q (32835.340000 sec): 3 clusters Score: Raw -4492297.352403 + Penalty 5078.381931 = -4487218.970472 nChanged 13 SP:Iteration 50Q (32835.440000 sec): 3 clusters Score: Raw -4492310.101686 + Penalty 5078.381931 = -4487231.719755 nChanged 10 SP:Iteration 51Q (32835.540000 sec): 3 clusters Score: Raw -4492317.774214 + Penalty 5078.381931 = -4487239.392283 nChanged 10 SP:Iteration 52Q (32835.640000 sec): 3 clusters Score: Raw -4492326.425565 + Penalty 5078.381931 = -4487248.043634 nChanged 7 SP:Iteration 53Q (32835.740000 sec): 3 clusters Score: Raw -4492331.513653 + Penalty 5078.381931 = -4487253.131723 nChanged 4 SP:Iteration 54Q (32835.840000 sec): 3 clusters Score: Raw -4492335.563691 + Penalty 5078.381931 = -4487257.181760 nChanged 7 SP:Iteration 55Q (32835.940000 sec): 3 clusters Score: Raw -4492342.342378 + Penalty 5078.381931 = -4487263.960447 nChanged 9 SP:Iteration 56Q (32836.040000 sec): 3 clusters Score: Raw -4492350.258169 + Penalty 5078.381931 = -4487271.876239 nChanged 5 SP:Iteration 57Q (32836.140000 sec): 3 clusters Score: Raw -4492353.750297 + Penalty 5078.381931 = -4487275.368366 nChanged 2 SP:Iteration 58Q (32836.240000 sec): 3 clusters Score: Raw -4492354.568866 + Penalty 5078.381931 = -4487276.186936 nChanged 4 SP:Iteration 59Q (32836.340000 sec): 3 clusters Score: Raw -4492357.480688 + Penalty 5078.381931 = -4487279.098757 nChanged 1 SP:Iteration 60F (32836.480000 sec): 3 clusters Score: Raw -4492358.348195 + Penalty 5078.381931 = -4487279.966265 nChanged 1 SP:Iteration 61Q (32836.580000 sec): 3 clusters Score: Raw -4492358.972533 + Penalty 5078.381931 = -4487280.590602 nChanged 0 SP:Iteration 62F (32836.720000 sec): 3 clusters Score: Raw -4492358.972533 + Penalty 5078.381931 = -4487280.590602 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 17 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32836.740000 sec): 2 clusters Score: Raw -29105.319458 + Penalty 1308.972435 = -27796.347022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32836.740000 sec): 3 clusters Score: Raw -29290.114277 + Penalty 2617.944871 = -26672.169406 nChanged 15 SP:Iteration 1F (32836.740000 sec): 3 clusters Score: Raw -29365.466106 + Penalty 2617.944871 = -26747.521235 nChanged 5 SP:Iteration 2Q (32836.740000 sec): 3 clusters Score: Raw -29392.105478 + Penalty 2617.944871 = -26774.160607 nChanged 1 SP:Iteration 3Q (32836.740000 sec): 3 clusters Score: Raw -29396.422395 + Penalty 2617.944871 = -26778.477524 nChanged 0 SP:Iteration 4F (32836.740000 sec): 3 clusters Score: Raw -29396.422395 + Penalty 2617.944871 = -26778.477524 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 18 (3870 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32836.770000 sec): 2 clusters Score: Raw -608958.480655 + Penalty 2048.730427 = -606909.750228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32836.790000 sec): 3 clusters Score: Raw -607211.095199 + Penalty 4097.460854 = -603113.634345 nChanged 1402 SP:Iteration 1F (32836.810000 sec): 3 clusters Score: Raw -608074.539606 + Penalty 4097.460854 = -603977.078752 nChanged 324 SP:Iteration 2F (32836.820000 sec): 3 clusters Score: Raw -608294.171044 + Penalty 4097.460854 = -604196.710190 nChanged 203 SP:Iteration 3F (32836.840000 sec): 3 clusters Score: Raw -608444.981375 + Penalty 4097.460854 = -604347.520521 nChanged 175 SP:Iteration 4Q (32836.860000 sec): 3 clusters Score: Raw -608560.234704 + Penalty 4097.460854 = -604462.773850 nChanged 145 SP:Iteration 5Q (32836.880000 sec): 3 clusters Score: Raw -608659.302388 + Penalty 4097.460854 = -604561.841534 nChanged 135 SP:Iteration 6Q (32836.900000 sec): 3 clusters Score: Raw -608756.027307 + Penalty 4097.460854 = -604658.566454 nChanged 128 SP:Iteration 7Q (32836.920000 sec): 3 clusters Score: Raw -608857.010101 + Penalty 4097.460854 = -604759.549247 nChanged 120 SP:Iteration 8Q (32836.940000 sec): 3 clusters Score: Raw -608945.836138 + Penalty 4097.460854 = -604848.375284 nChanged 106 SP:Iteration 9Q (32836.960000 sec): 3 clusters Score: Raw -609029.391553 + Penalty 4097.460854 = -604931.930699 nChanged 96 SP:Iteration 10Q (32836.980000 sec): 3 clusters Score: Raw -609102.920799 + Penalty 4097.460854 = -605005.459945 nChanged 83 SP:Iteration 11Q (32837.000000 sec): 3 clusters Score: Raw -609163.996742 + Penalty 4097.460854 = -605066.535888 nChanged 66 SP:Iteration 12Q (32837.020000 sec): 3 clusters Score: Raw -609212.992188 + Penalty 4097.460854 = -605115.531334 nChanged 59 SP:Iteration 13Q (32837.040000 sec): 3 clusters Score: Raw -609260.603501 + Penalty 4097.460854 = -605163.142647 nChanged 50 SP:Iteration 14Q (32837.050000 sec): 3 clusters Score: Raw -609302.897541 + Penalty 4097.460854 = -605205.436687 nChanged 36 SP:Iteration 15Q (32837.070000 sec): 3 clusters Score: Raw -609326.259225 + Penalty 4097.460854 = -605228.798372 nChanged 29 SP:Iteration 16Q (32837.090000 sec): 3 clusters Score: Raw -609348.273519 + Penalty 4097.460854 = -605250.812665 nChanged 26 SP:Iteration 17Q (32837.110000 sec): 3 clusters Score: Raw -609369.530614 + Penalty 4097.460854 = -605272.069760 nChanged 21 SP:Iteration 18Q (32837.130000 sec): 3 clusters Score: Raw -609386.189952 + Penalty 4097.460854 = -605288.729098 nChanged 21 SP:Iteration 19Q (32837.150000 sec): 3 clusters Score: Raw -609400.692283 + Penalty 4097.460854 = -605303.231429 nChanged 16 SP:Iteration 20F (32837.170000 sec): 3 clusters Score: Raw -609411.385677 + Penalty 4097.460854 = -605313.924823 nChanged 8 SP:Iteration 21Q (32837.190000 sec): 3 clusters Score: Raw -609416.943207 + Penalty 4097.460854 = -605319.482354 nChanged 8 SP:Iteration 22Q (32837.210000 sec): 3 clusters Score: Raw -609420.461341 + Penalty 4097.460854 = -605323.000487 nChanged 3 SP:Iteration 23Q (32837.230000 sec): 3 clusters Score: Raw -609422.377566 + Penalty 4097.460854 = -605324.916712 nChanged 5 SP:Iteration 24Q (32837.250000 sec): 3 clusters Score: Raw -609426.047336 + Penalty 4097.460854 = -605328.586482 nChanged 4 SP:Iteration 25Q (32837.260000 sec): 3 clusters Score: Raw -609428.144179 + Penalty 4097.460854 = -605330.683325 nChanged 2 SP:Iteration 26Q (32837.280000 sec): 3 clusters Score: Raw -609428.663768 + Penalty 4097.460854 = -605331.202914 nChanged 2 SP:Iteration 27Q (32837.300000 sec): 3 clusters Score: Raw -609429.789368 + Penalty 4097.460854 = -605332.328514 nChanged 3 SP:Iteration 28Q (32837.320000 sec): 3 clusters Score: Raw -609430.826719 + Penalty 4097.460854 = -605333.365865 nChanged 2 SP:Iteration 29Q (32837.330000 sec): 3 clusters Score: Raw -609432.157162 + Penalty 4097.460854 = -605334.696308 nChanged 5 SP:Iteration 30Q (32837.350000 sec): 3 clusters Score: Raw -609434.870358 + Penalty 4097.460854 = -605337.409504 nChanged 3 SP:Iteration 31Q (32837.370000 sec): 3 clusters Score: Raw -609436.408389 + Penalty 4097.460854 = -605338.947535 nChanged 5 SP:Iteration 32Q (32837.390000 sec): 3 clusters Score: Raw -609439.208007 + Penalty 4097.460854 = -605341.747153 nChanged 5 SP:Iteration 33Q (32837.410000 sec): 3 clusters Score: Raw -609442.166048 + Penalty 4097.460854 = -605344.705194 nChanged 3 SP:Iteration 34Q (32837.430000 sec): 3 clusters Score: Raw -609444.362674 + Penalty 4097.460854 = -605346.901821 nChanged 6 SP:Iteration 35Q (32837.450000 sec): 3 clusters Score: Raw -609447.703804 + Penalty 4097.460854 = -605350.242950 nChanged 3 SP:Iteration 36Q (32837.470000 sec): 3 clusters Score: Raw -609448.448487 + Penalty 4097.460854 = -605350.987633 nChanged 2 SP:Iteration 37Q (32837.480000 sec): 3 clusters Score: Raw -609449.426547 + Penalty 4097.460854 = -605351.965694 nChanged 1 SP:Iteration 38Q (32837.500000 sec): 3 clusters Score: Raw -609449.794733 + Penalty 4097.460854 = -605352.333879 nChanged 2 SP:Iteration 39Q (32837.520000 sec): 3 clusters Score: Raw -609450.757836 + Penalty 4097.460854 = -605353.296983 nChanged 0 SP:Iteration 40F (32837.540000 sec): 3 clusters Score: Raw -609450.757836 + Penalty 4097.460854 = -605353.296983 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 19 (524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32837.550000 sec): 2 clusters Score: Raw -77467.681325 + Penalty 1552.849938 = -75914.831387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32837.550000 sec): 3 clusters Score: Raw -77534.187941 + Penalty 3105.699875 = -74428.488066 nChanged 99 SP:Iteration 1F (32837.550000 sec): 3 clusters Score: Raw -77828.775456 + Penalty 3105.699875 = -74723.075581 nChanged 31 SP:Iteration 2F (32837.560000 sec): 3 clusters Score: Raw -78123.855644 + Penalty 3105.699875 = -75018.155768 nChanged 23 SP:Iteration 3Q (32837.560000 sec): 3 clusters Score: Raw -78176.967034 + Penalty 3105.699875 = -75071.267158 nChanged 9 SP:Iteration 4Q (32837.560000 sec): 3 clusters Score: Raw -78194.628118 + Penalty 3105.699875 = -75088.928242 nChanged 5 SP:Iteration 5Q (32837.560000 sec): 3 clusters Score: Raw -78205.171182 + Penalty 3105.699875 = -75099.471307 nChanged 4 SP:Iteration 6Q (32837.570000 sec): 3 clusters Score: Raw -78215.918045 + Penalty 3105.699875 = -75110.218170 nChanged 5 SP:Iteration 7Q (32837.570000 sec): 3 clusters Score: Raw -78225.274136 + Penalty 3105.699875 = -75119.574261 nChanged 2 SP:Iteration 8Q (32837.570000 sec): 3 clusters Score: Raw -78228.795079 + Penalty 3105.699875 = -75123.095204 nChanged 3 SP:Iteration 9Q (32837.570000 sec): 3 clusters Score: Raw -78236.194863 + Penalty 3105.699875 = -75130.494988 nChanged 2 SP:Iteration 10Q (32837.570000 sec): 3 clusters Score: Raw -78242.693292 + Penalty 3105.699875 = -75136.993416 nChanged 6 SP:Iteration 11Q (32837.580000 sec): 3 clusters Score: Raw -78258.531182 + Penalty 3105.699875 = -75152.831306 nChanged 6 SP:Iteration 12Q (32837.580000 sec): 3 clusters Score: Raw -78276.074239 + Penalty 3105.699875 = -75170.374364 nChanged 6 SP:Iteration 13Q (32837.580000 sec): 3 clusters Score: Raw -78298.286937 + Penalty 3105.699875 = -75192.587061 nChanged 2 SP:Iteration 14Q (32837.590000 sec): 3 clusters Score: Raw -78301.455005 + Penalty 3105.699875 = -75195.755130 nChanged 2 SP:Iteration 15Q (32837.590000 sec): 3 clusters Score: Raw -78309.705678 + Penalty 3105.699875 = -75204.005802 nChanged 3 SP:Iteration 16Q (32837.590000 sec): 3 clusters Score: Raw -78316.068832 + Penalty 3105.699875 = -75210.368957 nChanged 1 SP:Iteration 17Q (32837.590000 sec): 3 clusters Score: Raw -78318.169335 + Penalty 3105.699875 = -75212.469459 nChanged 2 SP:Iteration 18Q (32837.590000 sec): 3 clusters Score: Raw -78322.862648 + Penalty 3105.699875 = -75217.162772 nChanged 2 SP:Iteration 19Q (32837.600000 sec): 3 clusters Score: Raw -78326.347919 + Penalty 3105.699875 = -75220.648044 nChanged 1 SP:Iteration 20F (32837.600000 sec): 3 clusters Score: Raw -78328.107161 + Penalty 3105.699875 = -75222.407286 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 20 (1064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32837.610000 sec): 2 clusters Score: Raw -172774.604278 + Penalty 1728.508086 = -171046.096191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32837.610000 sec): 3 clusters Score: Raw -172502.399317 + Penalty 3457.016172 = -169045.383145 nChanged 254 SP:Iteration 1F (32837.620000 sec): 3 clusters Score: Raw -172771.354872 + Penalty 3457.016172 = -169314.338700 nChanged 63 SP:Iteration 2F (32837.630000 sec): 3 clusters Score: Raw -172845.607828 + Penalty 3457.016172 = -169388.591656 nChanged 22 SP:Iteration 3Q (32837.630000 sec): 3 clusters Score: Raw -172865.916363 + Penalty 3457.016172 = -169408.900191 nChanged 9 SP:Iteration 4Q (32837.630000 sec): 3 clusters Score: Raw -172876.805203 + Penalty 3457.016172 = -169419.789031 nChanged 8 SP:Iteration 5Q (32837.640000 sec): 3 clusters Score: Raw -172888.829749 + Penalty 3457.016172 = -169431.813577 nChanged 6 SP:Iteration 6Q (32837.650000 sec): 3 clusters Score: Raw -172894.280854 + Penalty 3457.016172 = -169437.264682 nChanged 5 SP:Iteration 7Q (32837.650000 sec): 3 clusters Score: Raw -172899.064404 + Penalty 3457.016172 = -169442.048231 nChanged 1 SP:Iteration 8Q (32837.660000 sec): 3 clusters Score: Raw -172899.960202 + Penalty 3457.016172 = -169442.944030 nChanged 0 SP:Iteration 9F (32837.660000 sec): 3 clusters Score: Raw -172899.960202 + Penalty 3457.016172 = -169442.944030 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 21 (11002 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32837.720000 sec): 2 clusters Score: Raw -1762152.219480 + Penalty 2307.846424 = -1759844.373056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32837.770000 sec): 3 clusters Score: Raw -1756157.795046 + Penalty 4615.692847 = -1751542.102199 nChanged 4580 SP:Iteration 1F (32837.830000 sec): 3 clusters Score: Raw -1758621.338753 + Penalty 4615.692847 = -1754005.645906 nChanged 668 SP:Iteration 2F (32837.880000 sec): 3 clusters Score: Raw -1758915.076559 + Penalty 4615.692847 = -1754299.383712 nChanged 516 SP:Iteration 3Q (32837.940000 sec): 3 clusters Score: Raw -1759135.138649 + Penalty 4615.692847 = -1754519.445801 nChanged 443 SP:Iteration 4Q (32837.990000 sec): 3 clusters Score: Raw -1759339.683327 + Penalty 4615.692847 = -1754723.990480 nChanged 421 SP:Iteration 5Q (32838.050000 sec): 3 clusters Score: Raw -1759514.543406 + Penalty 4615.692847 = -1754898.850559 nChanged 348 SP:Iteration 6Q (32838.110000 sec): 3 clusters Score: Raw -1759663.771519 + Penalty 4615.692847 = -1755048.078672 nChanged 348 SP:Iteration 7Q (32838.160000 sec): 3 clusters Score: Raw -1759826.886060 + Penalty 4615.692847 = -1755211.193212 nChanged 367 SP:Iteration 8Q (32838.210000 sec): 3 clusters Score: Raw -1759997.273711 + Penalty 4615.692847 = -1755381.580863 nChanged 367 SP:Iteration 9Q (32838.270000 sec): 3 clusters Score: Raw -1760161.519000 + Penalty 4615.692847 = -1755545.826153 nChanged 346 SP:Iteration 10Q (32838.330000 sec): 3 clusters Score: Raw -1760322.710331 + Penalty 4615.692847 = -1755707.017484 nChanged 376 SP:Iteration 11Q (32838.380000 sec): 3 clusters Score: Raw -1760515.713756 + Penalty 4615.692847 = -1755900.020909 nChanged 404 SP:Iteration 12Q (32838.430000 sec): 3 clusters Score: Raw -1760737.267648 + Penalty 4615.692847 = -1756121.574801 nChanged 420 SP:Iteration 13Q (32838.490000 sec): 3 clusters Score: Raw -1760975.080913 + Penalty 4615.692847 = -1756359.388066 nChanged 385 SP:Iteration 14Q (32838.540000 sec): 3 clusters Score: Raw -1761185.911507 + Penalty 4615.692847 = -1756570.218659 nChanged 385 SP:Iteration 15Q (32838.600000 sec): 3 clusters Score: Raw -1761370.673478 + Penalty 4615.692847 = -1756754.980631 nChanged 321 SP:Iteration 16Q (32838.650000 sec): 3 clusters Score: Raw -1761520.334600 + Penalty 4615.692847 = -1756904.641753 nChanged 286 SP:Iteration 17Q (32838.710000 sec): 3 clusters Score: Raw -1761644.538537 + Penalty 4615.692847 = -1757028.845690 nChanged 214 SP:Iteration 18Q (32838.760000 sec): 3 clusters Score: Raw -1761748.160758 + Penalty 4615.692847 = -1757132.467910 nChanged 198 SP:Iteration 19Q (32838.810000 sec): 3 clusters Score: Raw -1761835.461016 + Penalty 4615.692847 = -1757219.768168 nChanged 163 SP:Iteration 20F (32838.870000 sec): 3 clusters Score: Raw -1761907.290421 + Penalty 4615.692847 = -1757291.597574 nChanged 134 SP:Iteration 21Q (32838.920000 sec): 3 clusters Score: Raw -1761961.633595 + Penalty 4615.692847 = -1757345.940748 nChanged 92 SP:Iteration 22Q (32838.970000 sec): 3 clusters Score: Raw -1762000.001029 + Penalty 4615.692847 = -1757384.308182 nChanged 102 SP:Iteration 23Q (32839.030000 sec): 3 clusters Score: Raw -1762038.593702 + Penalty 4615.692847 = -1757422.900855 nChanged 82 SP:Iteration 24Q (32839.080000 sec): 3 clusters Score: Raw -1762066.552716 + Penalty 4615.692847 = -1757450.859869 nChanged 66 SP:Iteration 25Q (32839.130000 sec): 3 clusters Score: Raw -1762088.095885 + Penalty 4615.692847 = -1757472.403038 nChanged 57 SP:Iteration 26Q (32839.190000 sec): 3 clusters Score: Raw -1762103.648189 + Penalty 4615.692847 = -1757487.955342 nChanged 35 SP:Iteration 27Q (32839.240000 sec): 3 clusters Score: Raw -1762115.641791 + Penalty 4615.692847 = -1757499.948944 nChanged 53 SP:Iteration 28Q (32839.290000 sec): 3 clusters Score: Raw -1762131.270978 + Penalty 4615.692847 = -1757515.578131 nChanged 49 SP:Iteration 29Q (32839.350000 sec): 3 clusters Score: Raw -1762146.653261 + Penalty 4615.692847 = -1757530.960414 nChanged 50 SP:Iteration 30Q (32839.400000 sec): 3 clusters Score: Raw -1762160.989661 + Penalty 4615.692847 = -1757545.296813 nChanged 33 SP:Iteration 31Q (32839.450000 sec): 3 clusters Score: Raw -1762168.384781 + Penalty 4615.692847 = -1757552.691934 nChanged 35 SP:Iteration 32Q (32839.500000 sec): 3 clusters Score: Raw -1762177.076122 + Penalty 4615.692847 = -1757561.383275 nChanged 41 SP:Iteration 33Q (32839.560000 sec): 3 clusters Score: Raw -1762187.746551 + Penalty 4615.692847 = -1757572.053703 nChanged 31 SP:Iteration 34Q (32839.610000 sec): 3 clusters Score: Raw -1762194.971804 + Penalty 4615.692847 = -1757579.278957 nChanged 24 SP:Iteration 35Q (32839.660000 sec): 3 clusters Score: Raw -1762202.519652 + Penalty 4615.692847 = -1757586.826805 nChanged 28 SP:Iteration 36Q (32839.710000 sec): 3 clusters Score: Raw -1762209.364072 + Penalty 4615.692847 = -1757593.671224 nChanged 18 SP:Iteration 37Q (32839.770000 sec): 3 clusters Score: Raw -1762213.723780 + Penalty 4615.692847 = -1757598.030933 nChanged 15 SP:Iteration 38Q (32839.820000 sec): 3 clusters Score: Raw -1762217.543724 + Penalty 4615.692847 = -1757601.850876 nChanged 17 SP:Iteration 39Q (32839.870000 sec): 3 clusters Score: Raw -1762220.912513 + Penalty 4615.692847 = -1757605.219666 nChanged 12 SP:Iteration 40F (32839.930000 sec): 3 clusters Score: Raw -1762224.322907 + Penalty 4615.692847 = -1757608.630060 nChanged 8 SP:Iteration 41Q (32839.970000 sec): 3 clusters Score: Raw -1762226.309814 + Penalty 4615.692847 = -1757610.616967 nChanged 10 SP:Iteration 42Q (32840.030000 sec): 3 clusters Score: Raw -1762228.415550 + Penalty 4615.692847 = -1757612.722703 nChanged 13 SP:Iteration 43Q (32840.080000 sec): 3 clusters Score: Raw -1762231.820607 + Penalty 4615.692847 = -1757616.127759 nChanged 16 SP:Iteration 44Q (32840.130000 sec): 3 clusters Score: Raw -1762235.965891 + Penalty 4615.692847 = -1757620.273044 nChanged 18 SP:Iteration 45Q (32840.190000 sec): 3 clusters Score: Raw -1762240.356889 + Penalty 4615.692847 = -1757624.664041 nChanged 18 SP:Iteration 46Q (32840.230000 sec): 3 clusters Score: Raw -1762244.751330 + Penalty 4615.692847 = -1757629.058483 nChanged 18 SP:Iteration 47Q (32840.290000 sec): 3 clusters Score: Raw -1762248.890586 + Penalty 4615.692847 = -1757633.197739 nChanged 23 SP:Iteration 48Q (32840.340000 sec): 3 clusters Score: Raw -1762255.274237 + Penalty 4615.692847 = -1757639.581389 nChanged 22 SP:Iteration 49Q (32840.390000 sec): 3 clusters Score: Raw -1762260.811533 + Penalty 4615.692847 = -1757645.118686 nChanged 27 SP:Iteration 50Q (32840.440000 sec): 3 clusters Score: Raw -1762270.185205 + Penalty 4615.692847 = -1757654.492357 nChanged 31 SP:Iteration 51Q (32840.490000 sec): 3 clusters Score: Raw -1762280.001269 + Penalty 4615.692847 = -1757664.308421 nChanged 37 SP:Iteration 52Q (32840.550000 sec): 3 clusters Score: Raw -1762293.515481 + Penalty 4615.692847 = -1757677.822634 nChanged 29 SP:Iteration 53Q (32840.590000 sec): 3 clusters Score: Raw -1762303.470123 + Penalty 4615.692847 = -1757687.777276 nChanged 30 SP:Iteration 54Q (32840.650000 sec): 3 clusters Score: Raw -1762313.338660 + Penalty 4615.692847 = -1757697.645812 nChanged 31 SP:Iteration 55Q (32840.700000 sec): 3 clusters Score: Raw -1762327.731033 + Penalty 4615.692847 = -1757712.038185 nChanged 44 SP:Iteration 56Q (32840.750000 sec): 3 clusters Score: Raw -1762342.604181 + Penalty 4615.692847 = -1757726.911333 nChanged 35 SP:Iteration 57Q (32840.800000 sec): 3 clusters Score: Raw -1762354.417439 + Penalty 4615.692847 = -1757738.724592 nChanged 25 SP:Iteration 58Q (32840.850000 sec): 3 clusters Score: Raw -1762363.825589 + Penalty 4615.692847 = -1757748.132741 nChanged 30 SP:Iteration 59Q (32840.900000 sec): 3 clusters Score: Raw -1762373.752767 + Penalty 4615.692847 = -1757758.059920 nChanged 27 SP:Iteration 60F (32840.950000 sec): 3 clusters Score: Raw -1762381.898606 + Penalty 4615.692847 = -1757766.205758 nChanged 27 SP:Iteration 61Q (32841.000000 sec): 3 clusters Score: Raw -1762391.241961 + Penalty 4615.692847 = -1757775.549114 nChanged 21 SP:Iteration 62Q (32841.050000 sec): 3 clusters Score: Raw -1762398.351876 + Penalty 4615.692847 = -1757782.659028 nChanged 15 SP:Iteration 63Q (32841.100000 sec): 3 clusters Score: Raw -1762403.846588 + Penalty 4615.692847 = -1757788.153741 nChanged 15 SP:Iteration 64Q (32841.150000 sec): 3 clusters Score: Raw -1762409.061479 + Penalty 4615.692847 = -1757793.368632 nChanged 13 SP:Iteration 65Q (32841.200000 sec): 3 clusters Score: Raw -1762413.795248 + Penalty 4615.692847 = -1757798.102400 nChanged 18 SP:Iteration 66Q (32841.250000 sec): 3 clusters Score: Raw -1762419.294854 + Penalty 4615.692847 = -1757803.602007 nChanged 15 SP:Iteration 67Q (32841.300000 sec): 3 clusters Score: Raw -1762423.803228 + Penalty 4615.692847 = -1757808.110380 nChanged 12 SP:Iteration 68Q (32841.350000 sec): 3 clusters Score: Raw -1762428.148119 + Penalty 4615.692847 = -1757812.455272 nChanged 13 SP:Iteration 69Q (32841.400000 sec): 3 clusters Score: Raw -1762431.415342 + Penalty 4615.692847 = -1757815.722495 nChanged 7 SP:Iteration 70Q (32841.450000 sec): 3 clusters Score: Raw -1762433.309895 + Penalty 4615.692847 = -1757817.617047 nChanged 4 SP:Iteration 71Q (32841.490000 sec): 3 clusters Score: Raw -1762434.375797 + Penalty 4615.692847 = -1757818.682950 nChanged 2 SP:Iteration 72Q (32841.550000 sec): 3 clusters Score: Raw -1762435.163192 + Penalty 4615.692847 = -1757819.470344 nChanged 6 SP:Iteration 73Q (32841.590000 sec): 3 clusters Score: Raw -1762437.674787 + Penalty 4615.692847 = -1757821.981940 nChanged 11 SP:Iteration 74Q (32841.640000 sec): 3 clusters Score: Raw -1762440.489608 + Penalty 4615.692847 = -1757824.796761 nChanged 5 SP:Iteration 75Q (32841.690000 sec): 3 clusters Score: Raw -1762441.603020 + Penalty 4615.692847 = -1757825.910173 nChanged 0 SP:Iteration 76F (32841.750000 sec): 3 clusters Score: Raw -1762441.603020 + Penalty 4615.692847 = -1757825.910173 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 22 (1980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32841.760000 sec): 2 clusters Score: Raw -276990.590910 + Penalty 1882.531327 = -275108.059583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32841.770000 sec): 3 clusters Score: Raw -276287.786808 + Penalty 3765.062653 = -272522.724154 nChanged 624 SP:Iteration 1F (32841.780000 sec): 3 clusters Score: Raw -276845.046364 + Penalty 3765.062653 = -273079.983710 nChanged 177 SP:Iteration 2F (32841.790000 sec): 3 clusters Score: Raw -277036.104725 + Penalty 3765.062653 = -273271.042072 nChanged 109 SP:Iteration 3F (32841.800000 sec): 3 clusters Score: Raw -277177.644325 + Penalty 3765.062653 = -273412.581672 nChanged 85 SP:Iteration 4Q (32841.810000 sec): 3 clusters Score: Raw -277323.234968 + Penalty 3765.062653 = -273558.172314 nChanged 109 SP:Iteration 5F (32841.820000 sec): 3 clusters Score: Raw -277548.365830 + Penalty 3765.062653 = -273783.303176 nChanged 112 SP:Iteration 6F (32841.830000 sec): 3 clusters Score: Raw -277764.118331 + Penalty 3765.062653 = -273999.055678 nChanged 104 SP:Iteration 7F (32841.840000 sec): 3 clusters Score: Raw -277949.245180 + Penalty 3765.062653 = -274184.182527 nChanged 73 SP:Iteration 8Q (32841.850000 sec): 3 clusters Score: Raw -278041.221090 + Penalty 3765.062653 = -274276.158437 nChanged 49 SP:Iteration 9Q (32841.860000 sec): 3 clusters Score: Raw -278110.365067 + Penalty 3765.062653 = -274345.302414 nChanged 38 SP:Iteration 10Q (32841.870000 sec): 3 clusters Score: Raw -278150.182052 + Penalty 3765.062653 = -274385.119398 nChanged 16 SP:Iteration 11Q (32841.880000 sec): 3 clusters Score: Raw -278160.390366 + Penalty 3765.062653 = -274395.327713 nChanged 5 SP:Iteration 12Q (32841.890000 sec): 3 clusters Score: Raw -278167.439243 + Penalty 3765.062653 = -274402.376590 nChanged 4 SP:Iteration 13Q (32841.890000 sec): 3 clusters Score: Raw -278170.144396 + Penalty 3765.062653 = -274405.081743 nChanged 0 SP:Iteration 14F (32841.910000 sec): 3 clusters Score: Raw -278170.144396 + Penalty 3765.062653 = -274405.081743 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 23 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32841.910000 sec): 2 clusters Score: Raw -11392.219272 + Penalty 1131.958351 = -10260.260920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32841.910000 sec): 3 clusters Score: Raw -11921.763240 + Penalty 2263.916703 = -9657.846537 nChanged 1 SP:Iteration 1Q (32841.910000 sec): 3 clusters Score: Raw -11931.761355 + Penalty 2263.916703 = -9667.844652 nChanged 0 SP:Iteration 2F (32841.910000 sec): 3 clusters Score: Raw -11931.761355 + Penalty 2263.916703 = -9667.844652 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 24 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32841.920000 sec): 2 clusters Score: Raw -29430.861296 + Penalty 1364.312036 = -28066.549259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32841.920000 sec): 3 clusters Score: Raw -29774.282314 + Penalty 2728.624072 = -27045.658242 nChanged 45 SP:Iteration 1F (32841.920000 sec): 3 clusters Score: Raw -30008.087061 + Penalty 2728.624072 = -27279.462988 nChanged 26 SP:Iteration 2F (32841.920000 sec): 3 clusters Score: Raw -30112.658026 + Penalty 2728.624072 = -27384.033954 nChanged 4 SP:Iteration 3Q (32841.920000 sec): 3 clusters Score: Raw -30142.651759 + Penalty 2728.624072 = -27414.027686 nChanged 2 SP:Iteration 4Q (32841.930000 sec): 3 clusters Score: Raw -30150.995795 + Penalty 2728.624072 = -27422.371722 nChanged 1 SP:Iteration 5Q (32841.930000 sec): 3 clusters Score: Raw -30156.562480 + Penalty 2728.624072 = -27427.938408 nChanged 1 SP:Iteration 6Q (32841.930000 sec): 3 clusters Score: Raw -30162.382327 + Penalty 2728.624072 = -27433.758254 nChanged 0 SP:Iteration 7F (32841.930000 sec): 3 clusters Score: Raw -30162.382327 + Penalty 2728.624072 = -27433.758254 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 25 (612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32841.930000 sec): 2 clusters Score: Raw -92796.462526 + Penalty 1591.349606 = -91205.112920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32841.940000 sec): 3 clusters Score: Raw -92757.749625 + Penalty 3182.699212 = -89575.050413 nChanged 120 SP:Iteration 1F (32841.940000 sec): 3 clusters Score: Raw -92955.979854 + Penalty 3182.699212 = -89773.280642 nChanged 51 SP:Iteration 2F (32841.950000 sec): 3 clusters Score: Raw -93080.482964 + Penalty 3182.699212 = -89897.783752 nChanged 33 SP:Iteration 3F (32841.950000 sec): 3 clusters Score: Raw -93166.486735 + Penalty 3182.699212 = -89983.787523 nChanged 24 SP:Iteration 4Q (32841.950000 sec): 3 clusters Score: Raw -93237.210967 + Penalty 3182.699212 = -90054.511754 nChanged 22 SP:Iteration 5Q (32841.950000 sec): 3 clusters Score: Raw -93322.883885 + Penalty 3182.699212 = -90140.184672 nChanged 15 SP:Iteration 6Q (32841.960000 sec): 3 clusters Score: Raw -93366.649825 + Penalty 3182.699212 = -90183.950613 nChanged 8 SP:Iteration 7Q (32841.960000 sec): 3 clusters Score: Raw -93392.062414 + Penalty 3182.699212 = -90209.363202 nChanged 6 SP:Iteration 8Q (32841.960000 sec): 3 clusters Score: Raw -93422.649668 + Penalty 3182.699212 = -90239.950456 nChanged 8 SP:Iteration 9Q (32841.970000 sec): 3 clusters Score: Raw -93452.878393 + Penalty 3182.699212 = -90270.179181 nChanged 9 SP:Iteration 10Q (32841.970000 sec): 3 clusters Score: Raw -93470.249361 + Penalty 3182.699212 = -90287.550149 nChanged 5 SP:Iteration 11Q (32841.970000 sec): 3 clusters Score: Raw -93488.298561 + Penalty 3182.699212 = -90305.599349 nChanged 3 SP:Iteration 12Q (32841.970000 sec): 3 clusters Score: Raw -93499.519408 + Penalty 3182.699212 = -90316.820195 nChanged 2 SP:Iteration 13Q (32841.970000 sec): 3 clusters Score: Raw -93506.645294 + Penalty 3182.699212 = -90323.946082 nChanged 2 SP:Iteration 14Q (32841.980000 sec): 3 clusters Score: Raw -93509.205887 + Penalty 3182.699212 = -90326.506675 nChanged 0 SP:Iteration 15F (32841.980000 sec): 3 clusters Score: Raw -93509.205887 + Penalty 3182.699212 = -90326.506675 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 26 (10928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32842.040000 sec): 2 clusters Score: Raw -1760680.663965 + Penalty 2306.172728 = -1758374.491237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32842.090000 sec): 3 clusters Score: Raw -1754765.718940 + Penalty 4612.345457 = -1750153.373484 nChanged 4543 SP:Iteration 1F (32842.150000 sec): 3 clusters Score: Raw -1757228.638079 + Penalty 4612.345457 = -1752616.292623 nChanged 658 SP:Iteration 2F (32842.200000 sec): 3 clusters Score: Raw -1757530.252799 + Penalty 4612.345457 = -1752917.907343 nChanged 523 SP:Iteration 3Q (32842.260000 sec): 3 clusters Score: Raw -1757776.373895 + Penalty 4612.345457 = -1753164.028438 nChanged 466 SP:Iteration 4Q (32842.310000 sec): 3 clusters Score: Raw -1757998.189126 + Penalty 4612.345457 = -1753385.843669 nChanged 438 SP:Iteration 5Q (32842.370000 sec): 3 clusters Score: Raw -1758206.374846 + Penalty 4612.345457 = -1753594.029390 nChanged 403 SP:Iteration 6Q (32842.430000 sec): 3 clusters Score: Raw -1758368.785827 + Penalty 4612.345457 = -1753756.440370 nChanged 330 SP:Iteration 7Q (32842.480000 sec): 3 clusters Score: Raw -1758499.345740 + Penalty 4612.345457 = -1753887.000284 nChanged 310 SP:Iteration 8Q (32842.540000 sec): 3 clusters Score: Raw -1758630.094860 + Penalty 4612.345457 = -1754017.749403 nChanged 310 SP:Iteration 9Q (32842.590000 sec): 3 clusters Score: Raw -1758755.768155 + Penalty 4612.345457 = -1754143.422698 nChanged 311 SP:Iteration 10Q (32842.650000 sec): 3 clusters Score: Raw -1758882.126832 + Penalty 4612.345457 = -1754269.781376 nChanged 296 SP:Iteration 11Q (32842.700000 sec): 3 clusters Score: Raw -1759009.730906 + Penalty 4612.345457 = -1754397.385450 nChanged 296 SP:Iteration 12Q (32842.750000 sec): 3 clusters Score: Raw -1759135.777267 + Penalty 4612.345457 = -1754523.431810 nChanged 284 SP:Iteration 13Q (32842.810000 sec): 3 clusters Score: Raw -1759253.738022 + Penalty 4612.345457 = -1754641.392566 nChanged 246 SP:Iteration 14Q (32842.870000 sec): 3 clusters Score: Raw -1759352.405781 + Penalty 4612.345457 = -1754740.060325 nChanged 263 SP:Iteration 15Q (32842.920000 sec): 3 clusters Score: Raw -1759472.860718 + Penalty 4612.345457 = -1754860.515262 nChanged 262 SP:Iteration 16Q (32842.970000 sec): 3 clusters Score: Raw -1759600.561891 + Penalty 4612.345457 = -1754988.216434 nChanged 242 SP:Iteration 17Q (32843.030000 sec): 3 clusters Score: Raw -1759703.570241 + Penalty 4612.345457 = -1755091.224784 nChanged 211 SP:Iteration 18Q (32843.080000 sec): 3 clusters Score: Raw -1759784.629738 + Penalty 4612.345457 = -1755172.284281 nChanged 172 SP:Iteration 19Q (32843.140000 sec): 3 clusters Score: Raw -1759850.970070 + Penalty 4612.345457 = -1755238.624614 nChanged 145 SP:Iteration 20F (32843.190000 sec): 3 clusters Score: Raw -1759901.299170 + Penalty 4612.345457 = -1755288.953714 nChanged 134 SP:Iteration 21Q (32843.250000 sec): 3 clusters Score: Raw -1759948.924935 + Penalty 4612.345457 = -1755336.579478 nChanged 123 SP:Iteration 22Q (32843.300000 sec): 3 clusters Score: Raw -1759994.933637 + Penalty 4612.345457 = -1755382.588181 nChanged 115 SP:Iteration 23Q (32843.350000 sec): 3 clusters Score: Raw -1760029.777774 + Penalty 4612.345457 = -1755417.432318 nChanged 94 SP:Iteration 24Q (32843.410000 sec): 3 clusters Score: Raw -1760057.305462 + Penalty 4612.345457 = -1755444.960005 nChanged 77 SP:Iteration 25Q (32843.460000 sec): 3 clusters Score: Raw -1760078.584299 + Penalty 4612.345457 = -1755466.238842 nChanged 74 SP:Iteration 26Q (32843.510000 sec): 3 clusters Score: Raw -1760101.962268 + Penalty 4612.345457 = -1755489.616812 nChanged 80 SP:Iteration 27Q (32843.560000 sec): 3 clusters Score: Raw -1760123.777503 + Penalty 4612.345457 = -1755511.432047 nChanged 77 SP:Iteration 28Q (32843.620000 sec): 3 clusters Score: Raw -1760145.642336 + Penalty 4612.345457 = -1755533.296880 nChanged 79 SP:Iteration 29Q (32843.670000 sec): 3 clusters Score: Raw -1760166.547498 + Penalty 4612.345457 = -1755554.202042 nChanged 84 SP:Iteration 30Q (32843.720000 sec): 3 clusters Score: Raw -1760191.126535 + Penalty 4612.345457 = -1755578.781078 nChanged 71 SP:Iteration 31Q (32843.770000 sec): 3 clusters Score: Raw -1760210.965437 + Penalty 4612.345457 = -1755598.619981 nChanged 79 SP:Iteration 32Q (32843.830000 sec): 3 clusters Score: Raw -1760234.182594 + Penalty 4612.345457 = -1755621.837137 nChanged 79 SP:Iteration 33Q (32843.870000 sec): 3 clusters Score: Raw -1760260.837722 + Penalty 4612.345457 = -1755648.492266 nChanged 79 SP:Iteration 34Q (32843.930000 sec): 3 clusters Score: Raw -1760285.652104 + Penalty 4612.345457 = -1755673.306648 nChanged 70 SP:Iteration 35Q (32843.980000 sec): 3 clusters Score: Raw -1760305.922120 + Penalty 4612.345457 = -1755693.576663 nChanged 71 SP:Iteration 36Q (32844.030000 sec): 3 clusters Score: Raw -1760327.553115 + Penalty 4612.345457 = -1755715.207658 nChanged 79 SP:Iteration 37Q (32844.080000 sec): 3 clusters Score: Raw -1760350.453560 + Penalty 4612.345457 = -1755738.108104 nChanged 72 SP:Iteration 38Q (32844.130000 sec): 3 clusters Score: Raw -1760371.247292 + Penalty 4612.345457 = -1755758.901836 nChanged 82 SP:Iteration 39Q (32844.180000 sec): 3 clusters Score: Raw -1760395.367076 + Penalty 4612.345457 = -1755783.021619 nChanged 72 SP:Iteration 40F (32844.230000 sec): 3 clusters Score: Raw -1760414.524279 + Penalty 4612.345457 = -1755802.178823 nChanged 68 SP:Iteration 41Q (32844.290000 sec): 3 clusters Score: Raw -1760434.151441 + Penalty 4612.345457 = -1755821.805984 nChanged 58 SP:Iteration 42Q (32844.330000 sec): 3 clusters Score: Raw -1760451.295483 + Penalty 4612.345457 = -1755838.950027 nChanged 65 SP:Iteration 43Q (32844.390000 sec): 3 clusters Score: Raw -1760472.781633 + Penalty 4612.345457 = -1755860.436176 nChanged 60 SP:Iteration 44Q (32844.430000 sec): 3 clusters Score: Raw -1760492.352614 + Penalty 4612.345457 = -1755880.007157 nChanged 63 SP:Iteration 45Q (32844.480000 sec): 3 clusters Score: Raw -1760513.064034 + Penalty 4612.345457 = -1755900.718577 nChanged 70 SP:Iteration 46Q (32844.530000 sec): 3 clusters Score: Raw -1760534.518277 + Penalty 4612.345457 = -1755922.172821 nChanged 58 SP:Iteration 47Q (32844.580000 sec): 3 clusters Score: Raw -1760553.678442 + Penalty 4612.345457 = -1755941.332986 nChanged 62 SP:Iteration 48Q (32844.630000 sec): 3 clusters Score: Raw -1760572.798500 + Penalty 4612.345457 = -1755960.453043 nChanged 61 SP:Iteration 49Q (32844.680000 sec): 3 clusters Score: Raw -1760593.815029 + Penalty 4612.345457 = -1755981.469573 nChanged 63 SP:Iteration 50Q (32844.730000 sec): 3 clusters Score: Raw -1760617.481691 + Penalty 4612.345457 = -1756005.136235 nChanged 63 SP:Iteration 51Q (32844.780000 sec): 3 clusters Score: Raw -1760639.791801 + Penalty 4612.345457 = -1756027.446344 nChanged 60 SP:Iteration 52Q (32844.830000 sec): 3 clusters Score: Raw -1760662.937213 + Penalty 4612.345457 = -1756050.591756 nChanged 57 SP:Iteration 53Q (32844.870000 sec): 3 clusters Score: Raw -1760684.274835 + Penalty 4612.345457 = -1756071.929378 nChanged 56 SP:Iteration 54Q (32844.920000 sec): 3 clusters Score: Raw -1760702.099730 + Penalty 4612.345457 = -1756089.754273 nChanged 54 SP:Iteration 55Q (32844.970000 sec): 3 clusters Score: Raw -1760720.406572 + Penalty 4612.345457 = -1756108.061116 nChanged 54 SP:Iteration 56Q (32845.010000 sec): 3 clusters Score: Raw -1760743.156585 + Penalty 4612.345457 = -1756130.811128 nChanged 63 SP:Iteration 57Q (32845.060000 sec): 3 clusters Score: Raw -1760765.554600 + Penalty 4612.345457 = -1756153.209143 nChanged 47 SP:Iteration 58Q (32845.110000 sec): 3 clusters Score: Raw -1760781.170774 + Penalty 4612.345457 = -1756168.825318 nChanged 43 SP:Iteration 59Q (32845.150000 sec): 3 clusters Score: Raw -1760797.519783 + Penalty 4612.345457 = -1756185.174326 nChanged 46 SP:Iteration 60F (32845.210000 sec): 3 clusters Score: Raw -1760813.685682 + Penalty 4612.345457 = -1756201.340225 nChanged 38 SP:Iteration 61Q (32845.250000 sec): 3 clusters Score: Raw -1760825.152526 + Penalty 4612.345457 = -1756212.807069 nChanged 37 SP:Iteration 62Q (32845.300000 sec): 3 clusters Score: Raw -1760837.480746 + Penalty 4612.345457 = -1756225.135290 nChanged 45 SP:Iteration 63Q (32845.350000 sec): 3 clusters Score: Raw -1760855.833801 + Penalty 4612.345457 = -1756243.488345 nChanged 52 SP:Iteration 64Q (32845.390000 sec): 3 clusters Score: Raw -1760878.667002 + Penalty 4612.345457 = -1756266.321546 nChanged 44 SP:Iteration 65Q (32845.440000 sec): 3 clusters Score: Raw -1760896.258383 + Penalty 4612.345457 = -1756283.912927 nChanged 35 SP:Iteration 66Q (32845.490000 sec): 3 clusters Score: Raw -1760911.607607 + Penalty 4612.345457 = -1756299.262150 nChanged 34 SP:Iteration 67Q (32845.530000 sec): 3 clusters Score: Raw -1760922.929618 + Penalty 4612.345457 = -1756310.584162 nChanged 26 SP:Iteration 68Q (32845.570000 sec): 3 clusters Score: Raw -1760931.330958 + Penalty 4612.345457 = -1756318.985501 nChanged 18 SP:Iteration 69Q (32845.620000 sec): 3 clusters Score: Raw -1760938.218317 + Penalty 4612.345457 = -1756325.872860 nChanged 20 SP:Iteration 70Q (32845.670000 sec): 3 clusters Score: Raw -1760943.549762 + Penalty 4612.345457 = -1756331.204305 nChanged 18 SP:Iteration 71Q (32845.710000 sec): 3 clusters Score: Raw -1760949.219556 + Penalty 4612.345457 = -1756336.874100 nChanged 26 SP:Iteration 72Q (32845.750000 sec): 3 clusters Score: Raw -1760959.700232 + Penalty 4612.345457 = -1756347.354775 nChanged 26 SP:Iteration 73Q (32845.800000 sec): 3 clusters Score: Raw -1760967.943256 + Penalty 4612.345457 = -1756355.597800 nChanged 20 SP:Iteration 74Q (32845.840000 sec): 3 clusters Score: Raw -1760976.095035 + Penalty 4612.345457 = -1756363.749579 nChanged 19 SP:Iteration 75Q (32845.890000 sec): 3 clusters Score: Raw -1760982.412214 + Penalty 4612.345457 = -1756370.066758 nChanged 18 SP:Iteration 76Q (32845.930000 sec): 3 clusters Score: Raw -1760989.384116 + Penalty 4612.345457 = -1756377.038660 nChanged 22 SP:Iteration 77Q (32845.980000 sec): 3 clusters Score: Raw -1760996.624208 + Penalty 4612.345457 = -1756384.278751 nChanged 16 SP:Iteration 78Q (32846.020000 sec): 3 clusters Score: Raw -1761002.383466 + Penalty 4612.345457 = -1756390.038010 nChanged 14 SP:Iteration 79Q (32846.070000 sec): 3 clusters Score: Raw -1761007.147873 + Penalty 4612.345457 = -1756394.802417 nChanged 11 SP:Iteration 80F (32846.120000 sec): 3 clusters Score: Raw -1761010.897206 + Penalty 4612.345457 = -1756398.551749 nChanged 8 SP:Iteration 81Q (32846.170000 sec): 3 clusters Score: Raw -1761014.639522 + Penalty 4612.345457 = -1756402.294066 nChanged 2 SP:Iteration 82Q (32846.210000 sec): 3 clusters Score: Raw -1761015.179184 + Penalty 4612.345457 = -1756402.833727 nChanged 4 SP:Iteration 83Q (32846.250000 sec): 3 clusters Score: Raw -1761016.717741 + Penalty 4612.345457 = -1756404.372285 nChanged 5 SP:Iteration 84Q (32846.300000 sec): 3 clusters Score: Raw -1761018.494447 + Penalty 4612.345457 = -1756406.148990 nChanged 8 SP:Iteration 85Q (32846.340000 sec): 3 clusters Score: Raw -1761021.557194 + Penalty 4612.345457 = -1756409.211737 nChanged 4 SP:Iteration 86Q (32846.390000 sec): 3 clusters Score: Raw -1761022.384586 + Penalty 4612.345457 = -1756410.039129 nChanged 3 SP:Iteration 87Q (32846.430000 sec): 3 clusters Score: Raw -1761022.855682 + Penalty 4612.345457 = -1756410.510225 nChanged 2 SP:Iteration 88Q (32846.470000 sec): 3 clusters Score: Raw -1761023.366940 + Penalty 4612.345457 = -1756411.021483 nChanged 2 SP:Iteration 89Q (32846.520000 sec): 3 clusters Score: Raw -1761024.001104 + Penalty 4612.345457 = -1756411.655647 nChanged 3 SP:Iteration 90Q (32846.560000 sec): 3 clusters Score: Raw -1761024.910934 + Penalty 4612.345457 = -1756412.565477 nChanged 3 SP:Iteration 91Q (32846.610000 sec): 3 clusters Score: Raw -1761025.885711 + Penalty 4612.345457 = -1756413.540255 nChanged 4 SP:Iteration 92Q (32846.650000 sec): 3 clusters Score: Raw -1761026.897026 + Penalty 4612.345457 = -1756414.551570 nChanged 3 SP:Iteration 93Q (32846.690000 sec): 3 clusters Score: Raw -1761027.680141 + Penalty 4612.345457 = -1756415.334685 nChanged 2 SP:Iteration 94Q (32846.740000 sec): 3 clusters Score: Raw -1761028.360996 + Penalty 4612.345457 = -1756416.015540 nChanged 1 SP:Iteration 95Q (32846.780000 sec): 3 clusters Score: Raw -1761028.681832 + Penalty 4612.345457 = -1756416.336376 nChanged 1 SP:Iteration 96Q (32846.830000 sec): 3 clusters Score: Raw -1761028.956670 + Penalty 4612.345457 = -1756416.611213 nChanged 1 SP:Iteration 97Q (32846.870000 sec): 3 clusters Score: Raw -1761029.206580 + Penalty 4612.345457 = -1756416.861123 nChanged 1 SP:Iteration 98Q (32846.910000 sec): 3 clusters Score: Raw -1761029.464784 + Penalty 4612.345457 = -1756417.119327 nChanged 0 SP:Iteration 99F (32846.970000 sec): 3 clusters Score: Raw -1761029.464784 + Penalty 4612.345457 = -1756417.119327 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 27 (16010 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32847.050000 sec): 2 clusters Score: Raw -2476719.906152 + Penalty 2400.880264 = -2474319.025888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32847.130000 sec): 3 clusters Score: Raw -2467643.632805 + Penalty 4801.760528 = -2462841.872277 nChanged 6926 SP:Iteration 1F (32847.210000 sec): 3 clusters Score: Raw -2471739.591488 + Penalty 4801.760528 = -2466937.830960 nChanged 1104 SP:Iteration 2F (32847.290000 sec): 3 clusters Score: Raw -2472370.766283 + Penalty 4801.760528 = -2467569.005755 nChanged 992 SP:Iteration 3F (32847.370000 sec): 3 clusters Score: Raw -2472886.371046 + Penalty 4801.760528 = -2468084.610518 nChanged 850 SP:Iteration 4F (32847.450000 sec): 3 clusters Score: Raw -2473325.238339 + Penalty 4801.760528 = -2468523.477811 nChanged 816 SP:Iteration 5F (32847.530000 sec): 3 clusters Score: Raw -2473745.169693 + Penalty 4801.760528 = -2468943.409165 nChanged 698 SP:Iteration 6Q (32847.610000 sec): 3 clusters Score: Raw -2474118.945218 + Penalty 4801.760528 = -2469317.184690 nChanged 650 SP:Iteration 7Q (32847.690000 sec): 3 clusters Score: Raw -2474435.617311 + Penalty 4801.760528 = -2469633.856784 nChanged 542 SP:Iteration 8Q (32847.770000 sec): 3 clusters Score: Raw -2474684.018930 + Penalty 4801.760528 = -2469882.258402 nChanged 473 SP:Iteration 9Q (32847.850000 sec): 3 clusters Score: Raw -2474912.834204 + Penalty 4801.760528 = -2470111.073676 nChanged 435 SP:Iteration 10Q (32847.930000 sec): 3 clusters Score: Raw -2475142.832493 + Penalty 4801.760528 = -2470341.071965 nChanged 428 SP:Iteration 11Q (32848.010000 sec): 3 clusters Score: Raw -2475378.116316 + Penalty 4801.760528 = -2470576.355788 nChanged 411 SP:Iteration 12Q (32848.090000 sec): 3 clusters Score: Raw -2475585.073399 + Penalty 4801.760528 = -2470783.312871 nChanged 363 SP:Iteration 13Q (32848.170000 sec): 3 clusters Score: Raw -2475769.300763 + Penalty 4801.760528 = -2470967.540235 nChanged 315 SP:Iteration 14Q (32848.250000 sec): 3 clusters Score: Raw -2475920.765884 + Penalty 4801.760528 = -2471119.005356 nChanged 295 SP:Iteration 15Q (32848.320000 sec): 3 clusters Score: Raw -2476049.901590 + Penalty 4801.760528 = -2471248.141062 nChanged 261 SP:Iteration 16Q (32848.400000 sec): 3 clusters Score: Raw -2476164.127430 + Penalty 4801.760528 = -2471362.366902 nChanged 237 SP:Iteration 17Q (32848.470000 sec): 3 clusters Score: Raw -2476254.288420 + Penalty 4801.760528 = -2471452.527893 nChanged 205 SP:Iteration 18Q (32848.550000 sec): 3 clusters Score: Raw -2476330.599094 + Penalty 4801.760528 = -2471528.838566 nChanged 200 SP:Iteration 19Q (32848.620000 sec): 3 clusters Score: Raw -2476403.311452 + Penalty 4801.760528 = -2471601.550924 nChanged 159 SP:Iteration 20F (32848.700000 sec): 3 clusters Score: Raw -2476461.456379 + Penalty 4801.760528 = -2471659.695851 nChanged 153 SP:Iteration 21Q (32848.780000 sec): 3 clusters Score: Raw -2476513.245112 + Penalty 4801.760528 = -2471711.484584 nChanged 137 SP:Iteration 22Q (32848.850000 sec): 3 clusters Score: Raw -2476565.157938 + Penalty 4801.760528 = -2471763.397410 nChanged 140 SP:Iteration 23Q (32848.920000 sec): 3 clusters Score: Raw -2476621.344492 + Penalty 4801.760528 = -2471819.583964 nChanged 133 SP:Iteration 24Q (32848.990000 sec): 3 clusters Score: Raw -2476674.601716 + Penalty 4801.760528 = -2471872.841188 nChanged 118 SP:Iteration 25Q (32849.060000 sec): 3 clusters Score: Raw -2476718.342928 + Penalty 4801.760528 = -2471916.582401 nChanged 114 SP:Iteration 26Q (32849.130000 sec): 3 clusters Score: Raw -2476759.488993 + Penalty 4801.760528 = -2471957.728465 nChanged 117 SP:Iteration 27Q (32849.200000 sec): 3 clusters Score: Raw -2476801.399424 + Penalty 4801.760528 = -2471999.638896 nChanged 106 SP:Iteration 28Q (32849.270000 sec): 3 clusters Score: Raw -2476838.883250 + Penalty 4801.760528 = -2472037.122722 nChanged 95 SP:Iteration 29Q (32849.340000 sec): 3 clusters Score: Raw -2476869.842953 + Penalty 4801.760528 = -2472068.082425 nChanged 81 SP:Iteration 30Q (32849.410000 sec): 3 clusters Score: Raw -2476898.607163 + Penalty 4801.760528 = -2472096.846635 nChanged 64 SP:Iteration 31Q (32849.480000 sec): 3 clusters Score: Raw -2476920.803417 + Penalty 4801.760528 = -2472119.042889 nChanged 51 SP:Iteration 32Q (32849.550000 sec): 3 clusters Score: Raw -2476937.468762 + Penalty 4801.760528 = -2472135.708234 nChanged 52 SP:Iteration 33Q (32849.620000 sec): 3 clusters Score: Raw -2476955.443270 + Penalty 4801.760528 = -2472153.682742 nChanged 50 SP:Iteration 34Q (32849.680000 sec): 3 clusters Score: Raw -2476973.725029 + Penalty 4801.760528 = -2472171.964501 nChanged 51 SP:Iteration 35Q (32849.750000 sec): 3 clusters Score: Raw -2476991.806922 + Penalty 4801.760528 = -2472190.046394 nChanged 44 SP:Iteration 36Q (32849.820000 sec): 3 clusters Score: Raw -2477008.453595 + Penalty 4801.760528 = -2472206.693068 nChanged 36 SP:Iteration 37Q (32849.880000 sec): 3 clusters Score: Raw -2477018.839247 + Penalty 4801.760528 = -2472217.078719 nChanged 30 SP:Iteration 38Q (32849.950000 sec): 3 clusters Score: Raw -2477028.398018 + Penalty 4801.760528 = -2472226.637491 nChanged 31 SP:Iteration 39Q (32850.020000 sec): 3 clusters Score: Raw -2477038.627627 + Penalty 4801.760528 = -2472236.867099 nChanged 30 SP:Iteration 40F (32850.100000 sec): 3 clusters Score: Raw -2477049.497303 + Penalty 4801.760528 = -2472247.736775 nChanged 34 SP:Iteration 41Q (32850.170000 sec): 3 clusters Score: Raw -2477058.397747 + Penalty 4801.760528 = -2472256.637219 nChanged 20 SP:Iteration 42Q (32850.230000 sec): 3 clusters Score: Raw -2477065.738696 + Penalty 4801.760528 = -2472263.978168 nChanged 22 SP:Iteration 43Q (32850.300000 sec): 3 clusters Score: Raw -2477072.186524 + Penalty 4801.760528 = -2472270.425997 nChanged 26 SP:Iteration 44Q (32850.370000 sec): 3 clusters Score: Raw -2477082.745058 + Penalty 4801.760528 = -2472280.984530 nChanged 22 SP:Iteration 45Q (32850.430000 sec): 3 clusters Score: Raw -2477088.496500 + Penalty 4801.760528 = -2472286.735972 nChanged 14 SP:Iteration 46Q (32850.500000 sec): 3 clusters Score: Raw -2477091.395891 + Penalty 4801.760528 = -2472289.635364 nChanged 9 SP:Iteration 47Q (32850.560000 sec): 3 clusters Score: Raw -2477093.866403 + Penalty 4801.760528 = -2472292.105876 nChanged 12 SP:Iteration 48Q (32850.630000 sec): 3 clusters Score: Raw -2477097.227430 + Penalty 4801.760528 = -2472295.466902 nChanged 12 SP:Iteration 49Q (32850.690000 sec): 3 clusters Score: Raw -2477100.771593 + Penalty 4801.760528 = -2472299.011065 nChanged 12 SP:Iteration 50Q (32850.760000 sec): 3 clusters Score: Raw -2477104.367702 + Penalty 4801.760528 = -2472302.607174 nChanged 7 SP:Iteration 51Q (32850.820000 sec): 3 clusters Score: Raw -2477106.195707 + Penalty 4801.760528 = -2472304.435179 nChanged 6 SP:Iteration 52Q (32850.890000 sec): 3 clusters Score: Raw -2477108.209324 + Penalty 4801.760528 = -2472306.448796 nChanged 8 SP:Iteration 53Q (32850.950000 sec): 3 clusters Score: Raw -2477109.636078 + Penalty 4801.760528 = -2472307.875550 nChanged 5 SP:Iteration 54Q (32851.020000 sec): 3 clusters Score: Raw -2477110.811808 + Penalty 4801.760528 = -2472309.051280 nChanged 4 SP:Iteration 55Q (32851.080000 sec): 3 clusters Score: Raw -2477111.445274 + Penalty 4801.760528 = -2472309.684746 nChanged 2 SP:Iteration 56Q (32851.150000 sec): 3 clusters Score: Raw -2477111.674909 + Penalty 4801.760528 = -2472309.914382 nChanged 0 SP:Iteration 57F (32851.230000 sec): 3 clusters Score: Raw -2477111.674909 + Penalty 4801.760528 = -2472309.914382 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 28 (399080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32853.100000 sec): 2 clusters Score: Raw -64207528.310116 + Penalty 3198.435460 = -64204329.874656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32855.180000 sec): 3 clusters Score: Raw -63941742.212183 + Penalty 6396.870920 = -63935345.341263 nChanged 193861 SP:Iteration 1F (32857.240000 sec): 3 clusters Score: Raw -64056868.722967 + Penalty 6396.870920 = -64050471.852047 nChanged 10046 SP:Iteration 2Q (32859.350000 sec): 3 clusters Score: Raw -64059131.585535 + Penalty 6396.870920 = -64052734.714616 nChanged 11499 SP:Iteration 3Q (32861.480000 sec): 3 clusters Score: Raw -64062378.220187 + Penalty 6396.870920 = -64055981.349267 nChanged 13599 SP:Iteration 4Q (32863.600000 sec): 3 clusters Score: Raw -64067280.850045 + Penalty 6396.870920 = -64060883.979125 nChanged 15867 SP:Iteration 5Q (32865.730000 sec): 3 clusters Score: Raw -64074278.078644 + Penalty 6396.870920 = -64067881.207724 nChanged 18428 SP:Iteration 6Q (32867.840000 sec): 3 clusters Score: Raw -64083853.475677 + Penalty 6396.870920 = -64077456.604757 nChanged 20858 SP:Iteration 7F (32869.910000 sec): 3 clusters Score: Raw -64095661.801026 + Penalty 6396.870920 = -64089264.930106 nChanged 22209 SP:Iteration 8F (32871.970000 sec): 3 clusters Score: Raw -64108872.578624 + Penalty 6396.870920 = -64102475.707704 nChanged 22795 SP:Iteration 9F (32874.050000 sec): 3 clusters Score: Raw -64123179.265849 + Penalty 6396.870920 = -64116782.394929 nChanged 21488 SP:Iteration 10F (32876.110000 sec): 3 clusters Score: Raw -64136255.995194 + Penalty 6396.870920 = -64129859.124274 nChanged 18293 SP:Iteration 11Q (32878.140000 sec): 3 clusters Score: Raw -64145303.808922 + Penalty 6396.870920 = -64138906.938002 nChanged 13433 SP:Iteration 12Q (32880.130000 sec): 3 clusters Score: Raw -64150146.699500 + Penalty 6396.870920 = -64143749.828580 nChanged 9419 SP:Iteration 13Q (32882.100000 sec): 3 clusters Score: Raw -64152782.026128 + Penalty 6396.870920 = -64146385.155208 nChanged 7230 SP:Iteration 14Q (32884.030000 sec): 3 clusters Score: Raw -64154690.582747 + Penalty 6396.870920 = -64148293.711827 nChanged 6671 SP:Iteration 15Q (32885.960000 sec): 3 clusters Score: Raw -64156523.967315 + Penalty 6396.870920 = -64150127.096396 nChanged 6778 SP:Iteration 16Q (32887.870000 sec): 3 clusters Score: Raw -64158575.851379 + Penalty 6396.870920 = -64152178.980459 nChanged 7240 SP:Iteration 17Q (32889.770000 sec): 3 clusters Score: Raw -64160962.338939 + Penalty 6396.870920 = -64154565.468019 nChanged 7635 SP:Iteration 18Q (32891.640000 sec): 3 clusters Score: Raw -64163713.138430 + Penalty 6396.870920 = -64157316.267510 nChanged 8084 SP:Iteration 19Q (32893.500000 sec): 3 clusters Score: Raw -64166920.947815 + Penalty 6396.870920 = -64160524.076895 nChanged 8459 SP:Iteration 20F (32895.550000 sec): 3 clusters Score: Raw -64170581.326083 + Penalty 6396.870920 = -64164184.455163 nChanged 8470 SP:Iteration 21Q (32897.350000 sec): 3 clusters Score: Raw -64174519.249108 + Penalty 6396.870920 = -64168122.378189 nChanged 8359 SP:Iteration 22Q (32899.100000 sec): 3 clusters Score: Raw -64178731.238035 + Penalty 6396.870920 = -64172334.367115 nChanged 8092 SP:Iteration 23Q (32900.820000 sec): 3 clusters Score: Raw -64183055.028744 + Penalty 6396.870920 = -64176658.157824 nChanged 7596 SP:Iteration 24Q (32902.500000 sec): 3 clusters Score: Raw -64187379.134237 + Penalty 6396.870920 = -64180982.263318 nChanged 6902 SP:Iteration 25Q (32904.150000 sec): 3 clusters Score: Raw -64191514.322083 + Penalty 6396.870920 = -64185117.451163 nChanged 6043 SP:Iteration 26Q (32905.760000 sec): 3 clusters Score: Raw -64195251.910507 + Penalty 6396.870920 = -64188855.039587 nChanged 5009 SP:Iteration 27Q (32907.340000 sec): 3 clusters Score: Raw -64198422.830651 + Penalty 6396.870920 = -64192025.959732 nChanged 4074 SP:Iteration 28Q (32908.890000 sec): 3 clusters Score: Raw -64201079.994635 + Penalty 6396.870920 = -64194683.123715 nChanged 3210 SP:Iteration 29Q (32910.400000 sec): 3 clusters Score: Raw -64203178.628613 + Penalty 6396.870920 = -64196781.757693 nChanged 2379 SP:Iteration 30Q (32911.890000 sec): 3 clusters Score: Raw -64204695.442139 + Penalty 6396.870920 = -64198298.571219 nChanged 1721 SP:Iteration 31Q (32913.360000 sec): 3 clusters Score: Raw -64205766.058777 + Penalty 6396.870920 = -64199369.187857 nChanged 1246 SP:Iteration 32Q (32914.830000 sec): 3 clusters Score: Raw -64206500.845757 + Penalty 6396.870920 = -64200103.974837 nChanged 838 SP:Iteration 33Q (32916.270000 sec): 3 clusters Score: Raw -64206937.093185 + Penalty 6396.870920 = -64200540.222265 nChanged 588 SP:Iteration 34Q (32917.710000 sec): 3 clusters Score: Raw -64207231.256001 + Penalty 6396.870920 = -64200834.385081 nChanged 448 SP:Iteration 35Q (32919.150000 sec): 3 clusters Score: Raw -64207439.181312 + Penalty 6396.870920 = -64201042.310392 nChanged 337 SP:Iteration 36Q (32920.590000 sec): 3 clusters Score: Raw -64207586.070216 + Penalty 6396.870920 = -64201189.199296 nChanged 256 SP:Iteration 37Q (32922.020000 sec): 3 clusters Score: Raw -64207699.026177 + Penalty 6396.870920 = -64201302.155257 nChanged 223 SP:Iteration 38Q (32923.450000 sec): 3 clusters Score: Raw -64207791.622981 + Penalty 6396.870920 = -64201394.752061 nChanged 184 SP:Iteration 39Q (32924.880000 sec): 3 clusters Score: Raw -64207864.136072 + Penalty 6396.870920 = -64201467.265153 nChanged 141 SP:Iteration 40F (32926.930000 sec): 3 clusters Score: Raw -64207917.824686 + Penalty 6396.870920 = -64201520.953766 nChanged 108 SP:Iteration 41Q (32928.350000 sec): 3 clusters Score: Raw -64207955.677325 + Penalty 6396.870920 = -64201558.806405 nChanged 78 SP:Iteration 42Q (32929.770000 sec): 3 clusters Score: Raw -64207980.446624 + Penalty 6396.870920 = -64201583.575704 nChanged 61 SP:Iteration 43Q (32931.200000 sec): 3 clusters Score: Raw -64208004.384134 + Penalty 6396.870920 = -64201607.513214 nChanged 55 SP:Iteration 44Q (32932.630000 sec): 3 clusters Score: Raw -64208025.725203 + Penalty 6396.870920 = -64201628.854283 nChanged 33 SP:Iteration 45Q (32934.060000 sec): 3 clusters Score: Raw -64208036.753222 + Penalty 6396.870920 = -64201639.882303 nChanged 35 SP:Iteration 46Q (32935.480000 sec): 3 clusters Score: Raw -64208048.428863 + Penalty 6396.870920 = -64201651.557943 nChanged 35 SP:Iteration 47Q (32936.900000 sec): 3 clusters Score: Raw -64208062.517414 + Penalty 6396.870920 = -64201665.646495 nChanged 37 SP:Iteration 48Q (32938.320000 sec): 3 clusters Score: Raw -64208076.468198 + Penalty 6396.870920 = -64201679.597278 nChanged 39 SP:Iteration 49Q (32939.740000 sec): 3 clusters Score: Raw -64208090.361326 + Penalty 6396.870920 = -64201693.490406 nChanged 31 SP:Iteration 50Q (32941.160000 sec): 3 clusters Score: Raw -64208101.026516 + Penalty 6396.870920 = -64201704.155596 nChanged 29 SP:Iteration 51Q (32942.580000 sec): 3 clusters Score: Raw -64208109.802402 + Penalty 6396.870920 = -64201712.931482 nChanged 18 SP:Iteration 52Q (32944.000000 sec): 3 clusters Score: Raw -64208115.508429 + Penalty 6396.870920 = -64201718.637510 nChanged 12 SP:Iteration 53Q (32945.420000 sec): 3 clusters Score: Raw -64208118.810314 + Penalty 6396.870920 = -64201721.939394 nChanged 8 SP:Iteration 54Q (32946.840000 sec): 3 clusters Score: Raw -64208120.825384 + Penalty 6396.870920 = -64201723.954464 nChanged 9 SP:Iteration 55Q (32948.260000 sec): 3 clusters Score: Raw -64208124.103869 + Penalty 6396.870920 = -64201727.232949 nChanged 9 SP:Iteration 56Q (32949.770000 sec): 3 clusters Score: Raw -64208128.378591 + Penalty 6396.870920 = -64201731.507671 nChanged 14 SP:Iteration 57Q (32951.190000 sec): 3 clusters Score: Raw -64208132.832782 + Penalty 6396.870920 = -64201735.961862 nChanged 6 SP:Iteration 58Q (32952.610000 sec): 3 clusters Score: Raw -64208133.967952 + Penalty 6396.870920 = -64201737.097032 nChanged 1 SP:Iteration 59Q (32954.040000 sec): 3 clusters Score: Raw -64208134.306762 + Penalty 6396.870920 = -64201737.435842 nChanged 2 SP:Iteration 60F (32956.070000 sec): 3 clusters Score: Raw -64208135.144205 + Penalty 6396.870920 = -64201738.273285 nChanged 3 SP:Iteration 61Q (32957.500000 sec): 3 clusters Score: Raw -64208136.144166 + Penalty 6396.870920 = -64201739.273246 nChanged 2 SP:Iteration 62Q (32958.930000 sec): 3 clusters Score: Raw -64208136.715468 + Penalty 6396.870920 = -64201739.844548 nChanged 1 SP:Iteration 63Q (32960.360000 sec): 3 clusters Score: Raw -64208136.899562 + Penalty 6396.870920 = -64201740.028643 nChanged 1 SP:Iteration 64Q (32961.780000 sec): 3 clusters Score: Raw -64208137.022149 + Penalty 6396.870920 = -64201740.151230 nChanged 1 SP:Iteration 65Q (32963.200000 sec): 3 clusters Score: Raw -64208137.202740 + Penalty 6396.870920 = -64201740.331820 nChanged 1 SP:Iteration 66Q (32964.630000 sec): 3 clusters Score: Raw -64208137.332272 + Penalty 6396.870920 = -64201740.461352 nChanged 0 SP:Iteration 67F (32966.680000 sec): 3 clusters Score: Raw -64208137.332272 + Penalty 6396.870920 = -64201740.461352 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 29 (55159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32967.120000 sec): 2 clusters Score: Raw -8881826.054344 + Penalty 2707.657850 = -8879118.396494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32967.410000 sec): 3 clusters Score: Raw -8847503.429746 + Penalty 5415.315701 = -8842088.114045 nChanged 25522 SP:Iteration 1F (32967.690000 sec): 3 clusters Score: Raw -8861725.777833 + Penalty 5415.315701 = -8856310.462132 nChanged 2047 SP:Iteration 2Q (32967.980000 sec): 3 clusters Score: Raw -8862256.978206 + Penalty 5415.315701 = -8856841.662506 nChanged 1935 SP:Iteration 3Q (32968.280000 sec): 3 clusters Score: Raw -8862744.532929 + Penalty 5415.315701 = -8857329.217228 nChanged 1877 SP:Iteration 4Q (32968.560000 sec): 3 clusters Score: Raw -8863254.349331 + Penalty 5415.315701 = -8857839.033630 nChanged 1946 SP:Iteration 5Q (32968.860000 sec): 3 clusters Score: Raw -8863830.413004 + Penalty 5415.315701 = -8858415.097303 nChanged 1999 SP:Iteration 6Q (32969.150000 sec): 3 clusters Score: Raw -8864453.883552 + Penalty 5415.315701 = -8859038.567852 nChanged 2058 SP:Iteration 7Q (32969.440000 sec): 3 clusters Score: Raw -8865163.662860 + Penalty 5415.315701 = -8859748.347160 nChanged 2250 SP:Iteration 8Q (32969.730000 sec): 3 clusters Score: Raw -8866073.548973 + Penalty 5415.315701 = -8860658.233272 nChanged 2537 SP:Iteration 9Q (32970.020000 sec): 3 clusters Score: Raw -8867222.405708 + Penalty 5415.315701 = -8861807.090008 nChanged 2748 SP:Iteration 10Q (32970.310000 sec): 3 clusters Score: Raw -8868573.988330 + Penalty 5415.315701 = -8863158.672629 nChanged 2771 SP:Iteration 11F (32970.590000 sec): 3 clusters Score: Raw -8870017.277335 + Penalty 5415.315701 = -8864601.961634 nChanged 2737 SP:Iteration 12Q (32970.880000 sec): 3 clusters Score: Raw -8871600.158513 + Penalty 5415.315701 = -8866184.842812 nChanged 2604 SP:Iteration 13Q (32971.170000 sec): 3 clusters Score: Raw -8873228.987876 + Penalty 5415.315701 = -8867813.672175 nChanged 2379 SP:Iteration 14Q (32971.450000 sec): 3 clusters Score: Raw -8874784.830454 + Penalty 5415.315701 = -8869369.514753 nChanged 2050 SP:Iteration 15Q (32971.730000 sec): 3 clusters Score: Raw -8876224.757935 + Penalty 5415.315701 = -8870809.442234 nChanged 1709 SP:Iteration 16Q (32972.000000 sec): 3 clusters Score: Raw -8877466.991490 + Penalty 5415.315701 = -8872051.675790 nChanged 1416 SP:Iteration 17Q (32972.260000 sec): 3 clusters Score: Raw -8878464.167521 + Penalty 5415.315701 = -8873048.851820 nChanged 1143 SP:Iteration 18Q (32972.510000 sec): 3 clusters Score: Raw -8879225.104179 + Penalty 5415.315701 = -8873809.788478 nChanged 879 SP:Iteration 19Q (32972.750000 sec): 3 clusters Score: Raw -8879768.471621 + Penalty 5415.315701 = -8874353.155920 nChanged 733 SP:Iteration 20F (32973.030000 sec): 3 clusters Score: Raw -8880222.366809 + Penalty 5415.315701 = -8874807.051108 nChanged 583 SP:Iteration 21Q (32973.260000 sec): 3 clusters Score: Raw -8880563.885931 + Penalty 5415.315701 = -8875148.570231 nChanged 506 SP:Iteration 22Q (32973.480000 sec): 3 clusters Score: Raw -8880866.204129 + Penalty 5415.315701 = -8875450.888428 nChanged 430 SP:Iteration 23Q (32973.700000 sec): 3 clusters Score: Raw -8881126.510532 + Penalty 5415.315701 = -8875711.194832 nChanged 385 SP:Iteration 24Q (32973.910000 sec): 3 clusters Score: Raw -8881369.169389 + Penalty 5415.315701 = -8875953.853689 nChanged 311 SP:Iteration 25Q (32974.130000 sec): 3 clusters Score: Raw -8881579.505170 + Penalty 5415.315701 = -8876164.189470 nChanged 259 SP:Iteration 26Q (32974.340000 sec): 3 clusters Score: Raw -8881746.030563 + Penalty 5415.315701 = -8876330.714862 nChanged 196 SP:Iteration 27Q (32974.550000 sec): 3 clusters Score: Raw -8881885.540984 + Penalty 5415.315701 = -8876470.225284 nChanged 156 SP:Iteration 28Q (32974.750000 sec): 3 clusters Score: Raw -8881990.318614 + Penalty 5415.315701 = -8876575.002914 nChanged 106 SP:Iteration 29Q (32974.960000 sec): 3 clusters Score: Raw -8882057.522100 + Penalty 5415.315701 = -8876642.206399 nChanged 71 SP:Iteration 30Q (32975.160000 sec): 3 clusters Score: Raw -8882102.992163 + Penalty 5415.315701 = -8876687.676463 nChanged 56 SP:Iteration 31Q (32975.370000 sec): 3 clusters Score: Raw -8882143.786588 + Penalty 5415.315701 = -8876728.470888 nChanged 63 SP:Iteration 32Q (32975.570000 sec): 3 clusters Score: Raw -8882182.772079 + Penalty 5415.315701 = -8876767.456379 nChanged 49 SP:Iteration 33Q (32975.770000 sec): 3 clusters Score: Raw -8882216.447373 + Penalty 5415.315701 = -8876801.131673 nChanged 45 SP:Iteration 34Q (32975.970000 sec): 3 clusters Score: Raw -8882242.674607 + Penalty 5415.315701 = -8876827.358907 nChanged 39 SP:Iteration 35Q (32976.170000 sec): 3 clusters Score: Raw -8882268.933718 + Penalty 5415.315701 = -8876853.618017 nChanged 39 SP:Iteration 36Q (32976.370000 sec): 3 clusters Score: Raw -8882297.039991 + Penalty 5415.315701 = -8876881.724291 nChanged 35 SP:Iteration 37Q (32976.570000 sec): 3 clusters Score: Raw -8882325.448529 + Penalty 5415.315701 = -8876910.132828 nChanged 34 SP:Iteration 38Q (32976.770000 sec): 3 clusters Score: Raw -8882357.337740 + Penalty 5415.315701 = -8876942.022040 nChanged 38 SP:Iteration 39Q (32976.970000 sec): 3 clusters Score: Raw -8882392.293500 + Penalty 5415.315701 = -8876976.977800 nChanged 31 SP:Iteration 40F (32977.250000 sec): 3 clusters Score: Raw -8882415.856322 + Penalty 5415.315701 = -8877000.540622 nChanged 25 SP:Iteration 41Q (32977.450000 sec): 3 clusters Score: Raw -8882429.008364 + Penalty 5415.315701 = -8877013.692663 nChanged 15 SP:Iteration 42Q (32977.660000 sec): 3 clusters Score: Raw -8882437.154747 + Penalty 5415.315701 = -8877021.839046 nChanged 11 SP:Iteration 43Q (32977.860000 sec): 3 clusters Score: Raw -8882443.772882 + Penalty 5415.315701 = -8877028.457181 nChanged 15 SP:Iteration 44Q (32978.050000 sec): 3 clusters Score: Raw -8882451.234466 + Penalty 5415.315701 = -8877035.918766 nChanged 12 SP:Iteration 45Q (32978.250000 sec): 3 clusters Score: Raw -8882459.000935 + Penalty 5415.315701 = -8877043.685234 nChanged 12 SP:Iteration 46Q (32978.450000 sec): 3 clusters Score: Raw -8882468.253579 + Penalty 5415.315701 = -8877052.937879 nChanged 19 SP:Iteration 47Q (32978.650000 sec): 3 clusters Score: Raw -8882477.928892 + Penalty 5415.315701 = -8877062.613192 nChanged 16 SP:Iteration 48Q (32978.840000 sec): 3 clusters Score: Raw -8882493.626094 + Penalty 5415.315701 = -8877078.310393 nChanged 27 SP:Iteration 49Q (32979.040000 sec): 3 clusters Score: Raw -8882517.123436 + Penalty 5415.315701 = -8877101.807735 nChanged 27 SP:Iteration 50Q (32979.240000 sec): 3 clusters Score: Raw -8882539.828182 + Penalty 5415.315701 = -8877124.512481 nChanged 22 SP:Iteration 51Q (32979.440000 sec): 3 clusters Score: Raw -8882554.217319 + Penalty 5415.315701 = -8877138.901619 nChanged 15 SP:Iteration 52Q (32979.640000 sec): 3 clusters Score: Raw -8882567.584365 + Penalty 5415.315701 = -8877152.268665 nChanged 14 SP:Iteration 53Q (32979.840000 sec): 3 clusters Score: Raw -8882576.750778 + Penalty 5415.315701 = -8877161.435077 nChanged 22 SP:Iteration 54Q (32980.030000 sec): 3 clusters Score: Raw -8882588.153474 + Penalty 5415.315701 = -8877172.837773 nChanged 19 SP:Iteration 55Q (32980.230000 sec): 3 clusters Score: Raw -8882600.137221 + Penalty 5415.315701 = -8877184.821520 nChanged 22 SP:Iteration 56Q (32980.430000 sec): 3 clusters Score: Raw -8882616.522270 + Penalty 5415.315701 = -8877201.206570 nChanged 22 SP:Iteration 57Q (32980.620000 sec): 3 clusters Score: Raw -8882637.211130 + Penalty 5415.315701 = -8877221.895430 nChanged 31 SP:Iteration 58Q (32980.820000 sec): 3 clusters Score: Raw -8882670.667617 + Penalty 5415.315701 = -8877255.351916 nChanged 25 SP:Iteration 59Q (32981.020000 sec): 3 clusters Score: Raw -8882699.933988 + Penalty 5415.315701 = -8877284.618288 nChanged 37 SP:Iteration 60F (32981.300000 sec): 3 clusters Score: Raw -8882744.253688 + Penalty 5415.315701 = -8877328.937988 nChanged 52 SP:Iteration 61Q (32981.490000 sec): 3 clusters Score: Raw -8882802.547044 + Penalty 5415.315701 = -8877387.231344 nChanged 47 SP:Iteration 62Q (32981.690000 sec): 3 clusters Score: Raw -8882848.767083 + Penalty 5415.315701 = -8877433.451383 nChanged 43 SP:Iteration 63Q (32981.890000 sec): 3 clusters Score: Raw -8882891.152411 + Penalty 5415.315701 = -8877475.836710 nChanged 41 SP:Iteration 64Q (32982.080000 sec): 3 clusters Score: Raw -8882927.391069 + Penalty 5415.315701 = -8877512.075368 nChanged 36 SP:Iteration 65Q (32982.280000 sec): 3 clusters Score: Raw -8882958.741039 + Penalty 5415.315701 = -8877543.425339 nChanged 36 SP:Iteration 66Q (32982.480000 sec): 3 clusters Score: Raw -8882982.588477 + Penalty 5415.315701 = -8877567.272777 nChanged 38 SP:Iteration 67Q (32982.680000 sec): 3 clusters Score: Raw -8883007.906492 + Penalty 5415.315701 = -8877592.590792 nChanged 36 SP:Iteration 68Q (32982.880000 sec): 3 clusters Score: Raw -8883034.305011 + Penalty 5415.315701 = -8877618.989310 nChanged 36 SP:Iteration 69Q (32983.080000 sec): 3 clusters Score: Raw -8883060.200155 + Penalty 5415.315701 = -8877644.884454 nChanged 31 SP:Iteration 70Q (32983.280000 sec): 3 clusters Score: Raw -8883080.222207 + Penalty 5415.315701 = -8877664.906507 nChanged 34 SP:Iteration 71Q (32983.470000 sec): 3 clusters Score: Raw -8883103.672565 + Penalty 5415.315701 = -8877688.356864 nChanged 38 SP:Iteration 72Q (32983.670000 sec): 3 clusters Score: Raw -8883127.781494 + Penalty 5415.315701 = -8877712.465793 nChanged 31 SP:Iteration 73Q (32983.870000 sec): 3 clusters Score: Raw -8883142.959316 + Penalty 5415.315701 = -8877727.643615 nChanged 20 SP:Iteration 74Q (32984.070000 sec): 3 clusters Score: Raw -8883152.644029 + Penalty 5415.315701 = -8877737.328328 nChanged 14 SP:Iteration 75Q (32984.260000 sec): 3 clusters Score: Raw -8883158.101949 + Penalty 5415.315701 = -8877742.786249 nChanged 12 SP:Iteration 76Q (32984.460000 sec): 3 clusters Score: Raw -8883163.859020 + Penalty 5415.315701 = -8877748.543320 nChanged 19 SP:Iteration 77Q (32984.660000 sec): 3 clusters Score: Raw -8883170.624852 + Penalty 5415.315701 = -8877755.309151 nChanged 18 SP:Iteration 78Q (32984.860000 sec): 3 clusters Score: Raw -8883177.558980 + Penalty 5415.315701 = -8877762.243279 nChanged 12 SP:Iteration 79Q (32985.060000 sec): 3 clusters Score: Raw -8883183.069803 + Penalty 5415.315701 = -8877767.754103 nChanged 10 SP:Iteration 80F (32985.340000 sec): 3 clusters Score: Raw -8883197.539912 + Penalty 5415.315701 = -8877782.224211 nChanged 21 SP:Iteration 81Q (32985.540000 sec): 3 clusters Score: Raw -8883210.954758 + Penalty 5415.315701 = -8877795.639057 nChanged 31 SP:Iteration 82Q (32985.750000 sec): 3 clusters Score: Raw -8883226.565898 + Penalty 5415.315701 = -8877811.250197 nChanged 27 SP:Iteration 83Q (32985.950000 sec): 3 clusters Score: Raw -8883239.091426 + Penalty 5415.315701 = -8877823.775725 nChanged 27 SP:Iteration 84Q (32986.150000 sec): 3 clusters Score: Raw -8883253.633579 + Penalty 5415.315701 = -8877838.317879 nChanged 34 SP:Iteration 85Q (32986.350000 sec): 3 clusters Score: Raw -8883270.967217 + Penalty 5415.315701 = -8877855.651517 nChanged 35 SP:Iteration 86Q (32986.550000 sec): 3 clusters Score: Raw -8883290.257077 + Penalty 5415.315701 = -8877874.941377 nChanged 43 SP:Iteration 87Q (32986.760000 sec): 3 clusters Score: Raw -8883311.281882 + Penalty 5415.315701 = -8877895.966182 nChanged 37 SP:Iteration 88Q (32986.960000 sec): 3 clusters Score: Raw -8883328.056275 + Penalty 5415.315701 = -8877912.740575 nChanged 40 SP:Iteration 89Q (32987.160000 sec): 3 clusters Score: Raw -8883341.796628 + Penalty 5415.315701 = -8877926.480927 nChanged 27 SP:Iteration 90Q (32987.360000 sec): 3 clusters Score: Raw -8883351.237719 + Penalty 5415.315701 = -8877935.922019 nChanged 32 SP:Iteration 91Q (32987.560000 sec): 3 clusters Score: Raw -8883362.949153 + Penalty 5415.315701 = -8877947.633452 nChanged 35 SP:Iteration 92Q (32987.760000 sec): 3 clusters Score: Raw -8883375.031993 + Penalty 5415.315701 = -8877959.716292 nChanged 38 SP:Iteration 93Q (32987.970000 sec): 3 clusters Score: Raw -8883388.975402 + Penalty 5415.315701 = -8877973.659701 nChanged 36 SP:Iteration 94Q (32988.170000 sec): 3 clusters Score: Raw -8883397.995849 + Penalty 5415.315701 = -8877982.680149 nChanged 22 SP:Iteration 95Q (32988.370000 sec): 3 clusters Score: Raw -8883404.758973 + Penalty 5415.315701 = -8877989.443272 nChanged 19 SP:Iteration 96Q (32988.570000 sec): 3 clusters Score: Raw -8883411.257426 + Penalty 5415.315701 = -8877995.941726 nChanged 23 SP:Iteration 97Q (32988.780000 sec): 3 clusters Score: Raw -8883418.287054 + Penalty 5415.315701 = -8878002.971354 nChanged 19 SP:Iteration 98Q (32988.980000 sec): 3 clusters Score: Raw -8883423.770104 + Penalty 5415.315701 = -8878008.454403 nChanged 18 SP:Iteration 99Q (32989.180000 sec): 3 clusters Score: Raw -8883428.527190 + Penalty 5415.315701 = -8878013.211489 nChanged 19 SP:Iteration 100F (32989.460000 sec): 3 clusters Score: Raw -8883441.125635 + Penalty 5415.315701 = -8878025.809934 nChanged 32 SP:Iteration 101Q (32989.660000 sec): 3 clusters Score: Raw -8883457.555989 + Penalty 5415.315701 = -8878042.240288 nChanged 45 SP:Iteration 102Q (32989.880000 sec): 3 clusters Score: Raw -8883475.127685 + Penalty 5415.315701 = -8878059.811985 nChanged 32 SP:Iteration 103Q (32990.080000 sec): 3 clusters Score: Raw -8883485.903655 + Penalty 5415.315701 = -8878070.587954 nChanged 27 SP:Iteration 104Q (32990.280000 sec): 3 clusters Score: Raw -8883494.849094 + Penalty 5415.315701 = -8878079.533393 nChanged 33 SP:Iteration 105Q (32990.490000 sec): 3 clusters Score: Raw -8883505.724314 + Penalty 5415.315701 = -8878090.408613 nChanged 33 SP:Iteration 106Q (32990.700000 sec): 3 clusters Score: Raw -8883515.342054 + Penalty 5415.315701 = -8878100.026353 nChanged 27 SP:Iteration 107Q (32990.910000 sec): 3 clusters Score: Raw -8883522.230422 + Penalty 5415.315701 = -8878106.914722 nChanged 25 SP:Iteration 108Q (32991.110000 sec): 3 clusters Score: Raw -8883529.158956 + Penalty 5415.315701 = -8878113.843255 nChanged 20 SP:Iteration 109Q (32991.310000 sec): 3 clusters Score: Raw -8883534.487889 + Penalty 5415.315701 = -8878119.172188 nChanged 21 SP:Iteration 110Q (32991.520000 sec): 3 clusters Score: Raw -8883540.470001 + Penalty 5415.315701 = -8878125.154301 nChanged 18 SP:Iteration 111Q (32991.720000 sec): 3 clusters Score: Raw -8883545.521185 + Penalty 5415.315701 = -8878130.205484 nChanged 25 SP:Iteration 112Q (32991.920000 sec): 3 clusters Score: Raw -8883554.021086 + Penalty 5415.315701 = -8878138.705386 nChanged 42 SP:Iteration 113Q (32992.130000 sec): 3 clusters Score: Raw -8883567.556869 + Penalty 5415.315701 = -8878152.241168 nChanged 31 SP:Iteration 114Q (32992.340000 sec): 3 clusters Score: Raw -8883576.474980 + Penalty 5415.315701 = -8878161.159279 nChanged 48 SP:Iteration 115Q (32992.540000 sec): 3 clusters Score: Raw -8883589.170568 + Penalty 5415.315701 = -8878173.854868 nChanged 40 SP:Iteration 116Q (32992.750000 sec): 3 clusters Score: Raw -8883601.400100 + Penalty 5415.315701 = -8878186.084400 nChanged 42 SP:Iteration 117Q (32992.950000 sec): 3 clusters Score: Raw -8883614.652611 + Penalty 5415.315701 = -8878199.336911 nChanged 47 SP:Iteration 118Q (32993.160000 sec): 3 clusters Score: Raw -8883628.408655 + Penalty 5415.315701 = -8878213.092954 nChanged 49 SP:Iteration 119Q (32993.360000 sec): 3 clusters Score: Raw -8883642.503428 + Penalty 5415.315701 = -8878227.187727 nChanged 34 SP:Iteration 120F (32993.640000 sec): 3 clusters Score: Raw -8883649.807806 + Penalty 5415.315701 = -8878234.492106 nChanged 27 SP:Iteration 121Q (32993.850000 sec): 3 clusters Score: Raw -8883655.495870 + Penalty 5415.315701 = -8878240.180170 nChanged 27 SP:Iteration 122Q (32994.060000 sec): 3 clusters Score: Raw -8883662.094679 + Penalty 5415.315701 = -8878246.778978 nChanged 27 SP:Iteration 123Q (32994.280000 sec): 3 clusters Score: Raw -8883669.794899 + Penalty 5415.315701 = -8878254.479198 nChanged 29 SP:Iteration 124Q (32994.480000 sec): 3 clusters Score: Raw -8883678.363263 + Penalty 5415.315701 = -8878263.047563 nChanged 30 SP:Iteration 125Q (32994.690000 sec): 3 clusters Score: Raw -8883687.431270 + Penalty 5415.315701 = -8878272.115569 nChanged 27 SP:Iteration 126Q (32994.890000 sec): 3 clusters Score: Raw -8883693.630803 + Penalty 5415.315701 = -8878278.315103 nChanged 26 SP:Iteration 127Q (32995.100000 sec): 3 clusters Score: Raw -8883698.919863 + Penalty 5415.315701 = -8878283.604163 nChanged 20 SP:Iteration 128Q (32995.320000 sec): 3 clusters Score: Raw -8883702.691663 + Penalty 5415.315701 = -8878287.375962 nChanged 14 SP:Iteration 129Q (32995.520000 sec): 3 clusters Score: Raw -8883705.040256 + Penalty 5415.315701 = -8878289.724555 nChanged 15 SP:Iteration 130Q (32995.730000 sec): 3 clusters Score: Raw -8883708.171237 + Penalty 5415.315701 = -8878292.855536 nChanged 14 SP:Iteration 131Q (32995.940000 sec): 3 clusters Score: Raw -8883711.827497 + Penalty 5415.315701 = -8878296.511796 nChanged 18 SP:Iteration 132Q (32996.150000 sec): 3 clusters Score: Raw -8883715.458613 + Penalty 5415.315701 = -8878300.142912 nChanged 17 SP:Iteration 133Q (32996.360000 sec): 3 clusters Score: Raw -8883718.272564 + Penalty 5415.315701 = -8878302.956863 nChanged 13 SP:Iteration 134Q (32996.570000 sec): 3 clusters Score: Raw -8883721.262487 + Penalty 5415.315701 = -8878305.946787 nChanged 18 SP:Iteration 135Q (32996.770000 sec): 3 clusters Score: Raw -8883725.180092 + Penalty 5415.315701 = -8878309.864391 nChanged 24 SP:Iteration 136Q (32996.980000 sec): 3 clusters Score: Raw -8883730.207789 + Penalty 5415.315701 = -8878314.892088 nChanged 26 SP:Iteration 137Q (32997.180000 sec): 3 clusters Score: Raw -8883735.515923 + Penalty 5415.315701 = -8878320.200222 nChanged 38 SP:Iteration 138Q (32997.390000 sec): 3 clusters Score: Raw -8883743.955170 + Penalty 5415.315701 = -8878328.639470 nChanged 46 SP:Iteration 139Q (32997.600000 sec): 3 clusters Score: Raw -8883754.624976 + Penalty 5415.315701 = -8878339.309276 nChanged 41 SP:Iteration 140F (32997.880000 sec): 3 clusters Score: Raw -8883764.359087 + Penalty 5415.315701 = -8878349.043386 nChanged 37 SP:Iteration 141Q (32998.090000 sec): 3 clusters Score: Raw -8883773.177015 + Penalty 5415.315701 = -8878357.861315 nChanged 35 SP:Iteration 142Q (32998.300000 sec): 3 clusters Score: Raw -8883780.814007 + Penalty 5415.315701 = -8878365.498307 nChanged 27 SP:Iteration 143Q (32998.510000 sec): 3 clusters Score: Raw -8883785.920498 + Penalty 5415.315701 = -8878370.604797 nChanged 30 SP:Iteration 144Q (32998.720000 sec): 3 clusters Score: Raw -8883790.832106 + Penalty 5415.315701 = -8878375.516405 nChanged 19 SP:Iteration 145Q (32998.920000 sec): 3 clusters Score: Raw -8883794.192597 + Penalty 5415.315701 = -8878378.876897 nChanged 22 SP:Iteration 146Q (32999.140000 sec): 3 clusters Score: Raw -8883797.143853 + Penalty 5415.315701 = -8878381.828153 nChanged 17 SP:Iteration 147Q (32999.350000 sec): 3 clusters Score: Raw -8883799.673372 + Penalty 5415.315701 = -8878384.357672 nChanged 13 SP:Iteration 148Q (32999.560000 sec): 3 clusters Score: Raw -8883801.589490 + Penalty 5415.315701 = -8878386.273790 nChanged 14 SP:Iteration 149Q (32999.780000 sec): 3 clusters Score: Raw -8883804.120403 + Penalty 5415.315701 = -8878388.804702 nChanged 13 SP:Iteration 150Q (32999.990000 sec): 3 clusters Score: Raw -8883806.168806 + Penalty 5415.315701 = -8878390.853105 nChanged 9 SP:Iteration 151Q (33000.200000 sec): 3 clusters Score: Raw -8883807.031412 + Penalty 5415.315701 = -8878391.715712 nChanged 7 SP:Iteration 152Q (33000.410000 sec): 3 clusters Score: Raw -8883808.154561 + Penalty 5415.315701 = -8878392.838861 nChanged 8 SP:Iteration 153Q (33000.630000 sec): 3 clusters Score: Raw -8883809.335214 + Penalty 5415.315701 = -8878394.019514 nChanged 10 SP:Iteration 154Q (33000.840000 sec): 3 clusters Score: Raw -8883811.120570 + Penalty 5415.315701 = -8878395.804869 nChanged 9 SP:Iteration 155Q (33001.050000 sec): 3 clusters Score: Raw -8883812.345981 + Penalty 5415.315701 = -8878397.030280 nChanged 8 SP:Iteration 156Q (33001.260000 sec): 3 clusters Score: Raw -8883813.569071 + Penalty 5415.315701 = -8878398.253371 nChanged 9 SP:Iteration 157Q (33001.480000 sec): 3 clusters Score: Raw -8883815.070558 + Penalty 5415.315701 = -8878399.754857 nChanged 14 SP:Iteration 158Q (33001.690000 sec): 3 clusters Score: Raw -8883816.621607 + Penalty 5415.315701 = -8878401.305906 nChanged 9 SP:Iteration 159Q (33001.900000 sec): 3 clusters Score: Raw -8883817.954355 + Penalty 5415.315701 = -8878402.638655 nChanged 11 SP:Iteration 160F (33002.180000 sec): 3 clusters Score: Raw -8883819.290068 + Penalty 5415.315701 = -8878403.974367 nChanged 9 SP:Iteration 161Q (33002.390000 sec): 3 clusters Score: Raw -8883820.664347 + Penalty 5415.315701 = -8878405.348647 nChanged 7 SP:Iteration 162Q (33002.600000 sec): 3 clusters Score: Raw -8883821.603884 + Penalty 5415.315701 = -8878406.288183 nChanged 9 SP:Iteration 163Q (33002.820000 sec): 3 clusters Score: Raw -8883822.783191 + Penalty 5415.315701 = -8878407.467491 nChanged 9 SP:Iteration 164Q (33003.020000 sec): 3 clusters Score: Raw -8883824.358666 + Penalty 5415.315701 = -8878409.042965 nChanged 17 SP:Iteration 165Q (33003.240000 sec): 3 clusters Score: Raw -8883828.226291 + Penalty 5415.315701 = -8878412.910591 nChanged 24 SP:Iteration 166Q (33003.440000 sec): 3 clusters Score: Raw -8883832.838176 + Penalty 5415.315701 = -8878417.522475 nChanged 24 SP:Iteration 167Q (33003.660000 sec): 3 clusters Score: Raw -8883836.977848 + Penalty 5415.315701 = -8878421.662148 nChanged 27 SP:Iteration 168Q (33003.870000 sec): 3 clusters Score: Raw -8883841.415687 + Penalty 5415.315701 = -8878426.099986 nChanged 29 SP:Iteration 169Q (33004.080000 sec): 3 clusters Score: Raw -8883846.962956 + Penalty 5415.315701 = -8878431.647256 nChanged 25 SP:Iteration 170Q (33004.300000 sec): 3 clusters Score: Raw -8883852.311689 + Penalty 5415.315701 = -8878436.995989 nChanged 20 SP:Iteration 171Q (33004.510000 sec): 3 clusters Score: Raw -8883856.423059 + Penalty 5415.315701 = -8878441.107359 nChanged 20 SP:Iteration 172Q (33004.720000 sec): 3 clusters Score: Raw -8883861.303379 + Penalty 5415.315701 = -8878445.987678 nChanged 26 SP:Iteration 173Q (33004.930000 sec): 3 clusters Score: Raw -8883866.351109 + Penalty 5415.315701 = -8878451.035409 nChanged 24 SP:Iteration 174Q (33005.140000 sec): 3 clusters Score: Raw -8883871.162090 + Penalty 5415.315701 = -8878455.846390 nChanged 17 SP:Iteration 175Q (33005.350000 sec): 3 clusters Score: Raw -8883873.619780 + Penalty 5415.315701 = -8878458.304080 nChanged 13 SP:Iteration 176Q (33005.560000 sec): 3 clusters Score: Raw -8883876.235566 + Penalty 5415.315701 = -8878460.919865 nChanged 15 SP:Iteration 177Q (33005.770000 sec): 3 clusters Score: Raw -8883877.817136 + Penalty 5415.315701 = -8878462.501435 nChanged 11 SP:Iteration 178Q (33005.980000 sec): 3 clusters Score: Raw -8883879.487161 + Penalty 5415.315701 = -8878464.171460 nChanged 18 SP:Iteration 179Q (33006.190000 sec): 3 clusters Score: Raw -8883882.747640 + Penalty 5415.315701 = -8878467.431940 nChanged 29 SP:Iteration 180F (33006.470000 sec): 3 clusters Score: Raw -8883887.250173 + Penalty 5415.315701 = -8878471.934473 nChanged 22 SP:Iteration 181Q (33006.680000 sec): 3 clusters Score: Raw -8883891.335686 + Penalty 5415.315701 = -8878476.019986 nChanged 21 SP:Iteration 182Q (33006.900000 sec): 3 clusters Score: Raw -8883893.939825 + Penalty 5415.315701 = -8878478.624124 nChanged 17 SP:Iteration 183Q (33007.120000 sec): 3 clusters Score: Raw -8883896.625294 + Penalty 5415.315701 = -8878481.309593 nChanged 26 SP:Iteration 184Q (33007.330000 sec): 3 clusters Score: Raw -8883901.739810 + Penalty 5415.315701 = -8878486.424110 nChanged 32 SP:Iteration 185Q (33007.540000 sec): 3 clusters Score: Raw -8883906.617661 + Penalty 5415.315701 = -8878491.301960 nChanged 32 SP:Iteration 186Q (33007.750000 sec): 3 clusters Score: Raw -8883910.791901 + Penalty 5415.315701 = -8878495.476201 nChanged 18 SP:Iteration 187Q (33007.970000 sec): 3 clusters Score: Raw -8883913.499401 + Penalty 5415.315701 = -8878498.183701 nChanged 22 SP:Iteration 188Q (33008.180000 sec): 3 clusters Score: Raw -8883916.793016 + Penalty 5415.315701 = -8878501.477316 nChanged 22 SP:Iteration 189Q (33008.390000 sec): 3 clusters Score: Raw -8883920.282756 + Penalty 5415.315701 = -8878504.967056 nChanged 19 SP:Iteration 190Q (33008.600000 sec): 3 clusters Score: Raw -8883923.965937 + Penalty 5415.315701 = -8878508.650236 nChanged 19 SP:Iteration 191Q (33008.820000 sec): 3 clusters Score: Raw -8883927.602139 + Penalty 5415.315701 = -8878512.286439 nChanged 21 SP:Iteration 192Q (33009.040000 sec): 3 clusters Score: Raw -8883930.311165 + Penalty 5415.315701 = -8878514.995464 nChanged 18 SP:Iteration 193Q (33009.250000 sec): 3 clusters Score: Raw -8883932.429269 + Penalty 5415.315701 = -8878517.113568 nChanged 15 SP:Iteration 194Q (33009.470000 sec): 3 clusters Score: Raw -8883934.243966 + Penalty 5415.315701 = -8878518.928265 nChanged 18 SP:Iteration 195Q (33009.690000 sec): 3 clusters Score: Raw -8883936.656787 + Penalty 5415.315701 = -8878521.341087 nChanged 15 SP:Iteration 196Q (33009.900000 sec): 3 clusters Score: Raw -8883938.864395 + Penalty 5415.315701 = -8878523.548695 nChanged 19 SP:Iteration 197Q (33010.110000 sec): 3 clusters Score: Raw -8883941.470611 + Penalty 5415.315701 = -8878526.154910 nChanged 15 SP:Iteration 198Q (33010.330000 sec): 3 clusters Score: Raw -8883943.359472 + Penalty 5415.315701 = -8878528.043772 nChanged 15 SP:Iteration 199Q (33010.540000 sec): 3 clusters Score: Raw -8883945.337486 + Penalty 5415.315701 = -8878530.021786 nChanged 14 SP:Iteration 200F (33010.820000 sec): 3 clusters Score: Raw -8883947.006494 + Penalty 5415.315701 = -8878531.690793 nChanged 9 SP:Iteration 201Q (33011.030000 sec): 3 clusters Score: Raw -8883948.086401 + Penalty 5415.315701 = -8878532.770700 nChanged 10 SP:Iteration 202Q (33011.250000 sec): 3 clusters Score: Raw -8883949.140375 + Penalty 5415.315701 = -8878533.824675 nChanged 8 SP:Iteration 203Q (33011.460000 sec): 3 clusters Score: Raw -8883949.843955 + Penalty 5415.315701 = -8878534.528254 nChanged 8 SP:Iteration 204Q (33011.670000 sec): 3 clusters Score: Raw -8883950.700249 + Penalty 5415.315701 = -8878535.384549 nChanged 4 SP:Iteration 205Q (33011.880000 sec): 3 clusters Score: Raw -8883951.109582 + Penalty 5415.315701 = -8878535.793881 nChanged 2 SP:Iteration 206Q (33012.090000 sec): 3 clusters Score: Raw -8883951.290351 + Penalty 5415.315701 = -8878535.974651 nChanged 2 SP:Iteration 207Q (33012.310000 sec): 3 clusters Score: Raw -8883951.519508 + Penalty 5415.315701 = -8878536.203807 nChanged 5 SP:Iteration 208Q (33012.520000 sec): 3 clusters Score: Raw -8883952.150486 + Penalty 5415.315701 = -8878536.834785 nChanged 4 SP:Iteration 209Q (33012.730000 sec): 3 clusters Score: Raw -8883952.487553 + Penalty 5415.315701 = -8878537.171853 nChanged 4 SP:Iteration 210Q (33012.950000 sec): 3 clusters Score: Raw -8883952.877102 + Penalty 5415.315701 = -8878537.561402 nChanged 7 SP:Iteration 211Q (33013.160000 sec): 3 clusters Score: Raw -8883953.522933 + Penalty 5415.315701 = -8878538.207232 nChanged 4 SP:Iteration 212Q (33013.370000 sec): 3 clusters Score: Raw -8883953.917609 + Penalty 5415.315701 = -8878538.601908 nChanged 4 SP:Iteration 213Q (33013.590000 sec): 3 clusters Score: Raw -8883954.168818 + Penalty 5415.315701 = -8878538.853118 nChanged 4 SP:Iteration 214Q (33013.800000 sec): 3 clusters Score: Raw -8883954.631066 + Penalty 5415.315701 = -8878539.315366 nChanged 5 SP:Iteration 215Q (33014.010000 sec): 3 clusters Score: Raw -8883955.082194 + Penalty 5415.315701 = -8878539.766494 nChanged 5 SP:Iteration 216Q (33014.230000 sec): 3 clusters Score: Raw -8883955.467095 + Penalty 5415.315701 = -8878540.151394 nChanged 2 SP:Iteration 217Q (33014.450000 sec): 3 clusters Score: Raw -8883955.669324 + Penalty 5415.315701 = -8878540.353623 nChanged 0 SP:Iteration 218F (33014.730000 sec): 3 clusters Score: Raw -8883955.669324 + Penalty 5415.315701 = -8878540.353623 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 30 (14430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33014.820000 sec): 2 clusters Score: Raw -2326903.792129 + Penalty 2375.112034 = -2324528.680096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33014.890000 sec): 3 clusters Score: Raw -2318749.804521 + Penalty 4750.224067 = -2313999.580453 nChanged 6272 SP:Iteration 1F (33014.960000 sec): 3 clusters Score: Raw -2322341.441460 + Penalty 4750.224067 = -2317591.217393 nChanged 996 SP:Iteration 2F (33015.030000 sec): 3 clusters Score: Raw -2322923.599892 + Penalty 4750.224067 = -2318173.375825 nChanged 899 SP:Iteration 3F (33015.110000 sec): 3 clusters Score: Raw -2323606.792450 + Penalty 4750.224067 = -2318856.568383 nChanged 873 SP:Iteration 4F (33015.170000 sec): 3 clusters Score: Raw -2324429.606378 + Penalty 4750.224067 = -2319679.382311 nChanged 910 SP:Iteration 5F (33015.250000 sec): 3 clusters Score: Raw -2325124.242532 + Penalty 4750.224067 = -2320374.018465 nChanged 839 SP:Iteration 6F (33015.320000 sec): 3 clusters Score: Raw -2325625.590471 + Penalty 4750.224067 = -2320875.366404 nChanged 736 SP:Iteration 7F (33015.390000 sec): 3 clusters Score: Raw -2326012.840960 + Penalty 4750.224067 = -2321262.616893 nChanged 605 SP:Iteration 8Q (33015.460000 sec): 3 clusters Score: Raw -2326345.306374 + Penalty 4750.224067 = -2321595.082307 nChanged 552 SP:Iteration 9Q (33015.530000 sec): 3 clusters Score: Raw -2326678.852652 + Penalty 4750.224067 = -2321928.628584 nChanged 534 SP:Iteration 10Q (33015.600000 sec): 3 clusters Score: Raw -2327073.745538 + Penalty 4750.224067 = -2322323.521471 nChanged 556 SP:Iteration 11Q (33015.670000 sec): 3 clusters Score: Raw -2327567.369302 + Penalty 4750.224067 = -2322817.145235 nChanged 508 SP:Iteration 12Q (33015.730000 sec): 3 clusters Score: Raw -2328052.134587 + Penalty 4750.224067 = -2323301.910520 nChanged 412 SP:Iteration 13Q (33015.800000 sec): 3 clusters Score: Raw -2328398.614560 + Penalty 4750.224067 = -2323648.390493 nChanged 304 SP:Iteration 14Q (33015.860000 sec): 3 clusters Score: Raw -2328616.735807 + Penalty 4750.224067 = -2323866.511740 nChanged 231 SP:Iteration 15Q (33015.930000 sec): 3 clusters Score: Raw -2328752.440087 + Penalty 4750.224067 = -2324002.216020 nChanged 146 SP:Iteration 16Q (33015.990000 sec): 3 clusters Score: Raw -2328825.729570 + Penalty 4750.224067 = -2324075.505503 nChanged 119 SP:Iteration 17Q (33016.050000 sec): 3 clusters Score: Raw -2328880.804425 + Penalty 4750.224067 = -2324130.580358 nChanged 96 SP:Iteration 18Q (33016.100000 sec): 3 clusters Score: Raw -2328921.494889 + Penalty 4750.224067 = -2324171.270822 nChanged 89 SP:Iteration 19Q (33016.160000 sec): 3 clusters Score: Raw -2328956.654424 + Penalty 4750.224067 = -2324206.430357 nChanged 57 SP:Iteration 20F (33016.230000 sec): 3 clusters Score: Raw -2328973.514790 + Penalty 4750.224067 = -2324223.290723 nChanged 37 SP:Iteration 21Q (33016.290000 sec): 3 clusters Score: Raw -2328983.419213 + Penalty 4750.224067 = -2324233.195146 nChanged 31 SP:Iteration 22Q (33016.350000 sec): 3 clusters Score: Raw -2328992.510728 + Penalty 4750.224067 = -2324242.286660 nChanged 26 SP:Iteration 23Q (33016.410000 sec): 3 clusters Score: Raw -2329000.069358 + Penalty 4750.224067 = -2324249.845290 nChanged 25 SP:Iteration 24Q (33016.470000 sec): 3 clusters Score: Raw -2329005.464523 + Penalty 4750.224067 = -2324255.240456 nChanged 23 SP:Iteration 25Q (33016.520000 sec): 3 clusters Score: Raw -2329011.513582 + Penalty 4750.224067 = -2324261.289515 nChanged 19 SP:Iteration 26Q (33016.580000 sec): 3 clusters Score: Raw -2329016.191473 + Penalty 4750.224067 = -2324265.967406 nChanged 17 SP:Iteration 27Q (33016.640000 sec): 3 clusters Score: Raw -2329020.208321 + Penalty 4750.224067 = -2324269.984253 nChanged 18 SP:Iteration 28Q (33016.690000 sec): 3 clusters Score: Raw -2329023.421071 + Penalty 4750.224067 = -2324273.197004 nChanged 14 SP:Iteration 29Q (33016.750000 sec): 3 clusters Score: Raw -2329026.087111 + Penalty 4750.224067 = -2324275.863044 nChanged 16 SP:Iteration 30Q (33016.810000 sec): 3 clusters Score: Raw -2329029.599431 + Penalty 4750.224067 = -2324279.375364 nChanged 14 SP:Iteration 31Q (33016.870000 sec): 3 clusters Score: Raw -2329032.149775 + Penalty 4750.224067 = -2324281.925708 nChanged 5 SP:Iteration 32Q (33016.920000 sec): 3 clusters Score: Raw -2329032.767317 + Penalty 4750.224067 = -2324282.543250 nChanged 2 SP:Iteration 33Q (33016.980000 sec): 3 clusters Score: Raw -2329033.118760 + Penalty 4750.224067 = -2324282.894693 nChanged 2 SP:Iteration 34Q (33017.030000 sec): 3 clusters Score: Raw -2329033.348206 + Penalty 4750.224067 = -2324283.124139 nChanged 0 SP:Iteration 35F (33017.110000 sec): 3 clusters Score: Raw -2329033.348206 + Penalty 4750.224067 = -2324283.124139 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 31 (537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33017.120000 sec): 2 clusters Score: Raw -81399.301480 + Penalty 1558.927527 = -79840.373953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33017.120000 sec): 3 clusters Score: Raw -81417.570531 + Penalty 3117.855055 = -78299.715476 nChanged 90 SP:Iteration 1F (33017.130000 sec): 3 clusters Score: Raw -81582.117053 + Penalty 3117.855055 = -78464.261998 nChanged 16 SP:Iteration 2Q (33017.130000 sec): 3 clusters Score: Raw -81614.728538 + Penalty 3117.855055 = -78496.873483 nChanged 7 SP:Iteration 3Q (33017.130000 sec): 3 clusters Score: Raw -81632.581783 + Penalty 3117.855055 = -78514.726728 nChanged 8 SP:Iteration 4Q (33017.130000 sec): 3 clusters Score: Raw -81651.841629 + Penalty 3117.855055 = -78533.986574 nChanged 5 SP:Iteration 5Q (33017.140000 sec): 3 clusters Score: Raw -81663.701995 + Penalty 3117.855055 = -78545.846941 nChanged 2 SP:Iteration 6Q (33017.140000 sec): 3 clusters Score: Raw -81671.048667 + Penalty 3117.855055 = -78553.193612 nChanged 3 SP:Iteration 7Q (33017.140000 sec): 3 clusters Score: Raw -81675.021387 + Penalty 3117.855055 = -78557.166332 nChanged 0 SP:Iteration 8F (33017.150000 sec): 3 clusters Score: Raw -81675.021387 + Penalty 3117.855055 = -78557.166332 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 32 (4698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33017.170000 sec): 2 clusters Score: Raw -714121.674573 + Penalty 2096.813257 = -712024.861316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33017.200000 sec): 3 clusters Score: Raw -711893.466350 + Penalty 4193.626514 = -707699.839836 nChanged 1763 SP:Iteration 1F (33017.220000 sec): 3 clusters Score: Raw -712877.815368 + Penalty 4193.626514 = -708684.188854 nChanged 323 SP:Iteration 2F (33017.240000 sec): 3 clusters Score: Raw -713101.517467 + Penalty 4193.626514 = -708907.890953 nChanged 260 SP:Iteration 3F (33017.270000 sec): 3 clusters Score: Raw -713304.262045 + Penalty 4193.626514 = -709110.635531 nChanged 229 SP:Iteration 4Q (33017.290000 sec): 3 clusters Score: Raw -713544.058461 + Penalty 4193.626514 = -709350.431947 nChanged 240 SP:Iteration 5F (33017.310000 sec): 3 clusters Score: Raw -713828.131877 + Penalty 4193.626514 = -709634.505363 nChanged 229 SP:Iteration 6Q (33017.340000 sec): 3 clusters Score: Raw -714078.238566 + Penalty 4193.626514 = -709884.612053 nChanged 233 SP:Iteration 7Q (33017.360000 sec): 3 clusters Score: Raw -714292.126705 + Penalty 4193.626514 = -710098.500191 nChanged 189 SP:Iteration 8Q (33017.380000 sec): 3 clusters Score: Raw -714468.885388 + Penalty 4193.626514 = -710275.258874 nChanged 195 SP:Iteration 9Q (33017.410000 sec): 3 clusters Score: Raw -714640.108919 + Penalty 4193.626514 = -710446.482405 nChanged 173 SP:Iteration 10Q (33017.430000 sec): 3 clusters Score: Raw -714786.701026 + Penalty 4193.626514 = -710593.074512 nChanged 144 SP:Iteration 11Q (33017.450000 sec): 3 clusters Score: Raw -714917.669625 + Penalty 4193.626514 = -710724.043112 nChanged 132 SP:Iteration 12Q (33017.470000 sec): 3 clusters Score: Raw -715032.994576 + Penalty 4193.626514 = -710839.368062 nChanged 86 SP:Iteration 13Q (33017.490000 sec): 3 clusters Score: Raw -715101.252330 + Penalty 4193.626514 = -710907.625816 nChanged 67 SP:Iteration 14Q (33017.510000 sec): 3 clusters Score: Raw -715146.512241 + Penalty 4193.626514 = -710952.885728 nChanged 59 SP:Iteration 15Q (33017.540000 sec): 3 clusters Score: Raw -715182.558201 + Penalty 4193.626514 = -710988.931688 nChanged 40 SP:Iteration 16Q (33017.560000 sec): 3 clusters Score: Raw -715209.760090 + Penalty 4193.626514 = -711016.133576 nChanged 36 SP:Iteration 17Q (33017.580000 sec): 3 clusters Score: Raw -715237.727909 + Penalty 4193.626514 = -711044.101395 nChanged 31 SP:Iteration 18Q (33017.600000 sec): 3 clusters Score: Raw -715258.628001 + Penalty 4193.626514 = -711065.001487 nChanged 28 SP:Iteration 19Q (33017.620000 sec): 3 clusters Score: Raw -715279.410229 + Penalty 4193.626514 = -711085.783715 nChanged 14 SP:Iteration 20F (33017.640000 sec): 3 clusters Score: Raw -715287.259312 + Penalty 4193.626514 = -711093.632798 nChanged 6 SP:Iteration 21Q (33017.670000 sec): 3 clusters Score: Raw -715290.560636 + Penalty 4193.626514 = -711096.934122 nChanged 7 SP:Iteration 22Q (33017.690000 sec): 3 clusters Score: Raw -715293.764439 + Penalty 4193.626514 = -711100.137925 nChanged 6 SP:Iteration 23Q (33017.710000 sec): 3 clusters Score: Raw -715295.883807 + Penalty 4193.626514 = -711102.257293 nChanged 6 SP:Iteration 24Q (33017.730000 sec): 3 clusters Score: Raw -715298.427510 + Penalty 4193.626514 = -711104.800996 nChanged 4 SP:Iteration 25Q (33017.750000 sec): 3 clusters Score: Raw -715299.894797 + Penalty 4193.626514 = -711106.268283 nChanged 1 SP:Iteration 26Q (33017.770000 sec): 3 clusters Score: Raw -715300.516665 + Penalty 4193.626514 = -711106.890151 nChanged 1 SP:Iteration 27Q (33017.790000 sec): 3 clusters Score: Raw -715300.959982 + Penalty 4193.626514 = -711107.333468 nChanged 2 SP:Iteration 28Q (33017.810000 sec): 3 clusters Score: Raw -715301.725428 + Penalty 4193.626514 = -711108.098914 nChanged 3 SP:Iteration 29Q (33017.830000 sec): 3 clusters Score: Raw -715302.642693 + Penalty 4193.626514 = -711109.016179 nChanged 5 SP:Iteration 30Q (33017.850000 sec): 3 clusters Score: Raw -715304.291536 + Penalty 4193.626514 = -711110.665022 nChanged 2 SP:Iteration 31Q (33017.870000 sec): 3 clusters Score: Raw -715305.217569 + Penalty 4193.626514 = -711111.591055 nChanged 3 SP:Iteration 32Q (33017.890000 sec): 3 clusters Score: Raw -715306.293597 + Penalty 4193.626514 = -711112.667083 nChanged 6 SP:Iteration 33Q (33017.910000 sec): 3 clusters Score: Raw -715308.733866 + Penalty 4193.626514 = -711115.107352 nChanged 3 SP:Iteration 34Q (33017.930000 sec): 3 clusters Score: Raw -715309.349690 + Penalty 4193.626514 = -711115.723176 nChanged 1 SP:Iteration 35Q (33017.950000 sec): 3 clusters Score: Raw -715309.571734 + Penalty 4193.626514 = -711115.945220 nChanged 0 SP:Iteration 36F (33017.970000 sec): 3 clusters Score: Raw -715309.571734 + Penalty 4193.626514 = -711115.945220 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 33 (398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33017.980000 sec): 2 clusters Score: Raw -56601.438893 + Penalty 1484.640097 = -55116.798796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33017.990000 sec): 3 clusters Score: Raw -56682.436937 + Penalty 2969.280195 = -53713.156742 nChanged 70 SP:Iteration 1F (33017.990000 sec): 3 clusters Score: Raw -56925.693400 + Penalty 2969.280195 = -53956.413206 nChanged 29 SP:Iteration 2F (33017.990000 sec): 3 clusters Score: Raw -57063.972495 + Penalty 2969.280195 = -54094.692301 nChanged 21 SP:Iteration 3F (33017.990000 sec): 3 clusters Score: Raw -57199.880513 + Penalty 2969.280195 = -54230.600319 nChanged 14 SP:Iteration 4Q (33017.990000 sec): 3 clusters Score: Raw -57307.105191 + Penalty 2969.280195 = -54337.824996 nChanged 12 SP:Iteration 5Q (33018.000000 sec): 3 clusters Score: Raw -57415.833070 + Penalty 2969.280195 = -54446.552876 nChanged 9 SP:Iteration 6Q (33018.000000 sec): 3 clusters Score: Raw -57485.905631 + Penalty 2969.280195 = -54516.625436 nChanged 9 SP:Iteration 7Q (33018.000000 sec): 3 clusters Score: Raw -57510.528356 + Penalty 2969.280195 = -54541.248161 nChanged 4 SP:Iteration 8Q (33018.000000 sec): 3 clusters Score: Raw -57532.606296 + Penalty 2969.280195 = -54563.326102 nChanged 1 SP:Iteration 9Q (33018.000000 sec): 3 clusters Score: Raw -57535.906275 + Penalty 2969.280195 = -54566.626080 nChanged 0 SP:Iteration 10F (33018.010000 sec): 3 clusters Score: Raw -57535.906275 + Penalty 2969.280195 = -54566.626080 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 34 (2564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33018.020000 sec): 2 clusters Score: Raw -387969.853663 + Penalty 1946.632307 = -386023.221356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33018.030000 sec): 3 clusters Score: Raw -386912.536517 + Penalty 3893.264614 = -383019.271903 nChanged 851 SP:Iteration 1F (33018.050000 sec): 3 clusters Score: Raw -387510.011432 + Penalty 3893.264614 = -383616.746818 nChanged 204 SP:Iteration 2F (33018.060000 sec): 3 clusters Score: Raw -387666.548008 + Penalty 3893.264614 = -383773.283394 nChanged 120 SP:Iteration 3Q (33018.070000 sec): 3 clusters Score: Raw -387761.733124 + Penalty 3893.264614 = -383868.468511 nChanged 81 SP:Iteration 4Q (33018.090000 sec): 3 clusters Score: Raw -387818.983701 + Penalty 3893.264614 = -383925.719087 nChanged 66 SP:Iteration 5Q (33018.100000 sec): 3 clusters Score: Raw -387877.637181 + Penalty 3893.264614 = -383984.372567 nChanged 56 SP:Iteration 6Q (33018.110000 sec): 3 clusters Score: Raw -387936.009318 + Penalty 3893.264614 = -384042.744705 nChanged 54 SP:Iteration 7Q (33018.130000 sec): 3 clusters Score: Raw -387994.475166 + Penalty 3893.264614 = -384101.210552 nChanged 63 SP:Iteration 8Q (33018.140000 sec): 3 clusters Score: Raw -388068.912891 + Penalty 3893.264614 = -384175.648277 nChanged 70 SP:Iteration 9Q (33018.150000 sec): 3 clusters Score: Raw -388146.293079 + Penalty 3893.264614 = -384253.028465 nChanged 69 SP:Iteration 10Q (33018.160000 sec): 3 clusters Score: Raw -388211.878754 + Penalty 3893.264614 = -384318.614140 nChanged 62 SP:Iteration 11Q (33018.170000 sec): 3 clusters Score: Raw -388268.662103 + Penalty 3893.264614 = -384375.397489 nChanged 63 SP:Iteration 12Q (33018.190000 sec): 3 clusters Score: Raw -388336.379955 + Penalty 3893.264614 = -384443.115341 nChanged 69 SP:Iteration 13Q (33018.200000 sec): 3 clusters Score: Raw -388405.658524 + Penalty 3893.264614 = -384512.393910 nChanged 81 SP:Iteration 14Q (33018.210000 sec): 3 clusters Score: Raw -388505.980926 + Penalty 3893.264614 = -384612.716312 nChanged 87 SP:Iteration 15Q (33018.230000 sec): 3 clusters Score: Raw -388623.879699 + Penalty 3893.264614 = -384730.615085 nChanged 99 SP:Iteration 16Q (33018.240000 sec): 3 clusters Score: Raw -388797.960602 + Penalty 3893.264614 = -384904.695989 nChanged 109 SP:Iteration 17Q (33018.250000 sec): 3 clusters Score: Raw -388986.914543 + Penalty 3893.264614 = -385093.649929 nChanged 113 SP:Iteration 18Q (33018.260000 sec): 3 clusters Score: Raw -389188.430076 + Penalty 3893.264614 = -385295.165462 nChanged 106 SP:Iteration 19Q (33018.270000 sec): 3 clusters Score: Raw -389363.216426 + Penalty 3893.264614 = -385469.951812 nChanged 83 SP:Iteration 20F (33018.290000 sec): 3 clusters Score: Raw -389544.057106 + Penalty 3893.264614 = -385650.792492 nChanged 57 SP:Iteration 21Q (33018.290000 sec): 3 clusters Score: Raw -389663.721569 + Penalty 3893.264614 = -385770.456956 nChanged 43 SP:Iteration 22Q (33018.310000 sec): 3 clusters Score: Raw -389724.053975 + Penalty 3893.264614 = -385830.789361 nChanged 20 SP:Iteration 23Q (33018.320000 sec): 3 clusters Score: Raw -389744.044459 + Penalty 3893.264614 = -385850.779845 nChanged 12 SP:Iteration 24Q (33018.330000 sec): 3 clusters Score: Raw -389751.864568 + Penalty 3893.264614 = -385858.599954 nChanged 7 SP:Iteration 25Q (33018.340000 sec): 3 clusters Score: Raw -389755.308096 + Penalty 3893.264614 = -385862.043482 nChanged 1 SP:Iteration 26Q (33018.350000 sec): 3 clusters Score: Raw -389757.209491 + Penalty 3893.264614 = -385863.944877 nChanged 3 SP:Iteration 27Q (33018.360000 sec): 3 clusters Score: Raw -389759.256052 + Penalty 3893.264614 = -385865.991439 nChanged 2 SP:Iteration 28Q (33018.370000 sec): 3 clusters Score: Raw -389760.351910 + Penalty 3893.264614 = -385867.087296 nChanged 0 SP:Iteration 29F (33018.380000 sec): 3 clusters Score: Raw -389760.351910 + Penalty 3893.264614 = -385867.087296 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 35 (552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33018.390000 sec): 2 clusters Score: Raw -81124.065719 + Penalty 1565.759915 = -79558.305803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33018.390000 sec): 3 clusters Score: Raw -81120.726213 + Penalty 3131.519831 = -77989.206382 nChanged 102 SP:Iteration 1F (33018.400000 sec): 3 clusters Score: Raw -81338.693141 + Penalty 3131.519831 = -78207.173310 nChanged 40 SP:Iteration 2F (33018.400000 sec): 3 clusters Score: Raw -81427.126952 + Penalty 3131.519831 = -78295.607121 nChanged 17 SP:Iteration 3Q (33018.400000 sec): 3 clusters Score: Raw -81464.224957 + Penalty 3131.519831 = -78332.705126 nChanged 7 SP:Iteration 4Q (33018.410000 sec): 3 clusters Score: Raw -81477.975144 + Penalty 3131.519831 = -78346.455313 nChanged 2 SP:Iteration 5Q (33018.410000 sec): 3 clusters Score: Raw -81488.280259 + Penalty 3131.519831 = -78356.760428 nChanged 1 SP:Iteration 6Q (33018.410000 sec): 3 clusters Score: Raw -81493.225202 + Penalty 3131.519831 = -78361.705371 nChanged 5 SP:Iteration 7Q (33018.410000 sec): 3 clusters Score: Raw -81527.264412 + Penalty 3131.519831 = -78395.744582 nChanged 6 SP:Iteration 8Q (33018.410000 sec): 3 clusters Score: Raw -81569.871719 + Penalty 3131.519831 = -78438.351888 nChanged 7 SP:Iteration 9Q (33018.420000 sec): 3 clusters Score: Raw -81600.883188 + Penalty 3131.519831 = -78469.363357 nChanged 7 SP:Iteration 10Q (33018.420000 sec): 3 clusters Score: Raw -81630.927699 + Penalty 3131.519831 = -78499.407868 nChanged 9 SP:Iteration 11Q (33018.420000 sec): 3 clusters Score: Raw -81661.331268 + Penalty 3131.519831 = -78529.811437 nChanged 9 SP:Iteration 12Q (33018.430000 sec): 3 clusters Score: Raw -81687.575121 + Penalty 3131.519831 = -78556.055290 nChanged 5 SP:Iteration 13Q (33018.430000 sec): 3 clusters Score: Raw -81701.592301 + Penalty 3131.519831 = -78570.072470 nChanged 5 SP:Iteration 14Q (33018.430000 sec): 3 clusters Score: Raw -81715.198946 + Penalty 3131.519831 = -78583.679115 nChanged 10 SP:Iteration 15Q (33018.430000 sec): 3 clusters Score: Raw -81742.791342 + Penalty 3131.519831 = -78611.271511 nChanged 5 SP:Iteration 16Q (33018.430000 sec): 3 clusters Score: Raw -81760.229931 + Penalty 3131.519831 = -78628.710100 nChanged 5 SP:Iteration 17Q (33018.440000 sec): 3 clusters Score: Raw -81773.422659 + Penalty 3131.519831 = -78641.902828 nChanged 3 SP:Iteration 18Q (33018.440000 sec): 3 clusters Score: Raw -81780.771951 + Penalty 3131.519831 = -78649.252120 nChanged 2 SP:Iteration 19Q (33018.440000 sec): 3 clusters Score: Raw -81789.619584 + Penalty 3131.519831 = -78658.099753 nChanged 2 SP:Iteration 20F (33018.450000 sec): 3 clusters Score: Raw -81795.960482 + Penalty 3131.519831 = -78664.440651 nChanged 2 SP:Iteration 21Q (33018.450000 sec): 3 clusters Score: Raw -81800.613154 + Penalty 3131.519831 = -78669.093323 nChanged 1 SP:Iteration 22Q (33018.450000 sec): 3 clusters Score: Raw -81803.671845 + Penalty 3131.519831 = -78672.152014 nChanged 1 SP:Iteration 23Q (33018.450000 sec): 3 clusters Score: Raw -81806.293612 + Penalty 3131.519831 = -78674.773781 nChanged 2 SP:Iteration 24Q (33018.450000 sec): 3 clusters Score: Raw -81814.658873 + Penalty 3131.519831 = -78683.139042 nChanged 3 SP:Iteration 25Q (33018.460000 sec): 3 clusters Score: Raw -81824.240703 + Penalty 3131.519831 = -78692.720872 nChanged 3 SP:Iteration 26Q (33018.460000 sec): 3 clusters Score: Raw -81830.729951 + Penalty 3131.519831 = -78699.210120 nChanged 1 SP:Iteration 27Q (33018.460000 sec): 3 clusters Score: Raw -81833.802595 + Penalty 3131.519831 = -78702.282764 nChanged 0 SP:Iteration 28F (33018.470000 sec): 3 clusters Score: Raw -81833.802595 + Penalty 3131.519831 = -78702.282764 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 36 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33018.470000 sec): 2 clusters Score: Raw -19169.342448 + Penalty 1338.744350 = -17830.598098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33018.470000 sec): 3 clusters Score: Raw -19691.792828 + Penalty 2677.488700 = -17014.304128 nChanged 59 SP:Iteration 1F (33018.470000 sec): 3 clusters Score: Raw -20146.255785 + Penalty 2677.488700 = -17468.767085 nChanged 19 SP:Iteration 2F (33018.470000 sec): 3 clusters Score: Raw -20404.975606 + Penalty 2677.488700 = -17727.486906 nChanged 9 SP:Iteration 3Q (33018.470000 sec): 3 clusters Score: Raw -20562.810759 + Penalty 2677.488700 = -17885.322059 nChanged 5 SP:Iteration 4Q (33018.480000 sec): 3 clusters Score: Raw -20744.328401 + Penalty 2677.488700 = -18066.839701 nChanged 1 SP:Iteration 5Q (33018.480000 sec): 3 clusters Score: Raw -20761.852480 + Penalty 2677.488700 = -18084.363780 nChanged 0 SP:Iteration 6F (33018.480000 sec): 3 clusters Score: Raw -20761.852480 + Penalty 2677.488700 = -18084.363780 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 63. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 37 (7017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33018.520000 sec): 2 clusters Score: Raw -1088629.923763 + Penalty 2196.310582 = -1086433.613181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33018.560000 sec): 3 clusters Score: Raw -1084995.561773 + Penalty 4392.621163 = -1080602.940609 nChanged 2871 SP:Iteration 1F (33018.590000 sec): 3 clusters Score: Raw -1086563.416968 + Penalty 4392.621163 = -1082170.795804 nChanged 466 SP:Iteration 2F (33018.630000 sec): 3 clusters Score: Raw -1086831.065771 + Penalty 4392.621163 = -1082438.444608 nChanged 382 SP:Iteration 3F (33018.660000 sec): 3 clusters Score: Raw -1087065.856209 + Penalty 4392.621163 = -1082673.235046 nChanged 354 SP:Iteration 4F (33018.700000 sec): 3 clusters Score: Raw -1087309.751608 + Penalty 4392.621163 = -1082917.130444 nChanged 328 SP:Iteration 5Q (33018.730000 sec): 3 clusters Score: Raw -1087535.089690 + Penalty 4392.621163 = -1083142.468527 nChanged 326 SP:Iteration 6Q (33018.770000 sec): 3 clusters Score: Raw -1087787.656715 + Penalty 4392.621163 = -1083395.035552 nChanged 344 SP:Iteration 7Q (33018.800000 sec): 3 clusters Score: Raw -1088061.130415 + Penalty 4392.621163 = -1083668.509252 nChanged 322 SP:Iteration 8Q (33018.840000 sec): 3 clusters Score: Raw -1088288.031578 + Penalty 4392.621163 = -1083895.410415 nChanged 276 SP:Iteration 9Q (33018.870000 sec): 3 clusters Score: Raw -1088482.773761 + Penalty 4392.621163 = -1084090.152598 nChanged 253 SP:Iteration 10Q (33018.910000 sec): 3 clusters Score: Raw -1088655.589623 + Penalty 4392.621163 = -1084262.968460 nChanged 219 SP:Iteration 11Q (33018.940000 sec): 3 clusters Score: Raw -1088808.942775 + Penalty 4392.621163 = -1084416.321612 nChanged 206 SP:Iteration 12Q (33018.970000 sec): 3 clusters Score: Raw -1088949.404989 + Penalty 4392.621163 = -1084556.783825 nChanged 183 SP:Iteration 13Q (33019.010000 sec): 3 clusters Score: Raw -1089064.703835 + Penalty 4392.621163 = -1084672.082672 nChanged 163 SP:Iteration 14Q (33019.040000 sec): 3 clusters Score: Raw -1089171.725185 + Penalty 4392.621163 = -1084779.104022 nChanged 156 SP:Iteration 15Q (33019.070000 sec): 3 clusters Score: Raw -1089267.648209 + Penalty 4392.621163 = -1084875.027045 nChanged 136 SP:Iteration 16Q (33019.110000 sec): 3 clusters Score: Raw -1089344.136061 + Penalty 4392.621163 = -1084951.514897 nChanged 104 SP:Iteration 17Q (33019.140000 sec): 3 clusters Score: Raw -1089400.127813 + Penalty 4392.621163 = -1085007.506650 nChanged 97 SP:Iteration 18Q (33019.170000 sec): 3 clusters Score: Raw -1089439.460500 + Penalty 4392.621163 = -1085046.839337 nChanged 70 SP:Iteration 19Q (33019.200000 sec): 3 clusters Score: Raw -1089467.000613 + Penalty 4392.621163 = -1085074.379450 nChanged 49 SP:Iteration 20F (33019.240000 sec): 3 clusters Score: Raw -1089482.886242 + Penalty 4392.621163 = -1085090.265078 nChanged 33 SP:Iteration 21Q (33019.270000 sec): 3 clusters Score: Raw -1089493.463763 + Penalty 4392.621163 = -1085100.842599 nChanged 24 SP:Iteration 22Q (33019.300000 sec): 3 clusters Score: Raw -1089500.597394 + Penalty 4392.621163 = -1085107.976231 nChanged 22 SP:Iteration 23Q (33019.330000 sec): 3 clusters Score: Raw -1089505.676726 + Penalty 4392.621163 = -1085113.055562 nChanged 13 SP:Iteration 24Q (33019.360000 sec): 3 clusters Score: Raw -1089508.646463 + Penalty 4392.621163 = -1085116.025300 nChanged 9 SP:Iteration 25Q (33019.390000 sec): 3 clusters Score: Raw -1089510.674830 + Penalty 4392.621163 = -1085118.053666 nChanged 6 SP:Iteration 26Q (33019.430000 sec): 3 clusters Score: Raw -1089512.104795 + Penalty 4392.621163 = -1085119.483631 nChanged 3 SP:Iteration 27Q (33019.460000 sec): 3 clusters Score: Raw -1089513.427348 + Penalty 4392.621163 = -1085120.806185 nChanged 4 SP:Iteration 28Q (33019.490000 sec): 3 clusters Score: Raw -1089514.367247 + Penalty 4392.621163 = -1085121.746084 nChanged 3 SP:Iteration 29Q (33019.520000 sec): 3 clusters Score: Raw -1089515.074963 + Penalty 4392.621163 = -1085122.453799 nChanged 0 SP:Iteration 30F (33019.560000 sec): 3 clusters Score: Raw -1089515.074963 + Penalty 4392.621163 = -1085122.453799 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 38 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33019.570000 sec): 2 clusters Score: Raw -32141.837488 + Penalty 1329.600457 = -30812.237031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33019.570000 sec): 3 clusters Score: Raw -32381.116659 + Penalty 2659.200914 = -29721.915745 nChanged 24 SP:Iteration 1F (33019.570000 sec): 3 clusters Score: Raw -32489.014103 + Penalty 2659.200914 = -29829.813189 nChanged 8 SP:Iteration 2Q (33019.570000 sec): 3 clusters Score: Raw -32574.479530 + Penalty 2659.200914 = -29915.278616 nChanged 4 SP:Iteration 3Q (33019.570000 sec): 3 clusters Score: Raw -32596.243428 + Penalty 2659.200914 = -29937.042514 nChanged 3 SP:Iteration 4Q (33019.570000 sec): 3 clusters Score: Raw -32611.557603 + Penalty 2659.200914 = -29952.356689 nChanged 0 SP:Iteration 5F (33019.570000 sec): 3 clusters Score: Raw -32611.557603 + Penalty 2659.200914 = -29952.356689 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 39 (2581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33019.590000 sec): 2 clusters Score: Raw -416261.675747 + Penalty 1948.271186 = -414313.404562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33019.600000 sec): 3 clusters Score: Raw -415206.254861 + Penalty 3896.542371 = -411309.712490 nChanged 848 SP:Iteration 1F (33019.620000 sec): 3 clusters Score: Raw -415750.168733 + Penalty 3896.542371 = -411853.626361 nChanged 214 SP:Iteration 2F (33019.630000 sec): 3 clusters Score: Raw -415910.136554 + Penalty 3896.542371 = -412013.594183 nChanged 123 SP:Iteration 3Q (33019.640000 sec): 3 clusters Score: Raw -415992.123991 + Penalty 3896.542371 = -412095.581620 nChanged 66 SP:Iteration 4Q (33019.650000 sec): 3 clusters Score: Raw -416030.146322 + Penalty 3896.542371 = -412133.603951 nChanged 52 SP:Iteration 5Q (33019.670000 sec): 3 clusters Score: Raw -416057.306401 + Penalty 3896.542371 = -412160.764030 nChanged 29 SP:Iteration 6Q (33019.680000 sec): 3 clusters Score: Raw -416073.081320 + Penalty 3896.542371 = -412176.538949 nChanged 35 SP:Iteration 7Q (33019.690000 sec): 3 clusters Score: Raw -416095.012475 + Penalty 3896.542371 = -412198.470104 nChanged 30 SP:Iteration 8Q (33019.710000 sec): 3 clusters Score: Raw -416114.321566 + Penalty 3896.542371 = -412217.779195 nChanged 26 SP:Iteration 9Q (33019.720000 sec): 3 clusters Score: Raw -416130.943105 + Penalty 3896.542371 = -412234.400734 nChanged 22 SP:Iteration 10Q (33019.730000 sec): 3 clusters Score: Raw -416144.498586 + Penalty 3896.542371 = -412247.956215 nChanged 18 SP:Iteration 11Q (33019.750000 sec): 3 clusters Score: Raw -416155.529236 + Penalty 3896.542371 = -412258.986865 nChanged 18 SP:Iteration 12Q (33019.760000 sec): 3 clusters Score: Raw -416168.506834 + Penalty 3896.542371 = -412271.964463 nChanged 19 SP:Iteration 13Q (33019.770000 sec): 3 clusters Score: Raw -416179.516468 + Penalty 3896.542371 = -412282.974097 nChanged 13 SP:Iteration 14Q (33019.790000 sec): 3 clusters Score: Raw -416187.298675 + Penalty 3896.542371 = -412290.756304 nChanged 14 SP:Iteration 15Q (33019.800000 sec): 3 clusters Score: Raw -416192.844132 + Penalty 3896.542371 = -412296.301761 nChanged 8 SP:Iteration 16Q (33019.810000 sec): 3 clusters Score: Raw -416198.077312 + Penalty 3896.542371 = -412301.534941 nChanged 13 SP:Iteration 17Q (33019.820000 sec): 3 clusters Score: Raw -416206.763966 + Penalty 3896.542371 = -412310.221595 nChanged 12 SP:Iteration 18Q (33019.840000 sec): 3 clusters Score: Raw -416212.213837 + Penalty 3896.542371 = -412315.671466 nChanged 9 SP:Iteration 19Q (33019.850000 sec): 3 clusters Score: Raw -416216.169368 + Penalty 3896.542371 = -412319.626997 nChanged 5 SP:Iteration 20F (33019.860000 sec): 3 clusters Score: Raw -416219.474285 + Penalty 3896.542371 = -412322.931914 nChanged 6 SP:Iteration 21Q (33019.870000 sec): 3 clusters Score: Raw -416224.079521 + Penalty 3896.542371 = -412327.537150 nChanged 5 SP:Iteration 22Q (33019.890000 sec): 3 clusters Score: Raw -416226.669648 + Penalty 3896.542371 = -412330.127277 nChanged 4 SP:Iteration 23Q (33019.900000 sec): 3 clusters Score: Raw -416228.278944 + Penalty 3896.542371 = -412331.736573 nChanged 3 SP:Iteration 24Q (33019.910000 sec): 3 clusters Score: Raw -416229.774270 + Penalty 3896.542371 = -412333.231899 nChanged 3 SP:Iteration 25Q (33019.930000 sec): 3 clusters Score: Raw -416230.641092 + Penalty 3896.542371 = -412334.098721 nChanged 3 SP:Iteration 26Q (33019.940000 sec): 3 clusters Score: Raw -416231.594667 + Penalty 3896.542371 = -412335.052296 nChanged 2 SP:Iteration 27Q (33019.950000 sec): 3 clusters Score: Raw -416231.941670 + Penalty 3896.542371 = -412335.399299 nChanged 2 SP:Iteration 28Q (33019.970000 sec): 3 clusters Score: Raw -416232.300955 + Penalty 3896.542371 = -412335.758584 nChanged 1 SP:Iteration 29Q (33019.980000 sec): 3 clusters Score: Raw -416232.551468 + Penalty 3896.542371 = -412336.009097 nChanged 0 SP:Iteration 30F (33019.990000 sec): 3 clusters Score: Raw -416232.551468 + Penalty 3896.542371 = -412336.009097 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 40 (167329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33020.780000 sec): 2 clusters Score: Raw -27012234.263516 + Penalty 2982.873869 = -27009251.389647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33021.670000 sec): 3 clusters Score: Raw -26903235.153689 + Penalty 5965.747738 = -26897269.405951 nChanged 80157 SP:Iteration 1F (33022.550000 sec): 3 clusters Score: Raw -26949711.152503 + Penalty 5965.747738 = -26943745.404765 nChanged 4820 SP:Iteration 2Q (33023.440000 sec): 3 clusters Score: Raw -26950664.144257 + Penalty 5965.747738 = -26944698.396519 nChanged 4854 SP:Iteration 3Q (33024.350000 sec): 3 clusters Score: Raw -26951694.883753 + Penalty 5965.747738 = -26945729.136016 nChanged 5134 SP:Iteration 4Q (33025.240000 sec): 3 clusters Score: Raw -26952948.728850 + Penalty 5965.747738 = -26946982.981112 nChanged 5525 SP:Iteration 5Q (33026.140000 sec): 3 clusters Score: Raw -26954576.592914 + Penalty 5965.747738 = -26948610.845176 nChanged 6232 SP:Iteration 6Q (33027.030000 sec): 3 clusters Score: Raw -26956801.805741 + Penalty 5965.747738 = -26950836.058003 nChanged 7074 SP:Iteration 7Q (33027.930000 sec): 3 clusters Score: Raw -26960009.208523 + Penalty 5965.747738 = -26954043.460785 nChanged 8399 SP:Iteration 8F (33028.810000 sec): 3 clusters Score: Raw -26964712.738780 + Penalty 5965.747738 = -26958746.991042 nChanged 9423 SP:Iteration 9F (33029.680000 sec): 3 clusters Score: Raw -26971106.723501 + Penalty 5965.747738 = -26965140.975763 nChanged 10010 SP:Iteration 10F (33030.550000 sec): 3 clusters Score: Raw -26978798.716241 + Penalty 5965.747738 = -26972832.968503 nChanged 9274 SP:Iteration 11F (33031.430000 sec): 3 clusters Score: Raw -26986308.321229 + Penalty 5965.747738 = -26980342.573491 nChanged 7624 SP:Iteration 12Q (33032.270000 sec): 3 clusters Score: Raw -26992058.077779 + Penalty 5965.747738 = -26986092.330041 nChanged 5807 SP:Iteration 13Q (33033.070000 sec): 3 clusters Score: Raw -26995989.464643 + Penalty 5965.747738 = -26990023.716906 nChanged 4499 SP:Iteration 14Q (33033.840000 sec): 3 clusters Score: Raw -26998821.429955 + Penalty 5965.747738 = -26992855.682218 nChanged 3738 SP:Iteration 15Q (33034.580000 sec): 3 clusters Score: Raw -27001117.515222 + Penalty 5965.747738 = -26995151.767484 nChanged 3340 SP:Iteration 16Q (33035.290000 sec): 3 clusters Score: Raw -27003207.396163 + Penalty 5965.747738 = -26997241.648425 nChanged 2950 SP:Iteration 17Q (33035.980000 sec): 3 clusters Score: Raw -27005077.421630 + Penalty 5965.747738 = -26999111.673892 nChanged 2545 SP:Iteration 18Q (33036.650000 sec): 3 clusters Score: Raw -27006779.889552 + Penalty 5965.747738 = -27000814.141814 nChanged 2156 SP:Iteration 19Q (33037.300000 sec): 3 clusters Score: Raw -27008282.619684 + Penalty 5965.747738 = -27002316.871946 nChanged 1810 SP:Iteration 20F (33038.160000 sec): 3 clusters Score: Raw -27009644.857067 + Penalty 5965.747738 = -27003679.109330 nChanged 1418 SP:Iteration 21Q (33038.790000 sec): 3 clusters Score: Raw -27010755.557119 + Penalty 5965.747738 = -27004789.809381 nChanged 980 SP:Iteration 22Q (33039.410000 sec): 3 clusters Score: Raw -27011529.805985 + Penalty 5965.747738 = -27005564.058247 nChanged 604 SP:Iteration 23Q (33040.030000 sec): 3 clusters Score: Raw -27012010.697566 + Penalty 5965.747738 = -27006044.949828 nChanged 312 SP:Iteration 24Q (33040.640000 sec): 3 clusters Score: Raw -27012264.978909 + Penalty 5965.747738 = -27006299.231171 nChanged 164 SP:Iteration 25Q (33041.250000 sec): 3 clusters Score: Raw -27012397.912906 + Penalty 5965.747738 = -27006432.165169 nChanged 101 SP:Iteration 26Q (33041.860000 sec): 3 clusters Score: Raw -27012477.482740 + Penalty 5965.747738 = -27006511.735002 nChanged 62 SP:Iteration 27Q (33042.460000 sec): 3 clusters Score: Raw -27012531.257376 + Penalty 5965.747738 = -27006565.509638 nChanged 46 SP:Iteration 28Q (33043.070000 sec): 3 clusters Score: Raw -27012572.656264 + Penalty 5965.747738 = -27006606.908526 nChanged 32 SP:Iteration 29Q (33043.670000 sec): 3 clusters Score: Raw -27012596.281957 + Penalty 5965.747738 = -27006630.534219 nChanged 22 SP:Iteration 30Q (33044.270000 sec): 3 clusters Score: Raw -27012612.365265 + Penalty 5965.747738 = -27006646.617527 nChanged 23 SP:Iteration 31Q (33044.880000 sec): 3 clusters Score: Raw -27012630.327040 + Penalty 5965.747738 = -27006664.579302 nChanged 12 SP:Iteration 32Q (33045.480000 sec): 3 clusters Score: Raw -27012642.586339 + Penalty 5965.747738 = -27006676.838601 nChanged 8 SP:Iteration 33Q (33046.080000 sec): 3 clusters Score: Raw -27012651.079160 + Penalty 5965.747738 = -27006685.331422 nChanged 9 SP:Iteration 34Q (33046.680000 sec): 3 clusters Score: Raw -27012658.384904 + Penalty 5965.747738 = -27006692.637166 nChanged 6 SP:Iteration 35Q (33047.280000 sec): 3 clusters Score: Raw -27012662.253209 + Penalty 5965.747738 = -27006696.505472 nChanged 5 SP:Iteration 36Q (33047.890000 sec): 3 clusters Score: Raw -27012666.758649 + Penalty 5965.747738 = -27006701.010911 nChanged 6 SP:Iteration 37Q (33048.490000 sec): 3 clusters Score: Raw -27012673.582550 + Penalty 5965.747738 = -27006707.834813 nChanged 7 SP:Iteration 38Q (33049.090000 sec): 3 clusters Score: Raw -27012680.885149 + Penalty 5965.747738 = -27006715.137411 nChanged 6 SP:Iteration 39Q (33049.690000 sec): 3 clusters Score: Raw -27012685.193251 + Penalty 5965.747738 = -27006719.445514 nChanged 3 SP:Iteration 40F (33050.550000 sec): 3 clusters Score: Raw -27012687.186251 + Penalty 5965.747738 = -27006721.438513 nChanged 1 SP:Iteration 41Q (33051.150000 sec): 3 clusters Score: Raw -27012688.499236 + Penalty 5965.747738 = -27006722.751498 nChanged 2 SP:Iteration 42Q (33051.760000 sec): 3 clusters Score: Raw -27012689.511234 + Penalty 5965.747738 = -27006723.763496 nChanged 2 SP:Iteration 43Q (33052.370000 sec): 3 clusters Score: Raw -27012691.843750 + Penalty 5965.747738 = -27006726.096013 nChanged 1 SP:Iteration 44Q (33052.980000 sec): 3 clusters Score: Raw -27012693.128869 + Penalty 5965.747738 = -27006727.381131 nChanged 1 SP:Iteration 45Q (33053.580000 sec): 3 clusters Score: Raw -27012693.707444 + Penalty 5965.747738 = -27006727.959706 nChanged 0 SP:Iteration 46F (33054.440000 sec): 3 clusters Score: Raw -27012693.707444 + Penalty 5965.747738 = -27006727.959706 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 41 (379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33054.540000 sec): 2 clusters Score: Raw -16555.764226 + Penalty 1472.508979 = -15083.255247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33054.540000 sec): 3 clusters Score: Raw -16881.800695 + Penalty 2945.017958 = -13936.782738 nChanged 100 SP:Iteration 1F (33054.540000 sec): 3 clusters Score: Raw -17426.314068 + Penalty 2945.017958 = -14481.296110 nChanged 35 SP:Iteration 2F (33054.540000 sec): 3 clusters Score: Raw -17699.898830 + Penalty 2945.017958 = -14754.880872 nChanged 10 SP:Iteration 3Q (33054.540000 sec): 3 clusters Score: Raw -17786.127167 + Penalty 2945.017958 = -14841.109209 nChanged 3 SP:Iteration 4Q (33054.550000 sec): 3 clusters Score: Raw -17814.002635 + Penalty 2945.017958 = -14868.984677 nChanged 0 SP:Iteration 5F (33054.550000 sec): 3 clusters Score: Raw -17814.002635 + Penalty 2945.017958 = -14868.984677 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 42 (3074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33054.570000 sec): 2 clusters Score: Raw -455819.246776 + Penalty 1991.622261 = -453827.624515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33054.580000 sec): 3 clusters Score: Raw -454540.552422 + Penalty 3983.244522 = -450557.307900 nChanged 1090 SP:Iteration 1F (33054.600000 sec): 3 clusters Score: Raw -455340.689945 + Penalty 3983.244522 = -451357.445422 nChanged 259 SP:Iteration 2F (33054.620000 sec): 3 clusters Score: Raw -455551.195163 + Penalty 3983.244522 = -451567.950641 nChanged 159 SP:Iteration 3F (33054.630000 sec): 3 clusters Score: Raw -455684.267633 + Penalty 3983.244522 = -451701.023111 nChanged 130 SP:Iteration 4Q (33054.640000 sec): 3 clusters Score: Raw -455802.381735 + Penalty 3983.244522 = -451819.137213 nChanged 103 SP:Iteration 5Q (33054.660000 sec): 3 clusters Score: Raw -455906.431970 + Penalty 3983.244522 = -451923.187447 nChanged 114 SP:Iteration 6Q (33054.680000 sec): 3 clusters Score: Raw -456008.202762 + Penalty 3983.244522 = -452024.958239 nChanged 91 SP:Iteration 7Q (33054.690000 sec): 3 clusters Score: Raw -456108.298958 + Penalty 3983.244522 = -452125.054436 nChanged 75 SP:Iteration 8Q (33054.700000 sec): 3 clusters Score: Raw -456213.663647 + Penalty 3983.244522 = -452230.419125 nChanged 85 SP:Iteration 9Q (33054.720000 sec): 3 clusters Score: Raw -456307.879452 + Penalty 3983.244522 = -452324.634929 nChanged 79 SP:Iteration 10Q (33054.740000 sec): 3 clusters Score: Raw -456369.464454 + Penalty 3983.244522 = -452386.219932 nChanged 45 SP:Iteration 11Q (33054.750000 sec): 3 clusters Score: Raw -456402.157020 + Penalty 3983.244522 = -452418.912497 nChanged 44 SP:Iteration 12Q (33054.760000 sec): 3 clusters Score: Raw -456429.532606 + Penalty 3983.244522 = -452446.288084 nChanged 35 SP:Iteration 13Q (33054.780000 sec): 3 clusters Score: Raw -456454.933689 + Penalty 3983.244522 = -452471.689166 nChanged 35 SP:Iteration 14Q (33054.790000 sec): 3 clusters Score: Raw -456473.865048 + Penalty 3983.244522 = -452490.620525 nChanged 24 SP:Iteration 15Q (33054.800000 sec): 3 clusters Score: Raw -456486.556759 + Penalty 3983.244522 = -452503.312237 nChanged 22 SP:Iteration 16Q (33054.820000 sec): 3 clusters Score: Raw -456498.584052 + Penalty 3983.244522 = -452515.339530 nChanged 26 SP:Iteration 17Q (33054.840000 sec): 3 clusters Score: Raw -456514.329120 + Penalty 3983.244522 = -452531.084597 nChanged 18 SP:Iteration 18Q (33054.850000 sec): 3 clusters Score: Raw -456524.512521 + Penalty 3983.244522 = -452541.267999 nChanged 19 SP:Iteration 19Q (33054.860000 sec): 3 clusters Score: Raw -456534.189429 + Penalty 3983.244522 = -452550.944907 nChanged 20 SP:Iteration 20F (33054.880000 sec): 3 clusters Score: Raw -456542.903674 + Penalty 3983.244522 = -452559.659152 nChanged 20 SP:Iteration 21Q (33054.890000 sec): 3 clusters Score: Raw -456552.086212 + Penalty 3983.244522 = -452568.841689 nChanged 16 SP:Iteration 22Q (33054.910000 sec): 3 clusters Score: Raw -456559.882911 + Penalty 3983.244522 = -452576.638389 nChanged 9 SP:Iteration 23Q (33054.920000 sec): 3 clusters Score: Raw -456564.469638 + Penalty 3983.244522 = -452581.225116 nChanged 13 SP:Iteration 24Q (33054.940000 sec): 3 clusters Score: Raw -456569.898334 + Penalty 3983.244522 = -452586.653811 nChanged 9 SP:Iteration 25Q (33054.950000 sec): 3 clusters Score: Raw -456575.387083 + Penalty 3983.244522 = -452592.142561 nChanged 17 SP:Iteration 26Q (33054.960000 sec): 3 clusters Score: Raw -456586.105744 + Penalty 3983.244522 = -452602.861221 nChanged 18 SP:Iteration 27Q (33054.980000 sec): 3 clusters Score: Raw -456593.978709 + Penalty 3983.244522 = -452610.734187 nChanged 17 SP:Iteration 28Q (33054.990000 sec): 3 clusters Score: Raw -456602.955614 + Penalty 3983.244522 = -452619.711092 nChanged 12 SP:Iteration 29Q (33055.000000 sec): 3 clusters Score: Raw -456607.642520 + Penalty 3983.244522 = -452624.397997 nChanged 11 SP:Iteration 30Q (33055.020000 sec): 3 clusters Score: Raw -456612.417256 + Penalty 3983.244522 = -452629.172733 nChanged 10 SP:Iteration 31Q (33055.040000 sec): 3 clusters Score: Raw -456617.910604 + Penalty 3983.244522 = -452634.666082 nChanged 10 SP:Iteration 32Q (33055.050000 sec): 3 clusters Score: Raw -456622.506178 + Penalty 3983.244522 = -452639.261656 nChanged 10 SP:Iteration 33Q (33055.060000 sec): 3 clusters Score: Raw -456626.480789 + Penalty 3983.244522 = -452643.236266 nChanged 8 SP:Iteration 34Q (33055.080000 sec): 3 clusters Score: Raw -456629.941211 + Penalty 3983.244522 = -452646.696689 nChanged 5 SP:Iteration 35Q (33055.090000 sec): 3 clusters Score: Raw -456631.938176 + Penalty 3983.244522 = -452648.693653 nChanged 2 SP:Iteration 36Q (33055.100000 sec): 3 clusters Score: Raw -456632.478016 + Penalty 3983.244522 = -452649.233494 nChanged 0 SP:Iteration 37F (33055.120000 sec): 3 clusters Score: Raw -456632.478016 + Penalty 3983.244522 = -452649.233494 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 43 (13952 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33055.190000 sec): 2 clusters Score: Raw -2242661.149115 + Penalty 2366.757780 = -2240294.391335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33055.260000 sec): 3 clusters Score: Raw -2235038.994674 + Penalty 4733.515560 = -2230305.479114 nChanged 5870 SP:Iteration 1F (33055.330000 sec): 3 clusters Score: Raw -2238043.945591 + Penalty 4733.515560 = -2233310.430030 nChanged 817 SP:Iteration 2F (33055.400000 sec): 3 clusters Score: Raw -2238400.862417 + Penalty 4733.515560 = -2233667.346857 nChanged 676 SP:Iteration 3Q (33055.470000 sec): 3 clusters Score: Raw -2238675.392972 + Penalty 4733.515560 = -2233941.877412 nChanged 585 SP:Iteration 4Q (33055.540000 sec): 3 clusters Score: Raw -2238936.321323 + Penalty 4733.515560 = -2234202.805763 nChanged 538 SP:Iteration 5Q (33055.610000 sec): 3 clusters Score: Raw -2239202.990343 + Penalty 4733.515560 = -2234469.474783 nChanged 622 SP:Iteration 6Q (33055.680000 sec): 3 clusters Score: Raw -2239512.558256 + Penalty 4733.515560 = -2234779.042696 nChanged 625 SP:Iteration 7Q (33055.750000 sec): 3 clusters Score: Raw -2239814.543235 + Penalty 4733.515560 = -2235081.027675 nChanged 616 SP:Iteration 8Q (33055.820000 sec): 3 clusters Score: Raw -2240152.544265 + Penalty 4733.515560 = -2235419.028705 nChanged 681 SP:Iteration 9Q (33055.890000 sec): 3 clusters Score: Raw -2240586.871759 + Penalty 4733.515560 = -2235853.356199 nChanged 716 SP:Iteration 10F (33055.960000 sec): 3 clusters Score: Raw -2241068.930874 + Penalty 4733.515560 = -2236335.415314 nChanged 634 SP:Iteration 11Q (33056.030000 sec): 3 clusters Score: Raw -2241525.098840 + Penalty 4733.515560 = -2236791.583279 nChanged 584 SP:Iteration 12Q (33056.100000 sec): 3 clusters Score: Raw -2241982.205148 + Penalty 4733.515560 = -2237248.689588 nChanged 467 SP:Iteration 13Q (33056.170000 sec): 3 clusters Score: Raw -2242356.411703 + Penalty 4733.515560 = -2237622.896143 nChanged 306 SP:Iteration 14Q (33056.230000 sec): 3 clusters Score: Raw -2242600.079776 + Penalty 4733.515560 = -2237866.564215 nChanged 234 SP:Iteration 15Q (33056.300000 sec): 3 clusters Score: Raw -2242785.612752 + Penalty 4733.515560 = -2238052.097191 nChanged 182 SP:Iteration 16Q (33056.360000 sec): 3 clusters Score: Raw -2242939.784108 + Penalty 4733.515560 = -2238206.268547 nChanged 150 SP:Iteration 17Q (33056.420000 sec): 3 clusters Score: Raw -2243061.870900 + Penalty 4733.515560 = -2238328.355339 nChanged 106 SP:Iteration 18Q (33056.480000 sec): 3 clusters Score: Raw -2243143.147041 + Penalty 4733.515560 = -2238409.631481 nChanged 68 SP:Iteration 19Q (33056.540000 sec): 3 clusters Score: Raw -2243198.840840 + Penalty 4733.515560 = -2238465.325280 nChanged 58 SP:Iteration 20F (33056.610000 sec): 3 clusters Score: Raw -2243240.004695 + Penalty 4733.515560 = -2238506.489134 nChanged 47 SP:Iteration 21Q (33056.660000 sec): 3 clusters Score: Raw -2243269.045250 + Penalty 4733.515560 = -2238535.529690 nChanged 42 SP:Iteration 22Q (33056.720000 sec): 3 clusters Score: Raw -2243300.669622 + Penalty 4733.515560 = -2238567.154061 nChanged 37 SP:Iteration 23Q (33056.770000 sec): 3 clusters Score: Raw -2243327.214047 + Penalty 4733.515560 = -2238593.698487 nChanged 28 SP:Iteration 24Q (33056.830000 sec): 3 clusters Score: Raw -2243344.672382 + Penalty 4733.515560 = -2238611.156822 nChanged 30 SP:Iteration 25Q (33056.880000 sec): 3 clusters Score: Raw -2243369.232622 + Penalty 4733.515560 = -2238635.717062 nChanged 28 SP:Iteration 26Q (33056.930000 sec): 3 clusters Score: Raw -2243387.798370 + Penalty 4733.515560 = -2238654.282810 nChanged 25 SP:Iteration 27Q (33056.990000 sec): 3 clusters Score: Raw -2243400.112180 + Penalty 4733.515560 = -2238666.596619 nChanged 17 SP:Iteration 28Q (33057.040000 sec): 3 clusters Score: Raw -2243409.218222 + Penalty 4733.515560 = -2238675.702661 nChanged 14 SP:Iteration 29Q (33057.090000 sec): 3 clusters Score: Raw -2243415.708256 + Penalty 4733.515560 = -2238682.192695 nChanged 7 SP:Iteration 30Q (33057.140000 sec): 3 clusters Score: Raw -2243420.524848 + Penalty 4733.515560 = -2238687.009288 nChanged 5 SP:Iteration 31Q (33057.200000 sec): 3 clusters Score: Raw -2243422.548402 + Penalty 4733.515560 = -2238689.032841 nChanged 5 SP:Iteration 32Q (33057.250000 sec): 3 clusters Score: Raw -2243425.168076 + Penalty 4733.515560 = -2238691.652515 nChanged 8 SP:Iteration 33Q (33057.300000 sec): 3 clusters Score: Raw -2243430.601599 + Penalty 4733.515560 = -2238697.086039 nChanged 5 SP:Iteration 34Q (33057.360000 sec): 3 clusters Score: Raw -2243432.439101 + Penalty 4733.515560 = -2238698.923540 nChanged 2 SP:Iteration 35Q (33057.410000 sec): 3 clusters Score: Raw -2243433.080975 + Penalty 4733.515560 = -2238699.565414 nChanged 2 SP:Iteration 36Q (33057.460000 sec): 3 clusters Score: Raw -2243433.730471 + Penalty 4733.515560 = -2238700.214910 nChanged 0 SP:Iteration 37F (33057.530000 sec): 3 clusters Score: Raw -2243433.730471 + Penalty 4733.515560 = -2238700.214910 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 44 (3454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33057.560000 sec): 2 clusters Score: Raw -534835.006774 + Penalty 2020.527488 = -532814.479286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33057.580000 sec): 3 clusters Score: Raw -533321.466944 + Penalty 4041.054976 = -529280.411967 nChanged 1233 SP:Iteration 1F (33057.590000 sec): 3 clusters Score: Raw -534106.054864 + Penalty 4041.054976 = -530064.999887 nChanged 302 SP:Iteration 2F (33057.610000 sec): 3 clusters Score: Raw -534315.132659 + Penalty 4041.054976 = -530274.077683 nChanged 169 SP:Iteration 3Q (33057.630000 sec): 3 clusters Score: Raw -534428.150054 + Penalty 4041.054976 = -530387.095077 nChanged 128 SP:Iteration 4Q (33057.640000 sec): 3 clusters Score: Raw -534514.628441 + Penalty 4041.054976 = -530473.573465 nChanged 89 SP:Iteration 5Q (33057.660000 sec): 3 clusters Score: Raw -534586.977535 + Penalty 4041.054976 = -530545.922559 nChanged 94 SP:Iteration 6Q (33057.680000 sec): 3 clusters Score: Raw -534637.589224 + Penalty 4041.054976 = -530596.534248 nChanged 65 SP:Iteration 7Q (33057.700000 sec): 3 clusters Score: Raw -534682.707372 + Penalty 4041.054976 = -530641.652396 nChanged 75 SP:Iteration 8Q (33057.710000 sec): 3 clusters Score: Raw -534728.393909 + Penalty 4041.054976 = -530687.338933 nChanged 59 SP:Iteration 9Q (33057.730000 sec): 3 clusters Score: Raw -534758.859587 + Penalty 4041.054976 = -530717.804611 nChanged 48 SP:Iteration 10Q (33057.740000 sec): 3 clusters Score: Raw -534789.802527 + Penalty 4041.054976 = -530748.747551 nChanged 47 SP:Iteration 11Q (33057.760000 sec): 3 clusters Score: Raw -534821.340058 + Penalty 4041.054976 = -530780.285082 nChanged 44 SP:Iteration 12Q (33057.780000 sec): 3 clusters Score: Raw -534855.965915 + Penalty 4041.054976 = -530814.910939 nChanged 54 SP:Iteration 13Q (33057.800000 sec): 3 clusters Score: Raw -534892.964002 + Penalty 4041.054976 = -530851.909026 nChanged 44 SP:Iteration 14Q (33057.810000 sec): 3 clusters Score: Raw -534923.223645 + Penalty 4041.054976 = -530882.168668 nChanged 42 SP:Iteration 15Q (33057.830000 sec): 3 clusters Score: Raw -534953.301630 + Penalty 4041.054976 = -530912.246653 nChanged 33 SP:Iteration 16Q (33057.850000 sec): 3 clusters Score: Raw -534974.306329 + Penalty 4041.054976 = -530933.251352 nChanged 30 SP:Iteration 17Q (33057.860000 sec): 3 clusters Score: Raw -534993.693889 + Penalty 4041.054976 = -530952.638912 nChanged 31 SP:Iteration 18Q (33057.880000 sec): 3 clusters Score: Raw -535009.744889 + Penalty 4041.054976 = -530968.689913 nChanged 24 SP:Iteration 19Q (33057.900000 sec): 3 clusters Score: Raw -535025.852910 + Penalty 4041.054976 = -530984.797933 nChanged 24 SP:Iteration 20F (33057.920000 sec): 3 clusters Score: Raw -535043.611154 + Penalty 4041.054976 = -531002.556177 nChanged 26 SP:Iteration 21Q (33057.930000 sec): 3 clusters Score: Raw -535061.290165 + Penalty 4041.054976 = -531020.235189 nChanged 21 SP:Iteration 22Q (33057.950000 sec): 3 clusters Score: Raw -535073.832745 + Penalty 4041.054976 = -531032.777769 nChanged 29 SP:Iteration 23Q (33057.960000 sec): 3 clusters Score: Raw -535095.061465 + Penalty 4041.054976 = -531054.006489 nChanged 30 SP:Iteration 24Q (33057.980000 sec): 3 clusters Score: Raw -535113.647816 + Penalty 4041.054976 = -531072.592840 nChanged 25 SP:Iteration 25Q (33058.000000 sec): 3 clusters Score: Raw -535128.658987 + Penalty 4041.054976 = -531087.604011 nChanged 33 SP:Iteration 26Q (33058.020000 sec): 3 clusters Score: Raw -535147.393238 + Penalty 4041.054976 = -531106.338261 nChanged 28 SP:Iteration 27Q (33058.030000 sec): 3 clusters Score: Raw -535164.837455 + Penalty 4041.054976 = -531123.782479 nChanged 28 SP:Iteration 28Q (33058.050000 sec): 3 clusters Score: Raw -535178.474503 + Penalty 4041.054976 = -531137.419526 nChanged 26 SP:Iteration 29Q (33058.060000 sec): 3 clusters Score: Raw -535188.630393 + Penalty 4041.054976 = -531147.575417 nChanged 25 SP:Iteration 30Q (33058.080000 sec): 3 clusters Score: Raw -535204.795659 + Penalty 4041.054976 = -531163.740682 nChanged 24 SP:Iteration 31Q (33058.100000 sec): 3 clusters Score: Raw -535220.795210 + Penalty 4041.054976 = -531179.740233 nChanged 28 SP:Iteration 32Q (33058.110000 sec): 3 clusters Score: Raw -535240.125055 + Penalty 4041.054976 = -531199.070078 nChanged 33 SP:Iteration 33Q (33058.130000 sec): 3 clusters Score: Raw -535264.597544 + Penalty 4041.054976 = -531223.542567 nChanged 29 SP:Iteration 34Q (33058.140000 sec): 3 clusters Score: Raw -535280.882056 + Penalty 4041.054976 = -531239.827079 nChanged 26 SP:Iteration 35Q (33058.160000 sec): 3 clusters Score: Raw -535296.359149 + Penalty 4041.054976 = -531255.304173 nChanged 27 SP:Iteration 36Q (33058.180000 sec): 3 clusters Score: Raw -535309.572726 + Penalty 4041.054976 = -531268.517750 nChanged 25 SP:Iteration 37Q (33058.190000 sec): 3 clusters Score: Raw -535322.717675 + Penalty 4041.054976 = -531281.662698 nChanged 28 SP:Iteration 38Q (33058.210000 sec): 3 clusters Score: Raw -535333.333257 + Penalty 4041.054976 = -531292.278281 nChanged 15 SP:Iteration 39Q (33058.220000 sec): 3 clusters Score: Raw -535340.228488 + Penalty 4041.054976 = -531299.173512 nChanged 17 SP:Iteration 40F (33058.240000 sec): 3 clusters Score: Raw -535347.938971 + Penalty 4041.054976 = -531306.883994 nChanged 14 SP:Iteration 41Q (33058.260000 sec): 3 clusters Score: Raw -535354.523926 + Penalty 4041.054976 = -531313.468950 nChanged 8 SP:Iteration 42Q (33058.280000 sec): 3 clusters Score: Raw -535358.998540 + Penalty 4041.054976 = -531317.943563 nChanged 9 SP:Iteration 43Q (33058.290000 sec): 3 clusters Score: Raw -535362.602621 + Penalty 4041.054976 = -531321.547645 nChanged 7 SP:Iteration 44Q (33058.310000 sec): 3 clusters Score: Raw -535364.892012 + Penalty 4041.054976 = -531323.837035 nChanged 7 SP:Iteration 45Q (33058.320000 sec): 3 clusters Score: Raw -535368.524739 + Penalty 4041.054976 = -531327.469763 nChanged 8 SP:Iteration 46Q (33058.340000 sec): 3 clusters Score: Raw -535371.328740 + Penalty 4041.054976 = -531330.273764 nChanged 8 SP:Iteration 47Q (33058.360000 sec): 3 clusters Score: Raw -535374.814512 + Penalty 4041.054976 = -531333.759536 nChanged 7 SP:Iteration 48Q (33058.370000 sec): 3 clusters Score: Raw -535377.427029 + Penalty 4041.054976 = -531336.372053 nChanged 5 SP:Iteration 49Q (33058.390000 sec): 3 clusters Score: Raw -535378.816948 + Penalty 4041.054976 = -531337.761972 nChanged 1 SP:Iteration 50Q (33058.400000 sec): 3 clusters Score: Raw -535379.418429 + Penalty 4041.054976 = -531338.363453 nChanged 1 SP:Iteration 51Q (33058.420000 sec): 3 clusters Score: Raw -535379.699600 + Penalty 4041.054976 = -531338.644623 nChanged 1 SP:Iteration 52Q (33058.440000 sec): 3 clusters Score: Raw -535380.461135 + Penalty 4041.054976 = -531339.406159 nChanged 0 SP:Iteration 53F (33058.460000 sec): 3 clusters Score: Raw -535380.461135 + Penalty 4041.054976 = -531339.406159 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 45 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33058.460000 sec): 2 clusters Score: Raw -18694.212029 + Penalty 1212.806584 = -17481.405445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33058.460000 sec): 3 clusters Score: Raw -19008.564284 + Penalty 2425.613168 = -16582.951116 nChanged 3 SP:Iteration 1Q (33058.460000 sec): 3 clusters Score: Raw -19066.281259 + Penalty 2425.613168 = -16640.668091 nChanged 0 SP:Iteration 2F (33058.460000 sec): 3 clusters Score: Raw -19066.281259 + Penalty 2425.613168 = -16640.668091 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 46 (1611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33058.480000 sec): 2 clusters Score: Raw -241455.482022 + Penalty 1831.383375 = -239624.098647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33058.480000 sec): 3 clusters Score: Raw -240949.757530 + Penalty 3662.766750 = -237286.990780 nChanged 465 SP:Iteration 1F (33058.490000 sec): 3 clusters Score: Raw -241365.449831 + Penalty 3662.766750 = -237702.683081 nChanged 132 SP:Iteration 2F (33058.500000 sec): 3 clusters Score: Raw -241541.969625 + Penalty 3662.766750 = -237879.202874 nChanged 98 SP:Iteration 3F (33058.510000 sec): 3 clusters Score: Raw -241685.708322 + Penalty 3662.766750 = -238022.941572 nChanged 58 SP:Iteration 4Q (33058.520000 sec): 3 clusters Score: Raw -241796.236873 + Penalty 3662.766750 = -238133.470123 nChanged 60 SP:Iteration 5Q (33058.520000 sec): 3 clusters Score: Raw -241921.275983 + Penalty 3662.766750 = -238258.509233 nChanged 39 SP:Iteration 6Q (33058.530000 sec): 3 clusters Score: Raw -241991.097730 + Penalty 3662.766750 = -238328.330980 nChanged 43 SP:Iteration 7Q (33058.540000 sec): 3 clusters Score: Raw -242040.824318 + Penalty 3662.766750 = -238378.057568 nChanged 25 SP:Iteration 8Q (33058.550000 sec): 3 clusters Score: Raw -242068.935995 + Penalty 3662.766750 = -238406.169244 nChanged 27 SP:Iteration 9Q (33058.560000 sec): 3 clusters Score: Raw -242098.309023 + Penalty 3662.766750 = -238435.542273 nChanged 23 SP:Iteration 10Q (33058.560000 sec): 3 clusters Score: Raw -242124.387370 + Penalty 3662.766750 = -238461.620620 nChanged 21 SP:Iteration 11Q (33058.570000 sec): 3 clusters Score: Raw -242146.891193 + Penalty 3662.766750 = -238484.124442 nChanged 20 SP:Iteration 12Q (33058.580000 sec): 3 clusters Score: Raw -242167.081412 + Penalty 3662.766750 = -238504.314662 nChanged 20 SP:Iteration 13Q (33058.580000 sec): 3 clusters Score: Raw -242190.220926 + Penalty 3662.766750 = -238527.454176 nChanged 13 SP:Iteration 14Q (33058.590000 sec): 3 clusters Score: Raw -242205.742600 + Penalty 3662.766750 = -238542.975850 nChanged 12 SP:Iteration 15Q (33058.600000 sec): 3 clusters Score: Raw -242217.912269 + Penalty 3662.766750 = -238555.145519 nChanged 13 SP:Iteration 16Q (33058.610000 sec): 3 clusters Score: Raw -242232.470751 + Penalty 3662.766750 = -238569.704001 nChanged 14 SP:Iteration 17Q (33058.610000 sec): 3 clusters Score: Raw -242245.134914 + Penalty 3662.766750 = -238582.368164 nChanged 12 SP:Iteration 18Q (33058.620000 sec): 3 clusters Score: Raw -242262.337997 + Penalty 3662.766750 = -238599.571247 nChanged 15 SP:Iteration 19Q (33058.630000 sec): 3 clusters Score: Raw -242282.286633 + Penalty 3662.766750 = -238619.519883 nChanged 9 SP:Iteration 20F (33058.640000 sec): 3 clusters Score: Raw -242293.814222 + Penalty 3662.766750 = -238631.047472 nChanged 10 SP:Iteration 21Q (33058.640000 sec): 3 clusters Score: Raw -242301.521127 + Penalty 3662.766750 = -238638.754376 nChanged 6 SP:Iteration 22Q (33058.650000 sec): 3 clusters Score: Raw -242308.929299 + Penalty 3662.766750 = -238646.162549 nChanged 9 SP:Iteration 23Q (33058.660000 sec): 3 clusters Score: Raw -242316.573872 + Penalty 3662.766750 = -238653.807122 nChanged 7 SP:Iteration 24Q (33058.660000 sec): 3 clusters Score: Raw -242322.159137 + Penalty 3662.766750 = -238659.392387 nChanged 6 SP:Iteration 25Q (33058.670000 sec): 3 clusters Score: Raw -242327.878389 + Penalty 3662.766750 = -238665.111639 nChanged 6 SP:Iteration 26Q (33058.680000 sec): 3 clusters Score: Raw -242336.599362 + Penalty 3662.766750 = -238673.832612 nChanged 7 SP:Iteration 27Q (33058.680000 sec): 3 clusters Score: Raw -242343.985524 + Penalty 3662.766750 = -238681.218774 nChanged 10 SP:Iteration 28Q (33058.690000 sec): 3 clusters Score: Raw -242360.041811 + Penalty 3662.766750 = -238697.275060 nChanged 12 SP:Iteration 29Q (33058.700000 sec): 3 clusters Score: Raw -242375.437839 + Penalty 3662.766750 = -238712.671089 nChanged 7 SP:Iteration 30Q (33058.710000 sec): 3 clusters Score: Raw -242381.329327 + Penalty 3662.766750 = -238718.562577 nChanged 6 SP:Iteration 31Q (33058.710000 sec): 3 clusters Score: Raw -242387.406155 + Penalty 3662.766750 = -238724.639405 nChanged 6 SP:Iteration 32Q (33058.720000 sec): 3 clusters Score: Raw -242393.294632 + Penalty 3662.766750 = -238730.527882 nChanged 4 SP:Iteration 33Q (33058.730000 sec): 3 clusters Score: Raw -242398.402084 + Penalty 3662.766750 = -238735.635334 nChanged 2 SP:Iteration 34Q (33058.740000 sec): 3 clusters Score: Raw -242399.324638 + Penalty 3662.766750 = -238736.557888 nChanged 0 SP:Iteration 35F (33058.740000 sec): 3 clusters Score: Raw -242399.324638 + Penalty 3662.766750 = -238736.557888 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 47 (542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33058.750000 sec): 2 clusters Score: Raw -81697.939149 + Penalty 1561.225968 = -80136.713181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33058.750000 sec): 3 clusters Score: Raw -81711.516915 + Penalty 3122.451937 = -78589.064978 nChanged 96 SP:Iteration 1F (33058.760000 sec): 3 clusters Score: Raw -81900.234980 + Penalty 3122.451937 = -78777.783043 nChanged 23 SP:Iteration 2Q (33058.760000 sec): 3 clusters Score: Raw -81958.428122 + Penalty 3122.451937 = -78835.976185 nChanged 15 SP:Iteration 3Q (33058.760000 sec): 3 clusters Score: Raw -81985.987192 + Penalty 3122.451937 = -78863.535256 nChanged 6 SP:Iteration 4Q (33058.760000 sec): 3 clusters Score: Raw -81997.481680 + Penalty 3122.451937 = -78875.029743 nChanged 3 SP:Iteration 5Q (33058.770000 sec): 3 clusters Score: Raw -82004.409772 + Penalty 3122.451937 = -78881.957836 nChanged 2 SP:Iteration 6Q (33058.770000 sec): 3 clusters Score: Raw -82007.812089 + Penalty 3122.451937 = -78885.360153 nChanged 1 SP:Iteration 7Q (33058.770000 sec): 3 clusters Score: Raw -82008.958386 + Penalty 3122.451937 = -78886.506449 nChanged 0 SP:Iteration 8F (33058.780000 sec): 3 clusters Score: Raw -82008.958386 + Penalty 3122.451937 = -78886.506449 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 48 (670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33058.780000 sec): 2 clusters Score: Raw -109523.636023 + Penalty 1613.804873 = -107909.831151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33058.780000 sec): 3 clusters Score: Raw -109426.984013 + Penalty 3227.609745 = -106199.374268 nChanged 131 SP:Iteration 1F (33058.790000 sec): 3 clusters Score: Raw -109608.016904 + Penalty 3227.609745 = -106380.407159 nChanged 21 SP:Iteration 2Q (33058.790000 sec): 3 clusters Score: Raw -109644.606531 + Penalty 3227.609745 = -106416.996786 nChanged 17 SP:Iteration 3Q (33058.800000 sec): 3 clusters Score: Raw -109676.838968 + Penalty 3227.609745 = -106449.229223 nChanged 12 SP:Iteration 4Q (33058.800000 sec): 3 clusters Score: Raw -109701.271510 + Penalty 3227.609745 = -106473.661765 nChanged 9 SP:Iteration 5Q (33058.800000 sec): 3 clusters Score: Raw -109718.135029 + Penalty 3227.609745 = -106490.525283 nChanged 4 SP:Iteration 6Q (33058.800000 sec): 3 clusters Score: Raw -109730.217524 + Penalty 3227.609745 = -106502.607778 nChanged 7 SP:Iteration 7Q (33058.810000 sec): 3 clusters Score: Raw -109739.751485 + Penalty 3227.609745 = -106512.141739 nChanged 5 SP:Iteration 8Q (33058.810000 sec): 3 clusters Score: Raw -109745.507828 + Penalty 3227.609745 = -106517.898083 nChanged 3 SP:Iteration 9Q (33058.820000 sec): 3 clusters Score: Raw -109750.924015 + Penalty 3227.609745 = -106523.314270 nChanged 1 SP:Iteration 10Q (33058.820000 sec): 3 clusters Score: Raw -109751.986254 + Penalty 3227.609745 = -106524.376508 nChanged 0 SP:Iteration 11F (33058.820000 sec): 3 clusters Score: Raw -109751.986254 + Penalty 3227.609745 = -106524.376508 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 49 (471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33058.830000 sec): 2 clusters Score: Raw -69900.279090 + Penalty 1526.404807 = -68373.874283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33058.830000 sec): 3 clusters Score: Raw -69930.584002 + Penalty 3052.809615 = -66877.774387 nChanged 80 SP:Iteration 1F (33058.830000 sec): 3 clusters Score: Raw -70103.792766 + Penalty 3052.809615 = -67050.983152 nChanged 18 SP:Iteration 2Q (33058.840000 sec): 3 clusters Score: Raw -70148.905239 + Penalty 3052.809615 = -67096.095624 nChanged 8 SP:Iteration 3Q (33058.840000 sec): 3 clusters Score: Raw -70167.680331 + Penalty 3052.809615 = -67114.870717 nChanged 5 SP:Iteration 4Q (33058.840000 sec): 3 clusters Score: Raw -70182.934811 + Penalty 3052.809615 = -67130.125197 nChanged 5 SP:Iteration 5Q (33058.840000 sec): 3 clusters Score: Raw -70195.374753 + Penalty 3052.809615 = -67142.565138 nChanged 5 SP:Iteration 6Q (33058.840000 sec): 3 clusters Score: Raw -70210.899995 + Penalty 3052.809615 = -67158.090380 nChanged 2 SP:Iteration 7Q (33058.850000 sec): 3 clusters Score: Raw -70214.421236 + Penalty 3052.809615 = -67161.611621 nChanged 2 SP:Iteration 8Q (33058.850000 sec): 3 clusters Score: Raw -70218.193490 + Penalty 3052.809615 = -67165.383875 nChanged 1 SP:Iteration 9Q (33058.850000 sec): 3 clusters Score: Raw -70220.402688 + Penalty 3052.809615 = -67167.593073 nChanged 1 SP:Iteration 10Q (33058.860000 sec): 3 clusters Score: Raw -70222.413886 + Penalty 3052.809615 = -67169.604271 nChanged 2 SP:Iteration 11Q (33058.860000 sec): 3 clusters Score: Raw -70227.111882 + Penalty 3052.809615 = -67174.302268 nChanged 1 SP:Iteration 12Q (33058.860000 sec): 3 clusters Score: Raw -70228.821632 + Penalty 3052.809615 = -67176.012018 nChanged 0 SP:Iteration 13F (33058.860000 sec): 3 clusters Score: Raw -70228.821632 + Penalty 3052.809615 = -67176.012018 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 50 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33058.870000 sec): 2 clusters Score: Raw -19198.381571 + Penalty 1301.261970 = -17897.119601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33058.870000 sec): 3 clusters Score: Raw -19556.798342 + Penalty 2602.523940 = -16954.274402 nChanged 29 SP:Iteration 1F (33058.870000 sec): 3 clusters Score: Raw -19808.779275 + Penalty 2602.523940 = -17206.255336 nChanged 3 SP:Iteration 2Q (33058.870000 sec): 3 clusters Score: Raw -19871.083506 + Penalty 2602.523940 = -17268.559566 nChanged 1 SP:Iteration 3Q (33058.870000 sec): 3 clusters Score: Raw -19874.258003 + Penalty 2602.523940 = -17271.734063 nChanged 0 SP:Iteration 4F (33058.870000 sec): 3 clusters Score: Raw -19874.258003 + Penalty 2602.523940 = -17271.734063 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 51 (4252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33058.900000 sec): 2 clusters Score: Raw -664407.647096 + Penalty 2072.075895 = -662335.571201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33058.920000 sec): 3 clusters Score: Raw -662449.864870 + Penalty 4144.151791 = -658305.713080 nChanged 1563 SP:Iteration 1F (33058.940000 sec): 3 clusters Score: Raw -663379.023082 + Penalty 4144.151791 = -659234.871291 nChanged 378 SP:Iteration 2F (33058.960000 sec): 3 clusters Score: Raw -663731.502573 + Penalty 4144.151791 = -659587.350783 nChanged 342 SP:Iteration 3F (33058.980000 sec): 3 clusters Score: Raw -664150.218884 + Penalty 4144.151791 = -660006.067093 nChanged 364 SP:Iteration 4F (33059.000000 sec): 3 clusters Score: Raw -664605.831178 + Penalty 4144.151791 = -660461.679387 nChanged 292 SP:Iteration 5F (33059.020000 sec): 3 clusters Score: Raw -664927.762958 + Penalty 4144.151791 = -660783.611168 nChanged 204 SP:Iteration 6Q (33059.040000 sec): 3 clusters Score: Raw -665117.618589 + Penalty 4144.151791 = -660973.466798 nChanged 139 SP:Iteration 7Q (33059.070000 sec): 3 clusters Score: Raw -665237.317154 + Penalty 4144.151791 = -661093.165363 nChanged 104 SP:Iteration 8Q (33059.090000 sec): 3 clusters Score: Raw -665321.729057 + Penalty 4144.151791 = -661177.577266 nChanged 84 SP:Iteration 9Q (33059.110000 sec): 3 clusters Score: Raw -665392.231600 + Penalty 4144.151791 = -661248.079810 nChanged 57 SP:Iteration 10Q (33059.130000 sec): 3 clusters Score: Raw -665458.031274 + Penalty 4144.151791 = -661313.879483 nChanged 63 SP:Iteration 11Q (33059.150000 sec): 3 clusters Score: Raw -665529.981467 + Penalty 4144.151791 = -661385.829676 nChanged 49 SP:Iteration 12Q (33059.170000 sec): 3 clusters Score: Raw -665577.274103 + Penalty 4144.151791 = -661433.122313 nChanged 46 SP:Iteration 13Q (33059.190000 sec): 3 clusters Score: Raw -665607.794438 + Penalty 4144.151791 = -661463.642647 nChanged 32 SP:Iteration 14Q (33059.210000 sec): 3 clusters Score: Raw -665624.634535 + Penalty 4144.151791 = -661480.482744 nChanged 23 SP:Iteration 15Q (33059.230000 sec): 3 clusters Score: Raw -665632.644324 + Penalty 4144.151791 = -661488.492533 nChanged 8 SP:Iteration 16Q (33059.250000 sec): 3 clusters Score: Raw -665635.837664 + Penalty 4144.151791 = -661491.685873 nChanged 5 SP:Iteration 17Q (33059.270000 sec): 3 clusters Score: Raw -665638.297390 + Penalty 4144.151791 = -661494.145599 nChanged 6 SP:Iteration 18Q (33059.290000 sec): 3 clusters Score: Raw -665641.462406 + Penalty 4144.151791 = -661497.310615 nChanged 5 SP:Iteration 19Q (33059.310000 sec): 3 clusters Score: Raw -665643.211041 + Penalty 4144.151791 = -661499.059250 nChanged 5 SP:Iteration 20F (33059.340000 sec): 3 clusters Score: Raw -665645.798896 + Penalty 4144.151791 = -661501.647105 nChanged 8 SP:Iteration 21Q (33059.360000 sec): 3 clusters Score: Raw -665648.484652 + Penalty 4144.151791 = -661504.332861 nChanged 4 SP:Iteration 22Q (33059.380000 sec): 3 clusters Score: Raw -665650.158182 + Penalty 4144.151791 = -661506.006391 nChanged 3 SP:Iteration 23Q (33059.400000 sec): 3 clusters Score: Raw -665651.172268 + Penalty 4144.151791 = -661507.020477 nChanged 3 SP:Iteration 24Q (33059.420000 sec): 3 clusters Score: Raw -665652.248243 + Penalty 4144.151791 = -661508.096452 nChanged 2 SP:Iteration 25Q (33059.440000 sec): 3 clusters Score: Raw -665653.252211 + Penalty 4144.151791 = -661509.100420 nChanged 2 SP:Iteration 26Q (33059.460000 sec): 3 clusters Score: Raw -665653.748929 + Penalty 4144.151791 = -661509.597138 nChanged 1 SP:Iteration 27Q (33059.480000 sec): 3 clusters Score: Raw -665654.146233 + Penalty 4144.151791 = -661509.994442 nChanged 3 SP:Iteration 28Q (33059.500000 sec): 3 clusters Score: Raw -665654.895582 + Penalty 4144.151791 = -661510.743791 nChanged 1 SP:Iteration 29Q (33059.520000 sec): 3 clusters Score: Raw -665655.059454 + Penalty 4144.151791 = -661510.907663 nChanged 0 SP:Iteration 30F (33059.540000 sec): 3 clusters Score: Raw -665655.059454 + Penalty 4144.151791 = -661510.907663 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 52 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33059.550000 sec): 2 clusters Score: Raw -49377.808513 + Penalty 1435.150551 = -47942.657963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33059.550000 sec): 3 clusters Score: Raw -49495.147260 + Penalty 2870.301101 = -46624.846159 nChanged 39 SP:Iteration 1F (33059.560000 sec): 3 clusters Score: Raw -49637.512273 + Penalty 2870.301101 = -46767.211172 nChanged 9 SP:Iteration 2Q (33059.560000 sec): 3 clusters Score: Raw -49681.669187 + Penalty 2870.301101 = -46811.368086 nChanged 4 SP:Iteration 3Q (33059.560000 sec): 3 clusters Score: Raw -49748.293646 + Penalty 2870.301101 = -46877.992545 nChanged 6 SP:Iteration 4Q (33059.560000 sec): 3 clusters Score: Raw -50082.853634 + Penalty 2870.301101 = -47212.552533 nChanged 24 SP:Iteration 5F (33059.560000 sec): 3 clusters Score: Raw -50182.388911 + Penalty 2870.301101 = -47312.087810 nChanged 9 SP:Iteration 6Q (33059.560000 sec): 3 clusters Score: Raw -50231.377687 + Penalty 2870.301101 = -47361.076585 nChanged 4 SP:Iteration 7Q (33059.560000 sec): 3 clusters Score: Raw -50246.457550 + Penalty 2870.301101 = -47376.156449 nChanged 0 SP:Iteration 8F (33059.570000 sec): 3 clusters Score: Raw -50246.457550 + Penalty 2870.301101 = -47376.156449 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 53 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33059.570000 sec): 2 clusters Score: Raw -31593.240148 + Penalty 1349.719592 = -30243.520556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33059.570000 sec): 3 clusters Score: Raw -31916.562495 + Penalty 2699.439184 = -29217.123311 nChanged 33 SP:Iteration 1F (33059.580000 sec): 3 clusters Score: Raw -32046.894545 + Penalty 2699.439184 = -29347.455360 nChanged 14 SP:Iteration 2F (33059.580000 sec): 3 clusters Score: Raw -32123.371938 + Penalty 2699.439184 = -29423.932753 nChanged 9 SP:Iteration 3Q (33059.580000 sec): 3 clusters Score: Raw -32554.183861 + Penalty 2699.439184 = -29854.744677 nChanged 7 SP:Iteration 4Q (33059.580000 sec): 3 clusters Score: Raw -32589.653235 + Penalty 2699.439184 = -29890.214050 nChanged 4 SP:Iteration 5Q (33059.580000 sec): 3 clusters Score: Raw -32619.799629 + Penalty 2699.439184 = -29920.360445 nChanged 1 SP:Iteration 6Q (33059.580000 sec): 3 clusters Score: Raw -32626.639858 + Penalty 2699.439184 = -29927.200673 nChanged 0 SP:Iteration 7F (33059.580000 sec): 3 clusters Score: Raw -32626.639858 + Penalty 2699.439184 = -29927.200673 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 54 (561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33059.590000 sec): 2 clusters Score: Raw -84576.980309 + Penalty 1569.770785 = -83007.209524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33059.590000 sec): 3 clusters Score: Raw -84580.532254 + Penalty 3139.541569 = -81440.990685 nChanged 114 SP:Iteration 1F (33059.600000 sec): 3 clusters Score: Raw -84815.229147 + Penalty 3139.541569 = -81675.687578 nChanged 35 SP:Iteration 2F (33059.600000 sec): 3 clusters Score: Raw -84917.612805 + Penalty 3139.541569 = -81778.071235 nChanged 25 SP:Iteration 3Q (33059.600000 sec): 3 clusters Score: Raw -85045.950164 + Penalty 3139.541569 = -81906.408595 nChanged 30 SP:Iteration 4F (33059.600000 sec): 3 clusters Score: Raw -85195.346368 + Penalty 3139.541569 = -82055.804799 nChanged 22 SP:Iteration 5Q (33059.610000 sec): 3 clusters Score: Raw -85290.279990 + Penalty 3139.541569 = -82150.738421 nChanged 19 SP:Iteration 6Q (33059.610000 sec): 3 clusters Score: Raw -85353.164362 + Penalty 3139.541569 = -82213.622793 nChanged 13 SP:Iteration 7Q (33059.610000 sec): 3 clusters Score: Raw -85384.714954 + Penalty 3139.541569 = -82245.173384 nChanged 7 SP:Iteration 8Q (33059.610000 sec): 3 clusters Score: Raw -85396.249199 + Penalty 3139.541569 = -82256.707630 nChanged 4 SP:Iteration 9Q (33059.620000 sec): 3 clusters Score: Raw -85405.607531 + Penalty 3139.541569 = -82266.065961 nChanged 2 SP:Iteration 10Q (33059.620000 sec): 3 clusters Score: Raw -85411.905308 + Penalty 3139.541569 = -82272.363739 nChanged 1 SP:Iteration 11Q (33059.620000 sec): 3 clusters Score: Raw -85414.391376 + Penalty 3139.541569 = -82274.849807 nChanged 1 SP:Iteration 12Q (33059.620000 sec): 3 clusters Score: Raw -85415.723385 + Penalty 3139.541569 = -82276.181816 nChanged 0 SP:Iteration 13F (33059.630000 sec): 3 clusters Score: Raw -85415.723385 + Penalty 3139.541569 = -82276.181816 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 55 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33059.630000 sec): 2 clusters Score: Raw -16319.729328 + Penalty 1174.577215 = -15145.152113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33059.630000 sec): 3 clusters Score: Raw -16726.212599 + Penalty 2349.154430 = -14377.058168 nChanged 1 SP:Iteration 1Q (33059.630000 sec): 3 clusters Score: Raw -16744.935726 + Penalty 2349.154430 = -14395.781296 nChanged 0 SP:Iteration 2F (33059.640000 sec): 3 clusters Score: Raw -16744.935726 + Penalty 2349.154430 = -14395.781296 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 56 (4967 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33059.660000 sec): 2 clusters Score: Raw -789755.403127 + Penalty 2110.621686 = -787644.781441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33059.690000 sec): 3 clusters Score: Raw -787389.835356 + Penalty 4221.243372 = -783168.591984 nChanged 1910 SP:Iteration 1F (33059.710000 sec): 3 clusters Score: Raw -788413.653572 + Penalty 4221.243372 = -784192.410200 nChanged 366 SP:Iteration 2F (33059.740000 sec): 3 clusters Score: Raw -788611.602067 + Penalty 4221.243372 = -784390.358695 nChanged 247 SP:Iteration 3Q (33059.760000 sec): 3 clusters Score: Raw -788748.870255 + Penalty 4221.243372 = -784527.626883 nChanged 206 SP:Iteration 4Q (33059.790000 sec): 3 clusters Score: Raw -788865.000394 + Penalty 4221.243372 = -784643.757022 nChanged 184 SP:Iteration 5Q (33059.810000 sec): 3 clusters Score: Raw -788975.031057 + Penalty 4221.243372 = -784753.787684 nChanged 179 SP:Iteration 6Q (33059.840000 sec): 3 clusters Score: Raw -789082.837646 + Penalty 4221.243372 = -784861.594274 nChanged 172 SP:Iteration 7Q (33059.860000 sec): 3 clusters Score: Raw -789184.554349 + Penalty 4221.243372 = -784963.310976 nChanged 150 SP:Iteration 8Q (33059.880000 sec): 3 clusters Score: Raw -789280.958739 + Penalty 4221.243372 = -785059.715367 nChanged 170 SP:Iteration 9Q (33059.910000 sec): 3 clusters Score: Raw -789397.196591 + Penalty 4221.243372 = -785175.953218 nChanged 168 SP:Iteration 10Q (33059.940000 sec): 3 clusters Score: Raw -789513.217298 + Penalty 4221.243372 = -785291.973925 nChanged 144 SP:Iteration 11Q (33059.960000 sec): 3 clusters Score: Raw -789618.295713 + Penalty 4221.243372 = -785397.052341 nChanged 134 SP:Iteration 12Q (33059.980000 sec): 3 clusters Score: Raw -789720.666248 + Penalty 4221.243372 = -785499.422876 nChanged 121 SP:Iteration 13Q (33060.010000 sec): 3 clusters Score: Raw -789810.411881 + Penalty 4221.243372 = -785589.168509 nChanged 100 SP:Iteration 14Q (33060.030000 sec): 3 clusters Score: Raw -789877.424816 + Penalty 4221.243372 = -785656.181444 nChanged 79 SP:Iteration 15Q (33060.060000 sec): 3 clusters Score: Raw -789933.542040 + Penalty 4221.243372 = -785712.298668 nChanged 75 SP:Iteration 16Q (33060.080000 sec): 3 clusters Score: Raw -789993.621158 + Penalty 4221.243372 = -785772.377786 nChanged 67 SP:Iteration 17Q (33060.110000 sec): 3 clusters Score: Raw -790039.308789 + Penalty 4221.243372 = -785818.065417 nChanged 47 SP:Iteration 18Q (33060.130000 sec): 3 clusters Score: Raw -790070.112356 + Penalty 4221.243372 = -785848.868984 nChanged 34 SP:Iteration 19Q (33060.160000 sec): 3 clusters Score: Raw -790093.418251 + Penalty 4221.243372 = -785872.174879 nChanged 40 SP:Iteration 20F (33060.180000 sec): 3 clusters Score: Raw -790118.549401 + Penalty 4221.243372 = -785897.306029 nChanged 30 SP:Iteration 21Q (33060.200000 sec): 3 clusters Score: Raw -790136.274532 + Penalty 4221.243372 = -785915.031159 nChanged 25 SP:Iteration 22Q (33060.230000 sec): 3 clusters Score: Raw -790148.165629 + Penalty 4221.243372 = -785926.922257 nChanged 13 SP:Iteration 23Q (33060.250000 sec): 3 clusters Score: Raw -790155.018923 + Penalty 4221.243372 = -785933.775551 nChanged 5 SP:Iteration 24Q (33060.280000 sec): 3 clusters Score: Raw -790157.355320 + Penalty 4221.243372 = -785936.111948 nChanged 4 SP:Iteration 25Q (33060.300000 sec): 3 clusters Score: Raw -790160.365689 + Penalty 4221.243372 = -785939.122317 nChanged 3 SP:Iteration 26Q (33060.320000 sec): 3 clusters Score: Raw -790161.906660 + Penalty 4221.243372 = -785940.663287 nChanged 4 SP:Iteration 27Q (33060.350000 sec): 3 clusters Score: Raw -790164.118180 + Penalty 4221.243372 = -785942.874808 nChanged 6 SP:Iteration 28Q (33060.370000 sec): 3 clusters Score: Raw -790167.308786 + Penalty 4221.243372 = -785946.065414 nChanged 3 SP:Iteration 29Q (33060.400000 sec): 3 clusters Score: Raw -790168.975212 + Penalty 4221.243372 = -785947.731840 nChanged 4 SP:Iteration 30Q (33060.420000 sec): 3 clusters Score: Raw -790171.014772 + Penalty 4221.243372 = -785949.771400 nChanged 3 SP:Iteration 31Q (33060.440000 sec): 3 clusters Score: Raw -790172.772021 + Penalty 4221.243372 = -785951.528648 nChanged 3 SP:Iteration 32Q (33060.470000 sec): 3 clusters Score: Raw -790173.715422 + Penalty 4221.243372 = -785952.472049 nChanged 2 SP:Iteration 33Q (33060.490000 sec): 3 clusters Score: Raw -790175.352853 + Penalty 4221.243372 = -785954.109480 nChanged 4 SP:Iteration 34Q (33060.520000 sec): 3 clusters Score: Raw -790177.433492 + Penalty 4221.243372 = -785956.190120 nChanged 5 SP:Iteration 35Q (33060.540000 sec): 3 clusters Score: Raw -790180.010389 + Penalty 4221.243372 = -785958.767017 nChanged 3 SP:Iteration 36Q (33060.560000 sec): 3 clusters Score: Raw -790181.399614 + Penalty 4221.243372 = -785960.156242 nChanged 3 SP:Iteration 37Q (33060.590000 sec): 3 clusters Score: Raw -790182.707489 + Penalty 4221.243372 = -785961.464117 nChanged 2 SP:Iteration 38Q (33060.610000 sec): 3 clusters Score: Raw -790183.801538 + Penalty 4221.243372 = -785962.558166 nChanged 3 SP:Iteration 39Q (33060.640000 sec): 3 clusters Score: Raw -790185.459087 + Penalty 4221.243372 = -785964.215715 nChanged 3 SP:Iteration 40F (33060.660000 sec): 3 clusters Score: Raw -790187.254957 + Penalty 4221.243372 = -785966.011585 nChanged 2 SP:Iteration 41Q (33060.680000 sec): 3 clusters Score: Raw -790188.337385 + Penalty 4221.243372 = -785967.094012 nChanged 0 SP:Iteration 42F (33060.710000 sec): 3 clusters Score: Raw -790188.337385 + Penalty 4221.243372 = -785967.094012 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 57 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33060.720000 sec): 2 clusters Score: Raw -17601.943854 + Penalty 1176.743168 = -16425.200686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33060.720000 sec): 3 clusters Score: Raw -17922.119408 + Penalty 2353.486336 = -15568.633072 nChanged 1 SP:Iteration 1Q (33060.720000 sec): 3 clusters Score: Raw -17931.871191 + Penalty 2353.486336 = -15578.384855 nChanged 0 SP:Iteration 2F (33060.720000 sec): 3 clusters Score: Raw -17931.871191 + Penalty 2353.486336 = -15578.384855 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 58 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33060.720000 sec): 2 clusters Score: Raw -38975.350638 + Penalty 1377.133977 = -37598.216661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33060.730000 sec): 3 clusters Score: Raw -39113.506719 + Penalty 2754.267954 = -36359.238764 nChanged 24 SP:Iteration 1F (33060.730000 sec): 3 clusters Score: Raw -39194.020919 + Penalty 2754.267954 = -36439.752965 nChanged 6 SP:Iteration 2Q (33060.730000 sec): 3 clusters Score: Raw -39218.084199 + Penalty 2754.267954 = -36463.816245 nChanged 2 SP:Iteration 3Q (33060.730000 sec): 3 clusters Score: Raw -39225.302969 + Penalty 2754.267954 = -36471.035015 nChanged 1 SP:Iteration 4Q (33060.730000 sec): 3 clusters Score: Raw -39226.693221 + Penalty 2754.267954 = -36472.425266 nChanged 0 SP:Iteration 5F (33060.730000 sec): 3 clusters Score: Raw -39226.693221 + Penalty 2754.267954 = -36472.425266 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 59 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33060.740000 sec): 2 clusters Score: Raw -10269.649956 + Penalty 1060.613198 = -9209.036758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33060.740000 sec): 2 clusters Score: Raw -9477.216800 + Penalty 1060.613198 = -8416.603602 nChanged 28 SP:Iteration 1F (33060.740000 sec): 2 clusters Score: Raw -10269.649956 + Penalty 1060.613198 = -9209.036758 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 60 (2129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33060.760000 sec): 2 clusters Score: Raw -331923.582145 + Penalty 1900.525101 = -330023.057044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33060.760000 sec): 3 clusters Score: Raw -331134.671237 + Penalty 3801.050202 = -327333.621035 nChanged 675 SP:Iteration 1F (33060.780000 sec): 3 clusters Score: Raw -331723.245620 + Penalty 3801.050202 = -327922.195419 nChanged 167 SP:Iteration 2F (33060.790000 sec): 3 clusters Score: Raw -331901.420265 + Penalty 3801.050202 = -328100.370063 nChanged 115 SP:Iteration 3F (33060.800000 sec): 3 clusters Score: Raw -332003.768355 + Penalty 3801.050202 = -328202.718153 nChanged 73 SP:Iteration 4Q (33060.810000 sec): 3 clusters Score: Raw -332069.225275 + Penalty 3801.050202 = -328268.175073 nChanged 52 SP:Iteration 5Q (33060.820000 sec): 3 clusters Score: Raw -332109.174388 + Penalty 3801.050202 = -328308.124186 nChanged 47 SP:Iteration 6Q (33060.830000 sec): 3 clusters Score: Raw -332149.068514 + Penalty 3801.050202 = -328348.018312 nChanged 43 SP:Iteration 7Q (33060.840000 sec): 3 clusters Score: Raw -332185.483710 + Penalty 3801.050202 = -328384.433508 nChanged 41 SP:Iteration 8Q (33060.850000 sec): 3 clusters Score: Raw -332210.456139 + Penalty 3801.050202 = -328409.405937 nChanged 37 SP:Iteration 9Q (33060.860000 sec): 3 clusters Score: Raw -332237.353593 + Penalty 3801.050202 = -328436.303392 nChanged 27 SP:Iteration 10Q (33060.870000 sec): 3 clusters Score: Raw -332258.495764 + Penalty 3801.050202 = -328457.445562 nChanged 22 SP:Iteration 11Q (33060.880000 sec): 3 clusters Score: Raw -332274.145494 + Penalty 3801.050202 = -328473.095293 nChanged 11 SP:Iteration 12Q (33060.890000 sec): 3 clusters Score: Raw -332282.089241 + Penalty 3801.050202 = -328481.039039 nChanged 13 SP:Iteration 13Q (33060.900000 sec): 3 clusters Score: Raw -332291.256246 + Penalty 3801.050202 = -328490.206044 nChanged 9 SP:Iteration 14Q (33060.910000 sec): 3 clusters Score: Raw -332295.793855 + Penalty 3801.050202 = -328494.743653 nChanged 7 SP:Iteration 15Q (33060.920000 sec): 3 clusters Score: Raw -332301.823936 + Penalty 3801.050202 = -328500.773734 nChanged 11 SP:Iteration 16Q (33060.930000 sec): 3 clusters Score: Raw -332309.157486 + Penalty 3801.050202 = -328508.107284 nChanged 8 SP:Iteration 17Q (33060.940000 sec): 3 clusters Score: Raw -332315.054242 + Penalty 3801.050202 = -328514.004040 nChanged 6 SP:Iteration 18Q (33060.950000 sec): 3 clusters Score: Raw -332319.443919 + Penalty 3801.050202 = -328518.393717 nChanged 7 SP:Iteration 19Q (33060.960000 sec): 3 clusters Score: Raw -332325.720640 + Penalty 3801.050202 = -328524.670439 nChanged 8 SP:Iteration 20F (33060.980000 sec): 3 clusters Score: Raw -332331.126526 + Penalty 3801.050202 = -328530.076325 nChanged 5 SP:Iteration 21Q (33060.980000 sec): 3 clusters Score: Raw -332334.401631 + Penalty 3801.050202 = -328533.351429 nChanged 7 SP:Iteration 22Q (33061.000000 sec): 3 clusters Score: Raw -332337.721558 + Penalty 3801.050202 = -328536.671356 nChanged 2 SP:Iteration 23Q (33061.000000 sec): 3 clusters Score: Raw -332339.225423 + Penalty 3801.050202 = -328538.175222 nChanged 1 SP:Iteration 24Q (33061.020000 sec): 3 clusters Score: Raw -332339.847786 + Penalty 3801.050202 = -328538.797584 nChanged 3 SP:Iteration 25Q (33061.020000 sec): 3 clusters Score: Raw -332341.472944 + Penalty 3801.050202 = -328540.422742 nChanged 2 SP:Iteration 26Q (33061.040000 sec): 3 clusters Score: Raw -332342.655920 + Penalty 3801.050202 = -328541.605719 nChanged 1 SP:Iteration 27Q (33061.040000 sec): 3 clusters Score: Raw -332343.051490 + Penalty 3801.050202 = -328542.001288 nChanged 1 SP:Iteration 28Q (33061.060000 sec): 3 clusters Score: Raw -332343.660151 + Penalty 3801.050202 = -328542.609950 nChanged 1 SP:Iteration 29Q (33061.060000 sec): 3 clusters Score: Raw -332344.195046 + Penalty 3801.050202 = -328543.144844 nChanged 2 SP:Iteration 30Q (33061.080000 sec): 3 clusters Score: Raw -332345.330530 + Penalty 3801.050202 = -328544.280328 nChanged 7 SP:Iteration 31Q (33061.080000 sec): 3 clusters Score: Raw -332350.080070 + Penalty 3801.050202 = -328549.029868 nChanged 6 SP:Iteration 32Q (33061.100000 sec): 3 clusters Score: Raw -332353.194275 + Penalty 3801.050202 = -328552.144073 nChanged 5 SP:Iteration 33Q (33061.100000 sec): 3 clusters Score: Raw -332356.410235 + Penalty 3801.050202 = -328555.360033 nChanged 4 SP:Iteration 34Q (33061.120000 sec): 3 clusters Score: Raw -332359.071413 + Penalty 3801.050202 = -328558.021211 nChanged 2 SP:Iteration 35Q (33061.120000 sec): 3 clusters Score: Raw -332359.864362 + Penalty 3801.050202 = -328558.814160 nChanged 3 SP:Iteration 36Q (33061.140000 sec): 3 clusters Score: Raw -332361.508340 + Penalty 3801.050202 = -328560.458138 nChanged 1 SP:Iteration 37Q (33061.140000 sec): 3 clusters Score: Raw -332362.085014 + Penalty 3801.050202 = -328561.034812 nChanged 3 SP:Iteration 38Q (33061.160000 sec): 3 clusters Score: Raw -332363.159754 + Penalty 3801.050202 = -328562.109552 nChanged 4 SP:Iteration 39Q (33061.170000 sec): 3 clusters Score: Raw -332365.254088 + Penalty 3801.050202 = -328564.203886 nChanged 2 SP:Iteration 40F (33061.180000 sec): 3 clusters Score: Raw -332367.842351 + Penalty 3801.050202 = -328566.792149 nChanged 4 SP:Iteration 41Q (33061.190000 sec): 3 clusters Score: Raw -332369.774030 + Penalty 3801.050202 = -328568.723828 nChanged 1 SP:Iteration 42Q (33061.200000 sec): 3 clusters Score: Raw -332371.635938 + Penalty 3801.050202 = -328570.585736 nChanged 4 SP:Iteration 43Q (33061.210000 sec): 3 clusters Score: Raw -332377.065747 + Penalty 3801.050202 = -328576.015545 nChanged 5 SP:Iteration 44Q (33061.220000 sec): 3 clusters Score: Raw -332380.953846 + Penalty 3801.050202 = -328579.903644 nChanged 5 SP:Iteration 45Q (33061.230000 sec): 3 clusters Score: Raw -332384.858977 + Penalty 3801.050202 = -328583.808776 nChanged 5 SP:Iteration 46Q (33061.240000 sec): 3 clusters Score: Raw -332391.915537 + Penalty 3801.050202 = -328590.865335 nChanged 15 SP:Iteration 47Q (33061.250000 sec): 3 clusters Score: Raw -332406.578258 + Penalty 3801.050202 = -328605.528056 nChanged 7 SP:Iteration 48Q (33061.260000 sec): 3 clusters Score: Raw -332412.753261 + Penalty 3801.050202 = -328611.703059 nChanged 3 SP:Iteration 49Q (33061.270000 sec): 3 clusters Score: Raw -332415.456071 + Penalty 3801.050202 = -328614.405869 nChanged 2 SP:Iteration 50Q (33061.280000 sec): 3 clusters Score: Raw -332416.393418 + Penalty 3801.050202 = -328615.343216 nChanged 1 SP:Iteration 51Q (33061.290000 sec): 3 clusters Score: Raw -332417.348213 + Penalty 3801.050202 = -328616.298011 nChanged 1 SP:Iteration 52Q (33061.300000 sec): 3 clusters Score: Raw -332418.012970 + Penalty 3801.050202 = -328616.962768 nChanged 2 SP:Iteration 53Q (33061.310000 sec): 3 clusters Score: Raw -332419.490705 + Penalty 3801.050202 = -328618.440503 nChanged 5 SP:Iteration 54Q (33061.320000 sec): 3 clusters Score: Raw -332424.377575 + Penalty 3801.050202 = -328623.327373 nChanged 6 SP:Iteration 55Q (33061.330000 sec): 3 clusters Score: Raw -332428.190839 + Penalty 3801.050202 = -328627.140638 nChanged 4 SP:Iteration 56Q (33061.340000 sec): 3 clusters Score: Raw -332431.957730 + Penalty 3801.050202 = -328630.907528 nChanged 3 SP:Iteration 57Q (33061.350000 sec): 3 clusters Score: Raw -332433.835531 + Penalty 3801.050202 = -328632.785329 nChanged 0 SP:Iteration 58F (33061.360000 sec): 3 clusters Score: Raw -332433.835531 + Penalty 3801.050202 = -328632.785329 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 61 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33061.360000 sec): 2 clusters Score: Raw -17906.203193 + Penalty 1378.093359 = -16528.109834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33061.360000 sec): 3 clusters Score: Raw -18264.464804 + Penalty 2756.186719 = -15508.278085 nChanged 57 SP:Iteration 1F (33061.370000 sec): 3 clusters Score: Raw -18770.518948 + Penalty 2756.186719 = -16014.332229 nChanged 23 SP:Iteration 2F (33061.370000 sec): 3 clusters Score: Raw -19065.613715 + Penalty 2756.186719 = -16309.426996 nChanged 7 SP:Iteration 3Q (33061.370000 sec): 3 clusters Score: Raw -19214.044519 + Penalty 2756.186719 = -16457.857800 nChanged 3 SP:Iteration 4Q (33061.370000 sec): 3 clusters Score: Raw -19247.613438 + Penalty 2756.186719 = -16491.426719 nChanged 2 SP:Iteration 5Q (33061.370000 sec): 3 clusters Score: Raw -19274.071487 + Penalty 2756.186719 = -16517.884769 nChanged 0 SP:Iteration 6F (33061.370000 sec): 3 clusters Score: Raw -19274.071487 + Penalty 2756.186719 = -16517.884769 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 62 (401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33061.380000 sec): 2 clusters Score: Raw -61623.862147 + Penalty 1486.502434 = -60137.359713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33061.380000 sec): 3 clusters Score: Raw -61686.906721 + Penalty 2973.004868 = -58713.901853 nChanged 55 SP:Iteration 1F (33061.380000 sec): 3 clusters Score: Raw -61858.474050 + Penalty 2973.004868 = -58885.469182 nChanged 14 SP:Iteration 2Q (33061.390000 sec): 3 clusters Score: Raw -61912.062330 + Penalty 2973.004868 = -58939.057462 nChanged 10 SP:Iteration 3Q (33061.390000 sec): 3 clusters Score: Raw -61951.895022 + Penalty 2973.004868 = -58978.890154 nChanged 5 SP:Iteration 4Q (33061.390000 sec): 3 clusters Score: Raw -61971.585194 + Penalty 2973.004868 = -58998.580326 nChanged 2 SP:Iteration 5Q (33061.390000 sec): 3 clusters Score: Raw -61981.190227 + Penalty 2973.004868 = -59008.185359 nChanged 1 SP:Iteration 6Q (33061.400000 sec): 3 clusters Score: Raw -61985.257374 + Penalty 2973.004868 = -59012.252506 nChanged 1 SP:Iteration 7Q (33061.400000 sec): 3 clusters Score: Raw -61987.144679 + Penalty 2973.004868 = -59014.139811 nChanged 1 SP:Iteration 8Q (33061.400000 sec): 3 clusters Score: Raw -61990.473377 + Penalty 2973.004868 = -59017.468509 nChanged 1 SP:Iteration 9Q (33061.400000 sec): 3 clusters Score: Raw -61992.778888 + Penalty 2973.004868 = -59019.774020 nChanged 0 SP:Iteration 10F (33061.400000 sec): 3 clusters Score: Raw -61992.778888 + Penalty 2973.004868 = -59019.774020 nChanged 0 Deleting Class 63 (79 points): Lose 2155.561596 but Gain 3491.854150 Iteration 259Q (33089.030000 sec): 63 clusters Score: Raw -205044731.133758 + Penalty 216494.957278 = -204828236.176480 nChanged 87 Iteration 260F (33233.020000 sec): 63 clusters Score: Raw -205045291.804133 + Penalty 216494.957278 = -204828796.846855 nChanged 36 Iteration 261Q (33260.240000 sec): 63 clusters Score: Raw -205045573.279737 + Penalty 216494.957278 = -204829078.322459 nChanged 38 Iteration 262Q (33287.530000 sec): 63 clusters Score: Raw -205045837.064364 + Penalty 216494.957278 = -204829342.107086 nChanged 23 Iteration 263Q (33314.780000 sec): 63 clusters Score: Raw -205045949.102197 + Penalty 216494.957278 = -204829454.144919 nChanged 12 Iteration 264Q (33342.040000 sec): 63 clusters Score: Raw -205046037.334888 + Penalty 216494.957278 = -204829542.377610 nChanged 6 Iteration 265Q (33369.290000 sec): 63 clusters Score: Raw -205046267.747304 + Penalty 216494.957278 = -204829772.790026 nChanged 0 Iteration 266F (33513.280000 sec): 63 clusters Score: Raw -205046278.785190 + Penalty 216494.957278 = -204829783.827912 nChanged 3 Iteration 267Q (33540.360000 sec): 63 clusters Score: Raw -205046308.336461 + Penalty 216494.957278 = -204829813.379183 nChanged 1 Iteration 268Q (33567.560000 sec): 63 clusters Score: Raw -205046323.549279 + Penalty 216494.957278 = -204829828.592001 nChanged 0 Iteration 269F (33711.670000 sec): 63 clusters Score: Raw -205046323.549279 + Penalty 216494.957278 = -204829828.592001 nChanged 0 Compute initial score before splitting: Score: Raw -205046323.549279 + Penalty 216494.957278 = -204829828.592001 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 1 (7911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33711.760000 sec): 2 clusters Score: Raw -1353341.920947 + Penalty 2226.050350 = -1351115.870597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33711.800000 sec): 3 clusters Score: Raw -1349213.585573 + Penalty 4452.100700 = -1344761.484873 nChanged 3151 SP:Iteration 1F (33711.840000 sec): 3 clusters Score: Raw -1350816.726773 + Penalty 4452.100700 = -1346364.626073 nChanged 525 SP:Iteration 2F (33711.880000 sec): 3 clusters Score: Raw -1351079.773384 + Penalty 4452.100700 = -1346627.672684 nChanged 402 SP:Iteration 3F (33711.920000 sec): 3 clusters Score: Raw -1351260.743913 + Penalty 4452.100700 = -1346808.643213 nChanged 311 SP:Iteration 4Q (33711.960000 sec): 3 clusters Score: Raw -1351376.293200 + Penalty 4452.100700 = -1346924.192501 nChanged 241 SP:Iteration 5Q (33712.000000 sec): 3 clusters Score: Raw -1351459.297626 + Penalty 4452.100700 = -1347007.196927 nChanged 179 SP:Iteration 6Q (33712.040000 sec): 3 clusters Score: Raw -1351519.994301 + Penalty 4452.100700 = -1347067.893602 nChanged 169 SP:Iteration 7Q (33712.080000 sec): 3 clusters Score: Raw -1351576.706191 + Penalty 4452.100700 = -1347124.605491 nChanged 153 SP:Iteration 8Q (33712.120000 sec): 3 clusters Score: Raw -1351625.371979 + Penalty 4452.100700 = -1347173.271280 nChanged 138 SP:Iteration 9Q (33712.160000 sec): 3 clusters Score: Raw -1351667.059235 + Penalty 4452.100700 = -1347214.958535 nChanged 114 SP:Iteration 10Q (33712.200000 sec): 3 clusters Score: Raw -1351701.073371 + Penalty 4452.100700 = -1347248.972671 nChanged 105 SP:Iteration 11Q (33712.240000 sec): 3 clusters Score: Raw -1351732.587654 + Penalty 4452.100700 = -1347280.486954 nChanged 94 SP:Iteration 12Q (33712.280000 sec): 3 clusters Score: Raw -1351757.971048 + Penalty 4452.100700 = -1347305.870349 nChanged 78 SP:Iteration 13Q (33712.320000 sec): 3 clusters Score: Raw -1351783.542827 + Penalty 4452.100700 = -1347331.442128 nChanged 77 SP:Iteration 14Q (33712.360000 sec): 3 clusters Score: Raw -1351805.015474 + Penalty 4452.100700 = -1347352.914774 nChanged 81 SP:Iteration 15Q (33712.400000 sec): 3 clusters Score: Raw -1351826.325230 + Penalty 4452.100700 = -1347374.224531 nChanged 71 SP:Iteration 16Q (33712.440000 sec): 3 clusters Score: Raw -1351845.209368 + Penalty 4452.100700 = -1347393.108669 nChanged 55 SP:Iteration 17Q (33712.480000 sec): 3 clusters Score: Raw -1351860.989864 + Penalty 4452.100700 = -1347408.889165 nChanged 63 SP:Iteration 18Q (33712.520000 sec): 3 clusters Score: Raw -1351878.577708 + Penalty 4452.100700 = -1347426.477008 nChanged 69 SP:Iteration 19Q (33712.560000 sec): 3 clusters Score: Raw -1351898.281397 + Penalty 4452.100700 = -1347446.180697 nChanged 69 SP:Iteration 20F (33712.600000 sec): 3 clusters Score: Raw -1351919.655209 + Penalty 4452.100700 = -1347467.554509 nChanged 80 SP:Iteration 21Q (33712.630000 sec): 3 clusters Score: Raw -1351940.000026 + Penalty 4452.100700 = -1347487.899326 nChanged 69 SP:Iteration 22Q (33712.670000 sec): 3 clusters Score: Raw -1351961.558770 + Penalty 4452.100700 = -1347509.458070 nChanged 81 SP:Iteration 23Q (33712.710000 sec): 3 clusters Score: Raw -1351990.289710 + Penalty 4452.100700 = -1347538.189010 nChanged 94 SP:Iteration 24Q (33712.750000 sec): 3 clusters Score: Raw -1352023.664367 + Penalty 4452.100700 = -1347571.563667 nChanged 93 SP:Iteration 25Q (33712.790000 sec): 3 clusters Score: Raw -1352056.881250 + Penalty 4452.100700 = -1347604.780550 nChanged 101 SP:Iteration 26Q (33712.830000 sec): 3 clusters Score: Raw -1352096.110478 + Penalty 4452.100700 = -1347644.009778 nChanged 105 SP:Iteration 27Q (33712.870000 sec): 3 clusters Score: Raw -1352135.150090 + Penalty 4452.100700 = -1347683.049391 nChanged 113 SP:Iteration 28Q (33712.910000 sec): 3 clusters Score: Raw -1352178.233695 + Penalty 4452.100700 = -1347726.132996 nChanged 117 SP:Iteration 29Q (33712.950000 sec): 3 clusters Score: Raw -1352224.555038 + Penalty 4452.100700 = -1347772.454338 nChanged 121 SP:Iteration 30Q (33712.990000 sec): 3 clusters Score: Raw -1352270.938865 + Penalty 4452.100700 = -1347818.838165 nChanged 113 SP:Iteration 31Q (33713.020000 sec): 3 clusters Score: Raw -1352314.450586 + Penalty 4452.100700 = -1347862.349887 nChanged 121 SP:Iteration 32Q (33713.060000 sec): 3 clusters Score: Raw -1352367.010545 + Penalty 4452.100700 = -1347914.909845 nChanged 150 SP:Iteration 33Q (33713.100000 sec): 3 clusters Score: Raw -1352431.309645 + Penalty 4452.100700 = -1347979.208945 nChanged 136 SP:Iteration 34Q (33713.140000 sec): 3 clusters Score: Raw -1352500.020048 + Penalty 4452.100700 = -1348047.919348 nChanged 151 SP:Iteration 35Q (33713.180000 sec): 3 clusters Score: Raw -1352582.146566 + Penalty 4452.100700 = -1348130.045867 nChanged 167 SP:Iteration 36Q (33713.220000 sec): 3 clusters Score: Raw -1352676.172351 + Penalty 4452.100700 = -1348224.071652 nChanged 154 SP:Iteration 37Q (33713.260000 sec): 3 clusters Score: Raw -1352768.873284 + Penalty 4452.100700 = -1348316.772584 nChanged 152 SP:Iteration 38Q (33713.290000 sec): 3 clusters Score: Raw -1352864.234689 + Penalty 4452.100700 = -1348412.133989 nChanged 158 SP:Iteration 39Q (33713.330000 sec): 3 clusters Score: Raw -1352966.650252 + Penalty 4452.100700 = -1348514.549553 nChanged 142 SP:Iteration 40F (33713.370000 sec): 3 clusters Score: Raw -1353057.265701 + Penalty 4452.100700 = -1348605.165002 nChanged 125 SP:Iteration 41Q (33713.400000 sec): 3 clusters Score: Raw -1353133.607061 + Penalty 4452.100700 = -1348681.506361 nChanged 101 SP:Iteration 42Q (33713.440000 sec): 3 clusters Score: Raw -1353202.107518 + Penalty 4452.100700 = -1348750.006818 nChanged 86 SP:Iteration 43Q (33713.470000 sec): 3 clusters Score: Raw -1353259.103568 + Penalty 4452.100700 = -1348807.002868 nChanged 74 SP:Iteration 44Q (33713.500000 sec): 3 clusters Score: Raw -1353306.418490 + Penalty 4452.100700 = -1348854.317790 nChanged 57 SP:Iteration 45Q (33713.540000 sec): 3 clusters Score: Raw -1353346.728439 + Penalty 4452.100700 = -1348894.627739 nChanged 57 SP:Iteration 46Q (33713.570000 sec): 3 clusters Score: Raw -1353390.492850 + Penalty 4452.100700 = -1348938.392150 nChanged 39 SP:Iteration 47Q (33713.600000 sec): 3 clusters Score: Raw -1353421.443213 + Penalty 4452.100700 = -1348969.342513 nChanged 36 SP:Iteration 48Q (33713.640000 sec): 3 clusters Score: Raw -1353443.986959 + Penalty 4452.100700 = -1348991.886259 nChanged 19 SP:Iteration 49Q (33713.670000 sec): 3 clusters Score: Raw -1353457.242610 + Penalty 4452.100700 = -1349005.141911 nChanged 24 SP:Iteration 50Q (33713.700000 sec): 3 clusters Score: Raw -1353475.561859 + Penalty 4452.100700 = -1349023.461160 nChanged 18 SP:Iteration 51Q (33713.730000 sec): 3 clusters Score: Raw -1353488.403561 + Penalty 4452.100700 = -1349036.302861 nChanged 13 SP:Iteration 52Q (33713.770000 sec): 3 clusters Score: Raw -1353498.540951 + Penalty 4452.100700 = -1349046.440252 nChanged 10 SP:Iteration 53Q (33713.800000 sec): 3 clusters Score: Raw -1353504.225981 + Penalty 4452.100700 = -1349052.125281 nChanged 7 SP:Iteration 54Q (33713.830000 sec): 3 clusters Score: Raw -1353508.928777 + Penalty 4452.100700 = -1349056.828077 nChanged 6 SP:Iteration 55Q (33713.860000 sec): 3 clusters Score: Raw -1353512.827418 + Penalty 4452.100700 = -1349060.726719 nChanged 8 SP:Iteration 56Q (33713.890000 sec): 3 clusters Score: Raw -1353520.121501 + Penalty 4452.100700 = -1349068.020801 nChanged 9 SP:Iteration 57Q (33713.920000 sec): 3 clusters Score: Raw -1353529.148753 + Penalty 4452.100700 = -1349077.048054 nChanged 6 SP:Iteration 58Q (33713.950000 sec): 3 clusters Score: Raw -1353532.415290 + Penalty 4452.100700 = -1349080.314591 nChanged 4 SP:Iteration 59Q (33713.990000 sec): 3 clusters Score: Raw -1353535.350893 + Penalty 4452.100700 = -1349083.250193 nChanged 5 SP:Iteration 60F (33714.030000 sec): 3 clusters Score: Raw -1353538.538295 + Penalty 4452.100700 = -1349086.437595 nChanged 1 SP:Iteration 61Q (33714.050000 sec): 3 clusters Score: Raw -1353540.175716 + Penalty 4452.100700 = -1349088.075017 nChanged 4 SP:Iteration 62Q (33714.090000 sec): 3 clusters Score: Raw -1353542.163083 + Penalty 4452.100700 = -1349090.062383 nChanged 3 SP:Iteration 63Q (33714.120000 sec): 3 clusters Score: Raw -1353544.093473 + Penalty 4452.100700 = -1349091.992774 nChanged 4 SP:Iteration 64Q (33714.150000 sec): 3 clusters Score: Raw -1353547.072113 + Penalty 4452.100700 = -1349094.971414 nChanged 2 SP:Iteration 65Q (33714.180000 sec): 3 clusters Score: Raw -1353548.714164 + Penalty 4452.100700 = -1349096.613465 nChanged 1 SP:Iteration 66Q (33714.210000 sec): 3 clusters Score: Raw -1353549.170659 + Penalty 4452.100700 = -1349097.069959 nChanged 0 SP:Iteration 67F (33714.250000 sec): 3 clusters Score: Raw -1353549.170659 + Penalty 4452.100700 = -1349097.069959 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 2 (20908 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33714.350000 sec): 2 clusters Score: Raw -3296095.148701 + Penalty 2467.076011 = -3293628.072690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33714.450000 sec): 3 clusters Score: Raw -3283882.400358 + Penalty 4934.152021 = -3278948.248337 nChanged 9201 SP:Iteration 1F (33714.560000 sec): 3 clusters Score: Raw -3288767.625119 + Penalty 4934.152021 = -3283833.473098 nChanged 1082 SP:Iteration 2F (33714.670000 sec): 3 clusters Score: Raw -3289136.721883 + Penalty 4934.152021 = -3284202.569862 nChanged 894 SP:Iteration 3Q (33714.770000 sec): 3 clusters Score: Raw -3289460.866658 + Penalty 4934.152021 = -3284526.714636 nChanged 877 SP:Iteration 4Q (33714.880000 sec): 3 clusters Score: Raw -3289833.651372 + Penalty 4934.152021 = -3284899.499351 nChanged 953 SP:Iteration 5Q (33714.990000 sec): 3 clusters Score: Raw -3290339.353603 + Penalty 4934.152021 = -3285405.201582 nChanged 1150 SP:Iteration 6F (33715.090000 sec): 3 clusters Score: Raw -3291166.158401 + Penalty 4934.152021 = -3286232.006380 nChanged 1540 SP:Iteration 7F (33715.190000 sec): 3 clusters Score: Raw -3292586.783223 + Penalty 4934.152021 = -3287652.631202 nChanged 1776 SP:Iteration 8F (33715.300000 sec): 3 clusters Score: Raw -3294538.714351 + Penalty 4934.152021 = -3289604.562330 nChanged 1744 SP:Iteration 9F (33715.410000 sec): 3 clusters Score: Raw -3296418.364368 + Penalty 4934.152021 = -3291484.212346 nChanged 1273 SP:Iteration 10F (33715.510000 sec): 3 clusters Score: Raw -3297453.351702 + Penalty 4934.152021 = -3292519.199680 nChanged 737 SP:Iteration 11Q (33715.610000 sec): 3 clusters Score: Raw -3297816.773031 + Penalty 4934.152021 = -3292882.621009 nChanged 393 SP:Iteration 12Q (33715.720000 sec): 3 clusters Score: Raw -3297934.302291 + Penalty 4934.152021 = -3293000.150270 nChanged 207 SP:Iteration 13Q (33715.820000 sec): 3 clusters Score: Raw -3297977.293497 + Penalty 4934.152021 = -3293043.141476 nChanged 98 SP:Iteration 14Q (33715.920000 sec): 3 clusters Score: Raw -3297998.010526 + Penalty 4934.152021 = -3293063.858504 nChanged 71 SP:Iteration 15Q (33716.020000 sec): 3 clusters Score: Raw -3298013.088558 + Penalty 4934.152021 = -3293078.936537 nChanged 65 SP:Iteration 16Q (33716.120000 sec): 3 clusters Score: Raw -3298031.986348 + Penalty 4934.152021 = -3293097.834327 nChanged 64 SP:Iteration 17Q (33716.230000 sec): 3 clusters Score: Raw -3298052.571879 + Penalty 4934.152021 = -3293118.419857 nChanged 73 SP:Iteration 18Q (33716.330000 sec): 3 clusters Score: Raw -3298076.013138 + Penalty 4934.152021 = -3293141.861117 nChanged 78 SP:Iteration 19Q (33716.430000 sec): 3 clusters Score: Raw -3298095.950560 + Penalty 4934.152021 = -3293161.798538 nChanged 63 SP:Iteration 20F (33716.530000 sec): 3 clusters Score: Raw -3298113.782807 + Penalty 4934.152021 = -3293179.630785 nChanged 76 SP:Iteration 21Q (33716.640000 sec): 3 clusters Score: Raw -3298135.053581 + Penalty 4934.152021 = -3293200.901559 nChanged 82 SP:Iteration 22Q (33716.740000 sec): 3 clusters Score: Raw -3298158.008063 + Penalty 4934.152021 = -3293223.856041 nChanged 84 SP:Iteration 23Q (33716.840000 sec): 3 clusters Score: Raw -3298179.068582 + Penalty 4934.152021 = -3293244.916561 nChanged 75 SP:Iteration 24Q (33716.940000 sec): 3 clusters Score: Raw -3298194.853857 + Penalty 4934.152021 = -3293260.701836 nChanged 62 SP:Iteration 25Q (33717.040000 sec): 3 clusters Score: Raw -3298205.295147 + Penalty 4934.152021 = -3293271.143125 nChanged 52 SP:Iteration 26Q (33717.140000 sec): 3 clusters Score: Raw -3298215.128686 + Penalty 4934.152021 = -3293280.976664 nChanged 45 SP:Iteration 27Q (33717.240000 sec): 3 clusters Score: Raw -3298226.701763 + Penalty 4934.152021 = -3293292.549742 nChanged 44 SP:Iteration 28Q (33717.340000 sec): 3 clusters Score: Raw -3298235.203202 + Penalty 4934.152021 = -3293301.051181 nChanged 35 SP:Iteration 29Q (33717.440000 sec): 3 clusters Score: Raw -3298240.632573 + Penalty 4934.152021 = -3293306.480551 nChanged 23 SP:Iteration 30Q (33717.530000 sec): 3 clusters Score: Raw -3298242.961026 + Penalty 4934.152021 = -3293308.809005 nChanged 24 SP:Iteration 31Q (33717.630000 sec): 3 clusters Score: Raw -3298245.362323 + Penalty 4934.152021 = -3293311.210301 nChanged 10 SP:Iteration 32Q (33717.730000 sec): 3 clusters Score: Raw -3298246.290320 + Penalty 4934.152021 = -3293312.138299 nChanged 7 SP:Iteration 33Q (33717.830000 sec): 3 clusters Score: Raw -3298247.085814 + Penalty 4934.152021 = -3293312.933793 nChanged 7 SP:Iteration 34Q (33717.930000 sec): 3 clusters Score: Raw -3298247.822689 + Penalty 4934.152021 = -3293313.670668 nChanged 4 SP:Iteration 35Q (33718.020000 sec): 3 clusters Score: Raw -3298248.311050 + Penalty 4934.152021 = -3293314.159028 nChanged 3 SP:Iteration 36Q (33718.120000 sec): 3 clusters Score: Raw -3298248.668469 + Penalty 4934.152021 = -3293314.516448 nChanged 3 SP:Iteration 37Q (33718.220000 sec): 3 clusters Score: Raw -3298248.861585 + Penalty 4934.152021 = -3293314.709564 nChanged 2 SP:Iteration 38Q (33718.310000 sec): 3 clusters Score: Raw -3298249.046995 + Penalty 4934.152021 = -3293314.894973 nChanged 1 SP:Iteration 39Q (33718.410000 sec): 3 clusters Score: Raw -3298249.191485 + Penalty 4934.152021 = -3293315.039464 nChanged 4 SP:Iteration 40F (33718.520000 sec): 3 clusters Score: Raw -3298249.698343 + Penalty 4934.152021 = -3293315.546322 nChanged 5 SP:Iteration 41Q (33718.610000 sec): 3 clusters Score: Raw -3298250.088589 + Penalty 4934.152021 = -3293315.936567 nChanged 5 SP:Iteration 42Q (33718.710000 sec): 3 clusters Score: Raw -3298250.570975 + Penalty 4934.152021 = -3293316.418954 nChanged 5 SP:Iteration 43Q (33718.810000 sec): 3 clusters Score: Raw -3298250.942925 + Penalty 4934.152021 = -3293316.790904 nChanged 5 SP:Iteration 44Q (33718.910000 sec): 3 clusters Score: Raw -3298251.348179 + Penalty 4934.152021 = -3293317.196158 nChanged 3 SP:Iteration 45Q (33719.010000 sec): 3 clusters Score: Raw -3298251.480558 + Penalty 4934.152021 = -3293317.328537 nChanged 2 SP:Iteration 46Q (33719.110000 sec): 3 clusters Score: Raw -3298251.622729 + Penalty 4934.152021 = -3293317.470707 nChanged 2 SP:Iteration 47Q (33719.200000 sec): 3 clusters Score: Raw -3298251.798884 + Penalty 4934.152021 = -3293317.646862 nChanged 5 SP:Iteration 48Q (33719.300000 sec): 3 clusters Score: Raw -3298252.084281 + Penalty 4934.152021 = -3293317.932259 nChanged 2 SP:Iteration 49Q (33719.400000 sec): 3 clusters Score: Raw -3298252.210898 + Penalty 4934.152021 = -3293318.058876 nChanged 3 SP:Iteration 50Q (33719.490000 sec): 3 clusters Score: Raw -3298252.474483 + Penalty 4934.152021 = -3293318.322462 nChanged 1 SP:Iteration 51Q (33719.590000 sec): 3 clusters Score: Raw -3298252.570501 + Penalty 4934.152021 = -3293318.418480 nChanged 0 SP:Iteration 52F (33719.700000 sec): 3 clusters Score: Raw -3298252.570501 + Penalty 4934.152021 = -3293318.418480 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 3 (782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33719.710000 sec): 2 clusters Score: Raw -123739.529978 + Penalty 1652.139976 = -122087.390002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33719.720000 sec): 3 clusters Score: Raw -123601.826109 + Penalty 3304.279951 = -120297.546158 nChanged 171 SP:Iteration 1F (33719.720000 sec): 3 clusters Score: Raw -123804.811179 + Penalty 3304.279951 = -120500.531228 nChanged 38 SP:Iteration 2Q (33719.730000 sec): 3 clusters Score: Raw -123871.170771 + Penalty 3304.279951 = -120566.890820 nChanged 20 SP:Iteration 3Q (33719.730000 sec): 3 clusters Score: Raw -123913.693786 + Penalty 3304.279951 = -120609.413834 nChanged 15 SP:Iteration 4Q (33719.730000 sec): 3 clusters Score: Raw -123938.373913 + Penalty 3304.279951 = -120634.093962 nChanged 11 SP:Iteration 5Q (33719.740000 sec): 3 clusters Score: Raw -123953.020401 + Penalty 3304.279951 = -120648.740450 nChanged 5 SP:Iteration 6Q (33719.740000 sec): 3 clusters Score: Raw -123962.418289 + Penalty 3304.279951 = -120658.138337 nChanged 6 SP:Iteration 7Q (33719.750000 sec): 3 clusters Score: Raw -123970.064025 + Penalty 3304.279951 = -120665.784074 nChanged 5 SP:Iteration 8Q (33719.750000 sec): 3 clusters Score: Raw -123976.645478 + Penalty 3304.279951 = -120672.365527 nChanged 3 SP:Iteration 9Q (33719.750000 sec): 3 clusters Score: Raw -123980.842891 + Penalty 3304.279951 = -120676.562939 nChanged 2 SP:Iteration 10Q (33719.760000 sec): 3 clusters Score: Raw -123982.877649 + Penalty 3304.279951 = -120678.597698 nChanged 0 SP:Iteration 11F (33719.760000 sec): 3 clusters Score: Raw -123982.877649 + Penalty 3304.279951 = -120678.597698 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 4 (6480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33719.800000 sec): 2 clusters Score: Raw -1003465.712117 + Penalty 2176.565996 = -1001289.146121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33719.830000 sec): 3 clusters Score: Raw -1000172.317704 + Penalty 4353.131992 = -995819.185712 nChanged 2553 SP:Iteration 1F (33719.860000 sec): 3 clusters Score: Raw -1001516.919668 + Penalty 4353.131992 = -997163.787676 nChanged 458 SP:Iteration 2F (33719.890000 sec): 3 clusters Score: Raw -1001802.824346 + Penalty 4353.131992 = -997449.692354 nChanged 369 SP:Iteration 3F (33719.930000 sec): 3 clusters Score: Raw -1002034.923913 + Penalty 4353.131992 = -997681.791921 nChanged 313 SP:Iteration 4Q (33719.960000 sec): 3 clusters Score: Raw -1002233.426932 + Penalty 4353.131992 = -997880.294941 nChanged 308 SP:Iteration 5Q (33719.990000 sec): 3 clusters Score: Raw -1002472.919788 + Penalty 4353.131992 = -998119.787796 nChanged 333 SP:Iteration 6F (33720.030000 sec): 3 clusters Score: Raw -1002761.047587 + Penalty 4353.131992 = -998407.915596 nChanged 321 SP:Iteration 7Q (33720.060000 sec): 3 clusters Score: Raw -1003060.999263 + Penalty 4353.131992 = -998707.867271 nChanged 366 SP:Iteration 8F (33720.090000 sec): 3 clusters Score: Raw -1003403.315435 + Penalty 4353.131992 = -999050.183443 nChanged 339 SP:Iteration 9F (33720.120000 sec): 3 clusters Score: Raw -1003716.059903 + Penalty 4353.131992 = -999362.927911 nChanged 292 SP:Iteration 10Q (33720.150000 sec): 3 clusters Score: Raw -1003948.331220 + Penalty 4353.131992 = -999595.199229 nChanged 243 SP:Iteration 11Q (33720.190000 sec): 3 clusters Score: Raw -1004137.645996 + Penalty 4353.131992 = -999784.514005 nChanged 195 SP:Iteration 12Q (33720.210000 sec): 3 clusters Score: Raw -1004285.461807 + Penalty 4353.131992 = -999932.329816 nChanged 170 SP:Iteration 13Q (33720.250000 sec): 3 clusters Score: Raw -1004435.447452 + Penalty 4353.131992 = -1000082.315460 nChanged 137 SP:Iteration 14Q (33720.270000 sec): 3 clusters Score: Raw -1004573.244552 + Penalty 4353.131992 = -1000220.112561 nChanged 110 SP:Iteration 15Q (33720.310000 sec): 3 clusters Score: Raw -1004669.713991 + Penalty 4353.131992 = -1000316.581999 nChanged 88 SP:Iteration 16Q (33720.330000 sec): 3 clusters Score: Raw -1004753.552515 + Penalty 4353.131992 = -1000400.420523 nChanged 80 SP:Iteration 17Q (33720.360000 sec): 3 clusters Score: Raw -1004817.120576 + Penalty 4353.131992 = -1000463.988584 nChanged 52 SP:Iteration 18Q (33720.390000 sec): 3 clusters Score: Raw -1004846.882419 + Penalty 4353.131992 = -1000493.750427 nChanged 38 SP:Iteration 19Q (33720.420000 sec): 3 clusters Score: Raw -1004865.440603 + Penalty 4353.131992 = -1000512.308611 nChanged 30 SP:Iteration 20F (33720.450000 sec): 3 clusters Score: Raw -1004879.531943 + Penalty 4353.131992 = -1000526.399952 nChanged 17 SP:Iteration 21Q (33720.470000 sec): 3 clusters Score: Raw -1004884.633445 + Penalty 4353.131992 = -1000531.501454 nChanged 5 SP:Iteration 22Q (33720.500000 sec): 3 clusters Score: Raw -1004885.946455 + Penalty 4353.131992 = -1000532.814463 nChanged 5 SP:Iteration 23Q (33720.530000 sec): 3 clusters Score: Raw -1004887.197049 + Penalty 4353.131992 = -1000534.065057 nChanged 1 SP:Iteration 24Q (33720.550000 sec): 3 clusters Score: Raw -1004887.474559 + Penalty 4353.131992 = -1000534.342568 nChanged 0 SP:Iteration 25F (33720.590000 sec): 3 clusters Score: Raw -1004887.474559 + Penalty 4353.131992 = -1000534.342568 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 5 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33720.590000 sec): 2 clusters Score: Raw -68493.001124 + Penalty 1493.213791 = -66999.787334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33720.600000 sec): 3 clusters Score: Raw -68651.473080 + Penalty 2986.427581 = -65665.045499 nChanged 68 SP:Iteration 1F (33720.600000 sec): 3 clusters Score: Raw -68779.463103 + Penalty 2986.427581 = -65793.035521 nChanged 22 SP:Iteration 2F (33720.600000 sec): 3 clusters Score: Raw -68830.996802 + Penalty 2986.427581 = -65844.569220 nChanged 12 SP:Iteration 3Q (33720.600000 sec): 3 clusters Score: Raw -68862.538490 + Penalty 2986.427581 = -65876.110908 nChanged 12 SP:Iteration 4Q (33720.610000 sec): 3 clusters Score: Raw -68896.201851 + Penalty 2986.427581 = -65909.774270 nChanged 12 SP:Iteration 5Q (33720.610000 sec): 3 clusters Score: Raw -68919.408366 + Penalty 2986.427581 = -65932.980784 nChanged 10 SP:Iteration 6Q (33720.610000 sec): 3 clusters Score: Raw -68958.274817 + Penalty 2986.427581 = -65971.847236 nChanged 10 SP:Iteration 7Q (33720.610000 sec): 3 clusters Score: Raw -68981.051221 + Penalty 2986.427581 = -65994.623640 nChanged 8 SP:Iteration 8Q (33720.610000 sec): 3 clusters Score: Raw -69002.615131 + Penalty 2986.427581 = -66016.187549 nChanged 7 SP:Iteration 9Q (33720.610000 sec): 3 clusters Score: Raw -69029.363102 + Penalty 2986.427581 = -66042.935521 nChanged 3 SP:Iteration 10Q (33720.620000 sec): 3 clusters Score: Raw -69041.336830 + Penalty 2986.427581 = -66054.909249 nChanged 3 SP:Iteration 11Q (33720.620000 sec): 3 clusters Score: Raw -69049.559348 + Penalty 2986.427581 = -66063.131767 nChanged 1 SP:Iteration 12Q (33720.620000 sec): 3 clusters Score: Raw -69052.662659 + Penalty 2986.427581 = -66066.235077 nChanged 0 SP:Iteration 13F (33720.620000 sec): 3 clusters Score: Raw -69052.973146 + Penalty 2986.427581 = -66066.545565 nChanged 1 SP:Iteration 14Q (33720.630000 sec): 3 clusters Score: Raw -69084.439858 + Penalty 2986.427581 = -66098.012276 nChanged 2 SP:Iteration 15Q (33720.630000 sec): 3 clusters Score: Raw -69091.496048 + Penalty 2986.427581 = -66105.068467 nChanged 3 SP:Iteration 16Q (33720.630000 sec): 3 clusters Score: Raw -69107.472452 + Penalty 2986.427581 = -66121.044871 nChanged 6 SP:Iteration 17Q (33720.630000 sec): 3 clusters Score: Raw -69126.619715 + Penalty 2986.427581 = -66140.192133 nChanged 0 SP:Iteration 18F (33720.630000 sec): 3 clusters Score: Raw -69126.619715 + Penalty 2986.427581 = -66140.192133 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 6 (669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33720.640000 sec): 2 clusters Score: Raw -102947.600234 + Penalty 1613.434447 = -101334.165787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33720.640000 sec): 3 clusters Score: Raw -102888.385710 + Penalty 3226.868894 = -99661.516817 nChanged 133 SP:Iteration 1F (33720.650000 sec): 3 clusters Score: Raw -103099.314508 + Penalty 3226.868894 = -99872.445614 nChanged 40 SP:Iteration 2F (33720.650000 sec): 3 clusters Score: Raw -103175.048821 + Penalty 3226.868894 = -99948.179928 nChanged 14 SP:Iteration 3Q (33720.650000 sec): 3 clusters Score: Raw -103197.465523 + Penalty 3226.868894 = -99970.596629 nChanged 7 SP:Iteration 4Q (33720.660000 sec): 3 clusters Score: Raw -103213.749650 + Penalty 3226.868894 = -99986.880756 nChanged 3 SP:Iteration 5Q (33720.660000 sec): 3 clusters Score: Raw -103219.368451 + Penalty 3226.868894 = -99992.499557 nChanged 5 SP:Iteration 6Q (33720.660000 sec): 3 clusters Score: Raw -103229.345861 + Penalty 3226.868894 = -100002.476968 nChanged 1 SP:Iteration 7Q (33720.670000 sec): 3 clusters Score: Raw -103232.130400 + Penalty 3226.868894 = -100005.261506 nChanged 0 SP:Iteration 8F (33720.670000 sec): 3 clusters Score: Raw -103232.130400 + Penalty 3226.868894 = -100005.261506 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 7 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33720.680000 sec): 2 clusters Score: Raw -33776.085342 + Penalty 1390.238912 = -32385.846430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33720.680000 sec): 3 clusters Score: Raw -34172.698853 + Penalty 2780.477825 = -31392.221028 nChanged 52 SP:Iteration 1F (33720.680000 sec): 3 clusters Score: Raw -34402.313418 + Penalty 2780.477825 = -31621.835593 nChanged 15 SP:Iteration 2F (33720.680000 sec): 3 clusters Score: Raw -34457.712116 + Penalty 2780.477825 = -31677.234291 nChanged 7 SP:Iteration 3Q (33720.680000 sec): 3 clusters Score: Raw -34491.204149 + Penalty 2780.477825 = -31710.726324 nChanged 4 SP:Iteration 4Q (33720.690000 sec): 3 clusters Score: Raw -34501.927063 + Penalty 2780.477825 = -31721.449238 nChanged 1 SP:Iteration 5Q (33720.690000 sec): 3 clusters Score: Raw -34504.100630 + Penalty 2780.477825 = -31723.622806 nChanged 0 SP:Iteration 6F (33720.690000 sec): 3 clusters Score: Raw -34504.100630 + Penalty 2780.477825 = -31723.622806 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 8 (33345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33720.850000 sec): 2 clusters Score: Raw -5419362.840383 + Penalty 2582.836453 = -5416780.003930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33721.030000 sec): 3 clusters Score: Raw -5399120.577266 + Penalty 5165.672905 = -5393954.904361 nChanged 15198 SP:Iteration 1F (33721.200000 sec): 3 clusters Score: Raw -5407417.532005 + Penalty 5165.672905 = -5402251.859100 nChanged 1528 SP:Iteration 2Q (33721.380000 sec): 3 clusters Score: Raw -5407900.912352 + Penalty 5165.672905 = -5402735.239447 nChanged 1380 SP:Iteration 3Q (33721.550000 sec): 3 clusters Score: Raw -5408333.946353 + Penalty 5165.672905 = -5403168.273448 nChanged 1336 SP:Iteration 4Q (33721.730000 sec): 3 clusters Score: Raw -5408766.105923 + Penalty 5165.672905 = -5403600.433018 nChanged 1277 SP:Iteration 5Q (33721.910000 sec): 3 clusters Score: Raw -5409196.085725 + Penalty 5165.672905 = -5404030.412820 nChanged 1273 SP:Iteration 6Q (33722.080000 sec): 3 clusters Score: Raw -5409610.987196 + Penalty 5165.672905 = -5404445.314291 nChanged 1199 SP:Iteration 7Q (33722.260000 sec): 3 clusters Score: Raw -5410041.556892 + Penalty 5165.672905 = -5404875.883987 nChanged 1159 SP:Iteration 8Q (33722.430000 sec): 3 clusters Score: Raw -5410488.078626 + Penalty 5165.672905 = -5405322.405721 nChanged 1221 SP:Iteration 9Q (33722.610000 sec): 3 clusters Score: Raw -5410958.358868 + Penalty 5165.672905 = -5405792.685963 nChanged 1186 SP:Iteration 10Q (33722.780000 sec): 3 clusters Score: Raw -5411450.825363 + Penalty 5165.672905 = -5406285.152458 nChanged 1193 SP:Iteration 11Q (33722.960000 sec): 3 clusters Score: Raw -5411964.751219 + Penalty 5165.672905 = -5406799.078314 nChanged 1247 SP:Iteration 12Q (33723.140000 sec): 3 clusters Score: Raw -5412548.950398 + Penalty 5165.672905 = -5407383.277493 nChanged 1248 SP:Iteration 13Q (33723.310000 sec): 3 clusters Score: Raw -5413161.464772 + Penalty 5165.672905 = -5407995.791867 nChanged 1246 SP:Iteration 14Q (33723.490000 sec): 3 clusters Score: Raw -5413785.043196 + Penalty 5165.672905 = -5408619.370291 nChanged 1143 SP:Iteration 15Q (33723.660000 sec): 3 clusters Score: Raw -5414324.498118 + Penalty 5165.672905 = -5409158.825213 nChanged 992 SP:Iteration 16Q (33723.830000 sec): 3 clusters Score: Raw -5414717.743481 + Penalty 5165.672905 = -5409552.070576 nChanged 802 SP:Iteration 17Q (33724.000000 sec): 3 clusters Score: Raw -5414977.827583 + Penalty 5165.672905 = -5409812.154678 nChanged 632 SP:Iteration 18Q (33724.170000 sec): 3 clusters Score: Raw -5415166.370133 + Penalty 5165.672905 = -5410000.697228 nChanged 573 SP:Iteration 19Q (33724.340000 sec): 3 clusters Score: Raw -5415335.204214 + Penalty 5165.672905 = -5410169.531309 nChanged 507 SP:Iteration 20F (33724.510000 sec): 3 clusters Score: Raw -5415481.414750 + Penalty 5165.672905 = -5410315.741845 nChanged 458 SP:Iteration 21Q (33724.670000 sec): 3 clusters Score: Raw -5415611.375457 + Penalty 5165.672905 = -5410445.702552 nChanged 434 SP:Iteration 22Q (33724.840000 sec): 3 clusters Score: Raw -5415733.237881 + Penalty 5165.672905 = -5410567.564976 nChanged 429 SP:Iteration 23Q (33725.000000 sec): 3 clusters Score: Raw -5415859.511080 + Penalty 5165.672905 = -5410693.838175 nChanged 450 SP:Iteration 24Q (33725.160000 sec): 3 clusters Score: Raw -5415991.320963 + Penalty 5165.672905 = -5410825.648058 nChanged 457 SP:Iteration 25Q (33725.330000 sec): 3 clusters Score: Raw -5416143.656122 + Penalty 5165.672905 = -5410977.983217 nChanged 508 SP:Iteration 26Q (33725.490000 sec): 3 clusters Score: Raw -5416316.730261 + Penalty 5165.672905 = -5411151.057355 nChanged 502 SP:Iteration 27Q (33725.650000 sec): 3 clusters Score: Raw -5416502.419545 + Penalty 5165.672905 = -5411336.746640 nChanged 529 SP:Iteration 28Q (33725.800000 sec): 3 clusters Score: Raw -5416702.091683 + Penalty 5165.672905 = -5411536.418778 nChanged 499 SP:Iteration 29Q (33725.950000 sec): 3 clusters Score: Raw -5416900.055788 + Penalty 5165.672905 = -5411734.382883 nChanged 508 SP:Iteration 30Q (33726.110000 sec): 3 clusters Score: Raw -5417105.106954 + Penalty 5165.672905 = -5411939.434049 nChanged 492 SP:Iteration 31Q (33726.260000 sec): 3 clusters Score: Raw -5417320.348196 + Penalty 5165.672905 = -5412154.675291 nChanged 478 SP:Iteration 32Q (33726.400000 sec): 3 clusters Score: Raw -5417527.540371 + Penalty 5165.672905 = -5412361.867466 nChanged 453 SP:Iteration 33Q (33726.550000 sec): 3 clusters Score: Raw -5417730.515251 + Penalty 5165.672905 = -5412564.842346 nChanged 432 SP:Iteration 34Q (33726.690000 sec): 3 clusters Score: Raw -5417938.146752 + Penalty 5165.672905 = -5412772.473847 nChanged 425 SP:Iteration 35Q (33726.830000 sec): 3 clusters Score: Raw -5418165.281563 + Penalty 5165.672905 = -5412999.608658 nChanged 397 SP:Iteration 36Q (33726.970000 sec): 3 clusters Score: Raw -5418377.349014 + Penalty 5165.672905 = -5413211.676109 nChanged 347 SP:Iteration 37Q (33727.110000 sec): 3 clusters Score: Raw -5418568.293691 + Penalty 5165.672905 = -5413402.620786 nChanged 318 SP:Iteration 38Q (33727.240000 sec): 3 clusters Score: Raw -5418738.034650 + Penalty 5165.672905 = -5413572.361745 nChanged 278 SP:Iteration 39Q (33727.370000 sec): 3 clusters Score: Raw -5418882.770700 + Penalty 5165.672905 = -5413717.097795 nChanged 215 SP:Iteration 40F (33727.540000 sec): 3 clusters Score: Raw -5418987.850581 + Penalty 5165.672905 = -5413822.177676 nChanged 185 SP:Iteration 41Q (33727.670000 sec): 3 clusters Score: Raw -5419082.760291 + Penalty 5165.672905 = -5413917.087386 nChanged 191 SP:Iteration 42Q (33727.800000 sec): 3 clusters Score: Raw -5419181.096607 + Penalty 5165.672905 = -5414015.423702 nChanged 171 SP:Iteration 43Q (33727.930000 sec): 3 clusters Score: Raw -5419265.924941 + Penalty 5165.672905 = -5414100.252036 nChanged 152 SP:Iteration 44Q (33728.060000 sec): 3 clusters Score: Raw -5419343.591411 + Penalty 5165.672905 = -5414177.918506 nChanged 130 SP:Iteration 45Q (33728.180000 sec): 3 clusters Score: Raw -5419410.661721 + Penalty 5165.672905 = -5414244.988816 nChanged 109 SP:Iteration 46Q (33728.310000 sec): 3 clusters Score: Raw -5419466.093078 + Penalty 5165.672905 = -5414300.420173 nChanged 90 SP:Iteration 47Q (33728.430000 sec): 3 clusters Score: Raw -5419512.696029 + Penalty 5165.672905 = -5414347.023124 nChanged 74 SP:Iteration 48Q (33728.560000 sec): 3 clusters Score: Raw -5419546.067271 + Penalty 5165.672905 = -5414380.394366 nChanged 54 SP:Iteration 49Q (33728.680000 sec): 3 clusters Score: Raw -5419573.172211 + Penalty 5165.672905 = -5414407.499306 nChanged 53 SP:Iteration 50Q (33728.810000 sec): 3 clusters Score: Raw -5419598.971273 + Penalty 5165.672905 = -5414433.298368 nChanged 51 SP:Iteration 51Q (33728.930000 sec): 3 clusters Score: Raw -5419623.427293 + Penalty 5165.672905 = -5414457.754388 nChanged 34 SP:Iteration 52Q (33729.050000 sec): 3 clusters Score: Raw -5419637.876544 + Penalty 5165.672905 = -5414472.203639 nChanged 25 SP:Iteration 53Q (33729.170000 sec): 3 clusters Score: Raw -5419646.522802 + Penalty 5165.672905 = -5414480.849896 nChanged 21 SP:Iteration 54Q (33729.290000 sec): 3 clusters Score: Raw -5419655.234811 + Penalty 5165.672905 = -5414489.561906 nChanged 13 SP:Iteration 55Q (33729.410000 sec): 3 clusters Score: Raw -5419659.432675 + Penalty 5165.672905 = -5414493.759770 nChanged 6 SP:Iteration 56Q (33729.540000 sec): 3 clusters Score: Raw -5419661.601143 + Penalty 5165.672905 = -5414495.928238 nChanged 8 SP:Iteration 57Q (33729.660000 sec): 3 clusters Score: Raw -5419664.675780 + Penalty 5165.672905 = -5414499.002875 nChanged 3 SP:Iteration 58Q (33729.780000 sec): 3 clusters Score: Raw -5419665.781305 + Penalty 5165.672905 = -5414500.108400 nChanged 4 SP:Iteration 59Q (33729.900000 sec): 3 clusters Score: Raw -5419667.339899 + Penalty 5165.672905 = -5414501.666994 nChanged 7 SP:Iteration 60F (33730.070000 sec): 3 clusters Score: Raw -5419670.272968 + Penalty 5165.672905 = -5414504.600063 nChanged 13 SP:Iteration 61Q (33730.190000 sec): 3 clusters Score: Raw -5419674.311772 + Penalty 5165.672905 = -5414508.638867 nChanged 6 SP:Iteration 62Q (33730.310000 sec): 3 clusters Score: Raw -5419676.527352 + Penalty 5165.672905 = -5414510.854447 nChanged 1 SP:Iteration 63Q (33730.430000 sec): 3 clusters Score: Raw -5419676.734434 + Penalty 5165.672905 = -5414511.061529 nChanged 1 SP:Iteration 64Q (33730.560000 sec): 3 clusters Score: Raw -5419677.359033 + Penalty 5165.672905 = -5414511.686128 nChanged 1 SP:Iteration 65Q (33730.680000 sec): 3 clusters Score: Raw -5419677.656148 + Penalty 5165.672905 = -5414511.983242 nChanged 1 SP:Iteration 66Q (33730.810000 sec): 3 clusters Score: Raw -5419677.877217 + Penalty 5165.672905 = -5414512.204312 nChanged 0 SP:Iteration 67F (33730.980000 sec): 3 clusters Score: Raw -5419677.877217 + Penalty 5165.672905 = -5414512.204312 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 9 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33731.000000 sec): 2 clusters Score: Raw -83634.675250 + Penalty 1555.673498 = -82079.001753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33731.010000 sec): 3 clusters Score: Raw -83624.691334 + Penalty 3111.346995 = -80513.344339 nChanged 90 SP:Iteration 1F (33731.010000 sec): 3 clusters Score: Raw -83791.153057 + Penalty 3111.346995 = -80679.806062 nChanged 15 SP:Iteration 2Q (33731.010000 sec): 3 clusters Score: Raw -83815.520248 + Penalty 3111.346995 = -80704.173252 nChanged 10 SP:Iteration 3Q (33731.020000 sec): 3 clusters Score: Raw -83850.648889 + Penalty 3111.346995 = -80739.301893 nChanged 6 SP:Iteration 4Q (33731.020000 sec): 3 clusters Score: Raw -83866.142847 + Penalty 3111.346995 = -80754.795852 nChanged 6 SP:Iteration 5Q (33731.020000 sec): 3 clusters Score: Raw -83877.561919 + Penalty 3111.346995 = -80766.214924 nChanged 3 SP:Iteration 6Q (33731.020000 sec): 3 clusters Score: Raw -83881.586496 + Penalty 3111.346995 = -80770.239501 nChanged 4 SP:Iteration 7Q (33731.020000 sec): 3 clusters Score: Raw -83889.678829 + Penalty 3111.346995 = -80778.331834 nChanged 2 SP:Iteration 8Q (33731.030000 sec): 3 clusters Score: Raw -83891.409051 + Penalty 3111.346995 = -80780.062056 nChanged 0 SP:Iteration 9F (33731.030000 sec): 3 clusters Score: Raw -83891.409051 + Penalty 3111.346995 = -80780.062056 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 10 (3613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33731.050000 sec): 2 clusters Score: Raw -566870.122080 + Penalty 2031.688845 = -564838.433235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33731.070000 sec): 3 clusters Score: Raw -565260.667108 + Penalty 4063.377691 = -561197.289418 nChanged 1294 SP:Iteration 1F (33731.090000 sec): 3 clusters Score: Raw -565983.942297 + Penalty 4063.377691 = -561920.564607 nChanged 267 SP:Iteration 2F (33731.110000 sec): 3 clusters Score: Raw -566145.454547 + Penalty 4063.377691 = -562082.076856 nChanged 172 SP:Iteration 3Q (33731.120000 sec): 3 clusters Score: Raw -566242.532599 + Penalty 4063.377691 = -562179.154908 nChanged 110 SP:Iteration 4Q (33731.140000 sec): 3 clusters Score: Raw -566300.648670 + Penalty 4063.377691 = -562237.270979 nChanged 71 SP:Iteration 5Q (33731.160000 sec): 3 clusters Score: Raw -566333.110288 + Penalty 4063.377691 = -562269.732597 nChanged 62 SP:Iteration 6Q (33731.180000 sec): 3 clusters Score: Raw -566362.801908 + Penalty 4063.377691 = -562299.424218 nChanged 62 SP:Iteration 7Q (33731.200000 sec): 3 clusters Score: Raw -566396.086880 + Penalty 4063.377691 = -562332.709189 nChanged 60 SP:Iteration 8Q (33731.220000 sec): 3 clusters Score: Raw -566424.693782 + Penalty 4063.377691 = -562361.316092 nChanged 48 SP:Iteration 9Q (33731.230000 sec): 3 clusters Score: Raw -566446.865126 + Penalty 4063.377691 = -562383.487436 nChanged 35 SP:Iteration 10Q (33731.250000 sec): 3 clusters Score: Raw -566459.872935 + Penalty 4063.377691 = -562396.495244 nChanged 26 SP:Iteration 11Q (33731.270000 sec): 3 clusters Score: Raw -566469.734277 + Penalty 4063.377691 = -562406.356586 nChanged 21 SP:Iteration 12Q (33731.290000 sec): 3 clusters Score: Raw -566477.572100 + Penalty 4063.377691 = -562414.194409 nChanged 19 SP:Iteration 13Q (33731.300000 sec): 3 clusters Score: Raw -566485.442522 + Penalty 4063.377691 = -562422.064831 nChanged 15 SP:Iteration 14Q (33731.320000 sec): 3 clusters Score: Raw -566492.436358 + Penalty 4063.377691 = -562429.058667 nChanged 15 SP:Iteration 15Q (33731.340000 sec): 3 clusters Score: Raw -566499.016416 + Penalty 4063.377691 = -562435.638725 nChanged 18 SP:Iteration 16Q (33731.360000 sec): 3 clusters Score: Raw -566505.891742 + Penalty 4063.377691 = -562442.514051 nChanged 16 SP:Iteration 17Q (33731.380000 sec): 3 clusters Score: Raw -566512.615118 + Penalty 4063.377691 = -562449.237427 nChanged 22 SP:Iteration 18Q (33731.400000 sec): 3 clusters Score: Raw -566528.816279 + Penalty 4063.377691 = -562465.438588 nChanged 32 SP:Iteration 19Q (33731.410000 sec): 3 clusters Score: Raw -566548.956422 + Penalty 4063.377691 = -562485.578731 nChanged 38 SP:Iteration 20F (33731.430000 sec): 3 clusters Score: Raw -566563.366369 + Penalty 4063.377691 = -562499.988678 nChanged 16 SP:Iteration 21Q (33731.450000 sec): 3 clusters Score: Raw -566570.855319 + Penalty 4063.377691 = -562507.477628 nChanged 19 SP:Iteration 22Q (33731.470000 sec): 3 clusters Score: Raw -566578.254573 + Penalty 4063.377691 = -562514.876882 nChanged 15 SP:Iteration 23Q (33731.480000 sec): 3 clusters Score: Raw -566585.197502 + Penalty 4063.377691 = -562521.819811 nChanged 17 SP:Iteration 24Q (33731.500000 sec): 3 clusters Score: Raw -566592.697743 + Penalty 4063.377691 = -562529.320052 nChanged 17 SP:Iteration 25Q (33731.520000 sec): 3 clusters Score: Raw -566598.099472 + Penalty 4063.377691 = -562534.721781 nChanged 15 SP:Iteration 26Q (33731.540000 sec): 3 clusters Score: Raw -566602.033486 + Penalty 4063.377691 = -562538.655795 nChanged 7 SP:Iteration 27Q (33731.560000 sec): 3 clusters Score: Raw -566604.466076 + Penalty 4063.377691 = -562541.088385 nChanged 6 SP:Iteration 28Q (33731.570000 sec): 3 clusters Score: Raw -566606.567949 + Penalty 4063.377691 = -562543.190258 nChanged 8 SP:Iteration 29Q (33731.590000 sec): 3 clusters Score: Raw -566610.050156 + Penalty 4063.377691 = -562546.672466 nChanged 9 SP:Iteration 30Q (33731.610000 sec): 3 clusters Score: Raw -566613.877483 + Penalty 4063.377691 = -562550.499792 nChanged 7 SP:Iteration 31Q (33731.630000 sec): 3 clusters Score: Raw -566616.915789 + Penalty 4063.377691 = -562553.538098 nChanged 4 SP:Iteration 32Q (33731.640000 sec): 3 clusters Score: Raw -566618.432381 + Penalty 4063.377691 = -562555.054690 nChanged 6 SP:Iteration 33Q (33731.660000 sec): 3 clusters Score: Raw -566621.056636 + Penalty 4063.377691 = -562557.678945 nChanged 5 SP:Iteration 34Q (33731.680000 sec): 3 clusters Score: Raw -566622.238173 + Penalty 4063.377691 = -562558.860482 nChanged 2 SP:Iteration 35Q (33731.700000 sec): 3 clusters Score: Raw -566622.641553 + Penalty 4063.377691 = -562559.263862 nChanged 0 SP:Iteration 36F (33731.720000 sec): 3 clusters Score: Raw -566622.641553 + Penalty 4063.377691 = -562559.263862 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 11 (106787 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33732.230000 sec): 2 clusters Score: Raw -16327769.316459 + Penalty 2871.490686 = -16324897.825773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33732.790000 sec): 3 clusters Score: Raw -16258943.618733 + Penalty 5742.981372 = -16253200.637362 nChanged 50723 SP:Iteration 1F (33733.360000 sec): 3 clusters Score: Raw -16288273.148657 + Penalty 5742.981372 = -16282530.167285 nChanged 3937 SP:Iteration 2Q (33733.930000 sec): 3 clusters Score: Raw -16289414.841179 + Penalty 5742.981372 = -16283671.859807 nChanged 4209 SP:Iteration 3Q (33734.500000 sec): 3 clusters Score: Raw -16290807.558931 + Penalty 5742.981372 = -16285064.577559 nChanged 4481 SP:Iteration 4Q (33735.070000 sec): 3 clusters Score: Raw -16292583.898018 + Penalty 5742.981372 = -16286840.916646 nChanged 5007 SP:Iteration 5Q (33735.640000 sec): 3 clusters Score: Raw -16294870.625889 + Penalty 5742.981372 = -16289127.644517 nChanged 5494 SP:Iteration 6F (33736.200000 sec): 3 clusters Score: Raw -16297744.904281 + Penalty 5742.981372 = -16292001.922909 nChanged 5975 SP:Iteration 7F (33736.760000 sec): 3 clusters Score: Raw -16301277.141955 + Penalty 5742.981372 = -16295534.160583 nChanged 6187 SP:Iteration 8F (33737.330000 sec): 3 clusters Score: Raw -16305190.223337 + Penalty 5742.981372 = -16299447.241965 nChanged 5891 SP:Iteration 9F (33737.890000 sec): 3 clusters Score: Raw -16308960.466533 + Penalty 5742.981372 = -16303217.485161 nChanged 5377 SP:Iteration 10F (33738.460000 sec): 3 clusters Score: Raw -16312141.865288 + Penalty 5742.981372 = -16306398.883917 nChanged 4441 SP:Iteration 11Q (33739.010000 sec): 3 clusters Score: Raw -16314296.553395 + Penalty 5742.981372 = -16308553.572023 nChanged 3331 SP:Iteration 12Q (33739.550000 sec): 3 clusters Score: Raw -16315723.493722 + Penalty 5742.981372 = -16309980.512351 nChanged 2611 SP:Iteration 13Q (33740.090000 sec): 3 clusters Score: Raw -16316759.368437 + Penalty 5742.981372 = -16311016.387065 nChanged 2210 SP:Iteration 14Q (33740.620000 sec): 3 clusters Score: Raw -16317629.625323 + Penalty 5742.981372 = -16311886.643952 nChanged 2011 SP:Iteration 15Q (33741.150000 sec): 3 clusters Score: Raw -16318382.423580 + Penalty 5742.981372 = -16312639.442209 nChanged 1884 SP:Iteration 16Q (33741.680000 sec): 3 clusters Score: Raw -16319075.929431 + Penalty 5742.981372 = -16313332.948060 nChanged 1664 SP:Iteration 17Q (33742.200000 sec): 3 clusters Score: Raw -16319689.512552 + Penalty 5742.981372 = -16313946.531181 nChanged 1654 SP:Iteration 18Q (33742.720000 sec): 3 clusters Score: Raw -16320261.671975 + Penalty 5742.981372 = -16314518.690604 nChanged 1612 SP:Iteration 19Q (33743.240000 sec): 3 clusters Score: Raw -16320817.560628 + Penalty 5742.981372 = -16315074.579256 nChanged 1591 SP:Iteration 20F (33743.800000 sec): 3 clusters Score: Raw -16321378.630044 + Penalty 5742.981372 = -16315635.648672 nChanged 1560 SP:Iteration 21Q (33744.300000 sec): 3 clusters Score: Raw -16321936.471338 + Penalty 5742.981372 = -16316193.489966 nChanged 1543 SP:Iteration 22Q (33744.800000 sec): 3 clusters Score: Raw -16322476.593782 + Penalty 5742.981372 = -16316733.612410 nChanged 1531 SP:Iteration 23Q (33745.290000 sec): 3 clusters Score: Raw -16323019.388894 + Penalty 5742.981372 = -16317276.407522 nChanged 1500 SP:Iteration 24Q (33745.790000 sec): 3 clusters Score: Raw -16323585.438856 + Penalty 5742.981372 = -16317842.457484 nChanged 1471 SP:Iteration 25Q (33746.280000 sec): 3 clusters Score: Raw -16324145.628087 + Penalty 5742.981372 = -16318402.646715 nChanged 1447 SP:Iteration 26Q (33746.760000 sec): 3 clusters Score: Raw -16324709.718149 + Penalty 5742.981372 = -16318966.736777 nChanged 1309 SP:Iteration 27Q (33747.230000 sec): 3 clusters Score: Raw -16325226.889438 + Penalty 5742.981372 = -16319483.908067 nChanged 1253 SP:Iteration 28Q (33747.700000 sec): 3 clusters Score: Raw -16325769.959055 + Penalty 5742.981372 = -16320026.977683 nChanged 1246 SP:Iteration 29Q (33748.170000 sec): 3 clusters Score: Raw -16326334.500067 + Penalty 5742.981372 = -16320591.518695 nChanged 1195 SP:Iteration 30Q (33748.630000 sec): 3 clusters Score: Raw -16326886.983596 + Penalty 5742.981372 = -16321144.002225 nChanged 1106 SP:Iteration 31Q (33749.080000 sec): 3 clusters Score: Raw -16327380.061643 + Penalty 5742.981372 = -16321637.080272 nChanged 924 SP:Iteration 32Q (33749.540000 sec): 3 clusters Score: Raw -16327746.837647 + Penalty 5742.981372 = -16322003.856275 nChanged 815 SP:Iteration 33Q (33749.980000 sec): 3 clusters Score: Raw -16328050.061145 + Penalty 5742.981372 = -16322307.079773 nChanged 701 SP:Iteration 34Q (33750.420000 sec): 3 clusters Score: Raw -16328297.084927 + Penalty 5742.981372 = -16322554.103555 nChanged 567 SP:Iteration 35Q (33750.850000 sec): 3 clusters Score: Raw -16328470.667860 + Penalty 5742.981372 = -16322727.686488 nChanged 467 SP:Iteration 36Q (33751.280000 sec): 3 clusters Score: Raw -16328603.766045 + Penalty 5742.981372 = -16322860.784674 nChanged 432 SP:Iteration 37Q (33751.720000 sec): 3 clusters Score: Raw -16328713.421563 + Penalty 5742.981372 = -16322970.440191 nChanged 408 SP:Iteration 38Q (33752.150000 sec): 3 clusters Score: Raw -16328808.850013 + Penalty 5742.981372 = -16323065.868641 nChanged 363 SP:Iteration 39Q (33752.580000 sec): 3 clusters Score: Raw -16328890.632514 + Penalty 5742.981372 = -16323147.651143 nChanged 299 SP:Iteration 40F (33753.120000 sec): 3 clusters Score: Raw -16328959.380547 + Penalty 5742.981372 = -16323216.399175 nChanged 236 SP:Iteration 41Q (33753.540000 sec): 3 clusters Score: Raw -16328999.345356 + Penalty 5742.981372 = -16323256.363984 nChanged 191 SP:Iteration 42Q (33753.970000 sec): 3 clusters Score: Raw -16329029.349561 + Penalty 5742.981372 = -16323286.368190 nChanged 163 SP:Iteration 43Q (33754.400000 sec): 3 clusters Score: Raw -16329054.158217 + Penalty 5742.981372 = -16323311.176845 nChanged 148 SP:Iteration 44Q (33754.810000 sec): 3 clusters Score: Raw -16329077.232791 + Penalty 5742.981372 = -16323334.251419 nChanged 154 SP:Iteration 45Q (33755.240000 sec): 3 clusters Score: Raw -16329100.986414 + Penalty 5742.981372 = -16323358.005042 nChanged 146 SP:Iteration 46Q (33755.660000 sec): 3 clusters Score: Raw -16329124.460340 + Penalty 5742.981372 = -16323381.478968 nChanged 134 SP:Iteration 47Q (33756.070000 sec): 3 clusters Score: Raw -16329143.267228 + Penalty 5742.981372 = -16323400.285856 nChanged 130 SP:Iteration 48Q (33756.500000 sec): 3 clusters Score: Raw -16329162.012211 + Penalty 5742.981372 = -16323419.030839 nChanged 121 SP:Iteration 49Q (33756.920000 sec): 3 clusters Score: Raw -16329177.266271 + Penalty 5742.981372 = -16323434.284899 nChanged 101 SP:Iteration 50Q (33757.340000 sec): 3 clusters Score: Raw -16329191.235317 + Penalty 5742.981372 = -16323448.253946 nChanged 95 SP:Iteration 51Q (33757.750000 sec): 3 clusters Score: Raw -16329202.529994 + Penalty 5742.981372 = -16323459.548622 nChanged 81 SP:Iteration 52Q (33758.170000 sec): 3 clusters Score: Raw -16329212.396213 + Penalty 5742.981372 = -16323469.414841 nChanged 71 SP:Iteration 53Q (33758.590000 sec): 3 clusters Score: Raw -16329220.310062 + Penalty 5742.981372 = -16323477.328690 nChanged 69 SP:Iteration 54Q (33759.010000 sec): 3 clusters Score: Raw -16329228.366300 + Penalty 5742.981372 = -16323485.384929 nChanged 57 SP:Iteration 55Q (33759.430000 sec): 3 clusters Score: Raw -16329234.790920 + Penalty 5742.981372 = -16323491.809549 nChanged 54 SP:Iteration 56Q (33759.850000 sec): 3 clusters Score: Raw -16329240.564155 + Penalty 5742.981372 = -16323497.582783 nChanged 52 SP:Iteration 57Q (33760.260000 sec): 3 clusters Score: Raw -16329245.448791 + Penalty 5742.981372 = -16323502.467420 nChanged 46 SP:Iteration 58Q (33760.670000 sec): 3 clusters Score: Raw -16329249.561005 + Penalty 5742.981372 = -16323506.579634 nChanged 34 SP:Iteration 59Q (33761.080000 sec): 3 clusters Score: Raw -16329252.435692 + Penalty 5742.981372 = -16323509.454321 nChanged 33 SP:Iteration 60F (33761.630000 sec): 3 clusters Score: Raw -16329255.281353 + Penalty 5742.981372 = -16323512.299981 nChanged 24 SP:Iteration 61Q (33762.040000 sec): 3 clusters Score: Raw -16329257.448877 + Penalty 5742.981372 = -16323514.467506 nChanged 29 SP:Iteration 62Q (33762.460000 sec): 3 clusters Score: Raw -16329259.864973 + Penalty 5742.981372 = -16323516.883601 nChanged 25 SP:Iteration 63Q (33762.880000 sec): 3 clusters Score: Raw -16329262.597866 + Penalty 5742.981372 = -16323519.616494 nChanged 39 SP:Iteration 64Q (33763.300000 sec): 3 clusters Score: Raw -16329267.795654 + Penalty 5742.981372 = -16323524.814283 nChanged 37 SP:Iteration 65Q (33763.720000 sec): 3 clusters Score: Raw -16329273.379706 + Penalty 5742.981372 = -16323530.398334 nChanged 47 SP:Iteration 66Q (33764.140000 sec): 3 clusters Score: Raw -16329279.292167 + Penalty 5742.981372 = -16323536.310795 nChanged 40 SP:Iteration 67Q (33764.560000 sec): 3 clusters Score: Raw -16329284.162369 + Penalty 5742.981372 = -16323541.180997 nChanged 45 SP:Iteration 68Q (33764.970000 sec): 3 clusters Score: Raw -16329289.248479 + Penalty 5742.981372 = -16323546.267107 nChanged 40 SP:Iteration 69Q (33765.380000 sec): 3 clusters Score: Raw -16329294.534889 + Penalty 5742.981372 = -16323551.553517 nChanged 39 SP:Iteration 70Q (33765.800000 sec): 3 clusters Score: Raw -16329300.125623 + Penalty 5742.981372 = -16323557.144252 nChanged 51 SP:Iteration 71Q (33766.210000 sec): 3 clusters Score: Raw -16329307.000160 + Penalty 5742.981372 = -16323564.018788 nChanged 45 SP:Iteration 72Q (33766.620000 sec): 3 clusters Score: Raw -16329313.685104 + Penalty 5742.981372 = -16323570.703732 nChanged 54 SP:Iteration 73Q (33767.040000 sec): 3 clusters Score: Raw -16329320.646808 + Penalty 5742.981372 = -16323577.665436 nChanged 43 SP:Iteration 74Q (33767.460000 sec): 3 clusters Score: Raw -16329326.278359 + Penalty 5742.981372 = -16323583.296987 nChanged 44 SP:Iteration 75Q (33767.880000 sec): 3 clusters Score: Raw -16329332.461745 + Penalty 5742.981372 = -16323589.480373 nChanged 50 SP:Iteration 76Q (33768.290000 sec): 3 clusters Score: Raw -16329338.500678 + Penalty 5742.981372 = -16323595.519306 nChanged 47 SP:Iteration 77Q (33768.710000 sec): 3 clusters Score: Raw -16329345.129728 + Penalty 5742.981372 = -16323602.148356 nChanged 65 SP:Iteration 78Q (33769.120000 sec): 3 clusters Score: Raw -16329353.135406 + Penalty 5742.981372 = -16323610.154034 nChanged 48 SP:Iteration 79Q (33769.530000 sec): 3 clusters Score: Raw -16329359.306956 + Penalty 5742.981372 = -16323616.325584 nChanged 53 SP:Iteration 80F (33770.080000 sec): 3 clusters Score: Raw -16329367.584147 + Penalty 5742.981372 = -16323624.602776 nChanged 61 SP:Iteration 81Q (33770.490000 sec): 3 clusters Score: Raw -16329377.621921 + Penalty 5742.981372 = -16323634.640549 nChanged 71 SP:Iteration 82Q (33770.910000 sec): 3 clusters Score: Raw -16329391.269100 + Penalty 5742.981372 = -16323648.287729 nChanged 70 SP:Iteration 83Q (33771.320000 sec): 3 clusters Score: Raw -16329402.395591 + Penalty 5742.981372 = -16323659.414220 nChanged 77 SP:Iteration 84Q (33771.740000 sec): 3 clusters Score: Raw -16329413.931776 + Penalty 5742.981372 = -16323670.950404 nChanged 75 SP:Iteration 85Q (33772.160000 sec): 3 clusters Score: Raw -16329427.388306 + Penalty 5742.981372 = -16323684.406934 nChanged 84 SP:Iteration 86Q (33772.560000 sec): 3 clusters Score: Raw -16329441.940112 + Penalty 5742.981372 = -16323698.958741 nChanged 79 SP:Iteration 87Q (33772.970000 sec): 3 clusters Score: Raw -16329455.865616 + Penalty 5742.981372 = -16323712.884244 nChanged 71 SP:Iteration 88Q (33773.380000 sec): 3 clusters Score: Raw -16329466.493951 + Penalty 5742.981372 = -16323723.512579 nChanged 62 SP:Iteration 89Q (33773.790000 sec): 3 clusters Score: Raw -16329474.621256 + Penalty 5742.981372 = -16323731.639885 nChanged 62 SP:Iteration 90Q (33774.210000 sec): 3 clusters Score: Raw -16329483.969896 + Penalty 5742.981372 = -16323740.988524 nChanged 60 SP:Iteration 91Q (33774.620000 sec): 3 clusters Score: Raw -16329492.234405 + Penalty 5742.981372 = -16323749.253033 nChanged 53 SP:Iteration 92Q (33775.030000 sec): 3 clusters Score: Raw -16329498.856748 + Penalty 5742.981372 = -16323755.875377 nChanged 44 SP:Iteration 93Q (33775.440000 sec): 3 clusters Score: Raw -16329504.300970 + Penalty 5742.981372 = -16323761.319598 nChanged 36 SP:Iteration 94Q (33775.850000 sec): 3 clusters Score: Raw -16329507.894543 + Penalty 5742.981372 = -16323764.913172 nChanged 30 SP:Iteration 95Q (33776.250000 sec): 3 clusters Score: Raw -16329511.240837 + Penalty 5742.981372 = -16323768.259465 nChanged 30 SP:Iteration 96Q (33776.660000 sec): 3 clusters Score: Raw -16329515.004682 + Penalty 5742.981372 = -16323772.023311 nChanged 31 SP:Iteration 97Q (33777.060000 sec): 3 clusters Score: Raw -16329518.434649 + Penalty 5742.981372 = -16323775.453278 nChanged 19 SP:Iteration 98Q (33777.470000 sec): 3 clusters Score: Raw -16329520.281603 + Penalty 5742.981372 = -16323777.300231 nChanged 13 SP:Iteration 99Q (33777.880000 sec): 3 clusters Score: Raw -16329521.284017 + Penalty 5742.981372 = -16323778.302646 nChanged 8 SP:Iteration 100F (33778.430000 sec): 3 clusters Score: Raw -16329521.887065 + Penalty 5742.981372 = -16323778.905693 nChanged 8 SP:Iteration 101Q (33778.840000 sec): 3 clusters Score: Raw -16329522.699532 + Penalty 5742.981372 = -16323779.718160 nChanged 8 SP:Iteration 102Q (33779.250000 sec): 3 clusters Score: Raw -16329523.301703 + Penalty 5742.981372 = -16323780.320331 nChanged 3 SP:Iteration 103Q (33779.650000 sec): 3 clusters Score: Raw -16329523.522250 + Penalty 5742.981372 = -16323780.540878 nChanged 2 SP:Iteration 104Q (33780.060000 sec): 3 clusters Score: Raw -16329523.674814 + Penalty 5742.981372 = -16323780.693442 nChanged 2 SP:Iteration 105Q (33780.460000 sec): 3 clusters Score: Raw -16329523.799696 + Penalty 5742.981372 = -16323780.818325 nChanged 1 SP:Iteration 106Q (33780.870000 sec): 3 clusters Score: Raw -16329523.871816 + Penalty 5742.981372 = -16323780.890444 nChanged 0 SP:Iteration 107F (33781.410000 sec): 3 clusters Score: Raw -16329523.871816 + Penalty 5742.981372 = -16323780.890444 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 12 (1380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33781.490000 sec): 2 clusters Score: Raw -210789.546492 + Penalty 1793.000017 = -208996.546475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33781.490000 sec): 3 clusters Score: Raw -210339.805434 + Penalty 3586.000034 = -206753.805400 nChanged 390 SP:Iteration 1F (33781.500000 sec): 3 clusters Score: Raw -210712.464938 + Penalty 3586.000034 = -207126.464904 nChanged 102 SP:Iteration 2F (33781.510000 sec): 3 clusters Score: Raw -210831.456485 + Penalty 3586.000034 = -207245.456451 nChanged 67 SP:Iteration 3Q (33781.510000 sec): 3 clusters Score: Raw -210955.427675 + Penalty 3586.000034 = -207369.427641 nChanged 80 SP:Iteration 4F (33781.520000 sec): 3 clusters Score: Raw -211117.801508 + Penalty 3586.000034 = -207531.801474 nChanged 77 SP:Iteration 5F (33781.530000 sec): 3 clusters Score: Raw -211285.642618 + Penalty 3586.000034 = -207699.642584 nChanged 64 SP:Iteration 6Q (33781.530000 sec): 3 clusters Score: Raw -211417.156861 + Penalty 3586.000034 = -207831.156827 nChanged 56 SP:Iteration 7Q (33781.540000 sec): 3 clusters Score: Raw -211516.286903 + Penalty 3586.000034 = -207930.286869 nChanged 43 SP:Iteration 8Q (33781.550000 sec): 3 clusters Score: Raw -211582.842805 + Penalty 3586.000034 = -207996.842772 nChanged 34 SP:Iteration 9Q (33781.550000 sec): 3 clusters Score: Raw -211636.241908 + Penalty 3586.000034 = -208050.241874 nChanged 28 SP:Iteration 10Q (33781.560000 sec): 3 clusters Score: Raw -211677.579982 + Penalty 3586.000034 = -208091.579948 nChanged 20 SP:Iteration 11Q (33781.570000 sec): 3 clusters Score: Raw -211701.230403 + Penalty 3586.000034 = -208115.230369 nChanged 19 SP:Iteration 12Q (33781.570000 sec): 3 clusters Score: Raw -211725.231188 + Penalty 3586.000034 = -208139.231154 nChanged 6 SP:Iteration 13Q (33781.580000 sec): 3 clusters Score: Raw -211730.865331 + Penalty 3586.000034 = -208144.865297 nChanged 7 SP:Iteration 14Q (33781.590000 sec): 3 clusters Score: Raw -211742.711302 + Penalty 3586.000034 = -208156.711268 nChanged 7 SP:Iteration 15Q (33781.590000 sec): 3 clusters Score: Raw -211752.423572 + Penalty 3586.000034 = -208166.423538 nChanged 2 SP:Iteration 16Q (33781.600000 sec): 3 clusters Score: Raw -211754.799382 + Penalty 3586.000034 = -208168.799348 nChanged 4 SP:Iteration 17Q (33781.600000 sec): 3 clusters Score: Raw -211757.532296 + Penalty 3586.000034 = -208171.532262 nChanged 1 SP:Iteration 18Q (33781.610000 sec): 3 clusters Score: Raw -211759.757770 + Penalty 3586.000034 = -208173.757736 nChanged 1 SP:Iteration 19Q (33781.620000 sec): 3 clusters Score: Raw -211760.454682 + Penalty 3586.000034 = -208174.454648 nChanged 0 SP:Iteration 20F (33781.620000 sec): 3 clusters Score: Raw -211760.454682 + Penalty 3586.000034 = -208174.454648 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 13 (39423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33781.820000 sec): 2 clusters Score: Raw -6390788.877251 + Penalty 2624.361961 = -6388164.515290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33782.030000 sec): 3 clusters Score: Raw -6366704.214295 + Penalty 5248.723922 = -6361455.490373 nChanged 18117 SP:Iteration 1F (33782.230000 sec): 3 clusters Score: Raw -6376648.410660 + Penalty 5248.723922 = -6371399.686738 nChanged 1714 SP:Iteration 2Q (33782.440000 sec): 3 clusters Score: Raw -6377141.272491 + Penalty 5248.723922 = -6371892.548569 nChanged 1569 SP:Iteration 3Q (33782.650000 sec): 3 clusters Score: Raw -6377592.667979 + Penalty 5248.723922 = -6372343.944057 nChanged 1436 SP:Iteration 4Q (33782.850000 sec): 3 clusters Score: Raw -6378046.131472 + Penalty 5248.723922 = -6372797.407550 nChanged 1508 SP:Iteration 5Q (33783.060000 sec): 3 clusters Score: Raw -6378535.964588 + Penalty 5248.723922 = -6373287.240666 nChanged 1534 SP:Iteration 6Q (33783.270000 sec): 3 clusters Score: Raw -6379101.834601 + Penalty 5248.723922 = -6373853.110679 nChanged 1732 SP:Iteration 7Q (33783.480000 sec): 3 clusters Score: Raw -6379887.525907 + Penalty 5248.723922 = -6374638.801985 nChanged 1925 SP:Iteration 8Q (33783.690000 sec): 3 clusters Score: Raw -6380935.081718 + Penalty 5248.723922 = -6375686.357796 nChanged 2129 SP:Iteration 9F (33783.890000 sec): 3 clusters Score: Raw -6382338.675540 + Penalty 5248.723922 = -6377089.951619 nChanged 2199 SP:Iteration 10F (33784.090000 sec): 3 clusters Score: Raw -6383969.795840 + Penalty 5248.723922 = -6378721.071918 nChanged 2186 SP:Iteration 11F (33784.290000 sec): 3 clusters Score: Raw -6385648.996557 + Penalty 5248.723922 = -6380400.272635 nChanged 1894 SP:Iteration 12Q (33784.490000 sec): 3 clusters Score: Raw -6387143.780799 + Penalty 5248.723922 = -6381895.056877 nChanged 1585 SP:Iteration 13Q (33784.690000 sec): 3 clusters Score: Raw -6388426.402420 + Penalty 5248.723922 = -6383177.678498 nChanged 1153 SP:Iteration 14Q (33784.870000 sec): 3 clusters Score: Raw -6389322.173346 + Penalty 5248.723922 = -6384073.449424 nChanged 836 SP:Iteration 15Q (33785.050000 sec): 3 clusters Score: Raw -6389905.136252 + Penalty 5248.723922 = -6384656.412330 nChanged 601 SP:Iteration 16Q (33785.230000 sec): 3 clusters Score: Raw -6390280.408541 + Penalty 5248.723922 = -6385031.684619 nChanged 434 SP:Iteration 17Q (33785.390000 sec): 3 clusters Score: Raw -6390535.248529 + Penalty 5248.723922 = -6385286.524607 nChanged 313 SP:Iteration 18Q (33785.550000 sec): 3 clusters Score: Raw -6390698.568885 + Penalty 5248.723922 = -6385449.844963 nChanged 246 SP:Iteration 19Q (33785.710000 sec): 3 clusters Score: Raw -6390830.608499 + Penalty 5248.723922 = -6385581.884578 nChanged 182 SP:Iteration 20F (33785.910000 sec): 3 clusters Score: Raw -6390921.922156 + Penalty 5248.723922 = -6385673.198234 nChanged 155 SP:Iteration 21Q (33786.070000 sec): 3 clusters Score: Raw -6390999.832025 + Penalty 5248.723922 = -6385751.108103 nChanged 115 SP:Iteration 22Q (33786.230000 sec): 3 clusters Score: Raw -6391053.645138 + Penalty 5248.723922 = -6385804.921216 nChanged 93 SP:Iteration 23Q (33786.370000 sec): 3 clusters Score: Raw -6391096.001275 + Penalty 5248.723922 = -6385847.277354 nChanged 76 SP:Iteration 24Q (33786.530000 sec): 3 clusters Score: Raw -6391132.581173 + Penalty 5248.723922 = -6385883.857251 nChanged 68 SP:Iteration 25Q (33786.680000 sec): 3 clusters Score: Raw -6391163.893830 + Penalty 5248.723922 = -6385915.169908 nChanged 51 SP:Iteration 26Q (33786.830000 sec): 3 clusters Score: Raw -6391188.628766 + Penalty 5248.723922 = -6385939.904844 nChanged 43 SP:Iteration 27Q (33786.990000 sec): 3 clusters Score: Raw -6391209.169714 + Penalty 5248.723922 = -6385960.445792 nChanged 35 SP:Iteration 28Q (33787.140000 sec): 3 clusters Score: Raw -6391225.288054 + Penalty 5248.723922 = -6385976.564132 nChanged 26 SP:Iteration 29Q (33787.290000 sec): 3 clusters Score: Raw -6391234.516512 + Penalty 5248.723922 = -6385985.792590 nChanged 17 SP:Iteration 30Q (33787.440000 sec): 3 clusters Score: Raw -6391241.300305 + Penalty 5248.723922 = -6385992.576383 nChanged 19 SP:Iteration 31Q (33787.590000 sec): 3 clusters Score: Raw -6391247.461496 + Penalty 5248.723922 = -6385998.737574 nChanged 11 SP:Iteration 32Q (33787.740000 sec): 3 clusters Score: Raw -6391251.332160 + Penalty 5248.723922 = -6386002.608238 nChanged 11 SP:Iteration 33Q (33787.890000 sec): 3 clusters Score: Raw -6391254.919181 + Penalty 5248.723922 = -6386006.195259 nChanged 17 SP:Iteration 34Q (33788.050000 sec): 3 clusters Score: Raw -6391259.664743 + Penalty 5248.723922 = -6386010.940821 nChanged 13 SP:Iteration 35Q (33788.200000 sec): 3 clusters Score: Raw -6391265.085401 + Penalty 5248.723922 = -6386016.361479 nChanged 21 SP:Iteration 36Q (33788.350000 sec): 3 clusters Score: Raw -6391272.672665 + Penalty 5248.723922 = -6386023.948743 nChanged 8 SP:Iteration 37Q (33788.490000 sec): 3 clusters Score: Raw -6391275.149517 + Penalty 5248.723922 = -6386026.425595 nChanged 6 SP:Iteration 38Q (33788.640000 sec): 3 clusters Score: Raw -6391277.256407 + Penalty 5248.723922 = -6386028.532485 nChanged 8 SP:Iteration 39Q (33788.790000 sec): 3 clusters Score: Raw -6391280.652389 + Penalty 5248.723922 = -6386031.928467 nChanged 5 SP:Iteration 40F (33788.990000 sec): 3 clusters Score: Raw -6391282.976949 + Penalty 5248.723922 = -6386034.253027 nChanged 6 SP:Iteration 41Q (33789.140000 sec): 3 clusters Score: Raw -6391284.378975 + Penalty 5248.723922 = -6386035.655053 nChanged 1 SP:Iteration 42Q (33789.290000 sec): 3 clusters Score: Raw -6391284.546490 + Penalty 5248.723922 = -6386035.822568 nChanged 0 SP:Iteration 43F (33789.490000 sec): 3 clusters Score: Raw -6391284.546490 + Penalty 5248.723922 = -6386035.822568 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 14 (309492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33790.950000 sec): 2 clusters Score: Raw -49438931.244150 + Penalty 3135.386506 = -49435795.857645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33792.560000 sec): 3 clusters Score: Raw -49233918.464441 + Penalty 6270.773011 = -49227647.691430 nChanged 149727 SP:Iteration 1F (33794.170000 sec): 3 clusters Score: Raw -49325458.364908 + Penalty 6270.773011 = -49319187.591897 nChanged 11687 SP:Iteration 2Q (33795.810000 sec): 3 clusters Score: Raw -49329563.038357 + Penalty 6270.773011 = -49323292.265346 nChanged 15243 SP:Iteration 3Q (33797.460000 sec): 3 clusters Score: Raw -49336713.384000 + Penalty 6270.773011 = -49330442.610989 nChanged 19325 SP:Iteration 4F (33799.070000 sec): 3 clusters Score: Raw -49348356.734505 + Penalty 6270.773011 = -49342085.961494 nChanged 22528 SP:Iteration 5F (33800.690000 sec): 3 clusters Score: Raw -49364967.924550 + Penalty 6270.773011 = -49358697.151539 nChanged 22896 SP:Iteration 6F (33802.290000 sec): 3 clusters Score: Raw -49384779.584874 + Penalty 6270.773011 = -49378508.811863 nChanged 19288 SP:Iteration 7F (33803.900000 sec): 3 clusters Score: Raw -49402477.799899 + Penalty 6270.773011 = -49396207.026887 nChanged 13856 SP:Iteration 8Q (33805.500000 sec): 3 clusters Score: Raw -49412609.060591 + Penalty 6270.773011 = -49406338.287579 nChanged 8569 SP:Iteration 9Q (33807.030000 sec): 3 clusters Score: Raw -49417161.340537 + Penalty 6270.773011 = -49410890.567525 nChanged 5914 SP:Iteration 10Q (33808.520000 sec): 3 clusters Score: Raw -49420040.856382 + Penalty 6270.773011 = -49413770.083371 nChanged 5151 SP:Iteration 11Q (33809.980000 sec): 3 clusters Score: Raw -49422386.543224 + Penalty 6270.773011 = -49416115.770213 nChanged 4762 SP:Iteration 12Q (33811.400000 sec): 3 clusters Score: Raw -49424465.370050 + Penalty 6270.773011 = -49418194.597039 nChanged 4457 SP:Iteration 13Q (33812.790000 sec): 3 clusters Score: Raw -49426333.420447 + Penalty 6270.773011 = -49420062.647435 nChanged 4078 SP:Iteration 14Q (33814.160000 sec): 3 clusters Score: Raw -49427969.225836 + Penalty 6270.773011 = -49421698.452825 nChanged 3674 SP:Iteration 15Q (33815.510000 sec): 3 clusters Score: Raw -49429405.046503 + Penalty 6270.773011 = -49423134.273492 nChanged 3456 SP:Iteration 16Q (33816.840000 sec): 3 clusters Score: Raw -49430723.871333 + Penalty 6270.773011 = -49424453.098322 nChanged 3146 SP:Iteration 17Q (33818.160000 sec): 3 clusters Score: Raw -49431885.896092 + Penalty 6270.773011 = -49425615.123081 nChanged 2810 SP:Iteration 18Q (33819.450000 sec): 3 clusters Score: Raw -49432883.310300 + Penalty 6270.773011 = -49426612.537289 nChanged 2550 SP:Iteration 19Q (33820.720000 sec): 3 clusters Score: Raw -49433749.344015 + Penalty 6270.773011 = -49427478.571003 nChanged 2276 SP:Iteration 20F (33822.320000 sec): 3 clusters Score: Raw -49434493.831462 + Penalty 6270.773011 = -49428223.058451 nChanged 2064 SP:Iteration 21Q (33823.570000 sec): 3 clusters Score: Raw -49435158.247945 + Penalty 6270.773011 = -49428887.474933 nChanged 1902 SP:Iteration 22Q (33824.800000 sec): 3 clusters Score: Raw -49435765.291691 + Penalty 6270.773011 = -49429494.518680 nChanged 1699 SP:Iteration 23Q (33826.040000 sec): 3 clusters Score: Raw -49436292.227236 + Penalty 6270.773011 = -49430021.454224 nChanged 1548 SP:Iteration 24Q (33827.260000 sec): 3 clusters Score: Raw -49436757.672080 + Penalty 6270.773011 = -49430486.899068 nChanged 1408 SP:Iteration 25Q (33828.500000 sec): 3 clusters Score: Raw -49437176.501311 + Penalty 6270.773011 = -49430905.728300 nChanged 1266 SP:Iteration 26Q (33829.710000 sec): 3 clusters Score: Raw -49437548.297377 + Penalty 6270.773011 = -49431277.524366 nChanged 1143 SP:Iteration 27Q (33830.900000 sec): 3 clusters Score: Raw -49437879.860739 + Penalty 6270.773011 = -49431609.087728 nChanged 1038 SP:Iteration 28Q (33832.100000 sec): 3 clusters Score: Raw -49438187.255274 + Penalty 6270.773011 = -49431916.482263 nChanged 969 SP:Iteration 29Q (33833.290000 sec): 3 clusters Score: Raw -49438455.842781 + Penalty 6270.773011 = -49432185.069770 nChanged 845 SP:Iteration 30Q (33834.450000 sec): 3 clusters Score: Raw -49438681.193071 + Penalty 6270.773011 = -49432410.420060 nChanged 764 SP:Iteration 31Q (33835.630000 sec): 3 clusters Score: Raw -49438884.241395 + Penalty 6270.773011 = -49432613.468384 nChanged 703 SP:Iteration 32Q (33836.800000 sec): 3 clusters Score: Raw -49439070.935177 + Penalty 6270.773011 = -49432800.162166 nChanged 609 SP:Iteration 33Q (33837.980000 sec): 3 clusters Score: Raw -49439220.502937 + Penalty 6270.773011 = -49432949.729926 nChanged 525 SP:Iteration 34Q (33839.140000 sec): 3 clusters Score: Raw -49439346.611690 + Penalty 6270.773011 = -49433075.838679 nChanged 452 SP:Iteration 35Q (33840.290000 sec): 3 clusters Score: Raw -49439446.626514 + Penalty 6270.773011 = -49433175.853503 nChanged 378 SP:Iteration 36Q (33841.450000 sec): 3 clusters Score: Raw -49439521.802759 + Penalty 6270.773011 = -49433251.029748 nChanged 352 SP:Iteration 37Q (33842.610000 sec): 3 clusters Score: Raw -49439596.854283 + Penalty 6270.773011 = -49433326.081272 nChanged 321 SP:Iteration 38Q (33843.750000 sec): 3 clusters Score: Raw -49439660.327114 + Penalty 6270.773011 = -49433389.554103 nChanged 247 SP:Iteration 39Q (33844.900000 sec): 3 clusters Score: Raw -49439704.154416 + Penalty 6270.773011 = -49433433.381405 nChanged 236 SP:Iteration 40F (33846.490000 sec): 3 clusters Score: Raw -49439749.018504 + Penalty 6270.773011 = -49433478.245493 nChanged 234 SP:Iteration 41Q (33847.650000 sec): 3 clusters Score: Raw -49439790.093554 + Penalty 6270.773011 = -49433519.320543 nChanged 216 SP:Iteration 42Q (33848.790000 sec): 3 clusters Score: Raw -49439825.322414 + Penalty 6270.773011 = -49433554.549403 nChanged 176 SP:Iteration 43Q (33849.940000 sec): 3 clusters Score: Raw -49439854.287260 + Penalty 6270.773011 = -49433583.514249 nChanged 166 SP:Iteration 44Q (33851.080000 sec): 3 clusters Score: Raw -49439880.266584 + Penalty 6270.773011 = -49433609.493572 nChanged 148 SP:Iteration 45Q (33852.220000 sec): 3 clusters Score: Raw -49439905.671076 + Penalty 6270.773011 = -49433634.898065 nChanged 141 SP:Iteration 46Q (33853.360000 sec): 3 clusters Score: Raw -49439930.113207 + Penalty 6270.773011 = -49433659.340196 nChanged 142 SP:Iteration 47Q (33854.510000 sec): 3 clusters Score: Raw -49439953.635111 + Penalty 6270.773011 = -49433682.862100 nChanged 131 SP:Iteration 48Q (33855.650000 sec): 3 clusters Score: Raw -49439978.582900 + Penalty 6270.773011 = -49433707.809888 nChanged 137 SP:Iteration 49Q (33856.790000 sec): 3 clusters Score: Raw -49440003.670154 + Penalty 6270.773011 = -49433732.897143 nChanged 127 SP:Iteration 50Q (33857.930000 sec): 3 clusters Score: Raw -49440025.825367 + Penalty 6270.773011 = -49433755.052356 nChanged 96 SP:Iteration 51Q (33859.070000 sec): 3 clusters Score: Raw -49440039.898879 + Penalty 6270.773011 = -49433769.125867 nChanged 79 SP:Iteration 52Q (33860.210000 sec): 3 clusters Score: Raw -49440050.434843 + Penalty 6270.773011 = -49433779.661832 nChanged 67 SP:Iteration 53Q (33861.350000 sec): 3 clusters Score: Raw -49440059.071909 + Penalty 6270.773011 = -49433788.298897 nChanged 65 SP:Iteration 54Q (33862.550000 sec): 3 clusters Score: Raw -49440068.194831 + Penalty 6270.773011 = -49433797.421820 nChanged 68 SP:Iteration 55Q (33863.680000 sec): 3 clusters Score: Raw -49440078.607769 + Penalty 6270.773011 = -49433807.834757 nChanged 59 SP:Iteration 56Q (33864.810000 sec): 3 clusters Score: Raw -49440086.096181 + Penalty 6270.773011 = -49433815.323170 nChanged 52 SP:Iteration 57Q (33865.950000 sec): 3 clusters Score: Raw -49440093.113190 + Penalty 6270.773011 = -49433822.340179 nChanged 46 SP:Iteration 58Q (33867.090000 sec): 3 clusters Score: Raw -49440099.739295 + Penalty 6270.773011 = -49433828.966284 nChanged 49 SP:Iteration 59Q (33868.220000 sec): 3 clusters Score: Raw -49440105.401732 + Penalty 6270.773011 = -49433834.628720 nChanged 41 SP:Iteration 60F (33869.810000 sec): 3 clusters Score: Raw -49440110.540658 + Penalty 6270.773011 = -49433839.767647 nChanged 32 SP:Iteration 61Q (33870.940000 sec): 3 clusters Score: Raw -49440113.957884 + Penalty 6270.773011 = -49433843.184872 nChanged 35 SP:Iteration 62Q (33872.070000 sec): 3 clusters Score: Raw -49440118.283845 + Penalty 6270.773011 = -49433847.510833 nChanged 28 SP:Iteration 63Q (33873.210000 sec): 3 clusters Score: Raw -49440121.782534 + Penalty 6270.773011 = -49433851.009522 nChanged 28 SP:Iteration 64Q (33874.340000 sec): 3 clusters Score: Raw -49440124.806586 + Penalty 6270.773011 = -49433854.033575 nChanged 27 SP:Iteration 65Q (33875.480000 sec): 3 clusters Score: Raw -49440127.638282 + Penalty 6270.773011 = -49433856.865271 nChanged 20 SP:Iteration 66Q (33876.610000 sec): 3 clusters Score: Raw -49440129.549527 + Penalty 6270.773011 = -49433858.776516 nChanged 19 SP:Iteration 67Q (33877.750000 sec): 3 clusters Score: Raw -49440131.180496 + Penalty 6270.773011 = -49433860.407484 nChanged 13 SP:Iteration 68Q (33878.880000 sec): 3 clusters Score: Raw -49440132.242909 + Penalty 6270.773011 = -49433861.469897 nChanged 14 SP:Iteration 69Q (33880.020000 sec): 3 clusters Score: Raw -49440133.591804 + Penalty 6270.773011 = -49433862.818793 nChanged 17 SP:Iteration 70Q (33881.150000 sec): 3 clusters Score: Raw -49440135.233424 + Penalty 6270.773011 = -49433864.460413 nChanged 14 SP:Iteration 71Q (33882.280000 sec): 3 clusters Score: Raw -49440136.519258 + Penalty 6270.773011 = -49433865.746246 nChanged 10 SP:Iteration 72Q (33883.420000 sec): 3 clusters Score: Raw -49440137.450367 + Penalty 6270.773011 = -49433866.677355 nChanged 9 SP:Iteration 73Q (33884.540000 sec): 3 clusters Score: Raw -49440138.302566 + Penalty 6270.773011 = -49433867.529555 nChanged 12 SP:Iteration 74Q (33885.680000 sec): 3 clusters Score: Raw -49440139.738891 + Penalty 6270.773011 = -49433868.965880 nChanged 17 SP:Iteration 75Q (33886.800000 sec): 3 clusters Score: Raw -49440140.954875 + Penalty 6270.773011 = -49433870.181864 nChanged 11 SP:Iteration 76Q (33887.930000 sec): 3 clusters Score: Raw -49440141.941966 + Penalty 6270.773011 = -49433871.168955 nChanged 10 SP:Iteration 77Q (33889.060000 sec): 3 clusters Score: Raw -49440142.962938 + Penalty 6270.773011 = -49433872.189927 nChanged 13 SP:Iteration 78Q (33890.190000 sec): 3 clusters Score: Raw -49440144.350497 + Penalty 6270.773011 = -49433873.577485 nChanged 13 SP:Iteration 79Q (33891.320000 sec): 3 clusters Score: Raw -49440145.789808 + Penalty 6270.773011 = -49433875.016797 nChanged 13 SP:Iteration 80F (33892.910000 sec): 3 clusters Score: Raw -49440147.191317 + Penalty 6270.773011 = -49433876.418306 nChanged 8 SP:Iteration 81Q (33894.040000 sec): 3 clusters Score: Raw -49440147.940572 + Penalty 6270.773011 = -49433877.167561 nChanged 7 SP:Iteration 82Q (33895.170000 sec): 3 clusters Score: Raw -49440148.697385 + Penalty 6270.773011 = -49433877.924374 nChanged 9 SP:Iteration 83Q (33896.300000 sec): 3 clusters Score: Raw -49440149.585654 + Penalty 6270.773011 = -49433878.812643 nChanged 16 SP:Iteration 84Q (33897.430000 sec): 3 clusters Score: Raw -49440151.315167 + Penalty 6270.773011 = -49433880.542155 nChanged 13 SP:Iteration 85Q (33898.560000 sec): 3 clusters Score: Raw -49440152.811804 + Penalty 6270.773011 = -49433882.038792 nChanged 12 SP:Iteration 86Q (33899.690000 sec): 3 clusters Score: Raw -49440153.983870 + Penalty 6270.773011 = -49433883.210859 nChanged 13 SP:Iteration 87Q (33900.820000 sec): 3 clusters Score: Raw -49440155.203855 + Penalty 6270.773011 = -49433884.430843 nChanged 15 SP:Iteration 88Q (33901.940000 sec): 3 clusters Score: Raw -49440156.703174 + Penalty 6270.773011 = -49433885.930163 nChanged 14 SP:Iteration 89Q (33903.080000 sec): 3 clusters Score: Raw -49440158.652889 + Penalty 6270.773011 = -49433887.879877 nChanged 25 SP:Iteration 90Q (33904.210000 sec): 3 clusters Score: Raw -49440161.644470 + Penalty 6270.773011 = -49433890.871459 nChanged 16 SP:Iteration 91Q (33905.330000 sec): 3 clusters Score: Raw -49440163.499693 + Penalty 6270.773011 = -49433892.726682 nChanged 13 SP:Iteration 92Q (33906.460000 sec): 3 clusters Score: Raw -49440165.002211 + Penalty 6270.773011 = -49433894.229199 nChanged 11 SP:Iteration 93Q (33907.590000 sec): 3 clusters Score: Raw -49440166.154604 + Penalty 6270.773011 = -49433895.381593 nChanged 10 SP:Iteration 94Q (33908.720000 sec): 3 clusters Score: Raw -49440166.968655 + Penalty 6270.773011 = -49433896.195644 nChanged 5 SP:Iteration 95Q (33909.850000 sec): 3 clusters Score: Raw -49440167.621347 + Penalty 6270.773011 = -49433896.848336 nChanged 5 SP:Iteration 96Q (33910.970000 sec): 3 clusters Score: Raw -49440168.105090 + Penalty 6270.773011 = -49433897.332078 nChanged 1 SP:Iteration 97Q (33912.100000 sec): 3 clusters Score: Raw -49440168.150349 + Penalty 6270.773011 = -49433897.377338 nChanged 2 SP:Iteration 98Q (33913.230000 sec): 3 clusters Score: Raw -49440168.421849 + Penalty 6270.773011 = -49433897.648838 nChanged 3 SP:Iteration 99Q (33914.350000 sec): 3 clusters Score: Raw -49440168.645844 + Penalty 6270.773011 = -49433897.872833 nChanged 1 SP:Iteration 100F (33915.940000 sec): 3 clusters Score: Raw -49440168.782094 + Penalty 6270.773011 = -49433898.009083 nChanged 1 SP:Iteration 101Q (33917.070000 sec): 3 clusters Score: Raw -49440168.831111 + Penalty 6270.773011 = -49433898.058100 nChanged 0 SP:Iteration 102F (33918.650000 sec): 3 clusters Score: Raw -49440168.831111 + Penalty 6270.773011 = -49433898.058100 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 15 (3356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33918.840000 sec): 2 clusters Score: Raw -551466.211327 + Penalty 2013.389257 = -549452.822070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33918.860000 sec): 3 clusters Score: Raw -549998.761556 + Penalty 4026.778514 = -545971.983043 nChanged 1161 SP:Iteration 1F (33918.880000 sec): 3 clusters Score: Raw -550708.412348 + Penalty 4026.778514 = -546681.633834 nChanged 248 SP:Iteration 2F (33918.890000 sec): 3 clusters Score: Raw -550876.482366 + Penalty 4026.778514 = -546849.703853 nChanged 168 SP:Iteration 3F (33918.910000 sec): 3 clusters Score: Raw -550991.530122 + Penalty 4026.778514 = -546964.751609 nChanged 133 SP:Iteration 4Q (33918.930000 sec): 3 clusters Score: Raw -551074.666762 + Penalty 4026.778514 = -547047.888249 nChanged 101 SP:Iteration 5Q (33918.940000 sec): 3 clusters Score: Raw -551132.241487 + Penalty 4026.778514 = -547105.462974 nChanged 55 SP:Iteration 6Q (33918.960000 sec): 3 clusters Score: Raw -551167.885441 + Penalty 4026.778514 = -547141.106928 nChanged 56 SP:Iteration 7Q (33918.970000 sec): 3 clusters Score: Raw -551206.273779 + Penalty 4026.778514 = -547179.495265 nChanged 48 SP:Iteration 8Q (33918.990000 sec): 3 clusters Score: Raw -551233.178720 + Penalty 4026.778514 = -547206.400206 nChanged 44 SP:Iteration 9Q (33919.010000 sec): 3 clusters Score: Raw -551254.734382 + Penalty 4026.778514 = -547227.955869 nChanged 47 SP:Iteration 10Q (33919.020000 sec): 3 clusters Score: Raw -551275.859874 + Penalty 4026.778514 = -547249.081361 nChanged 35 SP:Iteration 11Q (33919.040000 sec): 3 clusters Score: Raw -551291.944224 + Penalty 4026.778514 = -547265.165711 nChanged 26 SP:Iteration 12Q (33919.060000 sec): 3 clusters Score: Raw -551304.322570 + Penalty 4026.778514 = -547277.544057 nChanged 31 SP:Iteration 13Q (33919.070000 sec): 3 clusters Score: Raw -551316.437508 + Penalty 4026.778514 = -547289.658994 nChanged 21 SP:Iteration 14Q (33919.090000 sec): 3 clusters Score: Raw -551326.537077 + Penalty 4026.778514 = -547299.758563 nChanged 20 SP:Iteration 15Q (33919.110000 sec): 3 clusters Score: Raw -551333.868286 + Penalty 4026.778514 = -547307.089772 nChanged 10 SP:Iteration 16Q (33919.120000 sec): 3 clusters Score: Raw -551337.850434 + Penalty 4026.778514 = -547311.071920 nChanged 9 SP:Iteration 17Q (33919.140000 sec): 3 clusters Score: Raw -551342.875359 + Penalty 4026.778514 = -547316.096845 nChanged 12 SP:Iteration 18Q (33919.160000 sec): 3 clusters Score: Raw -551347.039065 + Penalty 4026.778514 = -547320.260552 nChanged 7 SP:Iteration 19Q (33919.170000 sec): 3 clusters Score: Raw -551349.813966 + Penalty 4026.778514 = -547323.035452 nChanged 10 SP:Iteration 20F (33919.190000 sec): 3 clusters Score: Raw -551353.228275 + Penalty 4026.778514 = -547326.449761 nChanged 6 SP:Iteration 21Q (33919.210000 sec): 3 clusters Score: Raw -551355.125358 + Penalty 4026.778514 = -547328.346844 nChanged 5 SP:Iteration 22Q (33919.220000 sec): 3 clusters Score: Raw -551357.543462 + Penalty 4026.778514 = -547330.764949 nChanged 4 SP:Iteration 23Q (33919.240000 sec): 3 clusters Score: Raw -551358.709411 + Penalty 4026.778514 = -547331.930897 nChanged 3 SP:Iteration 24Q (33919.260000 sec): 3 clusters Score: Raw -551359.633107 + Penalty 4026.778514 = -547332.854594 nChanged 3 SP:Iteration 25Q (33919.270000 sec): 3 clusters Score: Raw -551360.692758 + Penalty 4026.778514 = -547333.914244 nChanged 4 SP:Iteration 26Q (33919.290000 sec): 3 clusters Score: Raw -551362.208056 + Penalty 4026.778514 = -547335.429543 nChanged 2 SP:Iteration 27Q (33919.310000 sec): 3 clusters Score: Raw -551362.891785 + Penalty 4026.778514 = -547336.113271 nChanged 2 SP:Iteration 28Q (33919.320000 sec): 3 clusters Score: Raw -551363.346960 + Penalty 4026.778514 = -547336.568447 nChanged 1 SP:Iteration 29Q (33919.340000 sec): 3 clusters Score: Raw -551363.796631 + Penalty 4026.778514 = -547337.018117 nChanged 0 SP:Iteration 30F (33919.360000 sec): 3 clusters Score: Raw -551363.796631 + Penalty 4026.778514 = -547337.018117 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 16 (27964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33919.490000 sec): 2 clusters Score: Raw -4492011.688540 + Penalty 2539.190965 = -4489472.497574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33919.630000 sec): 3 clusters Score: Raw -4475245.619234 + Penalty 5078.381931 = -4470167.237303 nChanged 12583 SP:Iteration 1F (33919.780000 sec): 3 clusters Score: Raw -4481961.573363 + Penalty 5078.381931 = -4476883.191432 nChanged 1252 SP:Iteration 2Q (33919.920000 sec): 3 clusters Score: Raw -4482328.189070 + Penalty 5078.381931 = -4477249.807139 nChanged 1123 SP:Iteration 3Q (33920.070000 sec): 3 clusters Score: Raw -4482669.737056 + Penalty 5078.381931 = -4477591.355125 nChanged 1111 SP:Iteration 4Q (33920.210000 sec): 3 clusters Score: Raw -4483031.276130 + Penalty 5078.381931 = -4477952.894200 nChanged 1222 SP:Iteration 5Q (33920.350000 sec): 3 clusters Score: Raw -4483538.035328 + Penalty 5078.381931 = -4478459.653397 nChanged 1426 SP:Iteration 6F (33920.490000 sec): 3 clusters Score: Raw -4484252.626754 + Penalty 5078.381931 = -4479174.244823 nChanged 1680 SP:Iteration 7F (33920.640000 sec): 3 clusters Score: Raw -4485306.644233 + Penalty 5078.381931 = -4480228.262302 nChanged 1952 SP:Iteration 8F (33920.780000 sec): 3 clusters Score: Raw -4486776.599246 + Penalty 5078.381931 = -4481698.217316 nChanged 2023 SP:Iteration 9F (33920.920000 sec): 3 clusters Score: Raw -4488495.732259 + Penalty 5078.381931 = -4483417.350328 nChanged 1664 SP:Iteration 10F (33921.060000 sec): 3 clusters Score: Raw -4490005.174753 + Penalty 5078.381931 = -4484926.792822 nChanged 1159 SP:Iteration 11Q (33921.200000 sec): 3 clusters Score: Raw -4491073.210190 + Penalty 5078.381931 = -4485994.828259 nChanged 614 SP:Iteration 12Q (33921.330000 sec): 3 clusters Score: Raw -4491629.527793 + Penalty 5078.381931 = -4486551.145862 nChanged 297 SP:Iteration 13Q (33921.460000 sec): 3 clusters Score: Raw -4491918.915115 + Penalty 5078.381931 = -4486840.533184 nChanged 133 SP:Iteration 14Q (33921.580000 sec): 3 clusters Score: Raw -4492064.040062 + Penalty 5078.381931 = -4486985.658131 nChanged 72 SP:Iteration 15Q (33921.690000 sec): 3 clusters Score: Raw -4492150.772154 + Penalty 5078.381931 = -4487072.390224 nChanged 50 SP:Iteration 16Q (33921.790000 sec): 3 clusters Score: Raw -4492216.228076 + Penalty 5078.381931 = -4487137.846145 nChanged 31 SP:Iteration 17Q (33921.890000 sec): 3 clusters Score: Raw -4492258.384836 + Penalty 5078.381931 = -4487180.002906 nChanged 20 SP:Iteration 18Q (33922.000000 sec): 3 clusters Score: Raw -4492285.110087 + Penalty 5078.381931 = -4487206.728156 nChanged 9 SP:Iteration 19Q (33922.100000 sec): 3 clusters Score: Raw -4492298.717994 + Penalty 5078.381931 = -4487220.336063 nChanged 8 SP:Iteration 20F (33922.240000 sec): 3 clusters Score: Raw -4492311.044365 + Penalty 5078.381931 = -4487232.662435 nChanged 4 SP:Iteration 21Q (33922.340000 sec): 3 clusters Score: Raw -4492320.366015 + Penalty 5078.381931 = -4487241.984084 nChanged 7 SP:Iteration 22Q (33922.440000 sec): 3 clusters Score: Raw -4492327.649607 + Penalty 5078.381931 = -4487249.267676 nChanged 4 SP:Iteration 23Q (33922.540000 sec): 3 clusters Score: Raw -4492333.561295 + Penalty 5078.381931 = -4487255.179364 nChanged 2 SP:Iteration 24Q (33922.640000 sec): 3 clusters Score: Raw -4492338.957995 + Penalty 5078.381931 = -4487260.576065 nChanged 1 SP:Iteration 25Q (33922.740000 sec): 3 clusters Score: Raw -4492340.031026 + Penalty 5078.381931 = -4487261.649096 nChanged 0 SP:Iteration 26F (33922.880000 sec): 3 clusters Score: Raw -4492340.031026 + Penalty 5078.381931 = -4487261.649096 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 17 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33922.900000 sec): 2 clusters Score: Raw -17222.246688 + Penalty 1174.577215 = -16047.669473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33922.900000 sec): 3 clusters Score: Raw -17477.765655 + Penalty 2349.154430 = -15128.611224 nChanged 2 SP:Iteration 1Q (33922.900000 sec): 3 clusters Score: Raw -17496.432208 + Penalty 2349.154430 = -15147.277778 nChanged 0 SP:Iteration 2F (33922.900000 sec): 3 clusters Score: Raw -17496.432208 + Penalty 2349.154430 = -15147.277778 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 18 (3870 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33922.920000 sec): 2 clusters Score: Raw -608958.480655 + Penalty 2048.730427 = -606909.750228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33922.940000 sec): 3 clusters Score: Raw -607280.732659 + Penalty 4097.460854 = -603183.271806 nChanged 1372 SP:Iteration 1F (33922.960000 sec): 3 clusters Score: Raw -608161.285405 + Penalty 4097.460854 = -604063.824551 nChanged 285 SP:Iteration 2F (33922.980000 sec): 3 clusters Score: Raw -608361.867763 + Penalty 4097.460854 = -604264.406909 nChanged 195 SP:Iteration 3F (33923.000000 sec): 3 clusters Score: Raw -608486.478439 + Penalty 4097.460854 = -604389.017585 nChanged 146 SP:Iteration 4Q (33923.020000 sec): 3 clusters Score: Raw -608585.990834 + Penalty 4097.460854 = -604488.529980 nChanged 118 SP:Iteration 5Q (33923.040000 sec): 3 clusters Score: Raw -608670.842421 + Penalty 4097.460854 = -604573.381568 nChanged 124 SP:Iteration 6Q (33923.060000 sec): 3 clusters Score: Raw -608759.118274 + Penalty 4097.460854 = -604661.657420 nChanged 126 SP:Iteration 7Q (33923.070000 sec): 3 clusters Score: Raw -608850.799129 + Penalty 4097.460854 = -604753.338275 nChanged 123 SP:Iteration 8Q (33923.090000 sec): 3 clusters Score: Raw -608961.464969 + Penalty 4097.460854 = -604864.004115 nChanged 128 SP:Iteration 9Q (33923.110000 sec): 3 clusters Score: Raw -609127.724888 + Penalty 4097.460854 = -605030.264034 nChanged 157 SP:Iteration 10Q (33923.130000 sec): 3 clusters Score: Raw -609317.291594 + Penalty 4097.460854 = -605219.830740 nChanged 139 SP:Iteration 11Q (33923.150000 sec): 3 clusters Score: Raw -609429.416772 + Penalty 4097.460854 = -605331.955918 nChanged 102 SP:Iteration 12Q (33923.170000 sec): 3 clusters Score: Raw -609504.550973 + Penalty 4097.460854 = -605407.090119 nChanged 78 SP:Iteration 13Q (33923.190000 sec): 3 clusters Score: Raw -609551.757671 + Penalty 4097.460854 = -605454.296817 nChanged 62 SP:Iteration 14Q (33923.210000 sec): 3 clusters Score: Raw -609586.204945 + Penalty 4097.460854 = -605488.744091 nChanged 45 SP:Iteration 15Q (33923.230000 sec): 3 clusters Score: Raw -609611.276458 + Penalty 4097.460854 = -605513.815604 nChanged 30 SP:Iteration 16Q (33923.250000 sec): 3 clusters Score: Raw -609625.506772 + Penalty 4097.460854 = -605528.045918 nChanged 21 SP:Iteration 17Q (33923.270000 sec): 3 clusters Score: Raw -609634.025112 + Penalty 4097.460854 = -605536.564258 nChanged 26 SP:Iteration 18Q (33923.290000 sec): 3 clusters Score: Raw -609649.299756 + Penalty 4097.460854 = -605551.838902 nChanged 31 SP:Iteration 19Q (33923.310000 sec): 3 clusters Score: Raw -609670.259998 + Penalty 4097.460854 = -605572.799144 nChanged 30 SP:Iteration 20F (33923.320000 sec): 3 clusters Score: Raw -609686.993201 + Penalty 4097.460854 = -605589.532348 nChanged 31 SP:Iteration 21Q (33923.340000 sec): 3 clusters Score: Raw -609702.070252 + Penalty 4097.460854 = -605604.609398 nChanged 18 SP:Iteration 22Q (33923.360000 sec): 3 clusters Score: Raw -609711.034215 + Penalty 4097.460854 = -605613.573361 nChanged 12 SP:Iteration 23Q (33923.380000 sec): 3 clusters Score: Raw -609717.045609 + Penalty 4097.460854 = -605619.584755 nChanged 15 SP:Iteration 24Q (33923.400000 sec): 3 clusters Score: Raw -609725.746901 + Penalty 4097.460854 = -605628.286047 nChanged 16 SP:Iteration 25Q (33923.420000 sec): 3 clusters Score: Raw -609735.089878 + Penalty 4097.460854 = -605637.629024 nChanged 15 SP:Iteration 26Q (33923.440000 sec): 3 clusters Score: Raw -609742.286715 + Penalty 4097.460854 = -605644.825861 nChanged 12 SP:Iteration 27Q (33923.460000 sec): 3 clusters Score: Raw -609746.446052 + Penalty 4097.460854 = -605648.985198 nChanged 3 SP:Iteration 28Q (33923.470000 sec): 3 clusters Score: Raw -609748.431128 + Penalty 4097.460854 = -605650.970274 nChanged 2 SP:Iteration 29Q (33923.490000 sec): 3 clusters Score: Raw -609749.474272 + Penalty 4097.460854 = -605652.013418 nChanged 4 SP:Iteration 30Q (33923.510000 sec): 3 clusters Score: Raw -609751.802434 + Penalty 4097.460854 = -605654.341580 nChanged 6 SP:Iteration 31Q (33923.530000 sec): 3 clusters Score: Raw -609755.333180 + Penalty 4097.460854 = -605657.872326 nChanged 6 SP:Iteration 32Q (33923.550000 sec): 3 clusters Score: Raw -609758.693624 + Penalty 4097.460854 = -605661.232770 nChanged 8 SP:Iteration 33Q (33923.560000 sec): 3 clusters Score: Raw -609762.574634 + Penalty 4097.460854 = -605665.113780 nChanged 6 SP:Iteration 34Q (33923.580000 sec): 3 clusters Score: Raw -609764.989620 + Penalty 4097.460854 = -605667.528766 nChanged 5 SP:Iteration 35Q (33923.600000 sec): 3 clusters Score: Raw -609766.523696 + Penalty 4097.460854 = -605669.062842 nChanged 4 SP:Iteration 36Q (33923.620000 sec): 3 clusters Score: Raw -609769.122698 + Penalty 4097.460854 = -605671.661844 nChanged 4 SP:Iteration 37Q (33923.640000 sec): 3 clusters Score: Raw -609771.152730 + Penalty 4097.460854 = -605673.691877 nChanged 3 SP:Iteration 38Q (33923.650000 sec): 3 clusters Score: Raw -609772.805943 + Penalty 4097.460854 = -605675.345090 nChanged 5 SP:Iteration 39Q (33923.670000 sec): 3 clusters Score: Raw -609774.545653 + Penalty 4097.460854 = -605677.084800 nChanged 1 SP:Iteration 40F (33923.690000 sec): 3 clusters Score: Raw -609774.776051 + Penalty 4097.460854 = -605677.315197 nChanged 1 SP:Iteration 41Q (33923.710000 sec): 3 clusters Score: Raw -609775.088196 + Penalty 4097.460854 = -605677.627342 nChanged 2 SP:Iteration 42Q (33923.730000 sec): 3 clusters Score: Raw -609775.505057 + Penalty 4097.460854 = -605678.044203 nChanged 0 SP:Iteration 43F (33923.740000 sec): 3 clusters Score: Raw -609775.505057 + Penalty 4097.460854 = -605678.044203 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 19 (524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33923.760000 sec): 2 clusters Score: Raw -77467.681325 + Penalty 1552.849938 = -75914.831387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33923.760000 sec): 3 clusters Score: Raw -77492.447550 + Penalty 3105.699875 = -74386.747674 nChanged 105 SP:Iteration 1F (33923.760000 sec): 3 clusters Score: Raw -77716.383802 + Penalty 3105.699875 = -74610.683926 nChanged 24 SP:Iteration 2Q (33923.760000 sec): 3 clusters Score: Raw -77935.236565 + Penalty 3105.699875 = -74829.536690 nChanged 23 SP:Iteration 3Q (33923.760000 sec): 3 clusters Score: Raw -78175.706579 + Penalty 3105.699875 = -75070.006703 nChanged 23 SP:Iteration 4Q (33923.770000 sec): 3 clusters Score: Raw -78229.986843 + Penalty 3105.699875 = -75124.286968 nChanged 17 SP:Iteration 5Q (33923.770000 sec): 3 clusters Score: Raw -78268.453049 + Penalty 3105.699875 = -75162.753173 nChanged 14 SP:Iteration 6Q (33923.770000 sec): 3 clusters Score: Raw -78303.359066 + Penalty 3105.699875 = -75197.659190 nChanged 8 SP:Iteration 7Q (33923.780000 sec): 3 clusters Score: Raw -78327.526994 + Penalty 3105.699875 = -75221.827118 nChanged 7 SP:Iteration 8Q (33923.780000 sec): 3 clusters Score: Raw -78340.807262 + Penalty 3105.699875 = -75235.107387 nChanged 2 SP:Iteration 9Q (33923.780000 sec): 3 clusters Score: Raw -78345.732747 + Penalty 3105.699875 = -75240.032872 nChanged 2 SP:Iteration 10Q (33923.780000 sec): 3 clusters Score: Raw -78353.208734 + Penalty 3105.699875 = -75247.508858 nChanged 2 SP:Iteration 11Q (33923.780000 sec): 3 clusters Score: Raw -78358.785291 + Penalty 3105.699875 = -75253.085415 nChanged 0 SP:Iteration 12F (33923.790000 sec): 3 clusters Score: Raw -78358.785291 + Penalty 3105.699875 = -75253.085415 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 20 (1064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33923.800000 sec): 2 clusters Score: Raw -172774.604278 + Penalty 1728.508086 = -171046.096191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33923.800000 sec): 3 clusters Score: Raw -172498.442237 + Penalty 3457.016172 = -169041.426065 nChanged 297 SP:Iteration 1F (33923.800000 sec): 3 clusters Score: Raw -172787.372634 + Penalty 3457.016172 = -169330.356461 nChanged 64 SP:Iteration 2F (33923.810000 sec): 3 clusters Score: Raw -172869.430851 + Penalty 3457.016172 = -169412.414679 nChanged 36 SP:Iteration 3Q (33923.820000 sec): 3 clusters Score: Raw -172920.506738 + Penalty 3457.016172 = -169463.490566 nChanged 20 SP:Iteration 4Q (33923.820000 sec): 3 clusters Score: Raw -172944.879875 + Penalty 3457.016172 = -169487.863703 nChanged 15 SP:Iteration 5Q (33923.830000 sec): 3 clusters Score: Raw -172962.472643 + Penalty 3457.016172 = -169505.456470 nChanged 10 SP:Iteration 6Q (33923.830000 sec): 3 clusters Score: Raw -172973.209094 + Penalty 3457.016172 = -169516.192922 nChanged 5 SP:Iteration 7Q (33923.840000 sec): 3 clusters Score: Raw -172978.513103 + Penalty 3457.016172 = -169521.496931 nChanged 5 SP:Iteration 8Q (33923.840000 sec): 3 clusters Score: Raw -172983.106675 + Penalty 3457.016172 = -169526.090503 nChanged 2 SP:Iteration 9Q (33923.850000 sec): 3 clusters Score: Raw -172985.079094 + Penalty 3457.016172 = -169528.062922 nChanged 1 SP:Iteration 10Q (33923.850000 sec): 3 clusters Score: Raw -172985.668085 + Penalty 3457.016172 = -169528.651912 nChanged 0 SP:Iteration 11F (33923.860000 sec): 3 clusters Score: Raw -172985.668085 + Penalty 3457.016172 = -169528.651912 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 21 (11003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33923.920000 sec): 2 clusters Score: Raw -1762316.168225 + Penalty 2307.868964 = -1760008.299261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33923.970000 sec): 3 clusters Score: Raw -1756233.266725 + Penalty 4615.737928 = -1751617.528797 nChanged 4661 SP:Iteration 1F (33924.020000 sec): 3 clusters Score: Raw -1758753.869129 + Penalty 4615.737928 = -1754138.131201 nChanged 731 SP:Iteration 2F (33924.080000 sec): 3 clusters Score: Raw -1759102.586304 + Penalty 4615.737928 = -1754486.848376 nChanged 571 SP:Iteration 3F (33924.130000 sec): 3 clusters Score: Raw -1759362.866598 + Penalty 4615.737928 = -1754747.128670 nChanged 461 SP:Iteration 4Q (33924.190000 sec): 3 clusters Score: Raw -1759582.632581 + Penalty 4615.737928 = -1754966.894653 nChanged 439 SP:Iteration 5Q (33924.240000 sec): 3 clusters Score: Raw -1759813.402163 + Penalty 4615.737928 = -1755197.664235 nChanged 445 SP:Iteration 6Q (33924.300000 sec): 3 clusters Score: Raw -1760057.732177 + Penalty 4615.737928 = -1755441.994249 nChanged 439 SP:Iteration 7Q (33924.350000 sec): 3 clusters Score: Raw -1760280.568451 + Penalty 4615.737928 = -1755664.830523 nChanged 401 SP:Iteration 8Q (33924.410000 sec): 3 clusters Score: Raw -1760487.554151 + Penalty 4615.737928 = -1755871.816223 nChanged 422 SP:Iteration 9Q (33924.460000 sec): 3 clusters Score: Raw -1760713.628622 + Penalty 4615.737928 = -1756097.890694 nChanged 407 SP:Iteration 10Q (33924.520000 sec): 3 clusters Score: Raw -1760930.190648 + Penalty 4615.737928 = -1756314.452721 nChanged 414 SP:Iteration 11Q (33924.570000 sec): 3 clusters Score: Raw -1761140.901677 + Penalty 4615.737928 = -1756525.163749 nChanged 384 SP:Iteration 12Q (33924.620000 sec): 3 clusters Score: Raw -1761321.839146 + Penalty 4615.737928 = -1756706.101218 nChanged 317 SP:Iteration 13Q (33924.680000 sec): 3 clusters Score: Raw -1761462.523913 + Penalty 4615.737928 = -1756846.785985 nChanged 291 SP:Iteration 14Q (33924.730000 sec): 3 clusters Score: Raw -1761589.512984 + Penalty 4615.737928 = -1756973.775056 nChanged 277 SP:Iteration 15Q (33924.780000 sec): 3 clusters Score: Raw -1761703.642009 + Penalty 4615.737928 = -1757087.904081 nChanged 228 SP:Iteration 16Q (33924.840000 sec): 3 clusters Score: Raw -1761782.607564 + Penalty 4615.737928 = -1757166.869636 nChanged 197 SP:Iteration 17Q (33924.890000 sec): 3 clusters Score: Raw -1761844.813504 + Penalty 4615.737928 = -1757229.075577 nChanged 173 SP:Iteration 18Q (33924.940000 sec): 3 clusters Score: Raw -1761898.313081 + Penalty 4615.737928 = -1757282.575153 nChanged 157 SP:Iteration 19Q (33925.000000 sec): 3 clusters Score: Raw -1761941.970835 + Penalty 4615.737928 = -1757326.232907 nChanged 131 SP:Iteration 20F (33925.050000 sec): 3 clusters Score: Raw -1761972.441510 + Penalty 4615.737928 = -1757356.703582 nChanged 99 SP:Iteration 21Q (33925.100000 sec): 3 clusters Score: Raw -1761995.310253 + Penalty 4615.737928 = -1757379.572325 nChanged 75 SP:Iteration 22Q (33925.160000 sec): 3 clusters Score: Raw -1762011.094306 + Penalty 4615.737928 = -1757395.356378 nChanged 66 SP:Iteration 23Q (33925.210000 sec): 3 clusters Score: Raw -1762022.235761 + Penalty 4615.737928 = -1757406.497833 nChanged 49 SP:Iteration 24Q (33925.260000 sec): 3 clusters Score: Raw -1762030.951754 + Penalty 4615.737928 = -1757415.213826 nChanged 44 SP:Iteration 25Q (33925.320000 sec): 3 clusters Score: Raw -1762037.629366 + Penalty 4615.737928 = -1757421.891438 nChanged 35 SP:Iteration 26Q (33925.370000 sec): 3 clusters Score: Raw -1762043.460841 + Penalty 4615.737928 = -1757427.722913 nChanged 33 SP:Iteration 27Q (33925.420000 sec): 3 clusters Score: Raw -1762050.358599 + Penalty 4615.737928 = -1757434.620671 nChanged 35 SP:Iteration 28Q (33925.480000 sec): 3 clusters Score: Raw -1762055.970299 + Penalty 4615.737928 = -1757440.232371 nChanged 32 SP:Iteration 29Q (33925.530000 sec): 3 clusters Score: Raw -1762061.673599 + Penalty 4615.737928 = -1757445.935671 nChanged 34 SP:Iteration 30Q (33925.580000 sec): 3 clusters Score: Raw -1762066.432685 + Penalty 4615.737928 = -1757450.694757 nChanged 25 SP:Iteration 31Q (33925.640000 sec): 3 clusters Score: Raw -1762070.380752 + Penalty 4615.737928 = -1757454.642824 nChanged 26 SP:Iteration 32Q (33925.690000 sec): 3 clusters Score: Raw -1762074.407571 + Penalty 4615.737928 = -1757458.669643 nChanged 25 SP:Iteration 33Q (33925.750000 sec): 3 clusters Score: Raw -1762078.850294 + Penalty 4615.737928 = -1757463.112366 nChanged 29 SP:Iteration 34Q (33925.800000 sec): 3 clusters Score: Raw -1762083.332000 + Penalty 4615.737928 = -1757467.594072 nChanged 18 SP:Iteration 35Q (33925.850000 sec): 3 clusters Score: Raw -1762086.779686 + Penalty 4615.737928 = -1757471.041758 nChanged 23 SP:Iteration 36Q (33925.910000 sec): 3 clusters Score: Raw -1762090.945238 + Penalty 4615.737928 = -1757475.207310 nChanged 23 SP:Iteration 37Q (33925.960000 sec): 3 clusters Score: Raw -1762094.841398 + Penalty 4615.737928 = -1757479.103470 nChanged 20 SP:Iteration 38Q (33926.010000 sec): 3 clusters Score: Raw -1762097.727799 + Penalty 4615.737928 = -1757481.989871 nChanged 15 SP:Iteration 39Q (33926.070000 sec): 3 clusters Score: Raw -1762100.775814 + Penalty 4615.737928 = -1757485.037887 nChanged 19 SP:Iteration 40F (33926.120000 sec): 3 clusters Score: Raw -1762102.935318 + Penalty 4615.737928 = -1757487.197390 nChanged 13 SP:Iteration 41Q (33926.180000 sec): 3 clusters Score: Raw -1762104.535953 + Penalty 4615.737928 = -1757488.798025 nChanged 11 SP:Iteration 42Q (33926.230000 sec): 3 clusters Score: Raw -1762105.840708 + Penalty 4615.737928 = -1757490.102780 nChanged 11 SP:Iteration 43Q (33926.280000 sec): 3 clusters Score: Raw -1762107.189240 + Penalty 4615.737928 = -1757491.451312 nChanged 5 SP:Iteration 44Q (33926.340000 sec): 3 clusters Score: Raw -1762107.655673 + Penalty 4615.737928 = -1757491.917745 nChanged 8 SP:Iteration 45Q (33926.390000 sec): 3 clusters Score: Raw -1762109.044232 + Penalty 4615.737928 = -1757493.306304 nChanged 7 SP:Iteration 46Q (33926.440000 sec): 3 clusters Score: Raw -1762110.292299 + Penalty 4615.737928 = -1757494.554371 nChanged 9 SP:Iteration 47Q (33926.500000 sec): 3 clusters Score: Raw -1762111.590649 + Penalty 4615.737928 = -1757495.852721 nChanged 5 SP:Iteration 48Q (33926.550000 sec): 3 clusters Score: Raw -1762112.139725 + Penalty 4615.737928 = -1757496.401797 nChanged 3 SP:Iteration 49Q (33926.600000 sec): 3 clusters Score: Raw -1762112.485114 + Penalty 4615.737928 = -1757496.747186 nChanged 4 SP:Iteration 50Q (33926.660000 sec): 3 clusters Score: Raw -1762113.059842 + Penalty 4615.737928 = -1757497.321914 nChanged 6 SP:Iteration 51Q (33926.710000 sec): 3 clusters Score: Raw -1762114.057866 + Penalty 4615.737928 = -1757498.319938 nChanged 7 SP:Iteration 52Q (33926.770000 sec): 3 clusters Score: Raw -1762115.300332 + Penalty 4615.737928 = -1757499.562404 nChanged 8 SP:Iteration 53Q (33926.820000 sec): 3 clusters Score: Raw -1762116.216126 + Penalty 4615.737928 = -1757500.478198 nChanged 4 SP:Iteration 54Q (33926.870000 sec): 3 clusters Score: Raw -1762116.654552 + Penalty 4615.737928 = -1757500.916624 nChanged 5 SP:Iteration 55Q (33926.930000 sec): 3 clusters Score: Raw -1762117.036593 + Penalty 4615.737928 = -1757501.298665 nChanged 2 SP:Iteration 56Q (33926.980000 sec): 3 clusters Score: Raw -1762117.435525 + Penalty 4615.737928 = -1757501.697597 nChanged 2 SP:Iteration 57Q (33927.030000 sec): 3 clusters Score: Raw -1762117.654814 + Penalty 4615.737928 = -1757501.916886 nChanged 1 SP:Iteration 58Q (33927.090000 sec): 3 clusters Score: Raw -1762117.799853 + Penalty 4615.737928 = -1757502.061925 nChanged 0 SP:Iteration 59F (33927.140000 sec): 3 clusters Score: Raw -1762117.799853 + Penalty 4615.737928 = -1757502.061925 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 22 (1980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33927.160000 sec): 2 clusters Score: Raw -276990.590910 + Penalty 1882.531327 = -275108.059583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33927.170000 sec): 3 clusters Score: Raw -276298.387969 + Penalty 3765.062653 = -272533.325316 nChanged 658 SP:Iteration 1F (33927.180000 sec): 3 clusters Score: Raw -276871.430200 + Penalty 3765.062653 = -273106.367547 nChanged 162 SP:Iteration 2F (33927.190000 sec): 3 clusters Score: Raw -277049.868341 + Penalty 3765.062653 = -273284.805688 nChanged 94 SP:Iteration 3Q (33927.200000 sec): 3 clusters Score: Raw -277176.890403 + Penalty 3765.062653 = -273411.827750 nChanged 82 SP:Iteration 4Q (33927.210000 sec): 3 clusters Score: Raw -277284.683560 + Penalty 3765.062653 = -273519.620907 nChanged 78 SP:Iteration 5Q (33927.220000 sec): 3 clusters Score: Raw -277388.125538 + Penalty 3765.062653 = -273623.062885 nChanged 76 SP:Iteration 6Q (33927.230000 sec): 3 clusters Score: Raw -277484.733656 + Penalty 3765.062653 = -273719.671003 nChanged 57 SP:Iteration 7Q (33927.240000 sec): 3 clusters Score: Raw -277552.725245 + Penalty 3765.062653 = -273787.662591 nChanged 48 SP:Iteration 8Q (33927.250000 sec): 3 clusters Score: Raw -277600.817716 + Penalty 3765.062653 = -273835.755062 nChanged 42 SP:Iteration 9Q (33927.260000 sec): 3 clusters Score: Raw -277649.364058 + Penalty 3765.062653 = -273884.301405 nChanged 42 SP:Iteration 10Q (33927.260000 sec): 3 clusters Score: Raw -277690.180897 + Penalty 3765.062653 = -273925.118244 nChanged 31 SP:Iteration 11Q (33927.280000 sec): 3 clusters Score: Raw -277713.580765 + Penalty 3765.062653 = -273948.518112 nChanged 27 SP:Iteration 12Q (33927.280000 sec): 3 clusters Score: Raw -277738.948976 + Penalty 3765.062653 = -273973.886323 nChanged 23 SP:Iteration 13Q (33927.290000 sec): 3 clusters Score: Raw -277761.544655 + Penalty 3765.062653 = -273996.482002 nChanged 19 SP:Iteration 14Q (33927.300000 sec): 3 clusters Score: Raw -277774.470357 + Penalty 3765.062653 = -274009.407703 nChanged 9 SP:Iteration 15Q (33927.310000 sec): 3 clusters Score: Raw -277783.444214 + Penalty 3765.062653 = -274018.381561 nChanged 9 SP:Iteration 16Q (33927.320000 sec): 3 clusters Score: Raw -277794.452863 + Penalty 3765.062653 = -274029.390210 nChanged 10 SP:Iteration 17Q (33927.330000 sec): 3 clusters Score: Raw -277801.077536 + Penalty 3765.062653 = -274036.014883 nChanged 5 SP:Iteration 18Q (33927.340000 sec): 3 clusters Score: Raw -277803.190136 + Penalty 3765.062653 = -274038.127482 nChanged 5 SP:Iteration 19Q (33927.350000 sec): 3 clusters Score: Raw -277809.836823 + Penalty 3765.062653 = -274044.774169 nChanged 10 SP:Iteration 20F (33927.360000 sec): 3 clusters Score: Raw -277821.338663 + Penalty 3765.062653 = -274056.276009 nChanged 14 SP:Iteration 21Q (33927.370000 sec): 3 clusters Score: Raw -277838.414400 + Penalty 3765.062653 = -274073.351746 nChanged 11 SP:Iteration 22Q (33927.380000 sec): 3 clusters Score: Raw -277855.008414 + Penalty 3765.062653 = -274089.945761 nChanged 18 SP:Iteration 23Q (33927.380000 sec): 3 clusters Score: Raw -277880.610249 + Penalty 3765.062653 = -274115.547595 nChanged 15 SP:Iteration 24Q (33927.400000 sec): 3 clusters Score: Raw -277892.256722 + Penalty 3765.062653 = -274127.194069 nChanged 11 SP:Iteration 25Q (33927.400000 sec): 3 clusters Score: Raw -277901.247944 + Penalty 3765.062653 = -274136.185291 nChanged 7 SP:Iteration 26Q (33927.410000 sec): 3 clusters Score: Raw -277905.684045 + Penalty 3765.062653 = -274140.621392 nChanged 8 SP:Iteration 27Q (33927.420000 sec): 3 clusters Score: Raw -277910.979341 + Penalty 3765.062653 = -274145.916688 nChanged 4 SP:Iteration 28Q (33927.430000 sec): 3 clusters Score: Raw -277914.090618 + Penalty 3765.062653 = -274149.027965 nChanged 2 SP:Iteration 29Q (33927.440000 sec): 3 clusters Score: Raw -277915.770085 + Penalty 3765.062653 = -274150.707432 nChanged 3 SP:Iteration 30Q (33927.450000 sec): 3 clusters Score: Raw -277917.696787 + Penalty 3765.062653 = -274152.634134 nChanged 1 SP:Iteration 31Q (33927.460000 sec): 3 clusters Score: Raw -277918.094557 + Penalty 3765.062653 = -274153.031903 nChanged 0 SP:Iteration 32F (33927.470000 sec): 3 clusters Score: Raw -277918.094557 + Penalty 3765.062653 = -274153.031903 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 23 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33927.470000 sec): 2 clusters Score: Raw -11392.219272 + Penalty 1131.958351 = -10260.260920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33927.480000 sec): 3 clusters Score: Raw -11897.248272 + Penalty 2263.916703 = -9633.331569 nChanged 6 SP:Iteration 1F (33927.480000 sec): 3 clusters Score: Raw -12006.773473 + Penalty 2263.916703 = -9742.856770 nChanged 1 SP:Iteration 2Q (33927.480000 sec): 3 clusters Score: Raw -12017.936002 + Penalty 2263.916703 = -9754.019299 nChanged 0 SP:Iteration 3F (33927.480000 sec): 3 clusters Score: Raw -12017.936002 + Penalty 2263.916703 = -9754.019299 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 24 (246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33927.480000 sec): 2 clusters Score: Raw -29512.884482 + Penalty 1365.322221 = -28147.562261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33927.480000 sec): 3 clusters Score: Raw -29817.281900 + Penalty 2730.644442 = -27086.637458 nChanged 54 SP:Iteration 1F (33927.480000 sec): 3 clusters Score: Raw -30149.036688 + Penalty 2730.644442 = -27418.392246 nChanged 20 SP:Iteration 2F (33927.480000 sec): 3 clusters Score: Raw -30328.183766 + Penalty 2730.644442 = -27597.539324 nChanged 10 SP:Iteration 3Q (33927.490000 sec): 3 clusters Score: Raw -30429.925191 + Penalty 2730.644442 = -27699.280749 nChanged 3 SP:Iteration 4Q (33927.490000 sec): 3 clusters Score: Raw -30443.297543 + Penalty 2730.644442 = -27712.653101 nChanged 1 SP:Iteration 5Q (33927.490000 sec): 3 clusters Score: Raw -30445.043020 + Penalty 2730.644442 = -27714.398578 nChanged 0 SP:Iteration 6F (33927.490000 sec): 3 clusters Score: Raw -30445.043020 + Penalty 2730.644442 = -27714.398578 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 25 (612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33927.500000 sec): 2 clusters Score: Raw -92796.462526 + Penalty 1591.349606 = -91205.112920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33927.500000 sec): 3 clusters Score: Raw -92808.853768 + Penalty 3182.699212 = -89626.154556 nChanged 140 SP:Iteration 1F (33927.500000 sec): 3 clusters Score: Raw -93084.307429 + Penalty 3182.699212 = -89901.608217 nChanged 41 SP:Iteration 2F (33927.510000 sec): 3 clusters Score: Raw -93202.539495 + Penalty 3182.699212 = -90019.840282 nChanged 23 SP:Iteration 3Q (33927.510000 sec): 3 clusters Score: Raw -93272.787838 + Penalty 3182.699212 = -90090.088626 nChanged 21 SP:Iteration 4Q (33927.510000 sec): 3 clusters Score: Raw -93346.663464 + Penalty 3182.699212 = -90163.964252 nChanged 24 SP:Iteration 5Q (33927.520000 sec): 3 clusters Score: Raw -93453.796702 + Penalty 3182.699212 = -90271.097490 nChanged 18 SP:Iteration 6Q (33927.520000 sec): 3 clusters Score: Raw -93523.730927 + Penalty 3182.699212 = -90341.031715 nChanged 10 SP:Iteration 7Q (33927.520000 sec): 3 clusters Score: Raw -93563.862705 + Penalty 3182.699212 = -90381.163493 nChanged 15 SP:Iteration 8Q (33927.520000 sec): 3 clusters Score: Raw -93609.937897 + Penalty 3182.699212 = -90427.238685 nChanged 10 SP:Iteration 9Q (33927.530000 sec): 3 clusters Score: Raw -93647.164205 + Penalty 3182.699212 = -90464.464993 nChanged 9 SP:Iteration 10Q (33927.530000 sec): 3 clusters Score: Raw -93679.480140 + Penalty 3182.699212 = -90496.780928 nChanged 5 SP:Iteration 11Q (33927.530000 sec): 3 clusters Score: Raw -93689.245573 + Penalty 3182.699212 = -90506.546361 nChanged 2 SP:Iteration 12Q (33927.540000 sec): 3 clusters Score: Raw -93691.084109 + Penalty 3182.699212 = -90508.384897 nChanged 1 SP:Iteration 13Q (33927.540000 sec): 3 clusters Score: Raw -93691.798911 + Penalty 3182.699212 = -90509.099699 nChanged 1 SP:Iteration 14Q (33927.540000 sec): 3 clusters Score: Raw -93695.329876 + Penalty 3182.699212 = -90512.630664 nChanged 0 SP:Iteration 15F (33927.540000 sec): 3 clusters Score: Raw -93695.329876 + Penalty 3182.699212 = -90512.630664 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 26 (10928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33927.600000 sec): 2 clusters Score: Raw -1760680.663965 + Penalty 2306.172728 = -1758374.491237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33927.660000 sec): 3 clusters Score: Raw -1754743.428412 + Penalty 4612.345457 = -1750131.082955 nChanged 4534 SP:Iteration 1F (33927.710000 sec): 3 clusters Score: Raw -1757131.632031 + Penalty 4612.345457 = -1752519.286575 nChanged 705 SP:Iteration 2F (33927.760000 sec): 3 clusters Score: Raw -1757465.110986 + Penalty 4612.345457 = -1752852.765530 nChanged 545 SP:Iteration 3Q (33927.820000 sec): 3 clusters Score: Raw -1757715.620840 + Penalty 4612.345457 = -1753103.275384 nChanged 490 SP:Iteration 4Q (33927.870000 sec): 3 clusters Score: Raw -1757952.128003 + Penalty 4612.345457 = -1753339.782546 nChanged 473 SP:Iteration 5Q (33927.930000 sec): 3 clusters Score: Raw -1758199.605495 + Penalty 4612.345457 = -1753587.260039 nChanged 465 SP:Iteration 6Q (33927.980000 sec): 3 clusters Score: Raw -1758469.700609 + Penalty 4612.345457 = -1753857.355152 nChanged 512 SP:Iteration 7Q (33928.040000 sec): 3 clusters Score: Raw -1758730.937797 + Penalty 4612.345457 = -1754118.592340 nChanged 455 SP:Iteration 8Q (33928.090000 sec): 3 clusters Score: Raw -1758990.824193 + Penalty 4612.345457 = -1754378.478736 nChanged 485 SP:Iteration 9Q (33928.140000 sec): 3 clusters Score: Raw -1759276.224678 + Penalty 4612.345457 = -1754663.879221 nChanged 470 SP:Iteration 10Q (33928.200000 sec): 3 clusters Score: Raw -1759586.154466 + Penalty 4612.345457 = -1754973.809010 nChanged 442 SP:Iteration 11Q (33928.250000 sec): 3 clusters Score: Raw -1759907.697290 + Penalty 4612.345457 = -1755295.351833 nChanged 376 SP:Iteration 12Q (33928.310000 sec): 3 clusters Score: Raw -1760205.794431 + Penalty 4612.345457 = -1755593.448975 nChanged 316 SP:Iteration 13Q (33928.360000 sec): 3 clusters Score: Raw -1760462.751445 + Penalty 4612.345457 = -1755850.405988 nChanged 262 SP:Iteration 14Q (33928.410000 sec): 3 clusters Score: Raw -1760655.489834 + Penalty 4612.345457 = -1756043.144377 nChanged 194 SP:Iteration 15Q (33928.460000 sec): 3 clusters Score: Raw -1760793.614394 + Penalty 4612.345457 = -1756181.268937 nChanged 151 SP:Iteration 16Q (33928.520000 sec): 3 clusters Score: Raw -1760884.356445 + Penalty 4612.345457 = -1756272.010989 nChanged 106 SP:Iteration 17Q (33928.560000 sec): 3 clusters Score: Raw -1760945.955244 + Penalty 4612.345457 = -1756333.609787 nChanged 81 SP:Iteration 18Q (33928.610000 sec): 3 clusters Score: Raw -1761010.586032 + Penalty 4612.345457 = -1756398.240576 nChanged 71 SP:Iteration 19Q (33928.660000 sec): 3 clusters Score: Raw -1761079.313820 + Penalty 4612.345457 = -1756466.968364 nChanged 88 SP:Iteration 20F (33928.710000 sec): 3 clusters Score: Raw -1761173.749448 + Penalty 4612.345457 = -1756561.403991 nChanged 90 SP:Iteration 21Q (33928.760000 sec): 3 clusters Score: Raw -1761278.010094 + Penalty 4612.345457 = -1756665.664638 nChanged 90 SP:Iteration 22Q (33928.800000 sec): 3 clusters Score: Raw -1761352.070456 + Penalty 4612.345457 = -1756739.724999 nChanged 69 SP:Iteration 23Q (33928.850000 sec): 3 clusters Score: Raw -1761389.048230 + Penalty 4612.345457 = -1756776.702773 nChanged 44 SP:Iteration 24Q (33928.890000 sec): 3 clusters Score: Raw -1761412.319486 + Penalty 4612.345457 = -1756799.974030 nChanged 31 SP:Iteration 25Q (33928.940000 sec): 3 clusters Score: Raw -1761426.823368 + Penalty 4612.345457 = -1756814.477912 nChanged 28 SP:Iteration 26Q (33928.980000 sec): 3 clusters Score: Raw -1761438.080970 + Penalty 4612.345457 = -1756825.735514 nChanged 17 SP:Iteration 27Q (33929.020000 sec): 3 clusters Score: Raw -1761443.701408 + Penalty 4612.345457 = -1756831.355952 nChanged 9 SP:Iteration 28Q (33929.060000 sec): 3 clusters Score: Raw -1761446.604244 + Penalty 4612.345457 = -1756834.258787 nChanged 8 SP:Iteration 29Q (33929.110000 sec): 3 clusters Score: Raw -1761448.967621 + Penalty 4612.345457 = -1756836.622164 nChanged 7 SP:Iteration 30Q (33929.150000 sec): 3 clusters Score: Raw -1761451.294892 + Penalty 4612.345457 = -1756838.949436 nChanged 5 SP:Iteration 31Q (33929.190000 sec): 3 clusters Score: Raw -1761452.822461 + Penalty 4612.345457 = -1756840.477005 nChanged 2 SP:Iteration 32Q (33929.240000 sec): 3 clusters Score: Raw -1761453.267830 + Penalty 4612.345457 = -1756840.922373 nChanged 0 SP:Iteration 33F (33929.290000 sec): 3 clusters Score: Raw -1761453.267830 + Penalty 4612.345457 = -1756840.922373 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 27 (16010 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33929.370000 sec): 2 clusters Score: Raw -2476719.906152 + Penalty 2400.880264 = -2474319.025888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33929.440000 sec): 3 clusters Score: Raw -2467671.544232 + Penalty 4801.760528 = -2462869.783704 nChanged 6910 SP:Iteration 1F (33929.520000 sec): 3 clusters Score: Raw -2471509.019528 + Penalty 4801.760528 = -2466707.259000 nChanged 1018 SP:Iteration 2F (33929.600000 sec): 3 clusters Score: Raw -2472003.977724 + Penalty 4801.760528 = -2467202.217196 nChanged 848 SP:Iteration 3F (33929.680000 sec): 3 clusters Score: Raw -2472457.996985 + Penalty 4801.760528 = -2467656.236457 nChanged 778 SP:Iteration 4Q (33929.760000 sec): 3 clusters Score: Raw -2472895.129441 + Penalty 4801.760528 = -2468093.368913 nChanged 774 SP:Iteration 5Q (33929.840000 sec): 3 clusters Score: Raw -2473340.776552 + Penalty 4801.760528 = -2468539.016024 nChanged 782 SP:Iteration 6Q (33929.920000 sec): 3 clusters Score: Raw -2473768.594436 + Penalty 4801.760528 = -2468966.833908 nChanged 748 SP:Iteration 7Q (33930.000000 sec): 3 clusters Score: Raw -2474201.176914 + Penalty 4801.760528 = -2469399.416386 nChanged 735 SP:Iteration 8Q (33930.080000 sec): 3 clusters Score: Raw -2474643.924480 + Penalty 4801.760528 = -2469842.163952 nChanged 716 SP:Iteration 9Q (33930.160000 sec): 3 clusters Score: Raw -2475019.492693 + Penalty 4801.760528 = -2470217.732166 nChanged 579 SP:Iteration 10Q (33930.240000 sec): 3 clusters Score: Raw -2475290.299994 + Penalty 4801.760528 = -2470488.539466 nChanged 496 SP:Iteration 11Q (33930.320000 sec): 3 clusters Score: Raw -2475504.927540 + Penalty 4801.760528 = -2470703.167013 nChanged 433 SP:Iteration 12Q (33930.400000 sec): 3 clusters Score: Raw -2475686.064086 + Penalty 4801.760528 = -2470884.303558 nChanged 391 SP:Iteration 13Q (33930.480000 sec): 3 clusters Score: Raw -2475853.053449 + Penalty 4801.760528 = -2471051.292921 nChanged 370 SP:Iteration 14Q (33930.560000 sec): 3 clusters Score: Raw -2476013.545349 + Penalty 4801.760528 = -2471211.784822 nChanged 339 SP:Iteration 15Q (33930.630000 sec): 3 clusters Score: Raw -2476163.157773 + Penalty 4801.760528 = -2471361.397245 nChanged 312 SP:Iteration 16Q (33930.710000 sec): 3 clusters Score: Raw -2476300.412593 + Penalty 4801.760528 = -2471498.652065 nChanged 306 SP:Iteration 17Q (33930.780000 sec): 3 clusters Score: Raw -2476449.236512 + Penalty 4801.760528 = -2471647.475984 nChanged 298 SP:Iteration 18Q (33930.860000 sec): 3 clusters Score: Raw -2476602.961969 + Penalty 4801.760528 = -2471801.201441 nChanged 265 SP:Iteration 19Q (33930.940000 sec): 3 clusters Score: Raw -2476736.512387 + Penalty 4801.760528 = -2471934.751859 nChanged 221 SP:Iteration 20F (33931.010000 sec): 3 clusters Score: Raw -2476836.334901 + Penalty 4801.760528 = -2472034.574373 nChanged 175 SP:Iteration 21Q (33931.080000 sec): 3 clusters Score: Raw -2476910.209660 + Penalty 4801.760528 = -2472108.449132 nChanged 155 SP:Iteration 22Q (33931.160000 sec): 3 clusters Score: Raw -2476976.247326 + Penalty 4801.760528 = -2472174.486798 nChanged 142 SP:Iteration 23Q (33931.230000 sec): 3 clusters Score: Raw -2477039.297973 + Penalty 4801.760528 = -2472237.537446 nChanged 126 SP:Iteration 24Q (33931.300000 sec): 3 clusters Score: Raw -2477089.703413 + Penalty 4801.760528 = -2472287.942885 nChanged 103 SP:Iteration 25Q (33931.370000 sec): 3 clusters Score: Raw -2477126.479310 + Penalty 4801.760528 = -2472324.718782 nChanged 83 SP:Iteration 26Q (33931.440000 sec): 3 clusters Score: Raw -2477157.872585 + Penalty 4801.760528 = -2472356.112057 nChanged 70 SP:Iteration 27Q (33931.500000 sec): 3 clusters Score: Raw -2477181.553675 + Penalty 4801.760528 = -2472379.793148 nChanged 53 SP:Iteration 28Q (33931.570000 sec): 3 clusters Score: Raw -2477199.867186 + Penalty 4801.760528 = -2472398.106658 nChanged 53 SP:Iteration 29Q (33931.640000 sec): 3 clusters Score: Raw -2477219.494900 + Penalty 4801.760528 = -2472417.734372 nChanged 38 SP:Iteration 30Q (33931.710000 sec): 3 clusters Score: Raw -2477233.765625 + Penalty 4801.760528 = -2472432.005097 nChanged 39 SP:Iteration 31Q (33931.780000 sec): 3 clusters Score: Raw -2477245.800130 + Penalty 4801.760528 = -2472444.039603 nChanged 25 SP:Iteration 32Q (33931.840000 sec): 3 clusters Score: Raw -2477254.980703 + Penalty 4801.760528 = -2472453.220175 nChanged 24 SP:Iteration 33Q (33931.910000 sec): 3 clusters Score: Raw -2477264.329520 + Penalty 4801.760528 = -2472462.568992 nChanged 23 SP:Iteration 34Q (33931.980000 sec): 3 clusters Score: Raw -2477273.183126 + Penalty 4801.760528 = -2472471.422598 nChanged 18 SP:Iteration 35Q (33932.040000 sec): 3 clusters Score: Raw -2477278.211628 + Penalty 4801.760528 = -2472476.451100 nChanged 15 SP:Iteration 36Q (33932.110000 sec): 3 clusters Score: Raw -2477284.336450 + Penalty 4801.760528 = -2472482.575922 nChanged 27 SP:Iteration 37Q (33932.180000 sec): 3 clusters Score: Raw -2477293.151803 + Penalty 4801.760528 = -2472491.391275 nChanged 14 SP:Iteration 38Q (33932.240000 sec): 3 clusters Score: Raw -2477297.752658 + Penalty 4801.760528 = -2472495.992130 nChanged 10 SP:Iteration 39Q (33932.310000 sec): 3 clusters Score: Raw -2477300.430316 + Penalty 4801.760528 = -2472498.669789 nChanged 8 SP:Iteration 40F (33932.390000 sec): 3 clusters Score: Raw -2477302.773418 + Penalty 4801.760528 = -2472501.012891 nChanged 4 SP:Iteration 41Q (33932.460000 sec): 3 clusters Score: Raw -2477303.804411 + Penalty 4801.760528 = -2472502.043884 nChanged 1 SP:Iteration 42Q (33932.520000 sec): 3 clusters Score: Raw -2477304.045306 + Penalty 4801.760528 = -2472502.284778 nChanged 0 SP:Iteration 43F (33932.600000 sec): 3 clusters Score: Raw -2477304.045306 + Penalty 4801.760528 = -2472502.284778 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 28 (399081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33934.470000 sec): 2 clusters Score: Raw -64207680.023412 + Penalty 3198.436081 = -64204481.587331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33936.550000 sec): 3 clusters Score: Raw -63941730.051567 + Penalty 6396.872163 = -63935333.179404 nChanged 194148 SP:Iteration 1F (33938.630000 sec): 3 clusters Score: Raw -64059475.973869 + Penalty 6396.872163 = -64053079.101707 nChanged 13508 SP:Iteration 2Q (33940.740000 sec): 3 clusters Score: Raw -64063697.031178 + Penalty 6396.872163 = -64057300.159016 nChanged 17829 SP:Iteration 3Q (33942.850000 sec): 3 clusters Score: Raw -64071262.179001 + Penalty 6396.872163 = -64064865.306839 nChanged 23718 SP:Iteration 4F (33944.910000 sec): 3 clusters Score: Raw -64084710.502489 + Penalty 6396.872163 = -64078313.630326 nChanged 30541 SP:Iteration 5F (33946.990000 sec): 3 clusters Score: Raw -64106823.466382 + Penalty 6396.872163 = -64100426.594220 nChanged 35020 SP:Iteration 6F (33949.040000 sec): 3 clusters Score: Raw -64137031.617810 + Penalty 6396.872163 = -64130634.745647 nChanged 32789 SP:Iteration 7F (33951.090000 sec): 3 clusters Score: Raw -64168016.460980 + Penalty 6396.872163 = -64161619.588817 nChanged 23370 SP:Iteration 8F (33953.130000 sec): 3 clusters Score: Raw -64190629.375962 + Penalty 6396.872163 = -64184232.503799 nChanged 11955 SP:Iteration 9Q (33955.110000 sec): 3 clusters Score: Raw -64201876.051954 + Penalty 6396.872163 = -64195479.179792 nChanged 4672 SP:Iteration 10Q (33956.910000 sec): 3 clusters Score: Raw -64206117.070516 + Penalty 6396.872163 = -64199720.198354 nChanged 1349 SP:Iteration 11Q (33958.510000 sec): 3 clusters Score: Raw -64207372.526089 + Penalty 6396.872163 = -64200975.653927 nChanged 332 SP:Iteration 12Q (33960.000000 sec): 3 clusters Score: Raw -64207737.417763 + Penalty 6396.872163 = -64201340.545600 nChanged 100 SP:Iteration 13Q (33961.450000 sec): 3 clusters Score: Raw -64207858.037342 + Penalty 6396.872163 = -64201461.165180 nChanged 45 SP:Iteration 14Q (33962.900000 sec): 3 clusters Score: Raw -64207913.004359 + Penalty 6396.872163 = -64201516.132196 nChanged 15 SP:Iteration 15Q (33964.340000 sec): 3 clusters Score: Raw -64207929.519599 + Penalty 6396.872163 = -64201532.647436 nChanged 15 SP:Iteration 16Q (33965.770000 sec): 3 clusters Score: Raw -64207947.821677 + Penalty 6396.872163 = -64201550.949515 nChanged 9 SP:Iteration 17Q (33967.210000 sec): 3 clusters Score: Raw -64207958.283803 + Penalty 6396.872163 = -64201561.411640 nChanged 5 SP:Iteration 18Q (33968.650000 sec): 3 clusters Score: Raw -64207965.141062 + Penalty 6396.872163 = -64201568.268900 nChanged 7 SP:Iteration 19Q (33970.080000 sec): 3 clusters Score: Raw -64207971.711374 + Penalty 6396.872163 = -64201574.839212 nChanged 3 SP:Iteration 20F (33972.120000 sec): 3 clusters Score: Raw -64207975.711417 + Penalty 6396.872163 = -64201578.839254 nChanged 7 SP:Iteration 21Q (33973.560000 sec): 3 clusters Score: Raw -64207985.567454 + Penalty 6396.872163 = -64201588.695291 nChanged 7 SP:Iteration 22Q (33975.000000 sec): 3 clusters Score: Raw -64207994.087333 + Penalty 6396.872163 = -64201597.215170 nChanged 7 SP:Iteration 23Q (33976.430000 sec): 3 clusters Score: Raw -64208006.085492 + Penalty 6396.872163 = -64201609.213329 nChanged 8 SP:Iteration 24Q (33977.860000 sec): 3 clusters Score: Raw -64208016.501432 + Penalty 6396.872163 = -64201619.629269 nChanged 5 SP:Iteration 25Q (33979.300000 sec): 3 clusters Score: Raw -64208021.184296 + Penalty 6396.872163 = -64201624.312133 nChanged 4 SP:Iteration 26Q (33980.730000 sec): 3 clusters Score: Raw -64208026.332806 + Penalty 6396.872163 = -64201629.460644 nChanged 1 SP:Iteration 27Q (33982.160000 sec): 3 clusters Score: Raw -64208028.471936 + Penalty 6396.872163 = -64201631.599773 nChanged 3 SP:Iteration 28Q (33983.590000 sec): 3 clusters Score: Raw -64208032.188258 + Penalty 6396.872163 = -64201635.316095 nChanged 2 SP:Iteration 29Q (33985.020000 sec): 3 clusters Score: Raw -64208034.492800 + Penalty 6396.872163 = -64201637.620637 nChanged 0 SP:Iteration 30F (33987.050000 sec): 3 clusters Score: Raw -64208034.492800 + Penalty 6396.872163 = -64201637.620637 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 29 (55159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33987.500000 sec): 2 clusters Score: Raw -8881826.054344 + Penalty 2707.657850 = -8879118.396494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33987.790000 sec): 3 clusters Score: Raw -8847565.458925 + Penalty 5415.315701 = -8842150.143224 nChanged 25365 SP:Iteration 1F (33988.080000 sec): 3 clusters Score: Raw -8862096.492157 + Penalty 5415.315701 = -8856681.176456 nChanged 2878 SP:Iteration 2F (33988.360000 sec): 3 clusters Score: Raw -8863314.723332 + Penalty 5415.315701 = -8857899.407632 nChanged 3209 SP:Iteration 3F (33988.650000 sec): 3 clusters Score: Raw -8865018.468888 + Penalty 5415.315701 = -8859603.153187 nChanged 3767 SP:Iteration 4F (33988.930000 sec): 3 clusters Score: Raw -8867571.733235 + Penalty 5415.315701 = -8862156.417535 nChanged 4264 SP:Iteration 5F (33989.220000 sec): 3 clusters Score: Raw -8871037.532488 + Penalty 5415.315701 = -8865622.216787 nChanged 4101 SP:Iteration 6F (33989.500000 sec): 3 clusters Score: Raw -8874808.171841 + Penalty 5415.315701 = -8869392.856141 nChanged 3190 SP:Iteration 7F (33989.790000 sec): 3 clusters Score: Raw -8877887.129052 + Penalty 5415.315701 = -8872471.813351 nChanged 1976 SP:Iteration 8Q (33990.060000 sec): 3 clusters Score: Raw -8879968.436622 + Penalty 5415.315701 = -8874553.120921 nChanged 1168 SP:Iteration 9Q (33990.300000 sec): 3 clusters Score: Raw -8881286.365995 + Penalty 5415.315701 = -8875871.050294 nChanged 776 SP:Iteration 10Q (33990.530000 sec): 3 clusters Score: Raw -8882033.915672 + Penalty 5415.315701 = -8876618.599972 nChanged 558 SP:Iteration 11Q (33990.750000 sec): 3 clusters Score: Raw -8882473.583825 + Penalty 5415.315701 = -8877058.268124 nChanged 411 SP:Iteration 12Q (33990.970000 sec): 3 clusters Score: Raw -8882753.540042 + Penalty 5415.315701 = -8877338.224341 nChanged 310 SP:Iteration 13Q (33991.180000 sec): 3 clusters Score: Raw -8882900.148432 + Penalty 5415.315701 = -8877484.832731 nChanged 232 SP:Iteration 14Q (33991.400000 sec): 3 clusters Score: Raw -8882995.415195 + Penalty 5415.315701 = -8877580.099495 nChanged 175 SP:Iteration 15Q (33991.610000 sec): 3 clusters Score: Raw -8883062.823277 + Penalty 5415.315701 = -8877647.507576 nChanged 155 SP:Iteration 16Q (33991.820000 sec): 3 clusters Score: Raw -8883120.121929 + Penalty 5415.315701 = -8877704.806229 nChanged 126 SP:Iteration 17Q (33992.030000 sec): 3 clusters Score: Raw -8883164.773808 + Penalty 5415.315701 = -8877749.458107 nChanged 113 SP:Iteration 18Q (33992.240000 sec): 3 clusters Score: Raw -8883199.307730 + Penalty 5415.315701 = -8877783.992029 nChanged 103 SP:Iteration 19Q (33992.450000 sec): 3 clusters Score: Raw -8883236.013768 + Penalty 5415.315701 = -8877820.698067 nChanged 126 SP:Iteration 20F (33992.730000 sec): 3 clusters Score: Raw -8883289.741517 + Penalty 5415.315701 = -8877874.425817 nChanged 135 SP:Iteration 21Q (33992.940000 sec): 3 clusters Score: Raw -8883361.457437 + Penalty 5415.315701 = -8877946.141737 nChanged 151 SP:Iteration 22Q (33993.160000 sec): 3 clusters Score: Raw -8883428.822696 + Penalty 5415.315701 = -8878013.506995 nChanged 150 SP:Iteration 23Q (33993.360000 sec): 3 clusters Score: Raw -8883501.580339 + Penalty 5415.315701 = -8878086.264638 nChanged 165 SP:Iteration 24Q (33993.570000 sec): 3 clusters Score: Raw -8883573.123781 + Penalty 5415.315701 = -8878157.808080 nChanged 156 SP:Iteration 25Q (33993.780000 sec): 3 clusters Score: Raw -8883626.818431 + Penalty 5415.315701 = -8878211.502730 nChanged 120 SP:Iteration 26Q (33993.990000 sec): 3 clusters Score: Raw -8883666.665323 + Penalty 5415.315701 = -8878251.349622 nChanged 105 SP:Iteration 27Q (33994.200000 sec): 3 clusters Score: Raw -8883697.982414 + Penalty 5415.315701 = -8878282.666713 nChanged 97 SP:Iteration 28Q (33994.420000 sec): 3 clusters Score: Raw -8883720.915354 + Penalty 5415.315701 = -8878305.599653 nChanged 75 SP:Iteration 29Q (33994.620000 sec): 3 clusters Score: Raw -8883739.150149 + Penalty 5415.315701 = -8878323.834449 nChanged 62 SP:Iteration 30Q (33994.840000 sec): 3 clusters Score: Raw -8883755.192324 + Penalty 5415.315701 = -8878339.876624 nChanged 64 SP:Iteration 31Q (33995.040000 sec): 3 clusters Score: Raw -8883770.633491 + Penalty 5415.315701 = -8878355.317790 nChanged 51 SP:Iteration 32Q (33995.250000 sec): 3 clusters Score: Raw -8883780.966646 + Penalty 5415.315701 = -8878365.650946 nChanged 41 SP:Iteration 33Q (33995.460000 sec): 3 clusters Score: Raw -8883789.176900 + Penalty 5415.315701 = -8878373.861199 nChanged 47 SP:Iteration 34Q (33995.670000 sec): 3 clusters Score: Raw -8883796.874991 + Penalty 5415.315701 = -8878381.559290 nChanged 34 SP:Iteration 35Q (33995.880000 sec): 3 clusters Score: Raw -8883802.076977 + Penalty 5415.315701 = -8878386.761276 nChanged 31 SP:Iteration 36Q (33996.090000 sec): 3 clusters Score: Raw -8883808.196710 + Penalty 5415.315701 = -8878392.881010 nChanged 35 SP:Iteration 37Q (33996.300000 sec): 3 clusters Score: Raw -8883813.989207 + Penalty 5415.315701 = -8878398.673507 nChanged 31 SP:Iteration 38Q (33996.510000 sec): 3 clusters Score: Raw -8883818.890850 + Penalty 5415.315701 = -8878403.575149 nChanged 32 SP:Iteration 39Q (33996.720000 sec): 3 clusters Score: Raw -8883824.406341 + Penalty 5415.315701 = -8878409.090641 nChanged 26 SP:Iteration 40F (33997.000000 sec): 3 clusters Score: Raw -8883831.637346 + Penalty 5415.315701 = -8878416.321645 nChanged 23 SP:Iteration 41Q (33997.220000 sec): 3 clusters Score: Raw -8883835.648876 + Penalty 5415.315701 = -8878420.333175 nChanged 33 SP:Iteration 42Q (33997.430000 sec): 3 clusters Score: Raw -8883842.919419 + Penalty 5415.315701 = -8878427.603719 nChanged 35 SP:Iteration 43Q (33997.650000 sec): 3 clusters Score: Raw -8883850.240185 + Penalty 5415.315701 = -8878434.924484 nChanged 38 SP:Iteration 44Q (33997.860000 sec): 3 clusters Score: Raw -8883858.956639 + Penalty 5415.315701 = -8878443.640939 nChanged 44 SP:Iteration 45Q (33998.080000 sec): 3 clusters Score: Raw -8883868.471872 + Penalty 5415.315701 = -8878453.156172 nChanged 49 SP:Iteration 46Q (33998.290000 sec): 3 clusters Score: Raw -8883878.270360 + Penalty 5415.315701 = -8878462.954660 nChanged 54 SP:Iteration 47Q (33998.500000 sec): 3 clusters Score: Raw -8883889.494717 + Penalty 5415.315701 = -8878474.179016 nChanged 56 SP:Iteration 48Q (33998.720000 sec): 3 clusters Score: Raw -8883900.600776 + Penalty 5415.315701 = -8878485.285076 nChanged 49 SP:Iteration 49Q (33998.930000 sec): 3 clusters Score: Raw -8883909.392908 + Penalty 5415.315701 = -8878494.077207 nChanged 47 SP:Iteration 50Q (33999.150000 sec): 3 clusters Score: Raw -8883916.876876 + Penalty 5415.315701 = -8878501.561175 nChanged 32 SP:Iteration 51Q (33999.360000 sec): 3 clusters Score: Raw -8883922.227101 + Penalty 5415.315701 = -8878506.911400 nChanged 30 SP:Iteration 52Q (33999.570000 sec): 3 clusters Score: Raw -8883927.001225 + Penalty 5415.315701 = -8878511.685525 nChanged 26 SP:Iteration 53Q (33999.780000 sec): 3 clusters Score: Raw -8883930.406605 + Penalty 5415.315701 = -8878515.090905 nChanged 21 SP:Iteration 54Q (34000.000000 sec): 3 clusters Score: Raw -8883933.180889 + Penalty 5415.315701 = -8878517.865188 nChanged 19 SP:Iteration 55Q (34000.210000 sec): 3 clusters Score: Raw -8883936.175943 + Penalty 5415.315701 = -8878520.860243 nChanged 19 SP:Iteration 56Q (34000.420000 sec): 3 clusters Score: Raw -8883938.427553 + Penalty 5415.315701 = -8878523.111852 nChanged 14 SP:Iteration 57Q (34000.640000 sec): 3 clusters Score: Raw -8883939.475942 + Penalty 5415.315701 = -8878524.160242 nChanged 10 SP:Iteration 58Q (34000.860000 sec): 3 clusters Score: Raw -8883940.642864 + Penalty 5415.315701 = -8878525.327164 nChanged 11 SP:Iteration 59Q (34001.070000 sec): 3 clusters Score: Raw -8883942.282609 + Penalty 5415.315701 = -8878526.966909 nChanged 10 SP:Iteration 60F (34001.350000 sec): 3 clusters Score: Raw -8883943.432765 + Penalty 5415.315701 = -8878528.117065 nChanged 10 SP:Iteration 61Q (34001.570000 sec): 3 clusters Score: Raw -8883944.745597 + Penalty 5415.315701 = -8878529.429897 nChanged 14 SP:Iteration 62Q (34001.790000 sec): 3 clusters Score: Raw -8883946.516965 + Penalty 5415.315701 = -8878531.201265 nChanged 12 SP:Iteration 63Q (34002.010000 sec): 3 clusters Score: Raw -8883947.871799 + Penalty 5415.315701 = -8878532.556098 nChanged 6 SP:Iteration 64Q (34002.230000 sec): 3 clusters Score: Raw -8883948.513781 + Penalty 5415.315701 = -8878533.198080 nChanged 6 SP:Iteration 65Q (34002.450000 sec): 3 clusters Score: Raw -8883949.156006 + Penalty 5415.315701 = -8878533.840306 nChanged 11 SP:Iteration 66Q (34002.670000 sec): 3 clusters Score: Raw -8883950.069895 + Penalty 5415.315701 = -8878534.754194 nChanged 8 SP:Iteration 67Q (34002.880000 sec): 3 clusters Score: Raw -8883950.720581 + Penalty 5415.315701 = -8878535.404881 nChanged 3 SP:Iteration 68Q (34003.100000 sec): 3 clusters Score: Raw -8883951.004194 + Penalty 5415.315701 = -8878535.688494 nChanged 5 SP:Iteration 69Q (34003.320000 sec): 3 clusters Score: Raw -8883951.571668 + Penalty 5415.315701 = -8878536.255968 nChanged 9 SP:Iteration 70Q (34003.540000 sec): 3 clusters Score: Raw -8883953.061690 + Penalty 5415.315701 = -8878537.745990 nChanged 21 SP:Iteration 71Q (34003.750000 sec): 3 clusters Score: Raw -8883956.081704 + Penalty 5415.315701 = -8878540.766003 nChanged 26 SP:Iteration 72Q (34003.970000 sec): 3 clusters Score: Raw -8883959.324845 + Penalty 5415.315701 = -8878544.009145 nChanged 20 SP:Iteration 73Q (34004.190000 sec): 3 clusters Score: Raw -8883962.297775 + Penalty 5415.315701 = -8878546.982075 nChanged 24 SP:Iteration 74Q (34004.410000 sec): 3 clusters Score: Raw -8883965.668749 + Penalty 5415.315701 = -8878550.353048 nChanged 29 SP:Iteration 75Q (34004.630000 sec): 3 clusters Score: Raw -8883968.866266 + Penalty 5415.315701 = -8878553.550566 nChanged 14 SP:Iteration 76Q (34004.850000 sec): 3 clusters Score: Raw -8883970.307336 + Penalty 5415.315701 = -8878554.991636 nChanged 18 SP:Iteration 77Q (34005.060000 sec): 3 clusters Score: Raw -8883972.425164 + Penalty 5415.315701 = -8878557.109463 nChanged 14 SP:Iteration 78Q (34005.280000 sec): 3 clusters Score: Raw -8883973.637806 + Penalty 5415.315701 = -8878558.322106 nChanged 10 SP:Iteration 79Q (34005.500000 sec): 3 clusters Score: Raw -8883974.794218 + Penalty 5415.315701 = -8878559.478517 nChanged 10 SP:Iteration 80F (34005.780000 sec): 3 clusters Score: Raw -8883975.798321 + Penalty 5415.315701 = -8878560.482621 nChanged 7 SP:Iteration 81Q (34006.000000 sec): 3 clusters Score: Raw -8883976.530048 + Penalty 5415.315701 = -8878561.214347 nChanged 8 SP:Iteration 82Q (34006.220000 sec): 3 clusters Score: Raw -8883977.303545 + Penalty 5415.315701 = -8878561.987845 nChanged 11 SP:Iteration 83Q (34006.430000 sec): 3 clusters Score: Raw -8883978.410154 + Penalty 5415.315701 = -8878563.094453 nChanged 11 SP:Iteration 84Q (34006.650000 sec): 3 clusters Score: Raw -8883979.325101 + Penalty 5415.315701 = -8878564.009401 nChanged 7 SP:Iteration 85Q (34006.870000 sec): 3 clusters Score: Raw -8883980.538940 + Penalty 5415.315701 = -8878565.223239 nChanged 14 SP:Iteration 86Q (34007.090000 sec): 3 clusters Score: Raw -8883982.169003 + Penalty 5415.315701 = -8878566.853302 nChanged 14 SP:Iteration 87Q (34007.310000 sec): 3 clusters Score: Raw -8883983.391633 + Penalty 5415.315701 = -8878568.075933 nChanged 12 SP:Iteration 88Q (34007.530000 sec): 3 clusters Score: Raw -8883984.751136 + Penalty 5415.315701 = -8878569.435436 nChanged 8 SP:Iteration 89Q (34007.750000 sec): 3 clusters Score: Raw -8883985.551551 + Penalty 5415.315701 = -8878570.235850 nChanged 5 SP:Iteration 90Q (34007.960000 sec): 3 clusters Score: Raw -8883986.000158 + Penalty 5415.315701 = -8878570.684457 nChanged 6 SP:Iteration 91Q (34008.180000 sec): 3 clusters Score: Raw -8883986.614490 + Penalty 5415.315701 = -8878571.298790 nChanged 7 SP:Iteration 92Q (34008.400000 sec): 3 clusters Score: Raw -8883987.314178 + Penalty 5415.315701 = -8878571.998478 nChanged 9 SP:Iteration 93Q (34008.610000 sec): 3 clusters Score: Raw -8883988.178044 + Penalty 5415.315701 = -8878572.862343 nChanged 8 SP:Iteration 94Q (34008.830000 sec): 3 clusters Score: Raw -8883988.888264 + Penalty 5415.315701 = -8878573.572563 nChanged 3 SP:Iteration 95Q (34009.040000 sec): 3 clusters Score: Raw -8883989.057686 + Penalty 5415.315701 = -8878573.741986 nChanged 3 SP:Iteration 96Q (34009.260000 sec): 3 clusters Score: Raw -8883989.366976 + Penalty 5415.315701 = -8878574.051275 nChanged 4 SP:Iteration 97Q (34009.470000 sec): 3 clusters Score: Raw -8883989.777705 + Penalty 5415.315701 = -8878574.462004 nChanged 9 SP:Iteration 98Q (34009.690000 sec): 3 clusters Score: Raw -8883990.678232 + Penalty 5415.315701 = -8878575.362531 nChanged 5 SP:Iteration 99Q (34009.900000 sec): 3 clusters Score: Raw -8883991.223053 + Penalty 5415.315701 = -8878575.907352 nChanged 4 SP:Iteration 100F (34010.190000 sec): 3 clusters Score: Raw -8883991.847424 + Penalty 5415.315701 = -8878576.531723 nChanged 5 SP:Iteration 101Q (34010.400000 sec): 3 clusters Score: Raw -8883992.645278 + Penalty 5415.315701 = -8878577.329577 nChanged 12 SP:Iteration 102Q (34010.620000 sec): 3 clusters Score: Raw -8883993.769430 + Penalty 5415.315701 = -8878578.453729 nChanged 9 SP:Iteration 103Q (34010.830000 sec): 3 clusters Score: Raw -8883994.897359 + Penalty 5415.315701 = -8878579.581659 nChanged 9 SP:Iteration 104Q (34011.050000 sec): 3 clusters Score: Raw -8883995.590825 + Penalty 5415.315701 = -8878580.275124 nChanged 4 SP:Iteration 105Q (34011.270000 sec): 3 clusters Score: Raw -8883995.927931 + Penalty 5415.315701 = -8878580.612231 nChanged 2 SP:Iteration 106Q (34011.480000 sec): 3 clusters Score: Raw -8883996.119202 + Penalty 5415.315701 = -8878580.803501 nChanged 0 SP:Iteration 107F (34011.770000 sec): 3 clusters Score: Raw -8883996.119202 + Penalty 5415.315701 = -8878580.803501 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 30 (14430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34011.850000 sec): 2 clusters Score: Raw -2326903.792129 + Penalty 2375.112034 = -2324528.680096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34011.930000 sec): 3 clusters Score: Raw -2318743.256912 + Penalty 4750.224067 = -2313993.032844 nChanged 6197 SP:Iteration 1F (34012.000000 sec): 3 clusters Score: Raw -2322073.999904 + Penalty 4750.224067 = -2317323.775837 nChanged 853 SP:Iteration 2F (34012.070000 sec): 3 clusters Score: Raw -2322433.654425 + Penalty 4750.224067 = -2317683.430358 nChanged 667 SP:Iteration 3Q (34012.140000 sec): 3 clusters Score: Raw -2322693.212391 + Penalty 4750.224067 = -2317942.988323 nChanged 569 SP:Iteration 4Q (34012.210000 sec): 3 clusters Score: Raw -2322937.536068 + Penalty 4750.224067 = -2318187.312001 nChanged 532 SP:Iteration 5Q (34012.290000 sec): 3 clusters Score: Raw -2323181.005674 + Penalty 4750.224067 = -2318430.781607 nChanged 549 SP:Iteration 6Q (34012.360000 sec): 3 clusters Score: Raw -2323470.338771 + Penalty 4750.224067 = -2318720.114704 nChanged 616 SP:Iteration 7Q (34012.430000 sec): 3 clusters Score: Raw -2323856.421971 + Penalty 4750.224067 = -2319106.197904 nChanged 698 SP:Iteration 8Q (34012.500000 sec): 3 clusters Score: Raw -2324391.020695 + Penalty 4750.224067 = -2319640.796628 nChanged 769 SP:Iteration 9F (34012.570000 sec): 3 clusters Score: Raw -2325052.244836 + Penalty 4750.224067 = -2320302.020768 nChanged 813 SP:Iteration 10F (34012.650000 sec): 3 clusters Score: Raw -2325749.029369 + Penalty 4750.224067 = -2320998.805301 nChanged 794 SP:Iteration 11F (34012.720000 sec): 3 clusters Score: Raw -2326339.830399 + Penalty 4750.224067 = -2321589.606332 nChanged 644 SP:Iteration 12Q (34012.790000 sec): 3 clusters Score: Raw -2326714.577049 + Penalty 4750.224067 = -2321964.352981 nChanged 550 SP:Iteration 13Q (34012.850000 sec): 3 clusters Score: Raw -2327067.794923 + Penalty 4750.224067 = -2322317.570855 nChanged 523 SP:Iteration 14Q (34012.920000 sec): 3 clusters Score: Raw -2327463.956499 + Penalty 4750.224067 = -2322713.732431 nChanged 468 SP:Iteration 15Q (34012.990000 sec): 3 clusters Score: Raw -2327899.054307 + Penalty 4750.224067 = -2323148.830239 nChanged 402 SP:Iteration 16Q (34013.050000 sec): 3 clusters Score: Raw -2328355.539365 + Penalty 4750.224067 = -2323605.315298 nChanged 331 SP:Iteration 17Q (34013.120000 sec): 3 clusters Score: Raw -2328692.725855 + Penalty 4750.224067 = -2323942.501787 nChanged 217 SP:Iteration 18Q (34013.180000 sec): 3 clusters Score: Raw -2328856.992623 + Penalty 4750.224067 = -2324106.768555 nChanged 147 SP:Iteration 19Q (34013.240000 sec): 3 clusters Score: Raw -2328927.501773 + Penalty 4750.224067 = -2324177.277705 nChanged 97 SP:Iteration 20F (34013.320000 sec): 3 clusters Score: Raw -2328963.730464 + Penalty 4750.224067 = -2324213.506397 nChanged 67 SP:Iteration 21Q (34013.380000 sec): 3 clusters Score: Raw -2328983.560671 + Penalty 4750.224067 = -2324233.336604 nChanged 49 SP:Iteration 22Q (34013.430000 sec): 3 clusters Score: Raw -2328999.181351 + Penalty 4750.224067 = -2324248.957284 nChanged 30 SP:Iteration 23Q (34013.490000 sec): 3 clusters Score: Raw -2329008.302829 + Penalty 4750.224067 = -2324258.078762 nChanged 24 SP:Iteration 24Q (34013.550000 sec): 3 clusters Score: Raw -2329014.114472 + Penalty 4750.224067 = -2324263.890405 nChanged 20 SP:Iteration 25Q (34013.600000 sec): 3 clusters Score: Raw -2329018.494183 + Penalty 4750.224067 = -2324268.270116 nChanged 17 SP:Iteration 26Q (34013.660000 sec): 3 clusters Score: Raw -2329021.862382 + Penalty 4750.224067 = -2324271.638315 nChanged 13 SP:Iteration 27Q (34013.720000 sec): 3 clusters Score: Raw -2329024.565971 + Penalty 4750.224067 = -2324274.341903 nChanged 12 SP:Iteration 28Q (34013.770000 sec): 3 clusters Score: Raw -2329026.940465 + Penalty 4750.224067 = -2324276.716398 nChanged 12 SP:Iteration 29Q (34013.830000 sec): 3 clusters Score: Raw -2329029.149828 + Penalty 4750.224067 = -2324278.925760 nChanged 7 SP:Iteration 30Q (34013.890000 sec): 3 clusters Score: Raw -2329030.295954 + Penalty 4750.224067 = -2324280.071886 nChanged 8 SP:Iteration 31Q (34013.940000 sec): 3 clusters Score: Raw -2329031.712053 + Penalty 4750.224067 = -2324281.487985 nChanged 5 SP:Iteration 32Q (34014.000000 sec): 3 clusters Score: Raw -2329032.398453 + Penalty 4750.224067 = -2324282.174386 nChanged 2 SP:Iteration 33Q (34014.060000 sec): 3 clusters Score: Raw -2329032.676846 + Penalty 4750.224067 = -2324282.452778 nChanged 3 SP:Iteration 34Q (34014.110000 sec): 3 clusters Score: Raw -2329032.918310 + Penalty 4750.224067 = -2324282.694242 nChanged 0 SP:Iteration 35F (34014.180000 sec): 3 clusters Score: Raw -2329032.918310 + Penalty 4750.224067 = -2324282.694242 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 31 (537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34014.200000 sec): 2 clusters Score: Raw -81399.301480 + Penalty 1558.927527 = -79840.373953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34014.200000 sec): 3 clusters Score: Raw -81413.468940 + Penalty 3117.855055 = -78295.613885 nChanged 88 SP:Iteration 1F (34014.200000 sec): 3 clusters Score: Raw -81563.746678 + Penalty 3117.855055 = -78445.891623 nChanged 24 SP:Iteration 2Q (34014.200000 sec): 3 clusters Score: Raw -81612.673585 + Penalty 3117.855055 = -78494.818530 nChanged 15 SP:Iteration 3Q (34014.210000 sec): 3 clusters Score: Raw -81651.811935 + Penalty 3117.855055 = -78533.956880 nChanged 10 SP:Iteration 4Q (34014.210000 sec): 3 clusters Score: Raw -81672.816303 + Penalty 3117.855055 = -78554.961248 nChanged 4 SP:Iteration 5Q (34014.210000 sec): 3 clusters Score: Raw -81680.058554 + Penalty 3117.855055 = -78562.203499 nChanged 2 SP:Iteration 6Q (34014.220000 sec): 3 clusters Score: Raw -81683.972558 + Penalty 3117.855055 = -78566.117503 nChanged 3 SP:Iteration 7Q (34014.220000 sec): 3 clusters Score: Raw -81690.122271 + Penalty 3117.855055 = -78572.267216 nChanged 3 SP:Iteration 8Q (34014.220000 sec): 3 clusters Score: Raw -81697.642678 + Penalty 3117.855055 = -78579.787623 nChanged 5 SP:Iteration 9Q (34014.220000 sec): 3 clusters Score: Raw -81716.475625 + Penalty 3117.855055 = -78598.620570 nChanged 7 SP:Iteration 10Q (34014.220000 sec): 3 clusters Score: Raw -81731.916859 + Penalty 3117.855055 = -78614.061804 nChanged 2 SP:Iteration 11Q (34014.230000 sec): 3 clusters Score: Raw -81737.716212 + Penalty 3117.855055 = -78619.861157 nChanged 3 SP:Iteration 12Q (34014.230000 sec): 3 clusters Score: Raw -81742.594829 + Penalty 3117.855055 = -78624.739774 nChanged 2 SP:Iteration 13Q (34014.230000 sec): 3 clusters Score: Raw -81746.062678 + Penalty 3117.855055 = -78628.207623 nChanged 3 SP:Iteration 14Q (34014.240000 sec): 3 clusters Score: Raw -81750.866516 + Penalty 3117.855055 = -78633.011461 nChanged 3 SP:Iteration 15Q (34014.240000 sec): 3 clusters Score: Raw -81757.410159 + Penalty 3117.855055 = -78639.555104 nChanged 3 SP:Iteration 16Q (34014.240000 sec): 3 clusters Score: Raw -81764.740025 + Penalty 3117.855055 = -78646.884970 nChanged 3 SP:Iteration 17Q (34014.240000 sec): 3 clusters Score: Raw -81772.612227 + Penalty 3117.855055 = -78654.757172 nChanged 7 SP:Iteration 18Q (34014.240000 sec): 3 clusters Score: Raw -81793.627800 + Penalty 3117.855055 = -78675.772745 nChanged 5 SP:Iteration 19Q (34014.250000 sec): 3 clusters Score: Raw -81809.567227 + Penalty 3117.855055 = -78691.712172 nChanged 5 SP:Iteration 20F (34014.250000 sec): 3 clusters Score: Raw -81824.191539 + Penalty 3117.855055 = -78706.336484 nChanged 6 SP:Iteration 21Q (34014.250000 sec): 3 clusters Score: Raw -81863.196169 + Penalty 3117.855055 = -78745.341114 nChanged 8 SP:Iteration 22Q (34014.260000 sec): 3 clusters Score: Raw -81918.149959 + Penalty 3117.855055 = -78800.294904 nChanged 11 SP:Iteration 23Q (34014.260000 sec): 3 clusters Score: Raw -81975.994961 + Penalty 3117.855055 = -78858.139906 nChanged 15 SP:Iteration 24Q (34014.260000 sec): 3 clusters Score: Raw -82054.473232 + Penalty 3117.855055 = -78936.618177 nChanged 19 SP:Iteration 25Q (34014.260000 sec): 3 clusters Score: Raw -82157.741356 + Penalty 3117.855055 = -79039.886301 nChanged 17 SP:Iteration 26Q (34014.260000 sec): 3 clusters Score: Raw -82277.378537 + Penalty 3117.855055 = -79159.523482 nChanged 26 SP:Iteration 27Q (34014.270000 sec): 3 clusters Score: Raw -82493.172101 + Penalty 3117.855055 = -79375.317046 nChanged 26 SP:Iteration 28Q (34014.270000 sec): 3 clusters Score: Raw -82702.914497 + Penalty 3117.855055 = -79585.059442 nChanged 15 SP:Iteration 29Q (34014.270000 sec): 3 clusters Score: Raw -82787.631360 + Penalty 3117.855055 = -79669.776306 nChanged 12 SP:Iteration 30Q (34014.270000 sec): 3 clusters Score: Raw -82944.016502 + Penalty 3117.855055 = -79826.161447 nChanged 7 SP:Iteration 31Q (34014.280000 sec): 3 clusters Score: Raw -83135.438350 + Penalty 3117.855055 = -80017.583295 nChanged 2 SP:Iteration 32Q (34014.280000 sec): 3 clusters Score: Raw -83186.821305 + Penalty 3117.855055 = -80068.966251 nChanged 0 SP:Iteration 33F (34014.280000 sec): 3 clusters Score: Raw -83186.821305 + Penalty 3117.855055 = -80068.966251 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 63. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 32 (4698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34014.310000 sec): 2 clusters Score: Raw -714121.674573 + Penalty 2096.813257 = -712024.861316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34014.340000 sec): 3 clusters Score: Raw -711941.140448 + Penalty 4193.626514 = -707747.513934 nChanged 1745 SP:Iteration 1F (34014.360000 sec): 3 clusters Score: Raw -712955.200923 + Penalty 4193.626514 = -708761.574409 nChanged 339 SP:Iteration 2F (34014.380000 sec): 3 clusters Score: Raw -713185.412651 + Penalty 4193.626514 = -708991.786137 nChanged 232 SP:Iteration 3Q (34014.400000 sec): 3 clusters Score: Raw -713351.511422 + Penalty 4193.626514 = -709157.884908 nChanged 203 SP:Iteration 4Q (34014.430000 sec): 3 clusters Score: Raw -713519.740355 + Penalty 4193.626514 = -709326.113841 nChanged 204 SP:Iteration 5Q (34014.450000 sec): 3 clusters Score: Raw -713716.282722 + Penalty 4193.626514 = -709522.656208 nChanged 209 SP:Iteration 6Q (34014.480000 sec): 3 clusters Score: Raw -713911.599361 + Penalty 4193.626514 = -709717.972847 nChanged 210 SP:Iteration 7Q (34014.500000 sec): 3 clusters Score: Raw -714082.081950 + Penalty 4193.626514 = -709888.455436 nChanged 193 SP:Iteration 8Q (34014.520000 sec): 3 clusters Score: Raw -714234.726240 + Penalty 4193.626514 = -710041.099726 nChanged 181 SP:Iteration 9Q (34014.540000 sec): 3 clusters Score: Raw -714376.497152 + Penalty 4193.626514 = -710182.870638 nChanged 165 SP:Iteration 10Q (34014.570000 sec): 3 clusters Score: Raw -714502.325878 + Penalty 4193.626514 = -710308.699364 nChanged 140 SP:Iteration 11Q (34014.590000 sec): 3 clusters Score: Raw -714604.993253 + Penalty 4193.626514 = -710411.366739 nChanged 140 SP:Iteration 12Q (34014.610000 sec): 3 clusters Score: Raw -714701.654530 + Penalty 4193.626514 = -710508.028016 nChanged 113 SP:Iteration 13Q (34014.630000 sec): 3 clusters Score: Raw -714776.326302 + Penalty 4193.626514 = -710582.699788 nChanged 100 SP:Iteration 14Q (34014.660000 sec): 3 clusters Score: Raw -714842.062131 + Penalty 4193.626514 = -710648.435617 nChanged 85 SP:Iteration 15Q (34014.680000 sec): 3 clusters Score: Raw -714893.285994 + Penalty 4193.626514 = -710699.659481 nChanged 84 SP:Iteration 16Q (34014.700000 sec): 3 clusters Score: Raw -714954.536311 + Penalty 4193.626514 = -710760.909797 nChanged 89 SP:Iteration 17Q (34014.720000 sec): 3 clusters Score: Raw -715018.613146 + Penalty 4193.626514 = -710824.986632 nChanged 79 SP:Iteration 18Q (34014.740000 sec): 3 clusters Score: Raw -715057.688412 + Penalty 4193.626514 = -710864.061898 nChanged 54 SP:Iteration 19Q (34014.760000 sec): 3 clusters Score: Raw -715091.677018 + Penalty 4193.626514 = -710898.050504 nChanged 44 SP:Iteration 20F (34014.790000 sec): 3 clusters Score: Raw -715119.763180 + Penalty 4193.626514 = -710926.136666 nChanged 46 SP:Iteration 21Q (34014.810000 sec): 3 clusters Score: Raw -715144.178928 + Penalty 4193.626514 = -710950.552414 nChanged 44 SP:Iteration 22Q (34014.830000 sec): 3 clusters Score: Raw -715168.353799 + Penalty 4193.626514 = -710974.727285 nChanged 38 SP:Iteration 23Q (34014.850000 sec): 3 clusters Score: Raw -715188.410680 + Penalty 4193.626514 = -710994.784166 nChanged 31 SP:Iteration 24Q (34014.870000 sec): 3 clusters Score: Raw -715207.393697 + Penalty 4193.626514 = -711013.767184 nChanged 33 SP:Iteration 25Q (34014.900000 sec): 3 clusters Score: Raw -715224.507770 + Penalty 4193.626514 = -711030.881256 nChanged 33 SP:Iteration 26Q (34014.920000 sec): 3 clusters Score: Raw -715240.604816 + Penalty 4193.626514 = -711046.978302 nChanged 30 SP:Iteration 27Q (34014.940000 sec): 3 clusters Score: Raw -715258.647133 + Penalty 4193.626514 = -711065.020619 nChanged 24 SP:Iteration 28Q (34014.960000 sec): 3 clusters Score: Raw -715272.032140 + Penalty 4193.626514 = -711078.405626 nChanged 28 SP:Iteration 29Q (34014.980000 sec): 3 clusters Score: Raw -715285.704652 + Penalty 4193.626514 = -711092.078138 nChanged 26 SP:Iteration 30Q (34015.000000 sec): 3 clusters Score: Raw -715298.699069 + Penalty 4193.626514 = -711105.072555 nChanged 16 SP:Iteration 31Q (34015.020000 sec): 3 clusters Score: Raw -715305.065560 + Penalty 4193.626514 = -711111.439046 nChanged 13 SP:Iteration 32Q (34015.040000 sec): 3 clusters Score: Raw -715311.706898 + Penalty 4193.626514 = -711118.080384 nChanged 12 SP:Iteration 33Q (34015.060000 sec): 3 clusters Score: Raw -715316.162065 + Penalty 4193.626514 = -711122.535551 nChanged 12 SP:Iteration 34Q (34015.080000 sec): 3 clusters Score: Raw -715321.025536 + Penalty 4193.626514 = -711127.399022 nChanged 7 SP:Iteration 35Q (34015.100000 sec): 3 clusters Score: Raw -715324.796662 + Penalty 4193.626514 = -711131.170148 nChanged 9 SP:Iteration 36Q (34015.120000 sec): 3 clusters Score: Raw -715328.931871 + Penalty 4193.626514 = -711135.305357 nChanged 6 SP:Iteration 37Q (34015.140000 sec): 3 clusters Score: Raw -715331.738910 + Penalty 4193.626514 = -711138.112396 nChanged 16 SP:Iteration 38Q (34015.160000 sec): 3 clusters Score: Raw -715338.502626 + Penalty 4193.626514 = -711144.876112 nChanged 17 SP:Iteration 39Q (34015.180000 sec): 3 clusters Score: Raw -715348.922801 + Penalty 4193.626514 = -711155.296287 nChanged 19 SP:Iteration 40F (34015.200000 sec): 3 clusters Score: Raw -715360.615216 + Penalty 4193.626514 = -711166.988702 nChanged 15 SP:Iteration 41Q (34015.220000 sec): 3 clusters Score: Raw -715367.582177 + Penalty 4193.626514 = -711173.955663 nChanged 12 SP:Iteration 42Q (34015.240000 sec): 3 clusters Score: Raw -715373.243125 + Penalty 4193.626514 = -711179.616611 nChanged 11 SP:Iteration 43Q (34015.260000 sec): 3 clusters Score: Raw -715378.813134 + Penalty 4193.626514 = -711185.186620 nChanged 15 SP:Iteration 44Q (34015.280000 sec): 3 clusters Score: Raw -715388.614762 + Penalty 4193.626514 = -711194.988248 nChanged 18 SP:Iteration 45Q (34015.300000 sec): 3 clusters Score: Raw -715399.619854 + Penalty 4193.626514 = -711205.993340 nChanged 26 SP:Iteration 46Q (34015.320000 sec): 3 clusters Score: Raw -715416.945219 + Penalty 4193.626514 = -711223.318705 nChanged 21 SP:Iteration 47Q (34015.340000 sec): 3 clusters Score: Raw -715428.506768 + Penalty 4193.626514 = -711234.880254 nChanged 13 SP:Iteration 48Q (34015.360000 sec): 3 clusters Score: Raw -715434.412483 + Penalty 4193.626514 = -711240.785969 nChanged 8 SP:Iteration 49Q (34015.380000 sec): 3 clusters Score: Raw -715438.366428 + Penalty 4193.626514 = -711244.739914 nChanged 6 SP:Iteration 50Q (34015.400000 sec): 3 clusters Score: Raw -715440.427522 + Penalty 4193.626514 = -711246.801008 nChanged 4 SP:Iteration 51Q (34015.420000 sec): 3 clusters Score: Raw -715441.791910 + Penalty 4193.626514 = -711248.165396 nChanged 3 SP:Iteration 52Q (34015.440000 sec): 3 clusters Score: Raw -715442.848997 + Penalty 4193.626514 = -711249.222483 nChanged 1 SP:Iteration 53Q (34015.460000 sec): 3 clusters Score: Raw -715443.235605 + Penalty 4193.626514 = -711249.609091 nChanged 1 SP:Iteration 54Q (34015.480000 sec): 3 clusters Score: Raw -715443.725958 + Penalty 4193.626514 = -711250.099444 nChanged 0 SP:Iteration 55F (34015.510000 sec): 3 clusters Score: Raw -715443.725958 + Penalty 4193.626514 = -711250.099444 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 33 (398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34015.520000 sec): 2 clusters Score: Raw -56601.438893 + Penalty 1484.640097 = -55116.798796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34015.520000 sec): 3 clusters Score: Raw -56697.267688 + Penalty 2969.280195 = -53727.987494 nChanged 76 SP:Iteration 1F (34015.520000 sec): 3 clusters Score: Raw -56887.900865 + Penalty 2969.280195 = -53918.620671 nChanged 21 SP:Iteration 2F (34015.520000 sec): 3 clusters Score: Raw -56961.769125 + Penalty 2969.280195 = -53992.488931 nChanged 13 SP:Iteration 3Q (34015.520000 sec): 3 clusters Score: Raw -57004.547491 + Penalty 2969.280195 = -54035.267297 nChanged 7 SP:Iteration 4Q (34015.520000 sec): 3 clusters Score: Raw -57027.661527 + Penalty 2969.280195 = -54058.381332 nChanged 4 SP:Iteration 5Q (34015.530000 sec): 3 clusters Score: Raw -57046.983844 + Penalty 2969.280195 = -54077.703650 nChanged 5 SP:Iteration 6Q (34015.530000 sec): 3 clusters Score: Raw -57062.841085 + Penalty 2969.280195 = -54093.560890 nChanged 2 SP:Iteration 7Q (34015.530000 sec): 3 clusters Score: Raw -57073.699080 + Penalty 2969.280195 = -54104.418885 nChanged 4 SP:Iteration 8Q (34015.530000 sec): 3 clusters Score: Raw -57094.082525 + Penalty 2969.280195 = -54124.802330 nChanged 4 SP:Iteration 9Q (34015.540000 sec): 3 clusters Score: Raw -57122.370160 + Penalty 2969.280195 = -54153.089965 nChanged 4 SP:Iteration 10Q (34015.540000 sec): 3 clusters Score: Raw -57129.932206 + Penalty 2969.280195 = -54160.652011 nChanged 1 SP:Iteration 11Q (34015.540000 sec): 3 clusters Score: Raw -57130.861013 + Penalty 2969.280195 = -54161.580819 nChanged 0 SP:Iteration 12F (34015.540000 sec): 3 clusters Score: Raw -57130.861013 + Penalty 2969.280195 = -54161.580819 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 34 (2564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34015.560000 sec): 2 clusters Score: Raw -387969.853663 + Penalty 1946.632307 = -386023.221356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34015.570000 sec): 3 clusters Score: Raw -386946.362875 + Penalty 3893.264614 = -383053.098261 nChanged 862 SP:Iteration 1F (34015.580000 sec): 3 clusters Score: Raw -387632.733201 + Penalty 3893.264614 = -383739.468588 nChanged 249 SP:Iteration 2F (34015.600000 sec): 3 clusters Score: Raw -387956.469294 + Penalty 3893.264614 = -384063.204680 nChanged 196 SP:Iteration 3F (34015.610000 sec): 3 clusters Score: Raw -388263.048172 + Penalty 3893.264614 = -384369.783559 nChanged 185 SP:Iteration 4F (34015.620000 sec): 3 clusters Score: Raw -388625.147375 + Penalty 3893.264614 = -384731.882762 nChanged 198 SP:Iteration 5F (34015.640000 sec): 3 clusters Score: Raw -389144.383429 + Penalty 3893.264614 = -385251.118816 nChanged 165 SP:Iteration 6F (34015.650000 sec): 3 clusters Score: Raw -389483.688334 + Penalty 3893.264614 = -385590.423721 nChanged 97 SP:Iteration 7Q (34015.660000 sec): 3 clusters Score: Raw -389630.100068 + Penalty 3893.264614 = -385736.835454 nChanged 63 SP:Iteration 8Q (34015.670000 sec): 3 clusters Score: Raw -389705.144532 + Penalty 3893.264614 = -385811.879918 nChanged 32 SP:Iteration 9Q (34015.680000 sec): 3 clusters Score: Raw -389741.876661 + Penalty 3893.264614 = -385848.612047 nChanged 13 SP:Iteration 10Q (34015.690000 sec): 3 clusters Score: Raw -389749.629281 + Penalty 3893.264614 = -385856.364667 nChanged 3 SP:Iteration 11Q (34015.700000 sec): 3 clusters Score: Raw -389751.294019 + Penalty 3893.264614 = -385858.029405 nChanged 1 SP:Iteration 12Q (34015.710000 sec): 3 clusters Score: Raw -389752.215464 + Penalty 3893.264614 = -385858.950851 nChanged 0 SP:Iteration 13F (34015.720000 sec): 3 clusters Score: Raw -389752.215464 + Penalty 3893.264614 = -385858.950851 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 35 (552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34015.730000 sec): 2 clusters Score: Raw -81124.065719 + Penalty 1565.759915 = -79558.305803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34015.740000 sec): 3 clusters Score: Raw -81117.718965 + Penalty 3131.519831 = -77986.199134 nChanged 113 SP:Iteration 1F (34015.740000 sec): 3 clusters Score: Raw -81310.429825 + Penalty 3131.519831 = -78178.909994 nChanged 23 SP:Iteration 2Q (34015.740000 sec): 3 clusters Score: Raw -81361.751556 + Penalty 3131.519831 = -78230.231725 nChanged 13 SP:Iteration 3Q (34015.740000 sec): 3 clusters Score: Raw -81391.945630 + Penalty 3131.519831 = -78260.425799 nChanged 3 SP:Iteration 4Q (34015.740000 sec): 3 clusters Score: Raw -81397.505495 + Penalty 3131.519831 = -78265.985664 nChanged 2 SP:Iteration 5Q (34015.750000 sec): 3 clusters Score: Raw -81401.744055 + Penalty 3131.519831 = -78270.224224 nChanged 1 SP:Iteration 6Q (34015.750000 sec): 3 clusters Score: Raw -81410.240636 + Penalty 3131.519831 = -78278.720805 nChanged 2 SP:Iteration 7Q (34015.750000 sec): 3 clusters Score: Raw -81413.213877 + Penalty 3131.519831 = -78281.694046 nChanged 2 SP:Iteration 8Q (34015.760000 sec): 3 clusters Score: Raw -81415.874569 + Penalty 3131.519831 = -78284.354738 nChanged 0 SP:Iteration 9F (34015.760000 sec): 3 clusters Score: Raw -81415.874569 + Penalty 3131.519831 = -78284.354738 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 36 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34015.760000 sec): 2 clusters Score: Raw -15810.532348 + Penalty 1261.723891 = -14548.808457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34015.760000 sec): 3 clusters Score: Raw -16468.050524 + Penalty 2523.447782 = -13944.602742 nChanged 33 SP:Iteration 1F (34015.770000 sec): 3 clusters Score: Raw -16788.620091 + Penalty 2523.447782 = -14265.172308 nChanged 8 SP:Iteration 2Q (34015.770000 sec): 3 clusters Score: Raw -16938.289747 + Penalty 2523.447782 = -14414.841965 nChanged 1 SP:Iteration 3Q (34015.770000 sec): 3 clusters Score: Raw -16953.992645 + Penalty 2523.447782 = -14430.544863 nChanged 1 SP:Iteration 4Q (34015.770000 sec): 3 clusters Score: Raw -16960.926474 + Penalty 2523.447782 = -14437.478691 nChanged 0 SP:Iteration 5F (34015.770000 sec): 3 clusters Score: Raw -16960.926474 + Penalty 2523.447782 = -14437.478691 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 37 (7017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34015.810000 sec): 2 clusters Score: Raw -1088629.923763 + Penalty 2196.310582 = -1086433.613181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34015.840000 sec): 3 clusters Score: Raw -1085065.253541 + Penalty 4392.621163 = -1080672.632378 nChanged 2802 SP:Iteration 1F (34015.880000 sec): 3 clusters Score: Raw -1086588.468112 + Penalty 4392.621163 = -1082195.846949 nChanged 518 SP:Iteration 2F (34015.910000 sec): 3 clusters Score: Raw -1086865.017455 + Penalty 4392.621163 = -1082472.396291 nChanged 361 SP:Iteration 3F (34015.950000 sec): 3 clusters Score: Raw -1087045.878765 + Penalty 4392.621163 = -1082653.257601 nChanged 294 SP:Iteration 4Q (34015.980000 sec): 3 clusters Score: Raw -1087177.578667 + Penalty 4392.621163 = -1082784.957503 nChanged 240 SP:Iteration 5Q (34016.020000 sec): 3 clusters Score: Raw -1087275.964204 + Penalty 4392.621163 = -1082883.343041 nChanged 199 SP:Iteration 6Q (34016.050000 sec): 3 clusters Score: Raw -1087355.630342 + Penalty 4392.621163 = -1082963.009179 nChanged 156 SP:Iteration 7Q (34016.090000 sec): 3 clusters Score: Raw -1087430.199505 + Penalty 4392.621163 = -1083037.578342 nChanged 168 SP:Iteration 8Q (34016.120000 sec): 3 clusters Score: Raw -1087512.012108 + Penalty 4392.621163 = -1083119.390944 nChanged 178 SP:Iteration 9Q (34016.160000 sec): 3 clusters Score: Raw -1087600.954010 + Penalty 4392.621163 = -1083208.332847 nChanged 153 SP:Iteration 10Q (34016.190000 sec): 3 clusters Score: Raw -1087676.688414 + Penalty 4392.621163 = -1083284.067251 nChanged 131 SP:Iteration 11Q (34016.230000 sec): 3 clusters Score: Raw -1087734.223426 + Penalty 4392.621163 = -1083341.602262 nChanged 133 SP:Iteration 12Q (34016.260000 sec): 3 clusters Score: Raw -1087797.678236 + Penalty 4392.621163 = -1083405.057072 nChanged 124 SP:Iteration 13Q (34016.300000 sec): 3 clusters Score: Raw -1087850.680619 + Penalty 4392.621163 = -1083458.059456 nChanged 115 SP:Iteration 14Q (34016.330000 sec): 3 clusters Score: Raw -1087901.185425 + Penalty 4392.621163 = -1083508.564262 nChanged 108 SP:Iteration 15Q (34016.360000 sec): 3 clusters Score: Raw -1087946.254006 + Penalty 4392.621163 = -1083553.632842 nChanged 112 SP:Iteration 16Q (34016.400000 sec): 3 clusters Score: Raw -1087999.624400 + Penalty 4392.621163 = -1083607.003237 nChanged 114 SP:Iteration 17Q (34016.430000 sec): 3 clusters Score: Raw -1088057.733469 + Penalty 4392.621163 = -1083665.112305 nChanged 102 SP:Iteration 18Q (34016.470000 sec): 3 clusters Score: Raw -1088104.770732 + Penalty 4392.621163 = -1083712.149568 nChanged 95 SP:Iteration 19Q (34016.500000 sec): 3 clusters Score: Raw -1088143.512168 + Penalty 4392.621163 = -1083750.891005 nChanged 82 SP:Iteration 20F (34016.540000 sec): 3 clusters Score: Raw -1088186.375368 + Penalty 4392.621163 = -1083793.754205 nChanged 103 SP:Iteration 21Q (34016.570000 sec): 3 clusters Score: Raw -1088239.182855 + Penalty 4392.621163 = -1083846.561692 nChanged 98 SP:Iteration 22Q (34016.600000 sec): 3 clusters Score: Raw -1088288.995301 + Penalty 4392.621163 = -1083896.374137 nChanged 91 SP:Iteration 23Q (34016.640000 sec): 3 clusters Score: Raw -1088342.530995 + Penalty 4392.621163 = -1083949.909832 nChanged 101 SP:Iteration 24Q (34016.670000 sec): 3 clusters Score: Raw -1088405.542356 + Penalty 4392.621163 = -1084012.921192 nChanged 95 SP:Iteration 25Q (34016.700000 sec): 3 clusters Score: Raw -1088463.333622 + Penalty 4392.621163 = -1084070.712459 nChanged 91 SP:Iteration 26Q (34016.730000 sec): 3 clusters Score: Raw -1088518.392272 + Penalty 4392.621163 = -1084125.771109 nChanged 101 SP:Iteration 27Q (34016.760000 sec): 3 clusters Score: Raw -1088585.907706 + Penalty 4392.621163 = -1084193.286543 nChanged 110 SP:Iteration 28Q (34016.800000 sec): 3 clusters Score: Raw -1088652.998545 + Penalty 4392.621163 = -1084260.377382 nChanged 87 SP:Iteration 29Q (34016.830000 sec): 3 clusters Score: Raw -1088709.443631 + Penalty 4392.621163 = -1084316.822468 nChanged 65 SP:Iteration 30Q (34016.860000 sec): 3 clusters Score: Raw -1088758.019248 + Penalty 4392.621163 = -1084365.398085 nChanged 59 SP:Iteration 31Q (34016.890000 sec): 3 clusters Score: Raw -1088789.083960 + Penalty 4392.621163 = -1084396.462797 nChanged 54 SP:Iteration 32Q (34016.920000 sec): 3 clusters Score: Raw -1088817.146923 + Penalty 4392.621163 = -1084424.525760 nChanged 41 SP:Iteration 33Q (34016.950000 sec): 3 clusters Score: Raw -1088837.750855 + Penalty 4392.621163 = -1084445.129692 nChanged 33 SP:Iteration 34Q (34016.980000 sec): 3 clusters Score: Raw -1088851.692825 + Penalty 4392.621163 = -1084459.071661 nChanged 30 SP:Iteration 35Q (34017.010000 sec): 3 clusters Score: Raw -1088864.849800 + Penalty 4392.621163 = -1084472.228637 nChanged 26 SP:Iteration 36Q (34017.040000 sec): 3 clusters Score: Raw -1088875.569557 + Penalty 4392.621163 = -1084482.948394 nChanged 20 SP:Iteration 37Q (34017.070000 sec): 3 clusters Score: Raw -1088883.944782 + Penalty 4392.621163 = -1084491.323618 nChanged 19 SP:Iteration 38Q (34017.100000 sec): 3 clusters Score: Raw -1088891.701457 + Penalty 4392.621163 = -1084499.080294 nChanged 14 SP:Iteration 39Q (34017.130000 sec): 3 clusters Score: Raw -1088899.080950 + Penalty 4392.621163 = -1084506.459786 nChanged 15 SP:Iteration 40F (34017.160000 sec): 3 clusters Score: Raw -1088905.035158 + Penalty 4392.621163 = -1084512.413995 nChanged 13 SP:Iteration 41Q (34017.200000 sec): 3 clusters Score: Raw -1088910.104606 + Penalty 4392.621163 = -1084517.483443 nChanged 13 SP:Iteration 42Q (34017.220000 sec): 3 clusters Score: Raw -1088915.358502 + Penalty 4392.621163 = -1084522.737339 nChanged 10 SP:Iteration 43Q (34017.250000 sec): 3 clusters Score: Raw -1088918.961912 + Penalty 4392.621163 = -1084526.340749 nChanged 4 SP:Iteration 44Q (34017.280000 sec): 3 clusters Score: Raw -1088920.428897 + Penalty 4392.621163 = -1084527.807734 nChanged 2 SP:Iteration 45Q (34017.310000 sec): 3 clusters Score: Raw -1088920.928559 + Penalty 4392.621163 = -1084528.307395 nChanged 0 SP:Iteration 46F (34017.350000 sec): 3 clusters Score: Raw -1088920.928559 + Penalty 4392.621163 = -1084528.307395 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 38 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34017.360000 sec): 2 clusters Score: Raw -32141.837488 + Penalty 1329.600457 = -30812.237031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34017.360000 sec): 3 clusters Score: Raw -32374.339639 + Penalty 2659.200914 = -29715.138724 nChanged 12 SP:Iteration 1F (34017.360000 sec): 3 clusters Score: Raw -32416.810635 + Penalty 2659.200914 = -29757.609721 nChanged 1 SP:Iteration 2Q (34017.360000 sec): 3 clusters Score: Raw -32422.716660 + Penalty 2659.200914 = -29763.515746 nChanged 1 SP:Iteration 3Q (34017.360000 sec): 3 clusters Score: Raw -32434.000410 + Penalty 2659.200914 = -29774.799496 nChanged 2 SP:Iteration 4Q (34017.360000 sec): 3 clusters Score: Raw -32442.434641 + Penalty 2659.200914 = -29783.233727 nChanged 1 SP:Iteration 5Q (34017.360000 sec): 3 clusters Score: Raw -32446.813560 + Penalty 2659.200914 = -29787.612646 nChanged 2 SP:Iteration 6Q (34017.370000 sec): 3 clusters Score: Raw -32458.497591 + Penalty 2659.200914 = -29799.296677 nChanged 1 SP:Iteration 7Q (34017.370000 sec): 3 clusters Score: Raw -32462.825039 + Penalty 2659.200914 = -29803.624125 nChanged 2 SP:Iteration 8Q (34017.370000 sec): 3 clusters Score: Raw -32474.082632 + Penalty 2659.200914 = -29814.881718 nChanged 0 SP:Iteration 9F (34017.370000 sec): 3 clusters Score: Raw -32474.082632 + Penalty 2659.200914 = -29814.881718 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 39 (2581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34017.390000 sec): 2 clusters Score: Raw -416261.675747 + Penalty 1948.271186 = -414313.404562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34017.400000 sec): 3 clusters Score: Raw -415218.400883 + Penalty 3896.542371 = -411321.858512 nChanged 879 SP:Iteration 1F (34017.420000 sec): 3 clusters Score: Raw -415760.372478 + Penalty 3896.542371 = -411863.830107 nChanged 190 SP:Iteration 2F (34017.430000 sec): 3 clusters Score: Raw -415900.725521 + Penalty 3896.542371 = -412004.183150 nChanged 131 SP:Iteration 3F (34017.440000 sec): 3 clusters Score: Raw -415981.435514 + Penalty 3896.542371 = -412084.893143 nChanged 55 SP:Iteration 4Q (34017.450000 sec): 3 clusters Score: Raw -416023.018516 + Penalty 3896.542371 = -412126.476144 nChanged 50 SP:Iteration 5Q (34017.470000 sec): 3 clusters Score: Raw -416059.361401 + Penalty 3896.542371 = -412162.819030 nChanged 46 SP:Iteration 6Q (34017.480000 sec): 3 clusters Score: Raw -416086.428285 + Penalty 3896.542371 = -412189.885914 nChanged 36 SP:Iteration 7Q (34017.490000 sec): 3 clusters Score: Raw -416112.077875 + Penalty 3896.542371 = -412215.535504 nChanged 32 SP:Iteration 8Q (34017.500000 sec): 3 clusters Score: Raw -416129.625765 + Penalty 3896.542371 = -412233.083394 nChanged 25 SP:Iteration 9Q (34017.520000 sec): 3 clusters Score: Raw -416145.308191 + Penalty 3896.542371 = -412248.765820 nChanged 27 SP:Iteration 10Q (34017.530000 sec): 3 clusters Score: Raw -416162.407831 + Penalty 3896.542371 = -412265.865460 nChanged 29 SP:Iteration 11Q (34017.540000 sec): 3 clusters Score: Raw -416179.334932 + Penalty 3896.542371 = -412282.792561 nChanged 26 SP:Iteration 12Q (34017.560000 sec): 3 clusters Score: Raw -416194.646970 + Penalty 3896.542371 = -412298.104599 nChanged 33 SP:Iteration 13Q (34017.570000 sec): 3 clusters Score: Raw -416214.206599 + Penalty 3896.542371 = -412317.664228 nChanged 26 SP:Iteration 14Q (34017.580000 sec): 3 clusters Score: Raw -416231.613844 + Penalty 3896.542371 = -412335.071473 nChanged 26 SP:Iteration 15Q (34017.600000 sec): 3 clusters Score: Raw -416249.953765 + Penalty 3896.542371 = -412353.411394 nChanged 28 SP:Iteration 16Q (34017.610000 sec): 3 clusters Score: Raw -416270.096229 + Penalty 3896.542371 = -412373.553858 nChanged 22 SP:Iteration 17Q (34017.620000 sec): 3 clusters Score: Raw -416284.511846 + Penalty 3896.542371 = -412387.969475 nChanged 27 SP:Iteration 18Q (34017.630000 sec): 3 clusters Score: Raw -416298.854085 + Penalty 3896.542371 = -412402.311714 nChanged 24 SP:Iteration 19Q (34017.650000 sec): 3 clusters Score: Raw -416313.527893 + Penalty 3896.542371 = -412416.985522 nChanged 22 SP:Iteration 20F (34017.660000 sec): 3 clusters Score: Raw -416325.708188 + Penalty 3896.542371 = -412429.165817 nChanged 19 SP:Iteration 21Q (34017.670000 sec): 3 clusters Score: Raw -416337.341868 + Penalty 3896.542371 = -412440.799497 nChanged 18 SP:Iteration 22Q (34017.680000 sec): 3 clusters Score: Raw -416347.335932 + Penalty 3896.542371 = -412450.793561 nChanged 13 SP:Iteration 23Q (34017.700000 sec): 3 clusters Score: Raw -416354.151551 + Penalty 3896.542371 = -412457.609180 nChanged 6 SP:Iteration 24Q (34017.710000 sec): 3 clusters Score: Raw -416356.863715 + Penalty 3896.542371 = -412460.321344 nChanged 8 SP:Iteration 25Q (34017.720000 sec): 3 clusters Score: Raw -416361.448115 + Penalty 3896.542371 = -412464.905743 nChanged 7 SP:Iteration 26Q (34017.740000 sec): 3 clusters Score: Raw -416364.878328 + Penalty 3896.542371 = -412468.335957 nChanged 5 SP:Iteration 27Q (34017.750000 sec): 3 clusters Score: Raw -416366.643252 + Penalty 3896.542371 = -412470.100881 nChanged 3 SP:Iteration 28Q (34017.760000 sec): 3 clusters Score: Raw -416368.094702 + Penalty 3896.542371 = -412471.552331 nChanged 4 SP:Iteration 29Q (34017.770000 sec): 3 clusters Score: Raw -416370.702079 + Penalty 3896.542371 = -412474.159708 nChanged 6 SP:Iteration 30Q (34017.790000 sec): 3 clusters Score: Raw -416373.799603 + Penalty 3896.542371 = -412477.257232 nChanged 3 SP:Iteration 31Q (34017.800000 sec): 3 clusters Score: Raw -416375.224528 + Penalty 3896.542371 = -412478.682157 nChanged 3 SP:Iteration 32Q (34017.810000 sec): 3 clusters Score: Raw -416377.491786 + Penalty 3896.542371 = -412480.949415 nChanged 6 SP:Iteration 33Q (34017.820000 sec): 3 clusters Score: Raw -416379.501333 + Penalty 3896.542371 = -412482.958962 nChanged 3 SP:Iteration 34Q (34017.840000 sec): 3 clusters Score: Raw -416380.558778 + Penalty 3896.542371 = -412484.016407 nChanged 3 SP:Iteration 35Q (34017.850000 sec): 3 clusters Score: Raw -416382.265985 + Penalty 3896.542371 = -412485.723614 nChanged 1 SP:Iteration 36Q (34017.860000 sec): 3 clusters Score: Raw -416382.410965 + Penalty 3896.542371 = -412485.868594 nChanged 0 SP:Iteration 37F (34017.880000 sec): 3 clusters Score: Raw -416382.410965 + Penalty 3896.542371 = -412485.868594 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 40 (167325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34018.670000 sec): 2 clusters Score: Raw -27011588.652509 + Penalty 2982.867940 = -27008605.784569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34019.560000 sec): 3 clusters Score: Raw -26902463.637479 + Penalty 5965.735881 = -26896497.901598 nChanged 80310 SP:Iteration 1F (34020.440000 sec): 3 clusters Score: Raw -26948930.235011 + Penalty 5965.735881 = -26942964.499130 nChanged 4795 SP:Iteration 2Q (34021.340000 sec): 3 clusters Score: Raw -26949895.102274 + Penalty 5965.735881 = -26943929.366393 nChanged 4875 SP:Iteration 3Q (34022.230000 sec): 3 clusters Score: Raw -26950980.725421 + Penalty 5965.735881 = -26945014.989540 nChanged 5342 SP:Iteration 4Q (34023.120000 sec): 3 clusters Score: Raw -26952379.772389 + Penalty 5965.735881 = -26946414.036509 nChanged 6161 SP:Iteration 5Q (34024.020000 sec): 3 clusters Score: Raw -26954411.092595 + Penalty 5965.735881 = -26948445.356715 nChanged 7549 SP:Iteration 6Q (34024.910000 sec): 3 clusters Score: Raw -26957711.094329 + Penalty 5965.735881 = -26951745.358448 nChanged 9717 SP:Iteration 7F (34025.780000 sec): 3 clusters Score: Raw -26963270.828375 + Penalty 5965.735881 = -26957305.092494 nChanged 12214 SP:Iteration 8F (34026.650000 sec): 3 clusters Score: Raw -26972301.029799 + Penalty 5965.735881 = -26966335.293918 nChanged 13573 SP:Iteration 9F (34027.520000 sec): 3 clusters Score: Raw -26984201.070105 + Penalty 5965.735881 = -26978235.334224 nChanged 12304 SP:Iteration 10F (34028.390000 sec): 3 clusters Score: Raw -26995852.162764 + Penalty 5965.735881 = -26989886.426883 nChanged 8559 SP:Iteration 11F (34029.260000 sec): 3 clusters Score: Raw -27003949.647970 + Penalty 5965.735881 = -26997983.912089 nChanged 4754 SP:Iteration 12Q (34030.020000 sec): 3 clusters Score: Raw -27008275.220509 + Penalty 5965.735881 = -27002309.484628 nChanged 2379 SP:Iteration 13Q (34030.720000 sec): 3 clusters Score: Raw -27010352.427470 + Penalty 5965.735881 = -27004386.691590 nChanged 1077 SP:Iteration 14Q (34031.370000 sec): 3 clusters Score: Raw -27011276.538333 + Penalty 5965.735881 = -27005310.802452 nChanged 455 SP:Iteration 15Q (34032.000000 sec): 3 clusters Score: Raw -27011705.883297 + Penalty 5965.735881 = -27005740.147417 nChanged 257 SP:Iteration 16Q (34032.620000 sec): 3 clusters Score: Raw -27011916.074736 + Penalty 5965.735881 = -27005950.338856 nChanged 147 SP:Iteration 17Q (34033.230000 sec): 3 clusters Score: Raw -27012034.705649 + Penalty 5965.735881 = -27006068.969769 nChanged 106 SP:Iteration 18Q (34033.840000 sec): 3 clusters Score: Raw -27012121.797286 + Penalty 5965.735881 = -27006156.061405 nChanged 80 SP:Iteration 19Q (34034.450000 sec): 3 clusters Score: Raw -27012179.473965 + Penalty 5965.735881 = -27006213.738085 nChanged 48 SP:Iteration 20F (34035.310000 sec): 3 clusters Score: Raw -27012213.547797 + Penalty 5965.735881 = -27006247.811917 nChanged 34 SP:Iteration 21Q (34035.910000 sec): 3 clusters Score: Raw -27012234.328994 + Penalty 5965.735881 = -27006268.593114 nChanged 24 SP:Iteration 22Q (34036.520000 sec): 3 clusters Score: Raw -27012248.189318 + Penalty 5965.735881 = -27006282.453437 nChanged 20 SP:Iteration 23Q (34037.130000 sec): 3 clusters Score: Raw -27012260.516120 + Penalty 5965.735881 = -27006294.780239 nChanged 20 SP:Iteration 24Q (34037.740000 sec): 3 clusters Score: Raw -27012268.983150 + Penalty 5965.735881 = -27006303.247269 nChanged 8 SP:Iteration 25Q (34038.340000 sec): 3 clusters Score: Raw -27012274.454263 + Penalty 5965.735881 = -27006308.718383 nChanged 12 SP:Iteration 26Q (34038.950000 sec): 3 clusters Score: Raw -27012280.711320 + Penalty 5965.735881 = -27006314.975440 nChanged 7 SP:Iteration 27Q (34039.550000 sec): 3 clusters Score: Raw -27012285.543608 + Penalty 5965.735881 = -27006319.807727 nChanged 6 SP:Iteration 28Q (34040.160000 sec): 3 clusters Score: Raw -27012288.136929 + Penalty 5965.735881 = -27006322.401049 nChanged 7 SP:Iteration 29Q (34040.760000 sec): 3 clusters Score: Raw -27012291.070888 + Penalty 5965.735881 = -27006325.335008 nChanged 7 SP:Iteration 30Q (34041.370000 sec): 3 clusters Score: Raw -27012295.745900 + Penalty 5965.735881 = -27006330.010019 nChanged 13 SP:Iteration 31Q (34041.970000 sec): 3 clusters Score: Raw -27012304.861632 + Penalty 5965.735881 = -27006339.125751 nChanged 21 SP:Iteration 32Q (34042.580000 sec): 3 clusters Score: Raw -27012318.695735 + Penalty 5965.735881 = -27006352.959854 nChanged 20 SP:Iteration 33Q (34043.180000 sec): 3 clusters Score: Raw -27012331.962551 + Penalty 5965.735881 = -27006366.226670 nChanged 13 SP:Iteration 34Q (34043.790000 sec): 3 clusters Score: Raw -27012339.330756 + Penalty 5965.735881 = -27006373.594875 nChanged 10 SP:Iteration 35Q (34044.390000 sec): 3 clusters Score: Raw -27012343.031899 + Penalty 5965.735881 = -27006377.296018 nChanged 2 SP:Iteration 36Q (34045.000000 sec): 3 clusters Score: Raw -27012344.036908 + Penalty 5965.735881 = -27006378.301027 nChanged 3 SP:Iteration 37Q (34045.600000 sec): 3 clusters Score: Raw -27012345.412627 + Penalty 5965.735881 = -27006379.676747 nChanged 3 SP:Iteration 38Q (34046.210000 sec): 3 clusters Score: Raw -27012346.263390 + Penalty 5965.735881 = -27006380.527509 nChanged 1 SP:Iteration 39Q (34046.810000 sec): 3 clusters Score: Raw -27012346.544901 + Penalty 5965.735881 = -27006380.809020 nChanged 1 SP:Iteration 40F (34047.670000 sec): 3 clusters Score: Raw -27012346.793589 + Penalty 5965.735881 = -27006381.057708 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 41 (432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34047.770000 sec): 2 clusters Score: Raw -19052.171404 + Penalty 1504.969546 = -17547.201858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34047.780000 sec): 3 clusters Score: Raw -19368.624591 + Penalty 3009.939092 = -16358.685499 nChanged 116 SP:Iteration 1F (34047.780000 sec): 3 clusters Score: Raw -19873.061518 + Penalty 3009.939092 = -16863.122426 nChanged 38 SP:Iteration 2F (34047.780000 sec): 3 clusters Score: Raw -20128.075279 + Penalty 3009.939092 = -17118.136187 nChanged 24 SP:Iteration 3F (34047.780000 sec): 3 clusters Score: Raw -20381.980176 + Penalty 3009.939092 = -17372.041084 nChanged 10 SP:Iteration 4Q (34047.790000 sec): 3 clusters Score: Raw -20507.430191 + Penalty 3009.939092 = -17497.491099 nChanged 6 SP:Iteration 5Q (34047.790000 sec): 3 clusters Score: Raw -20604.774055 + Penalty 3009.939092 = -17594.834964 nChanged 6 SP:Iteration 6Q (34047.790000 sec): 3 clusters Score: Raw -20720.224728 + Penalty 3009.939092 = -17710.285636 nChanged 0 SP:Iteration 7F (34047.790000 sec): 3 clusters Score: Raw -20720.224728 + Penalty 3009.939092 = -17710.285636 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 64. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 42 (3074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34047.820000 sec): 2 clusters Score: Raw -455819.246776 + Penalty 1991.622261 = -453827.624515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34047.830000 sec): 3 clusters Score: Raw -454526.483523 + Penalty 3983.244522 = -450543.239001 nChanged 1119 SP:Iteration 1F (34047.850000 sec): 3 clusters Score: Raw -455355.386111 + Penalty 3983.244522 = -451372.141589 nChanged 266 SP:Iteration 2F (34047.870000 sec): 3 clusters Score: Raw -455610.301247 + Penalty 3983.244522 = -451627.056724 nChanged 194 SP:Iteration 3F (34047.880000 sec): 3 clusters Score: Raw -455834.094048 + Penalty 3983.244522 = -451850.849525 nChanged 158 SP:Iteration 4F (34047.890000 sec): 3 clusters Score: Raw -456053.151518 + Penalty 3983.244522 = -452069.906996 nChanged 148 SP:Iteration 5Q (34047.910000 sec): 3 clusters Score: Raw -456237.501344 + Penalty 3983.244522 = -452254.256821 nChanged 127 SP:Iteration 6Q (34047.930000 sec): 3 clusters Score: Raw -456373.027703 + Penalty 3983.244522 = -452389.783181 nChanged 121 SP:Iteration 7Q (34047.940000 sec): 3 clusters Score: Raw -456487.740445 + Penalty 3983.244522 = -452504.495922 nChanged 78 SP:Iteration 8Q (34047.950000 sec): 3 clusters Score: Raw -456560.557764 + Penalty 3983.244522 = -452577.313242 nChanged 80 SP:Iteration 9Q (34047.970000 sec): 3 clusters Score: Raw -456624.481923 + Penalty 3983.244522 = -452641.237401 nChanged 64 SP:Iteration 10Q (34047.980000 sec): 3 clusters Score: Raw -456681.737671 + Penalty 3983.244522 = -452698.493149 nChanged 62 SP:Iteration 11Q (34048.000000 sec): 3 clusters Score: Raw -456727.321694 + Penalty 3983.244522 = -452744.077172 nChanged 42 SP:Iteration 12Q (34048.010000 sec): 3 clusters Score: Raw -456751.390720 + Penalty 3983.244522 = -452768.146198 nChanged 29 SP:Iteration 13Q (34048.030000 sec): 3 clusters Score: Raw -456771.027834 + Penalty 3983.244522 = -452787.783311 nChanged 27 SP:Iteration 14Q (34048.040000 sec): 3 clusters Score: Raw -456791.173423 + Penalty 3983.244522 = -452807.928900 nChanged 23 SP:Iteration 15Q (34048.050000 sec): 3 clusters Score: Raw -456801.901182 + Penalty 3983.244522 = -452818.656659 nChanged 9 SP:Iteration 16Q (34048.070000 sec): 3 clusters Score: Raw -456806.540201 + Penalty 3983.244522 = -452823.295678 nChanged 11 SP:Iteration 17Q (34048.080000 sec): 3 clusters Score: Raw -456812.007779 + Penalty 3983.244522 = -452828.763256 nChanged 7 SP:Iteration 18Q (34048.100000 sec): 3 clusters Score: Raw -456815.488637 + Penalty 3983.244522 = -452832.244115 nChanged 6 SP:Iteration 19Q (34048.110000 sec): 3 clusters Score: Raw -456818.826382 + Penalty 3983.244522 = -452835.581859 nChanged 5 SP:Iteration 20F (34048.130000 sec): 3 clusters Score: Raw -456822.076436 + Penalty 3983.244522 = -452838.831913 nChanged 6 SP:Iteration 21Q (34048.140000 sec): 3 clusters Score: Raw -456824.233244 + Penalty 3983.244522 = -452840.988722 nChanged 8 SP:Iteration 22Q (34048.150000 sec): 3 clusters Score: Raw -456827.439169 + Penalty 3983.244522 = -452844.194646 nChanged 5 SP:Iteration 23Q (34048.170000 sec): 3 clusters Score: Raw -456829.169675 + Penalty 3983.244522 = -452845.925153 nChanged 7 SP:Iteration 24Q (34048.180000 sec): 3 clusters Score: Raw -456831.649938 + Penalty 3983.244522 = -452848.405415 nChanged 6 SP:Iteration 25Q (34048.200000 sec): 3 clusters Score: Raw -456833.537583 + Penalty 3983.244522 = -452850.293060 nChanged 3 SP:Iteration 26Q (34048.210000 sec): 3 clusters Score: Raw -456834.274181 + Penalty 3983.244522 = -452851.029659 nChanged 3 SP:Iteration 27Q (34048.230000 sec): 3 clusters Score: Raw -456835.478906 + Penalty 3983.244522 = -452852.234384 nChanged 2 SP:Iteration 28Q (34048.240000 sec): 3 clusters Score: Raw -456836.400658 + Penalty 3983.244522 = -452853.156135 nChanged 3 SP:Iteration 29Q (34048.250000 sec): 3 clusters Score: Raw -456837.676186 + Penalty 3983.244522 = -452854.431664 nChanged 4 SP:Iteration 30Q (34048.270000 sec): 3 clusters Score: Raw -456839.542416 + Penalty 3983.244522 = -452856.297894 nChanged 3 SP:Iteration 31Q (34048.280000 sec): 3 clusters Score: Raw -456841.090838 + Penalty 3983.244522 = -452857.846315 nChanged 7 SP:Iteration 32Q (34048.300000 sec): 3 clusters Score: Raw -456844.831826 + Penalty 3983.244522 = -452861.587303 nChanged 8 SP:Iteration 33Q (34048.310000 sec): 3 clusters Score: Raw -456848.871673 + Penalty 3983.244522 = -452865.627151 nChanged 7 SP:Iteration 34Q (34048.330000 sec): 3 clusters Score: Raw -456851.578433 + Penalty 3983.244522 = -452868.333910 nChanged 5 SP:Iteration 35Q (34048.340000 sec): 3 clusters Score: Raw -456854.049584 + Penalty 3983.244522 = -452870.805061 nChanged 3 SP:Iteration 36Q (34048.350000 sec): 3 clusters Score: Raw -456855.193894 + Penalty 3983.244522 = -452871.949372 nChanged 3 SP:Iteration 37Q (34048.370000 sec): 3 clusters Score: Raw -456856.565459 + Penalty 3983.244522 = -452873.320937 nChanged 3 SP:Iteration 38Q (34048.380000 sec): 3 clusters Score: Raw -456857.603246 + Penalty 3983.244522 = -452874.358723 nChanged 4 SP:Iteration 39Q (34048.400000 sec): 3 clusters Score: Raw -456858.607572 + Penalty 3983.244522 = -452875.363050 nChanged 2 SP:Iteration 40F (34048.410000 sec): 3 clusters Score: Raw -456859.124924 + Penalty 3983.244522 = -452875.880402 nChanged 2 SP:Iteration 41Q (34048.430000 sec): 3 clusters Score: Raw -456859.857008 + Penalty 3983.244522 = -452876.612486 nChanged 2 SP:Iteration 42Q (34048.440000 sec): 3 clusters Score: Raw -456861.244186 + Penalty 3983.244522 = -452877.999664 nChanged 2 SP:Iteration 43Q (34048.450000 sec): 3 clusters Score: Raw -456862.322931 + Penalty 3983.244522 = -452879.078409 nChanged 3 SP:Iteration 44Q (34048.470000 sec): 3 clusters Score: Raw -456863.123556 + Penalty 3983.244522 = -452879.879034 nChanged 1 SP:Iteration 45Q (34048.480000 sec): 3 clusters Score: Raw -456863.363477 + Penalty 3983.244522 = -452880.118954 nChanged 0 SP:Iteration 46F (34048.500000 sec): 3 clusters Score: Raw -456863.363477 + Penalty 3983.244522 = -452880.118954 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 43 (13953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34048.570000 sec): 2 clusters Score: Raw -2242840.332951 + Penalty 2366.775555 = -2240473.557396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34048.640000 sec): 3 clusters Score: Raw -2235085.548104 + Penalty 4733.551110 = -2230351.996995 nChanged 5997 SP:Iteration 1F (34048.710000 sec): 3 clusters Score: Raw -2238287.050928 + Penalty 4733.551110 = -2233553.499819 nChanged 839 SP:Iteration 2F (34048.780000 sec): 3 clusters Score: Raw -2238695.131515 + Penalty 4733.551110 = -2233961.580405 nChanged 729 SP:Iteration 3F (34048.850000 sec): 3 clusters Score: Raw -2239034.839308 + Penalty 4733.551110 = -2234301.288199 nChanged 656 SP:Iteration 4Q (34048.920000 sec): 3 clusters Score: Raw -2239293.733648 + Penalty 4733.551110 = -2234560.182538 nChanged 530 SP:Iteration 5Q (34048.990000 sec): 3 clusters Score: Raw -2239483.708629 + Penalty 4733.551110 = -2234750.157519 nChanged 450 SP:Iteration 6Q (34049.050000 sec): 3 clusters Score: Raw -2239642.474853 + Penalty 4733.551110 = -2234908.923743 nChanged 401 SP:Iteration 7Q (34049.130000 sec): 3 clusters Score: Raw -2239761.945659 + Penalty 4733.551110 = -2235028.394550 nChanged 377 SP:Iteration 8Q (34049.190000 sec): 3 clusters Score: Raw -2239882.429291 + Penalty 4733.551110 = -2235148.878182 nChanged 349 SP:Iteration 9Q (34049.260000 sec): 3 clusters Score: Raw -2239992.480347 + Penalty 4733.551110 = -2235258.929237 nChanged 352 SP:Iteration 10Q (34049.330000 sec): 3 clusters Score: Raw -2240116.487663 + Penalty 4733.551110 = -2235382.936554 nChanged 400 SP:Iteration 11Q (34049.400000 sec): 3 clusters Score: Raw -2240284.230040 + Penalty 4733.551110 = -2235550.678931 nChanged 441 SP:Iteration 12Q (34049.470000 sec): 3 clusters Score: Raw -2240493.873640 + Penalty 4733.551110 = -2235760.322530 nChanged 522 SP:Iteration 13Q (34049.540000 sec): 3 clusters Score: Raw -2240769.683971 + Penalty 4733.551110 = -2236036.132861 nChanged 555 SP:Iteration 14Q (34049.610000 sec): 3 clusters Score: Raw -2241092.912229 + Penalty 4733.551110 = -2236359.361119 nChanged 569 SP:Iteration 15Q (34049.680000 sec): 3 clusters Score: Raw -2241437.456128 + Penalty 4733.551110 = -2236703.905018 nChanged 525 SP:Iteration 16Q (34049.750000 sec): 3 clusters Score: Raw -2241752.755325 + Penalty 4733.551110 = -2237019.204215 nChanged 469 SP:Iteration 17Q (34049.820000 sec): 3 clusters Score: Raw -2242025.192014 + Penalty 4733.551110 = -2237291.640904 nChanged 418 SP:Iteration 18Q (34049.890000 sec): 3 clusters Score: Raw -2242286.774666 + Penalty 4733.551110 = -2237553.223556 nChanged 339 SP:Iteration 19Q (34049.950000 sec): 3 clusters Score: Raw -2242502.484489 + Penalty 4733.551110 = -2237768.933379 nChanged 280 SP:Iteration 20F (34050.020000 sec): 3 clusters Score: Raw -2242694.711088 + Penalty 4733.551110 = -2237961.159979 nChanged 221 SP:Iteration 21Q (34050.090000 sec): 3 clusters Score: Raw -2242848.918510 + Penalty 4733.551110 = -2238115.367401 nChanged 189 SP:Iteration 22Q (34050.150000 sec): 3 clusters Score: Raw -2242991.555426 + Penalty 4733.551110 = -2238258.004316 nChanged 154 SP:Iteration 23Q (34050.210000 sec): 3 clusters Score: Raw -2243087.795259 + Penalty 4733.551110 = -2238354.244149 nChanged 116 SP:Iteration 24Q (34050.270000 sec): 3 clusters Score: Raw -2243162.766820 + Penalty 4733.551110 = -2238429.215711 nChanged 96 SP:Iteration 25Q (34050.330000 sec): 3 clusters Score: Raw -2243227.016196 + Penalty 4733.551110 = -2238493.465086 nChanged 89 SP:Iteration 26Q (34050.390000 sec): 3 clusters Score: Raw -2243288.963495 + Penalty 4733.551110 = -2238555.412385 nChanged 69 SP:Iteration 27Q (34050.450000 sec): 3 clusters Score: Raw -2243330.779305 + Penalty 4733.551110 = -2238597.228195 nChanged 60 SP:Iteration 28Q (34050.510000 sec): 3 clusters Score: Raw -2243363.571406 + Penalty 4733.551110 = -2238630.020296 nChanged 47 SP:Iteration 29Q (34050.560000 sec): 3 clusters Score: Raw -2243388.770818 + Penalty 4733.551110 = -2238655.219709 nChanged 46 SP:Iteration 30Q (34050.620000 sec): 3 clusters Score: Raw -2243409.334362 + Penalty 4733.551110 = -2238675.783252 nChanged 32 SP:Iteration 31Q (34050.670000 sec): 3 clusters Score: Raw -2243426.220077 + Penalty 4733.551110 = -2238692.668967 nChanged 27 SP:Iteration 32Q (34050.730000 sec): 3 clusters Score: Raw -2243443.424213 + Penalty 4733.551110 = -2238709.873103 nChanged 29 SP:Iteration 33Q (34050.790000 sec): 3 clusters Score: Raw -2243459.054916 + Penalty 4733.551110 = -2238725.503806 nChanged 31 SP:Iteration 34Q (34050.840000 sec): 3 clusters Score: Raw -2243473.213010 + Penalty 4733.551110 = -2238739.661900 nChanged 23 SP:Iteration 35Q (34050.890000 sec): 3 clusters Score: Raw -2243482.427413 + Penalty 4733.551110 = -2238748.876303 nChanged 20 SP:Iteration 36Q (34050.950000 sec): 3 clusters Score: Raw -2243489.540184 + Penalty 4733.551110 = -2238755.989074 nChanged 11 SP:Iteration 37Q (34051.000000 sec): 3 clusters Score: Raw -2243493.342324 + Penalty 4733.551110 = -2238759.791215 nChanged 12 SP:Iteration 38Q (34051.060000 sec): 3 clusters Score: Raw -2243497.115434 + Penalty 4733.551110 = -2238763.564325 nChanged 8 SP:Iteration 39Q (34051.110000 sec): 3 clusters Score: Raw -2243500.813816 + Penalty 4733.551110 = -2238767.262706 nChanged 7 SP:Iteration 40F (34051.180000 sec): 3 clusters Score: Raw -2243502.889740 + Penalty 4733.551110 = -2238769.338631 nChanged 5 SP:Iteration 41Q (34051.230000 sec): 3 clusters Score: Raw -2243503.572065 + Penalty 4733.551110 = -2238770.020955 nChanged 1 SP:Iteration 42Q (34051.290000 sec): 3 clusters Score: Raw -2243503.820129 + Penalty 4733.551110 = -2238770.269020 nChanged 1 SP:Iteration 43Q (34051.340000 sec): 3 clusters Score: Raw -2243504.258151 + Penalty 4733.551110 = -2238770.707042 nChanged 1 SP:Iteration 44Q (34051.390000 sec): 3 clusters Score: Raw -2243504.453368 + Penalty 4733.551110 = -2238770.902259 nChanged 2 SP:Iteration 45Q (34051.450000 sec): 3 clusters Score: Raw -2243505.218770 + Penalty 4733.551110 = -2238771.667660 nChanged 2 SP:Iteration 46Q (34051.500000 sec): 3 clusters Score: Raw -2243505.782080 + Penalty 4733.551110 = -2238772.230970 nChanged 0 SP:Iteration 47F (34051.570000 sec): 3 clusters Score: Raw -2243505.782080 + Penalty 4733.551110 = -2238772.230970 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 44 (3454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34051.600000 sec): 2 clusters Score: Raw -534835.006774 + Penalty 2020.527488 = -532814.479286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34051.610000 sec): 3 clusters Score: Raw -533351.816791 + Penalty 4041.054976 = -529310.761815 nChanged 1179 SP:Iteration 1F (34051.630000 sec): 3 clusters Score: Raw -534111.657317 + Penalty 4041.054976 = -530070.602341 nChanged 251 SP:Iteration 2F (34051.650000 sec): 3 clusters Score: Raw -534319.698170 + Penalty 4041.054976 = -530278.643194 nChanged 176 SP:Iteration 3F (34051.670000 sec): 3 clusters Score: Raw -534484.194684 + Penalty 4041.054976 = -530443.139708 nChanged 164 SP:Iteration 4Q (34051.680000 sec): 3 clusters Score: Raw -534632.238533 + Penalty 4041.054976 = -530591.183557 nChanged 153 SP:Iteration 5Q (34051.700000 sec): 3 clusters Score: Raw -534791.918319 + Penalty 4041.054976 = -530750.863343 nChanged 169 SP:Iteration 6Q (34051.720000 sec): 3 clusters Score: Raw -534956.437282 + Penalty 4041.054976 = -530915.382306 nChanged 142 SP:Iteration 7Q (34051.730000 sec): 3 clusters Score: Raw -535088.704742 + Penalty 4041.054976 = -531047.649765 nChanged 128 SP:Iteration 8Q (34051.750000 sec): 3 clusters Score: Raw -535198.862380 + Penalty 4041.054976 = -531157.807404 nChanged 108 SP:Iteration 9Q (34051.770000 sec): 3 clusters Score: Raw -535274.682754 + Penalty 4041.054976 = -531233.627778 nChanged 79 SP:Iteration 10Q (34051.790000 sec): 3 clusters Score: Raw -535327.386930 + Penalty 4041.054976 = -531286.331953 nChanged 58 SP:Iteration 11Q (34051.800000 sec): 3 clusters Score: Raw -535369.001849 + Penalty 4041.054976 = -531327.946873 nChanged 45 SP:Iteration 12Q (34051.820000 sec): 3 clusters Score: Raw -535393.804382 + Penalty 4041.054976 = -531352.749405 nChanged 25 SP:Iteration 13Q (34051.830000 sec): 3 clusters Score: Raw -535405.038483 + Penalty 4041.054976 = -531363.983506 nChanged 24 SP:Iteration 14Q (34051.850000 sec): 3 clusters Score: Raw -535417.344263 + Penalty 4041.054976 = -531376.289286 nChanged 20 SP:Iteration 15Q (34051.870000 sec): 3 clusters Score: Raw -535427.001900 + Penalty 4041.054976 = -531385.946924 nChanged 16 SP:Iteration 16Q (34051.880000 sec): 3 clusters Score: Raw -535432.924639 + Penalty 4041.054976 = -531391.869663 nChanged 12 SP:Iteration 17Q (34051.900000 sec): 3 clusters Score: Raw -535438.195387 + Penalty 4041.054976 = -531397.140411 nChanged 10 SP:Iteration 18Q (34051.910000 sec): 3 clusters Score: Raw -535441.928854 + Penalty 4041.054976 = -531400.873878 nChanged 5 SP:Iteration 19Q (34051.930000 sec): 3 clusters Score: Raw -535443.354991 + Penalty 4041.054976 = -531402.300014 nChanged 4 SP:Iteration 20F (34051.950000 sec): 3 clusters Score: Raw -535445.339052 + Penalty 4041.054976 = -531404.284076 nChanged 3 SP:Iteration 21Q (34051.970000 sec): 3 clusters Score: Raw -535447.441241 + Penalty 4041.054976 = -531406.386264 nChanged 2 SP:Iteration 22Q (34051.980000 sec): 3 clusters Score: Raw -535447.926307 + Penalty 4041.054976 = -531406.871331 nChanged 0 SP:Iteration 23F (34052.000000 sec): 3 clusters Score: Raw -535447.926307 + Penalty 4041.054976 = -531406.871331 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 45 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34052.010000 sec): 2 clusters Score: Raw -18694.212029 + Penalty 1212.806584 = -17481.405445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34052.010000 sec): 3 clusters Score: Raw -18939.761518 + Penalty 2425.613168 = -16514.148350 nChanged 3 SP:Iteration 1Q (34052.010000 sec): 3 clusters Score: Raw -18966.834027 + Penalty 2425.613168 = -16541.220860 nChanged 1 SP:Iteration 2Q (34052.010000 sec): 3 clusters Score: Raw -18986.954200 + Penalty 2425.613168 = -16561.341032 nChanged 1 SP:Iteration 3Q (34052.010000 sec): 3 clusters Score: Raw -18998.216031 + Penalty 2425.613168 = -16572.602864 nChanged 1 SP:Iteration 4Q (34052.010000 sec): 3 clusters Score: Raw -19005.935312 + Penalty 2425.613168 = -16580.322144 nChanged 0 SP:Iteration 5F (34052.010000 sec): 3 clusters Score: Raw -19005.935312 + Penalty 2425.613168 = -16580.322144 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 46 (1611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34052.020000 sec): 2 clusters Score: Raw -241455.482022 + Penalty 1831.383375 = -239624.098647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34052.030000 sec): 3 clusters Score: Raw -240934.188822 + Penalty 3662.766750 = -237271.422072 nChanged 463 SP:Iteration 1F (34052.040000 sec): 3 clusters Score: Raw -241377.949258 + Penalty 3662.766750 = -237715.182508 nChanged 143 SP:Iteration 2F (34052.050000 sec): 3 clusters Score: Raw -241600.100818 + Penalty 3662.766750 = -237937.334068 nChanged 93 SP:Iteration 3F (34052.050000 sec): 3 clusters Score: Raw -241830.852369 + Penalty 3662.766750 = -238168.085619 nChanged 80 SP:Iteration 4Q (34052.060000 sec): 3 clusters Score: Raw -241979.284909 + Penalty 3662.766750 = -238316.518159 nChanged 80 SP:Iteration 5Q (34052.070000 sec): 3 clusters Score: Raw -242131.129378 + Penalty 3662.766750 = -238468.362628 nChanged 67 SP:Iteration 6Q (34052.080000 sec): 3 clusters Score: Raw -242247.089980 + Penalty 3662.766750 = -238584.323230 nChanged 47 SP:Iteration 7Q (34052.090000 sec): 3 clusters Score: Raw -242337.973374 + Penalty 3662.766750 = -238675.206624 nChanged 43 SP:Iteration 8Q (34052.090000 sec): 3 clusters Score: Raw -242421.626179 + Penalty 3662.766750 = -238758.859429 nChanged 46 SP:Iteration 9Q (34052.100000 sec): 3 clusters Score: Raw -242495.735073 + Penalty 3662.766750 = -238832.968323 nChanged 33 SP:Iteration 10Q (34052.110000 sec): 3 clusters Score: Raw -242540.519823 + Penalty 3662.766750 = -238877.753073 nChanged 21 SP:Iteration 11Q (34052.110000 sec): 3 clusters Score: Raw -242563.162770 + Penalty 3662.766750 = -238900.396020 nChanged 11 SP:Iteration 12Q (34052.120000 sec): 3 clusters Score: Raw -242572.203310 + Penalty 3662.766750 = -238909.436560 nChanged 5 SP:Iteration 13Q (34052.130000 sec): 3 clusters Score: Raw -242576.572520 + Penalty 3662.766750 = -238913.805770 nChanged 2 SP:Iteration 14Q (34052.130000 sec): 3 clusters Score: Raw -242578.680979 + Penalty 3662.766750 = -238915.914229 nChanged 2 SP:Iteration 15Q (34052.140000 sec): 3 clusters Score: Raw -242582.721138 + Penalty 3662.766750 = -238919.954388 nChanged 2 SP:Iteration 16Q (34052.150000 sec): 3 clusters Score: Raw -242584.378130 + Penalty 3662.766750 = -238921.611380 nChanged 2 SP:Iteration 17Q (34052.150000 sec): 3 clusters Score: Raw -242585.715598 + Penalty 3662.766750 = -238922.948848 nChanged 0 SP:Iteration 18F (34052.160000 sec): 3 clusters Score: Raw -242585.715598 + Penalty 3662.766750 = -238922.948848 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 47 (542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34052.170000 sec): 2 clusters Score: Raw -81697.939149 + Penalty 1561.225968 = -80136.713181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34052.170000 sec): 3 clusters Score: Raw -81681.419775 + Penalty 3122.451937 = -78558.967838 nChanged 99 SP:Iteration 1F (34052.170000 sec): 3 clusters Score: Raw -81838.709977 + Penalty 3122.451937 = -78716.258040 nChanged 24 SP:Iteration 2Q (34052.180000 sec): 3 clusters Score: Raw -81894.767941 + Penalty 3122.451937 = -78772.316005 nChanged 16 SP:Iteration 3Q (34052.180000 sec): 3 clusters Score: Raw -81930.395833 + Penalty 3122.451937 = -78807.943897 nChanged 2 SP:Iteration 4Q (34052.180000 sec): 3 clusters Score: Raw -81934.626100 + Penalty 3122.451937 = -78812.174164 nChanged 0 SP:Iteration 5F (34052.190000 sec): 3 clusters Score: Raw -81934.626100 + Penalty 3122.451937 = -78812.174164 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 48 (670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34052.190000 sec): 2 clusters Score: Raw -109523.636023 + Penalty 1613.804873 = -107909.831151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34052.200000 sec): 3 clusters Score: Raw -109437.027079 + Penalty 3227.609745 = -106209.417334 nChanged 137 SP:Iteration 1F (34052.200000 sec): 3 clusters Score: Raw -109629.364648 + Penalty 3227.609745 = -106401.754903 nChanged 32 SP:Iteration 2Q (34052.200000 sec): 3 clusters Score: Raw -109681.496502 + Penalty 3227.609745 = -106453.886757 nChanged 11 SP:Iteration 3Q (34052.210000 sec): 3 clusters Score: Raw -109698.836348 + Penalty 3227.609745 = -106471.226603 nChanged 7 SP:Iteration 4Q (34052.210000 sec): 3 clusters Score: Raw -109715.673714 + Penalty 3227.609745 = -106488.063969 nChanged 7 SP:Iteration 5Q (34052.210000 sec): 3 clusters Score: Raw -109726.931002 + Penalty 3227.609745 = -106499.321257 nChanged 6 SP:Iteration 6Q (34052.210000 sec): 3 clusters Score: Raw -109734.044417 + Penalty 3227.609745 = -106506.434672 nChanged 2 SP:Iteration 7Q (34052.220000 sec): 3 clusters Score: Raw -109736.773632 + Penalty 3227.609745 = -106509.163886 nChanged 2 SP:Iteration 8Q (34052.220000 sec): 3 clusters Score: Raw -109739.009384 + Penalty 3227.609745 = -106511.399639 nChanged 2 SP:Iteration 9Q (34052.230000 sec): 3 clusters Score: Raw -109744.521326 + Penalty 3227.609745 = -106516.911581 nChanged 0 SP:Iteration 10F (34052.230000 sec): 3 clusters Score: Raw -109744.521326 + Penalty 3227.609745 = -106516.911581 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 49 (471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34052.230000 sec): 2 clusters Score: Raw -69900.279090 + Penalty 1526.404807 = -68373.874283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34052.240000 sec): 3 clusters Score: Raw -69965.825069 + Penalty 3052.809615 = -66913.015455 nChanged 84 SP:Iteration 1F (34052.240000 sec): 3 clusters Score: Raw -70133.274533 + Penalty 3052.809615 = -67080.464918 nChanged 19 SP:Iteration 2Q (34052.240000 sec): 3 clusters Score: Raw -70185.285232 + Penalty 3052.809615 = -67132.475617 nChanged 11 SP:Iteration 3Q (34052.250000 sec): 3 clusters Score: Raw -70216.150204 + Penalty 3052.809615 = -67163.340590 nChanged 5 SP:Iteration 4Q (34052.250000 sec): 3 clusters Score: Raw -70232.021788 + Penalty 3052.809615 = -67179.212174 nChanged 6 SP:Iteration 5Q (34052.250000 sec): 3 clusters Score: Raw -70249.874822 + Penalty 3052.809615 = -67197.065207 nChanged 6 SP:Iteration 6Q (34052.250000 sec): 3 clusters Score: Raw -70265.387141 + Penalty 3052.809615 = -67212.577527 nChanged 2 SP:Iteration 7Q (34052.250000 sec): 3 clusters Score: Raw -70271.236078 + Penalty 3052.809615 = -67218.426463 nChanged 2 SP:Iteration 8Q (34052.260000 sec): 3 clusters Score: Raw -70273.191190 + Penalty 3052.809615 = -67220.381575 nChanged 0 SP:Iteration 9F (34052.260000 sec): 3 clusters Score: Raw -70273.191190 + Penalty 3052.809615 = -67220.381575 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 50 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34052.270000 sec): 2 clusters Score: Raw -19317.374114 + Penalty 1303.858852 = -18013.515262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34052.270000 sec): 3 clusters Score: Raw -19646.184538 + Penalty 2607.717705 = -17038.466834 nChanged 26 SP:Iteration 1F (34052.270000 sec): 3 clusters Score: Raw -19932.220127 + Penalty 2607.717705 = -17324.502422 nChanged 13 SP:Iteration 2F (34052.270000 sec): 3 clusters Score: Raw -20061.508029 + Penalty 2607.717705 = -17453.790324 nChanged 9 SP:Iteration 3Q (34052.270000 sec): 3 clusters Score: Raw -20161.464242 + Penalty 2607.717705 = -17553.746537 nChanged 4 SP:Iteration 4Q (34052.270000 sec): 3 clusters Score: Raw -20204.167371 + Penalty 2607.717705 = -17596.449666 nChanged 3 SP:Iteration 5Q (34052.270000 sec): 3 clusters Score: Raw -20277.127968 + Penalty 2607.717705 = -17669.410264 nChanged 0 SP:Iteration 6F (34052.270000 sec): 3 clusters Score: Raw -20277.127968 + Penalty 2607.717705 = -17669.410264 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 51 (4252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34052.300000 sec): 2 clusters Score: Raw -664407.647096 + Penalty 2072.075895 = -662335.571201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34052.320000 sec): 3 clusters Score: Raw -662476.806633 + Penalty 4144.151791 = -658332.654842 nChanged 1555 SP:Iteration 1F (34052.340000 sec): 3 clusters Score: Raw -663420.503992 + Penalty 4144.151791 = -659276.352201 nChanged 326 SP:Iteration 2F (34052.360000 sec): 3 clusters Score: Raw -663720.561795 + Penalty 4144.151791 = -659576.410004 nChanged 291 SP:Iteration 3F (34052.380000 sec): 3 clusters Score: Raw -664012.578993 + Penalty 4144.151791 = -659868.427202 nChanged 306 SP:Iteration 4F (34052.400000 sec): 3 clusters Score: Raw -664372.375366 + Penalty 4144.151791 = -660228.223575 nChanged 323 SP:Iteration 5F (34052.430000 sec): 3 clusters Score: Raw -664769.287451 + Penalty 4144.151791 = -660625.135661 nChanged 281 SP:Iteration 6F (34052.450000 sec): 3 clusters Score: Raw -665086.248545 + Penalty 4144.151791 = -660942.096754 nChanged 198 SP:Iteration 7Q (34052.470000 sec): 3 clusters Score: Raw -665285.546447 + Penalty 4144.151791 = -661141.394657 nChanged 156 SP:Iteration 8Q (34052.490000 sec): 3 clusters Score: Raw -665412.887882 + Penalty 4144.151791 = -661268.736092 nChanged 97 SP:Iteration 9Q (34052.510000 sec): 3 clusters Score: Raw -665488.081539 + Penalty 4144.151791 = -661343.929749 nChanged 78 SP:Iteration 10Q (34052.530000 sec): 3 clusters Score: Raw -665540.039392 + Penalty 4144.151791 = -661395.887601 nChanged 61 SP:Iteration 11Q (34052.550000 sec): 3 clusters Score: Raw -665576.962969 + Penalty 4144.151791 = -661432.811178 nChanged 44 SP:Iteration 12Q (34052.570000 sec): 3 clusters Score: Raw -665599.463026 + Penalty 4144.151791 = -661455.311235 nChanged 32 SP:Iteration 13Q (34052.590000 sec): 3 clusters Score: Raw -665617.097470 + Penalty 4144.151791 = -661472.945680 nChanged 33 SP:Iteration 14Q (34052.610000 sec): 3 clusters Score: Raw -665637.856463 + Penalty 4144.151791 = -661493.704673 nChanged 35 SP:Iteration 15Q (34052.630000 sec): 3 clusters Score: Raw -665654.429568 + Penalty 4144.151791 = -661510.277777 nChanged 28 SP:Iteration 16Q (34052.650000 sec): 3 clusters Score: Raw -665668.115408 + Penalty 4144.151791 = -661523.963617 nChanged 19 SP:Iteration 17Q (34052.670000 sec): 3 clusters Score: Raw -665676.169452 + Penalty 4144.151791 = -661532.017662 nChanged 19 SP:Iteration 18Q (34052.690000 sec): 3 clusters Score: Raw -665684.191148 + Penalty 4144.151791 = -661540.039357 nChanged 14 SP:Iteration 19Q (34052.710000 sec): 3 clusters Score: Raw -665692.722649 + Penalty 4144.151791 = -661548.570859 nChanged 18 SP:Iteration 20F (34052.730000 sec): 3 clusters Score: Raw -665700.490229 + Penalty 4144.151791 = -661556.338438 nChanged 12 SP:Iteration 21Q (34052.750000 sec): 3 clusters Score: Raw -665705.319148 + Penalty 4144.151791 = -661561.167357 nChanged 15 SP:Iteration 22Q (34052.770000 sec): 3 clusters Score: Raw -665710.508300 + Penalty 4144.151791 = -661566.356509 nChanged 10 SP:Iteration 23Q (34052.790000 sec): 3 clusters Score: Raw -665714.233095 + Penalty 4144.151791 = -661570.081304 nChanged 11 SP:Iteration 24Q (34052.810000 sec): 3 clusters Score: Raw -665718.803321 + Penalty 4144.151791 = -661574.651530 nChanged 16 SP:Iteration 25Q (34052.830000 sec): 3 clusters Score: Raw -665724.086142 + Penalty 4144.151791 = -661579.934351 nChanged 14 SP:Iteration 26Q (34052.850000 sec): 3 clusters Score: Raw -665730.970382 + Penalty 4144.151791 = -661586.818591 nChanged 18 SP:Iteration 27Q (34052.870000 sec): 3 clusters Score: Raw -665738.943723 + Penalty 4144.151791 = -661594.791932 nChanged 18 SP:Iteration 28Q (34052.890000 sec): 3 clusters Score: Raw -665746.423781 + Penalty 4144.151791 = -661602.271990 nChanged 13 SP:Iteration 29Q (34052.910000 sec): 3 clusters Score: Raw -665751.223304 + Penalty 4144.151791 = -661607.071514 nChanged 11 SP:Iteration 30Q (34052.930000 sec): 3 clusters Score: Raw -665756.804956 + Penalty 4144.151791 = -661612.653166 nChanged 17 SP:Iteration 31Q (34052.950000 sec): 3 clusters Score: Raw -665766.572438 + Penalty 4144.151791 = -661622.420648 nChanged 19 SP:Iteration 32Q (34052.970000 sec): 3 clusters Score: Raw -665774.435334 + Penalty 4144.151791 = -661630.283544 nChanged 17 SP:Iteration 33Q (34052.990000 sec): 3 clusters Score: Raw -665781.099928 + Penalty 4144.151791 = -661636.948137 nChanged 13 SP:Iteration 34Q (34053.010000 sec): 3 clusters Score: Raw -665786.748524 + Penalty 4144.151791 = -661642.596734 nChanged 19 SP:Iteration 35Q (34053.030000 sec): 3 clusters Score: Raw -665795.730793 + Penalty 4144.151791 = -661651.579002 nChanged 19 SP:Iteration 36Q (34053.050000 sec): 3 clusters Score: Raw -665803.698400 + Penalty 4144.151791 = -661659.546610 nChanged 22 SP:Iteration 37Q (34053.070000 sec): 3 clusters Score: Raw -665814.009027 + Penalty 4144.151791 = -661669.857236 nChanged 21 SP:Iteration 38Q (34053.090000 sec): 3 clusters Score: Raw -665825.875986 + Penalty 4144.151791 = -661681.724195 nChanged 23 SP:Iteration 39Q (34053.110000 sec): 3 clusters Score: Raw -665838.193679 + Penalty 4144.151791 = -661694.041888 nChanged 28 SP:Iteration 40F (34053.140000 sec): 3 clusters Score: Raw -665851.028992 + Penalty 4144.151791 = -661706.877202 nChanged 20 SP:Iteration 41Q (34053.160000 sec): 3 clusters Score: Raw -665859.522123 + Penalty 4144.151791 = -661715.370332 nChanged 23 SP:Iteration 42Q (34053.180000 sec): 3 clusters Score: Raw -665870.896525 + Penalty 4144.151791 = -661726.744734 nChanged 19 SP:Iteration 43Q (34053.190000 sec): 3 clusters Score: Raw -665878.216783 + Penalty 4144.151791 = -661734.064992 nChanged 17 SP:Iteration 44Q (34053.210000 sec): 3 clusters Score: Raw -665884.521760 + Penalty 4144.151791 = -661740.369969 nChanged 14 SP:Iteration 45Q (34053.230000 sec): 3 clusters Score: Raw -665890.937423 + Penalty 4144.151791 = -661746.785632 nChanged 11 SP:Iteration 46Q (34053.250000 sec): 3 clusters Score: Raw -665894.630881 + Penalty 4144.151791 = -661750.479090 nChanged 13 SP:Iteration 47Q (34053.270000 sec): 3 clusters Score: Raw -665899.884780 + Penalty 4144.151791 = -661755.732989 nChanged 13 SP:Iteration 48Q (34053.290000 sec): 3 clusters Score: Raw -665904.051089 + Penalty 4144.151791 = -661759.899298 nChanged 16 SP:Iteration 49Q (34053.310000 sec): 3 clusters Score: Raw -665912.852275 + Penalty 4144.151791 = -661768.700485 nChanged 19 SP:Iteration 50Q (34053.330000 sec): 3 clusters Score: Raw -665921.224664 + Penalty 4144.151791 = -661777.072873 nChanged 16 SP:Iteration 51Q (34053.350000 sec): 3 clusters Score: Raw -665928.634896 + Penalty 4144.151791 = -661784.483105 nChanged 15 SP:Iteration 52Q (34053.370000 sec): 3 clusters Score: Raw -665934.282964 + Penalty 4144.151791 = -661790.131174 nChanged 15 SP:Iteration 53Q (34053.390000 sec): 3 clusters Score: Raw -665941.299747 + Penalty 4144.151791 = -661797.147957 nChanged 15 SP:Iteration 54Q (34053.410000 sec): 3 clusters Score: Raw -665947.582140 + Penalty 4144.151791 = -661803.430349 nChanged 13 SP:Iteration 55Q (34053.430000 sec): 3 clusters Score: Raw -665952.207783 + Penalty 4144.151791 = -661808.055992 nChanged 8 SP:Iteration 56Q (34053.450000 sec): 3 clusters Score: Raw -665955.728430 + Penalty 4144.151791 = -661811.576639 nChanged 5 SP:Iteration 57Q (34053.470000 sec): 3 clusters Score: Raw -665957.862598 + Penalty 4144.151791 = -661813.710807 nChanged 7 SP:Iteration 58Q (34053.490000 sec): 3 clusters Score: Raw -665962.597772 + Penalty 4144.151791 = -661818.445981 nChanged 12 SP:Iteration 59Q (34053.510000 sec): 3 clusters Score: Raw -665968.140370 + Penalty 4144.151791 = -661823.988579 nChanged 15 SP:Iteration 60F (34053.530000 sec): 3 clusters Score: Raw -665972.807936 + Penalty 4144.151791 = -661828.656145 nChanged 5 SP:Iteration 61Q (34053.550000 sec): 3 clusters Score: Raw -665974.671928 + Penalty 4144.151791 = -661830.520138 nChanged 3 SP:Iteration 62Q (34053.570000 sec): 3 clusters Score: Raw -665975.606824 + Penalty 4144.151791 = -661831.455033 nChanged 2 SP:Iteration 63Q (34053.590000 sec): 3 clusters Score: Raw -665976.124944 + Penalty 4144.151791 = -661831.973153 nChanged 1 SP:Iteration 64Q (34053.610000 sec): 3 clusters Score: Raw -665976.455932 + Penalty 4144.151791 = -661832.304141 nChanged 1 SP:Iteration 65Q (34053.630000 sec): 3 clusters Score: Raw -665977.011961 + Penalty 4144.151791 = -661832.860170 nChanged 1 SP:Iteration 66Q (34053.650000 sec): 3 clusters Score: Raw -665977.267920 + Penalty 4144.151791 = -661833.116129 nChanged 0 SP:Iteration 67F (34053.670000 sec): 3 clusters Score: Raw -665977.267920 + Penalty 4144.151791 = -661833.116129 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 52 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34053.670000 sec): 2 clusters Score: Raw -49377.808513 + Penalty 1435.150551 = -47942.657963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34053.680000 sec): 3 clusters Score: Raw -49502.873937 + Penalty 2870.301101 = -46632.572836 nChanged 42 SP:Iteration 1F (34053.680000 sec): 3 clusters Score: Raw -49644.755592 + Penalty 2870.301101 = -46774.454491 nChanged 9 SP:Iteration 2Q (34053.680000 sec): 3 clusters Score: Raw -49721.833951 + Penalty 2870.301101 = -46851.532850 nChanged 7 SP:Iteration 3Q (34053.680000 sec): 3 clusters Score: Raw -50032.867168 + Penalty 2870.301101 = -47162.566067 nChanged 22 SP:Iteration 4F (34053.690000 sec): 3 clusters Score: Raw -50117.882799 + Penalty 2870.301101 = -47247.581698 nChanged 11 SP:Iteration 5Q (34053.690000 sec): 3 clusters Score: Raw -50160.367535 + Penalty 2870.301101 = -47290.066433 nChanged 6 SP:Iteration 6Q (34053.690000 sec): 3 clusters Score: Raw -50186.458279 + Penalty 2870.301101 = -47316.157178 nChanged 2 SP:Iteration 7Q (34053.690000 sec): 3 clusters Score: Raw -50194.335185 + Penalty 2870.301101 = -47324.034084 nChanged 1 SP:Iteration 8Q (34053.690000 sec): 3 clusters Score: Raw -50202.979316 + Penalty 2870.301101 = -47332.678214 nChanged 2 SP:Iteration 9Q (34053.690000 sec): 3 clusters Score: Raw -50210.479962 + Penalty 2870.301101 = -47340.178861 nChanged 1 SP:Iteration 10Q (34053.690000 sec): 3 clusters Score: Raw -50213.355761 + Penalty 2870.301101 = -47343.054660 nChanged 2 SP:Iteration 11Q (34053.690000 sec): 3 clusters Score: Raw -50224.241240 + Penalty 2870.301101 = -47353.940139 nChanged 1 SP:Iteration 12Q (34053.700000 sec): 3 clusters Score: Raw -50230.634880 + Penalty 2870.301101 = -47360.333779 nChanged 0 SP:Iteration 13F (34053.700000 sec): 3 clusters Score: Raw -50230.634880 + Penalty 2870.301101 = -47360.333779 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 53 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34053.700000 sec): 2 clusters Score: Raw -31593.240148 + Penalty 1349.719592 = -30243.520556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34053.710000 sec): 3 clusters Score: Raw -31852.832336 + Penalty 2699.439184 = -29153.393152 nChanged 21 SP:Iteration 1F (34053.710000 sec): 3 clusters Score: Raw -31934.299511 + Penalty 2699.439184 = -29234.860326 nChanged 7 SP:Iteration 2Q (34053.710000 sec): 3 clusters Score: Raw -31975.992885 + Penalty 2699.439184 = -29276.553701 nChanged 4 SP:Iteration 3Q (34053.710000 sec): 3 clusters Score: Raw -31995.199855 + Penalty 2699.439184 = -29295.760671 nChanged 3 SP:Iteration 4Q (34053.710000 sec): 3 clusters Score: Raw -32009.660376 + Penalty 2699.439184 = -29310.221192 nChanged 0 SP:Iteration 5F (34053.710000 sec): 3 clusters Score: Raw -32009.660376 + Penalty 2699.439184 = -29310.221192 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 54 (561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34053.720000 sec): 2 clusters Score: Raw -84576.980309 + Penalty 1569.770785 = -83007.209524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34053.720000 sec): 3 clusters Score: Raw -84583.904616 + Penalty 3139.541569 = -81444.363046 nChanged 118 SP:Iteration 1F (34053.730000 sec): 3 clusters Score: Raw -84809.696890 + Penalty 3139.541569 = -81670.155321 nChanged 34 SP:Iteration 2F (34053.730000 sec): 3 clusters Score: Raw -84901.275368 + Penalty 3139.541569 = -81761.733799 nChanged 22 SP:Iteration 3Q (34053.730000 sec): 3 clusters Score: Raw -84976.991477 + Penalty 3139.541569 = -81837.449907 nChanged 21 SP:Iteration 4Q (34053.730000 sec): 3 clusters Score: Raw -85089.480022 + Penalty 3139.541569 = -81949.938453 nChanged 20 SP:Iteration 5Q (34053.730000 sec): 3 clusters Score: Raw -85228.006462 + Penalty 3139.541569 = -82088.464893 nChanged 15 SP:Iteration 6Q (34053.740000 sec): 3 clusters Score: Raw -85302.050484 + Penalty 3139.541569 = -82162.508914 nChanged 15 SP:Iteration 7Q (34053.740000 sec): 3 clusters Score: Raw -85342.469979 + Penalty 3139.541569 = -82202.928410 nChanged 13 SP:Iteration 8Q (34053.740000 sec): 3 clusters Score: Raw -85374.619435 + Penalty 3139.541569 = -82235.077866 nChanged 11 SP:Iteration 9Q (34053.750000 sec): 3 clusters Score: Raw -85410.749917 + Penalty 3139.541569 = -82271.208348 nChanged 10 SP:Iteration 10Q (34053.750000 sec): 3 clusters Score: Raw -85443.393325 + Penalty 3139.541569 = -82303.851756 nChanged 9 SP:Iteration 11Q (34053.750000 sec): 3 clusters Score: Raw -85467.300785 + Penalty 3139.541569 = -82327.759215 nChanged 5 SP:Iteration 12Q (34053.750000 sec): 3 clusters Score: Raw -85485.197864 + Penalty 3139.541569 = -82345.656295 nChanged 2 SP:Iteration 13Q (34053.750000 sec): 3 clusters Score: Raw -85493.274936 + Penalty 3139.541569 = -82353.733367 nChanged 2 SP:Iteration 14Q (34053.760000 sec): 3 clusters Score: Raw -85499.988214 + Penalty 3139.541569 = -82360.446645 nChanged 2 SP:Iteration 15Q (34053.760000 sec): 3 clusters Score: Raw -85503.514184 + Penalty 3139.541569 = -82363.972615 nChanged 1 SP:Iteration 16Q (34053.760000 sec): 3 clusters Score: Raw -85504.934589 + Penalty 3139.541569 = -82365.393020 nChanged 0 SP:Iteration 17F (34053.770000 sec): 3 clusters Score: Raw -85504.934589 + Penalty 3139.541569 = -82365.393020 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 55 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34053.770000 sec): 2 clusters Score: Raw -16319.729328 + Penalty 1174.577215 = -15145.152113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34053.770000 sec): 3 clusters Score: Raw -16695.978477 + Penalty 2349.154430 = -14346.824047 nChanged 1 SP:Iteration 1Q (34053.770000 sec): 3 clusters Score: Raw -16710.844127 + Penalty 2349.154430 = -14361.689697 nChanged 0 SP:Iteration 2F (34053.770000 sec): 3 clusters Score: Raw -16710.844127 + Penalty 2349.154430 = -14361.689697 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 56 (4967 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34053.800000 sec): 2 clusters Score: Raw -789755.403127 + Penalty 2110.621686 = -787644.781441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34053.830000 sec): 3 clusters Score: Raw -787337.953799 + Penalty 4221.243372 = -783116.710427 nChanged 1906 SP:Iteration 1F (34053.850000 sec): 3 clusters Score: Raw -788361.836510 + Penalty 4221.243372 = -784140.593138 nChanged 362 SP:Iteration 2F (34053.870000 sec): 3 clusters Score: Raw -788556.270333 + Penalty 4221.243372 = -784335.026961 nChanged 215 SP:Iteration 3Q (34053.900000 sec): 3 clusters Score: Raw -788667.661981 + Penalty 4221.243372 = -784446.418608 nChanged 167 SP:Iteration 4Q (34053.930000 sec): 3 clusters Score: Raw -788747.715145 + Penalty 4221.243372 = -784526.471773 nChanged 123 SP:Iteration 5Q (34053.950000 sec): 3 clusters Score: Raw -788807.435559 + Penalty 4221.243372 = -784586.192187 nChanged 118 SP:Iteration 6Q (34053.970000 sec): 3 clusters Score: Raw -788861.425798 + Penalty 4221.243372 = -784640.182426 nChanged 119 SP:Iteration 7Q (34054.000000 sec): 3 clusters Score: Raw -788929.373537 + Penalty 4221.243372 = -784708.130165 nChanged 115 SP:Iteration 8Q (34054.020000 sec): 3 clusters Score: Raw -788995.061010 + Penalty 4221.243372 = -784773.817638 nChanged 122 SP:Iteration 9Q (34054.050000 sec): 3 clusters Score: Raw -789072.862219 + Penalty 4221.243372 = -784851.618847 nChanged 132 SP:Iteration 10Q (34054.070000 sec): 3 clusters Score: Raw -789156.528413 + Penalty 4221.243372 = -784935.285041 nChanged 136 SP:Iteration 11Q (34054.100000 sec): 3 clusters Score: Raw -789246.443135 + Penalty 4221.243372 = -785025.199763 nChanged 143 SP:Iteration 12Q (34054.120000 sec): 3 clusters Score: Raw -789337.038787 + Penalty 4221.243372 = -785115.795415 nChanged 155 SP:Iteration 13Q (34054.150000 sec): 3 clusters Score: Raw -789431.126604 + Penalty 4221.243372 = -785209.883231 nChanged 148 SP:Iteration 14Q (34054.170000 sec): 3 clusters Score: Raw -789527.991395 + Penalty 4221.243372 = -785306.748022 nChanged 162 SP:Iteration 15Q (34054.190000 sec): 3 clusters Score: Raw -789635.915165 + Penalty 4221.243372 = -785414.671792 nChanged 149 SP:Iteration 16Q (34054.220000 sec): 3 clusters Score: Raw -789734.640032 + Penalty 4221.243372 = -785513.396660 nChanged 138 SP:Iteration 17Q (34054.240000 sec): 3 clusters Score: Raw -789822.530749 + Penalty 4221.243372 = -785601.287377 nChanged 106 SP:Iteration 18Q (34054.270000 sec): 3 clusters Score: Raw -789883.211046 + Penalty 4221.243372 = -785661.967673 nChanged 102 SP:Iteration 19Q (34054.290000 sec): 3 clusters Score: Raw -789937.327625 + Penalty 4221.243372 = -785716.084252 nChanged 117 SP:Iteration 20F (34054.310000 sec): 3 clusters Score: Raw -790001.085604 + Penalty 4221.243372 = -785779.842232 nChanged 98 SP:Iteration 21Q (34054.340000 sec): 3 clusters Score: Raw -790052.634091 + Penalty 4221.243372 = -785831.390719 nChanged 81 SP:Iteration 22Q (34054.360000 sec): 3 clusters Score: Raw -790087.126436 + Penalty 4221.243372 = -785865.883064 nChanged 67 SP:Iteration 23Q (34054.390000 sec): 3 clusters Score: Raw -790115.213967 + Penalty 4221.243372 = -785893.970594 nChanged 47 SP:Iteration 24Q (34054.410000 sec): 3 clusters Score: Raw -790132.496100 + Penalty 4221.243372 = -785911.252728 nChanged 37 SP:Iteration 25Q (34054.430000 sec): 3 clusters Score: Raw -790143.689853 + Penalty 4221.243372 = -785922.446481 nChanged 17 SP:Iteration 26Q (34054.460000 sec): 3 clusters Score: Raw -790149.554442 + Penalty 4221.243372 = -785928.311069 nChanged 16 SP:Iteration 27Q (34054.480000 sec): 3 clusters Score: Raw -790153.722344 + Penalty 4221.243372 = -785932.478972 nChanged 8 SP:Iteration 28Q (34054.510000 sec): 3 clusters Score: Raw -790155.170437 + Penalty 4221.243372 = -785933.927065 nChanged 4 SP:Iteration 29Q (34054.530000 sec): 3 clusters Score: Raw -790156.497938 + Penalty 4221.243372 = -785935.254566 nChanged 5 SP:Iteration 30Q (34054.550000 sec): 3 clusters Score: Raw -790158.187473 + Penalty 4221.243372 = -785936.944101 nChanged 4 SP:Iteration 31Q (34054.570000 sec): 3 clusters Score: Raw -790159.194029 + Penalty 4221.243372 = -785937.950657 nChanged 1 SP:Iteration 32Q (34054.600000 sec): 3 clusters Score: Raw -790159.384469 + Penalty 4221.243372 = -785938.141097 nChanged 1 SP:Iteration 33Q (34054.620000 sec): 3 clusters Score: Raw -790159.641138 + Penalty 4221.243372 = -785938.397766 nChanged 0 SP:Iteration 34F (34054.650000 sec): 3 clusters Score: Raw -790159.641138 + Penalty 4221.243372 = -785938.397766 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 57 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34054.650000 sec): 2 clusters Score: Raw -17449.779719 + Penalty 1174.577215 = -16275.202504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34054.660000 sec): 3 clusters Score: Raw -17745.227499 + Penalty 2349.154430 = -15396.073069 nChanged 2 SP:Iteration 1Q (34054.660000 sec): 3 clusters Score: Raw -17756.401824 + Penalty 2349.154430 = -15407.247393 nChanged 0 SP:Iteration 2F (34054.660000 sec): 3 clusters Score: Raw -17756.401824 + Penalty 2349.154430 = -15407.247393 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 58 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34054.660000 sec): 2 clusters Score: Raw -38975.350638 + Penalty 1377.133977 = -37598.216661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34054.670000 sec): 3 clusters Score: Raw -39136.622749 + Penalty 2754.267954 = -36382.354795 nChanged 26 SP:Iteration 1F (34054.670000 sec): 3 clusters Score: Raw -39236.522983 + Penalty 2754.267954 = -36482.255029 nChanged 7 SP:Iteration 2Q (34054.670000 sec): 3 clusters Score: Raw -39272.132543 + Penalty 2754.267954 = -36517.864589 nChanged 1 SP:Iteration 3Q (34054.670000 sec): 3 clusters Score: Raw -39274.534145 + Penalty 2754.267954 = -36520.266191 nChanged 0 SP:Iteration 4F (34054.670000 sec): 3 clusters Score: Raw -39274.534145 + Penalty 2754.267954 = -36520.266191 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 59 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34054.670000 sec): 2 clusters Score: Raw -10269.649956 + Penalty 1060.613198 = -9209.036758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34054.680000 sec): 3 clusters Score: Raw -10806.494187 + Penalty 2121.226395 = -8685.267792 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 60 (2129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34054.690000 sec): 2 clusters Score: Raw -331923.582145 + Penalty 1900.525101 = -330023.057044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34054.700000 sec): 3 clusters Score: Raw -331133.578740 + Penalty 3801.050202 = -327332.528538 nChanged 673 SP:Iteration 1F (34054.710000 sec): 3 clusters Score: Raw -331682.952796 + Penalty 3801.050202 = -327881.902595 nChanged 163 SP:Iteration 2F (34054.720000 sec): 3 clusters Score: Raw -331854.671773 + Penalty 3801.050202 = -328053.621571 nChanged 102 SP:Iteration 3Q (34054.730000 sec): 3 clusters Score: Raw -331954.764747 + Penalty 3801.050202 = -328153.714545 nChanged 67 SP:Iteration 4Q (34054.740000 sec): 3 clusters Score: Raw -332015.508933 + Penalty 3801.050202 = -328214.458731 nChanged 58 SP:Iteration 5Q (34054.750000 sec): 3 clusters Score: Raw -332059.607907 + Penalty 3801.050202 = -328258.557706 nChanged 46 SP:Iteration 6Q (34054.770000 sec): 3 clusters Score: Raw -332087.667375 + Penalty 3801.050202 = -328286.617173 nChanged 27 SP:Iteration 7Q (34054.770000 sec): 3 clusters Score: Raw -332105.675768 + Penalty 3801.050202 = -328304.625566 nChanged 22 SP:Iteration 8Q (34054.790000 sec): 3 clusters Score: Raw -332121.043166 + Penalty 3801.050202 = -328319.992964 nChanged 17 SP:Iteration 9Q (34054.790000 sec): 3 clusters Score: Raw -332130.361801 + Penalty 3801.050202 = -328329.311599 nChanged 15 SP:Iteration 10Q (34054.810000 sec): 3 clusters Score: Raw -332139.704286 + Penalty 3801.050202 = -328338.654084 nChanged 11 SP:Iteration 11Q (34054.820000 sec): 3 clusters Score: Raw -332144.863811 + Penalty 3801.050202 = -328343.813609 nChanged 8 SP:Iteration 12Q (34054.830000 sec): 3 clusters Score: Raw -332149.411233 + Penalty 3801.050202 = -328348.361031 nChanged 5 SP:Iteration 13Q (34054.840000 sec): 3 clusters Score: Raw -332151.654778 + Penalty 3801.050202 = -328350.604576 nChanged 5 SP:Iteration 14Q (34054.850000 sec): 3 clusters Score: Raw -332154.263860 + Penalty 3801.050202 = -328353.213659 nChanged 5 SP:Iteration 15Q (34054.860000 sec): 3 clusters Score: Raw -332155.754016 + Penalty 3801.050202 = -328354.703815 nChanged 4 SP:Iteration 16Q (34054.870000 sec): 3 clusters Score: Raw -332157.693716 + Penalty 3801.050202 = -328356.643514 nChanged 2 SP:Iteration 17Q (34054.880000 sec): 3 clusters Score: Raw -332158.847141 + Penalty 3801.050202 = -328357.796939 nChanged 2 SP:Iteration 18Q (34054.890000 sec): 3 clusters Score: Raw -332160.036504 + Penalty 3801.050202 = -328358.986303 nChanged 2 SP:Iteration 19Q (34054.900000 sec): 3 clusters Score: Raw -332160.617131 + Penalty 3801.050202 = -328359.566929 nChanged 2 SP:Iteration 20F (34054.910000 sec): 3 clusters Score: Raw -332161.738662 + Penalty 3801.050202 = -328360.688460 nChanged 2 SP:Iteration 21Q (34054.920000 sec): 3 clusters Score: Raw -332162.868653 + Penalty 3801.050202 = -328361.818451 nChanged 0 SP:Iteration 22F (34054.930000 sec): 3 clusters Score: Raw -332162.868653 + Penalty 3801.050202 = -328361.818451 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 61 (269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34054.940000 sec): 2 clusters Score: Raw -18908.745213 + Penalty 1387.488422 = -17521.256790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34054.940000 sec): 3 clusters Score: Raw -19305.953022 + Penalty 2774.976844 = -16530.976177 nChanged 58 SP:Iteration 1F (34054.940000 sec): 3 clusters Score: Raw -19676.556742 + Penalty 2774.976844 = -16901.579898 nChanged 15 SP:Iteration 2F (34054.940000 sec): 3 clusters Score: Raw -19833.236026 + Penalty 2774.976844 = -17058.259182 nChanged 4 SP:Iteration 3Q (34054.950000 sec): 3 clusters Score: Raw -19887.691195 + Penalty 2774.976844 = -17112.714350 nChanged 6 SP:Iteration 4Q (34054.950000 sec): 3 clusters Score: Raw -19954.368505 + Penalty 2774.976844 = -17179.391661 nChanged 3 SP:Iteration 5Q (34054.950000 sec): 3 clusters Score: Raw -19964.206400 + Penalty 2774.976844 = -17189.229555 nChanged 0 SP:Iteration 6F (34054.950000 sec): 3 clusters Score: Raw -19964.206400 + Penalty 2774.976844 = -17189.229555 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 62 (484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34054.950000 sec): 2 clusters Score: Raw -74215.329951 + Penalty 1533.157057 = -72682.172894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34054.960000 sec): 3 clusters Score: Raw -74230.250757 + Penalty 3066.314114 = -71163.936644 nChanged 69 SP:Iteration 1F (34054.960000 sec): 3 clusters Score: Raw -74394.596876 + Penalty 3066.314114 = -71328.282762 nChanged 20 SP:Iteration 2Q (34054.960000 sec): 3 clusters Score: Raw -74446.967276 + Penalty 3066.314114 = -71380.653163 nChanged 10 SP:Iteration 3Q (34054.970000 sec): 3 clusters Score: Raw -74472.738213 + Penalty 3066.314114 = -71406.424099 nChanged 7 SP:Iteration 4Q (34054.970000 sec): 3 clusters Score: Raw -74488.299017 + Penalty 3066.314114 = -71421.984903 nChanged 1 SP:Iteration 5Q (34054.970000 sec): 3 clusters Score: Raw -74495.029793 + Penalty 3066.314114 = -71428.715680 nChanged 0 SP:Iteration 6F (34054.970000 sec): 3 clusters Score: Raw -74495.029793 + Penalty 3066.314114 = -71428.715680 nChanged 0 Iteration 270F (34203.300000 sec): 65 clusters Score: Raw -205049907.339203 + Penalty 223478.665577 = -204826428.673626 nChanged 37 Iteration 271F (34348.330000 sec): 65 clusters Score: Raw -205050206.950315 + Penalty 223478.665577 = -204826728.284738 nChanged 20 Iteration 272Q (34374.610000 sec): 65 clusters Score: Raw -205050312.653450 + Penalty 223478.665577 = -204826833.987873 nChanged 10 Iteration 273Q (34403.050000 sec): 65 clusters Score: Raw -205050355.459766 + Penalty 223478.665577 = -204826876.794189 nChanged 8 Iteration 274Q (34431.840000 sec): 65 clusters Score: Raw -205050391.589922 + Penalty 223478.665577 = -204826912.924345 nChanged 5 Iteration 275Q (34459.960000 sec): 65 clusters Score: Raw -205050427.919085 + Penalty 223478.665577 = -204826949.253507 nChanged 5 Iteration 276Q (34487.980000 sec): 65 clusters Score: Raw -205050450.556800 + Penalty 223478.665577 = -204826971.891222 nChanged 2 Iteration 277Q (34516.690000 sec): 65 clusters Score: Raw -205050461.484726 + Penalty 223478.665577 = -204826982.819148 nChanged 1 Iteration 278Q (34545.340000 sec): 65 clusters Score: Raw -205050468.499797 + Penalty 223478.665577 = -204826989.834220 nChanged 2 Iteration 279Q (34573.990000 sec): 65 clusters Score: Raw -205050473.294595 + Penalty 223478.665577 = -204826994.629017 nChanged 2 Iteration 280F (34715.690000 sec): 65 clusters Score: Raw -205050486.809121 + Penalty 223478.665577 = -204827008.143544 nChanged 4 Iteration 281Q (34744.450000 sec): 65 clusters Score: Raw -205050521.867453 + Penalty 223478.665577 = -204827043.201876 nChanged 1 Iteration 282Q (34773.190000 sec): 65 clusters Score: Raw -205050527.386791 + Penalty 223478.665577 = -204827048.721213 nChanged 1 Iteration 283Q (34801.890000 sec): 65 clusters Score: Raw -205050532.914093 + Penalty 223478.665577 = -204827054.248515 nChanged 0 Iteration 284F (34951.030000 sec): 65 clusters Score: Raw -205050533.167737 + Penalty 223478.665577 = -204827054.502160 nChanged 1 Iteration 285Q (34979.840000 sec): 65 clusters Score: Raw -205050539.166350 + Penalty 223478.665577 = -204827060.500773 nChanged 0 Iteration 286F (35128.980000 sec): 65 clusters Score: Raw -205050539.166350 + Penalty 223478.665577 = -204827060.500773 nChanged 0 Compute initial score before splitting: Score: Raw -205050539.166350 + Penalty 223478.665577 = -204827060.500773 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 1 (7911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35129.080000 sec): 2 clusters Score: Raw -1353341.920947 + Penalty 2226.050350 = -1351115.870597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35129.120000 sec): 3 clusters Score: Raw -1349175.981628 + Penalty 4452.100700 = -1344723.880928 nChanged 3237 SP:Iteration 1F (35129.160000 sec): 3 clusters Score: Raw -1350868.867512 + Penalty 4452.100700 = -1346416.766812 nChanged 491 SP:Iteration 2F (35129.200000 sec): 3 clusters Score: Raw -1351098.761732 + Penalty 4452.100700 = -1346646.661032 nChanged 365 SP:Iteration 3Q (35129.240000 sec): 3 clusters Score: Raw -1351253.848872 + Penalty 4452.100700 = -1346801.748173 nChanged 291 SP:Iteration 4Q (35129.280000 sec): 3 clusters Score: Raw -1351373.491811 + Penalty 4452.100700 = -1346921.391112 nChanged 229 SP:Iteration 5Q (35129.320000 sec): 3 clusters Score: Raw -1351455.426287 + Penalty 4452.100700 = -1347003.325588 nChanged 181 SP:Iteration 6Q (35129.360000 sec): 3 clusters Score: Raw -1351521.748329 + Penalty 4452.100700 = -1347069.647629 nChanged 183 SP:Iteration 7Q (35129.400000 sec): 3 clusters Score: Raw -1351588.697655 + Penalty 4452.100700 = -1347136.596955 nChanged 146 SP:Iteration 8Q (35129.440000 sec): 3 clusters Score: Raw -1351639.546935 + Penalty 4452.100700 = -1347187.446235 nChanged 126 SP:Iteration 9Q (35129.480000 sec): 3 clusters Score: Raw -1351677.543977 + Penalty 4452.100700 = -1347225.443277 nChanged 113 SP:Iteration 10Q (35129.520000 sec): 3 clusters Score: Raw -1351713.135932 + Penalty 4452.100700 = -1347261.035233 nChanged 123 SP:Iteration 11Q (35129.560000 sec): 3 clusters Score: Raw -1351750.664654 + Penalty 4452.100700 = -1347298.563955 nChanged 118 SP:Iteration 12Q (35129.600000 sec): 3 clusters Score: Raw -1351789.124917 + Penalty 4452.100700 = -1347337.024218 nChanged 129 SP:Iteration 13Q (35129.640000 sec): 3 clusters Score: Raw -1351837.970427 + Penalty 4452.100700 = -1347385.869727 nChanged 127 SP:Iteration 14Q (35129.680000 sec): 3 clusters Score: Raw -1351887.127908 + Penalty 4452.100700 = -1347435.027208 nChanged 145 SP:Iteration 15Q (35129.720000 sec): 3 clusters Score: Raw -1351948.762375 + Penalty 4452.100700 = -1347496.661676 nChanged 160 SP:Iteration 16Q (35129.760000 sec): 3 clusters Score: Raw -1352019.793940 + Penalty 4452.100700 = -1347567.693240 nChanged 165 SP:Iteration 17Q (35129.800000 sec): 3 clusters Score: Raw -1352094.195623 + Penalty 4452.100700 = -1347642.094923 nChanged 153 SP:Iteration 18Q (35129.830000 sec): 3 clusters Score: Raw -1352169.220986 + Penalty 4452.100700 = -1347717.120287 nChanged 186 SP:Iteration 19Q (35129.870000 sec): 3 clusters Score: Raw -1352270.528771 + Penalty 4452.100700 = -1347818.428072 nChanged 215 SP:Iteration 20F (35129.910000 sec): 3 clusters Score: Raw -1352393.782414 + Penalty 4452.100700 = -1347941.681714 nChanged 219 SP:Iteration 21Q (35129.950000 sec): 3 clusters Score: Raw -1352525.689075 + Penalty 4452.100700 = -1348073.588375 nChanged 225 SP:Iteration 22Q (35129.990000 sec): 3 clusters Score: Raw -1352674.546285 + Penalty 4452.100700 = -1348222.445585 nChanged 243 SP:Iteration 23Q (35130.030000 sec): 3 clusters Score: Raw -1352837.977914 + Penalty 4452.100700 = -1348385.877214 nChanged 204 SP:Iteration 24Q (35130.060000 sec): 3 clusters Score: Raw -1352978.893668 + Penalty 4452.100700 = -1348526.792968 nChanged 160 SP:Iteration 25Q (35130.100000 sec): 3 clusters Score: Raw -1353087.917359 + Penalty 4452.100700 = -1348635.816659 nChanged 149 SP:Iteration 26Q (35130.140000 sec): 3 clusters Score: Raw -1353198.421950 + Penalty 4452.100700 = -1348746.321251 nChanged 126 SP:Iteration 27Q (35130.170000 sec): 3 clusters Score: Raw -1353292.266410 + Penalty 4452.100700 = -1348840.165711 nChanged 98 SP:Iteration 28Q (35130.200000 sec): 3 clusters Score: Raw -1353366.111996 + Penalty 4452.100700 = -1348914.011296 nChanged 74 SP:Iteration 29Q (35130.240000 sec): 3 clusters Score: Raw -1353421.742730 + Penalty 4452.100700 = -1348969.642030 nChanged 60 SP:Iteration 30Q (35130.270000 sec): 3 clusters Score: Raw -1353467.787313 + Penalty 4452.100700 = -1349015.686613 nChanged 52 SP:Iteration 31Q (35130.300000 sec): 3 clusters Score: Raw -1353503.453139 + Penalty 4452.100700 = -1349051.352439 nChanged 35 SP:Iteration 32Q (35130.330000 sec): 3 clusters Score: Raw -1353529.422147 + Penalty 4452.100700 = -1349077.321448 nChanged 31 SP:Iteration 33Q (35130.360000 sec): 3 clusters Score: Raw -1353556.445126 + Penalty 4452.100700 = -1349104.344427 nChanged 26 SP:Iteration 34Q (35130.400000 sec): 3 clusters Score: Raw -1353578.210548 + Penalty 4452.100700 = -1349126.109849 nChanged 21 SP:Iteration 35Q (35130.430000 sec): 3 clusters Score: Raw -1353596.875710 + Penalty 4452.100700 = -1349144.775010 nChanged 18 SP:Iteration 36Q (35130.460000 sec): 3 clusters Score: Raw -1353610.237431 + Penalty 4452.100700 = -1349158.136731 nChanged 16 SP:Iteration 37Q (35130.490000 sec): 3 clusters Score: Raw -1353622.611629 + Penalty 4452.100700 = -1349170.510930 nChanged 9 SP:Iteration 38Q (35130.520000 sec): 3 clusters Score: Raw -1353629.412931 + Penalty 4452.100700 = -1349177.312232 nChanged 12 SP:Iteration 39Q (35130.550000 sec): 3 clusters Score: Raw -1353637.687712 + Penalty 4452.100700 = -1349185.587012 nChanged 6 SP:Iteration 40F (35130.590000 sec): 3 clusters Score: Raw -1353641.641011 + Penalty 4452.100700 = -1349189.540311 nChanged 6 SP:Iteration 41Q (35130.620000 sec): 3 clusters Score: Raw -1353647.561859 + Penalty 4452.100700 = -1349195.461159 nChanged 6 SP:Iteration 42Q (35130.650000 sec): 3 clusters Score: Raw -1353652.572743 + Penalty 4452.100700 = -1349200.472043 nChanged 8 SP:Iteration 43Q (35130.680000 sec): 3 clusters Score: Raw -1353659.881323 + Penalty 4452.100700 = -1349207.780623 nChanged 6 SP:Iteration 44Q (35130.710000 sec): 3 clusters Score: Raw -1353663.618245 + Penalty 4452.100700 = -1349211.517545 nChanged 7 SP:Iteration 45Q (35130.740000 sec): 3 clusters Score: Raw -1353669.487624 + Penalty 4452.100700 = -1349217.386925 nChanged 7 SP:Iteration 46Q (35130.770000 sec): 3 clusters Score: Raw -1353674.481411 + Penalty 4452.100700 = -1349222.380711 nChanged 1 SP:Iteration 47Q (35130.800000 sec): 3 clusters Score: Raw -1353675.415005 + Penalty 4452.100700 = -1349223.314305 nChanged 0 SP:Iteration 48F (35130.840000 sec): 3 clusters Score: Raw -1353675.415005 + Penalty 4452.100700 = -1349223.314305 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 2 (20908 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35130.940000 sec): 2 clusters Score: Raw -3296095.148701 + Penalty 2467.076011 = -3293628.072690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35131.040000 sec): 3 clusters Score: Raw -3283900.073635 + Penalty 4934.152021 = -3278965.921613 nChanged 9270 SP:Iteration 1F (35131.150000 sec): 3 clusters Score: Raw -3289100.967856 + Penalty 4934.152021 = -3284166.815834 nChanged 1331 SP:Iteration 2F (35131.260000 sec): 3 clusters Score: Raw -3289979.133724 + Penalty 4934.152021 = -3285044.981702 nChanged 1496 SP:Iteration 3F (35131.360000 sec): 3 clusters Score: Raw -3291194.176360 + Penalty 4934.152021 = -3286260.024339 nChanged 1684 SP:Iteration 4F (35131.470000 sec): 3 clusters Score: Raw -3292753.927153 + Penalty 4934.152021 = -3287819.775132 nChanged 1748 SP:Iteration 5F (35131.580000 sec): 3 clusters Score: Raw -3294427.459125 + Penalty 4934.152021 = -3289493.307104 nChanged 1590 SP:Iteration 6F (35131.680000 sec): 3 clusters Score: Raw -3295953.745102 + Penalty 4934.152021 = -3291019.593081 nChanged 1249 SP:Iteration 7F (35131.780000 sec): 3 clusters Score: Raw -3297046.789844 + Penalty 4934.152021 = -3292112.637823 nChanged 874 SP:Iteration 8Q (35131.890000 sec): 3 clusters Score: Raw -3297563.824640 + Penalty 4934.152021 = -3292629.672619 nChanged 543 SP:Iteration 9Q (35131.990000 sec): 3 clusters Score: Raw -3297747.986312 + Penalty 4934.152021 = -3292813.834291 nChanged 313 SP:Iteration 10Q (35132.100000 sec): 3 clusters Score: Raw -3297815.958980 + Penalty 4934.152021 = -3292881.806958 nChanged 170 SP:Iteration 11Q (35132.200000 sec): 3 clusters Score: Raw -3297846.634813 + Penalty 4934.152021 = -3292912.482792 nChanged 103 SP:Iteration 12Q (35132.300000 sec): 3 clusters Score: Raw -3297864.132955 + Penalty 4934.152021 = -3292929.980934 nChanged 91 SP:Iteration 13Q (35132.400000 sec): 3 clusters Score: Raw -3297879.910044 + Penalty 4934.152021 = -3292945.758023 nChanged 64 SP:Iteration 14Q (35132.510000 sec): 3 clusters Score: Raw -3297889.476896 + Penalty 4934.152021 = -3292955.324875 nChanged 51 SP:Iteration 15Q (35132.610000 sec): 3 clusters Score: Raw -3297897.281112 + Penalty 4934.152021 = -3292963.129091 nChanged 52 SP:Iteration 16Q (35132.710000 sec): 3 clusters Score: Raw -3297904.008138 + Penalty 4934.152021 = -3292969.856117 nChanged 42 SP:Iteration 17Q (35132.810000 sec): 3 clusters Score: Raw -3297909.977384 + Penalty 4934.152021 = -3292975.825362 nChanged 31 SP:Iteration 18Q (35132.910000 sec): 3 clusters Score: Raw -3297914.947965 + Penalty 4934.152021 = -3292980.795943 nChanged 39 SP:Iteration 19Q (35133.020000 sec): 3 clusters Score: Raw -3297919.290316 + Penalty 4934.152021 = -3292985.138295 nChanged 28 SP:Iteration 20F (35133.120000 sec): 3 clusters Score: Raw -3297922.307672 + Penalty 4934.152021 = -3292988.155650 nChanged 32 SP:Iteration 21Q (35133.220000 sec): 3 clusters Score: Raw -3297925.975975 + Penalty 4934.152021 = -3292991.823954 nChanged 24 SP:Iteration 22Q (35133.320000 sec): 3 clusters Score: Raw -3297928.746605 + Penalty 4934.152021 = -3292994.594583 nChanged 28 SP:Iteration 23Q (35133.430000 sec): 3 clusters Score: Raw -3297932.147952 + Penalty 4934.152021 = -3292997.995931 nChanged 28 SP:Iteration 24Q (35133.530000 sec): 3 clusters Score: Raw -3297936.004542 + Penalty 4934.152021 = -3293001.852521 nChanged 23 SP:Iteration 25Q (35133.630000 sec): 3 clusters Score: Raw -3297938.746098 + Penalty 4934.152021 = -3293004.594077 nChanged 26 SP:Iteration 26Q (35133.730000 sec): 3 clusters Score: Raw -3297941.306303 + Penalty 4934.152021 = -3293007.154281 nChanged 25 SP:Iteration 27Q (35133.840000 sec): 3 clusters Score: Raw -3297944.383372 + Penalty 4934.152021 = -3293010.231351 nChanged 24 SP:Iteration 28Q (35133.940000 sec): 3 clusters Score: Raw -3297947.765782 + Penalty 4934.152021 = -3293013.613761 nChanged 24 SP:Iteration 29Q (35134.040000 sec): 3 clusters Score: Raw -3297951.130589 + Penalty 4934.152021 = -3293016.978568 nChanged 31 SP:Iteration 30Q (35134.140000 sec): 3 clusters Score: Raw -3297954.721124 + Penalty 4934.152021 = -3293020.569103 nChanged 20 SP:Iteration 31Q (35134.240000 sec): 3 clusters Score: Raw -3297957.302794 + Penalty 4934.152021 = -3293023.150773 nChanged 25 SP:Iteration 32Q (35134.350000 sec): 3 clusters Score: Raw -3297960.299313 + Penalty 4934.152021 = -3293026.147291 nChanged 21 SP:Iteration 33Q (35134.450000 sec): 3 clusters Score: Raw -3297962.336232 + Penalty 4934.152021 = -3293028.184211 nChanged 19 SP:Iteration 34Q (35134.560000 sec): 3 clusters Score: Raw -3297964.246094 + Penalty 4934.152021 = -3293030.094073 nChanged 16 SP:Iteration 35Q (35134.660000 sec): 3 clusters Score: Raw -3297966.319880 + Penalty 4934.152021 = -3293032.167859 nChanged 19 SP:Iteration 36Q (35134.760000 sec): 3 clusters Score: Raw -3297969.095983 + Penalty 4934.152021 = -3293034.943962 nChanged 26 SP:Iteration 37Q (35134.860000 sec): 3 clusters Score: Raw -3297972.354937 + Penalty 4934.152021 = -3293038.202915 nChanged 25 SP:Iteration 38Q (35134.960000 sec): 3 clusters Score: Raw -3297975.937731 + Penalty 4934.152021 = -3293041.785710 nChanged 25 SP:Iteration 39Q (35135.070000 sec): 3 clusters Score: Raw -3297978.583118 + Penalty 4934.152021 = -3293044.431096 nChanged 23 SP:Iteration 40F (35135.180000 sec): 3 clusters Score: Raw -3297980.892727 + Penalty 4934.152021 = -3293046.740706 nChanged 18 SP:Iteration 41Q (35135.280000 sec): 3 clusters Score: Raw -3297982.860052 + Penalty 4934.152021 = -3293048.708030 nChanged 19 SP:Iteration 42Q (35135.380000 sec): 3 clusters Score: Raw -3297985.599490 + Penalty 4934.152021 = -3293051.447468 nChanged 33 SP:Iteration 43Q (35135.490000 sec): 3 clusters Score: Raw -3297989.338988 + Penalty 4934.152021 = -3293055.186967 nChanged 26 SP:Iteration 44Q (35135.590000 sec): 3 clusters Score: Raw -3297993.004587 + Penalty 4934.152021 = -3293058.852566 nChanged 31 SP:Iteration 45Q (35135.690000 sec): 3 clusters Score: Raw -3297997.898648 + Penalty 4934.152021 = -3293063.746626 nChanged 40 SP:Iteration 46Q (35135.800000 sec): 3 clusters Score: Raw -3298004.067760 + Penalty 4934.152021 = -3293069.915739 nChanged 42 SP:Iteration 47Q (35135.900000 sec): 3 clusters Score: Raw -3298010.802099 + Penalty 4934.152021 = -3293076.650078 nChanged 43 SP:Iteration 48Q (35136.000000 sec): 3 clusters Score: Raw -3298019.569860 + Penalty 4934.152021 = -3293085.417839 nChanged 56 SP:Iteration 49Q (35136.110000 sec): 3 clusters Score: Raw -3298032.089414 + Penalty 4934.152021 = -3293097.937393 nChanged 59 SP:Iteration 50Q (35136.210000 sec): 3 clusters Score: Raw -3298044.672971 + Penalty 4934.152021 = -3293110.520950 nChanged 45 SP:Iteration 51Q (35136.320000 sec): 3 clusters Score: Raw -3298056.350007 + Penalty 4934.152021 = -3293122.197986 nChanged 66 SP:Iteration 52Q (35136.420000 sec): 3 clusters Score: Raw -3298068.868822 + Penalty 4934.152021 = -3293134.716800 nChanged 74 SP:Iteration 53Q (35136.520000 sec): 3 clusters Score: Raw -3298084.498122 + Penalty 4934.152021 = -3293150.346101 nChanged 72 SP:Iteration 54Q (35136.630000 sec): 3 clusters Score: Raw -3298101.357696 + Penalty 4934.152021 = -3293167.205674 nChanged 71 SP:Iteration 55Q (35136.730000 sec): 3 clusters Score: Raw -3298117.048314 + Penalty 4934.152021 = -3293182.896292 nChanged 79 SP:Iteration 56Q (35136.840000 sec): 3 clusters Score: Raw -3298139.347585 + Penalty 4934.152021 = -3293205.195564 nChanged 96 SP:Iteration 57Q (35136.940000 sec): 3 clusters Score: Raw -3298162.625754 + Penalty 4934.152021 = -3293228.473732 nChanged 79 SP:Iteration 58Q (35137.040000 sec): 3 clusters Score: Raw -3298181.181924 + Penalty 4934.152021 = -3293247.029903 nChanged 76 SP:Iteration 59Q (35137.140000 sec): 3 clusters Score: Raw -3298194.859547 + Penalty 4934.152021 = -3293260.707526 nChanged 57 SP:Iteration 60F (35137.240000 sec): 3 clusters Score: Raw -3298204.401829 + Penalty 4934.152021 = -3293270.249808 nChanged 55 SP:Iteration 61Q (35137.340000 sec): 3 clusters Score: Raw -3298213.176973 + Penalty 4934.152021 = -3293279.024952 nChanged 37 SP:Iteration 62Q (35137.450000 sec): 3 clusters Score: Raw -3298220.713734 + Penalty 4934.152021 = -3293286.561712 nChanged 41 SP:Iteration 63Q (35137.550000 sec): 3 clusters Score: Raw -3298229.565114 + Penalty 4934.152021 = -3293295.413093 nChanged 38 SP:Iteration 64Q (35137.650000 sec): 3 clusters Score: Raw -3298236.611453 + Penalty 4934.152021 = -3293302.459432 nChanged 32 SP:Iteration 65Q (35137.750000 sec): 3 clusters Score: Raw -3298241.279471 + Penalty 4934.152021 = -3293307.127449 nChanged 21 SP:Iteration 66Q (35137.850000 sec): 3 clusters Score: Raw -3298243.701106 + Penalty 4934.152021 = -3293309.549085 nChanged 19 SP:Iteration 67Q (35137.950000 sec): 3 clusters Score: Raw -3298245.444414 + Penalty 4934.152021 = -3293311.292392 nChanged 13 SP:Iteration 68Q (35138.050000 sec): 3 clusters Score: Raw -3298246.480006 + Penalty 4934.152021 = -3293312.327985 nChanged 8 SP:Iteration 69Q (35138.150000 sec): 3 clusters Score: Raw -3298247.190448 + Penalty 4934.152021 = -3293313.038426 nChanged 4 SP:Iteration 70Q (35138.250000 sec): 3 clusters Score: Raw -3298247.683649 + Penalty 4934.152021 = -3293313.531628 nChanged 3 SP:Iteration 71Q (35138.340000 sec): 3 clusters Score: Raw -3298247.951598 + Penalty 4934.152021 = -3293313.799577 nChanged 2 SP:Iteration 72Q (35138.440000 sec): 3 clusters Score: Raw -3298248.195186 + Penalty 4934.152021 = -3293314.043165 nChanged 5 SP:Iteration 73Q (35138.540000 sec): 3 clusters Score: Raw -3298248.679898 + Penalty 4934.152021 = -3293314.527877 nChanged 5 SP:Iteration 74Q (35138.640000 sec): 3 clusters Score: Raw -3298249.221432 + Penalty 4934.152021 = -3293315.069411 nChanged 6 SP:Iteration 75Q (35138.740000 sec): 3 clusters Score: Raw -3298249.795553 + Penalty 4934.152021 = -3293315.643531 nChanged 4 SP:Iteration 76Q (35138.840000 sec): 3 clusters Score: Raw -3298250.191932 + Penalty 4934.152021 = -3293316.039910 nChanged 4 SP:Iteration 77Q (35138.940000 sec): 3 clusters Score: Raw -3298250.586452 + Penalty 4934.152021 = -3293316.434431 nChanged 4 SP:Iteration 78Q (35139.040000 sec): 3 clusters Score: Raw -3298250.929800 + Penalty 4934.152021 = -3293316.777779 nChanged 3 SP:Iteration 79Q (35139.140000 sec): 3 clusters Score: Raw -3298251.089473 + Penalty 4934.152021 = -3293316.937452 nChanged 4 SP:Iteration 80F (35139.240000 sec): 3 clusters Score: Raw -3298251.432045 + Penalty 4934.152021 = -3293317.280024 nChanged 4 SP:Iteration 81Q (35139.340000 sec): 3 clusters Score: Raw -3298251.739510 + Penalty 4934.152021 = -3293317.587488 nChanged 5 SP:Iteration 82Q (35139.440000 sec): 3 clusters Score: Raw -3298252.157397 + Penalty 4934.152021 = -3293318.005376 nChanged 5 SP:Iteration 83Q (35139.530000 sec): 3 clusters Score: Raw -3298252.505635 + Penalty 4934.152021 = -3293318.353614 nChanged 5 SP:Iteration 84Q (35139.630000 sec): 3 clusters Score: Raw -3298252.925398 + Penalty 4934.152021 = -3293318.773376 nChanged 3 SP:Iteration 85Q (35139.730000 sec): 3 clusters Score: Raw -3298253.418588 + Penalty 4934.152021 = -3293319.266567 nChanged 4 SP:Iteration 86Q (35139.830000 sec): 3 clusters Score: Raw -3298253.869340 + Penalty 4934.152021 = -3293319.717318 nChanged 5 SP:Iteration 87Q (35139.930000 sec): 3 clusters Score: Raw -3298254.194749 + Penalty 4934.152021 = -3293320.042727 nChanged 3 SP:Iteration 88Q (35140.030000 sec): 3 clusters Score: Raw -3298254.419065 + Penalty 4934.152021 = -3293320.267044 nChanged 1 SP:Iteration 89Q (35140.130000 sec): 3 clusters Score: Raw -3298254.518651 + Penalty 4934.152021 = -3293320.366630 nChanged 0 SP:Iteration 90F (35140.240000 sec): 3 clusters Score: Raw -3298254.518651 + Penalty 4934.152021 = -3293320.366630 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 3 (782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35140.250000 sec): 2 clusters Score: Raw -123739.529978 + Penalty 1652.139976 = -122087.390002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35140.260000 sec): 3 clusters Score: Raw -123614.211157 + Penalty 3304.279951 = -120309.931206 nChanged 192 SP:Iteration 1F (35140.260000 sec): 3 clusters Score: Raw -123869.986109 + Penalty 3304.279951 = -120565.706158 nChanged 33 SP:Iteration 2Q (35140.260000 sec): 3 clusters Score: Raw -123914.651303 + Penalty 3304.279951 = -120610.371352 nChanged 17 SP:Iteration 3Q (35140.270000 sec): 3 clusters Score: Raw -123940.349237 + Penalty 3304.279951 = -120636.069285 nChanged 11 SP:Iteration 4Q (35140.270000 sec): 3 clusters Score: Raw -123967.370848 + Penalty 3304.279951 = -120663.090897 nChanged 8 SP:Iteration 5Q (35140.280000 sec): 3 clusters Score: Raw -123985.574329 + Penalty 3304.279951 = -120681.294377 nChanged 5 SP:Iteration 6Q (35140.280000 sec): 3 clusters Score: Raw -123991.725541 + Penalty 3304.279951 = -120687.445590 nChanged 2 SP:Iteration 7Q (35140.280000 sec): 3 clusters Score: Raw -123993.131927 + Penalty 3304.279951 = -120688.851976 nChanged 1 SP:Iteration 8Q (35140.290000 sec): 3 clusters Score: Raw -123993.630259 + Penalty 3304.279951 = -120689.350307 nChanged 0 SP:Iteration 9F (35140.290000 sec): 3 clusters Score: Raw -123993.630259 + Penalty 3304.279951 = -120689.350307 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 4 (6480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35140.330000 sec): 2 clusters Score: Raw -1003465.712117 + Penalty 2176.565996 = -1001289.146121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35140.360000 sec): 3 clusters Score: Raw -1000175.534345 + Penalty 4353.131992 = -995822.402354 nChanged 2555 SP:Iteration 1F (35140.390000 sec): 3 clusters Score: Raw -1001622.277474 + Penalty 4353.131992 = -997269.145482 nChanged 493 SP:Iteration 2F (35140.420000 sec): 3 clusters Score: Raw -1001933.848366 + Penalty 4353.131992 = -997580.716375 nChanged 365 SP:Iteration 3F (35140.460000 sec): 3 clusters Score: Raw -1002222.292394 + Penalty 4353.131992 = -997869.160402 nChanged 343 SP:Iteration 4F (35140.490000 sec): 3 clusters Score: Raw -1002506.877896 + Penalty 4353.131992 = -998153.745904 nChanged 368 SP:Iteration 5F (35140.520000 sec): 3 clusters Score: Raw -1002872.933052 + Penalty 4353.131992 = -998519.801061 nChanged 374 SP:Iteration 6F (35140.550000 sec): 3 clusters Score: Raw -1003228.152891 + Penalty 4353.131992 = -998875.020899 nChanged 324 SP:Iteration 7Q (35140.580000 sec): 3 clusters Score: Raw -1003498.850046 + Penalty 4353.131992 = -999145.718054 nChanged 280 SP:Iteration 8Q (35140.620000 sec): 3 clusters Score: Raw -1003715.468868 + Penalty 4353.131992 = -999362.336876 nChanged 248 SP:Iteration 9Q (35140.650000 sec): 3 clusters Score: Raw -1003870.706286 + Penalty 4353.131992 = -999517.574295 nChanged 204 SP:Iteration 10Q (35140.680000 sec): 3 clusters Score: Raw -1003993.228522 + Penalty 4353.131992 = -999640.096530 nChanged 149 SP:Iteration 11Q (35140.710000 sec): 3 clusters Score: Raw -1004084.978157 + Penalty 4353.131992 = -999731.846165 nChanged 142 SP:Iteration 12Q (35140.740000 sec): 3 clusters Score: Raw -1004168.022090 + Penalty 4353.131992 = -999814.890098 nChanged 116 SP:Iteration 13Q (35140.770000 sec): 3 clusters Score: Raw -1004233.409236 + Penalty 4353.131992 = -999880.277244 nChanged 95 SP:Iteration 14Q (35140.800000 sec): 3 clusters Score: Raw -1004294.590928 + Penalty 4353.131992 = -999941.458937 nChanged 88 SP:Iteration 15Q (35140.830000 sec): 3 clusters Score: Raw -1004347.281377 + Penalty 4353.131992 = -999994.149386 nChanged 80 SP:Iteration 16Q (35140.860000 sec): 3 clusters Score: Raw -1004396.873158 + Penalty 4353.131992 = -1000043.741167 nChanged 73 SP:Iteration 17Q (35140.890000 sec): 3 clusters Score: Raw -1004436.824391 + Penalty 4353.131992 = -1000083.692400 nChanged 70 SP:Iteration 18Q (35140.920000 sec): 3 clusters Score: Raw -1004475.647917 + Penalty 4353.131992 = -1000122.515926 nChanged 69 SP:Iteration 19Q (35140.950000 sec): 3 clusters Score: Raw -1004512.208589 + Penalty 4353.131992 = -1000159.076598 nChanged 51 SP:Iteration 20F (35140.980000 sec): 3 clusters Score: Raw -1004534.567755 + Penalty 4353.131992 = -1000181.435764 nChanged 36 SP:Iteration 21Q (35141.010000 sec): 3 clusters Score: Raw -1004548.355874 + Penalty 4353.131992 = -1000195.223882 nChanged 25 SP:Iteration 22Q (35141.040000 sec): 3 clusters Score: Raw -1004558.954240 + Penalty 4353.131992 = -1000205.822249 nChanged 25 SP:Iteration 23Q (35141.070000 sec): 3 clusters Score: Raw -1004569.510767 + Penalty 4353.131992 = -1000216.378775 nChanged 24 SP:Iteration 24Q (35141.100000 sec): 3 clusters Score: Raw -1004579.445754 + Penalty 4353.131992 = -1000226.313763 nChanged 26 SP:Iteration 25Q (35141.130000 sec): 3 clusters Score: Raw -1004589.952758 + Penalty 4353.131992 = -1000236.820766 nChanged 23 SP:Iteration 26Q (35141.160000 sec): 3 clusters Score: Raw -1004598.070417 + Penalty 4353.131992 = -1000244.938426 nChanged 20 SP:Iteration 27Q (35141.190000 sec): 3 clusters Score: Raw -1004605.411948 + Penalty 4353.131992 = -1000252.279957 nChanged 14 SP:Iteration 28Q (35141.220000 sec): 3 clusters Score: Raw -1004609.540890 + Penalty 4353.131992 = -1000256.408899 nChanged 1 SP:Iteration 29Q (35141.240000 sec): 3 clusters Score: Raw -1004610.001653 + Penalty 4353.131992 = -1000256.869661 nChanged 2 SP:Iteration 30Q (35141.270000 sec): 3 clusters Score: Raw -1004610.577154 + Penalty 4353.131992 = -1000257.445162 nChanged 1 SP:Iteration 31Q (35141.300000 sec): 3 clusters Score: Raw -1004611.018816 + Penalty 4353.131992 = -1000257.886825 nChanged 1 SP:Iteration 32Q (35141.330000 sec): 3 clusters Score: Raw -1004611.347257 + Penalty 4353.131992 = -1000258.215265 nChanged 3 SP:Iteration 33Q (35141.360000 sec): 3 clusters Score: Raw -1004612.049470 + Penalty 4353.131992 = -1000258.917478 nChanged 2 SP:Iteration 34Q (35141.390000 sec): 3 clusters Score: Raw -1004612.709293 + Penalty 4353.131992 = -1000259.577302 nChanged 3 SP:Iteration 35Q (35141.420000 sec): 3 clusters Score: Raw -1004613.633505 + Penalty 4353.131992 = -1000260.501513 nChanged 3 SP:Iteration 36Q (35141.440000 sec): 3 clusters Score: Raw -1004614.666466 + Penalty 4353.131992 = -1000261.534475 nChanged 1 SP:Iteration 37Q (35141.470000 sec): 3 clusters Score: Raw -1004615.129179 + Penalty 4353.131992 = -1000261.997187 nChanged 1 SP:Iteration 38Q (35141.500000 sec): 3 clusters Score: Raw -1004615.412254 + Penalty 4353.131992 = -1000262.280263 nChanged 1 SP:Iteration 39Q (35141.530000 sec): 3 clusters Score: Raw -1004615.590167 + Penalty 4353.131992 = -1000262.458176 nChanged 0 SP:Iteration 40F (35141.560000 sec): 3 clusters Score: Raw -1004615.590167 + Penalty 4353.131992 = -1000262.458176 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 5 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35141.570000 sec): 2 clusters Score: Raw -68493.001124 + Penalty 1493.213791 = -66999.787334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35141.570000 sec): 3 clusters Score: Raw -68695.329714 + Penalty 2986.427581 = -65708.902133 nChanged 74 SP:Iteration 1F (35141.580000 sec): 3 clusters Score: Raw -68870.668513 + Penalty 2986.427581 = -65884.240932 nChanged 20 SP:Iteration 2Q (35141.580000 sec): 3 clusters Score: Raw -68918.104814 + Penalty 2986.427581 = -65931.677233 nChanged 9 SP:Iteration 3Q (35141.580000 sec): 3 clusters Score: Raw -68941.587568 + Penalty 2986.427581 = -65955.159987 nChanged 6 SP:Iteration 4Q (35141.580000 sec): 3 clusters Score: Raw -68953.579673 + Penalty 2986.427581 = -65967.152091 nChanged 2 SP:Iteration 5Q (35141.580000 sec): 3 clusters Score: Raw -68958.841465 + Penalty 2986.427581 = -65972.413884 nChanged 1 SP:Iteration 6Q (35141.580000 sec): 3 clusters Score: Raw -68959.879485 + Penalty 2986.427581 = -65973.451904 nChanged 0 SP:Iteration 7F (35141.590000 sec): 3 clusters Score: Raw -68959.879485 + Penalty 2986.427581 = -65973.451904 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 6 (669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35141.590000 sec): 2 clusters Score: Raw -102947.600234 + Penalty 1613.434447 = -101334.165787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35141.600000 sec): 3 clusters Score: Raw -102863.171404 + Penalty 3226.868894 = -99636.302510 nChanged 145 SP:Iteration 1F (35141.600000 sec): 3 clusters Score: Raw -103057.274683 + Penalty 3226.868894 = -99830.405789 nChanged 42 SP:Iteration 2F (35141.600000 sec): 3 clusters Score: Raw -103142.280181 + Penalty 3226.868894 = -99915.411287 nChanged 22 SP:Iteration 3Q (35141.610000 sec): 3 clusters Score: Raw -103182.873696 + Penalty 3226.868894 = -99956.004802 nChanged 15 SP:Iteration 4Q (35141.610000 sec): 3 clusters Score: Raw -103216.505897 + Penalty 3226.868894 = -99989.637003 nChanged 14 SP:Iteration 5Q (35141.610000 sec): 3 clusters Score: Raw -103246.307267 + Penalty 3226.868894 = -100019.438373 nChanged 8 SP:Iteration 6Q (35141.620000 sec): 3 clusters Score: Raw -103257.303024 + Penalty 3226.868894 = -100030.434130 nChanged 2 SP:Iteration 7Q (35141.620000 sec): 3 clusters Score: Raw -103260.545071 + Penalty 3226.868894 = -100033.676178 nChanged 1 SP:Iteration 8Q (35141.620000 sec): 3 clusters Score: Raw -103262.591089 + Penalty 3226.868894 = -100035.722195 nChanged 2 SP:Iteration 9Q (35141.630000 sec): 3 clusters Score: Raw -103265.203707 + Penalty 3226.868894 = -100038.334813 nChanged 2 SP:Iteration 10Q (35141.630000 sec): 3 clusters Score: Raw -103269.067148 + Penalty 3226.868894 = -100042.198254 nChanged 2 SP:Iteration 11Q (35141.630000 sec): 3 clusters Score: Raw -103272.993653 + Penalty 3226.868894 = -100046.124759 nChanged 0 SP:Iteration 12F (35141.640000 sec): 3 clusters Score: Raw -103272.993653 + Penalty 3226.868894 = -100046.124759 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 7 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35141.640000 sec): 2 clusters Score: Raw -33776.085342 + Penalty 1390.238912 = -32385.846430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35141.640000 sec): 3 clusters Score: Raw -34037.830402 + Penalty 2780.477825 = -31257.352578 nChanged 61 SP:Iteration 1F (35141.640000 sec): 3 clusters Score: Raw -34414.921230 + Penalty 2780.477825 = -31634.443405 nChanged 28 SP:Iteration 2F (35141.640000 sec): 3 clusters Score: Raw -34725.879299 + Penalty 2780.477825 = -31945.401474 nChanged 7 SP:Iteration 3Q (35141.650000 sec): 3 clusters Score: Raw -34784.837043 + Penalty 2780.477825 = -32004.359218 nChanged 4 SP:Iteration 4Q (35141.650000 sec): 3 clusters Score: Raw -34833.191152 + Penalty 2780.477825 = -32052.713327 nChanged 4 SP:Iteration 5Q (35141.650000 sec): 3 clusters Score: Raw -34853.568776 + Penalty 2780.477825 = -32073.090951 nChanged 2 SP:Iteration 6Q (35141.650000 sec): 3 clusters Score: Raw -34860.352776 + Penalty 2780.477825 = -32079.874951 nChanged 0 SP:Iteration 7F (35141.650000 sec): 3 clusters Score: Raw -34860.352776 + Penalty 2780.477825 = -32079.874951 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 8 (33345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35141.820000 sec): 2 clusters Score: Raw -5419362.840383 + Penalty 2582.836453 = -5416780.003930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35141.990000 sec): 3 clusters Score: Raw -5399146.606363 + Penalty 5165.672905 = -5393980.933458 nChanged 15136 SP:Iteration 1F (35142.160000 sec): 3 clusters Score: Raw -5407297.849776 + Penalty 5165.672905 = -5402132.176871 nChanged 1481 SP:Iteration 2Q (35142.330000 sec): 3 clusters Score: Raw -5407746.450781 + Penalty 5165.672905 = -5402580.777876 nChanged 1348 SP:Iteration 3Q (35142.510000 sec): 3 clusters Score: Raw -5408134.394644 + Penalty 5165.672905 = -5402968.721739 nChanged 1150 SP:Iteration 4Q (35142.680000 sec): 3 clusters Score: Raw -5408477.915797 + Penalty 5165.672905 = -5403312.242892 nChanged 1098 SP:Iteration 5Q (35142.860000 sec): 3 clusters Score: Raw -5408806.738470 + Penalty 5165.672905 = -5403641.065565 nChanged 1075 SP:Iteration 6Q (35143.030000 sec): 3 clusters Score: Raw -5409164.049477 + Penalty 5165.672905 = -5403998.376572 nChanged 1130 SP:Iteration 7Q (35143.210000 sec): 3 clusters Score: Raw -5409576.565512 + Penalty 5165.672905 = -5404410.892607 nChanged 1190 SP:Iteration 8Q (35143.390000 sec): 3 clusters Score: Raw -5410048.665528 + Penalty 5165.672905 = -5404882.992623 nChanged 1260 SP:Iteration 9Q (35143.560000 sec): 3 clusters Score: Raw -5410554.995113 + Penalty 5165.672905 = -5405389.322208 nChanged 1338 SP:Iteration 10Q (35143.740000 sec): 3 clusters Score: Raw -5411140.802455 + Penalty 5165.672905 = -5405975.129550 nChanged 1345 SP:Iteration 11Q (35143.920000 sec): 3 clusters Score: Raw -5411759.979855 + Penalty 5165.672905 = -5406594.306949 nChanged 1305 SP:Iteration 12Q (35144.090000 sec): 3 clusters Score: Raw -5412406.967410 + Penalty 5165.672905 = -5407241.294505 nChanged 1357 SP:Iteration 13Q (35144.260000 sec): 3 clusters Score: Raw -5413106.313900 + Penalty 5165.672905 = -5407940.640995 nChanged 1331 SP:Iteration 14Q (35144.440000 sec): 3 clusters Score: Raw -5413830.599130 + Penalty 5165.672905 = -5408664.926225 nChanged 1423 SP:Iteration 15Q (35144.600000 sec): 3 clusters Score: Raw -5414648.735802 + Penalty 5165.672905 = -5409483.062897 nChanged 1477 SP:Iteration 16Q (35144.780000 sec): 3 clusters Score: Raw -5415555.439408 + Penalty 5165.672905 = -5410389.766503 nChanged 1485 SP:Iteration 17Q (35144.940000 sec): 3 clusters Score: Raw -5416538.880229 + Penalty 5165.672905 = -5411373.207324 nChanged 1407 SP:Iteration 18Q (35145.100000 sec): 3 clusters Score: Raw -5417499.463201 + Penalty 5165.672905 = -5412333.790296 nChanged 1182 SP:Iteration 19Q (35145.260000 sec): 3 clusters Score: Raw -5418294.394716 + Penalty 5165.672905 = -5413128.721811 nChanged 963 SP:Iteration 20F (35145.440000 sec): 3 clusters Score: Raw -5418935.956618 + Penalty 5165.672905 = -5413770.283713 nChanged 720 SP:Iteration 21Q (35145.580000 sec): 3 clusters Score: Raw -5419422.035991 + Penalty 5165.672905 = -5414256.363085 nChanged 497 SP:Iteration 22Q (35145.730000 sec): 3 clusters Score: Raw -5419775.145158 + Penalty 5165.672905 = -5414609.472253 nChanged 335 SP:Iteration 23Q (35145.860000 sec): 3 clusters Score: Raw -5419998.713433 + Penalty 5165.672905 = -5414833.040528 nChanged 213 SP:Iteration 24Q (35146.000000 sec): 3 clusters Score: Raw -5420152.028515 + Penalty 5165.672905 = -5414986.355610 nChanged 135 SP:Iteration 25Q (35146.130000 sec): 3 clusters Score: Raw -5420251.232904 + Penalty 5165.672905 = -5415085.559999 nChanged 94 SP:Iteration 26Q (35146.260000 sec): 3 clusters Score: Raw -5420318.910210 + Penalty 5165.672905 = -5415153.237305 nChanged 63 SP:Iteration 27Q (35146.380000 sec): 3 clusters Score: Raw -5420358.340130 + Penalty 5165.672905 = -5415192.667225 nChanged 33 SP:Iteration 28Q (35146.510000 sec): 3 clusters Score: Raw -5420373.637037 + Penalty 5165.672905 = -5415207.964132 nChanged 19 SP:Iteration 29Q (35146.640000 sec): 3 clusters Score: Raw -5420382.454698 + Penalty 5165.672905 = -5415216.781793 nChanged 12 SP:Iteration 30Q (35146.760000 sec): 3 clusters Score: Raw -5420390.182515 + Penalty 5165.672905 = -5415224.509610 nChanged 11 SP:Iteration 31Q (35146.880000 sec): 3 clusters Score: Raw -5420397.538330 + Penalty 5165.672905 = -5415231.865425 nChanged 11 SP:Iteration 32Q (35147.010000 sec): 3 clusters Score: Raw -5420403.036194 + Penalty 5165.672905 = -5415237.363289 nChanged 8 SP:Iteration 33Q (35147.130000 sec): 3 clusters Score: Raw -5420406.018601 + Penalty 5165.672905 = -5415240.345695 nChanged 4 SP:Iteration 34Q (35147.260000 sec): 3 clusters Score: Raw -5420408.083198 + Penalty 5165.672905 = -5415242.410293 nChanged 2 SP:Iteration 35Q (35147.380000 sec): 3 clusters Score: Raw -5420409.449678 + Penalty 5165.672905 = -5415243.776773 nChanged 4 SP:Iteration 36Q (35147.500000 sec): 3 clusters Score: Raw -5420413.686936 + Penalty 5165.672905 = -5415248.014031 nChanged 4 SP:Iteration 37Q (35147.630000 sec): 3 clusters Score: Raw -5420415.747190 + Penalty 5165.672905 = -5415250.074285 nChanged 2 SP:Iteration 38Q (35147.750000 sec): 3 clusters Score: Raw -5420417.005536 + Penalty 5165.672905 = -5415251.332631 nChanged 4 SP:Iteration 39Q (35147.870000 sec): 3 clusters Score: Raw -5420418.939368 + Penalty 5165.672905 = -5415253.266463 nChanged 1 SP:Iteration 40F (35148.040000 sec): 3 clusters Score: Raw -5420419.280035 + Penalty 5165.672905 = -5415253.607130 nChanged 1 SP:Iteration 41Q (35148.170000 sec): 3 clusters Score: Raw -5420420.008468 + Penalty 5165.672905 = -5415254.335563 nChanged 1 SP:Iteration 42Q (35148.300000 sec): 3 clusters Score: Raw -5420420.359368 + Penalty 5165.672905 = -5415254.686463 nChanged 1 SP:Iteration 43Q (35148.420000 sec): 3 clusters Score: Raw -5420420.675771 + Penalty 5165.672905 = -5415255.002866 nChanged 1 SP:Iteration 44Q (35148.540000 sec): 3 clusters Score: Raw -5420421.064869 + Penalty 5165.672905 = -5415255.391964 nChanged 1 SP:Iteration 45Q (35148.670000 sec): 3 clusters Score: Raw -5420421.202845 + Penalty 5165.672905 = -5415255.529940 nChanged 1 SP:Iteration 46Q (35148.800000 sec): 3 clusters Score: Raw -5420421.618964 + Penalty 5165.672905 = -5415255.946059 nChanged 1 SP:Iteration 47Q (35148.920000 sec): 3 clusters Score: Raw -5420422.007417 + Penalty 5165.672905 = -5415256.334512 nChanged 1 SP:Iteration 48Q (35149.040000 sec): 3 clusters Score: Raw -5420422.531664 + Penalty 5165.672905 = -5415256.858759 nChanged 0 SP:Iteration 49F (35149.220000 sec): 3 clusters Score: Raw -5420422.531664 + Penalty 5165.672905 = -5415256.858759 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 9 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35149.240000 sec): 2 clusters Score: Raw -83634.675250 + Penalty 1555.673498 = -82079.001753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35149.240000 sec): 3 clusters Score: Raw -83627.230566 + Penalty 3111.346995 = -80515.883571 nChanged 96 SP:Iteration 1F (35149.240000 sec): 3 clusters Score: Raw -83814.733000 + Penalty 3111.346995 = -80703.386004 nChanged 29 SP:Iteration 2F (35149.250000 sec): 3 clusters Score: Raw -83880.445608 + Penalty 3111.346995 = -80769.098613 nChanged 14 SP:Iteration 3Q (35149.250000 sec): 3 clusters Score: Raw -83918.059589 + Penalty 3111.346995 = -80806.712594 nChanged 6 SP:Iteration 4Q (35149.250000 sec): 3 clusters Score: Raw -83932.201914 + Penalty 3111.346995 = -80820.854919 nChanged 5 SP:Iteration 5Q (35149.260000 sec): 3 clusters Score: Raw -83938.984472 + Penalty 3111.346995 = -80827.637477 nChanged 1 SP:Iteration 6Q (35149.260000 sec): 3 clusters Score: Raw -83939.890328 + Penalty 3111.346995 = -80828.543333 nChanged 0 SP:Iteration 7F (35149.260000 sec): 3 clusters Score: Raw -83939.890328 + Penalty 3111.346995 = -80828.543333 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 10 (3613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35149.280000 sec): 2 clusters Score: Raw -566870.122080 + Penalty 2031.688845 = -564838.433235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35149.300000 sec): 3 clusters Score: Raw -565218.089312 + Penalty 4063.377691 = -561154.711621 nChanged 1317 SP:Iteration 1F (35149.320000 sec): 3 clusters Score: Raw -566006.343171 + Penalty 4063.377691 = -561942.965481 nChanged 281 SP:Iteration 2F (35149.340000 sec): 3 clusters Score: Raw -566184.402554 + Penalty 4063.377691 = -562121.024864 nChanged 174 SP:Iteration 3Q (35149.350000 sec): 3 clusters Score: Raw -566281.231560 + Penalty 4063.377691 = -562217.853869 nChanged 122 SP:Iteration 4Q (35149.370000 sec): 3 clusters Score: Raw -566349.030577 + Penalty 4063.377691 = -562285.652886 nChanged 93 SP:Iteration 5Q (35149.390000 sec): 3 clusters Score: Raw -566404.234314 + Penalty 4063.377691 = -562340.856624 nChanged 82 SP:Iteration 6Q (35149.410000 sec): 3 clusters Score: Raw -566455.380071 + Penalty 4063.377691 = -562392.002381 nChanged 78 SP:Iteration 7Q (35149.420000 sec): 3 clusters Score: Raw -566492.649367 + Penalty 4063.377691 = -562429.271676 nChanged 51 SP:Iteration 8Q (35149.440000 sec): 3 clusters Score: Raw -566519.144568 + Penalty 4063.377691 = -562455.766878 nChanged 46 SP:Iteration 9Q (35149.460000 sec): 3 clusters Score: Raw -566542.430011 + Penalty 4063.377691 = -562479.052320 nChanged 54 SP:Iteration 10Q (35149.480000 sec): 3 clusters Score: Raw -566566.759207 + Penalty 4063.377691 = -562503.381516 nChanged 46 SP:Iteration 11Q (35149.500000 sec): 3 clusters Score: Raw -566592.356065 + Penalty 4063.377691 = -562528.978375 nChanged 40 SP:Iteration 12Q (35149.520000 sec): 3 clusters Score: Raw -566613.647995 + Penalty 4063.377691 = -562550.270305 nChanged 34 SP:Iteration 13Q (35149.530000 sec): 3 clusters Score: Raw -566629.945396 + Penalty 4063.377691 = -562566.567705 nChanged 32 SP:Iteration 14Q (35149.550000 sec): 3 clusters Score: Raw -566646.342821 + Penalty 4063.377691 = -562582.965131 nChanged 38 SP:Iteration 15Q (35149.570000 sec): 3 clusters Score: Raw -566664.429518 + Penalty 4063.377691 = -562601.051827 nChanged 42 SP:Iteration 16Q (35149.590000 sec): 3 clusters Score: Raw -566683.664470 + Penalty 4063.377691 = -562620.286779 nChanged 42 SP:Iteration 17Q (35149.600000 sec): 3 clusters Score: Raw -566706.151290 + Penalty 4063.377691 = -562642.773599 nChanged 42 SP:Iteration 18Q (35149.620000 sec): 3 clusters Score: Raw -566726.821285 + Penalty 4063.377691 = -562663.443595 nChanged 42 SP:Iteration 19Q (35149.640000 sec): 3 clusters Score: Raw -566746.965479 + Penalty 4063.377691 = -562683.587788 nChanged 28 SP:Iteration 20F (35149.660000 sec): 3 clusters Score: Raw -566758.883854 + Penalty 4063.377691 = -562695.506164 nChanged 27 SP:Iteration 21Q (35149.680000 sec): 3 clusters Score: Raw -566771.776768 + Penalty 4063.377691 = -562708.399077 nChanged 30 SP:Iteration 22Q (35149.700000 sec): 3 clusters Score: Raw -566788.267156 + Penalty 4063.377691 = -562724.889465 nChanged 26 SP:Iteration 23Q (35149.710000 sec): 3 clusters Score: Raw -566800.777090 + Penalty 4063.377691 = -562737.399399 nChanged 24 SP:Iteration 24Q (35149.730000 sec): 3 clusters Score: Raw -566813.467910 + Penalty 4063.377691 = -562750.090220 nChanged 26 SP:Iteration 25Q (35149.750000 sec): 3 clusters Score: Raw -566825.982176 + Penalty 4063.377691 = -562762.604486 nChanged 24 SP:Iteration 26Q (35149.770000 sec): 3 clusters Score: Raw -566836.848255 + Penalty 4063.377691 = -562773.470564 nChanged 21 SP:Iteration 27Q (35149.780000 sec): 3 clusters Score: Raw -566844.616154 + Penalty 4063.377691 = -562781.238463 nChanged 20 SP:Iteration 28Q (35149.800000 sec): 3 clusters Score: Raw -566853.635741 + Penalty 4063.377691 = -562790.258050 nChanged 18 SP:Iteration 29Q (35149.820000 sec): 3 clusters Score: Raw -566860.530420 + Penalty 4063.377691 = -562797.152729 nChanged 14 SP:Iteration 30Q (35149.840000 sec): 3 clusters Score: Raw -566868.422232 + Penalty 4063.377691 = -562805.044542 nChanged 15 SP:Iteration 31Q (35149.860000 sec): 3 clusters Score: Raw -566878.192928 + Penalty 4063.377691 = -562814.815238 nChanged 24 SP:Iteration 32Q (35149.880000 sec): 3 clusters Score: Raw -566889.008922 + Penalty 4063.377691 = -562825.631232 nChanged 16 SP:Iteration 33Q (35149.890000 sec): 3 clusters Score: Raw -566895.694311 + Penalty 4063.377691 = -562832.316620 nChanged 15 SP:Iteration 34Q (35149.910000 sec): 3 clusters Score: Raw -566901.897614 + Penalty 4063.377691 = -562838.519924 nChanged 17 SP:Iteration 35Q (35149.930000 sec): 3 clusters Score: Raw -566907.520157 + Penalty 4063.377691 = -562844.142466 nChanged 4 SP:Iteration 36Q (35149.950000 sec): 3 clusters Score: Raw -566908.823475 + Penalty 4063.377691 = -562845.445785 nChanged 7 SP:Iteration 37Q (35149.960000 sec): 3 clusters Score: Raw -566913.187380 + Penalty 4063.377691 = -562849.809690 nChanged 9 SP:Iteration 38Q (35149.980000 sec): 3 clusters Score: Raw -566917.492020 + Penalty 4063.377691 = -562854.114329 nChanged 12 SP:Iteration 39Q (35150.000000 sec): 3 clusters Score: Raw -566923.920530 + Penalty 4063.377691 = -562860.542839 nChanged 14 SP:Iteration 40F (35150.020000 sec): 3 clusters Score: Raw -566930.361341 + Penalty 4063.377691 = -562866.983651 nChanged 11 SP:Iteration 41Q (35150.040000 sec): 3 clusters Score: Raw -566935.089378 + Penalty 4063.377691 = -562871.711688 nChanged 8 SP:Iteration 42Q (35150.060000 sec): 3 clusters Score: Raw -566940.413684 + Penalty 4063.377691 = -562877.035994 nChanged 10 SP:Iteration 43Q (35150.070000 sec): 3 clusters Score: Raw -566945.209953 + Penalty 4063.377691 = -562881.832262 nChanged 6 SP:Iteration 44Q (35150.090000 sec): 3 clusters Score: Raw -566947.862851 + Penalty 4063.377691 = -562884.485160 nChanged 6 SP:Iteration 45Q (35150.110000 sec): 3 clusters Score: Raw -566951.705295 + Penalty 4063.377691 = -562888.327605 nChanged 7 SP:Iteration 46Q (35150.130000 sec): 3 clusters Score: Raw -566954.809557 + Penalty 4063.377691 = -562891.431866 nChanged 8 SP:Iteration 47Q (35150.140000 sec): 3 clusters Score: Raw -566957.609035 + Penalty 4063.377691 = -562894.231344 nChanged 7 SP:Iteration 48Q (35150.160000 sec): 3 clusters Score: Raw -566961.920771 + Penalty 4063.377691 = -562898.543081 nChanged 13 SP:Iteration 49Q (35150.180000 sec): 3 clusters Score: Raw -566969.949296 + Penalty 4063.377691 = -562906.571606 nChanged 22 SP:Iteration 50Q (35150.200000 sec): 3 clusters Score: Raw -566982.738222 + Penalty 4063.377691 = -562919.360531 nChanged 18 SP:Iteration 51Q (35150.220000 sec): 3 clusters Score: Raw -566991.526276 + Penalty 4063.377691 = -562928.148585 nChanged 14 SP:Iteration 52Q (35150.230000 sec): 3 clusters Score: Raw -566999.607701 + Penalty 4063.377691 = -562936.230010 nChanged 16 SP:Iteration 53Q (35150.250000 sec): 3 clusters Score: Raw -567010.112877 + Penalty 4063.377691 = -562946.735186 nChanged 16 SP:Iteration 54Q (35150.270000 sec): 3 clusters Score: Raw -567023.123314 + Penalty 4063.377691 = -562959.745624 nChanged 20 SP:Iteration 55Q (35150.290000 sec): 3 clusters Score: Raw -567035.182136 + Penalty 4063.377691 = -562971.804445 nChanged 14 SP:Iteration 56Q (35150.300000 sec): 3 clusters Score: Raw -567042.828789 + Penalty 4063.377691 = -562979.451098 nChanged 14 SP:Iteration 57Q (35150.320000 sec): 3 clusters Score: Raw -567049.009873 + Penalty 4063.377691 = -562985.632182 nChanged 10 SP:Iteration 58Q (35150.340000 sec): 3 clusters Score: Raw -567054.074894 + Penalty 4063.377691 = -562990.697203 nChanged 8 SP:Iteration 59Q (35150.360000 sec): 3 clusters Score: Raw -567058.889462 + Penalty 4063.377691 = -562995.511772 nChanged 10 SP:Iteration 60F (35150.380000 sec): 3 clusters Score: Raw -567064.829942 + Penalty 4063.377691 = -563001.452251 nChanged 10 SP:Iteration 61Q (35150.390000 sec): 3 clusters Score: Raw -567069.572452 + Penalty 4063.377691 = -563006.194761 nChanged 6 SP:Iteration 62Q (35150.410000 sec): 3 clusters Score: Raw -567073.604564 + Penalty 4063.377691 = -563010.226873 nChanged 6 SP:Iteration 63Q (35150.430000 sec): 3 clusters Score: Raw -567077.150263 + Penalty 4063.377691 = -563013.772573 nChanged 7 SP:Iteration 64Q (35150.440000 sec): 3 clusters Score: Raw -567080.834301 + Penalty 4063.377691 = -563017.456611 nChanged 8 SP:Iteration 65Q (35150.460000 sec): 3 clusters Score: Raw -567084.971001 + Penalty 4063.377691 = -563021.593310 nChanged 5 SP:Iteration 66Q (35150.480000 sec): 3 clusters Score: Raw -567087.626818 + Penalty 4063.377691 = -563024.249127 nChanged 3 SP:Iteration 67Q (35150.500000 sec): 3 clusters Score: Raw -567089.127087 + Penalty 4063.377691 = -563025.749396 nChanged 1 SP:Iteration 68Q (35150.520000 sec): 3 clusters Score: Raw -567089.471112 + Penalty 4063.377691 = -563026.093422 nChanged 1 SP:Iteration 69Q (35150.530000 sec): 3 clusters Score: Raw -567090.368655 + Penalty 4063.377691 = -563026.990964 nChanged 1 SP:Iteration 70Q (35150.550000 sec): 3 clusters Score: Raw -567091.488858 + Penalty 4063.377691 = -563028.111167 nChanged 2 SP:Iteration 71Q (35150.570000 sec): 3 clusters Score: Raw -567092.220947 + Penalty 4063.377691 = -563028.843257 nChanged 1 SP:Iteration 72Q (35150.580000 sec): 3 clusters Score: Raw -567092.854940 + Penalty 4063.377691 = -563029.477249 nChanged 0 SP:Iteration 73F (35150.600000 sec): 3 clusters Score: Raw -567092.854940 + Penalty 4063.377691 = -563029.477249 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 11 (106787 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35151.100000 sec): 2 clusters Score: Raw -16327769.316459 + Penalty 2871.490686 = -16324897.825773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35151.650000 sec): 3 clusters Score: Raw -16259490.770098 + Penalty 5742.981372 = -16253747.788726 nChanged 50448 SP:Iteration 1F (35152.210000 sec): 3 clusters Score: Raw -16289337.175627 + Penalty 5742.981372 = -16283594.194256 nChanged 4493 SP:Iteration 2Q (35152.770000 sec): 3 clusters Score: Raw -16290906.516629 + Penalty 5742.981372 = -16285163.535257 nChanged 4731 SP:Iteration 3Q (35153.340000 sec): 3 clusters Score: Raw -16292851.583351 + Penalty 5742.981372 = -16287108.601979 nChanged 5274 SP:Iteration 4Q (35153.900000 sec): 3 clusters Score: Raw -16295366.623349 + Penalty 5742.981372 = -16289623.641978 nChanged 5697 SP:Iteration 5F (35154.460000 sec): 3 clusters Score: Raw -16298398.187098 + Penalty 5742.981372 = -16292655.205726 nChanged 5994 SP:Iteration 6F (35155.010000 sec): 3 clusters Score: Raw -16301875.921822 + Penalty 5742.981372 = -16296132.940451 nChanged 5978 SP:Iteration 7F (35155.560000 sec): 3 clusters Score: Raw -16305704.377131 + Penalty 5742.981372 = -16299961.395759 nChanged 5672 SP:Iteration 8F (35156.110000 sec): 3 clusters Score: Raw -16309642.392454 + Penalty 5742.981372 = -16303899.411082 nChanged 5118 SP:Iteration 9Q (35156.670000 sec): 3 clusters Score: Raw -16313059.515339 + Penalty 5742.981372 = -16307316.533967 nChanged 4094 SP:Iteration 10Q (35157.200000 sec): 3 clusters Score: Raw -16315298.872481 + Penalty 5742.981372 = -16309555.891109 nChanged 3046 SP:Iteration 11Q (35157.730000 sec): 3 clusters Score: Raw -16316686.905560 + Penalty 5742.981372 = -16310943.924188 nChanged 2336 SP:Iteration 12Q (35158.250000 sec): 3 clusters Score: Raw -16317621.732463 + Penalty 5742.981372 = -16311878.751091 nChanged 1928 SP:Iteration 13Q (35158.750000 sec): 3 clusters Score: Raw -16318369.462103 + Penalty 5742.981372 = -16312626.480732 nChanged 1802 SP:Iteration 14Q (35159.260000 sec): 3 clusters Score: Raw -16319064.212241 + Penalty 5742.981372 = -16313321.230869 nChanged 1712 SP:Iteration 15Q (35159.750000 sec): 3 clusters Score: Raw -16319743.010895 + Penalty 5742.981372 = -16314000.029523 nChanged 1737 SP:Iteration 16Q (35160.240000 sec): 3 clusters Score: Raw -16320466.837874 + Penalty 5742.981372 = -16314723.856503 nChanged 1727 SP:Iteration 17Q (35160.720000 sec): 3 clusters Score: Raw -16321247.213635 + Penalty 5742.981372 = -16315504.232263 nChanged 1735 SP:Iteration 18Q (35161.190000 sec): 3 clusters Score: Raw -16322060.780800 + Penalty 5742.981372 = -16316317.799428 nChanged 1634 SP:Iteration 19Q (35161.660000 sec): 3 clusters Score: Raw -16322820.901336 + Penalty 5742.981372 = -16317077.919964 nChanged 1508 SP:Iteration 20F (35162.210000 sec): 3 clusters Score: Raw -16323537.281163 + Penalty 5742.981372 = -16317794.299791 nChanged 1380 SP:Iteration 21Q (35162.670000 sec): 3 clusters Score: Raw -16324208.667690 + Penalty 5742.981372 = -16318465.686318 nChanged 1320 SP:Iteration 22Q (35163.130000 sec): 3 clusters Score: Raw -16324873.325529 + Penalty 5742.981372 = -16319130.344158 nChanged 1157 SP:Iteration 23Q (35163.580000 sec): 3 clusters Score: Raw -16325461.441187 + Penalty 5742.981372 = -16319718.459815 nChanged 1068 SP:Iteration 24Q (35164.010000 sec): 3 clusters Score: Raw -16325988.544299 + Penalty 5742.981372 = -16320245.562927 nChanged 882 SP:Iteration 25Q (35164.450000 sec): 3 clusters Score: Raw -16326380.220411 + Penalty 5742.981372 = -16320637.239040 nChanged 731 SP:Iteration 26Q (35164.880000 sec): 3 clusters Score: Raw -16326679.060534 + Penalty 5742.981372 = -16320936.079162 nChanged 630 SP:Iteration 27Q (35165.310000 sec): 3 clusters Score: Raw -16326918.931837 + Penalty 5742.981372 = -16321175.950466 nChanged 519 SP:Iteration 28Q (35165.730000 sec): 3 clusters Score: Raw -16327105.414903 + Penalty 5742.981372 = -16321362.433531 nChanged 442 SP:Iteration 29Q (35166.150000 sec): 3 clusters Score: Raw -16327266.437587 + Penalty 5742.981372 = -16321523.456215 nChanged 389 SP:Iteration 30Q (35166.570000 sec): 3 clusters Score: Raw -16327403.455597 + Penalty 5742.981372 = -16321660.474225 nChanged 344 SP:Iteration 31Q (35166.980000 sec): 3 clusters Score: Raw -16327516.425247 + Penalty 5742.981372 = -16321773.443875 nChanged 308 SP:Iteration 32Q (35167.390000 sec): 3 clusters Score: Raw -16327608.779093 + Penalty 5742.981372 = -16321865.797721 nChanged 251 SP:Iteration 33Q (35167.800000 sec): 3 clusters Score: Raw -16327684.331684 + Penalty 5742.981372 = -16321941.350312 nChanged 237 SP:Iteration 34Q (35168.210000 sec): 3 clusters Score: Raw -16327770.050785 + Penalty 5742.981372 = -16322027.069414 nChanged 228 SP:Iteration 35Q (35168.620000 sec): 3 clusters Score: Raw -16327843.142014 + Penalty 5742.981372 = -16322100.160642 nChanged 216 SP:Iteration 36Q (35169.020000 sec): 3 clusters Score: Raw -16327922.726013 + Penalty 5742.981372 = -16322179.744641 nChanged 206 SP:Iteration 37Q (35169.430000 sec): 3 clusters Score: Raw -16327996.528534 + Penalty 5742.981372 = -16322253.547162 nChanged 168 SP:Iteration 38Q (35169.830000 sec): 3 clusters Score: Raw -16328057.919961 + Penalty 5742.981372 = -16322314.938589 nChanged 173 SP:Iteration 39Q (35170.230000 sec): 3 clusters Score: Raw -16328117.278835 + Penalty 5742.981372 = -16322374.297463 nChanged 160 SP:Iteration 40F (35170.770000 sec): 3 clusters Score: Raw -16328176.193480 + Penalty 5742.981372 = -16322433.212108 nChanged 133 SP:Iteration 41Q (35171.170000 sec): 3 clusters Score: Raw -16328221.114194 + Penalty 5742.981372 = -16322478.132823 nChanged 110 SP:Iteration 42Q (35171.570000 sec): 3 clusters Score: Raw -16328251.845531 + Penalty 5742.981372 = -16322508.864159 nChanged 99 SP:Iteration 43Q (35171.970000 sec): 3 clusters Score: Raw -16328288.210497 + Penalty 5742.981372 = -16322545.229126 nChanged 90 SP:Iteration 44Q (35172.370000 sec): 3 clusters Score: Raw -16328318.576587 + Penalty 5742.981372 = -16322575.595215 nChanged 88 SP:Iteration 45Q (35172.760000 sec): 3 clusters Score: Raw -16328349.912972 + Penalty 5742.981372 = -16322606.931600 nChanged 90 SP:Iteration 46Q (35173.160000 sec): 3 clusters Score: Raw -16328378.419198 + Penalty 5742.981372 = -16322635.437827 nChanged 71 SP:Iteration 47Q (35173.550000 sec): 3 clusters Score: Raw -16328399.995370 + Penalty 5742.981372 = -16322657.013999 nChanged 62 SP:Iteration 48Q (35173.950000 sec): 3 clusters Score: Raw -16328418.555647 + Penalty 5742.981372 = -16322675.574276 nChanged 59 SP:Iteration 49Q (35174.340000 sec): 3 clusters Score: Raw -16328439.813527 + Penalty 5742.981372 = -16322696.832155 nChanged 64 SP:Iteration 50Q (35174.740000 sec): 3 clusters Score: Raw -16328462.393069 + Penalty 5742.981372 = -16322719.411697 nChanged 66 SP:Iteration 51Q (35175.130000 sec): 3 clusters Score: Raw -16328484.795799 + Penalty 5742.981372 = -16322741.814427 nChanged 62 SP:Iteration 52Q (35175.540000 sec): 3 clusters Score: Raw -16328505.586297 + Penalty 5742.981372 = -16322762.604926 nChanged 54 SP:Iteration 53Q (35175.940000 sec): 3 clusters Score: Raw -16328521.590508 + Penalty 5742.981372 = -16322778.609137 nChanged 42 SP:Iteration 54Q (35176.340000 sec): 3 clusters Score: Raw -16328534.915343 + Penalty 5742.981372 = -16322791.933971 nChanged 44 SP:Iteration 55Q (35176.730000 sec): 3 clusters Score: Raw -16328548.714186 + Penalty 5742.981372 = -16322805.732815 nChanged 32 SP:Iteration 56Q (35177.120000 sec): 3 clusters Score: Raw -16328557.655386 + Penalty 5742.981372 = -16322814.674014 nChanged 33 SP:Iteration 57Q (35177.510000 sec): 3 clusters Score: Raw -16328568.552543 + Penalty 5742.981372 = -16322825.571171 nChanged 26 SP:Iteration 58Q (35177.910000 sec): 3 clusters Score: Raw -16328575.584515 + Penalty 5742.981372 = -16322832.603143 nChanged 21 SP:Iteration 59Q (35178.290000 sec): 3 clusters Score: Raw -16328581.621773 + Penalty 5742.981372 = -16322838.640402 nChanged 19 SP:Iteration 60F (35178.840000 sec): 3 clusters Score: Raw -16328588.067857 + Penalty 5742.981372 = -16322845.086485 nChanged 23 SP:Iteration 61Q (35179.230000 sec): 3 clusters Score: Raw -16328594.249768 + Penalty 5742.981372 = -16322851.268396 nChanged 17 SP:Iteration 62Q (35179.620000 sec): 3 clusters Score: Raw -16328597.718210 + Penalty 5742.981372 = -16322854.736839 nChanged 13 SP:Iteration 63Q (35180.010000 sec): 3 clusters Score: Raw -16328600.914454 + Penalty 5742.981372 = -16322857.933083 nChanged 15 SP:Iteration 64Q (35180.400000 sec): 3 clusters Score: Raw -16328605.194034 + Penalty 5742.981372 = -16322862.212663 nChanged 11 SP:Iteration 65Q (35180.790000 sec): 3 clusters Score: Raw -16328608.784449 + Penalty 5742.981372 = -16322865.803077 nChanged 17 SP:Iteration 66Q (35181.190000 sec): 3 clusters Score: Raw -16328612.842501 + Penalty 5742.981372 = -16322869.861129 nChanged 13 SP:Iteration 67Q (35181.580000 sec): 3 clusters Score: Raw -16328617.181505 + Penalty 5742.981372 = -16322874.200134 nChanged 11 SP:Iteration 68Q (35181.970000 sec): 3 clusters Score: Raw -16328622.582092 + Penalty 5742.981372 = -16322879.600720 nChanged 16 SP:Iteration 69Q (35182.360000 sec): 3 clusters Score: Raw -16328626.891588 + Penalty 5742.981372 = -16322883.910216 nChanged 14 SP:Iteration 70Q (35182.750000 sec): 3 clusters Score: Raw -16328631.910762 + Penalty 5742.981372 = -16322888.929391 nChanged 22 SP:Iteration 71Q (35183.150000 sec): 3 clusters Score: Raw -16328639.525555 + Penalty 5742.981372 = -16322896.544184 nChanged 17 SP:Iteration 72Q (35183.540000 sec): 3 clusters Score: Raw -16328645.712515 + Penalty 5742.981372 = -16322902.731144 nChanged 15 SP:Iteration 73Q (35183.930000 sec): 3 clusters Score: Raw -16328651.315714 + Penalty 5742.981372 = -16322908.334342 nChanged 14 SP:Iteration 74Q (35184.320000 sec): 3 clusters Score: Raw -16328655.278461 + Penalty 5742.981372 = -16322912.297089 nChanged 10 SP:Iteration 75Q (35184.710000 sec): 3 clusters Score: Raw -16328657.889289 + Penalty 5742.981372 = -16322914.907917 nChanged 8 SP:Iteration 76Q (35185.100000 sec): 3 clusters Score: Raw -16328659.613437 + Penalty 5742.981372 = -16322916.632066 nChanged 5 SP:Iteration 77Q (35185.490000 sec): 3 clusters Score: Raw -16328661.037466 + Penalty 5742.981372 = -16322918.056094 nChanged 4 SP:Iteration 78Q (35185.880000 sec): 3 clusters Score: Raw -16328662.413654 + Penalty 5742.981372 = -16322919.432282 nChanged 6 SP:Iteration 79Q (35186.270000 sec): 3 clusters Score: Raw -16328664.531074 + Penalty 5742.981372 = -16322921.549703 nChanged 4 SP:Iteration 80F (35186.810000 sec): 3 clusters Score: Raw -16328666.316926 + Penalty 5742.981372 = -16322923.335554 nChanged 9 SP:Iteration 81Q (35187.200000 sec): 3 clusters Score: Raw -16328669.085351 + Penalty 5742.981372 = -16322926.103979 nChanged 11 SP:Iteration 82Q (35187.590000 sec): 3 clusters Score: Raw -16328672.708038 + Penalty 5742.981372 = -16322929.726667 nChanged 8 SP:Iteration 83Q (35187.980000 sec): 3 clusters Score: Raw -16328674.284183 + Penalty 5742.981372 = -16322931.302811 nChanged 4 SP:Iteration 84Q (35188.370000 sec): 3 clusters Score: Raw -16328675.267050 + Penalty 5742.981372 = -16322932.285678 nChanged 1 SP:Iteration 85Q (35188.760000 sec): 3 clusters Score: Raw -16328675.345611 + Penalty 5742.981372 = -16322932.364239 nChanged 1 SP:Iteration 86Q (35189.150000 sec): 3 clusters Score: Raw -16328675.385265 + Penalty 5742.981372 = -16322932.403893 nChanged 0 SP:Iteration 87F (35189.700000 sec): 3 clusters Score: Raw -16328675.385265 + Penalty 5742.981372 = -16322932.403893 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 12 (1380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35189.760000 sec): 2 clusters Score: Raw -210789.546492 + Penalty 1793.000017 = -208996.546475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35189.770000 sec): 3 clusters Score: Raw -210363.609484 + Penalty 3586.000034 = -206777.609451 nChanged 405 SP:Iteration 1F (35189.780000 sec): 3 clusters Score: Raw -210692.005342 + Penalty 3586.000034 = -207106.005308 nChanged 85 SP:Iteration 2F (35189.780000 sec): 3 clusters Score: Raw -210821.896188 + Penalty 3586.000034 = -207235.896154 nChanged 73 SP:Iteration 3F (35189.790000 sec): 3 clusters Score: Raw -210940.123461 + Penalty 3586.000034 = -207354.123427 nChanged 57 SP:Iteration 4Q (35189.800000 sec): 3 clusters Score: Raw -211037.742636 + Penalty 3586.000034 = -207451.742602 nChanged 54 SP:Iteration 5Q (35189.800000 sec): 3 clusters Score: Raw -211116.062645 + Penalty 3586.000034 = -207530.062611 nChanged 47 SP:Iteration 6Q (35189.810000 sec): 3 clusters Score: Raw -211178.250654 + Penalty 3586.000034 = -207592.250620 nChanged 31 SP:Iteration 7Q (35189.820000 sec): 3 clusters Score: Raw -211210.930741 + Penalty 3586.000034 = -207624.930707 nChanged 21 SP:Iteration 8Q (35189.820000 sec): 3 clusters Score: Raw -211227.281135 + Penalty 3586.000034 = -207641.281101 nChanged 5 SP:Iteration 9Q (35189.830000 sec): 3 clusters Score: Raw -211231.914881 + Penalty 3586.000034 = -207645.914847 nChanged 1 SP:Iteration 10Q (35189.840000 sec): 3 clusters Score: Raw -211232.142385 + Penalty 3586.000034 = -207646.142351 nChanged 1 SP:Iteration 11Q (35189.840000 sec): 3 clusters Score: Raw -211234.123773 + Penalty 3586.000034 = -207648.123740 nChanged 2 SP:Iteration 12Q (35189.850000 sec): 3 clusters Score: Raw -211235.055973 + Penalty 3586.000034 = -207649.055939 nChanged 1 SP:Iteration 13Q (35189.860000 sec): 3 clusters Score: Raw -211235.394258 + Penalty 3586.000034 = -207649.394224 nChanged 2 SP:Iteration 14Q (35189.860000 sec): 3 clusters Score: Raw -211237.070483 + Penalty 3586.000034 = -207651.070449 nChanged 4 SP:Iteration 15Q (35189.870000 sec): 3 clusters Score: Raw -211240.576926 + Penalty 3586.000034 = -207654.576892 nChanged 2 SP:Iteration 16Q (35189.880000 sec): 3 clusters Score: Raw -211243.480069 + Penalty 3586.000034 = -207657.480035 nChanged 1 SP:Iteration 17Q (35189.880000 sec): 3 clusters Score: Raw -211244.543560 + Penalty 3586.000034 = -207658.543526 nChanged 1 SP:Iteration 18Q (35189.890000 sec): 3 clusters Score: Raw -211245.063392 + Penalty 3586.000034 = -207659.063358 nChanged 2 SP:Iteration 19Q (35189.900000 sec): 3 clusters Score: Raw -211246.822803 + Penalty 3586.000034 = -207660.822769 nChanged 1 SP:Iteration 20F (35189.900000 sec): 3 clusters Score: Raw -211247.670309 + Penalty 3586.000034 = -207661.670275 nChanged 2 SP:Iteration 21Q (35189.910000 sec): 3 clusters Score: Raw -211249.327873 + Penalty 3586.000034 = -207663.327839 nChanged 2 SP:Iteration 22Q (35189.920000 sec): 3 clusters Score: Raw -211252.253030 + Penalty 3586.000034 = -207666.252996 nChanged 6 SP:Iteration 23Q (35189.920000 sec): 3 clusters Score: Raw -211256.795503 + Penalty 3586.000034 = -207670.795469 nChanged 4 SP:Iteration 24Q (35189.930000 sec): 3 clusters Score: Raw -211260.328795 + Penalty 3586.000034 = -207674.328761 nChanged 1 SP:Iteration 25Q (35189.940000 sec): 3 clusters Score: Raw -211261.774863 + Penalty 3586.000034 = -207675.774829 nChanged 2 SP:Iteration 26Q (35189.940000 sec): 3 clusters Score: Raw -211263.991593 + Penalty 3586.000034 = -207677.991559 nChanged 1 SP:Iteration 27Q (35189.950000 sec): 3 clusters Score: Raw -211265.639775 + Penalty 3586.000034 = -207679.639741 nChanged 1 SP:Iteration 28Q (35189.950000 sec): 3 clusters Score: Raw -211266.054982 + Penalty 3586.000034 = -207680.054948 nChanged 0 SP:Iteration 29F (35189.960000 sec): 3 clusters Score: Raw -211266.054982 + Penalty 3586.000034 = -207680.054948 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 13 (39423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35190.160000 sec): 2 clusters Score: Raw -6390788.877251 + Penalty 2624.361961 = -6388164.515290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35190.360000 sec): 3 clusters Score: Raw -6366610.641185 + Penalty 5248.723922 = -6361361.917263 nChanged 18073 SP:Iteration 1F (35190.560000 sec): 3 clusters Score: Raw -6376476.044303 + Penalty 5248.723922 = -6371227.320381 nChanged 1765 SP:Iteration 2Q (35190.770000 sec): 3 clusters Score: Raw -6377076.424265 + Penalty 5248.723922 = -6371827.700343 nChanged 1678 SP:Iteration 3Q (35190.980000 sec): 3 clusters Score: Raw -6377712.467209 + Penalty 5248.723922 = -6372463.743287 nChanged 1719 SP:Iteration 4Q (35191.190000 sec): 3 clusters Score: Raw -6378495.520815 + Penalty 5248.723922 = -6373246.796893 nChanged 1970 SP:Iteration 5Q (35191.400000 sec): 3 clusters Score: Raw -6379586.438413 + Penalty 5248.723922 = -6374337.714491 nChanged 2230 SP:Iteration 6F (35191.600000 sec): 3 clusters Score: Raw -6381072.845361 + Penalty 5248.723922 = -6375824.121439 nChanged 2646 SP:Iteration 7F (35191.800000 sec): 3 clusters Score: Raw -6383190.556525 + Penalty 5248.723922 = -6377941.832603 nChanged 2867 SP:Iteration 8F (35192.000000 sec): 3 clusters Score: Raw -6385755.728550 + Penalty 5248.723922 = -6380507.004628 nChanged 2389 SP:Iteration 9F (35192.200000 sec): 3 clusters Score: Raw -6387940.840452 + Penalty 5248.723922 = -6382692.116530 nChanged 1670 SP:Iteration 10Q (35192.380000 sec): 3 clusters Score: Raw -6389480.937413 + Penalty 5248.723922 = -6384232.213491 nChanged 889 SP:Iteration 11Q (35192.560000 sec): 3 clusters Score: Raw -6390254.168455 + Penalty 5248.723922 = -6385005.444533 nChanged 472 SP:Iteration 12Q (35192.720000 sec): 3 clusters Score: Raw -6390626.490528 + Penalty 5248.723922 = -6385377.766606 nChanged 245 SP:Iteration 13Q (35192.880000 sec): 3 clusters Score: Raw -6390808.680637 + Penalty 5248.723922 = -6385559.956715 nChanged 158 SP:Iteration 14Q (35193.030000 sec): 3 clusters Score: Raw -6390935.136082 + Penalty 5248.723922 = -6385686.412161 nChanged 100 SP:Iteration 15Q (35193.180000 sec): 3 clusters Score: Raw -6391016.002803 + Penalty 5248.723922 = -6385767.278881 nChanged 71 SP:Iteration 16Q (35193.320000 sec): 3 clusters Score: Raw -6391078.927110 + Penalty 5248.723922 = -6385830.203188 nChanged 61 SP:Iteration 17Q (35193.470000 sec): 3 clusters Score: Raw -6391127.755695 + Penalty 5248.723922 = -6385879.031773 nChanged 36 SP:Iteration 18Q (35193.610000 sec): 3 clusters Score: Raw -6391154.863982 + Penalty 5248.723922 = -6385906.140060 nChanged 29 SP:Iteration 19Q (35193.760000 sec): 3 clusters Score: Raw -6391175.105072 + Penalty 5248.723922 = -6385926.381150 nChanged 15 SP:Iteration 20F (35193.960000 sec): 3 clusters Score: Raw -6391184.656490 + Penalty 5248.723922 = -6385935.932568 nChanged 11 SP:Iteration 21Q (35194.100000 sec): 3 clusters Score: Raw -6391193.510433 + Penalty 5248.723922 = -6385944.786512 nChanged 15 SP:Iteration 22Q (35194.240000 sec): 3 clusters Score: Raw -6391203.325434 + Penalty 5248.723922 = -6385954.601512 nChanged 9 SP:Iteration 23Q (35194.390000 sec): 3 clusters Score: Raw -6391208.630236 + Penalty 5248.723922 = -6385959.906314 nChanged 3 SP:Iteration 24Q (35194.530000 sec): 3 clusters Score: Raw -6391210.239764 + Penalty 5248.723922 = -6385961.515842 nChanged 3 SP:Iteration 25Q (35194.680000 sec): 3 clusters Score: Raw -6391211.110113 + Penalty 5248.723922 = -6385962.386191 nChanged 0 SP:Iteration 26F (35194.880000 sec): 3 clusters Score: Raw -6391211.110113 + Penalty 5248.723922 = -6385962.386191 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 14 (309492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35196.280000 sec): 2 clusters Score: Raw -49438931.244150 + Penalty 3135.386506 = -49435795.857645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35197.890000 sec): 3 clusters Score: Raw -49234013.086168 + Penalty 6270.773011 = -49227742.313157 nChanged 149999 SP:Iteration 1F (35199.490000 sec): 3 clusters Score: Raw -49323605.686466 + Penalty 6270.773011 = -49317334.913455 nChanged 8749 SP:Iteration 2Q (35201.130000 sec): 3 clusters Score: Raw -49326009.459862 + Penalty 6270.773011 = -49319738.686851 nChanged 10286 SP:Iteration 3Q (35202.770000 sec): 3 clusters Score: Raw -49329747.668100 + Penalty 6270.773011 = -49323476.895089 nChanged 12536 SP:Iteration 4Q (35204.410000 sec): 3 clusters Score: Raw -49335592.131881 + Penalty 6270.773011 = -49329321.358870 nChanged 15320 SP:Iteration 5Q (35206.040000 sec): 3 clusters Score: Raw -49344026.602118 + Penalty 6270.773011 = -49337755.829107 nChanged 17716 SP:Iteration 6F (35207.640000 sec): 3 clusters Score: Raw -49354186.429687 + Penalty 6270.773011 = -49347915.656676 nChanged 18595 SP:Iteration 7F (35209.240000 sec): 3 clusters Score: Raw -49364478.738069 + Penalty 6270.773011 = -49358207.965058 nChanged 17737 SP:Iteration 8F (35210.840000 sec): 3 clusters Score: Raw -49373294.928292 + Penalty 6270.773011 = -49367024.155281 nChanged 15569 SP:Iteration 9F (35212.430000 sec): 3 clusters Score: Raw -49380219.346064 + Penalty 6270.773011 = -49373948.573052 nChanged 13168 SP:Iteration 10Q (35214.020000 sec): 3 clusters Score: Raw -49385537.614344 + Penalty 6270.773011 = -49379266.841333 nChanged 10929 SP:Iteration 11Q (35215.610000 sec): 3 clusters Score: Raw -49389801.160995 + Penalty 6270.773011 = -49383530.387984 nChanged 9252 SP:Iteration 12Q (35217.190000 sec): 3 clusters Score: Raw -49393346.461053 + Penalty 6270.773011 = -49387075.688042 nChanged 7766 SP:Iteration 13Q (35218.770000 sec): 3 clusters Score: Raw -49395838.301618 + Penalty 6270.773011 = -49389567.528607 nChanged 6360 SP:Iteration 14Q (35220.350000 sec): 3 clusters Score: Raw -49397439.948271 + Penalty 6270.773011 = -49391169.175260 nChanged 5010 SP:Iteration 15Q (35221.920000 sec): 3 clusters Score: Raw -49398469.792844 + Penalty 6270.773011 = -49392199.019832 nChanged 3987 SP:Iteration 16Q (35223.490000 sec): 3 clusters Score: Raw -49399161.922137 + Penalty 6270.773011 = -49392891.149126 nChanged 3326 SP:Iteration 17Q (35225.060000 sec): 3 clusters Score: Raw -49399704.771877 + Penalty 6270.773011 = -49393433.998866 nChanged 3029 SP:Iteration 18Q (35226.630000 sec): 3 clusters Score: Raw -49400194.581699 + Penalty 6270.773011 = -49393923.808687 nChanged 2914 SP:Iteration 19Q (35228.190000 sec): 3 clusters Score: Raw -49400673.369919 + Penalty 6270.773011 = -49394402.596908 nChanged 2868 SP:Iteration 20F (35229.800000 sec): 3 clusters Score: Raw -49401142.418980 + Penalty 6270.773011 = -49394871.645968 nChanged 2911 SP:Iteration 21Q (35231.380000 sec): 3 clusters Score: Raw -49401611.426932 + Penalty 6270.773011 = -49395340.653920 nChanged 2982 SP:Iteration 22Q (35232.950000 sec): 3 clusters Score: Raw -49402093.364632 + Penalty 6270.773011 = -49395822.591620 nChanged 3002 SP:Iteration 23Q (35234.520000 sec): 3 clusters Score: Raw -49402579.353282 + Penalty 6270.773011 = -49396308.580270 nChanged 3147 SP:Iteration 24Q (35236.100000 sec): 3 clusters Score: Raw -49403116.848986 + Penalty 6270.773011 = -49396846.075975 nChanged 3340 SP:Iteration 25Q (35237.670000 sec): 3 clusters Score: Raw -49403693.428817 + Penalty 6270.773011 = -49397422.655806 nChanged 3498 SP:Iteration 26Q (35239.240000 sec): 3 clusters Score: Raw -49404316.782543 + Penalty 6270.773011 = -49398046.009532 nChanged 3622 SP:Iteration 27Q (35240.810000 sec): 3 clusters Score: Raw -49404977.176166 + Penalty 6270.773011 = -49398706.403155 nChanged 3774 SP:Iteration 28Q (35242.360000 sec): 3 clusters Score: Raw -49405685.675100 + Penalty 6270.773011 = -49399414.902089 nChanged 3962 SP:Iteration 29Q (35243.930000 sec): 3 clusters Score: Raw -49406465.773232 + Penalty 6270.773011 = -49400195.000221 nChanged 4094 SP:Iteration 30Q (35245.480000 sec): 3 clusters Score: Raw -49407296.680670 + Penalty 6270.773011 = -49401025.907659 nChanged 4183 SP:Iteration 31Q (35247.040000 sec): 3 clusters Score: Raw -49408173.511023 + Penalty 6270.773011 = -49401902.738012 nChanged 4295 SP:Iteration 32Q (35248.590000 sec): 3 clusters Score: Raw -49409132.517479 + Penalty 6270.773011 = -49402861.744467 nChanged 4405 SP:Iteration 33Q (35250.150000 sec): 3 clusters Score: Raw -49410154.522238 + Penalty 6270.773011 = -49403883.749227 nChanged 4470 SP:Iteration 34Q (35251.690000 sec): 3 clusters Score: Raw -49411214.043577 + Penalty 6270.773011 = -49404943.270566 nChanged 4501 SP:Iteration 35Q (35253.220000 sec): 3 clusters Score: Raw -49412323.197437 + Penalty 6270.773011 = -49406052.424426 nChanged 4576 SP:Iteration 36Q (35254.740000 sec): 3 clusters Score: Raw -49413500.430939 + Penalty 6270.773011 = -49407229.657928 nChanged 4612 SP:Iteration 37Q (35256.260000 sec): 3 clusters Score: Raw -49414740.395424 + Penalty 6270.773011 = -49408469.622412 nChanged 4666 SP:Iteration 38Q (35257.760000 sec): 3 clusters Score: Raw -49416036.119727 + Penalty 6270.773011 = -49409765.346716 nChanged 4588 SP:Iteration 39Q (35259.240000 sec): 3 clusters Score: Raw -49417361.406003 + Penalty 6270.773011 = -49411090.632992 nChanged 4635 SP:Iteration 40F (35260.850000 sec): 3 clusters Score: Raw -49418737.519382 + Penalty 6270.773011 = -49412466.746370 nChanged 4488 SP:Iteration 41Q (35262.320000 sec): 3 clusters Score: Raw -49420111.439769 + Penalty 6270.773011 = -49413840.666757 nChanged 4327 SP:Iteration 42Q (35263.790000 sec): 3 clusters Score: Raw -49421504.035482 + Penalty 6270.773011 = -49415233.262470 nChanged 4231 SP:Iteration 43Q (35265.250000 sec): 3 clusters Score: Raw -49422985.155652 + Penalty 6270.773011 = -49416714.382641 nChanged 4129 SP:Iteration 44Q (35266.680000 sec): 3 clusters Score: Raw -49424527.671774 + Penalty 6270.773011 = -49418256.898763 nChanged 3884 SP:Iteration 45Q (35268.090000 sec): 3 clusters Score: Raw -49426080.532178 + Penalty 6270.773011 = -49419809.759166 nChanged 3701 SP:Iteration 46Q (35269.470000 sec): 3 clusters Score: Raw -49427659.928034 + Penalty 6270.773011 = -49421389.155023 nChanged 3498 SP:Iteration 47Q (35270.830000 sec): 3 clusters Score: Raw -49429234.037688 + Penalty 6270.773011 = -49422963.264677 nChanged 3212 SP:Iteration 48Q (35272.190000 sec): 3 clusters Score: Raw -49430787.337954 + Penalty 6270.773011 = -49424516.564943 nChanged 2911 SP:Iteration 49Q (35273.510000 sec): 3 clusters Score: Raw -49432259.792466 + Penalty 6270.773011 = -49425989.019455 nChanged 2649 SP:Iteration 50Q (35274.820000 sec): 3 clusters Score: Raw -49433649.100676 + Penalty 6270.773011 = -49427378.327665 nChanged 2485 SP:Iteration 51Q (35276.120000 sec): 3 clusters Score: Raw -49434963.246186 + Penalty 6270.773011 = -49428692.473175 nChanged 2302 SP:Iteration 52Q (35277.390000 sec): 3 clusters Score: Raw -49436096.764181 + Penalty 6270.773011 = -49429825.991170 nChanged 2088 SP:Iteration 53Q (35278.660000 sec): 3 clusters Score: Raw -49437073.562091 + Penalty 6270.773011 = -49430802.789080 nChanged 1850 SP:Iteration 54Q (35279.930000 sec): 3 clusters Score: Raw -49437845.791887 + Penalty 6270.773011 = -49431575.018875 nChanged 1655 SP:Iteration 55Q (35281.180000 sec): 3 clusters Score: Raw -49438465.562949 + Penalty 6270.773011 = -49432194.789938 nChanged 1443 SP:Iteration 56Q (35282.440000 sec): 3 clusters Score: Raw -49438983.828361 + Penalty 6270.773011 = -49432713.055350 nChanged 1289 SP:Iteration 57Q (35283.670000 sec): 3 clusters Score: Raw -49439381.262613 + Penalty 6270.773011 = -49433110.489602 nChanged 1079 SP:Iteration 58Q (35284.910000 sec): 3 clusters Score: Raw -49439652.065820 + Penalty 6270.773011 = -49433381.292808 nChanged 895 SP:Iteration 59Q (35286.130000 sec): 3 clusters Score: Raw -49439836.427262 + Penalty 6270.773011 = -49433565.654251 nChanged 749 SP:Iteration 60F (35287.710000 sec): 3 clusters Score: Raw -49440045.258313 + Penalty 6270.773011 = -49433774.485301 nChanged 701 SP:Iteration 61Q (35288.930000 sec): 3 clusters Score: Raw -49440201.651094 + Penalty 6270.773011 = -49433930.878082 nChanged 659 SP:Iteration 62Q (35290.160000 sec): 3 clusters Score: Raw -49440314.308255 + Penalty 6270.773011 = -49434043.535244 nChanged 529 SP:Iteration 63Q (35291.390000 sec): 3 clusters Score: Raw -49440390.677687 + Penalty 6270.773011 = -49434119.904676 nChanged 464 SP:Iteration 64Q (35292.610000 sec): 3 clusters Score: Raw -49440451.395377 + Penalty 6270.773011 = -49434180.622366 nChanged 431 SP:Iteration 65Q (35293.840000 sec): 3 clusters Score: Raw -49440507.677572 + Penalty 6270.773011 = -49434236.904561 nChanged 420 SP:Iteration 66Q (35295.070000 sec): 3 clusters Score: Raw -49440556.918132 + Penalty 6270.773011 = -49434286.145120 nChanged 381 SP:Iteration 67Q (35296.290000 sec): 3 clusters Score: Raw -49440596.713039 + Penalty 6270.773011 = -49434325.940028 nChanged 326 SP:Iteration 68Q (35297.520000 sec): 3 clusters Score: Raw -49440632.620765 + Penalty 6270.773011 = -49434361.847754 nChanged 314 SP:Iteration 69Q (35298.740000 sec): 3 clusters Score: Raw -49440664.922161 + Penalty 6270.773011 = -49434394.149149 nChanged 290 SP:Iteration 70Q (35299.960000 sec): 3 clusters Score: Raw -49440689.324451 + Penalty 6270.773011 = -49434418.551439 nChanged 264 SP:Iteration 71Q (35301.170000 sec): 3 clusters Score: Raw -49440709.098875 + Penalty 6270.773011 = -49434438.325864 nChanged 241 SP:Iteration 72Q (35302.390000 sec): 3 clusters Score: Raw -49440726.517866 + Penalty 6270.773011 = -49434455.744855 nChanged 216 SP:Iteration 73Q (35303.600000 sec): 3 clusters Score: Raw -49440742.165144 + Penalty 6270.773011 = -49434471.392133 nChanged 213 SP:Iteration 74Q (35304.810000 sec): 3 clusters Score: Raw -49440757.382904 + Penalty 6270.773011 = -49434486.609893 nChanged 187 SP:Iteration 75Q (35306.030000 sec): 3 clusters Score: Raw -49440770.242245 + Penalty 6270.773011 = -49434499.469234 nChanged 182 SP:Iteration 76Q (35307.240000 sec): 3 clusters Score: Raw -49440781.090371 + Penalty 6270.773011 = -49434510.317359 nChanged 168 SP:Iteration 77Q (35308.450000 sec): 3 clusters Score: Raw -49440790.423653 + Penalty 6270.773011 = -49434519.650642 nChanged 159 SP:Iteration 78Q (35309.660000 sec): 3 clusters Score: Raw -49440798.883868 + Penalty 6270.773011 = -49434528.110857 nChanged 162 SP:Iteration 79Q (35310.870000 sec): 3 clusters Score: Raw -49440808.036465 + Penalty 6270.773011 = -49434537.263454 nChanged 155 SP:Iteration 80F (35312.450000 sec): 3 clusters Score: Raw -49440816.725083 + Penalty 6270.773011 = -49434545.952072 nChanged 149 SP:Iteration 81Q (35313.660000 sec): 3 clusters Score: Raw -49440824.227105 + Penalty 6270.773011 = -49434553.454094 nChanged 136 SP:Iteration 82Q (35314.870000 sec): 3 clusters Score: Raw -49440831.702960 + Penalty 6270.773011 = -49434560.929948 nChanged 138 SP:Iteration 83Q (35316.060000 sec): 3 clusters Score: Raw -49440838.579944 + Penalty 6270.773011 = -49434567.806933 nChanged 132 SP:Iteration 84Q (35317.280000 sec): 3 clusters Score: Raw -49440844.533519 + Penalty 6270.773011 = -49434573.760507 nChanged 125 SP:Iteration 85Q (35318.480000 sec): 3 clusters Score: Raw -49440850.615578 + Penalty 6270.773011 = -49434579.842567 nChanged 115 SP:Iteration 86Q (35319.680000 sec): 3 clusters Score: Raw -49440855.833107 + Penalty 6270.773011 = -49434585.060096 nChanged 105 SP:Iteration 87Q (35320.890000 sec): 3 clusters Score: Raw -49440860.572736 + Penalty 6270.773011 = -49434589.799725 nChanged 108 SP:Iteration 88Q (35322.090000 sec): 3 clusters Score: Raw -49440865.387750 + Penalty 6270.773011 = -49434594.614739 nChanged 116 SP:Iteration 89Q (35323.280000 sec): 3 clusters Score: Raw -49440870.463132 + Penalty 6270.773011 = -49434599.690121 nChanged 96 SP:Iteration 90Q (35324.490000 sec): 3 clusters Score: Raw -49440874.447614 + Penalty 6270.773011 = -49434603.674603 nChanged 94 SP:Iteration 91Q (35325.700000 sec): 3 clusters Score: Raw -49440878.144371 + Penalty 6270.773011 = -49434607.371360 nChanged 87 SP:Iteration 92Q (35326.900000 sec): 3 clusters Score: Raw -49440881.031460 + Penalty 6270.773011 = -49434610.258449 nChanged 70 SP:Iteration 93Q (35328.100000 sec): 3 clusters Score: Raw -49440882.905187 + Penalty 6270.773011 = -49434612.132176 nChanged 52 SP:Iteration 94Q (35329.310000 sec): 3 clusters Score: Raw -49440884.429482 + Penalty 6270.773011 = -49434613.656470 nChanged 37 SP:Iteration 95Q (35330.510000 sec): 3 clusters Score: Raw -49440885.278809 + Penalty 6270.773011 = -49434614.505798 nChanged 31 SP:Iteration 96Q (35331.710000 sec): 3 clusters Score: Raw -49440886.094480 + Penalty 6270.773011 = -49434615.321468 nChanged 33 SP:Iteration 97Q (35332.910000 sec): 3 clusters Score: Raw -49440886.927224 + Penalty 6270.773011 = -49434616.154213 nChanged 34 SP:Iteration 98Q (35334.100000 sec): 3 clusters Score: Raw -49440887.770122 + Penalty 6270.773011 = -49434616.997111 nChanged 32 SP:Iteration 99Q (35335.280000 sec): 3 clusters Score: Raw -49440888.614612 + Penalty 6270.773011 = -49434617.841601 nChanged 28 SP:Iteration 100F (35336.860000 sec): 3 clusters Score: Raw -49440889.429293 + Penalty 6270.773011 = -49434618.656282 nChanged 30 SP:Iteration 101Q (35338.050000 sec): 3 clusters Score: Raw -49440890.300645 + Penalty 6270.773011 = -49434619.527634 nChanged 37 SP:Iteration 102Q (35339.240000 sec): 3 clusters Score: Raw -49440891.366492 + Penalty 6270.773011 = -49434620.593480 nChanged 35 SP:Iteration 103Q (35340.420000 sec): 3 clusters Score: Raw -49440892.278388 + Penalty 6270.773011 = -49434621.505376 nChanged 28 SP:Iteration 104Q (35341.610000 sec): 3 clusters Score: Raw -49440893.109311 + Penalty 6270.773011 = -49434622.336299 nChanged 21 SP:Iteration 105Q (35342.790000 sec): 3 clusters Score: Raw -49440893.554920 + Penalty 6270.773011 = -49434622.781909 nChanged 21 SP:Iteration 106Q (35343.980000 sec): 3 clusters Score: Raw -49440894.034167 + Penalty 6270.773011 = -49434623.261156 nChanged 23 SP:Iteration 107Q (35345.160000 sec): 3 clusters Score: Raw -49440894.576295 + Penalty 6270.773011 = -49434623.803284 nChanged 24 SP:Iteration 108Q (35346.350000 sec): 3 clusters Score: Raw -49440895.170262 + Penalty 6270.773011 = -49434624.397251 nChanged 20 SP:Iteration 109Q (35347.530000 sec): 3 clusters Score: Raw -49440895.726253 + Penalty 6270.773011 = -49434624.953242 nChanged 24 SP:Iteration 110Q (35348.720000 sec): 3 clusters Score: Raw -49440896.299971 + Penalty 6270.773011 = -49434625.526960 nChanged 23 SP:Iteration 111Q (35349.920000 sec): 3 clusters Score: Raw -49440897.028735 + Penalty 6270.773011 = -49434626.255723 nChanged 28 SP:Iteration 112Q (35351.110000 sec): 3 clusters Score: Raw -49440897.808633 + Penalty 6270.773011 = -49434627.035621 nChanged 19 SP:Iteration 113Q (35352.290000 sec): 3 clusters Score: Raw -49440898.224462 + Penalty 6270.773011 = -49434627.451450 nChanged 14 SP:Iteration 114Q (35353.470000 sec): 3 clusters Score: Raw -49440898.677821 + Penalty 6270.773011 = -49434627.904810 nChanged 18 SP:Iteration 115Q (35354.660000 sec): 3 clusters Score: Raw -49440899.134733 + Penalty 6270.773011 = -49434628.361722 nChanged 12 SP:Iteration 116Q (35355.840000 sec): 3 clusters Score: Raw -49440899.500154 + Penalty 6270.773011 = -49434628.727142 nChanged 13 SP:Iteration 117Q (35357.030000 sec): 3 clusters Score: Raw -49440899.851134 + Penalty 6270.773011 = -49434629.078123 nChanged 13 SP:Iteration 118Q (35358.210000 sec): 3 clusters Score: Raw -49440900.103816 + Penalty 6270.773011 = -49434629.330804 nChanged 10 SP:Iteration 119Q (35359.400000 sec): 3 clusters Score: Raw -49440900.345038 + Penalty 6270.773011 = -49434629.572027 nChanged 8 SP:Iteration 120F (35360.980000 sec): 3 clusters Score: Raw -49440900.513936 + Penalty 6270.773011 = -49434629.740924 nChanged 8 SP:Iteration 121Q (35362.160000 sec): 3 clusters Score: Raw -49440900.673681 + Penalty 6270.773011 = -49434629.900669 nChanged 12 SP:Iteration 122Q (35363.350000 sec): 3 clusters Score: Raw -49440900.917814 + Penalty 6270.773011 = -49434630.144803 nChanged 12 SP:Iteration 123Q (35364.530000 sec): 3 clusters Score: Raw -49440901.107888 + Penalty 6270.773011 = -49434630.334876 nChanged 5 SP:Iteration 124Q (35365.720000 sec): 3 clusters Score: Raw -49440901.218840 + Penalty 6270.773011 = -49434630.445829 nChanged 5 SP:Iteration 125Q (35366.900000 sec): 3 clusters Score: Raw -49440901.386537 + Penalty 6270.773011 = -49434630.613525 nChanged 9 SP:Iteration 126Q (35368.090000 sec): 3 clusters Score: Raw -49440901.634433 + Penalty 6270.773011 = -49434630.861422 nChanged 10 SP:Iteration 127Q (35369.270000 sec): 3 clusters Score: Raw -49440901.897381 + Penalty 6270.773011 = -49434631.124370 nChanged 11 SP:Iteration 128Q (35370.460000 sec): 3 clusters Score: Raw -49440902.148233 + Penalty 6270.773011 = -49434631.375222 nChanged 10 SP:Iteration 129Q (35371.650000 sec): 3 clusters Score: Raw -49440902.382179 + Penalty 6270.773011 = -49434631.609168 nChanged 10 SP:Iteration 130Q (35372.830000 sec): 3 clusters Score: Raw -49440902.630529 + Penalty 6270.773011 = -49434631.857518 nChanged 9 SP:Iteration 131Q (35374.040000 sec): 3 clusters Score: Raw -49440902.828263 + Penalty 6270.773011 = -49434632.055252 nChanged 5 SP:Iteration 132Q (35375.240000 sec): 3 clusters Score: Raw -49440902.970280 + Penalty 6270.773011 = -49434632.197269 nChanged 5 SP:Iteration 133Q (35376.440000 sec): 3 clusters Score: Raw -49440903.125583 + Penalty 6270.773011 = -49434632.352572 nChanged 7 SP:Iteration 134Q (35377.640000 sec): 3 clusters Score: Raw -49440903.251191 + Penalty 6270.773011 = -49434632.478179 nChanged 5 SP:Iteration 135Q (35378.850000 sec): 3 clusters Score: Raw -49440903.366953 + Penalty 6270.773011 = -49434632.593942 nChanged 4 SP:Iteration 136Q (35380.050000 sec): 3 clusters Score: Raw -49440903.458299 + Penalty 6270.773011 = -49434632.685287 nChanged 3 SP:Iteration 137Q (35381.250000 sec): 3 clusters Score: Raw -49440903.500877 + Penalty 6270.773011 = -49434632.727866 nChanged 4 SP:Iteration 138Q (35382.450000 sec): 3 clusters Score: Raw -49440903.553384 + Penalty 6270.773011 = -49434632.780373 nChanged 4 SP:Iteration 139Q (35383.650000 sec): 3 clusters Score: Raw -49440903.616106 + Penalty 6270.773011 = -49434632.843094 nChanged 4 SP:Iteration 140F (35385.220000 sec): 3 clusters Score: Raw -49440903.710896 + Penalty 6270.773011 = -49434632.937885 nChanged 5 SP:Iteration 141Q (35386.420000 sec): 3 clusters Score: Raw -49440903.803566 + Penalty 6270.773011 = -49434633.030554 nChanged 2 SP:Iteration 142Q (35387.620000 sec): 3 clusters Score: Raw -49440903.828309 + Penalty 6270.773011 = -49434633.055298 nChanged 1 SP:Iteration 143Q (35388.820000 sec): 3 clusters Score: Raw -49440903.839056 + Penalty 6270.773011 = -49434633.066045 nChanged 1 SP:Iteration 144Q (35390.030000 sec): 3 clusters Score: Raw -49440903.845273 + Penalty 6270.773011 = -49434633.072262 nChanged 1 SP:Iteration 145Q (35391.220000 sec): 3 clusters Score: Raw -49440903.867818 + Penalty 6270.773011 = -49434633.094807 nChanged 0 SP:Iteration 146F (35392.790000 sec): 3 clusters Score: Raw -49440903.867818 + Penalty 6270.773011 = -49434633.094807 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 15 (3356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35392.980000 sec): 2 clusters Score: Raw -551466.211327 + Penalty 2013.389257 = -549452.822070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35392.990000 sec): 3 clusters Score: Raw -549995.929918 + Penalty 4026.778514 = -545969.151405 nChanged 1199 SP:Iteration 1F (35393.010000 sec): 3 clusters Score: Raw -550717.310136 + Penalty 4026.778514 = -546690.531623 nChanged 225 SP:Iteration 2F (35393.030000 sec): 3 clusters Score: Raw -550867.914939 + Penalty 4026.778514 = -546841.136425 nChanged 155 SP:Iteration 3Q (35393.050000 sec): 3 clusters Score: Raw -550967.229429 + Penalty 4026.778514 = -546940.450915 nChanged 94 SP:Iteration 4Q (35393.060000 sec): 3 clusters Score: Raw -551020.142236 + Penalty 4026.778514 = -546993.363723 nChanged 59 SP:Iteration 5Q (35393.080000 sec): 3 clusters Score: Raw -551046.620392 + Penalty 4026.778514 = -547019.841878 nChanged 54 SP:Iteration 6Q (35393.090000 sec): 3 clusters Score: Raw -551075.456050 + Penalty 4026.778514 = -547048.677536 nChanged 52 SP:Iteration 7Q (35393.110000 sec): 3 clusters Score: Raw -551102.689542 + Penalty 4026.778514 = -547075.911029 nChanged 45 SP:Iteration 8Q (35393.130000 sec): 3 clusters Score: Raw -551122.171979 + Penalty 4026.778514 = -547095.393466 nChanged 33 SP:Iteration 9Q (35393.150000 sec): 3 clusters Score: Raw -551137.312186 + Penalty 4026.778514 = -547110.533672 nChanged 33 SP:Iteration 10Q (35393.160000 sec): 3 clusters Score: Raw -551152.193908 + Penalty 4026.778514 = -547125.415395 nChanged 29 SP:Iteration 11Q (35393.180000 sec): 3 clusters Score: Raw -551164.445969 + Penalty 4026.778514 = -547137.667455 nChanged 24 SP:Iteration 12Q (35393.190000 sec): 3 clusters Score: Raw -551173.689845 + Penalty 4026.778514 = -547146.911332 nChanged 16 SP:Iteration 13Q (35393.210000 sec): 3 clusters Score: Raw -551179.428023 + Penalty 4026.778514 = -547152.649509 nChanged 17 SP:Iteration 14Q (35393.230000 sec): 3 clusters Score: Raw -551185.398976 + Penalty 4026.778514 = -547158.620462 nChanged 20 SP:Iteration 15Q (35393.250000 sec): 3 clusters Score: Raw -551195.183279 + Penalty 4026.778514 = -547168.404766 nChanged 22 SP:Iteration 16Q (35393.260000 sec): 3 clusters Score: Raw -551203.018498 + Penalty 4026.778514 = -547176.239984 nChanged 16 SP:Iteration 17Q (35393.280000 sec): 3 clusters Score: Raw -551210.967332 + Penalty 4026.778514 = -547184.188819 nChanged 20 SP:Iteration 18Q (35393.290000 sec): 3 clusters Score: Raw -551223.190016 + Penalty 4026.778514 = -547196.411502 nChanged 25 SP:Iteration 19Q (35393.310000 sec): 3 clusters Score: Raw -551234.395682 + Penalty 4026.778514 = -547207.617168 nChanged 22 SP:Iteration 20F (35393.330000 sec): 3 clusters Score: Raw -551243.791966 + Penalty 4026.778514 = -547217.013453 nChanged 14 SP:Iteration 21Q (35393.350000 sec): 3 clusters Score: Raw -551250.057557 + Penalty 4026.778514 = -547223.279044 nChanged 15 SP:Iteration 22Q (35393.360000 sec): 3 clusters Score: Raw -551254.701074 + Penalty 4026.778514 = -547227.922561 nChanged 9 SP:Iteration 23Q (35393.380000 sec): 3 clusters Score: Raw -551256.775155 + Penalty 4026.778514 = -547229.996641 nChanged 10 SP:Iteration 24Q (35393.400000 sec): 3 clusters Score: Raw -551260.754224 + Penalty 4026.778514 = -547233.975710 nChanged 9 SP:Iteration 25Q (35393.410000 sec): 3 clusters Score: Raw -551263.965587 + Penalty 4026.778514 = -547237.187074 nChanged 5 SP:Iteration 26Q (35393.430000 sec): 3 clusters Score: Raw -551265.197380 + Penalty 4026.778514 = -547238.418867 nChanged 6 SP:Iteration 27Q (35393.450000 sec): 3 clusters Score: Raw -551266.619022 + Penalty 4026.778514 = -547239.840509 nChanged 5 SP:Iteration 28Q (35393.460000 sec): 3 clusters Score: Raw -551268.660742 + Penalty 4026.778514 = -547241.882228 nChanged 7 SP:Iteration 29Q (35393.480000 sec): 3 clusters Score: Raw -551270.751760 + Penalty 4026.778514 = -547243.973246 nChanged 7 SP:Iteration 30Q (35393.500000 sec): 3 clusters Score: Raw -551272.801807 + Penalty 4026.778514 = -547246.023293 nChanged 9 SP:Iteration 31Q (35393.510000 sec): 3 clusters Score: Raw -551276.625926 + Penalty 4026.778514 = -547249.847412 nChanged 8 SP:Iteration 32Q (35393.530000 sec): 3 clusters Score: Raw -551280.292568 + Penalty 4026.778514 = -547253.514055 nChanged 9 SP:Iteration 33Q (35393.550000 sec): 3 clusters Score: Raw -551283.006849 + Penalty 4026.778514 = -547256.228335 nChanged 7 SP:Iteration 34Q (35393.560000 sec): 3 clusters Score: Raw -551285.143253 + Penalty 4026.778514 = -547258.364740 nChanged 4 SP:Iteration 35Q (35393.580000 sec): 3 clusters Score: Raw -551286.251504 + Penalty 4026.778514 = -547259.472990 nChanged 5 SP:Iteration 36Q (35393.600000 sec): 3 clusters Score: Raw -551288.634494 + Penalty 4026.778514 = -547261.855981 nChanged 8 SP:Iteration 37Q (35393.610000 sec): 3 clusters Score: Raw -551291.205525 + Penalty 4026.778514 = -547264.427011 nChanged 8 SP:Iteration 38Q (35393.630000 sec): 3 clusters Score: Raw -551293.972589 + Penalty 4026.778514 = -547267.194075 nChanged 7 SP:Iteration 39Q (35393.650000 sec): 3 clusters Score: Raw -551296.456130 + Penalty 4026.778514 = -547269.677616 nChanged 7 SP:Iteration 40F (35393.660000 sec): 3 clusters Score: Raw -551299.274576 + Penalty 4026.778514 = -547272.496062 nChanged 5 SP:Iteration 41Q (35393.680000 sec): 3 clusters Score: Raw -551300.911344 + Penalty 4026.778514 = -547274.132831 nChanged 10 SP:Iteration 42Q (35393.700000 sec): 3 clusters Score: Raw -551305.927736 + Penalty 4026.778514 = -547279.149223 nChanged 7 SP:Iteration 43Q (35393.710000 sec): 3 clusters Score: Raw -551308.956831 + Penalty 4026.778514 = -547282.178318 nChanged 6 SP:Iteration 44Q (35393.730000 sec): 3 clusters Score: Raw -551310.993715 + Penalty 4026.778514 = -547284.215202 nChanged 3 SP:Iteration 45Q (35393.750000 sec): 3 clusters Score: Raw -551312.049934 + Penalty 4026.778514 = -547285.271420 nChanged 4 SP:Iteration 46Q (35393.770000 sec): 3 clusters Score: Raw -551313.267653 + Penalty 4026.778514 = -547286.489139 nChanged 4 SP:Iteration 47Q (35393.780000 sec): 3 clusters Score: Raw -551314.931066 + Penalty 4026.778514 = -547288.152552 nChanged 6 SP:Iteration 48Q (35393.800000 sec): 3 clusters Score: Raw -551317.951666 + Penalty 4026.778514 = -547291.173152 nChanged 7 SP:Iteration 49Q (35393.810000 sec): 3 clusters Score: Raw -551320.247594 + Penalty 4026.778514 = -547293.469080 nChanged 4 SP:Iteration 50Q (35393.830000 sec): 3 clusters Score: Raw -551322.035258 + Penalty 4026.778514 = -547295.256744 nChanged 2 SP:Iteration 51Q (35393.850000 sec): 3 clusters Score: Raw -551322.327444 + Penalty 4026.778514 = -547295.548930 nChanged 1 SP:Iteration 52Q (35393.870000 sec): 3 clusters Score: Raw -551322.736881 + Penalty 4026.778514 = -547295.958368 nChanged 0 SP:Iteration 53F (35393.880000 sec): 3 clusters Score: Raw -551322.736881 + Penalty 4026.778514 = -547295.958368 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 16 (27964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35394.020000 sec): 2 clusters Score: Raw -4492011.688540 + Penalty 2539.190965 = -4489472.497574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35394.160000 sec): 3 clusters Score: Raw -4475227.151157 + Penalty 5078.381931 = -4470148.769226 nChanged 12607 SP:Iteration 1F (35394.300000 sec): 3 clusters Score: Raw -4482207.705501 + Penalty 5078.381931 = -4477129.323570 nChanged 1414 SP:Iteration 2F (35394.450000 sec): 3 clusters Score: Raw -4482708.308275 + Penalty 5078.381931 = -4477629.926344 nChanged 1315 SP:Iteration 3Q (35394.590000 sec): 3 clusters Score: Raw -4483185.834738 + Penalty 5078.381931 = -4478107.452807 nChanged 1286 SP:Iteration 4Q (35394.730000 sec): 3 clusters Score: Raw -4483688.628825 + Penalty 5078.381931 = -4478610.246894 nChanged 1338 SP:Iteration 5Q (35394.880000 sec): 3 clusters Score: Raw -4484282.102418 + Penalty 5078.381931 = -4479203.720487 nChanged 1508 SP:Iteration 6F (35395.020000 sec): 3 clusters Score: Raw -4485041.486633 + Penalty 5078.381931 = -4479963.104703 nChanged 1633 SP:Iteration 7F (35395.170000 sec): 3 clusters Score: Raw -4485959.276130 + Penalty 5078.381931 = -4480880.894199 nChanged 1621 SP:Iteration 8F (35395.310000 sec): 3 clusters Score: Raw -4486972.137980 + Penalty 5078.381931 = -4481893.756049 nChanged 1569 SP:Iteration 9F (35395.450000 sec): 3 clusters Score: Raw -4488034.093682 + Penalty 5078.381931 = -4482955.711751 nChanged 1475 SP:Iteration 10F (35395.590000 sec): 3 clusters Score: Raw -4489142.838726 + Penalty 5078.381931 = -4484064.456795 nChanged 1251 SP:Iteration 11Q (35395.740000 sec): 3 clusters Score: Raw -4490105.067877 + Penalty 5078.381931 = -4485026.685946 nChanged 940 SP:Iteration 12Q (35395.880000 sec): 3 clusters Score: Raw -4490802.743264 + Penalty 5078.381931 = -4485724.361333 nChanged 674 SP:Iteration 13Q (35396.020000 sec): 3 clusters Score: Raw -4491329.548467 + Penalty 5078.381931 = -4486251.166536 nChanged 440 SP:Iteration 14Q (35396.150000 sec): 3 clusters Score: Raw -4491669.001140 + Penalty 5078.381931 = -4486590.619209 nChanged 256 SP:Iteration 15Q (35396.290000 sec): 3 clusters Score: Raw -4491887.531506 + Penalty 5078.381931 = -4486809.149575 nChanged 159 SP:Iteration 16Q (35396.410000 sec): 3 clusters Score: Raw -4492034.912405 + Penalty 5078.381931 = -4486956.530474 nChanged 94 SP:Iteration 17Q (35396.520000 sec): 3 clusters Score: Raw -4492127.323197 + Penalty 5078.381931 = -4487048.941266 nChanged 66 SP:Iteration 18Q (35396.640000 sec): 3 clusters Score: Raw -4492185.352429 + Penalty 5078.381931 = -4487106.970498 nChanged 34 SP:Iteration 19Q (35396.750000 sec): 3 clusters Score: Raw -4492222.610226 + Penalty 5078.381931 = -4487144.228296 nChanged 31 SP:Iteration 20F (35396.890000 sec): 3 clusters Score: Raw -4492248.949203 + Penalty 5078.381931 = -4487170.567273 nChanged 19 SP:Iteration 21Q (35397.000000 sec): 3 clusters Score: Raw -4492266.802494 + Penalty 5078.381931 = -4487188.420563 nChanged 21 SP:Iteration 22Q (35397.110000 sec): 3 clusters Score: Raw -4492285.332781 + Penalty 5078.381931 = -4487206.950850 nChanged 14 SP:Iteration 23Q (35397.210000 sec): 3 clusters Score: Raw -4492297.475307 + Penalty 5078.381931 = -4487219.093376 nChanged 6 SP:Iteration 24Q (35397.320000 sec): 3 clusters Score: Raw -4492301.962636 + Penalty 5078.381931 = -4487223.580705 nChanged 2 SP:Iteration 25Q (35397.430000 sec): 3 clusters Score: Raw -4492303.581423 + Penalty 5078.381931 = -4487225.199492 nChanged 4 SP:Iteration 26Q (35397.530000 sec): 3 clusters Score: Raw -4492308.136228 + Penalty 5078.381931 = -4487229.754297 nChanged 3 SP:Iteration 27Q (35397.640000 sec): 3 clusters Score: Raw -4492311.564910 + Penalty 5078.381931 = -4487233.182980 nChanged 7 SP:Iteration 28Q (35397.750000 sec): 3 clusters Score: Raw -4492318.059777 + Penalty 5078.381931 = -4487239.677846 nChanged 4 SP:Iteration 29Q (35397.860000 sec): 3 clusters Score: Raw -4492320.685083 + Penalty 5078.381931 = -4487242.303152 nChanged 2 SP:Iteration 30Q (35397.970000 sec): 3 clusters Score: Raw -4492322.104741 + Penalty 5078.381931 = -4487243.722811 nChanged 0 SP:Iteration 31F (35398.100000 sec): 3 clusters Score: Raw -4492322.104741 + Penalty 5078.381931 = -4487243.722811 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 17 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35398.120000 sec): 2 clusters Score: Raw -17222.246688 + Penalty 1174.577215 = -16047.669473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35398.120000 sec): 3 clusters Score: Raw -17478.372942 + Penalty 2349.154430 = -15129.218512 nChanged 2 SP:Iteration 1Q (35398.120000 sec): 3 clusters Score: Raw -17490.412780 + Penalty 2349.154430 = -15141.258349 nChanged 0 SP:Iteration 2F (35398.120000 sec): 3 clusters Score: Raw -17490.412780 + Penalty 2349.154430 = -15141.258349 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 18 (3870 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35398.150000 sec): 2 clusters Score: Raw -608958.480655 + Penalty 2048.730427 = -606909.750228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35398.170000 sec): 3 clusters Score: Raw -607235.988962 + Penalty 4097.460854 = -603138.528108 nChanged 1407 SP:Iteration 1F (35398.180000 sec): 3 clusters Score: Raw -608188.185047 + Penalty 4097.460854 = -604090.724193 nChanged 398 SP:Iteration 2F (35398.200000 sec): 3 clusters Score: Raw -608561.971173 + Penalty 4097.460854 = -604464.510319 nChanged 280 SP:Iteration 3F (35398.220000 sec): 3 clusters Score: Raw -608814.456291 + Penalty 4097.460854 = -604716.995437 nChanged 215 SP:Iteration 4F (35398.240000 sec): 3 clusters Score: Raw -608987.150480 + Penalty 4097.460854 = -604889.689626 nChanged 149 SP:Iteration 5Q (35398.260000 sec): 3 clusters Score: Raw -609090.046683 + Penalty 4097.460854 = -604992.585829 nChanged 98 SP:Iteration 6Q (35398.280000 sec): 3 clusters Score: Raw -609145.203035 + Penalty 4097.460854 = -605047.742181 nChanged 72 SP:Iteration 7Q (35398.300000 sec): 3 clusters Score: Raw -609187.387434 + Penalty 4097.460854 = -605089.926580 nChanged 64 SP:Iteration 8Q (35398.320000 sec): 3 clusters Score: Raw -609225.180003 + Penalty 4097.460854 = -605127.719149 nChanged 43 SP:Iteration 9Q (35398.340000 sec): 3 clusters Score: Raw -609253.903446 + Penalty 4097.460854 = -605156.442592 nChanged 43 SP:Iteration 10Q (35398.350000 sec): 3 clusters Score: Raw -609275.427760 + Penalty 4097.460854 = -605177.966907 nChanged 29 SP:Iteration 11Q (35398.370000 sec): 3 clusters Score: Raw -609290.957919 + Penalty 4097.460854 = -605193.497065 nChanged 24 SP:Iteration 12Q (35398.390000 sec): 3 clusters Score: Raw -609301.555249 + Penalty 4097.460854 = -605204.094395 nChanged 14 SP:Iteration 13Q (35398.410000 sec): 3 clusters Score: Raw -609306.783063 + Penalty 4097.460854 = -605209.322209 nChanged 7 SP:Iteration 14Q (35398.430000 sec): 3 clusters Score: Raw -609309.642191 + Penalty 4097.460854 = -605212.181337 nChanged 7 SP:Iteration 15Q (35398.450000 sec): 3 clusters Score: Raw -609312.149782 + Penalty 4097.460854 = -605214.688928 nChanged 6 SP:Iteration 16Q (35398.470000 sec): 3 clusters Score: Raw -609314.221747 + Penalty 4097.460854 = -605216.760893 nChanged 5 SP:Iteration 17Q (35398.490000 sec): 3 clusters Score: Raw -609315.693231 + Penalty 4097.460854 = -605218.232377 nChanged 4 SP:Iteration 18Q (35398.510000 sec): 3 clusters Score: Raw -609316.911564 + Penalty 4097.460854 = -605219.450710 nChanged 2 SP:Iteration 19Q (35398.530000 sec): 3 clusters Score: Raw -609317.551530 + Penalty 4097.460854 = -605220.090677 nChanged 1 SP:Iteration 20F (35398.550000 sec): 3 clusters Score: Raw -609317.914760 + Penalty 4097.460854 = -605220.453906 nChanged 3 SP:Iteration 21Q (35398.560000 sec): 3 clusters Score: Raw -609319.436504 + Penalty 4097.460854 = -605221.975650 nChanged 6 SP:Iteration 22Q (35398.580000 sec): 3 clusters Score: Raw -609321.737128 + Penalty 4097.460854 = -605224.276274 nChanged 6 SP:Iteration 23Q (35398.600000 sec): 3 clusters Score: Raw -609324.495344 + Penalty 4097.460854 = -605227.034490 nChanged 8 SP:Iteration 24Q (35398.620000 sec): 3 clusters Score: Raw -609329.318590 + Penalty 4097.460854 = -605231.857736 nChanged 13 SP:Iteration 25Q (35398.640000 sec): 3 clusters Score: Raw -609339.518673 + Penalty 4097.460854 = -605242.057820 nChanged 15 SP:Iteration 26Q (35398.660000 sec): 3 clusters Score: Raw -609346.692377 + Penalty 4097.460854 = -605249.231523 nChanged 13 SP:Iteration 27Q (35398.680000 sec): 3 clusters Score: Raw -609355.654879 + Penalty 4097.460854 = -605258.194025 nChanged 15 SP:Iteration 28Q (35398.700000 sec): 3 clusters Score: Raw -609364.570841 + Penalty 4097.460854 = -605267.109987 nChanged 16 SP:Iteration 29Q (35398.720000 sec): 3 clusters Score: Raw -609371.447170 + Penalty 4097.460854 = -605273.986316 nChanged 12 SP:Iteration 30Q (35398.730000 sec): 3 clusters Score: Raw -609379.400575 + Penalty 4097.460854 = -605281.939721 nChanged 14 SP:Iteration 31Q (35398.750000 sec): 3 clusters Score: Raw -609387.289538 + Penalty 4097.460854 = -605289.828684 nChanged 16 SP:Iteration 32Q (35398.770000 sec): 3 clusters Score: Raw -609398.816980 + Penalty 4097.460854 = -605301.356126 nChanged 18 SP:Iteration 33Q (35398.790000 sec): 3 clusters Score: Raw -609409.966100 + Penalty 4097.460854 = -605312.505246 nChanged 20 SP:Iteration 34Q (35398.810000 sec): 3 clusters Score: Raw -609420.317971 + Penalty 4097.460854 = -605322.857118 nChanged 19 SP:Iteration 35Q (35398.830000 sec): 3 clusters Score: Raw -609429.191904 + Penalty 4097.460854 = -605331.731050 nChanged 20 SP:Iteration 36Q (35398.850000 sec): 3 clusters Score: Raw -609438.962284 + Penalty 4097.460854 = -605341.501430 nChanged 15 SP:Iteration 37Q (35398.870000 sec): 3 clusters Score: Raw -609444.671729 + Penalty 4097.460854 = -605347.210875 nChanged 16 SP:Iteration 38Q (35398.890000 sec): 3 clusters Score: Raw -609451.199995 + Penalty 4097.460854 = -605353.739141 nChanged 9 SP:Iteration 39Q (35398.910000 sec): 3 clusters Score: Raw -609454.660717 + Penalty 4097.460854 = -605357.199863 nChanged 9 SP:Iteration 40F (35398.930000 sec): 3 clusters Score: Raw -609458.620761 + Penalty 4097.460854 = -605361.159907 nChanged 6 SP:Iteration 41Q (35398.950000 sec): 3 clusters Score: Raw -609460.384095 + Penalty 4097.460854 = -605362.923241 nChanged 4 SP:Iteration 42Q (35398.970000 sec): 3 clusters Score: Raw -609461.413832 + Penalty 4097.460854 = -605363.952979 nChanged 4 SP:Iteration 43Q (35398.980000 sec): 3 clusters Score: Raw -609463.032899 + Penalty 4097.460854 = -605365.572045 nChanged 8 SP:Iteration 44Q (35399.000000 sec): 3 clusters Score: Raw -609465.978915 + Penalty 4097.460854 = -605368.518061 nChanged 6 SP:Iteration 45Q (35399.020000 sec): 3 clusters Score: Raw -609468.713353 + Penalty 4097.460854 = -605371.252500 nChanged 13 SP:Iteration 46Q (35399.040000 sec): 3 clusters Score: Raw -609475.253751 + Penalty 4097.460854 = -605377.792897 nChanged 14 SP:Iteration 47Q (35399.060000 sec): 3 clusters Score: Raw -609480.687801 + Penalty 4097.460854 = -605383.226947 nChanged 9 SP:Iteration 48Q (35399.080000 sec): 3 clusters Score: Raw -609483.784263 + Penalty 4097.460854 = -605386.323409 nChanged 8 SP:Iteration 49Q (35399.100000 sec): 3 clusters Score: Raw -609487.033333 + Penalty 4097.460854 = -605389.572479 nChanged 10 SP:Iteration 50Q (35399.120000 sec): 3 clusters Score: Raw -609490.823602 + Penalty 4097.460854 = -605393.362748 nChanged 12 SP:Iteration 51Q (35399.140000 sec): 3 clusters Score: Raw -609499.789716 + Penalty 4097.460854 = -605402.328862 nChanged 19 SP:Iteration 52Q (35399.150000 sec): 3 clusters Score: Raw -609516.230364 + Penalty 4097.460854 = -605418.769510 nChanged 20 SP:Iteration 53Q (35399.170000 sec): 3 clusters Score: Raw -609527.038476 + Penalty 4097.460854 = -605429.577622 nChanged 21 SP:Iteration 54Q (35399.190000 sec): 3 clusters Score: Raw -609543.425719 + Penalty 4097.460854 = -605445.964865 nChanged 22 SP:Iteration 55Q (35399.210000 sec): 3 clusters Score: Raw -609564.353043 + Penalty 4097.460854 = -605466.892190 nChanged 33 SP:Iteration 56Q (35399.230000 sec): 3 clusters Score: Raw -609594.099827 + Penalty 4097.460854 = -605496.638973 nChanged 40 SP:Iteration 57Q (35399.250000 sec): 3 clusters Score: Raw -609619.846761 + Penalty 4097.460854 = -605522.385907 nChanged 28 SP:Iteration 58Q (35399.270000 sec): 3 clusters Score: Raw -609636.901805 + Penalty 4097.460854 = -605539.440951 nChanged 26 SP:Iteration 59Q (35399.290000 sec): 3 clusters Score: Raw -609647.822174 + Penalty 4097.460854 = -605550.361321 nChanged 13 SP:Iteration 60F (35399.310000 sec): 3 clusters Score: Raw -609652.128530 + Penalty 4097.460854 = -605554.667676 nChanged 12 SP:Iteration 61Q (35399.330000 sec): 3 clusters Score: Raw -609656.189832 + Penalty 4097.460854 = -605558.728978 nChanged 6 SP:Iteration 62Q (35399.340000 sec): 3 clusters Score: Raw -609659.090344 + Penalty 4097.460854 = -605561.629490 nChanged 10 SP:Iteration 63Q (35399.360000 sec): 3 clusters Score: Raw -609662.721715 + Penalty 4097.460854 = -605565.260861 nChanged 5 SP:Iteration 64Q (35399.380000 sec): 3 clusters Score: Raw -609664.538897 + Penalty 4097.460854 = -605567.078044 nChanged 7 SP:Iteration 65Q (35399.400000 sec): 3 clusters Score: Raw -609667.442407 + Penalty 4097.460854 = -605569.981553 nChanged 4 SP:Iteration 66Q (35399.420000 sec): 3 clusters Score: Raw -609669.145892 + Penalty 4097.460854 = -605571.685038 nChanged 3 SP:Iteration 67Q (35399.440000 sec): 3 clusters Score: Raw -609670.695701 + Penalty 4097.460854 = -605573.234847 nChanged 2 SP:Iteration 68Q (35399.460000 sec): 3 clusters Score: Raw -609671.481520 + Penalty 4097.460854 = -605574.020666 nChanged 2 SP:Iteration 69Q (35399.470000 sec): 3 clusters Score: Raw -609672.070699 + Penalty 4097.460854 = -605574.609845 nChanged 0 SP:Iteration 70F (35399.490000 sec): 3 clusters Score: Raw -609672.070699 + Penalty 4097.460854 = -605574.609845 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 19 (524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35399.500000 sec): 2 clusters Score: Raw -77467.681325 + Penalty 1552.849938 = -75914.831387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35399.510000 sec): 3 clusters Score: Raw -77482.726246 + Penalty 3105.699875 = -74377.026371 nChanged 103 SP:Iteration 1F (35399.510000 sec): 3 clusters Score: Raw -77698.828019 + Penalty 3105.699875 = -74593.128143 nChanged 31 SP:Iteration 2F (35399.510000 sec): 3 clusters Score: Raw -77781.666366 + Penalty 3105.699875 = -74675.966490 nChanged 14 SP:Iteration 3Q (35399.510000 sec): 3 clusters Score: Raw -77823.851256 + Penalty 3105.699875 = -74718.151380 nChanged 12 SP:Iteration 4Q (35399.510000 sec): 3 clusters Score: Raw -77857.536250 + Penalty 3105.699875 = -74751.836374 nChanged 9 SP:Iteration 5Q (35399.520000 sec): 3 clusters Score: Raw -77924.588642 + Penalty 3105.699875 = -74818.888767 nChanged 9 SP:Iteration 6Q (35399.520000 sec): 3 clusters Score: Raw -78046.403367 + Penalty 3105.699875 = -74940.703491 nChanged 16 SP:Iteration 7Q (35399.520000 sec): 3 clusters Score: Raw -78241.861500 + Penalty 3105.699875 = -75136.161624 nChanged 16 SP:Iteration 8Q (35399.530000 sec): 3 clusters Score: Raw -78289.867916 + Penalty 3105.699875 = -75184.168040 nChanged 12 SP:Iteration 9Q (35399.530000 sec): 3 clusters Score: Raw -78325.312071 + Penalty 3105.699875 = -75219.612196 nChanged 10 SP:Iteration 10Q (35399.530000 sec): 3 clusters Score: Raw -78350.873693 + Penalty 3105.699875 = -75245.173818 nChanged 7 SP:Iteration 11Q (35399.530000 sec): 3 clusters Score: Raw -78372.390890 + Penalty 3105.699875 = -75266.691015 nChanged 4 SP:Iteration 12Q (35399.530000 sec): 3 clusters Score: Raw -78381.001095 + Penalty 3105.699875 = -75275.301220 nChanged 3 SP:Iteration 13Q (35399.530000 sec): 3 clusters Score: Raw -78391.795040 + Penalty 3105.699875 = -75286.095164 nChanged 2 SP:Iteration 14Q (35399.540000 sec): 3 clusters Score: Raw -78396.943851 + Penalty 3105.699875 = -75291.243975 nChanged 2 SP:Iteration 15Q (35399.540000 sec): 3 clusters Score: Raw -78403.448763 + Penalty 3105.699875 = -75297.748888 nChanged 1 SP:Iteration 16Q (35399.540000 sec): 3 clusters Score: Raw -78407.786741 + Penalty 3105.699875 = -75302.086865 nChanged 1 SP:Iteration 17Q (35399.550000 sec): 3 clusters Score: Raw -78409.811372 + Penalty 3105.699875 = -75304.111497 nChanged 1 SP:Iteration 18Q (35399.550000 sec): 3 clusters Score: Raw -78411.734242 + Penalty 3105.699875 = -75306.034367 nChanged 1 SP:Iteration 19Q (35399.550000 sec): 3 clusters Score: Raw -78412.281985 + Penalty 3105.699875 = -75306.582109 nChanged 1 SP:Iteration 20F (35399.550000 sec): 3 clusters Score: Raw -78415.189546 + Penalty 3105.699875 = -75309.489671 nChanged 1 SP:Iteration 21Q (35399.550000 sec): 3 clusters Score: Raw -78418.349215 + Penalty 3105.699875 = -75312.649339 nChanged 0 SP:Iteration 22F (35399.560000 sec): 3 clusters Score: Raw -78418.349215 + Penalty 3105.699875 = -75312.649339 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 20 (1064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35399.570000 sec): 2 clusters Score: Raw -172774.604278 + Penalty 1728.508086 = -171046.096191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35399.570000 sec): 3 clusters Score: Raw -172519.477273 + Penalty 3457.016172 = -169062.461100 nChanged 266 SP:Iteration 1F (35399.570000 sec): 3 clusters Score: Raw -172804.511663 + Penalty 3457.016172 = -169347.495490 nChanged 67 SP:Iteration 2F (35399.580000 sec): 3 clusters Score: Raw -172888.319700 + Penalty 3457.016172 = -169431.303528 nChanged 28 SP:Iteration 3Q (35399.590000 sec): 3 clusters Score: Raw -172927.298069 + Penalty 3457.016172 = -169470.281896 nChanged 17 SP:Iteration 4Q (35399.590000 sec): 3 clusters Score: Raw -172944.899140 + Penalty 3457.016172 = -169487.882968 nChanged 9 SP:Iteration 5Q (35399.600000 sec): 3 clusters Score: Raw -172953.040139 + Penalty 3457.016172 = -169496.023967 nChanged 4 SP:Iteration 6Q (35399.600000 sec): 3 clusters Score: Raw -172957.933034 + Penalty 3457.016172 = -169500.916862 nChanged 6 SP:Iteration 7Q (35399.610000 sec): 3 clusters Score: Raw -172963.373773 + Penalty 3457.016172 = -169506.357601 nChanged 5 SP:Iteration 8Q (35399.610000 sec): 3 clusters Score: Raw -172969.822550 + Penalty 3457.016172 = -169512.806378 nChanged 5 SP:Iteration 9Q (35399.620000 sec): 3 clusters Score: Raw -172976.636705 + Penalty 3457.016172 = -169519.620533 nChanged 2 SP:Iteration 10Q (35399.620000 sec): 3 clusters Score: Raw -172980.262126 + Penalty 3457.016172 = -169523.245954 nChanged 3 SP:Iteration 11Q (35399.620000 sec): 3 clusters Score: Raw -172984.954244 + Penalty 3457.016172 = -169527.938072 nChanged 1 SP:Iteration 12Q (35399.630000 sec): 3 clusters Score: Raw -172985.622528 + Penalty 3457.016172 = -169528.606355 nChanged 0 SP:Iteration 13F (35399.630000 sec): 3 clusters Score: Raw -172985.622528 + Penalty 3457.016172 = -169528.606355 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 21 (11003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35399.690000 sec): 2 clusters Score: Raw -1762316.168225 + Penalty 2307.868964 = -1760008.299261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35399.750000 sec): 3 clusters Score: Raw -1756337.673687 + Penalty 4615.737928 = -1751721.935759 nChanged 4575 SP:Iteration 1F (35399.800000 sec): 3 clusters Score: Raw -1758707.439873 + Penalty 4615.737928 = -1754091.701945 nChanged 684 SP:Iteration 2F (35399.850000 sec): 3 clusters Score: Raw -1759019.005325 + Penalty 4615.737928 = -1754403.267397 nChanged 560 SP:Iteration 3F (35399.910000 sec): 3 clusters Score: Raw -1759278.094235 + Penalty 4615.737928 = -1754662.356307 nChanged 471 SP:Iteration 4Q (35399.960000 sec): 3 clusters Score: Raw -1759504.213783 + Penalty 4615.737928 = -1754888.475855 nChanged 523 SP:Iteration 5Q (35400.020000 sec): 3 clusters Score: Raw -1759775.981454 + Penalty 4615.737928 = -1755160.243526 nChanged 541 SP:Iteration 6Q (35400.070000 sec): 3 clusters Score: Raw -1760097.855417 + Penalty 4615.737928 = -1755482.117489 nChanged 605 SP:Iteration 7F (35400.130000 sec): 3 clusters Score: Raw -1760534.054289 + Penalty 4615.737928 = -1755918.316361 nChanged 624 SP:Iteration 8F (35400.180000 sec): 3 clusters Score: Raw -1760997.124734 + Penalty 4615.737928 = -1756381.386806 nChanged 605 SP:Iteration 9F (35400.240000 sec): 3 clusters Score: Raw -1761423.634813 + Penalty 4615.737928 = -1756807.896885 nChanged 480 SP:Iteration 10Q (35400.290000 sec): 3 clusters Score: Raw -1761742.767263 + Penalty 4615.737928 = -1757127.029335 nChanged 385 SP:Iteration 11Q (35400.350000 sec): 3 clusters Score: Raw -1761984.641483 + Penalty 4615.737928 = -1757368.903555 nChanged 278 SP:Iteration 12Q (35400.400000 sec): 3 clusters Score: Raw -1762134.393478 + Penalty 4615.737928 = -1757518.655550 nChanged 182 SP:Iteration 13Q (35400.450000 sec): 3 clusters Score: Raw -1762220.485586 + Penalty 4615.737928 = -1757604.747658 nChanged 150 SP:Iteration 14Q (35400.510000 sec): 3 clusters Score: Raw -1762299.537705 + Penalty 4615.737928 = -1757683.799777 nChanged 136 SP:Iteration 15Q (35400.560000 sec): 3 clusters Score: Raw -1762376.244920 + Penalty 4615.737928 = -1757760.506992 nChanged 115 SP:Iteration 16Q (35400.610000 sec): 3 clusters Score: Raw -1762438.597213 + Penalty 4615.737928 = -1757822.859285 nChanged 100 SP:Iteration 17Q (35400.660000 sec): 3 clusters Score: Raw -1762497.502300 + Penalty 4615.737928 = -1757881.764372 nChanged 74 SP:Iteration 18Q (35400.710000 sec): 3 clusters Score: Raw -1762536.642209 + Penalty 4615.737928 = -1757920.904281 nChanged 52 SP:Iteration 19Q (35400.760000 sec): 3 clusters Score: Raw -1762568.120295 + Penalty 4615.737928 = -1757952.382367 nChanged 52 SP:Iteration 20F (35400.810000 sec): 3 clusters Score: Raw -1762598.445534 + Penalty 4615.737928 = -1757982.707607 nChanged 45 SP:Iteration 21Q (35400.860000 sec): 3 clusters Score: Raw -1762623.056578 + Penalty 4615.737928 = -1758007.318650 nChanged 37 SP:Iteration 22Q (35400.910000 sec): 3 clusters Score: Raw -1762644.779119 + Penalty 4615.737928 = -1758029.041191 nChanged 25 SP:Iteration 23Q (35400.960000 sec): 3 clusters Score: Raw -1762658.294281 + Penalty 4615.737928 = -1758042.556353 nChanged 22 SP:Iteration 24Q (35401.010000 sec): 3 clusters Score: Raw -1762668.760981 + Penalty 4615.737928 = -1758053.023053 nChanged 18 SP:Iteration 25Q (35401.060000 sec): 3 clusters Score: Raw -1762679.876055 + Penalty 4615.737928 = -1758064.138127 nChanged 19 SP:Iteration 26Q (35401.100000 sec): 3 clusters Score: Raw -1762692.115126 + Penalty 4615.737928 = -1758076.377198 nChanged 14 SP:Iteration 27Q (35401.150000 sec): 3 clusters Score: Raw -1762699.380763 + Penalty 4615.737928 = -1758083.642835 nChanged 10 SP:Iteration 28Q (35401.200000 sec): 3 clusters Score: Raw -1762703.407979 + Penalty 4615.737928 = -1758087.670051 nChanged 7 SP:Iteration 29Q (35401.250000 sec): 3 clusters Score: Raw -1762705.978980 + Penalty 4615.737928 = -1758090.241052 nChanged 6 SP:Iteration 30Q (35401.290000 sec): 3 clusters Score: Raw -1762708.902008 + Penalty 4615.737928 = -1758093.164080 nChanged 6 SP:Iteration 31Q (35401.340000 sec): 3 clusters Score: Raw -1762711.662153 + Penalty 4615.737928 = -1758095.924225 nChanged 9 SP:Iteration 32Q (35401.390000 sec): 3 clusters Score: Raw -1762714.640767 + Penalty 4615.737928 = -1758098.902839 nChanged 3 SP:Iteration 33Q (35401.430000 sec): 3 clusters Score: Raw -1762715.777749 + Penalty 4615.737928 = -1758100.039821 nChanged 3 SP:Iteration 34Q (35401.480000 sec): 3 clusters Score: Raw -1762717.268786 + Penalty 4615.737928 = -1758101.530858 nChanged 3 SP:Iteration 35Q (35401.530000 sec): 3 clusters Score: Raw -1762718.429767 + Penalty 4615.737928 = -1758102.691839 nChanged 4 SP:Iteration 36Q (35401.570000 sec): 3 clusters Score: Raw -1762720.921673 + Penalty 4615.737928 = -1758105.183745 nChanged 3 SP:Iteration 37Q (35401.620000 sec): 3 clusters Score: Raw -1762721.991985 + Penalty 4615.737928 = -1758106.254057 nChanged 3 SP:Iteration 38Q (35401.670000 sec): 3 clusters Score: Raw -1762722.637276 + Penalty 4615.737928 = -1758106.899348 nChanged 1 SP:Iteration 39Q (35401.710000 sec): 3 clusters Score: Raw -1762723.208085 + Penalty 4615.737928 = -1758107.470157 nChanged 1 SP:Iteration 40F (35401.770000 sec): 3 clusters Score: Raw -1762723.436735 + Penalty 4615.737928 = -1758107.698808 nChanged 1 SP:Iteration 41Q (35401.820000 sec): 3 clusters Score: Raw -1762723.653297 + Penalty 4615.737928 = -1758107.915369 nChanged 1 SP:Iteration 42Q (35401.860000 sec): 3 clusters Score: Raw -1762723.984979 + Penalty 4615.737928 = -1758108.247052 nChanged 2 SP:Iteration 43Q (35401.910000 sec): 3 clusters Score: Raw -1762724.785810 + Penalty 4615.737928 = -1758109.047882 nChanged 1 SP:Iteration 44Q (35401.950000 sec): 3 clusters Score: Raw -1762725.451400 + Penalty 4615.737928 = -1758109.713472 nChanged 0 SP:Iteration 45F (35402.010000 sec): 3 clusters Score: Raw -1762725.451400 + Penalty 4615.737928 = -1758109.713472 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 22 (1980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35402.030000 sec): 2 clusters Score: Raw -276990.590910 + Penalty 1882.531327 = -275108.059583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35402.030000 sec): 3 clusters Score: Raw -276286.712446 + Penalty 3765.062653 = -272521.649793 nChanged 638 SP:Iteration 1F (35402.050000 sec): 3 clusters Score: Raw -276804.115841 + Penalty 3765.062653 = -273039.053187 nChanged 178 SP:Iteration 2F (35402.050000 sec): 3 clusters Score: Raw -277000.929514 + Penalty 3765.062653 = -273235.866860 nChanged 112 SP:Iteration 3F (35402.070000 sec): 3 clusters Score: Raw -277124.809235 + Penalty 3765.062653 = -273359.746582 nChanged 78 SP:Iteration 4Q (35402.070000 sec): 3 clusters Score: Raw -277248.069985 + Penalty 3765.062653 = -273483.007332 nChanged 76 SP:Iteration 5Q (35402.080000 sec): 3 clusters Score: Raw -277368.353766 + Penalty 3765.062653 = -273603.291113 nChanged 71 SP:Iteration 6Q (35402.090000 sec): 3 clusters Score: Raw -277455.428460 + Penalty 3765.062653 = -273690.365807 nChanged 51 SP:Iteration 7Q (35402.100000 sec): 3 clusters Score: Raw -277519.014803 + Penalty 3765.062653 = -273753.952150 nChanged 39 SP:Iteration 8Q (35402.110000 sec): 3 clusters Score: Raw -277558.168487 + Penalty 3765.062653 = -273793.105833 nChanged 30 SP:Iteration 9Q (35402.120000 sec): 3 clusters Score: Raw -277589.907576 + Penalty 3765.062653 = -273824.844923 nChanged 25 SP:Iteration 10Q (35402.130000 sec): 3 clusters Score: Raw -277618.652677 + Penalty 3765.062653 = -273853.590024 nChanged 22 SP:Iteration 11Q (35402.140000 sec): 3 clusters Score: Raw -277656.705663 + Penalty 3765.062653 = -273891.643010 nChanged 30 SP:Iteration 12Q (35402.150000 sec): 3 clusters Score: Raw -277697.587389 + Penalty 3765.062653 = -273932.524735 nChanged 25 SP:Iteration 13Q (35402.160000 sec): 3 clusters Score: Raw -277738.635416 + Penalty 3765.062653 = -273973.572762 nChanged 26 SP:Iteration 14Q (35402.170000 sec): 3 clusters Score: Raw -277770.145308 + Penalty 3765.062653 = -274005.082654 nChanged 23 SP:Iteration 15Q (35402.170000 sec): 3 clusters Score: Raw -277792.961193 + Penalty 3765.062653 = -274027.898540 nChanged 15 SP:Iteration 16Q (35402.180000 sec): 3 clusters Score: Raw -277808.799416 + Penalty 3765.062653 = -274043.736763 nChanged 11 SP:Iteration 17Q (35402.190000 sec): 3 clusters Score: Raw -277816.344371 + Penalty 3765.062653 = -274051.281718 nChanged 7 SP:Iteration 18Q (35402.200000 sec): 3 clusters Score: Raw -277820.899276 + Penalty 3765.062653 = -274055.836623 nChanged 7 SP:Iteration 19Q (35402.210000 sec): 3 clusters Score: Raw -277824.174093 + Penalty 3765.062653 = -274059.111440 nChanged 5 SP:Iteration 20F (35402.220000 sec): 3 clusters Score: Raw -277828.264364 + Penalty 3765.062653 = -274063.201711 nChanged 3 SP:Iteration 21Q (35402.230000 sec): 3 clusters Score: Raw -277830.038152 + Penalty 3765.062653 = -274064.975498 nChanged 2 SP:Iteration 22Q (35402.240000 sec): 3 clusters Score: Raw -277830.901695 + Penalty 3765.062653 = -274065.839042 nChanged 4 SP:Iteration 23Q (35402.250000 sec): 3 clusters Score: Raw -277834.435213 + Penalty 3765.062653 = -274069.372560 nChanged 5 SP:Iteration 24Q (35402.250000 sec): 3 clusters Score: Raw -277839.052809 + Penalty 3765.062653 = -274073.990155 nChanged 4 SP:Iteration 25Q (35402.270000 sec): 3 clusters Score: Raw -277845.152110 + Penalty 3765.062653 = -274080.089457 nChanged 6 SP:Iteration 26Q (35402.270000 sec): 3 clusters Score: Raw -277849.792135 + Penalty 3765.062653 = -274084.729482 nChanged 4 SP:Iteration 27Q (35402.280000 sec): 3 clusters Score: Raw -277853.210295 + Penalty 3765.062653 = -274088.147642 nChanged 5 SP:Iteration 28Q (35402.290000 sec): 3 clusters Score: Raw -277856.786482 + Penalty 3765.062653 = -274091.723829 nChanged 2 SP:Iteration 29Q (35402.300000 sec): 3 clusters Score: Raw -277860.262853 + Penalty 3765.062653 = -274095.200200 nChanged 4 SP:Iteration 30Q (35402.310000 sec): 3 clusters Score: Raw -277864.027569 + Penalty 3765.062653 = -274098.964916 nChanged 4 SP:Iteration 31Q (35402.320000 sec): 3 clusters Score: Raw -277866.636013 + Penalty 3765.062653 = -274101.573360 nChanged 4 SP:Iteration 32Q (35402.330000 sec): 3 clusters Score: Raw -277870.165899 + Penalty 3765.062653 = -274105.103246 nChanged 3 SP:Iteration 33Q (35402.330000 sec): 3 clusters Score: Raw -277871.264336 + Penalty 3765.062653 = -274106.201683 nChanged 1 SP:Iteration 34Q (35402.340000 sec): 3 clusters Score: Raw -277872.372259 + Penalty 3765.062653 = -274107.309606 nChanged 0 SP:Iteration 35F (35402.350000 sec): 3 clusters Score: Raw -277872.372259 + Penalty 3765.062653 = -274107.309606 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 23 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35402.360000 sec): 2 clusters Score: Raw -11392.219272 + Penalty 1131.958351 = -10260.260920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35402.360000 sec): 3 clusters Score: Raw -11887.145674 + Penalty 2263.916703 = -9623.228971 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 24 (246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35402.360000 sec): 2 clusters Score: Raw -29512.884482 + Penalty 1365.322221 = -28147.562261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35402.370000 sec): 3 clusters Score: Raw -29794.106215 + Penalty 2730.644442 = -27063.461773 nChanged 43 SP:Iteration 1F (35402.370000 sec): 3 clusters Score: Raw -29970.576563 + Penalty 2730.644442 = -27239.932121 nChanged 7 SP:Iteration 2Q (35402.370000 sec): 3 clusters Score: Raw -30053.192119 + Penalty 2730.644442 = -27322.547677 nChanged 4 SP:Iteration 3Q (35402.370000 sec): 3 clusters Score: Raw -30063.886700 + Penalty 2730.644442 = -27333.242258 nChanged 3 SP:Iteration 4Q (35402.370000 sec): 3 clusters Score: Raw -30069.388012 + Penalty 2730.644442 = -27338.743570 nChanged 1 SP:Iteration 5Q (35402.370000 sec): 3 clusters Score: Raw -30074.602855 + Penalty 2730.644442 = -27343.958413 nChanged 1 SP:Iteration 6Q (35402.370000 sec): 3 clusters Score: Raw -30078.542377 + Penalty 2730.644442 = -27347.897936 nChanged 1 SP:Iteration 7Q (35402.370000 sec): 3 clusters Score: Raw -30080.251649 + Penalty 2730.644442 = -27349.607208 nChanged 2 SP:Iteration 8Q (35402.370000 sec): 3 clusters Score: Raw -30090.927061 + Penalty 2730.644442 = -27360.282619 nChanged 2 SP:Iteration 9Q (35402.380000 sec): 3 clusters Score: Raw -30101.100754 + Penalty 2730.644442 = -27370.456312 nChanged 3 SP:Iteration 10Q (35402.380000 sec): 3 clusters Score: Raw -30110.145448 + Penalty 2730.644442 = -27379.501007 nChanged 1 SP:Iteration 11Q (35402.380000 sec): 3 clusters Score: Raw -30111.512625 + Penalty 2730.644442 = -27380.868184 nChanged 1 SP:Iteration 12Q (35402.380000 sec): 3 clusters Score: Raw -30112.151332 + Penalty 2730.644442 = -27381.506890 nChanged 2 SP:Iteration 13Q (35402.380000 sec): 3 clusters Score: Raw -30116.639395 + Penalty 2730.644442 = -27385.994953 nChanged 2 SP:Iteration 14Q (35402.380000 sec): 3 clusters Score: Raw -30118.382985 + Penalty 2730.644442 = -27387.738543 nChanged 1 SP:Iteration 15Q (35402.380000 sec): 3 clusters Score: Raw -30119.547716 + Penalty 2730.644442 = -27388.903274 nChanged 2 SP:Iteration 16Q (35402.390000 sec): 3 clusters Score: Raw -30122.102567 + Penalty 2730.644442 = -27391.458126 nChanged 1 SP:Iteration 17Q (35402.390000 sec): 3 clusters Score: Raw -30123.013956 + Penalty 2730.644442 = -27392.369515 nChanged 1 SP:Iteration 18Q (35402.390000 sec): 3 clusters Score: Raw -30125.713175 + Penalty 2730.644442 = -27395.068733 nChanged 2 SP:Iteration 19Q (35402.390000 sec): 3 clusters Score: Raw -30150.334320 + Penalty 2730.644442 = -27419.689878 nChanged 2 SP:Iteration 20F (35402.390000 sec): 3 clusters Score: Raw -30209.190080 + Penalty 2730.644442 = -27478.545638 nChanged 3 SP:Iteration 21Q (35402.390000 sec): 3 clusters Score: Raw -30215.249476 + Penalty 2730.644442 = -27484.605034 nChanged 2 SP:Iteration 22Q (35402.390000 sec): 3 clusters Score: Raw -30221.472087 + Penalty 2730.644442 = -27490.827645 nChanged 0 SP:Iteration 23F (35402.390000 sec): 3 clusters Score: Raw -30221.472087 + Penalty 2730.644442 = -27490.827645 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 25 (612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35402.400000 sec): 2 clusters Score: Raw -92796.462526 + Penalty 1591.349606 = -91205.112920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35402.400000 sec): 3 clusters Score: Raw -92808.302779 + Penalty 3182.699212 = -89625.603567 nChanged 134 SP:Iteration 1F (35402.410000 sec): 3 clusters Score: Raw -93064.730948 + Penalty 3182.699212 = -89882.031736 nChanged 52 SP:Iteration 2F (35402.410000 sec): 3 clusters Score: Raw -93199.987874 + Penalty 3182.699212 = -90017.288662 nChanged 22 SP:Iteration 3Q (35402.410000 sec): 3 clusters Score: Raw -93256.566806 + Penalty 3182.699212 = -90073.867594 nChanged 16 SP:Iteration 4Q (35402.410000 sec): 3 clusters Score: Raw -93301.537585 + Penalty 3182.699212 = -90118.838373 nChanged 13 SP:Iteration 5Q (35402.420000 sec): 3 clusters Score: Raw -93337.515505 + Penalty 3182.699212 = -90154.816293 nChanged 14 SP:Iteration 6Q (35402.420000 sec): 3 clusters Score: Raw -93384.145341 + Penalty 3182.699212 = -90201.446128 nChanged 11 SP:Iteration 7Q (35402.420000 sec): 3 clusters Score: Raw -93427.706613 + Penalty 3182.699212 = -90245.007401 nChanged 12 SP:Iteration 8Q (35402.430000 sec): 3 clusters Score: Raw -93473.186815 + Penalty 3182.699212 = -90290.487603 nChanged 10 SP:Iteration 9Q (35402.430000 sec): 3 clusters Score: Raw -93512.619605 + Penalty 3182.699212 = -90329.920393 nChanged 10 SP:Iteration 10Q (35402.430000 sec): 3 clusters Score: Raw -93567.422551 + Penalty 3182.699212 = -90384.723339 nChanged 13 SP:Iteration 11Q (35402.430000 sec): 3 clusters Score: Raw -93635.068021 + Penalty 3182.699212 = -90452.368809 nChanged 16 SP:Iteration 12Q (35402.440000 sec): 3 clusters Score: Raw -93726.009155 + Penalty 3182.699212 = -90543.309943 nChanged 12 SP:Iteration 13Q (35402.440000 sec): 3 clusters Score: Raw -93803.795462 + Penalty 3182.699212 = -90621.096250 nChanged 12 SP:Iteration 14Q (35402.440000 sec): 3 clusters Score: Raw -93837.701149 + Penalty 3182.699212 = -90655.001937 nChanged 7 SP:Iteration 15Q (35402.450000 sec): 3 clusters Score: Raw -93857.177043 + Penalty 3182.699212 = -90674.477830 nChanged 0 SP:Iteration 16F (35402.450000 sec): 3 clusters Score: Raw -93861.321312 + Penalty 3182.699212 = -90678.622099 nChanged 2 SP:Iteration 17Q (35402.450000 sec): 3 clusters Score: Raw -93879.096453 + Penalty 3182.699212 = -90696.397241 nChanged 4 SP:Iteration 18Q (35402.450000 sec): 3 clusters Score: Raw -93924.470370 + Penalty 3182.699212 = -90741.771158 nChanged 4 SP:Iteration 19Q (35402.450000 sec): 3 clusters Score: Raw -93947.583356 + Penalty 3182.699212 = -90764.884144 nChanged 4 SP:Iteration 20F (35402.460000 sec): 3 clusters Score: Raw -93969.482604 + Penalty 3182.699212 = -90786.783392 nChanged 3 SP:Iteration 21Q (35402.460000 sec): 3 clusters Score: Raw -93976.717691 + Penalty 3182.699212 = -90794.018479 nChanged 0 SP:Iteration 22F (35402.460000 sec): 3 clusters Score: Raw -93976.717691 + Penalty 3182.699212 = -90794.018479 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 26 (10928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35402.520000 sec): 2 clusters Score: Raw -1760680.663965 + Penalty 2306.172728 = -1758374.491237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35402.570000 sec): 3 clusters Score: Raw -1754727.743142 + Penalty 4612.345457 = -1750115.397686 nChanged 4562 SP:Iteration 1F (35402.630000 sec): 3 clusters Score: Raw -1757113.138546 + Penalty 4612.345457 = -1752500.793090 nChanged 744 SP:Iteration 2F (35402.680000 sec): 3 clusters Score: Raw -1757499.768461 + Penalty 4612.345457 = -1752887.423005 nChanged 587 SP:Iteration 3F (35402.740000 sec): 3 clusters Score: Raw -1757792.766367 + Penalty 4612.345457 = -1753180.420911 nChanged 492 SP:Iteration 4Q (35402.790000 sec): 3 clusters Score: Raw -1758037.459188 + Penalty 4612.345457 = -1753425.113731 nChanged 470 SP:Iteration 5Q (35402.850000 sec): 3 clusters Score: Raw -1758290.911607 + Penalty 4612.345457 = -1753678.566151 nChanged 492 SP:Iteration 6Q (35402.900000 sec): 3 clusters Score: Raw -1758539.724193 + Penalty 4612.345457 = -1753927.378736 nChanged 478 SP:Iteration 7Q (35402.960000 sec): 3 clusters Score: Raw -1758790.270271 + Penalty 4612.345457 = -1754177.924815 nChanged 456 SP:Iteration 8Q (35403.010000 sec): 3 clusters Score: Raw -1759044.762354 + Penalty 4612.345457 = -1754432.416898 nChanged 432 SP:Iteration 9Q (35403.070000 sec): 3 clusters Score: Raw -1759297.446899 + Penalty 4612.345457 = -1754685.101443 nChanged 415 SP:Iteration 10Q (35403.120000 sec): 3 clusters Score: Raw -1759551.434883 + Penalty 4612.345457 = -1754939.089426 nChanged 387 SP:Iteration 11Q (35403.170000 sec): 3 clusters Score: Raw -1759780.743502 + Penalty 4612.345457 = -1755168.398046 nChanged 360 SP:Iteration 12Q (35403.230000 sec): 3 clusters Score: Raw -1760048.156925 + Penalty 4612.345457 = -1755435.811468 nChanged 367 SP:Iteration 13Q (35403.280000 sec): 3 clusters Score: Raw -1760352.812594 + Penalty 4612.345457 = -1755740.467137 nChanged 306 SP:Iteration 14Q (35403.330000 sec): 3 clusters Score: Raw -1760653.224558 + Penalty 4612.345457 = -1756040.879102 nChanged 264 SP:Iteration 15Q (35403.390000 sec): 3 clusters Score: Raw -1760878.514644 + Penalty 4612.345457 = -1756266.169187 nChanged 223 SP:Iteration 16Q (35403.430000 sec): 3 clusters Score: Raw -1761018.621649 + Penalty 4612.345457 = -1756406.276193 nChanged 165 SP:Iteration 17Q (35403.480000 sec): 3 clusters Score: Raw -1761118.515722 + Penalty 4612.345457 = -1756506.170266 nChanged 129 SP:Iteration 18Q (35403.530000 sec): 3 clusters Score: Raw -1761186.345645 + Penalty 4612.345457 = -1756574.000188 nChanged 105 SP:Iteration 19Q (35403.570000 sec): 3 clusters Score: Raw -1761240.517153 + Penalty 4612.345457 = -1756628.171697 nChanged 90 SP:Iteration 20F (35403.630000 sec): 3 clusters Score: Raw -1761284.496625 + Penalty 4612.345457 = -1756672.151169 nChanged 68 SP:Iteration 21Q (35403.670000 sec): 3 clusters Score: Raw -1761319.056407 + Penalty 4612.345457 = -1756706.710950 nChanged 49 SP:Iteration 22Q (35403.720000 sec): 3 clusters Score: Raw -1761339.033279 + Penalty 4612.345457 = -1756726.687823 nChanged 43 SP:Iteration 23Q (35403.770000 sec): 3 clusters Score: Raw -1761357.359223 + Penalty 4612.345457 = -1756745.013766 nChanged 43 SP:Iteration 24Q (35403.810000 sec): 3 clusters Score: Raw -1761375.962656 + Penalty 4612.345457 = -1756763.617200 nChanged 31 SP:Iteration 25Q (35403.850000 sec): 3 clusters Score: Raw -1761387.803311 + Penalty 4612.345457 = -1756775.457855 nChanged 20 SP:Iteration 26Q (35403.900000 sec): 3 clusters Score: Raw -1761394.135051 + Penalty 4612.345457 = -1756781.789594 nChanged 16 SP:Iteration 27Q (35403.940000 sec): 3 clusters Score: Raw -1761399.172921 + Penalty 4612.345457 = -1756786.827465 nChanged 15 SP:Iteration 28Q (35403.990000 sec): 3 clusters Score: Raw -1761403.423629 + Penalty 4612.345457 = -1756791.078173 nChanged 11 SP:Iteration 29Q (35404.030000 sec): 3 clusters Score: Raw -1761407.219364 + Penalty 4612.345457 = -1756794.873907 nChanged 14 SP:Iteration 30Q (35404.070000 sec): 3 clusters Score: Raw -1761412.261674 + Penalty 4612.345457 = -1756799.916217 nChanged 18 SP:Iteration 31Q (35404.120000 sec): 3 clusters Score: Raw -1761417.408985 + Penalty 4612.345457 = -1756805.063529 nChanged 8 SP:Iteration 32Q (35404.160000 sec): 3 clusters Score: Raw -1761419.453009 + Penalty 4612.345457 = -1756807.107552 nChanged 5 SP:Iteration 33Q (35404.210000 sec): 3 clusters Score: Raw -1761420.969634 + Penalty 4612.345457 = -1756808.624177 nChanged 4 SP:Iteration 34Q (35404.250000 sec): 3 clusters Score: Raw -1761422.251764 + Penalty 4612.345457 = -1756809.906308 nChanged 6 SP:Iteration 35Q (35404.290000 sec): 3 clusters Score: Raw -1761423.552653 + Penalty 4612.345457 = -1756811.207196 nChanged 5 SP:Iteration 36Q (35404.330000 sec): 3 clusters Score: Raw -1761424.548075 + Penalty 4612.345457 = -1756812.202618 nChanged 1 SP:Iteration 37Q (35404.380000 sec): 3 clusters Score: Raw -1761424.831369 + Penalty 4612.345457 = -1756812.485913 nChanged 1 SP:Iteration 38Q (35404.420000 sec): 3 clusters Score: Raw -1761425.001330 + Penalty 4612.345457 = -1756812.655873 nChanged 0 SP:Iteration 39F (35404.480000 sec): 3 clusters Score: Raw -1761425.001330 + Penalty 4612.345457 = -1756812.655873 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 27 (16010 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35404.550000 sec): 2 clusters Score: Raw -2476719.906152 + Penalty 2400.880264 = -2474319.025888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35404.630000 sec): 3 clusters Score: Raw -2467746.567317 + Penalty 4801.760528 = -2462944.806790 nChanged 6954 SP:Iteration 1F (35404.710000 sec): 3 clusters Score: Raw -2471616.276107 + Penalty 4801.760528 = -2466814.515579 nChanged 904 SP:Iteration 2F (35404.790000 sec): 3 clusters Score: Raw -2472030.526172 + Penalty 4801.760528 = -2467228.765644 nChanged 807 SP:Iteration 3F (35404.870000 sec): 3 clusters Score: Raw -2472403.157297 + Penalty 4801.760528 = -2467601.396770 nChanged 804 SP:Iteration 4F (35404.950000 sec): 3 clusters Score: Raw -2472837.183582 + Penalty 4801.760528 = -2468035.423055 nChanged 785 SP:Iteration 5Q (35405.030000 sec): 3 clusters Score: Raw -2473270.838914 + Penalty 4801.760528 = -2468469.078386 nChanged 728 SP:Iteration 6Q (35405.110000 sec): 3 clusters Score: Raw -2473627.987296 + Penalty 4801.760528 = -2468826.226768 nChanged 683 SP:Iteration 7Q (35405.190000 sec): 3 clusters Score: Raw -2473980.982743 + Penalty 4801.760528 = -2469179.222215 nChanged 654 SP:Iteration 8Q (35405.270000 sec): 3 clusters Score: Raw -2474303.641830 + Penalty 4801.760528 = -2469501.881302 nChanged 622 SP:Iteration 9Q (35405.350000 sec): 3 clusters Score: Raw -2474617.735170 + Penalty 4801.760528 = -2469815.974642 nChanged 605 SP:Iteration 10Q (35405.430000 sec): 3 clusters Score: Raw -2474929.168135 + Penalty 4801.760528 = -2470127.407607 nChanged 554 SP:Iteration 11Q (35405.510000 sec): 3 clusters Score: Raw -2475214.261759 + Penalty 4801.760528 = -2470412.501231 nChanged 529 SP:Iteration 12Q (35405.590000 sec): 3 clusters Score: Raw -2475481.193693 + Penalty 4801.760528 = -2470679.433165 nChanged 456 SP:Iteration 13Q (35405.660000 sec): 3 clusters Score: Raw -2475685.773851 + Penalty 4801.760528 = -2470884.013324 nChanged 394 SP:Iteration 14Q (35405.740000 sec): 3 clusters Score: Raw -2475869.984727 + Penalty 4801.760528 = -2471068.224199 nChanged 370 SP:Iteration 15Q (35405.820000 sec): 3 clusters Score: Raw -2476040.216916 + Penalty 4801.760528 = -2471238.456388 nChanged 280 SP:Iteration 16Q (35405.890000 sec): 3 clusters Score: Raw -2476173.310110 + Penalty 4801.760528 = -2471371.549582 nChanged 264 SP:Iteration 17Q (35405.970000 sec): 3 clusters Score: Raw -2476292.913155 + Penalty 4801.760528 = -2471491.152627 nChanged 260 SP:Iteration 18Q (35406.050000 sec): 3 clusters Score: Raw -2476402.448371 + Penalty 4801.760528 = -2471600.687844 nChanged 207 SP:Iteration 19Q (35406.120000 sec): 3 clusters Score: Raw -2476479.070144 + Penalty 4801.760528 = -2471677.309616 nChanged 182 SP:Iteration 20F (35406.200000 sec): 3 clusters Score: Raw -2476551.004805 + Penalty 4801.760528 = -2471749.244277 nChanged 175 SP:Iteration 21Q (35406.270000 sec): 3 clusters Score: Raw -2476625.366095 + Penalty 4801.760528 = -2471823.605568 nChanged 178 SP:Iteration 22Q (35406.350000 sec): 3 clusters Score: Raw -2476692.901656 + Penalty 4801.760528 = -2471891.141128 nChanged 163 SP:Iteration 23Q (35406.420000 sec): 3 clusters Score: Raw -2476761.613656 + Penalty 4801.760528 = -2471959.853128 nChanged 161 SP:Iteration 24Q (35406.490000 sec): 3 clusters Score: Raw -2476829.867364 + Penalty 4801.760528 = -2472028.106836 nChanged 129 SP:Iteration 25Q (35406.560000 sec): 3 clusters Score: Raw -2476882.036912 + Penalty 4801.760528 = -2472080.276384 nChanged 113 SP:Iteration 26Q (35406.630000 sec): 3 clusters Score: Raw -2476930.123169 + Penalty 4801.760528 = -2472128.362642 nChanged 99 SP:Iteration 27Q (35406.700000 sec): 3 clusters Score: Raw -2476969.310779 + Penalty 4801.760528 = -2472167.550251 nChanged 83 SP:Iteration 28Q (35406.770000 sec): 3 clusters Score: Raw -2477001.149929 + Penalty 4801.760528 = -2472199.389401 nChanged 72 SP:Iteration 29Q (35406.840000 sec): 3 clusters Score: Raw -2477028.160176 + Penalty 4801.760528 = -2472226.399648 nChanged 75 SP:Iteration 30Q (35406.910000 sec): 3 clusters Score: Raw -2477056.815757 + Penalty 4801.760528 = -2472255.055230 nChanged 73 SP:Iteration 31Q (35406.980000 sec): 3 clusters Score: Raw -2477086.360175 + Penalty 4801.760528 = -2472284.599647 nChanged 71 SP:Iteration 32Q (35407.050000 sec): 3 clusters Score: Raw -2477116.489846 + Penalty 4801.760528 = -2472314.729318 nChanged 63 SP:Iteration 33Q (35407.120000 sec): 3 clusters Score: Raw -2477144.802347 + Penalty 4801.760528 = -2472343.041820 nChanged 68 SP:Iteration 34Q (35407.190000 sec): 3 clusters Score: Raw -2477169.116451 + Penalty 4801.760528 = -2472367.355923 nChanged 52 SP:Iteration 35Q (35407.250000 sec): 3 clusters Score: Raw -2477185.639036 + Penalty 4801.760528 = -2472383.878509 nChanged 43 SP:Iteration 36Q (35407.320000 sec): 3 clusters Score: Raw -2477206.920665 + Penalty 4801.760528 = -2472405.160137 nChanged 40 SP:Iteration 37Q (35407.390000 sec): 3 clusters Score: Raw -2477225.427494 + Penalty 4801.760528 = -2472423.666966 nChanged 39 SP:Iteration 38Q (35407.450000 sec): 3 clusters Score: Raw -2477240.368709 + Penalty 4801.760528 = -2472438.608181 nChanged 37 SP:Iteration 39Q (35407.520000 sec): 3 clusters Score: Raw -2477255.089558 + Penalty 4801.760528 = -2472453.329031 nChanged 38 SP:Iteration 40F (35407.600000 sec): 3 clusters Score: Raw -2477274.191264 + Penalty 4801.760528 = -2472472.430737 nChanged 39 SP:Iteration 41Q (35407.670000 sec): 3 clusters Score: Raw -2477294.449216 + Penalty 4801.760528 = -2472492.688689 nChanged 40 SP:Iteration 42Q (35407.740000 sec): 3 clusters Score: Raw -2477314.538767 + Penalty 4801.760528 = -2472512.778239 nChanged 31 SP:Iteration 43Q (35407.800000 sec): 3 clusters Score: Raw -2477327.029437 + Penalty 4801.760528 = -2472525.268909 nChanged 24 SP:Iteration 44Q (35407.860000 sec): 3 clusters Score: Raw -2477335.885601 + Penalty 4801.760528 = -2472534.125073 nChanged 20 SP:Iteration 45Q (35407.930000 sec): 3 clusters Score: Raw -2477343.170322 + Penalty 4801.760528 = -2472541.409794 nChanged 18 SP:Iteration 46Q (35407.990000 sec): 3 clusters Score: Raw -2477349.253489 + Penalty 4801.760528 = -2472547.492961 nChanged 10 SP:Iteration 47Q (35408.060000 sec): 3 clusters Score: Raw -2477353.432392 + Penalty 4801.760528 = -2472551.671864 nChanged 10 SP:Iteration 48Q (35408.120000 sec): 3 clusters Score: Raw -2477358.412911 + Penalty 4801.760528 = -2472556.652383 nChanged 10 SP:Iteration 49Q (35408.190000 sec): 3 clusters Score: Raw -2477364.327184 + Penalty 4801.760528 = -2472562.566656 nChanged 15 SP:Iteration 50Q (35408.250000 sec): 3 clusters Score: Raw -2477369.460721 + Penalty 4801.760528 = -2472567.700193 nChanged 13 SP:Iteration 51Q (35408.320000 sec): 3 clusters Score: Raw -2477375.594265 + Penalty 4801.760528 = -2472573.833737 nChanged 10 SP:Iteration 52Q (35408.380000 sec): 3 clusters Score: Raw -2477379.702946 + Penalty 4801.760528 = -2472577.942418 nChanged 8 SP:Iteration 53Q (35408.440000 sec): 3 clusters Score: Raw -2477382.514754 + Penalty 4801.760528 = -2472580.754226 nChanged 6 SP:Iteration 54Q (35408.510000 sec): 3 clusters Score: Raw -2477385.032771 + Penalty 4801.760528 = -2472583.272243 nChanged 7 SP:Iteration 55Q (35408.570000 sec): 3 clusters Score: Raw -2477387.560714 + Penalty 4801.760528 = -2472585.800186 nChanged 10 SP:Iteration 56Q (35408.630000 sec): 3 clusters Score: Raw -2477392.750970 + Penalty 4801.760528 = -2472590.990442 nChanged 7 SP:Iteration 57Q (35408.700000 sec): 3 clusters Score: Raw -2477396.496797 + Penalty 4801.760528 = -2472594.736270 nChanged 7 SP:Iteration 58Q (35408.760000 sec): 3 clusters Score: Raw -2477399.199016 + Penalty 4801.760528 = -2472597.438488 nChanged 3 SP:Iteration 59Q (35408.820000 sec): 3 clusters Score: Raw -2477400.669970 + Penalty 4801.760528 = -2472598.909442 nChanged 3 SP:Iteration 60F (35408.900000 sec): 3 clusters Score: Raw -2477401.499823 + Penalty 4801.760528 = -2472599.739295 nChanged 1 SP:Iteration 61Q (35408.970000 sec): 3 clusters Score: Raw -2477402.006350 + Penalty 4801.760528 = -2472600.245822 nChanged 1 SP:Iteration 62Q (35409.030000 sec): 3 clusters Score: Raw -2477402.217446 + Penalty 4801.760528 = -2472600.456919 nChanged 0 SP:Iteration 63F (35409.110000 sec): 3 clusters Score: Raw -2477402.217446 + Penalty 4801.760528 = -2472600.456919 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 28 (399081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35410.930000 sec): 2 clusters Score: Raw -64207680.023412 + Penalty 3198.436081 = -64204481.587331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35413.020000 sec): 3 clusters Score: Raw -63941320.220548 + Penalty 6396.872163 = -63934923.348386 nChanged 194268 SP:Iteration 1F (35415.070000 sec): 3 clusters Score: Raw -64057344.826748 + Penalty 6396.872163 = -64050947.954586 nChanged 10367 SP:Iteration 2Q (35417.190000 sec): 3 clusters Score: Raw -64059799.185904 + Penalty 6396.872163 = -64053402.313741 nChanged 12761 SP:Iteration 3Q (35419.310000 sec): 3 clusters Score: Raw -64063860.075243 + Penalty 6396.872163 = -64057463.203081 nChanged 16355 SP:Iteration 4Q (35421.430000 sec): 3 clusters Score: Raw -64070725.425732 + Penalty 6396.872163 = -64064328.553569 nChanged 20841 SP:Iteration 5F (35423.490000 sec): 3 clusters Score: Raw -64081813.950018 + Penalty 6396.872163 = -64075417.077856 nChanged 25268 SP:Iteration 6F (35425.540000 sec): 3 clusters Score: Raw -64097226.195853 + Penalty 6396.872163 = -64090829.323691 nChanged 27588 SP:Iteration 7F (35427.590000 sec): 3 clusters Score: Raw -64114288.072077 + Penalty 6396.872163 = -64107891.199914 nChanged 25884 SP:Iteration 8F (35429.650000 sec): 3 clusters Score: Raw -64128965.082545 + Penalty 6396.872163 = -64122568.210383 nChanged 21549 SP:Iteration 9F (35431.700000 sec): 3 clusters Score: Raw -64140355.874675 + Penalty 6396.872163 = -64133959.002512 nChanged 17142 SP:Iteration 10Q (35433.760000 sec): 3 clusters Score: Raw -64150349.676257 + Penalty 6396.872163 = -64143952.804095 nChanged 14392 SP:Iteration 11Q (35435.830000 sec): 3 clusters Score: Raw -64160371.317755 + Penalty 6396.872163 = -64153974.445593 nChanged 12750 SP:Iteration 12Q (35437.870000 sec): 3 clusters Score: Raw -64169060.796783 + Penalty 6396.872163 = -64162663.924621 nChanged 10602 SP:Iteration 13Q (35439.890000 sec): 3 clusters Score: Raw -64174821.544710 + Penalty 6396.872163 = -64168424.672547 nChanged 8832 SP:Iteration 14Q (35441.890000 sec): 3 clusters Score: Raw -64178896.134618 + Penalty 6396.872163 = -64172499.262456 nChanged 8284 SP:Iteration 15Q (35443.860000 sec): 3 clusters Score: Raw -64182439.489156 + Penalty 6396.872163 = -64176042.616993 nChanged 7879 SP:Iteration 16Q (35445.800000 sec): 3 clusters Score: Raw -64185794.778014 + Penalty 6396.872163 = -64179397.905852 nChanged 7484 SP:Iteration 17Q (35447.730000 sec): 3 clusters Score: Raw -64189098.820467 + Penalty 6396.872163 = -64182701.948304 nChanged 6968 SP:Iteration 18Q (35449.620000 sec): 3 clusters Score: Raw -64192350.971209 + Penalty 6396.872163 = -64185954.099047 nChanged 6401 SP:Iteration 19Q (35451.470000 sec): 3 clusters Score: Raw -64195502.641485 + Penalty 6396.872163 = -64189105.769323 nChanged 5762 SP:Iteration 20F (35453.510000 sec): 3 clusters Score: Raw -64198343.400366 + Penalty 6396.872163 = -64191946.528204 nChanged 5149 SP:Iteration 21Q (35455.290000 sec): 3 clusters Score: Raw -64200790.838431 + Penalty 6396.872163 = -64194393.966269 nChanged 4426 SP:Iteration 22Q (35457.040000 sec): 3 clusters Score: Raw -64202689.194468 + Penalty 6396.872163 = -64196292.322305 nChanged 3760 SP:Iteration 23Q (35458.790000 sec): 3 clusters Score: Raw -64204033.538566 + Penalty 6396.872163 = -64197636.666403 nChanged 3156 SP:Iteration 24Q (35460.510000 sec): 3 clusters Score: Raw -64204957.401923 + Penalty 6396.872163 = -64198560.529760 nChanged 2611 SP:Iteration 25Q (35462.190000 sec): 3 clusters Score: Raw -64205591.322282 + Penalty 6396.872163 = -64199194.450119 nChanged 2225 SP:Iteration 26Q (35463.880000 sec): 3 clusters Score: Raw -64206035.339767 + Penalty 6396.872163 = -64199638.467604 nChanged 1831 SP:Iteration 27Q (35465.560000 sec): 3 clusters Score: Raw -64206335.043968 + Penalty 6396.872163 = -64199938.171806 nChanged 1604 SP:Iteration 28Q (35467.230000 sec): 3 clusters Score: Raw -64206562.217292 + Penalty 6396.872163 = -64200165.345129 nChanged 1374 SP:Iteration 29Q (35468.890000 sec): 3 clusters Score: Raw -64206733.185094 + Penalty 6396.872163 = -64200336.312932 nChanged 1250 SP:Iteration 30Q (35470.540000 sec): 3 clusters Score: Raw -64206872.333447 + Penalty 6396.872163 = -64200475.461284 nChanged 1117 SP:Iteration 31Q (35472.170000 sec): 3 clusters Score: Raw -64206987.180102 + Penalty 6396.872163 = -64200590.307939 nChanged 955 SP:Iteration 32Q (35473.820000 sec): 3 clusters Score: Raw -64207070.292317 + Penalty 6396.872163 = -64200673.420154 nChanged 833 SP:Iteration 33Q (35475.430000 sec): 3 clusters Score: Raw -64207135.217064 + Penalty 6396.872163 = -64200738.344902 nChanged 723 SP:Iteration 34Q (35477.070000 sec): 3 clusters Score: Raw -64207188.797810 + Penalty 6396.872163 = -64200791.925648 nChanged 686 SP:Iteration 35Q (35478.700000 sec): 3 clusters Score: Raw -64207236.019712 + Penalty 6396.872163 = -64200839.147549 nChanged 620 SP:Iteration 36Q (35480.330000 sec): 3 clusters Score: Raw -64207276.447489 + Penalty 6396.872163 = -64200879.575326 nChanged 561 SP:Iteration 37Q (35481.950000 sec): 3 clusters Score: Raw -64207307.942992 + Penalty 6396.872163 = -64200911.070829 nChanged 473 SP:Iteration 38Q (35483.580000 sec): 3 clusters Score: Raw -64207331.448830 + Penalty 6396.872163 = -64200934.576667 nChanged 415 SP:Iteration 39Q (35485.200000 sec): 3 clusters Score: Raw -64207351.035356 + Penalty 6396.872163 = -64200954.163194 nChanged 371 SP:Iteration 40F (35487.240000 sec): 3 clusters Score: Raw -64207367.490780 + Penalty 6396.872163 = -64200970.618618 nChanged 345 SP:Iteration 41Q (35488.850000 sec): 3 clusters Score: Raw -64207382.027450 + Penalty 6396.872163 = -64200985.155287 nChanged 305 SP:Iteration 42Q (35490.450000 sec): 3 clusters Score: Raw -64207393.915894 + Penalty 6396.872163 = -64200997.043731 nChanged 290 SP:Iteration 43Q (35492.060000 sec): 3 clusters Score: Raw -64207405.305923 + Penalty 6396.872163 = -64201008.433760 nChanged 269 SP:Iteration 44Q (35493.680000 sec): 3 clusters Score: Raw -64207415.294341 + Penalty 6396.872163 = -64201018.422178 nChanged 245 SP:Iteration 45Q (35495.310000 sec): 3 clusters Score: Raw -64207423.607670 + Penalty 6396.872163 = -64201026.735507 nChanged 226 SP:Iteration 46Q (35496.930000 sec): 3 clusters Score: Raw -64207430.710698 + Penalty 6396.872163 = -64201033.838536 nChanged 222 SP:Iteration 47Q (35498.530000 sec): 3 clusters Score: Raw -64207437.702399 + Penalty 6396.872163 = -64201040.830236 nChanged 205 SP:Iteration 48Q (35500.130000 sec): 3 clusters Score: Raw -64207443.564079 + Penalty 6396.872163 = -64201046.691917 nChanged 171 SP:Iteration 49Q (35501.730000 sec): 3 clusters Score: Raw -64207447.789792 + Penalty 6396.872163 = -64201050.917629 nChanged 150 SP:Iteration 50Q (35503.330000 sec): 3 clusters Score: Raw -64207451.464608 + Penalty 6396.872163 = -64201054.592445 nChanged 147 SP:Iteration 51Q (35504.950000 sec): 3 clusters Score: Raw -64207455.087719 + Penalty 6396.872163 = -64201058.215556 nChanged 129 SP:Iteration 52Q (35506.580000 sec): 3 clusters Score: Raw -64207457.891512 + Penalty 6396.872163 = -64201061.019349 nChanged 113 SP:Iteration 53Q (35508.200000 sec): 3 clusters Score: Raw -64207460.509380 + Penalty 6396.872163 = -64201063.637218 nChanged 110 SP:Iteration 54Q (35509.810000 sec): 3 clusters Score: Raw -64207462.713298 + Penalty 6396.872163 = -64201065.841135 nChanged 100 SP:Iteration 55Q (35511.430000 sec): 3 clusters Score: Raw -64207464.622872 + Penalty 6396.872163 = -64201067.750710 nChanged 90 SP:Iteration 56Q (35513.050000 sec): 3 clusters Score: Raw -64207466.267276 + Penalty 6396.872163 = -64201069.395114 nChanged 77 SP:Iteration 57Q (35514.660000 sec): 3 clusters Score: Raw -64207467.540615 + Penalty 6396.872163 = -64201070.668453 nChanged 61 SP:Iteration 58Q (35516.280000 sec): 3 clusters Score: Raw -64207468.360292 + Penalty 6396.872163 = -64201071.488130 nChanged 51 SP:Iteration 59Q (35517.890000 sec): 3 clusters Score: Raw -64207468.970783 + Penalty 6396.872163 = -64201072.098621 nChanged 39 SP:Iteration 60F (35519.920000 sec): 3 clusters Score: Raw -64207469.471376 + Penalty 6396.872163 = -64201072.599213 nChanged 31 SP:Iteration 61Q (35521.520000 sec): 3 clusters Score: Raw -64207469.857633 + Penalty 6396.872163 = -64201072.985470 nChanged 26 SP:Iteration 62Q (35523.110000 sec): 3 clusters Score: Raw -64207470.197342 + Penalty 6396.872163 = -64201073.325180 nChanged 22 SP:Iteration 63Q (35524.700000 sec): 3 clusters Score: Raw -64207470.476527 + Penalty 6396.872163 = -64201073.604364 nChanged 22 SP:Iteration 64Q (35526.300000 sec): 3 clusters Score: Raw -64207470.720021 + Penalty 6396.872163 = -64201073.847858 nChanged 18 SP:Iteration 65Q (35527.890000 sec): 3 clusters Score: Raw -64207470.921936 + Penalty 6396.872163 = -64201074.049773 nChanged 20 SP:Iteration 66Q (35529.480000 sec): 3 clusters Score: Raw -64207471.134007 + Penalty 6396.872163 = -64201074.261844 nChanged 18 SP:Iteration 67Q (35531.080000 sec): 3 clusters Score: Raw -64207471.307370 + Penalty 6396.872163 = -64201074.435207 nChanged 20 SP:Iteration 68Q (35532.670000 sec): 3 clusters Score: Raw -64207471.520943 + Penalty 6396.872163 = -64201074.648780 nChanged 13 SP:Iteration 69Q (35534.260000 sec): 3 clusters Score: Raw -64207471.670978 + Penalty 6396.872163 = -64201074.798815 nChanged 18 SP:Iteration 70Q (35535.850000 sec): 3 clusters Score: Raw -64207471.865750 + Penalty 6396.872163 = -64201074.993587 nChanged 10 SP:Iteration 71Q (35537.440000 sec): 3 clusters Score: Raw -64207471.987598 + Penalty 6396.872163 = -64201075.115435 nChanged 13 SP:Iteration 72Q (35539.040000 sec): 3 clusters Score: Raw -64207472.179360 + Penalty 6396.872163 = -64201075.307198 nChanged 10 SP:Iteration 73Q (35540.630000 sec): 3 clusters Score: Raw -64207472.306942 + Penalty 6396.872163 = -64201075.434780 nChanged 12 SP:Iteration 74Q (35542.220000 sec): 3 clusters Score: Raw -64207472.465182 + Penalty 6396.872163 = -64201075.593019 nChanged 16 SP:Iteration 75Q (35543.810000 sec): 3 clusters Score: Raw -64207472.682652 + Penalty 6396.872163 = -64201075.810489 nChanged 15 SP:Iteration 76Q (35545.410000 sec): 3 clusters Score: Raw -64207472.850529 + Penalty 6396.872163 = -64201075.978367 nChanged 11 SP:Iteration 77Q (35547.000000 sec): 3 clusters Score: Raw -64207472.946026 + Penalty 6396.872163 = -64201076.073864 nChanged 9 SP:Iteration 78Q (35548.590000 sec): 3 clusters Score: Raw -64207473.043687 + Penalty 6396.872163 = -64201076.171524 nChanged 7 SP:Iteration 79Q (35550.190000 sec): 3 clusters Score: Raw -64207473.125095 + Penalty 6396.872163 = -64201076.252932 nChanged 6 SP:Iteration 80F (35552.230000 sec): 3 clusters Score: Raw -64207473.201691 + Penalty 6396.872163 = -64201076.329528 nChanged 5 SP:Iteration 81Q (35553.830000 sec): 3 clusters Score: Raw -64207473.248657 + Penalty 6396.872163 = -64201076.376494 nChanged 5 SP:Iteration 82Q (35555.420000 sec): 3 clusters Score: Raw -64207473.279773 + Penalty 6396.872163 = -64201076.407610 nChanged 7 SP:Iteration 83Q (35557.020000 sec): 3 clusters Score: Raw -64207473.325341 + Penalty 6396.872163 = -64201076.453178 nChanged 3 SP:Iteration 84Q (35558.610000 sec): 3 clusters Score: Raw -64207473.351235 + Penalty 6396.872163 = -64201076.479072 nChanged 4 SP:Iteration 85Q (35560.210000 sec): 3 clusters Score: Raw -64207473.379188 + Penalty 6396.872163 = -64201076.507025 nChanged 5 SP:Iteration 86Q (35561.810000 sec): 3 clusters Score: Raw -64207473.411311 + Penalty 6396.872163 = -64201076.539148 nChanged 2 SP:Iteration 87Q (35563.400000 sec): 3 clusters Score: Raw -64207473.442563 + Penalty 6396.872163 = -64201076.570400 nChanged 4 SP:Iteration 88Q (35564.990000 sec): 3 clusters Score: Raw -64207473.489404 + Penalty 6396.872163 = -64201076.617242 nChanged 5 SP:Iteration 89Q (35566.590000 sec): 3 clusters Score: Raw -64207473.544042 + Penalty 6396.872163 = -64201076.671879 nChanged 4 SP:Iteration 90Q (35568.180000 sec): 3 clusters Score: Raw -64207473.562609 + Penalty 6396.872163 = -64201076.690446 nChanged 6 SP:Iteration 91Q (35569.780000 sec): 3 clusters Score: Raw -64207473.616051 + Penalty 6396.872163 = -64201076.743888 nChanged 6 SP:Iteration 92Q (35571.370000 sec): 3 clusters Score: Raw -64207473.669162 + Penalty 6396.872163 = -64201076.796999 nChanged 3 SP:Iteration 93Q (35572.960000 sec): 3 clusters Score: Raw -64207473.688748 + Penalty 6396.872163 = -64201076.816585 nChanged 2 SP:Iteration 94Q (35574.560000 sec): 3 clusters Score: Raw -64207473.698950 + Penalty 6396.872163 = -64201076.826787 nChanged 2 SP:Iteration 95Q (35576.150000 sec): 3 clusters Score: Raw -64207473.715301 + Penalty 6396.872163 = -64201076.843138 nChanged 1 SP:Iteration 96Q (35577.740000 sec): 3 clusters Score: Raw -64207473.719832 + Penalty 6396.872163 = -64201076.847670 nChanged 1 SP:Iteration 97Q (35579.340000 sec): 3 clusters Score: Raw -64207473.726276 + Penalty 6396.872163 = -64201076.854113 nChanged 0 SP:Iteration 98F (35581.380000 sec): 3 clusters Score: Raw -64207473.726276 + Penalty 6396.872163 = -64201076.854113 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 29 (55159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35581.800000 sec): 2 clusters Score: Raw -8881826.054344 + Penalty 2707.657850 = -8879118.396494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35582.080000 sec): 3 clusters Score: Raw -8847491.725576 + Penalty 5415.315701 = -8842076.409876 nChanged 25663 SP:Iteration 1F (35582.370000 sec): 3 clusters Score: Raw -8861983.991681 + Penalty 5415.315701 = -8856568.675980 nChanged 2451 SP:Iteration 2Q (35582.660000 sec): 3 clusters Score: Raw -8862860.417734 + Penalty 5415.315701 = -8857445.102034 nChanged 2735 SP:Iteration 3Q (35582.950000 sec): 3 clusters Score: Raw -8864062.673594 + Penalty 5415.315701 = -8858647.357893 nChanged 3171 SP:Iteration 4F (35583.230000 sec): 3 clusters Score: Raw -8865837.576612 + Penalty 5415.315701 = -8860422.260911 nChanged 3683 SP:Iteration 5F (35583.510000 sec): 3 clusters Score: Raw -8868366.722852 + Penalty 5415.315701 = -8862951.407152 nChanged 3954 SP:Iteration 6F (35583.800000 sec): 3 clusters Score: Raw -8871650.040466 + Penalty 5415.315701 = -8866234.724765 nChanged 3654 SP:Iteration 7F (35584.080000 sec): 3 clusters Score: Raw -8875102.153466 + Penalty 5415.315701 = -8869686.837766 nChanged 2977 SP:Iteration 8F (35584.360000 sec): 3 clusters Score: Raw -8877851.083488 + Penalty 5415.315701 = -8872435.767787 nChanged 2236 SP:Iteration 9Q (35584.630000 sec): 3 clusters Score: Raw -8879502.516441 + Penalty 5415.315701 = -8874087.200741 nChanged 1505 SP:Iteration 10Q (35584.890000 sec): 3 clusters Score: Raw -8880404.674475 + Penalty 5415.315701 = -8874989.358775 nChanged 1038 SP:Iteration 11Q (35585.150000 sec): 3 clusters Score: Raw -8880977.399485 + Penalty 5415.315701 = -8875562.083784 nChanged 775 SP:Iteration 12Q (35585.400000 sec): 3 clusters Score: Raw -8881437.947069 + Penalty 5415.315701 = -8876022.631368 nChanged 712 SP:Iteration 13Q (35585.640000 sec): 3 clusters Score: Raw -8881856.860700 + Penalty 5415.315701 = -8876441.544999 nChanged 670 SP:Iteration 14Q (35585.890000 sec): 3 clusters Score: Raw -8882202.369894 + Penalty 5415.315701 = -8876787.054193 nChanged 565 SP:Iteration 15Q (35586.130000 sec): 3 clusters Score: Raw -8882439.735670 + Penalty 5415.315701 = -8877024.419970 nChanged 454 SP:Iteration 16Q (35586.370000 sec): 3 clusters Score: Raw -8882605.538556 + Penalty 5415.315701 = -8877190.222855 nChanged 402 SP:Iteration 17Q (35586.600000 sec): 3 clusters Score: Raw -8882728.513633 + Penalty 5415.315701 = -8877313.197932 nChanged 342 SP:Iteration 18Q (35586.840000 sec): 3 clusters Score: Raw -8882835.231184 + Penalty 5415.315701 = -8877419.915484 nChanged 367 SP:Iteration 19Q (35587.070000 sec): 3 clusters Score: Raw -8882949.069954 + Penalty 5415.315701 = -8877533.754254 nChanged 324 SP:Iteration 20F (35587.350000 sec): 3 clusters Score: Raw -8883058.326134 + Penalty 5415.315701 = -8877643.010434 nChanged 339 SP:Iteration 21Q (35587.590000 sec): 3 clusters Score: Raw -8883193.661745 + Penalty 5415.315701 = -8877778.346045 nChanged 305 SP:Iteration 22Q (35587.830000 sec): 3 clusters Score: Raw -8883304.577286 + Penalty 5415.315701 = -8877889.261586 nChanged 272 SP:Iteration 23Q (35588.060000 sec): 3 clusters Score: Raw -8883409.358388 + Penalty 5415.315701 = -8877994.042688 nChanged 267 SP:Iteration 24Q (35588.290000 sec): 3 clusters Score: Raw -8883507.522289 + Penalty 5415.315701 = -8878092.206589 nChanged 224 SP:Iteration 25Q (35588.520000 sec): 3 clusters Score: Raw -8883590.268206 + Penalty 5415.315701 = -8878174.952506 nChanged 231 SP:Iteration 26Q (35588.750000 sec): 3 clusters Score: Raw -8883660.054437 + Penalty 5415.315701 = -8878244.738736 nChanged 183 SP:Iteration 27Q (35588.980000 sec): 3 clusters Score: Raw -8883717.597777 + Penalty 5415.315701 = -8878302.282076 nChanged 175 SP:Iteration 28Q (35589.210000 sec): 3 clusters Score: Raw -8883760.664449 + Penalty 5415.315701 = -8878345.348748 nChanged 159 SP:Iteration 29Q (35589.440000 sec): 3 clusters Score: Raw -8883794.866675 + Penalty 5415.315701 = -8878379.550975 nChanged 132 SP:Iteration 30Q (35589.670000 sec): 3 clusters Score: Raw -8883818.176515 + Penalty 5415.315701 = -8878402.860814 nChanged 110 SP:Iteration 31Q (35589.890000 sec): 3 clusters Score: Raw -8883834.009768 + Penalty 5415.315701 = -8878418.694068 nChanged 86 SP:Iteration 32Q (35590.120000 sec): 3 clusters Score: Raw -8883844.187138 + Penalty 5415.315701 = -8878428.871438 nChanged 58 SP:Iteration 33Q (35590.340000 sec): 3 clusters Score: Raw -8883850.256397 + Penalty 5415.315701 = -8878434.940697 nChanged 46 SP:Iteration 34Q (35590.570000 sec): 3 clusters Score: Raw -8883855.674753 + Penalty 5415.315701 = -8878440.359052 nChanged 46 SP:Iteration 35Q (35590.800000 sec): 3 clusters Score: Raw -8883861.014044 + Penalty 5415.315701 = -8878445.698344 nChanged 38 SP:Iteration 36Q (35591.020000 sec): 3 clusters Score: Raw -8883864.277254 + Penalty 5415.315701 = -8878448.961554 nChanged 27 SP:Iteration 37Q (35591.240000 sec): 3 clusters Score: Raw -8883866.791664 + Penalty 5415.315701 = -8878451.475964 nChanged 29 SP:Iteration 38Q (35591.470000 sec): 3 clusters Score: Raw -8883869.670554 + Penalty 5415.315701 = -8878454.354854 nChanged 20 SP:Iteration 39Q (35591.690000 sec): 3 clusters Score: Raw -8883871.719413 + Penalty 5415.315701 = -8878456.403713 nChanged 30 SP:Iteration 40F (35591.980000 sec): 3 clusters Score: Raw -8883874.393211 + Penalty 5415.315701 = -8878459.077511 nChanged 23 SP:Iteration 41Q (35592.200000 sec): 3 clusters Score: Raw -8883876.386700 + Penalty 5415.315701 = -8878461.071000 nChanged 22 SP:Iteration 42Q (35592.430000 sec): 3 clusters Score: Raw -8883878.444627 + Penalty 5415.315701 = -8878463.128926 nChanged 19 SP:Iteration 43Q (35592.660000 sec): 3 clusters Score: Raw -8883880.284717 + Penalty 5415.315701 = -8878464.969016 nChanged 19 SP:Iteration 44Q (35592.880000 sec): 3 clusters Score: Raw -8883882.347706 + Penalty 5415.315701 = -8878467.032005 nChanged 26 SP:Iteration 45Q (35593.110000 sec): 3 clusters Score: Raw -8883885.159750 + Penalty 5415.315701 = -8878469.844050 nChanged 25 SP:Iteration 46Q (35593.330000 sec): 3 clusters Score: Raw -8883887.685211 + Penalty 5415.315701 = -8878472.369510 nChanged 25 SP:Iteration 47Q (35593.550000 sec): 3 clusters Score: Raw -8883890.159926 + Penalty 5415.315701 = -8878474.844226 nChanged 26 SP:Iteration 48Q (35593.780000 sec): 3 clusters Score: Raw -8883892.830813 + Penalty 5415.315701 = -8878477.515112 nChanged 27 SP:Iteration 49Q (35594.010000 sec): 3 clusters Score: Raw -8883895.101923 + Penalty 5415.315701 = -8878479.786223 nChanged 15 SP:Iteration 50Q (35594.240000 sec): 3 clusters Score: Raw -8883896.343038 + Penalty 5415.315701 = -8878481.027338 nChanged 14 SP:Iteration 51Q (35594.460000 sec): 3 clusters Score: Raw -8883897.633201 + Penalty 5415.315701 = -8878482.317501 nChanged 13 SP:Iteration 52Q (35594.690000 sec): 3 clusters Score: Raw -8883898.566177 + Penalty 5415.315701 = -8878483.250476 nChanged 15 SP:Iteration 53Q (35594.920000 sec): 3 clusters Score: Raw -8883899.681891 + Penalty 5415.315701 = -8878484.366191 nChanged 17 SP:Iteration 54Q (35595.140000 sec): 3 clusters Score: Raw -8883900.998312 + Penalty 5415.315701 = -8878485.682612 nChanged 13 SP:Iteration 55Q (35595.370000 sec): 3 clusters Score: Raw -8883902.000720 + Penalty 5415.315701 = -8878486.685019 nChanged 14 SP:Iteration 56Q (35595.600000 sec): 3 clusters Score: Raw -8883903.801456 + Penalty 5415.315701 = -8878488.485756 nChanged 13 SP:Iteration 57Q (35595.820000 sec): 3 clusters Score: Raw -8883905.372817 + Penalty 5415.315701 = -8878490.057116 nChanged 18 SP:Iteration 58Q (35596.040000 sec): 3 clusters Score: Raw -8883907.312155 + Penalty 5415.315701 = -8878491.996455 nChanged 13 SP:Iteration 59Q (35596.270000 sec): 3 clusters Score: Raw -8883908.504767 + Penalty 5415.315701 = -8878493.189066 nChanged 8 SP:Iteration 60F (35596.550000 sec): 3 clusters Score: Raw -8883909.255295 + Penalty 5415.315701 = -8878493.939594 nChanged 8 SP:Iteration 61Q (35596.770000 sec): 3 clusters Score: Raw -8883909.824195 + Penalty 5415.315701 = -8878494.508494 nChanged 6 SP:Iteration 62Q (35597.000000 sec): 3 clusters Score: Raw -8883910.244420 + Penalty 5415.315701 = -8878494.928720 nChanged 6 SP:Iteration 63Q (35597.220000 sec): 3 clusters Score: Raw -8883910.628940 + Penalty 5415.315701 = -8878495.313240 nChanged 3 SP:Iteration 64Q (35597.440000 sec): 3 clusters Score: Raw -8883910.793955 + Penalty 5415.315701 = -8878495.478255 nChanged 1 SP:Iteration 65Q (35597.670000 sec): 3 clusters Score: Raw -8883910.849242 + Penalty 5415.315701 = -8878495.533542 nChanged 2 SP:Iteration 66Q (35597.900000 sec): 3 clusters Score: Raw -8883910.967586 + Penalty 5415.315701 = -8878495.651886 nChanged 2 SP:Iteration 67Q (35598.130000 sec): 3 clusters Score: Raw -8883911.102516 + Penalty 5415.315701 = -8878495.786816 nChanged 4 SP:Iteration 68Q (35598.360000 sec): 3 clusters Score: Raw -8883911.518845 + Penalty 5415.315701 = -8878496.203145 nChanged 7 SP:Iteration 69Q (35598.590000 sec): 3 clusters Score: Raw -8883912.075598 + Penalty 5415.315701 = -8878496.759897 nChanged 9 SP:Iteration 70Q (35598.810000 sec): 3 clusters Score: Raw -8883912.901344 + Penalty 5415.315701 = -8878497.585643 nChanged 9 SP:Iteration 71Q (35599.040000 sec): 3 clusters Score: Raw -8883913.460950 + Penalty 5415.315701 = -8878498.145249 nChanged 5 SP:Iteration 72Q (35599.270000 sec): 3 clusters Score: Raw -8883913.871014 + Penalty 5415.315701 = -8878498.555313 nChanged 5 SP:Iteration 73Q (35599.490000 sec): 3 clusters Score: Raw -8883914.366372 + Penalty 5415.315701 = -8878499.050671 nChanged 7 SP:Iteration 74Q (35599.720000 sec): 3 clusters Score: Raw -8883914.790493 + Penalty 5415.315701 = -8878499.474792 nChanged 2 SP:Iteration 75Q (35599.950000 sec): 3 clusters Score: Raw -8883914.970784 + Penalty 5415.315701 = -8878499.655084 nChanged 0 SP:Iteration 76F (35600.230000 sec): 3 clusters Score: Raw -8883914.970784 + Penalty 5415.315701 = -8878499.655084 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 30 (14430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35600.310000 sec): 2 clusters Score: Raw -2326903.792129 + Penalty 2375.112034 = -2324528.680096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35600.380000 sec): 3 clusters Score: Raw -2318707.756289 + Penalty 4750.224067 = -2313957.532222 nChanged 6205 SP:Iteration 1F (35600.460000 sec): 3 clusters Score: Raw -2322139.071745 + Penalty 4750.224067 = -2317388.847677 nChanged 889 SP:Iteration 2F (35600.530000 sec): 3 clusters Score: Raw -2322575.424872 + Penalty 4750.224067 = -2317825.200804 nChanged 794 SP:Iteration 3F (35600.600000 sec): 3 clusters Score: Raw -2322956.349546 + Penalty 4750.224067 = -2318206.125479 nChanged 741 SP:Iteration 4F (35600.670000 sec): 3 clusters Score: Raw -2323369.433867 + Penalty 4750.224067 = -2318619.209800 nChanged 707 SP:Iteration 5Q (35600.740000 sec): 3 clusters Score: Raw -2323864.332587 + Penalty 4750.224067 = -2319114.108520 nChanged 785 SP:Iteration 6F (35600.820000 sec): 3 clusters Score: Raw -2324449.380288 + Penalty 4750.224067 = -2319699.156220 nChanged 794 SP:Iteration 7F (35600.880000 sec): 3 clusters Score: Raw -2325069.589823 + Penalty 4750.224067 = -2320319.365755 nChanged 775 SP:Iteration 8F (35600.960000 sec): 3 clusters Score: Raw -2325635.539282 + Penalty 4750.224067 = -2320885.315215 nChanged 754 SP:Iteration 9F (35601.030000 sec): 3 clusters Score: Raw -2326149.301514 + Penalty 4750.224067 = -2321399.077447 nChanged 653 SP:Iteration 10Q (35601.100000 sec): 3 clusters Score: Raw -2326576.776970 + Penalty 4750.224067 = -2321826.552903 nChanged 534 SP:Iteration 11Q (35601.170000 sec): 3 clusters Score: Raw -2326914.551151 + Penalty 4750.224067 = -2322164.327084 nChanged 450 SP:Iteration 12Q (35601.240000 sec): 3 clusters Score: Raw -2327211.089970 + Penalty 4750.224067 = -2322460.865902 nChanged 365 SP:Iteration 13Q (35601.300000 sec): 3 clusters Score: Raw -2327443.248488 + Penalty 4750.224067 = -2322693.024421 nChanged 299 SP:Iteration 14Q (35601.370000 sec): 3 clusters Score: Raw -2327610.804081 + Penalty 4750.224067 = -2322860.580014 nChanged 253 SP:Iteration 15Q (35601.440000 sec): 3 clusters Score: Raw -2327747.589958 + Penalty 4750.224067 = -2322997.365891 nChanged 217 SP:Iteration 16Q (35601.500000 sec): 3 clusters Score: Raw -2327881.057341 + Penalty 4750.224067 = -2323130.833274 nChanged 214 SP:Iteration 17Q (35601.570000 sec): 3 clusters Score: Raw -2328030.740151 + Penalty 4750.224067 = -2323280.516084 nChanged 198 SP:Iteration 18Q (35601.630000 sec): 3 clusters Score: Raw -2328191.830518 + Penalty 4750.224067 = -2323441.606451 nChanged 192 SP:Iteration 19Q (35601.700000 sec): 3 clusters Score: Raw -2328386.303165 + Penalty 4750.224067 = -2323636.079098 nChanged 196 SP:Iteration 20F (35601.770000 sec): 3 clusters Score: Raw -2328585.516206 + Penalty 4750.224067 = -2323835.292138 nChanged 167 SP:Iteration 21Q (35601.830000 sec): 3 clusters Score: Raw -2328716.445840 + Penalty 4750.224067 = -2323966.221773 nChanged 148 SP:Iteration 22Q (35601.890000 sec): 3 clusters Score: Raw -2328813.879613 + Penalty 4750.224067 = -2324063.655546 nChanged 128 SP:Iteration 23Q (35601.950000 sec): 3 clusters Score: Raw -2328888.076386 + Penalty 4750.224067 = -2324137.852319 nChanged 97 SP:Iteration 24Q (35602.010000 sec): 3 clusters Score: Raw -2328928.951325 + Penalty 4750.224067 = -2324178.727258 nChanged 76 SP:Iteration 25Q (35602.070000 sec): 3 clusters Score: Raw -2328959.745890 + Penalty 4750.224067 = -2324209.521823 nChanged 51 SP:Iteration 26Q (35602.130000 sec): 3 clusters Score: Raw -2328976.974509 + Penalty 4750.224067 = -2324226.750441 nChanged 39 SP:Iteration 27Q (35602.180000 sec): 3 clusters Score: Raw -2328987.033935 + Penalty 4750.224067 = -2324236.809868 nChanged 35 SP:Iteration 28Q (35602.240000 sec): 3 clusters Score: Raw -2328997.505668 + Penalty 4750.224067 = -2324247.281600 nChanged 26 SP:Iteration 29Q (35602.300000 sec): 3 clusters Score: Raw -2329004.319938 + Penalty 4750.224067 = -2324254.095871 nChanged 23 SP:Iteration 30Q (35602.350000 sec): 3 clusters Score: Raw -2329009.603965 + Penalty 4750.224067 = -2324259.379897 nChanged 25 SP:Iteration 31Q (35602.410000 sec): 3 clusters Score: Raw -2329016.000554 + Penalty 4750.224067 = -2324265.776486 nChanged 24 SP:Iteration 32Q (35602.470000 sec): 3 clusters Score: Raw -2329021.830222 + Penalty 4750.224067 = -2324271.606154 nChanged 18 SP:Iteration 33Q (35602.520000 sec): 3 clusters Score: Raw -2329026.070090 + Penalty 4750.224067 = -2324275.846023 nChanged 17 SP:Iteration 34Q (35602.580000 sec): 3 clusters Score: Raw -2329029.313797 + Penalty 4750.224067 = -2324279.089730 nChanged 15 SP:Iteration 35Q (35602.640000 sec): 3 clusters Score: Raw -2329032.263335 + Penalty 4750.224067 = -2324282.039268 nChanged 7 SP:Iteration 36Q (35602.690000 sec): 3 clusters Score: Raw -2329033.552738 + Penalty 4750.224067 = -2324283.328671 nChanged 4 SP:Iteration 37Q (35602.750000 sec): 3 clusters Score: Raw -2329034.323233 + Penalty 4750.224067 = -2324284.099165 nChanged 4 SP:Iteration 38Q (35602.800000 sec): 3 clusters Score: Raw -2329034.742355 + Penalty 4750.224067 = -2324284.518288 nChanged 0 SP:Iteration 39F (35602.870000 sec): 3 clusters Score: Raw -2329034.742355 + Penalty 4750.224067 = -2324284.518288 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 31 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35602.890000 sec): 2 clusters Score: Raw -57510.543620 + Penalty 1465.204569 = -56045.339051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35602.890000 sec): 3 clusters Score: Raw -57575.751088 + Penalty 2930.409137 = -54645.341951 nChanged 45 SP:Iteration 1F (35602.890000 sec): 3 clusters Score: Raw -57693.991665 + Penalty 2930.409137 = -54763.582528 nChanged 11 SP:Iteration 2Q (35602.890000 sec): 3 clusters Score: Raw -57731.853954 + Penalty 2930.409137 = -54801.444817 nChanged 7 SP:Iteration 3Q (35602.890000 sec): 3 clusters Score: Raw -57753.146029 + Penalty 2930.409137 = -54822.736892 nChanged 1 SP:Iteration 4Q (35602.900000 sec): 3 clusters Score: Raw -57754.700866 + Penalty 2930.409137 = -54824.291729 nChanged 0 SP:Iteration 5F (35602.900000 sec): 3 clusters Score: Raw -57754.700866 + Penalty 2930.409137 = -54824.291729 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 32 (4698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35602.930000 sec): 2 clusters Score: Raw -714121.674573 + Penalty 2096.813257 = -712024.861316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35602.950000 sec): 3 clusters Score: Raw -711872.010956 + Penalty 4193.626514 = -707678.384442 nChanged 1840 SP:Iteration 1F (35602.970000 sec): 3 clusters Score: Raw -713168.266313 + Penalty 4193.626514 = -708974.639799 nChanged 458 SP:Iteration 2F (35602.990000 sec): 3 clusters Score: Raw -713696.144617 + Penalty 4193.626514 = -709502.518103 nChanged 389 SP:Iteration 3F (35603.020000 sec): 3 clusters Score: Raw -714102.975556 + Penalty 4193.626514 = -709909.349042 nChanged 318 SP:Iteration 4F (35603.040000 sec): 3 clusters Score: Raw -714414.179199 + Penalty 4193.626514 = -710220.552685 nChanged 251 SP:Iteration 5F (35603.070000 sec): 3 clusters Score: Raw -714633.802944 + Penalty 4193.626514 = -710440.176430 nChanged 210 SP:Iteration 6Q (35603.090000 sec): 3 clusters Score: Raw -714812.443503 + Penalty 4193.626514 = -710618.816989 nChanged 151 SP:Iteration 7Q (35603.110000 sec): 3 clusters Score: Raw -714944.372356 + Penalty 4193.626514 = -710750.745842 nChanged 147 SP:Iteration 8Q (35603.130000 sec): 3 clusters Score: Raw -715063.525763 + Penalty 4193.626514 = -710869.899249 nChanged 101 SP:Iteration 9Q (35603.150000 sec): 3 clusters Score: Raw -715157.815594 + Penalty 4193.626514 = -710964.189080 nChanged 87 SP:Iteration 10Q (35603.170000 sec): 3 clusters Score: Raw -715228.289085 + Penalty 4193.626514 = -711034.662571 nChanged 54 SP:Iteration 11Q (35603.200000 sec): 3 clusters Score: Raw -715264.536984 + Penalty 4193.626514 = -711070.910470 nChanged 31 SP:Iteration 12Q (35603.220000 sec): 3 clusters Score: Raw -715284.576326 + Penalty 4193.626514 = -711090.949812 nChanged 30 SP:Iteration 13Q (35603.240000 sec): 3 clusters Score: Raw -715299.139837 + Penalty 4193.626514 = -711105.513323 nChanged 19 SP:Iteration 14Q (35603.260000 sec): 3 clusters Score: Raw -715309.030487 + Penalty 4193.626514 = -711115.403973 nChanged 18 SP:Iteration 15Q (35603.280000 sec): 3 clusters Score: Raw -715316.976971 + Penalty 4193.626514 = -711123.350457 nChanged 19 SP:Iteration 16Q (35603.300000 sec): 3 clusters Score: Raw -715326.340872 + Penalty 4193.626514 = -711132.714358 nChanged 12 SP:Iteration 17Q (35603.320000 sec): 3 clusters Score: Raw -715330.460848 + Penalty 4193.626514 = -711136.834334 nChanged 7 SP:Iteration 18Q (35603.350000 sec): 3 clusters Score: Raw -715334.265552 + Penalty 4193.626514 = -711140.639038 nChanged 3 SP:Iteration 19Q (35603.370000 sec): 3 clusters Score: Raw -715335.285478 + Penalty 4193.626514 = -711141.658964 nChanged 1 SP:Iteration 20F (35603.390000 sec): 3 clusters Score: Raw -715335.826434 + Penalty 4193.626514 = -711142.199920 nChanged 2 SP:Iteration 21Q (35603.410000 sec): 3 clusters Score: Raw -715336.427854 + Penalty 4193.626514 = -711142.801340 nChanged 3 SP:Iteration 22Q (35603.430000 sec): 3 clusters Score: Raw -715338.107216 + Penalty 4193.626514 = -711144.480702 nChanged 2 SP:Iteration 23Q (35603.450000 sec): 3 clusters Score: Raw -715338.763600 + Penalty 4193.626514 = -711145.137086 nChanged 2 SP:Iteration 24Q (35603.470000 sec): 3 clusters Score: Raw -715339.162699 + Penalty 4193.626514 = -711145.536186 nChanged 2 SP:Iteration 25Q (35603.490000 sec): 3 clusters Score: Raw -715340.127244 + Penalty 4193.626514 = -711146.500730 nChanged 3 SP:Iteration 26Q (35603.510000 sec): 3 clusters Score: Raw -715341.173444 + Penalty 4193.626514 = -711147.546930 nChanged 2 SP:Iteration 27Q (35603.530000 sec): 3 clusters Score: Raw -715341.686195 + Penalty 4193.626514 = -711148.059681 nChanged 2 SP:Iteration 28Q (35603.550000 sec): 3 clusters Score: Raw -715342.234572 + Penalty 4193.626514 = -711148.608058 nChanged 0 SP:Iteration 29F (35603.580000 sec): 3 clusters Score: Raw -715342.234572 + Penalty 4193.626514 = -711148.608058 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 33 (398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35603.590000 sec): 2 clusters Score: Raw -56601.438893 + Penalty 1484.640097 = -55116.798796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35603.590000 sec): 3 clusters Score: Raw -56740.836798 + Penalty 2969.280195 = -53771.556604 nChanged 73 SP:Iteration 1F (35603.590000 sec): 3 clusters Score: Raw -57015.820744 + Penalty 2969.280195 = -54046.540549 nChanged 25 SP:Iteration 2F (35603.590000 sec): 3 clusters Score: Raw -57130.897170 + Penalty 2969.280195 = -54161.616975 nChanged 21 SP:Iteration 3F (35603.590000 sec): 3 clusters Score: Raw -57203.383464 + Penalty 2969.280195 = -54234.103269 nChanged 14 SP:Iteration 4Q (35603.590000 sec): 3 clusters Score: Raw -57266.377769 + Penalty 2969.280195 = -54297.097574 nChanged 11 SP:Iteration 5Q (35603.600000 sec): 3 clusters Score: Raw -57312.997340 + Penalty 2969.280195 = -54343.717145 nChanged 12 SP:Iteration 6Q (35603.600000 sec): 3 clusters Score: Raw -57376.375416 + Penalty 2969.280195 = -54407.095221 nChanged 6 SP:Iteration 7Q (35603.600000 sec): 3 clusters Score: Raw -57399.149012 + Penalty 2969.280195 = -54429.868817 nChanged 5 SP:Iteration 8Q (35603.600000 sec): 3 clusters Score: Raw -57414.988219 + Penalty 2969.280195 = -54445.708024 nChanged 2 SP:Iteration 9Q (35603.610000 sec): 3 clusters Score: Raw -57422.586441 + Penalty 2969.280195 = -54453.306246 nChanged 4 SP:Iteration 10Q (35603.610000 sec): 3 clusters Score: Raw -57440.472562 + Penalty 2969.280195 = -54471.192368 nChanged 2 SP:Iteration 11Q (35603.610000 sec): 3 clusters Score: Raw -57445.788470 + Penalty 2969.280195 = -54476.508276 nChanged 0 SP:Iteration 12F (35603.620000 sec): 3 clusters Score: Raw -57445.788470 + Penalty 2969.280195 = -54476.508276 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 34 (2564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35603.630000 sec): 2 clusters Score: Raw -387969.853663 + Penalty 1946.632307 = -386023.221356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35603.640000 sec): 3 clusters Score: Raw -386917.361326 + Penalty 3893.264614 = -383024.096712 nChanged 895 SP:Iteration 1F (35603.660000 sec): 3 clusters Score: Raw -387563.489360 + Penalty 3893.264614 = -383670.224746 nChanged 214 SP:Iteration 2F (35603.670000 sec): 3 clusters Score: Raw -387836.680177 + Penalty 3893.264614 = -383943.415563 nChanged 159 SP:Iteration 3F (35603.680000 sec): 3 clusters Score: Raw -388054.084519 + Penalty 3893.264614 = -384160.819905 nChanged 146 SP:Iteration 4F (35603.700000 sec): 3 clusters Score: Raw -388258.613286 + Penalty 3893.264614 = -384365.348672 nChanged 156 SP:Iteration 5F (35603.710000 sec): 3 clusters Score: Raw -388486.376195 + Penalty 3893.264614 = -384593.111581 nChanged 135 SP:Iteration 6F (35603.720000 sec): 3 clusters Score: Raw -388667.190699 + Penalty 3893.264614 = -384773.926085 nChanged 114 SP:Iteration 7Q (35603.730000 sec): 3 clusters Score: Raw -388824.173906 + Penalty 3893.264614 = -384930.909292 nChanged 92 SP:Iteration 8Q (35603.740000 sec): 3 clusters Score: Raw -388935.167985 + Penalty 3893.264614 = -385041.903371 nChanged 70 SP:Iteration 9Q (35603.760000 sec): 3 clusters Score: Raw -389021.919601 + Penalty 3893.264614 = -385128.654987 nChanged 61 SP:Iteration 10Q (35603.770000 sec): 3 clusters Score: Raw -389069.891478 + Penalty 3893.264614 = -385176.626865 nChanged 31 SP:Iteration 11Q (35603.780000 sec): 3 clusters Score: Raw -389097.202811 + Penalty 3893.264614 = -385203.938197 nChanged 27 SP:Iteration 12Q (35603.790000 sec): 3 clusters Score: Raw -389115.806659 + Penalty 3893.264614 = -385222.542045 nChanged 19 SP:Iteration 13Q (35603.800000 sec): 3 clusters Score: Raw -389130.187650 + Penalty 3893.264614 = -385236.923036 nChanged 19 SP:Iteration 14Q (35603.820000 sec): 3 clusters Score: Raw -389141.145576 + Penalty 3893.264614 = -385247.880963 nChanged 11 SP:Iteration 15Q (35603.820000 sec): 3 clusters Score: Raw -389146.142718 + Penalty 3893.264614 = -385252.878104 nChanged 9 SP:Iteration 16Q (35603.840000 sec): 3 clusters Score: Raw -389151.097457 + Penalty 3893.264614 = -385257.832843 nChanged 4 SP:Iteration 17Q (35603.850000 sec): 3 clusters Score: Raw -389153.618285 + Penalty 3893.264614 = -385260.353671 nChanged 9 SP:Iteration 18Q (35603.860000 sec): 3 clusters Score: Raw -389158.994894 + Penalty 3893.264614 = -385265.730280 nChanged 8 SP:Iteration 19Q (35603.870000 sec): 3 clusters Score: Raw -389164.272146 + Penalty 3893.264614 = -385271.007532 nChanged 6 SP:Iteration 20F (35603.880000 sec): 3 clusters Score: Raw -389167.407552 + Penalty 3893.264614 = -385274.142938 nChanged 7 SP:Iteration 21Q (35603.900000 sec): 3 clusters Score: Raw -389171.405402 + Penalty 3893.264614 = -385278.140788 nChanged 4 SP:Iteration 22Q (35603.910000 sec): 3 clusters Score: Raw -389175.132410 + Penalty 3893.264614 = -385281.867796 nChanged 6 SP:Iteration 23Q (35603.920000 sec): 3 clusters Score: Raw -389177.621211 + Penalty 3893.264614 = -385284.356597 nChanged 1 SP:Iteration 24Q (35603.930000 sec): 3 clusters Score: Raw -389177.862781 + Penalty 3893.264614 = -385284.598167 nChanged 2 SP:Iteration 25Q (35603.940000 sec): 3 clusters Score: Raw -389179.237030 + Penalty 3893.264614 = -385285.972416 nChanged 3 SP:Iteration 26Q (35603.950000 sec): 3 clusters Score: Raw -389181.319771 + Penalty 3893.264614 = -385288.055157 nChanged 4 SP:Iteration 27Q (35603.960000 sec): 3 clusters Score: Raw -389183.769590 + Penalty 3893.264614 = -385290.504976 nChanged 3 SP:Iteration 28Q (35603.980000 sec): 3 clusters Score: Raw -389184.878364 + Penalty 3893.264614 = -385291.613751 nChanged 0 SP:Iteration 29F (35603.990000 sec): 3 clusters Score: Raw -389184.878364 + Penalty 3893.264614 = -385291.613751 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 35 (552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35604.000000 sec): 2 clusters Score: Raw -81124.065719 + Penalty 1565.759915 = -79558.305803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35604.000000 sec): 3 clusters Score: Raw -81097.484079 + Penalty 3131.519831 = -77965.964248 nChanged 98 SP:Iteration 1F (35604.000000 sec): 3 clusters Score: Raw -81305.452313 + Penalty 3131.519831 = -78173.932482 nChanged 32 SP:Iteration 2F (35604.000000 sec): 3 clusters Score: Raw -81383.396102 + Penalty 3131.519831 = -78251.876271 nChanged 18 SP:Iteration 3Q (35604.010000 sec): 3 clusters Score: Raw -81429.516308 + Penalty 3131.519831 = -78297.996477 nChanged 11 SP:Iteration 4Q (35604.010000 sec): 3 clusters Score: Raw -81449.573358 + Penalty 3131.519831 = -78318.053527 nChanged 8 SP:Iteration 5Q (35604.010000 sec): 3 clusters Score: Raw -81474.036119 + Penalty 3131.519831 = -78342.516288 nChanged 9 SP:Iteration 6Q (35604.020000 sec): 3 clusters Score: Raw -81491.621941 + Penalty 3131.519831 = -78360.102110 nChanged 5 SP:Iteration 7Q (35604.020000 sec): 3 clusters Score: Raw -81501.284449 + Penalty 3131.519831 = -78369.764618 nChanged 6 SP:Iteration 8Q (35604.020000 sec): 3 clusters Score: Raw -81511.193522 + Penalty 3131.519831 = -78379.673691 nChanged 2 SP:Iteration 9Q (35604.020000 sec): 3 clusters Score: Raw -81514.545874 + Penalty 3131.519831 = -78383.026043 nChanged 0 SP:Iteration 10F (35604.020000 sec): 3 clusters Score: Raw -81514.545874 + Penalty 3131.519831 = -78383.026043 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 36 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35604.030000 sec): 2 clusters Score: Raw -15787.938306 + Penalty 1258.643106 = -14529.295200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35604.030000 sec): 3 clusters Score: Raw -16321.691812 + Penalty 2517.286212 = -13804.405600 nChanged 24 SP:Iteration 1F (35604.030000 sec): 3 clusters Score: Raw -16579.915048 + Penalty 2517.286212 = -14062.628836 nChanged 11 SP:Iteration 2F (35604.030000 sec): 3 clusters Score: Raw -16737.463957 + Penalty 2517.286212 = -14220.177744 nChanged 6 SP:Iteration 3Q (35604.030000 sec): 3 clusters Score: Raw -16936.128389 + Penalty 2517.286212 = -14418.842177 nChanged 1 SP:Iteration 4Q (35604.040000 sec): 3 clusters Score: Raw -16992.297052 + Penalty 2517.286212 = -14475.010839 nChanged 0 SP:Iteration 5F (35604.040000 sec): 3 clusters Score: Raw -16992.297052 + Penalty 2517.286212 = -14475.010839 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 37 (7017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35604.070000 sec): 2 clusters Score: Raw -1088629.923763 + Penalty 2196.310582 = -1086433.613181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35604.110000 sec): 3 clusters Score: Raw -1085037.318364 + Penalty 4392.621163 = -1080644.697201 nChanged 2774 SP:Iteration 1F (35604.140000 sec): 3 clusters Score: Raw -1086635.242762 + Penalty 4392.621163 = -1082242.621598 nChanged 501 SP:Iteration 2F (35604.180000 sec): 3 clusters Score: Raw -1086973.921370 + Penalty 4392.621163 = -1082581.300206 nChanged 421 SP:Iteration 3F (35604.210000 sec): 3 clusters Score: Raw -1087268.527844 + Penalty 4392.621163 = -1082875.906680 nChanged 377 SP:Iteration 4F (35604.250000 sec): 3 clusters Score: Raw -1087490.920652 + Penalty 4392.621163 = -1083098.299489 nChanged 303 SP:Iteration 5Q (35604.280000 sec): 3 clusters Score: Raw -1087644.632758 + Penalty 4392.621163 = -1083252.011595 nChanged 246 SP:Iteration 6Q (35604.320000 sec): 3 clusters Score: Raw -1087765.941180 + Penalty 4392.621163 = -1083373.320016 nChanged 207 SP:Iteration 7Q (35604.350000 sec): 3 clusters Score: Raw -1087858.099497 + Penalty 4392.621163 = -1083465.478333 nChanged 189 SP:Iteration 8Q (35604.380000 sec): 3 clusters Score: Raw -1087946.221172 + Penalty 4392.621163 = -1083553.600009 nChanged 142 SP:Iteration 9Q (35604.420000 sec): 3 clusters Score: Raw -1088020.846852 + Penalty 4392.621163 = -1083628.225688 nChanged 159 SP:Iteration 10Q (35604.460000 sec): 3 clusters Score: Raw -1088090.616857 + Penalty 4392.621163 = -1083697.995693 nChanged 140 SP:Iteration 11Q (35604.490000 sec): 3 clusters Score: Raw -1088159.807165 + Penalty 4392.621163 = -1083767.186002 nChanged 154 SP:Iteration 12Q (35604.520000 sec): 3 clusters Score: Raw -1088236.734473 + Penalty 4392.621163 = -1083844.113310 nChanged 152 SP:Iteration 13Q (35604.560000 sec): 3 clusters Score: Raw -1088322.702230 + Penalty 4392.621163 = -1083930.081066 nChanged 169 SP:Iteration 14Q (35604.590000 sec): 3 clusters Score: Raw -1088419.696346 + Penalty 4392.621163 = -1084027.075183 nChanged 148 SP:Iteration 15Q (35604.620000 sec): 3 clusters Score: Raw -1088496.715502 + Penalty 4392.621163 = -1084104.094339 nChanged 134 SP:Iteration 16Q (35604.660000 sec): 3 clusters Score: Raw -1088578.364266 + Penalty 4392.621163 = -1084185.743103 nChanged 122 SP:Iteration 17Q (35604.690000 sec): 3 clusters Score: Raw -1088658.721679 + Penalty 4392.621163 = -1084266.100516 nChanged 96 SP:Iteration 18Q (35604.720000 sec): 3 clusters Score: Raw -1088715.667198 + Penalty 4392.621163 = -1084323.046034 nChanged 91 SP:Iteration 19Q (35604.760000 sec): 3 clusters Score: Raw -1088774.039775 + Penalty 4392.621163 = -1084381.418612 nChanged 97 SP:Iteration 20F (35604.790000 sec): 3 clusters Score: Raw -1088838.970870 + Penalty 4392.621163 = -1084446.349707 nChanged 88 SP:Iteration 21Q (35604.820000 sec): 3 clusters Score: Raw -1088897.419931 + Penalty 4392.621163 = -1084504.798767 nChanged 72 SP:Iteration 22Q (35604.860000 sec): 3 clusters Score: Raw -1088941.409262 + Penalty 4392.621163 = -1084548.788099 nChanged 63 SP:Iteration 23Q (35604.880000 sec): 3 clusters Score: Raw -1088977.467170 + Penalty 4392.621163 = -1084584.846007 nChanged 57 SP:Iteration 24Q (35604.920000 sec): 3 clusters Score: Raw -1089008.623746 + Penalty 4392.621163 = -1084616.002582 nChanged 45 SP:Iteration 25Q (35604.950000 sec): 3 clusters Score: Raw -1089030.990541 + Penalty 4392.621163 = -1084638.369377 nChanged 36 SP:Iteration 26Q (35604.980000 sec): 3 clusters Score: Raw -1089045.895680 + Penalty 4392.621163 = -1084653.274517 nChanged 18 SP:Iteration 27Q (35605.010000 sec): 3 clusters Score: Raw -1089053.798528 + Penalty 4392.621163 = -1084661.177364 nChanged 15 SP:Iteration 28Q (35605.040000 sec): 3 clusters Score: Raw -1089059.330782 + Penalty 4392.621163 = -1084666.709619 nChanged 12 SP:Iteration 29Q (35605.070000 sec): 3 clusters Score: Raw -1089064.548854 + Penalty 4392.621163 = -1084671.927691 nChanged 10 SP:Iteration 30Q (35605.100000 sec): 3 clusters Score: Raw -1089070.948268 + Penalty 4392.621163 = -1084678.327105 nChanged 8 SP:Iteration 31Q (35605.130000 sec): 3 clusters Score: Raw -1089074.274330 + Penalty 4392.621163 = -1084681.653167 nChanged 11 SP:Iteration 32Q (35605.160000 sec): 3 clusters Score: Raw -1089080.134360 + Penalty 4392.621163 = -1084687.513197 nChanged 13 SP:Iteration 33Q (35605.190000 sec): 3 clusters Score: Raw -1089087.797788 + Penalty 4392.621163 = -1084695.176625 nChanged 11 SP:Iteration 34Q (35605.220000 sec): 3 clusters Score: Raw -1089094.671663 + Penalty 4392.621163 = -1084702.050500 nChanged 7 SP:Iteration 35Q (35605.250000 sec): 3 clusters Score: Raw -1089098.646120 + Penalty 4392.621163 = -1084706.024957 nChanged 7 SP:Iteration 36Q (35605.280000 sec): 3 clusters Score: Raw -1089100.929641 + Penalty 4392.621163 = -1084708.308477 nChanged 4 SP:Iteration 37Q (35605.310000 sec): 3 clusters Score: Raw -1089103.861179 + Penalty 4392.621163 = -1084711.240016 nChanged 8 SP:Iteration 38Q (35605.340000 sec): 3 clusters Score: Raw -1089108.465173 + Penalty 4392.621163 = -1084715.844010 nChanged 12 SP:Iteration 39Q (35605.370000 sec): 3 clusters Score: Raw -1089113.476241 + Penalty 4392.621163 = -1084720.855077 nChanged 5 SP:Iteration 40F (35605.400000 sec): 3 clusters Score: Raw -1089116.944718 + Penalty 4392.621163 = -1084724.323554 nChanged 5 SP:Iteration 41Q (35605.430000 sec): 3 clusters Score: Raw -1089119.037284 + Penalty 4392.621163 = -1084726.416121 nChanged 6 SP:Iteration 42Q (35605.460000 sec): 3 clusters Score: Raw -1089121.030001 + Penalty 4392.621163 = -1084728.408837 nChanged 1 SP:Iteration 43Q (35605.490000 sec): 3 clusters Score: Raw -1089122.296794 + Penalty 4392.621163 = -1084729.675630 nChanged 3 SP:Iteration 44Q (35605.520000 sec): 3 clusters Score: Raw -1089123.276396 + Penalty 4392.621163 = -1084730.655232 nChanged 4 SP:Iteration 45Q (35605.540000 sec): 3 clusters Score: Raw -1089126.525233 + Penalty 4392.621163 = -1084733.904070 nChanged 5 SP:Iteration 46Q (35605.580000 sec): 3 clusters Score: Raw -1089129.618650 + Penalty 4392.621163 = -1084736.997487 nChanged 1 SP:Iteration 47Q (35605.600000 sec): 3 clusters Score: Raw -1089129.998813 + Penalty 4392.621163 = -1084737.377649 nChanged 1 SP:Iteration 48Q (35605.630000 sec): 3 clusters Score: Raw -1089130.475974 + Penalty 4392.621163 = -1084737.854810 nChanged 3 SP:Iteration 49Q (35605.660000 sec): 3 clusters Score: Raw -1089132.077416 + Penalty 4392.621163 = -1084739.456252 nChanged 2 SP:Iteration 50Q (35605.690000 sec): 3 clusters Score: Raw -1089133.117444 + Penalty 4392.621163 = -1084740.496281 nChanged 1 SP:Iteration 51Q (35605.720000 sec): 3 clusters Score: Raw -1089133.550733 + Penalty 4392.621163 = -1084740.929569 nChanged 1 SP:Iteration 52Q (35605.750000 sec): 3 clusters Score: Raw -1089133.769457 + Penalty 4392.621163 = -1084741.148294 nChanged 1 SP:Iteration 53Q (35605.780000 sec): 3 clusters Score: Raw -1089133.915739 + Penalty 4392.621163 = -1084741.294576 nChanged 0 SP:Iteration 54F (35605.820000 sec): 3 clusters Score: Raw -1089133.915739 + Penalty 4392.621163 = -1084741.294576 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 38 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35605.820000 sec): 2 clusters Score: Raw -32141.837488 + Penalty 1329.600457 = -30812.237031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35605.820000 sec): 3 clusters Score: Raw -32400.681052 + Penalty 2659.200914 = -29741.480138 nChanged 13 SP:Iteration 1F (35605.830000 sec): 3 clusters Score: Raw -32466.055215 + Penalty 2659.200914 = -29806.854300 nChanged 7 SP:Iteration 2Q (35605.830000 sec): 3 clusters Score: Raw -32500.542555 + Penalty 2659.200914 = -29841.341641 nChanged 1 SP:Iteration 3Q (35605.830000 sec): 3 clusters Score: Raw -32505.029574 + Penalty 2659.200914 = -29845.828660 nChanged 1 SP:Iteration 4Q (35605.830000 sec): 3 clusters Score: Raw -32507.405446 + Penalty 2659.200914 = -29848.204532 nChanged 0 SP:Iteration 5F (35605.830000 sec): 3 clusters Score: Raw -32507.405446 + Penalty 2659.200914 = -29848.204532 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 39 (2581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35605.850000 sec): 2 clusters Score: Raw -416261.675747 + Penalty 1948.271186 = -414313.404562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35605.860000 sec): 3 clusters Score: Raw -415185.027990 + Penalty 3896.542371 = -411288.485619 nChanged 876 SP:Iteration 1F (35605.870000 sec): 3 clusters Score: Raw -415744.731835 + Penalty 3896.542371 = -411848.189464 nChanged 185 SP:Iteration 2F (35605.880000 sec): 3 clusters Score: Raw -415879.379185 + Penalty 3896.542371 = -411982.836814 nChanged 135 SP:Iteration 3F (35605.900000 sec): 3 clusters Score: Raw -415976.428319 + Penalty 3896.542371 = -412079.885948 nChanged 79 SP:Iteration 4Q (35605.910000 sec): 3 clusters Score: Raw -416027.234106 + Penalty 3896.542371 = -412130.691735 nChanged 56 SP:Iteration 5Q (35605.920000 sec): 3 clusters Score: Raw -416063.883940 + Penalty 3896.542371 = -412167.341569 nChanged 41 SP:Iteration 6Q (35605.940000 sec): 3 clusters Score: Raw -416088.702190 + Penalty 3896.542371 = -412192.159819 nChanged 34 SP:Iteration 7Q (35605.950000 sec): 3 clusters Score: Raw -416113.328357 + Penalty 3896.542371 = -412216.785986 nChanged 35 SP:Iteration 8Q (35605.960000 sec): 3 clusters Score: Raw -416134.393210 + Penalty 3896.542371 = -412237.850839 nChanged 32 SP:Iteration 9Q (35605.980000 sec): 3 clusters Score: Raw -416158.464148 + Penalty 3896.542371 = -412261.921777 nChanged 28 SP:Iteration 10Q (35605.990000 sec): 3 clusters Score: Raw -416175.236563 + Penalty 3896.542371 = -412278.694191 nChanged 26 SP:Iteration 11Q (35606.000000 sec): 3 clusters Score: Raw -416191.041329 + Penalty 3896.542371 = -412294.498958 nChanged 23 SP:Iteration 12Q (35606.020000 sec): 3 clusters Score: Raw -416207.577482 + Penalty 3896.542371 = -412311.035111 nChanged 16 SP:Iteration 13Q (35606.030000 sec): 3 clusters Score: Raw -416216.251331 + Penalty 3896.542371 = -412319.708960 nChanged 12 SP:Iteration 14Q (35606.040000 sec): 3 clusters Score: Raw -416223.749623 + Penalty 3896.542371 = -412327.207252 nChanged 17 SP:Iteration 15Q (35606.050000 sec): 3 clusters Score: Raw -416236.581573 + Penalty 3896.542371 = -412340.039201 nChanged 20 SP:Iteration 16Q (35606.070000 sec): 3 clusters Score: Raw -416248.820966 + Penalty 3896.542371 = -412352.278595 nChanged 15 SP:Iteration 17Q (35606.080000 sec): 3 clusters Score: Raw -416255.524343 + Penalty 3896.542371 = -412358.981972 nChanged 12 SP:Iteration 18Q (35606.090000 sec): 3 clusters Score: Raw -416260.738087 + Penalty 3896.542371 = -412364.195716 nChanged 9 SP:Iteration 19Q (35606.100000 sec): 3 clusters Score: Raw -416264.991658 + Penalty 3896.542371 = -412368.449287 nChanged 7 SP:Iteration 20F (35606.120000 sec): 3 clusters Score: Raw -416269.508969 + Penalty 3896.542371 = -412372.966598 nChanged 5 SP:Iteration 21Q (35606.130000 sec): 3 clusters Score: Raw -416272.173284 + Penalty 3896.542371 = -412375.630913 nChanged 6 SP:Iteration 22Q (35606.140000 sec): 3 clusters Score: Raw -416274.561578 + Penalty 3896.542371 = -412378.019207 nChanged 4 SP:Iteration 23Q (35606.160000 sec): 3 clusters Score: Raw -416276.063777 + Penalty 3896.542371 = -412379.521406 nChanged 6 SP:Iteration 24Q (35606.170000 sec): 3 clusters Score: Raw -416278.104089 + Penalty 3896.542371 = -412381.561718 nChanged 3 SP:Iteration 25Q (35606.180000 sec): 3 clusters Score: Raw -416279.658696 + Penalty 3896.542371 = -412383.116325 nChanged 4 SP:Iteration 26Q (35606.200000 sec): 3 clusters Score: Raw -416282.163081 + Penalty 3896.542371 = -412385.620710 nChanged 2 SP:Iteration 27Q (35606.210000 sec): 3 clusters Score: Raw -416283.370505 + Penalty 3896.542371 = -412386.828134 nChanged 3 SP:Iteration 28Q (35606.220000 sec): 3 clusters Score: Raw -416284.606916 + Penalty 3896.542371 = -412388.064545 nChanged 2 SP:Iteration 29Q (35606.240000 sec): 3 clusters Score: Raw -416285.208829 + Penalty 3896.542371 = -412388.666458 nChanged 1 SP:Iteration 30Q (35606.250000 sec): 3 clusters Score: Raw -416285.622894 + Penalty 3896.542371 = -412389.080523 nChanged 0 SP:Iteration 31F (35606.260000 sec): 3 clusters Score: Raw -416285.622894 + Penalty 3896.542371 = -412389.080523 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 40 (167325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35607.030000 sec): 2 clusters Score: Raw -27011588.652509 + Penalty 2982.867940 = -27008605.784569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35607.910000 sec): 3 clusters Score: Raw -26902412.804472 + Penalty 5965.735881 = -26896447.068592 nChanged 80359 SP:Iteration 1F (35608.790000 sec): 3 clusters Score: Raw -26949225.423156 + Penalty 5965.735881 = -26943259.687275 nChanged 4581 SP:Iteration 2Q (35609.680000 sec): 3 clusters Score: Raw -26950174.622862 + Penalty 5965.735881 = -26944208.886981 nChanged 4738 SP:Iteration 3Q (35610.570000 sec): 3 clusters Score: Raw -26951274.711856 + Penalty 5965.735881 = -26945308.975975 nChanged 5041 SP:Iteration 4Q (35611.460000 sec): 3 clusters Score: Raw -26952573.597532 + Penalty 5965.735881 = -26946607.861651 nChanged 5382 SP:Iteration 5Q (35612.360000 sec): 3 clusters Score: Raw -26954218.224864 + Penalty 5965.735881 = -26948252.488983 nChanged 6032 SP:Iteration 6Q (35613.240000 sec): 3 clusters Score: Raw -26956459.010768 + Penalty 5965.735881 = -26950493.274887 nChanged 7201 SP:Iteration 7Q (35614.130000 sec): 3 clusters Score: Raw -26959804.453814 + Penalty 5965.735881 = -26953838.717933 nChanged 8699 SP:Iteration 8F (35615.000000 sec): 3 clusters Score: Raw -26964902.010789 + Penalty 5965.735881 = -26958936.274908 nChanged 10594 SP:Iteration 9F (35615.870000 sec): 3 clusters Score: Raw -26972302.236656 + Penalty 5965.735881 = -26966336.500775 nChanged 11732 SP:Iteration 10F (35616.740000 sec): 3 clusters Score: Raw -26981644.462220 + Penalty 5965.735881 = -26975678.726339 nChanged 11334 SP:Iteration 11F (35617.600000 sec): 3 clusters Score: Raw -26991148.778174 + Penalty 5965.735881 = -26985183.042293 nChanged 9414 SP:Iteration 12F (35618.470000 sec): 3 clusters Score: Raw -26999218.203187 + Penalty 5965.735881 = -26993252.467306 nChanged 6766 SP:Iteration 13Q (35619.230000 sec): 3 clusters Score: Raw -27005036.584106 + Penalty 5965.735881 = -26999070.848225 nChanged 4192 SP:Iteration 14Q (35619.930000 sec): 3 clusters Score: Raw -27008555.940733 + Penalty 5965.735881 = -27002590.204852 nChanged 2168 SP:Iteration 15Q (35620.590000 sec): 3 clusters Score: Raw -27010326.677568 + Penalty 5965.735881 = -27004360.941687 nChanged 1009 SP:Iteration 16Q (35621.220000 sec): 3 clusters Score: Raw -27011134.260369 + Penalty 5965.735881 = -27005168.524488 nChanged 431 SP:Iteration 17Q (35621.840000 sec): 3 clusters Score: Raw -27011505.484337 + Penalty 5965.735881 = -27005539.748456 nChanged 211 SP:Iteration 18Q (35622.440000 sec): 3 clusters Score: Raw -27011698.014481 + Penalty 5965.735881 = -27005732.278600 nChanged 92 SP:Iteration 19Q (35623.040000 sec): 3 clusters Score: Raw -27011782.433241 + Penalty 5965.735881 = -27005816.697360 nChanged 43 SP:Iteration 20F (35623.900000 sec): 3 clusters Score: Raw -27011825.071964 + Penalty 5965.735881 = -27005859.336083 nChanged 29 SP:Iteration 21Q (35624.490000 sec): 3 clusters Score: Raw -27011853.690454 + Penalty 5965.735881 = -27005887.954573 nChanged 15 SP:Iteration 22Q (35625.090000 sec): 3 clusters Score: Raw -27011867.607055 + Penalty 5965.735881 = -27005901.871174 nChanged 10 SP:Iteration 23Q (35625.690000 sec): 3 clusters Score: Raw -27011877.646548 + Penalty 5965.735881 = -27005911.910668 nChanged 11 SP:Iteration 24Q (35626.290000 sec): 3 clusters Score: Raw -27011887.260284 + Penalty 5965.735881 = -27005921.524404 nChanged 9 SP:Iteration 25Q (35626.880000 sec): 3 clusters Score: Raw -27011897.732468 + Penalty 5965.735881 = -27005931.996587 nChanged 14 SP:Iteration 26Q (35627.480000 sec): 3 clusters Score: Raw -27011911.657572 + Penalty 5965.735881 = -27005945.921691 nChanged 9 SP:Iteration 27Q (35628.080000 sec): 3 clusters Score: Raw -27011921.190218 + Penalty 5965.735881 = -27005955.454337 nChanged 7 SP:Iteration 28Q (35628.670000 sec): 3 clusters Score: Raw -27011927.417534 + Penalty 5965.735881 = -27005961.681653 nChanged 9 SP:Iteration 29Q (35629.270000 sec): 3 clusters Score: Raw -27011935.273637 + Penalty 5965.735881 = -27005969.537757 nChanged 6 SP:Iteration 30Q (35629.860000 sec): 3 clusters Score: Raw -27011942.074050 + Penalty 5965.735881 = -27005976.338169 nChanged 3 SP:Iteration 31Q (35630.460000 sec): 3 clusters Score: Raw -27011945.243773 + Penalty 5965.735881 = -27005979.507893 nChanged 1 SP:Iteration 32Q (35631.060000 sec): 3 clusters Score: Raw -27011945.991445 + Penalty 5965.735881 = -27005980.255564 nChanged 0 SP:Iteration 33F (35631.910000 sec): 3 clusters Score: Raw -27011945.991445 + Penalty 5965.735881 = -27005980.255564 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 41 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35632.030000 sec): 2 clusters Score: Raw -13846.096634 + Penalty 1375.204006 = -12470.892628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35632.030000 sec): 3 clusters Score: Raw -14163.148916 + Penalty 2750.408012 = -11412.740904 nChanged 52 SP:Iteration 1F (35632.030000 sec): 3 clusters Score: Raw -14409.884288 + Penalty 2750.408012 = -11659.476276 nChanged 15 SP:Iteration 2F (35632.040000 sec): 3 clusters Score: Raw -14510.276945 + Penalty 2750.408012 = -11759.868932 nChanged 7 SP:Iteration 3Q (35632.040000 sec): 3 clusters Score: Raw -14551.408589 + Penalty 2750.408012 = -11801.000577 nChanged 5 SP:Iteration 4Q (35632.040000 sec): 3 clusters Score: Raw -14589.565933 + Penalty 2750.408012 = -11839.157921 nChanged 5 SP:Iteration 5Q (35632.040000 sec): 3 clusters Score: Raw -14620.636834 + Penalty 2750.408012 = -11870.228821 nChanged 4 SP:Iteration 6Q (35632.040000 sec): 3 clusters Score: Raw -14647.679528 + Penalty 2750.408012 = -11897.271515 nChanged 2 SP:Iteration 7Q (35632.040000 sec): 3 clusters Score: Raw -14656.479771 + Penalty 2750.408012 = -11906.071759 nChanged 2 SP:Iteration 8Q (35632.040000 sec): 3 clusters Score: Raw -14667.821302 + Penalty 2750.408012 = -11917.413290 nChanged 1 SP:Iteration 9Q (35632.040000 sec): 3 clusters Score: Raw -14675.425368 + Penalty 2750.408012 = -11925.017355 nChanged 1 SP:Iteration 10Q (35632.040000 sec): 3 clusters Score: Raw -14694.568856 + Penalty 2750.408012 = -11944.160844 nChanged 2 SP:Iteration 11Q (35632.040000 sec): 3 clusters Score: Raw -14714.334337 + Penalty 2750.408012 = -11963.926325 nChanged 0 SP:Iteration 12F (35632.040000 sec): 3 clusters Score: Raw -14716.005911 + Penalty 2750.408012 = -11965.597899 nChanged 1 SP:Iteration 13Q (35632.050000 sec): 3 clusters Score: Raw -14757.997192 + Penalty 2750.408012 = -12007.589179 nChanged 1 SP:Iteration 14Q (35632.050000 sec): 3 clusters Score: Raw -14825.646715 + Penalty 2750.408012 = -12075.238703 nChanged 0 SP:Iteration 15F (35632.050000 sec): 3 clusters Score: Raw -14825.646715 + Penalty 2750.408012 = -12075.238703 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 42 (3074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35632.070000 sec): 2 clusters Score: Raw -455819.246776 + Penalty 1991.622261 = -453827.624515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35632.080000 sec): 3 clusters Score: Raw -454545.841514 + Penalty 3983.244522 = -450562.596991 nChanged 1079 SP:Iteration 1F (35632.100000 sec): 3 clusters Score: Raw -455297.851765 + Penalty 3983.244522 = -451314.607243 nChanged 254 SP:Iteration 2F (35632.120000 sec): 3 clusters Score: Raw -455542.113447 + Penalty 3983.244522 = -451558.868925 nChanged 167 SP:Iteration 3F (35632.130000 sec): 3 clusters Score: Raw -455677.049001 + Penalty 3983.244522 = -451693.804479 nChanged 128 SP:Iteration 4Q (35632.140000 sec): 3 clusters Score: Raw -455792.989456 + Penalty 3983.244522 = -451809.744934 nChanged 114 SP:Iteration 5Q (35632.160000 sec): 3 clusters Score: Raw -455886.744544 + Penalty 3983.244522 = -451903.500022 nChanged 81 SP:Iteration 6Q (35632.180000 sec): 3 clusters Score: Raw -455948.788368 + Penalty 3983.244522 = -451965.543846 nChanged 72 SP:Iteration 7Q (35632.190000 sec): 3 clusters Score: Raw -456010.579841 + Penalty 3983.244522 = -452027.335318 nChanged 72 SP:Iteration 8Q (35632.200000 sec): 3 clusters Score: Raw -456079.772210 + Penalty 3983.244522 = -452096.527688 nChanged 84 SP:Iteration 9Q (35632.220000 sec): 3 clusters Score: Raw -456165.151680 + Penalty 3983.244522 = -452181.907158 nChanged 97 SP:Iteration 10Q (35632.240000 sec): 3 clusters Score: Raw -456252.585474 + Penalty 3983.244522 = -452269.340952 nChanged 87 SP:Iteration 11Q (35632.250000 sec): 3 clusters Score: Raw -456340.593160 + Penalty 3983.244522 = -452357.348638 nChanged 84 SP:Iteration 12Q (35632.260000 sec): 3 clusters Score: Raw -456433.740254 + Penalty 3983.244522 = -452450.495732 nChanged 86 SP:Iteration 13Q (35632.280000 sec): 3 clusters Score: Raw -456524.950081 + Penalty 3983.244522 = -452541.705559 nChanged 75 SP:Iteration 14Q (35632.290000 sec): 3 clusters Score: Raw -456588.526488 + Penalty 3983.244522 = -452605.281966 nChanged 53 SP:Iteration 15Q (35632.310000 sec): 3 clusters Score: Raw -456644.436964 + Penalty 3983.244522 = -452661.192441 nChanged 57 SP:Iteration 16Q (35632.320000 sec): 3 clusters Score: Raw -456693.832063 + Penalty 3983.244522 = -452710.587541 nChanged 44 SP:Iteration 17Q (35632.340000 sec): 3 clusters Score: Raw -456722.095499 + Penalty 3983.244522 = -452738.850976 nChanged 32 SP:Iteration 18Q (35632.350000 sec): 3 clusters Score: Raw -456741.339025 + Penalty 3983.244522 = -452758.094503 nChanged 26 SP:Iteration 19Q (35632.360000 sec): 3 clusters Score: Raw -456755.016122 + Penalty 3983.244522 = -452771.771600 nChanged 17 SP:Iteration 20F (35632.380000 sec): 3 clusters Score: Raw -456767.289873 + Penalty 3983.244522 = -452784.045351 nChanged 18 SP:Iteration 21Q (35632.400000 sec): 3 clusters Score: Raw -456781.722604 + Penalty 3983.244522 = -452798.478081 nChanged 17 SP:Iteration 22Q (35632.410000 sec): 3 clusters Score: Raw -456793.012918 + Penalty 3983.244522 = -452809.768396 nChanged 21 SP:Iteration 23Q (35632.420000 sec): 3 clusters Score: Raw -456805.482635 + Penalty 3983.244522 = -452822.238112 nChanged 17 SP:Iteration 24Q (35632.440000 sec): 3 clusters Score: Raw -456812.193347 + Penalty 3983.244522 = -452828.948825 nChanged 12 SP:Iteration 25Q (35632.450000 sec): 3 clusters Score: Raw -456819.772480 + Penalty 3983.244522 = -452836.527958 nChanged 12 SP:Iteration 26Q (35632.460000 sec): 3 clusters Score: Raw -456825.803048 + Penalty 3983.244522 = -452842.558526 nChanged 10 SP:Iteration 27Q (35632.480000 sec): 3 clusters Score: Raw -456830.570322 + Penalty 3983.244522 = -452847.325800 nChanged 10 SP:Iteration 28Q (35632.490000 sec): 3 clusters Score: Raw -456834.527799 + Penalty 3983.244522 = -452851.283277 nChanged 8 SP:Iteration 29Q (35632.510000 sec): 3 clusters Score: Raw -456838.545919 + Penalty 3983.244522 = -452855.301396 nChanged 8 SP:Iteration 30Q (35632.520000 sec): 3 clusters Score: Raw -456841.467321 + Penalty 3983.244522 = -452858.222799 nChanged 1 SP:Iteration 31Q (35632.540000 sec): 3 clusters Score: Raw -456842.212803 + Penalty 3983.244522 = -452858.968281 nChanged 2 SP:Iteration 32Q (35632.550000 sec): 3 clusters Score: Raw -456842.565981 + Penalty 3983.244522 = -452859.321459 nChanged 2 SP:Iteration 33Q (35632.560000 sec): 3 clusters Score: Raw -456843.214092 + Penalty 3983.244522 = -452859.969570 nChanged 1 SP:Iteration 34Q (35632.580000 sec): 3 clusters Score: Raw -456843.625831 + Penalty 3983.244522 = -452860.381309 nChanged 2 SP:Iteration 35Q (35632.590000 sec): 3 clusters Score: Raw -456844.480846 + Penalty 3983.244522 = -452861.236324 nChanged 1 SP:Iteration 36Q (35632.610000 sec): 3 clusters Score: Raw -456844.807025 + Penalty 3983.244522 = -452861.562502 nChanged 1 SP:Iteration 37Q (35632.620000 sec): 3 clusters Score: Raw -456845.121108 + Penalty 3983.244522 = -452861.876586 nChanged 0 SP:Iteration 38F (35632.640000 sec): 3 clusters Score: Raw -456845.121108 + Penalty 3983.244522 = -452861.876586 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 43 (13953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35632.710000 sec): 2 clusters Score: Raw -2242840.332951 + Penalty 2366.775555 = -2240473.557396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35632.780000 sec): 3 clusters Score: Raw -2234902.741184 + Penalty 4733.551110 = -2230169.190074 nChanged 6025 SP:Iteration 1F (35632.850000 sec): 3 clusters Score: Raw -2238113.860897 + Penalty 4733.551110 = -2233380.309787 nChanged 876 SP:Iteration 2F (35632.920000 sec): 3 clusters Score: Raw -2238480.391641 + Penalty 4733.551110 = -2233746.840531 nChanged 723 SP:Iteration 3F (35632.990000 sec): 3 clusters Score: Raw -2238794.248293 + Penalty 4733.551110 = -2234060.697184 nChanged 642 SP:Iteration 4Q (35633.060000 sec): 3 clusters Score: Raw -2239097.936740 + Penalty 4733.551110 = -2234364.385631 nChanged 672 SP:Iteration 5Q (35633.130000 sec): 3 clusters Score: Raw -2239460.856574 + Penalty 4733.551110 = -2234727.305464 nChanged 747 SP:Iteration 6F (35633.200000 sec): 3 clusters Score: Raw -2239922.500952 + Penalty 4733.551110 = -2235188.949842 nChanged 819 SP:Iteration 7F (35633.270000 sec): 3 clusters Score: Raw -2240527.458188 + Penalty 4733.551110 = -2235793.907078 nChanged 837 SP:Iteration 8F (35633.340000 sec): 3 clusters Score: Raw -2241177.259282 + Penalty 4733.551110 = -2236443.708172 nChanged 763 SP:Iteration 9F (35633.410000 sec): 3 clusters Score: Raw -2241725.895013 + Penalty 4733.551110 = -2236992.343904 nChanged 571 SP:Iteration 10Q (35633.480000 sec): 3 clusters Score: Raw -2242115.430021 + Penalty 4733.551110 = -2237381.878911 nChanged 452 SP:Iteration 11Q (35633.550000 sec): 3 clusters Score: Raw -2242401.346701 + Penalty 4733.551110 = -2237667.795591 nChanged 367 SP:Iteration 12Q (35633.620000 sec): 3 clusters Score: Raw -2242607.760035 + Penalty 4733.551110 = -2237874.208925 nChanged 245 SP:Iteration 13Q (35633.690000 sec): 3 clusters Score: Raw -2242747.755423 + Penalty 4733.551110 = -2238014.204313 nChanged 185 SP:Iteration 14Q (35633.760000 sec): 3 clusters Score: Raw -2242854.074160 + Penalty 4733.551110 = -2238120.523050 nChanged 162 SP:Iteration 15Q (35633.830000 sec): 3 clusters Score: Raw -2242937.146854 + Penalty 4733.551110 = -2238203.595744 nChanged 102 SP:Iteration 16Q (35633.900000 sec): 3 clusters Score: Raw -2242988.937778 + Penalty 4733.551110 = -2238255.386668 nChanged 74 SP:Iteration 17Q (35633.970000 sec): 3 clusters Score: Raw -2243026.970664 + Penalty 4733.551110 = -2238293.419554 nChanged 64 SP:Iteration 18Q (35634.040000 sec): 3 clusters Score: Raw -2243060.482306 + Penalty 4733.551110 = -2238326.931196 nChanged 68 SP:Iteration 19Q (35634.110000 sec): 3 clusters Score: Raw -2243090.007898 + Penalty 4733.551110 = -2238356.456788 nChanged 49 SP:Iteration 20F (35634.180000 sec): 3 clusters Score: Raw -2243113.821574 + Penalty 4733.551110 = -2238380.270464 nChanged 40 SP:Iteration 21Q (35634.250000 sec): 3 clusters Score: Raw -2243131.474205 + Penalty 4733.551110 = -2238397.923095 nChanged 29 SP:Iteration 22Q (35634.320000 sec): 3 clusters Score: Raw -2243145.078634 + Penalty 4733.551110 = -2238411.527525 nChanged 24 SP:Iteration 23Q (35634.380000 sec): 3 clusters Score: Raw -2243155.208462 + Penalty 4733.551110 = -2238421.657352 nChanged 19 SP:Iteration 24Q (35634.450000 sec): 3 clusters Score: Raw -2243162.512581 + Penalty 4733.551110 = -2238428.961471 nChanged 19 SP:Iteration 25Q (35634.510000 sec): 3 clusters Score: Raw -2243171.309866 + Penalty 4733.551110 = -2238437.758757 nChanged 22 SP:Iteration 26Q (35634.580000 sec): 3 clusters Score: Raw -2243182.058709 + Penalty 4733.551110 = -2238448.507600 nChanged 24 SP:Iteration 27Q (35634.640000 sec): 3 clusters Score: Raw -2243194.719919 + Penalty 4733.551110 = -2238461.168809 nChanged 24 SP:Iteration 28Q (35634.710000 sec): 3 clusters Score: Raw -2243204.091502 + Penalty 4733.551110 = -2238470.540393 nChanged 16 SP:Iteration 29Q (35634.780000 sec): 3 clusters Score: Raw -2243211.191973 + Penalty 4733.551110 = -2238477.640863 nChanged 18 SP:Iteration 30Q (35634.840000 sec): 3 clusters Score: Raw -2243218.051974 + Penalty 4733.551110 = -2238484.500864 nChanged 13 SP:Iteration 31Q (35634.900000 sec): 3 clusters Score: Raw -2243224.516608 + Penalty 4733.551110 = -2238490.965498 nChanged 20 SP:Iteration 32Q (35634.970000 sec): 3 clusters Score: Raw -2243235.271383 + Penalty 4733.551110 = -2238501.720273 nChanged 15 SP:Iteration 33Q (35635.030000 sec): 3 clusters Score: Raw -2243241.797858 + Penalty 4733.551110 = -2238508.246749 nChanged 11 SP:Iteration 34Q (35635.100000 sec): 3 clusters Score: Raw -2243247.608256 + Penalty 4733.551110 = -2238514.057146 nChanged 14 SP:Iteration 35Q (35635.160000 sec): 3 clusters Score: Raw -2243252.981723 + Penalty 4733.551110 = -2238519.430613 nChanged 5 SP:Iteration 36Q (35635.220000 sec): 3 clusters Score: Raw -2243254.850039 + Penalty 4733.551110 = -2238521.298930 nChanged 2 SP:Iteration 37Q (35635.280000 sec): 3 clusters Score: Raw -2243255.613962 + Penalty 4733.551110 = -2238522.062852 nChanged 0 SP:Iteration 38F (35635.350000 sec): 3 clusters Score: Raw -2243255.613962 + Penalty 4733.551110 = -2238522.062852 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 44 (3454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35635.380000 sec): 2 clusters Score: Raw -534835.006774 + Penalty 2020.527488 = -532814.479286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35635.400000 sec): 3 clusters Score: Raw -533306.083162 + Penalty 4041.054976 = -529265.028185 nChanged 1233 SP:Iteration 1F (35635.410000 sec): 3 clusters Score: Raw -534092.464652 + Penalty 4041.054976 = -530051.409676 nChanged 286 SP:Iteration 2F (35635.430000 sec): 3 clusters Score: Raw -534298.190087 + Penalty 4041.054976 = -530257.135111 nChanged 162 SP:Iteration 3Q (35635.450000 sec): 3 clusters Score: Raw -534424.554598 + Penalty 4041.054976 = -530383.499621 nChanged 133 SP:Iteration 4Q (35635.460000 sec): 3 clusters Score: Raw -534533.068651 + Penalty 4041.054976 = -530492.013674 nChanged 136 SP:Iteration 5Q (35635.480000 sec): 3 clusters Score: Raw -534656.323378 + Penalty 4041.054976 = -530615.268402 nChanged 146 SP:Iteration 6Q (35635.500000 sec): 3 clusters Score: Raw -534795.296012 + Penalty 4041.054976 = -530754.241035 nChanged 138 SP:Iteration 7Q (35635.520000 sec): 3 clusters Score: Raw -534912.370664 + Penalty 4041.054976 = -530871.315688 nChanged 125 SP:Iteration 8Q (35635.530000 sec): 3 clusters Score: Raw -535018.790021 + Penalty 4041.054976 = -530977.735045 nChanged 100 SP:Iteration 9Q (35635.550000 sec): 3 clusters Score: Raw -535089.886873 + Penalty 4041.054976 = -531048.831896 nChanged 80 SP:Iteration 10Q (35635.560000 sec): 3 clusters Score: Raw -535160.456016 + Penalty 4041.054976 = -531119.401039 nChanged 80 SP:Iteration 11Q (35635.580000 sec): 3 clusters Score: Raw -535232.494388 + Penalty 4041.054976 = -531191.439412 nChanged 74 SP:Iteration 12Q (35635.600000 sec): 3 clusters Score: Raw -535290.194157 + Penalty 4041.054976 = -531249.139181 nChanged 61 SP:Iteration 13Q (35635.620000 sec): 3 clusters Score: Raw -535338.183439 + Penalty 4041.054976 = -531297.128462 nChanged 58 SP:Iteration 14Q (35635.630000 sec): 3 clusters Score: Raw -535372.045206 + Penalty 4041.054976 = -531330.990230 nChanged 46 SP:Iteration 15Q (35635.650000 sec): 3 clusters Score: Raw -535400.927849 + Penalty 4041.054976 = -531359.872873 nChanged 31 SP:Iteration 16Q (35635.660000 sec): 3 clusters Score: Raw -535419.741738 + Penalty 4041.054976 = -531378.686761 nChanged 35 SP:Iteration 17Q (35635.680000 sec): 3 clusters Score: Raw -535443.632221 + Penalty 4041.054976 = -531402.577245 nChanged 38 SP:Iteration 18Q (35635.700000 sec): 3 clusters Score: Raw -535468.869198 + Penalty 4041.054976 = -531427.814222 nChanged 40 SP:Iteration 19Q (35635.710000 sec): 3 clusters Score: Raw -535493.817479 + Penalty 4041.054976 = -531452.762502 nChanged 37 SP:Iteration 20F (35635.730000 sec): 3 clusters Score: Raw -535521.699201 + Penalty 4041.054976 = -531480.644224 nChanged 30 SP:Iteration 21Q (35635.740000 sec): 3 clusters Score: Raw -535542.627650 + Penalty 4041.054976 = -531501.572673 nChanged 26 SP:Iteration 22Q (35635.760000 sec): 3 clusters Score: Raw -535560.344719 + Penalty 4041.054976 = -531519.289743 nChanged 24 SP:Iteration 23Q (35635.780000 sec): 3 clusters Score: Raw -535579.860127 + Penalty 4041.054976 = -531538.805151 nChanged 36 SP:Iteration 24Q (35635.790000 sec): 3 clusters Score: Raw -535603.852401 + Penalty 4041.054976 = -531562.797425 nChanged 32 SP:Iteration 25Q (35635.810000 sec): 3 clusters Score: Raw -535627.969943 + Penalty 4041.054976 = -531586.914967 nChanged 25 SP:Iteration 26Q (35635.820000 sec): 3 clusters Score: Raw -535642.091285 + Penalty 4041.054976 = -531601.036309 nChanged 25 SP:Iteration 27Q (35635.840000 sec): 3 clusters Score: Raw -535659.666399 + Penalty 4041.054976 = -531618.611423 nChanged 32 SP:Iteration 28Q (35635.860000 sec): 3 clusters Score: Raw -535678.961586 + Penalty 4041.054976 = -531637.906609 nChanged 27 SP:Iteration 29Q (35635.870000 sec): 3 clusters Score: Raw -535696.444506 + Penalty 4041.054976 = -531655.389529 nChanged 20 SP:Iteration 30Q (35635.890000 sec): 3 clusters Score: Raw -535707.146599 + Penalty 4041.054976 = -531666.091622 nChanged 10 SP:Iteration 31Q (35635.900000 sec): 3 clusters Score: Raw -535712.947826 + Penalty 4041.054976 = -531671.892849 nChanged 8 SP:Iteration 32Q (35635.920000 sec): 3 clusters Score: Raw -535719.485329 + Penalty 4041.054976 = -531678.430352 nChanged 18 SP:Iteration 33Q (35635.930000 sec): 3 clusters Score: Raw -535731.908284 + Penalty 4041.054976 = -531690.853308 nChanged 14 SP:Iteration 34Q (35635.950000 sec): 3 clusters Score: Raw -535740.723145 + Penalty 4041.054976 = -531699.668169 nChanged 13 SP:Iteration 35Q (35635.960000 sec): 3 clusters Score: Raw -535747.293726 + Penalty 4041.054976 = -531706.238749 nChanged 10 SP:Iteration 36Q (35635.980000 sec): 3 clusters Score: Raw -535756.119865 + Penalty 4041.054976 = -531715.064888 nChanged 11 SP:Iteration 37Q (35636.000000 sec): 3 clusters Score: Raw -535761.849822 + Penalty 4041.054976 = -531720.794845 nChanged 9 SP:Iteration 38Q (35636.010000 sec): 3 clusters Score: Raw -535766.775053 + Penalty 4041.054976 = -531725.720077 nChanged 5 SP:Iteration 39Q (35636.020000 sec): 3 clusters Score: Raw -535770.605268 + Penalty 4041.054976 = -531729.550292 nChanged 6 SP:Iteration 40F (35636.040000 sec): 3 clusters Score: Raw -535774.455935 + Penalty 4041.054976 = -531733.400959 nChanged 5 SP:Iteration 41Q (35636.060000 sec): 3 clusters Score: Raw -535776.847733 + Penalty 4041.054976 = -531735.792756 nChanged 3 SP:Iteration 42Q (35636.070000 sec): 3 clusters Score: Raw -535778.711591 + Penalty 4041.054976 = -531737.656615 nChanged 1 SP:Iteration 43Q (35636.090000 sec): 3 clusters Score: Raw -535779.405577 + Penalty 4041.054976 = -531738.350600 nChanged 1 SP:Iteration 44Q (35636.100000 sec): 3 clusters Score: Raw -535779.695137 + Penalty 4041.054976 = -531738.640160 nChanged 1 SP:Iteration 45Q (35636.120000 sec): 3 clusters Score: Raw -535780.084182 + Penalty 4041.054976 = -531739.029205 nChanged 1 SP:Iteration 46Q (35636.130000 sec): 3 clusters Score: Raw -535780.391232 + Penalty 4041.054976 = -531739.336256 nChanged 0 SP:Iteration 47F (35636.150000 sec): 3 clusters Score: Raw -535780.391232 + Penalty 4041.054976 = -531739.336256 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 45 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35636.160000 sec): 2 clusters Score: Raw -18694.212029 + Penalty 1212.806584 = -17481.405445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35636.160000 sec): 3 clusters Score: Raw -18961.804683 + Penalty 2425.613168 = -16536.191516 nChanged 6 SP:Iteration 1Q (35636.160000 sec): 3 clusters Score: Raw -19008.982061 + Penalty 2425.613168 = -16583.368894 nChanged 2 SP:Iteration 2Q (35636.160000 sec): 3 clusters Score: Raw -19021.622408 + Penalty 2425.613168 = -16596.009240 nChanged 0 SP:Iteration 3F (35636.160000 sec): 3 clusters Score: Raw -19021.622408 + Penalty 2425.613168 = -16596.009240 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 46 (1611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35636.170000 sec): 2 clusters Score: Raw -241455.482022 + Penalty 1831.383375 = -239624.098647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35636.180000 sec): 3 clusters Score: Raw -240928.184469 + Penalty 3662.766750 = -237265.417719 nChanged 510 SP:Iteration 1F (35636.180000 sec): 3 clusters Score: Raw -241399.521095 + Penalty 3662.766750 = -237736.754345 nChanged 143 SP:Iteration 2F (35636.190000 sec): 3 clusters Score: Raw -241620.302416 + Penalty 3662.766750 = -237957.535666 nChanged 89 SP:Iteration 3F (35636.200000 sec): 3 clusters Score: Raw -241750.609610 + Penalty 3662.766750 = -238087.842860 nChanged 59 SP:Iteration 4Q (35636.210000 sec): 3 clusters Score: Raw -241840.564202 + Penalty 3662.766750 = -238177.797452 nChanged 57 SP:Iteration 5Q (35636.220000 sec): 3 clusters Score: Raw -241914.731218 + Penalty 3662.766750 = -238251.964468 nChanged 37 SP:Iteration 6Q (35636.220000 sec): 3 clusters Score: Raw -241959.807243 + Penalty 3662.766750 = -238297.040493 nChanged 39 SP:Iteration 7Q (35636.230000 sec): 3 clusters Score: Raw -242022.492108 + Penalty 3662.766750 = -238359.725358 nChanged 39 SP:Iteration 8Q (35636.240000 sec): 3 clusters Score: Raw -242091.663605 + Penalty 3662.766750 = -238428.896855 nChanged 45 SP:Iteration 9Q (35636.250000 sec): 3 clusters Score: Raw -242189.696919 + Penalty 3662.766750 = -238526.930169 nChanged 52 SP:Iteration 10Q (35636.250000 sec): 3 clusters Score: Raw -242277.590723 + Penalty 3662.766750 = -238614.823973 nChanged 46 SP:Iteration 11Q (35636.260000 sec): 3 clusters Score: Raw -242364.407596 + Penalty 3662.766750 = -238701.640846 nChanged 39 SP:Iteration 12Q (35636.270000 sec): 3 clusters Score: Raw -242429.756296 + Penalty 3662.766750 = -238766.989546 nChanged 37 SP:Iteration 13Q (35636.280000 sec): 3 clusters Score: Raw -242519.617053 + Penalty 3662.766750 = -238856.850303 nChanged 29 SP:Iteration 14Q (35636.280000 sec): 3 clusters Score: Raw -242562.110953 + Penalty 3662.766750 = -238899.344203 nChanged 24 SP:Iteration 15Q (35636.290000 sec): 3 clusters Score: Raw -242604.581072 + Penalty 3662.766750 = -238941.814322 nChanged 17 SP:Iteration 16Q (35636.300000 sec): 3 clusters Score: Raw -242633.715519 + Penalty 3662.766750 = -238970.948769 nChanged 16 SP:Iteration 17Q (35636.300000 sec): 3 clusters Score: Raw -242651.849043 + Penalty 3662.766750 = -238989.082293 nChanged 11 SP:Iteration 18Q (35636.310000 sec): 3 clusters Score: Raw -242669.576619 + Penalty 3662.766750 = -239006.809869 nChanged 13 SP:Iteration 19Q (35636.320000 sec): 3 clusters Score: Raw -242684.996621 + Penalty 3662.766750 = -239022.229870 nChanged 4 SP:Iteration 20F (35636.320000 sec): 3 clusters Score: Raw -242690.493856 + Penalty 3662.766750 = -239027.727106 nChanged 2 SP:Iteration 21Q (35636.330000 sec): 3 clusters Score: Raw -242691.873881 + Penalty 3662.766750 = -239029.107131 nChanged 3 SP:Iteration 22Q (35636.340000 sec): 3 clusters Score: Raw -242693.874220 + Penalty 3662.766750 = -239031.107470 nChanged 4 SP:Iteration 23Q (35636.340000 sec): 3 clusters Score: Raw -242696.936025 + Penalty 3662.766750 = -239034.169275 nChanged 0 SP:Iteration 24F (35636.350000 sec): 3 clusters Score: Raw -242696.936025 + Penalty 3662.766750 = -239034.169275 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 47 (542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35636.360000 sec): 2 clusters Score: Raw -81697.939149 + Penalty 1561.225968 = -80136.713181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35636.360000 sec): 3 clusters Score: Raw -81707.751950 + Penalty 3122.451937 = -78585.300013 nChanged 88 SP:Iteration 1F (35636.360000 sec): 3 clusters Score: Raw -81884.315498 + Penalty 3122.451937 = -78761.863561 nChanged 28 SP:Iteration 2F (35636.370000 sec): 3 clusters Score: Raw -81943.336956 + Penalty 3122.451937 = -78820.885019 nChanged 8 SP:Iteration 3Q (35636.370000 sec): 3 clusters Score: Raw -81959.064155 + Penalty 3122.451937 = -78836.612218 nChanged 3 SP:Iteration 4Q (35636.370000 sec): 3 clusters Score: Raw -81963.699090 + Penalty 3122.451937 = -78841.247153 nChanged 3 SP:Iteration 5Q (35636.380000 sec): 3 clusters Score: Raw -81973.523133 + Penalty 3122.451937 = -78851.071197 nChanged 3 SP:Iteration 6Q (35636.380000 sec): 3 clusters Score: Raw -81978.764302 + Penalty 3122.451937 = -78856.312365 nChanged 1 SP:Iteration 7Q (35636.380000 sec): 3 clusters Score: Raw -81979.587961 + Penalty 3122.451937 = -78857.136024 nChanged 1 SP:Iteration 8Q (35636.380000 sec): 3 clusters Score: Raw -81983.176637 + Penalty 3122.451937 = -78860.724700 nChanged 2 SP:Iteration 9Q (35636.380000 sec): 3 clusters Score: Raw -81987.627709 + Penalty 3122.451937 = -78865.175772 nChanged 1 SP:Iteration 10Q (35636.390000 sec): 3 clusters Score: Raw -81989.252164 + Penalty 3122.451937 = -78866.800227 nChanged 0 SP:Iteration 11F (35636.390000 sec): 3 clusters Score: Raw -81989.252164 + Penalty 3122.451937 = -78866.800227 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 48 (670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35636.400000 sec): 2 clusters Score: Raw -109523.636023 + Penalty 1613.804873 = -107909.831151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35636.400000 sec): 3 clusters Score: Raw -109421.356272 + Penalty 3227.609745 = -106193.746527 nChanged 144 SP:Iteration 1F (35636.400000 sec): 3 clusters Score: Raw -109627.240534 + Penalty 3227.609745 = -106399.630789 nChanged 34 SP:Iteration 2F (35636.410000 sec): 3 clusters Score: Raw -109690.198493 + Penalty 3227.609745 = -106462.588748 nChanged 14 SP:Iteration 3Q (35636.410000 sec): 3 clusters Score: Raw -109717.692280 + Penalty 3227.609745 = -106490.082534 nChanged 7 SP:Iteration 4Q (35636.420000 sec): 3 clusters Score: Raw -109727.693698 + Penalty 3227.609745 = -106500.083953 nChanged 2 SP:Iteration 5Q (35636.420000 sec): 3 clusters Score: Raw -109730.119051 + Penalty 3227.609745 = -106502.509306 nChanged 2 SP:Iteration 6Q (35636.420000 sec): 3 clusters Score: Raw -109732.089003 + Penalty 3227.609745 = -106504.479258 nChanged 2 SP:Iteration 7Q (35636.420000 sec): 3 clusters Score: Raw -109734.459243 + Penalty 3227.609745 = -106506.849498 nChanged 1 SP:Iteration 8Q (35636.430000 sec): 3 clusters Score: Raw -109735.616493 + Penalty 3227.609745 = -106508.006748 nChanged 0 SP:Iteration 9F (35636.430000 sec): 3 clusters Score: Raw -109735.616493 + Penalty 3227.609745 = -106508.006748 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 49 (471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35636.440000 sec): 2 clusters Score: Raw -69900.279090 + Penalty 1526.404807 = -68373.874283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35636.440000 sec): 3 clusters Score: Raw -69975.906274 + Penalty 3052.809615 = -66923.096659 nChanged 73 SP:Iteration 1F (35636.440000 sec): 3 clusters Score: Raw -70127.947438 + Penalty 3052.809615 = -67075.137823 nChanged 27 SP:Iteration 2F (35636.440000 sec): 3 clusters Score: Raw -70192.874725 + Penalty 3052.809615 = -67140.065110 nChanged 15 SP:Iteration 3Q (35636.450000 sec): 3 clusters Score: Raw -70220.096876 + Penalty 3052.809615 = -67167.287262 nChanged 9 SP:Iteration 4Q (35636.450000 sec): 3 clusters Score: Raw -70242.520560 + Penalty 3052.809615 = -67189.710945 nChanged 3 SP:Iteration 5Q (35636.450000 sec): 3 clusters Score: Raw -70252.876734 + Penalty 3052.809615 = -67200.067119 nChanged 2 SP:Iteration 6Q (35636.450000 sec): 3 clusters Score: Raw -70260.366498 + Penalty 3052.809615 = -67207.556883 nChanged 2 SP:Iteration 7Q (35636.460000 sec): 3 clusters Score: Raw -70265.435070 + Penalty 3052.809615 = -67212.625455 nChanged 2 SP:Iteration 8Q (35636.460000 sec): 3 clusters Score: Raw -70268.408476 + Penalty 3052.809615 = -67215.598861 nChanged 0 SP:Iteration 9F (35636.460000 sec): 3 clusters Score: Raw -70268.408476 + Penalty 3052.809615 = -67215.598861 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 50 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35636.460000 sec): 2 clusters Score: Raw -19317.374114 + Penalty 1303.858852 = -18013.515262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35636.460000 sec): 3 clusters Score: Raw -19655.929254 + Penalty 2607.717705 = -17048.211550 nChanged 20 SP:Iteration 1F (35636.470000 sec): 3 clusters Score: Raw -19843.696611 + Penalty 2607.717705 = -17235.978906 nChanged 7 SP:Iteration 2Q (35636.470000 sec): 3 clusters Score: Raw -19896.130993 + Penalty 2607.717705 = -17288.413289 nChanged 6 SP:Iteration 3Q (35636.470000 sec): 3 clusters Score: Raw -19946.706919 + Penalty 2607.717705 = -17338.989214 nChanged 4 SP:Iteration 4Q (35636.470000 sec): 3 clusters Score: Raw -19979.923522 + Penalty 2607.717705 = -17372.205817 nChanged 3 SP:Iteration 5Q (35636.470000 sec): 3 clusters Score: Raw -20056.618261 + Penalty 2607.717705 = -17448.900557 nChanged 6 SP:Iteration 6Q (35636.470000 sec): 3 clusters Score: Raw -20251.565349 + Penalty 2607.717705 = -17643.847644 nChanged 6 SP:Iteration 7Q (35636.470000 sec): 3 clusters Score: Raw -20331.170964 + Penalty 2607.717705 = -17723.453260 nChanged 5 SP:Iteration 8Q (35636.470000 sec): 3 clusters Score: Raw -20378.801534 + Penalty 2607.717705 = -17771.083830 nChanged 1 SP:Iteration 9Q (35636.480000 sec): 3 clusters Score: Raw -20382.151083 + Penalty 2607.717705 = -17774.433378 nChanged 0 SP:Iteration 10F (35636.480000 sec): 3 clusters Score: Raw -20385.741832 + Penalty 2607.717705 = -17778.024127 nChanged 1 SP:Iteration 11Q (35636.480000 sec): 3 clusters Score: Raw -20405.978300 + Penalty 2607.717705 = -17798.260595 nChanged 0 SP:Iteration 12F (35636.480000 sec): 3 clusters Score: Raw -20405.978300 + Penalty 2607.717705 = -17798.260595 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 51 (4252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35636.500000 sec): 2 clusters Score: Raw -664407.647096 + Penalty 2072.075895 = -662335.571201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35636.520000 sec): 3 clusters Score: Raw -662433.920662 + Penalty 4144.151791 = -658289.768871 nChanged 1581 SP:Iteration 1F (35636.540000 sec): 3 clusters Score: Raw -663429.610411 + Penalty 4144.151791 = -659285.458620 nChanged 353 SP:Iteration 2F (35636.560000 sec): 3 clusters Score: Raw -663762.886574 + Penalty 4144.151791 = -659618.734783 nChanged 323 SP:Iteration 3F (35636.580000 sec): 3 clusters Score: Raw -664091.490452 + Penalty 4144.151791 = -659947.338662 nChanged 295 SP:Iteration 4F (35636.610000 sec): 3 clusters Score: Raw -664396.464890 + Penalty 4144.151791 = -660252.313100 nChanged 253 SP:Iteration 5F (35636.630000 sec): 3 clusters Score: Raw -664649.004112 + Penalty 4144.151791 = -660504.852322 nChanged 218 SP:Iteration 6F (35636.650000 sec): 3 clusters Score: Raw -664836.824713 + Penalty 4144.151791 = -660692.672922 nChanged 179 SP:Iteration 7Q (35636.670000 sec): 3 clusters Score: Raw -664979.831257 + Penalty 4144.151791 = -660835.679466 nChanged 132 SP:Iteration 8Q (35636.690000 sec): 3 clusters Score: Raw -665079.992548 + Penalty 4144.151791 = -660935.840757 nChanged 133 SP:Iteration 9Q (35636.710000 sec): 3 clusters Score: Raw -665180.078694 + Penalty 4144.151791 = -661035.926904 nChanged 89 SP:Iteration 10Q (35636.730000 sec): 3 clusters Score: Raw -665240.596147 + Penalty 4144.151791 = -661096.444357 nChanged 66 SP:Iteration 11Q (35636.750000 sec): 3 clusters Score: Raw -665274.257259 + Penalty 4144.151791 = -661130.105468 nChanged 52 SP:Iteration 12Q (35636.770000 sec): 3 clusters Score: Raw -665301.961774 + Penalty 4144.151791 = -661157.809983 nChanged 30 SP:Iteration 13Q (35636.790000 sec): 3 clusters Score: Raw -665316.652224 + Penalty 4144.151791 = -661172.500433 nChanged 26 SP:Iteration 14Q (35636.810000 sec): 3 clusters Score: Raw -665331.027305 + Penalty 4144.151791 = -661186.875514 nChanged 23 SP:Iteration 15Q (35636.830000 sec): 3 clusters Score: Raw -665341.569483 + Penalty 4144.151791 = -661197.417692 nChanged 16 SP:Iteration 16Q (35636.850000 sec): 3 clusters Score: Raw -665348.925378 + Penalty 4144.151791 = -661204.773587 nChanged 17 SP:Iteration 17Q (35636.870000 sec): 3 clusters Score: Raw -665355.432355 + Penalty 4144.151791 = -661211.280564 nChanged 12 SP:Iteration 18Q (35636.890000 sec): 3 clusters Score: Raw -665360.287018 + Penalty 4144.151791 = -661216.135227 nChanged 11 SP:Iteration 19Q (35636.910000 sec): 3 clusters Score: Raw -665368.170512 + Penalty 4144.151791 = -661224.018722 nChanged 18 SP:Iteration 20F (35636.930000 sec): 3 clusters Score: Raw -665379.031052 + Penalty 4144.151791 = -661234.879261 nChanged 14 SP:Iteration 21Q (35636.950000 sec): 3 clusters Score: Raw -665388.118938 + Penalty 4144.151791 = -661243.967147 nChanged 12 SP:Iteration 22Q (35636.970000 sec): 3 clusters Score: Raw -665396.541901 + Penalty 4144.151791 = -661252.390110 nChanged 24 SP:Iteration 23Q (35636.990000 sec): 3 clusters Score: Raw -665412.923158 + Penalty 4144.151791 = -661268.771367 nChanged 23 SP:Iteration 24Q (35637.010000 sec): 3 clusters Score: Raw -665438.396713 + Penalty 4144.151791 = -661294.244923 nChanged 34 SP:Iteration 25Q (35637.030000 sec): 3 clusters Score: Raw -665473.896253 + Penalty 4144.151791 = -661329.744463 nChanged 41 SP:Iteration 26Q (35637.050000 sec): 3 clusters Score: Raw -665531.594823 + Penalty 4144.151791 = -661387.443032 nChanged 41 SP:Iteration 27Q (35637.080000 sec): 3 clusters Score: Raw -665570.509962 + Penalty 4144.151791 = -661426.358171 nChanged 39 SP:Iteration 28Q (35637.100000 sec): 3 clusters Score: Raw -665617.129997 + Penalty 4144.151791 = -661472.978206 nChanged 34 SP:Iteration 29Q (35637.120000 sec): 3 clusters Score: Raw -665650.123280 + Penalty 4144.151791 = -661505.971489 nChanged 35 SP:Iteration 30Q (35637.140000 sec): 3 clusters Score: Raw -665664.354148 + Penalty 4144.151791 = -661520.202357 nChanged 20 SP:Iteration 31Q (35637.160000 sec): 3 clusters Score: Raw -665675.033690 + Penalty 4144.151791 = -661530.881899 nChanged 16 SP:Iteration 32Q (35637.180000 sec): 3 clusters Score: Raw -665685.182701 + Penalty 4144.151791 = -661541.030911 nChanged 12 SP:Iteration 33Q (35637.200000 sec): 3 clusters Score: Raw -665691.273807 + Penalty 4144.151791 = -661547.122016 nChanged 9 SP:Iteration 34Q (35637.220000 sec): 3 clusters Score: Raw -665694.980473 + Penalty 4144.151791 = -661550.828682 nChanged 3 SP:Iteration 35Q (35637.240000 sec): 3 clusters Score: Raw -665696.278013 + Penalty 4144.151791 = -661552.126223 nChanged 4 SP:Iteration 36Q (35637.260000 sec): 3 clusters Score: Raw -665697.546970 + Penalty 4144.151791 = -661553.395179 nChanged 0 SP:Iteration 37F (35637.280000 sec): 3 clusters Score: Raw -665697.546970 + Penalty 4144.151791 = -661553.395179 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 52 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35637.290000 sec): 2 clusters Score: Raw -49377.808513 + Penalty 1435.150551 = -47942.657963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35637.290000 sec): 3 clusters Score: Raw -49499.937226 + Penalty 2870.301101 = -46629.636125 nChanged 36 SP:Iteration 1F (35637.290000 sec): 3 clusters Score: Raw -49645.813515 + Penalty 2870.301101 = -46775.512414 nChanged 12 SP:Iteration 2Q (35637.290000 sec): 3 clusters Score: Raw -49792.374487 + Penalty 2870.301101 = -46922.073386 nChanged 9 SP:Iteration 3Q (35637.290000 sec): 3 clusters Score: Raw -50071.638459 + Penalty 2870.301101 = -47201.337358 nChanged 19 SP:Iteration 4F (35637.300000 sec): 3 clusters Score: Raw -50135.641442 + Penalty 2870.301101 = -47265.340341 nChanged 8 SP:Iteration 5Q (35637.300000 sec): 3 clusters Score: Raw -50174.769884 + Penalty 2870.301101 = -47304.468783 nChanged 8 SP:Iteration 6Q (35637.300000 sec): 3 clusters Score: Raw -50215.206490 + Penalty 2870.301101 = -47344.905389 nChanged 4 SP:Iteration 7Q (35637.300000 sec): 3 clusters Score: Raw -50231.189211 + Penalty 2870.301101 = -47360.888110 nChanged 1 SP:Iteration 8Q (35637.300000 sec): 3 clusters Score: Raw -50238.357508 + Penalty 2870.301101 = -47368.056406 nChanged 0 SP:Iteration 9F (35637.300000 sec): 3 clusters Score: Raw -50238.357508 + Penalty 2870.301101 = -47368.056406 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 53 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35637.310000 sec): 2 clusters Score: Raw -31593.240148 + Penalty 1349.719592 = -30243.520556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35637.310000 sec): 3 clusters Score: Raw -32146.849829 + Penalty 2699.439184 = -29447.410645 nChanged 45 SP:Iteration 1F (35637.310000 sec): 3 clusters Score: Raw -32386.145567 + Penalty 2699.439184 = -29686.706382 nChanged 9 SP:Iteration 2Q (35637.310000 sec): 3 clusters Score: Raw -32431.956632 + Penalty 2699.439184 = -29732.517448 nChanged 4 SP:Iteration 3Q (35637.310000 sec): 3 clusters Score: Raw -32462.937566 + Penalty 2699.439184 = -29763.498382 nChanged 4 SP:Iteration 4Q (35637.310000 sec): 3 clusters Score: Raw -32496.220515 + Penalty 2699.439184 = -29796.781330 nChanged 3 SP:Iteration 5Q (35637.310000 sec): 3 clusters Score: Raw -32522.794437 + Penalty 2699.439184 = -29823.355252 nChanged 1 SP:Iteration 6Q (35637.320000 sec): 3 clusters Score: Raw -32528.770920 + Penalty 2699.439184 = -29829.331736 nChanged 1 SP:Iteration 7Q (35637.320000 sec): 3 clusters Score: Raw -32531.832922 + Penalty 2699.439184 = -29832.393737 nChanged 0 SP:Iteration 8F (35637.320000 sec): 3 clusters Score: Raw -32531.832922 + Penalty 2699.439184 = -29832.393737 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 54 (481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35637.320000 sec): 2 clusters Score: Raw -72832.022940 + Penalty 1531.615083 = -71300.407857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35637.320000 sec): 3 clusters Score: Raw -72862.899716 + Penalty 3063.230166 = -69799.669550 nChanged 98 SP:Iteration 1F (35637.330000 sec): 3 clusters Score: Raw -73029.594393 + Penalty 3063.230166 = -69966.364227 nChanged 21 SP:Iteration 2Q (35637.330000 sec): 3 clusters Score: Raw -73066.849718 + Penalty 3063.230166 = -70003.619552 nChanged 7 SP:Iteration 3Q (35637.330000 sec): 3 clusters Score: Raw -73081.635304 + Penalty 3063.230166 = -70018.405138 nChanged 4 SP:Iteration 4Q (35637.340000 sec): 3 clusters Score: Raw -73113.267457 + Penalty 3063.230166 = -70050.037291 nChanged 6 SP:Iteration 5Q (35637.340000 sec): 3 clusters Score: Raw -73135.420680 + Penalty 3063.230166 = -70072.190514 nChanged 6 SP:Iteration 6Q (35637.340000 sec): 3 clusters Score: Raw -73188.643947 + Penalty 3063.230166 = -70125.413781 nChanged 4 SP:Iteration 7Q (35637.340000 sec): 3 clusters Score: Raw -73231.538551 + Penalty 3063.230166 = -70168.308385 nChanged 7 SP:Iteration 8Q (35637.340000 sec): 3 clusters Score: Raw -73258.559303 + Penalty 3063.230166 = -70195.329137 nChanged 6 SP:Iteration 9Q (35637.350000 sec): 3 clusters Score: Raw -73266.805054 + Penalty 3063.230166 = -70203.574888 nChanged 2 SP:Iteration 10Q (35637.350000 sec): 3 clusters Score: Raw -73272.546664 + Penalty 3063.230166 = -70209.316498 nChanged 3 SP:Iteration 11Q (35637.350000 sec): 3 clusters Score: Raw -73292.454593 + Penalty 3063.230166 = -70229.224427 nChanged 6 SP:Iteration 12Q (35637.350000 sec): 3 clusters Score: Raw -73303.645407 + Penalty 3063.230166 = -70240.415241 nChanged 4 SP:Iteration 13Q (35637.360000 sec): 3 clusters Score: Raw -73311.085199 + Penalty 3063.230166 = -70247.855033 nChanged 3 SP:Iteration 14Q (35637.360000 sec): 3 clusters Score: Raw -73317.071225 + Penalty 3063.230166 = -70253.841059 nChanged 1 SP:Iteration 15Q (35637.360000 sec): 3 clusters Score: Raw -73320.946663 + Penalty 3063.230166 = -70257.716497 nChanged 1 SP:Iteration 16Q (35637.360000 sec): 3 clusters Score: Raw -73323.152052 + Penalty 3063.230166 = -70259.921886 nChanged 2 SP:Iteration 17Q (35637.360000 sec): 3 clusters Score: Raw -73326.390023 + Penalty 3063.230166 = -70263.159857 nChanged 0 SP:Iteration 18F (35637.370000 sec): 3 clusters Score: Raw -73326.390023 + Penalty 3063.230166 = -70263.159857 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 55 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35637.370000 sec): 2 clusters Score: Raw -16319.729328 + Penalty 1174.577215 = -15145.152113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35637.370000 sec): 3 clusters Score: Raw -16698.673239 + Penalty 2349.154430 = -14349.518809 nChanged 1 SP:Iteration 1Q (35637.370000 sec): 3 clusters Score: Raw -16704.878804 + Penalty 2349.154430 = -14355.724374 nChanged 0 SP:Iteration 2F (35637.380000 sec): 3 clusters Score: Raw -16704.878804 + Penalty 2349.154430 = -14355.724374 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 56 (4967 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35637.400000 sec): 2 clusters Score: Raw -789755.403127 + Penalty 2110.621686 = -787644.781441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35637.420000 sec): 3 clusters Score: Raw -787343.050470 + Penalty 4221.243372 = -783121.807098 nChanged 1918 SP:Iteration 1F (35637.450000 sec): 3 clusters Score: Raw -788430.305614 + Penalty 4221.243372 = -784209.062241 nChanged 407 SP:Iteration 2F (35637.480000 sec): 3 clusters Score: Raw -788704.399849 + Penalty 4221.243372 = -784483.156476 nChanged 307 SP:Iteration 3F (35637.500000 sec): 3 clusters Score: Raw -788884.727099 + Penalty 4221.243372 = -784663.483727 nChanged 215 SP:Iteration 4Q (35637.520000 sec): 3 clusters Score: Raw -789014.305486 + Penalty 4221.243372 = -784793.062114 nChanged 189 SP:Iteration 5Q (35637.550000 sec): 3 clusters Score: Raw -789106.134626 + Penalty 4221.243372 = -784884.891254 nChanged 133 SP:Iteration 6Q (35637.570000 sec): 3 clusters Score: Raw -789172.154613 + Penalty 4221.243372 = -784950.911241 nChanged 118 SP:Iteration 7Q (35637.600000 sec): 3 clusters Score: Raw -789225.133114 + Penalty 4221.243372 = -785003.889742 nChanged 108 SP:Iteration 8Q (35637.620000 sec): 3 clusters Score: Raw -789279.085625 + Penalty 4221.243372 = -785057.842253 nChanged 101 SP:Iteration 9Q (35637.650000 sec): 3 clusters Score: Raw -789326.340271 + Penalty 4221.243372 = -785105.096899 nChanged 100 SP:Iteration 10Q (35637.670000 sec): 3 clusters Score: Raw -789376.557178 + Penalty 4221.243372 = -785155.313805 nChanged 92 SP:Iteration 11Q (35637.700000 sec): 3 clusters Score: Raw -789420.918033 + Penalty 4221.243372 = -785199.674661 nChanged 89 SP:Iteration 12Q (35637.720000 sec): 3 clusters Score: Raw -789469.393142 + Penalty 4221.243372 = -785248.149769 nChanged 102 SP:Iteration 13Q (35637.740000 sec): 3 clusters Score: Raw -789517.014102 + Penalty 4221.243372 = -785295.770729 nChanged 98 SP:Iteration 14Q (35637.770000 sec): 3 clusters Score: Raw -789571.425196 + Penalty 4221.243372 = -785350.181823 nChanged 115 SP:Iteration 15Q (35637.790000 sec): 3 clusters Score: Raw -789642.151593 + Penalty 4221.243372 = -785420.908220 nChanged 119 SP:Iteration 16Q (35637.820000 sec): 3 clusters Score: Raw -789711.469230 + Penalty 4221.243372 = -785490.225857 nChanged 100 SP:Iteration 17Q (35637.840000 sec): 3 clusters Score: Raw -789768.751861 + Penalty 4221.243372 = -785547.508489 nChanged 88 SP:Iteration 18Q (35637.870000 sec): 3 clusters Score: Raw -789826.943910 + Penalty 4221.243372 = -785605.700538 nChanged 93 SP:Iteration 19Q (35637.890000 sec): 3 clusters Score: Raw -789881.056401 + Penalty 4221.243372 = -785659.813029 nChanged 76 SP:Iteration 20F (35637.920000 sec): 3 clusters Score: Raw -789922.767925 + Penalty 4221.243372 = -785701.524552 nChanged 69 SP:Iteration 21Q (35637.940000 sec): 3 clusters Score: Raw -789965.346703 + Penalty 4221.243372 = -785744.103331 nChanged 63 SP:Iteration 22Q (35637.960000 sec): 3 clusters Score: Raw -789996.895290 + Penalty 4221.243372 = -785775.651918 nChanged 53 SP:Iteration 23Q (35637.990000 sec): 3 clusters Score: Raw -790025.962535 + Penalty 4221.243372 = -785804.719163 nChanged 51 SP:Iteration 24Q (35638.010000 sec): 3 clusters Score: Raw -790050.228832 + Penalty 4221.243372 = -785828.985459 nChanged 31 SP:Iteration 25Q (35638.040000 sec): 3 clusters Score: Raw -790065.042851 + Penalty 4221.243372 = -785843.799478 nChanged 24 SP:Iteration 26Q (35638.060000 sec): 3 clusters Score: Raw -790074.828772 + Penalty 4221.243372 = -785853.585400 nChanged 21 SP:Iteration 27Q (35638.080000 sec): 3 clusters Score: Raw -790084.206696 + Penalty 4221.243372 = -785862.963323 nChanged 18 SP:Iteration 28Q (35638.110000 sec): 3 clusters Score: Raw -790091.828303 + Penalty 4221.243372 = -785870.584931 nChanged 19 SP:Iteration 29Q (35638.130000 sec): 3 clusters Score: Raw -790099.052205 + Penalty 4221.243372 = -785877.808832 nChanged 24 SP:Iteration 30Q (35638.160000 sec): 3 clusters Score: Raw -790107.253339 + Penalty 4221.243372 = -785886.009966 nChanged 22 SP:Iteration 31Q (35638.180000 sec): 3 clusters Score: Raw -790115.099256 + Penalty 4221.243372 = -785893.855884 nChanged 23 SP:Iteration 32Q (35638.200000 sec): 3 clusters Score: Raw -790124.146969 + Penalty 4221.243372 = -785902.903596 nChanged 12 SP:Iteration 33Q (35638.230000 sec): 3 clusters Score: Raw -790130.303140 + Penalty 4221.243372 = -785909.059768 nChanged 14 SP:Iteration 34Q (35638.250000 sec): 3 clusters Score: Raw -790136.551213 + Penalty 4221.243372 = -785915.307840 nChanged 16 SP:Iteration 35Q (35638.270000 sec): 3 clusters Score: Raw -790142.141736 + Penalty 4221.243372 = -785920.898364 nChanged 12 SP:Iteration 36Q (35638.300000 sec): 3 clusters Score: Raw -790146.500362 + Penalty 4221.243372 = -785925.256989 nChanged 11 SP:Iteration 37Q (35638.320000 sec): 3 clusters Score: Raw -790150.875377 + Penalty 4221.243372 = -785929.632005 nChanged 9 SP:Iteration 38Q (35638.340000 sec): 3 clusters Score: Raw -790154.539797 + Penalty 4221.243372 = -785933.296425 nChanged 6 SP:Iteration 39Q (35638.370000 sec): 3 clusters Score: Raw -790157.202107 + Penalty 4221.243372 = -785935.958735 nChanged 4 SP:Iteration 40F (35638.390000 sec): 3 clusters Score: Raw -790159.492595 + Penalty 4221.243372 = -785938.249223 nChanged 5 SP:Iteration 41Q (35638.420000 sec): 3 clusters Score: Raw -790161.284840 + Penalty 4221.243372 = -785940.041467 nChanged 3 SP:Iteration 42Q (35638.440000 sec): 3 clusters Score: Raw -790162.222841 + Penalty 4221.243372 = -785940.979469 nChanged 1 SP:Iteration 43Q (35638.460000 sec): 3 clusters Score: Raw -790162.393540 + Penalty 4221.243372 = -785941.150168 nChanged 1 SP:Iteration 44Q (35638.480000 sec): 3 clusters Score: Raw -790162.818854 + Penalty 4221.243372 = -785941.575482 nChanged 3 SP:Iteration 45Q (35638.510000 sec): 3 clusters Score: Raw -790163.606097 + Penalty 4221.243372 = -785942.362725 nChanged 1 SP:Iteration 46Q (35638.530000 sec): 3 clusters Score: Raw -790163.789341 + Penalty 4221.243372 = -785942.545969 nChanged 0 SP:Iteration 47F (35638.560000 sec): 3 clusters Score: Raw -790163.789341 + Penalty 4221.243372 = -785942.545969 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 57 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35638.560000 sec): 2 clusters Score: Raw -17449.779719 + Penalty 1174.577215 = -16275.202504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35638.560000 sec): 3 clusters Score: Raw -17725.528683 + Penalty 2349.154430 = -15376.374253 nChanged 2 SP:Iteration 1Q (35638.560000 sec): 3 clusters Score: Raw -17744.333289 + Penalty 2349.154430 = -15395.178858 nChanged 0 SP:Iteration 2F (35638.560000 sec): 3 clusters Score: Raw -17744.333289 + Penalty 2349.154430 = -15395.178858 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 58 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35638.570000 sec): 2 clusters Score: Raw -38975.350638 + Penalty 1377.133977 = -37598.216661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35638.570000 sec): 3 clusters Score: Raw -39107.363982 + Penalty 2754.267954 = -36353.096028 nChanged 30 SP:Iteration 1F (35638.570000 sec): 3 clusters Score: Raw -39212.809897 + Penalty 2754.267954 = -36458.541943 nChanged 7 SP:Iteration 2Q (35638.570000 sec): 3 clusters Score: Raw -39242.646189 + Penalty 2754.267954 = -36488.378235 nChanged 3 SP:Iteration 3Q (35638.580000 sec): 3 clusters Score: Raw -39264.153638 + Penalty 2754.267954 = -36509.885683 nChanged 2 SP:Iteration 4Q (35638.580000 sec): 3 clusters Score: Raw -39271.417198 + Penalty 2754.267954 = -36517.149244 nChanged 1 SP:Iteration 5Q (35638.580000 sec): 3 clusters Score: Raw -39279.904738 + Penalty 2754.267954 = -36525.636784 nChanged 1 SP:Iteration 6Q (35638.580000 sec): 3 clusters Score: Raw -39287.641812 + Penalty 2754.267954 = -36533.373858 nChanged 0 SP:Iteration 7F (35638.580000 sec): 3 clusters Score: Raw -39287.641812 + Penalty 2754.267954 = -36533.373858 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 59 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35638.580000 sec): 2 clusters Score: Raw -10269.649956 + Penalty 1060.613198 = -9209.036758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35638.580000 sec): 2 clusters Score: Raw -9249.519416 + Penalty 1060.613198 = -8188.906219 nChanged 30 SP:Iteration 1F (35638.580000 sec): 2 clusters Score: Raw -10269.649956 + Penalty 1060.613198 = -9209.036758 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 60 (2129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35638.600000 sec): 2 clusters Score: Raw -331923.582145 + Penalty 1900.525101 = -330023.057044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35638.610000 sec): 3 clusters Score: Raw -331152.609684 + Penalty 3801.050202 = -327351.559482 nChanged 633 SP:Iteration 1F (35638.620000 sec): 3 clusters Score: Raw -331647.004055 + Penalty 3801.050202 = -327845.953854 nChanged 179 SP:Iteration 2F (35638.630000 sec): 3 clusters Score: Raw -331827.999162 + Penalty 3801.050202 = -328026.948961 nChanged 103 SP:Iteration 3Q (35638.640000 sec): 3 clusters Score: Raw -331924.174982 + Penalty 3801.050202 = -328123.124781 nChanged 66 SP:Iteration 4Q (35638.650000 sec): 3 clusters Score: Raw -331983.857485 + Penalty 3801.050202 = -328182.807283 nChanged 56 SP:Iteration 5Q (35638.660000 sec): 3 clusters Score: Raw -332046.336039 + Penalty 3801.050202 = -328245.285837 nChanged 47 SP:Iteration 6Q (35638.670000 sec): 3 clusters Score: Raw -332087.687309 + Penalty 3801.050202 = -328286.637107 nChanged 43 SP:Iteration 7Q (35638.680000 sec): 3 clusters Score: Raw -332124.210010 + Penalty 3801.050202 = -328323.159808 nChanged 40 SP:Iteration 8Q (35638.690000 sec): 3 clusters Score: Raw -332155.643049 + Penalty 3801.050202 = -328354.592847 nChanged 36 SP:Iteration 9Q (35638.700000 sec): 3 clusters Score: Raw -332184.209931 + Penalty 3801.050202 = -328383.159729 nChanged 24 SP:Iteration 10Q (35638.720000 sec): 3 clusters Score: Raw -332204.499162 + Penalty 3801.050202 = -328403.448960 nChanged 18 SP:Iteration 11Q (35638.720000 sec): 3 clusters Score: Raw -332215.487186 + Penalty 3801.050202 = -328414.436984 nChanged 17 SP:Iteration 12Q (35638.740000 sec): 3 clusters Score: Raw -332225.536202 + Penalty 3801.050202 = -328424.486001 nChanged 13 SP:Iteration 13Q (35638.740000 sec): 3 clusters Score: Raw -332234.739173 + Penalty 3801.050202 = -328433.688971 nChanged 8 SP:Iteration 14Q (35638.760000 sec): 3 clusters Score: Raw -332238.808885 + Penalty 3801.050202 = -328437.758683 nChanged 6 SP:Iteration 15Q (35638.760000 sec): 3 clusters Score: Raw -332242.734662 + Penalty 3801.050202 = -328441.684460 nChanged 6 SP:Iteration 16Q (35638.780000 sec): 3 clusters Score: Raw -332247.123520 + Penalty 3801.050202 = -328446.073318 nChanged 6 SP:Iteration 17Q (35638.790000 sec): 3 clusters Score: Raw -332249.339981 + Penalty 3801.050202 = -328448.289779 nChanged 1 SP:Iteration 18Q (35638.800000 sec): 3 clusters Score: Raw -332249.836277 + Penalty 3801.050202 = -328448.786076 nChanged 1 SP:Iteration 19Q (35638.810000 sec): 3 clusters Score: Raw -332250.119921 + Penalty 3801.050202 = -328449.069720 nChanged 1 SP:Iteration 20F (35638.820000 sec): 3 clusters Score: Raw -332250.881883 + Penalty 3801.050202 = -328449.831681 nChanged 2 SP:Iteration 21Q (35638.830000 sec): 3 clusters Score: Raw -332253.625779 + Penalty 3801.050202 = -328452.575577 nChanged 7 SP:Iteration 22Q (35638.840000 sec): 3 clusters Score: Raw -332258.062545 + Penalty 3801.050202 = -328457.012343 nChanged 3 SP:Iteration 23Q (35638.850000 sec): 3 clusters Score: Raw -332259.790263 + Penalty 3801.050202 = -328458.740061 nChanged 5 SP:Iteration 24Q (35638.860000 sec): 3 clusters Score: Raw -332263.174447 + Penalty 3801.050202 = -328462.124245 nChanged 2 SP:Iteration 25Q (35638.870000 sec): 3 clusters Score: Raw -332264.338748 + Penalty 3801.050202 = -328463.288547 nChanged 0 SP:Iteration 26F (35638.880000 sec): 3 clusters Score: Raw -332264.338748 + Penalty 3801.050202 = -328463.288547 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 61 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35638.890000 sec): 2 clusters Score: Raw -18819.787588 + Penalty 1385.637667 = -17434.149921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35638.890000 sec): 3 clusters Score: Raw -19481.077170 + Penalty 2771.275335 = -16709.801836 nChanged 69 SP:Iteration 1F (35638.890000 sec): 3 clusters Score: Raw -20042.849719 + Penalty 2771.275335 = -17271.574385 nChanged 11 SP:Iteration 2Q (35638.890000 sec): 3 clusters Score: Raw -20150.588287 + Penalty 2771.275335 = -17379.312953 nChanged 4 SP:Iteration 3Q (35638.890000 sec): 3 clusters Score: Raw -20205.434268 + Penalty 2771.275335 = -17434.158933 nChanged 4 SP:Iteration 4Q (35638.890000 sec): 3 clusters Score: Raw -20286.894027 + Penalty 2771.275335 = -17515.618692 nChanged 3 SP:Iteration 5Q (35638.890000 sec): 3 clusters Score: Raw -20324.913608 + Penalty 2771.275335 = -17553.638274 nChanged 2 SP:Iteration 6Q (35638.900000 sec): 3 clusters Score: Raw -20379.188722 + Penalty 2771.275335 = -17607.913387 nChanged 0 SP:Iteration 7F (35638.900000 sec): 3 clusters Score: Raw -20379.188722 + Penalty 2771.275335 = -17607.913387 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 65. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 62 (484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35638.910000 sec): 2 clusters Score: Raw -74215.329951 + Penalty 1533.157057 = -72682.172894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35638.910000 sec): 3 clusters Score: Raw -74242.300775 + Penalty 3066.314114 = -71175.986661 nChanged 70 SP:Iteration 1F (35638.910000 sec): 3 clusters Score: Raw -74419.167455 + Penalty 3066.314114 = -71352.853342 nChanged 23 SP:Iteration 2Q (35638.920000 sec): 3 clusters Score: Raw -74479.935057 + Penalty 3066.314114 = -71413.620943 nChanged 6 SP:Iteration 3Q (35638.920000 sec): 3 clusters Score: Raw -74505.264360 + Penalty 3066.314114 = -71438.950247 nChanged 6 SP:Iteration 4Q (35638.920000 sec): 3 clusters Score: Raw -74518.336030 + Penalty 3066.314114 = -71452.021916 nChanged 4 SP:Iteration 5Q (35638.920000 sec): 3 clusters Score: Raw -74530.548574 + Penalty 3066.314114 = -71464.234460 nChanged 5 SP:Iteration 6Q (35638.920000 sec): 3 clusters Score: Raw -74545.588014 + Penalty 3066.314114 = -71479.273900 nChanged 3 SP:Iteration 7Q (35638.930000 sec): 3 clusters Score: Raw -74553.030292 + Penalty 3066.314114 = -71486.716178 nChanged 0 SP:Iteration 8F (35638.930000 sec): 3 clusters Score: Raw -74553.030292 + Penalty 3066.314114 = -71486.716178 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 63 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35638.940000 sec): 2 clusters Score: Raw -38192.712981 + Penalty 1368.328318 = -36824.384662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35638.940000 sec): 3 clusters Score: Raw -38342.372030 + Penalty 2736.656637 = -35605.715394 nChanged 16 SP:Iteration 1F (35638.940000 sec): 3 clusters Score: Raw -38410.313243 + Penalty 2736.656637 = -35673.656606 nChanged 5 SP:Iteration 2Q (35638.940000 sec): 3 clusters Score: Raw -38433.790683 + Penalty 2736.656637 = -35697.134046 nChanged 0 SP:Iteration 3F (35638.940000 sec): 3 clusters Score: Raw -38433.790683 + Penalty 2736.656637 = -35697.134046 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 64 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35638.940000 sec): 2 clusters Score: Raw -7653.376156 + Penalty 1303.858852 = -6349.517303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35638.950000 sec): 3 clusters Score: Raw -7920.450661 + Penalty 2607.717705 = -5312.732957 nChanged 21 SP:Iteration 1F (35638.950000 sec): 3 clusters Score: Raw -8024.747417 + Penalty 2607.717705 = -5417.029713 nChanged 8 SP:Iteration 2Q (35638.950000 sec): 3 clusters Score: Raw -8066.251821 + Penalty 2607.717705 = -5458.534116 nChanged 3 SP:Iteration 3Q (35638.950000 sec): 3 clusters Score: Raw -8078.191376 + Penalty 2607.717705 = -5470.473671 nChanged 2 SP:Iteration 4Q (35638.950000 sec): 3 clusters Score: Raw -8098.396917 + Penalty 2607.717705 = -5490.679212 nChanged 0 SP:Iteration 5F (35638.950000 sec): 3 clusters Score: Raw -8098.396917 + Penalty 2607.717705 = -5490.679212 nChanged 0 Deleting Class 65 (101 points): Lose 2265.603364 but Gain 3491.854150 Iteration 287F (35790.570000 sec): 65 clusters Score: Raw -205049849.289089 + Penalty 223478.665577 = -204826370.623512 nChanged 106 Iteration 288F (35939.780000 sec): 65 clusters Score: Raw -205050841.782785 + Penalty 223478.665577 = -204827363.117208 nChanged 20 Iteration 289Q (35968.410000 sec): 65 clusters Score: Raw -205051281.993478 + Penalty 223478.665577 = -204827803.327901 nChanged 10 Iteration 290Q (35997.060000 sec): 65 clusters Score: Raw -205051546.213594 + Penalty 223478.665577 = -204828067.548016 nChanged 15 Iteration 291Q (36025.740000 sec): 65 clusters Score: Raw -205051627.737632 + Penalty 223478.665577 = -204828149.072055 nChanged 13 Iteration 292Q (36054.450000 sec): 65 clusters Score: Raw -205051684.757441 + Penalty 223478.665577 = -204828206.091864 nChanged 8 Iteration 293Q (36083.120000 sec): 65 clusters Score: Raw -205051693.784560 + Penalty 223478.665577 = -204828215.118983 nChanged 18 Iteration 294Q (36111.850000 sec): 65 clusters Score: Raw -205051695.741693 + Penalty 223478.665577 = -204828217.076116 nChanged 15 Iteration 295Q (36140.580000 sec): 65 clusters Score: Raw -205051696.803875 + Penalty 223478.665577 = -204828218.138298 nChanged 17 Iteration 296Q (36169.200000 sec): 65 clusters Score: Raw -205051698.134652 + Penalty 223478.665577 = -204828219.469075 nChanged 18 Iteration 297Q (36197.810000 sec): 65 clusters Score: Raw -205051698.707885 + Penalty 223478.665577 = -204828220.042308 nChanged 8 Iteration 298Q (36226.410000 sec): 65 clusters Score: Raw -205051698.906892 + Penalty 223478.665577 = -204828220.241314 nChanged 10 Writing temp clu file Because OldScore, -204828220.042308, is greater than current (better) Score,-204828220.241314 Compute initial score before splitting: Score: Raw -205051698.906892 + Penalty 223478.665577 = -204828220.241314 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 1 (7911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36226.700000 sec): 2 clusters Score: Raw -1353341.920947 + Penalty 2226.050350 = -1351115.870597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36226.740000 sec): 3 clusters Score: Raw -1349272.928716 + Penalty 4452.100700 = -1344820.828016 nChanged 3200 SP:Iteration 1F (36226.780000 sec): 3 clusters Score: Raw -1351076.056552 + Penalty 4452.100700 = -1346623.955853 nChanged 534 SP:Iteration 2F (36226.820000 sec): 3 clusters Score: Raw -1351315.034282 + Penalty 4452.100700 = -1346862.933583 nChanged 328 SP:Iteration 3Q (36226.860000 sec): 3 clusters Score: Raw -1351447.430620 + Penalty 4452.100700 = -1346995.329920 nChanged 270 SP:Iteration 4Q (36226.900000 sec): 3 clusters Score: Raw -1351553.981398 + Penalty 4452.100700 = -1347101.880699 nChanged 207 SP:Iteration 5Q (36226.940000 sec): 3 clusters Score: Raw -1351649.316101 + Penalty 4452.100700 = -1347197.215401 nChanged 224 SP:Iteration 6Q (36226.980000 sec): 3 clusters Score: Raw -1351741.164334 + Penalty 4452.100700 = -1347289.063634 nChanged 186 SP:Iteration 7Q (36227.020000 sec): 3 clusters Score: Raw -1351804.001273 + Penalty 4452.100700 = -1347351.900574 nChanged 130 SP:Iteration 8Q (36227.060000 sec): 3 clusters Score: Raw -1351846.625936 + Penalty 4452.100700 = -1347394.525236 nChanged 116 SP:Iteration 9Q (36227.100000 sec): 3 clusters Score: Raw -1351880.976188 + Penalty 4452.100700 = -1347428.875488 nChanged 97 SP:Iteration 10Q (36227.140000 sec): 3 clusters Score: Raw -1351909.045280 + Penalty 4452.100700 = -1347456.944581 nChanged 81 SP:Iteration 11Q (36227.180000 sec): 3 clusters Score: Raw -1351930.793454 + Penalty 4452.100700 = -1347478.692754 nChanged 75 SP:Iteration 12Q (36227.220000 sec): 3 clusters Score: Raw -1351948.600735 + Penalty 4452.100700 = -1347496.500036 nChanged 68 SP:Iteration 13Q (36227.260000 sec): 3 clusters Score: Raw -1351966.646865 + Penalty 4452.100700 = -1347514.546165 nChanged 63 SP:Iteration 14Q (36227.300000 sec): 3 clusters Score: Raw -1351984.497435 + Penalty 4452.100700 = -1347532.396736 nChanged 69 SP:Iteration 15Q (36227.340000 sec): 3 clusters Score: Raw -1352002.262554 + Penalty 4452.100700 = -1347550.161855 nChanged 76 SP:Iteration 16Q (36227.380000 sec): 3 clusters Score: Raw -1352021.083908 + Penalty 4452.100700 = -1347568.983209 nChanged 74 SP:Iteration 17Q (36227.420000 sec): 3 clusters Score: Raw -1352039.311678 + Penalty 4452.100700 = -1347587.210978 nChanged 62 SP:Iteration 18Q (36227.460000 sec): 3 clusters Score: Raw -1352056.056557 + Penalty 4452.100700 = -1347603.955858 nChanged 60 SP:Iteration 19Q (36227.500000 sec): 3 clusters Score: Raw -1352071.197048 + Penalty 4452.100700 = -1347619.096348 nChanged 55 SP:Iteration 20F (36227.540000 sec): 3 clusters Score: Raw -1352085.252774 + Penalty 4452.100700 = -1347633.152074 nChanged 54 SP:Iteration 21Q (36227.580000 sec): 3 clusters Score: Raw -1352100.205220 + Penalty 4452.100700 = -1347648.104520 nChanged 65 SP:Iteration 22Q (36227.610000 sec): 3 clusters Score: Raw -1352118.562165 + Penalty 4452.100700 = -1347666.461466 nChanged 66 SP:Iteration 23Q (36227.650000 sec): 3 clusters Score: Raw -1352138.146241 + Penalty 4452.100700 = -1347686.045541 nChanged 77 SP:Iteration 24Q (36227.690000 sec): 3 clusters Score: Raw -1352163.240178 + Penalty 4452.100700 = -1347711.139478 nChanged 85 SP:Iteration 25Q (36227.730000 sec): 3 clusters Score: Raw -1352193.427263 + Penalty 4452.100700 = -1347741.326564 nChanged 90 SP:Iteration 26Q (36227.770000 sec): 3 clusters Score: Raw -1352226.083886 + Penalty 4452.100700 = -1347773.983186 nChanged 103 SP:Iteration 27Q (36227.810000 sec): 3 clusters Score: Raw -1352269.179246 + Penalty 4452.100700 = -1347817.078547 nChanged 137 SP:Iteration 28Q (36227.850000 sec): 3 clusters Score: Raw -1352335.094690 + Penalty 4452.100700 = -1347882.993991 nChanged 135 SP:Iteration 29Q (36227.890000 sec): 3 clusters Score: Raw -1352396.300922 + Penalty 4452.100700 = -1347944.200222 nChanged 130 SP:Iteration 30Q (36227.930000 sec): 3 clusters Score: Raw -1352453.888717 + Penalty 4452.100700 = -1348001.788017 nChanged 124 SP:Iteration 31Q (36227.970000 sec): 3 clusters Score: Raw -1352510.009889 + Penalty 4452.100700 = -1348057.909190 nChanged 118 SP:Iteration 32Q (36228.000000 sec): 3 clusters Score: Raw -1352561.451493 + Penalty 4452.100700 = -1348109.350793 nChanged 127 SP:Iteration 33Q (36228.040000 sec): 3 clusters Score: Raw -1352619.552630 + Penalty 4452.100700 = -1348167.451930 nChanged 112 SP:Iteration 34Q (36228.080000 sec): 3 clusters Score: Raw -1352658.974346 + Penalty 4452.100700 = -1348206.873646 nChanged 88 SP:Iteration 35Q (36228.120000 sec): 3 clusters Score: Raw -1352689.211631 + Penalty 4452.100700 = -1348237.110931 nChanged 79 SP:Iteration 36Q (36228.160000 sec): 3 clusters Score: Raw -1352713.240437 + Penalty 4452.100700 = -1348261.139738 nChanged 69 SP:Iteration 37Q (36228.200000 sec): 3 clusters Score: Raw -1352738.530818 + Penalty 4452.100700 = -1348286.430118 nChanged 74 SP:Iteration 38Q (36228.230000 sec): 3 clusters Score: Raw -1352768.246226 + Penalty 4452.100700 = -1348316.145526 nChanged 75 SP:Iteration 39Q (36228.270000 sec): 3 clusters Score: Raw -1352801.283259 + Penalty 4452.100700 = -1348349.182559 nChanged 76 SP:Iteration 40F (36228.310000 sec): 3 clusters Score: Raw -1352832.078527 + Penalty 4452.100700 = -1348379.977828 nChanged 74 SP:Iteration 41Q (36228.340000 sec): 3 clusters Score: Raw -1352855.805524 + Penalty 4452.100700 = -1348403.704824 nChanged 57 SP:Iteration 42Q (36228.380000 sec): 3 clusters Score: Raw -1352873.392935 + Penalty 4452.100700 = -1348421.292236 nChanged 43 SP:Iteration 43Q (36228.420000 sec): 3 clusters Score: Raw -1352885.684864 + Penalty 4452.100700 = -1348433.584164 nChanged 36 SP:Iteration 44Q (36228.450000 sec): 3 clusters Score: Raw -1352897.997724 + Penalty 4452.100700 = -1348445.897025 nChanged 36 SP:Iteration 45Q (36228.490000 sec): 3 clusters Score: Raw -1352909.528304 + Penalty 4452.100700 = -1348457.427604 nChanged 36 SP:Iteration 46Q (36228.530000 sec): 3 clusters Score: Raw -1352920.272800 + Penalty 4452.100700 = -1348468.172100 nChanged 26 SP:Iteration 47Q (36228.560000 sec): 3 clusters Score: Raw -1352927.979655 + Penalty 4452.100700 = -1348475.878956 nChanged 29 SP:Iteration 48Q (36228.600000 sec): 3 clusters Score: Raw -1352936.459276 + Penalty 4452.100700 = -1348484.358576 nChanged 29 SP:Iteration 49Q (36228.630000 sec): 3 clusters Score: Raw -1352945.515657 + Penalty 4452.100700 = -1348493.414958 nChanged 28 SP:Iteration 50Q (36228.670000 sec): 3 clusters Score: Raw -1352955.133930 + Penalty 4452.100700 = -1348503.033230 nChanged 26 SP:Iteration 51Q (36228.700000 sec): 3 clusters Score: Raw -1352965.065508 + Penalty 4452.100700 = -1348512.964809 nChanged 35 SP:Iteration 52Q (36228.740000 sec): 3 clusters Score: Raw -1352976.564310 + Penalty 4452.100700 = -1348524.463610 nChanged 35 SP:Iteration 53Q (36228.780000 sec): 3 clusters Score: Raw -1352987.916752 + Penalty 4452.100700 = -1348535.816052 nChanged 31 SP:Iteration 54Q (36228.810000 sec): 3 clusters Score: Raw -1353000.323352 + Penalty 4452.100700 = -1348548.222652 nChanged 29 SP:Iteration 55Q (36228.840000 sec): 3 clusters Score: Raw -1353008.117876 + Penalty 4452.100700 = -1348556.017176 nChanged 32 SP:Iteration 56Q (36228.880000 sec): 3 clusters Score: Raw -1353017.496552 + Penalty 4452.100700 = -1348565.395852 nChanged 16 SP:Iteration 57Q (36228.920000 sec): 3 clusters Score: Raw -1353022.391506 + Penalty 4452.100700 = -1348570.290806 nChanged 20 SP:Iteration 58Q (36228.950000 sec): 3 clusters Score: Raw -1353029.242741 + Penalty 4452.100700 = -1348577.142041 nChanged 26 SP:Iteration 59Q (36228.980000 sec): 3 clusters Score: Raw -1353037.174787 + Penalty 4452.100700 = -1348585.074087 nChanged 23 SP:Iteration 60F (36229.020000 sec): 3 clusters Score: Raw -1353044.515487 + Penalty 4452.100700 = -1348592.414788 nChanged 25 SP:Iteration 61Q (36229.060000 sec): 3 clusters Score: Raw -1353052.041413 + Penalty 4452.100700 = -1348599.940713 nChanged 24 SP:Iteration 62Q (36229.090000 sec): 3 clusters Score: Raw -1353060.200908 + Penalty 4452.100700 = -1348608.100208 nChanged 18 SP:Iteration 63Q (36229.130000 sec): 3 clusters Score: Raw -1353065.935945 + Penalty 4452.100700 = -1348613.835245 nChanged 22 SP:Iteration 64Q (36229.160000 sec): 3 clusters Score: Raw -1353072.181869 + Penalty 4452.100700 = -1348620.081170 nChanged 12 SP:Iteration 65Q (36229.200000 sec): 3 clusters Score: Raw -1353075.691037 + Penalty 4452.100700 = -1348623.590337 nChanged 14 SP:Iteration 66Q (36229.230000 sec): 3 clusters Score: Raw -1353080.204251 + Penalty 4452.100700 = -1348628.103551 nChanged 17 SP:Iteration 67Q (36229.260000 sec): 3 clusters Score: Raw -1353085.586883 + Penalty 4452.100700 = -1348633.486183 nChanged 18 SP:Iteration 68Q (36229.300000 sec): 3 clusters Score: Raw -1353092.273552 + Penalty 4452.100700 = -1348640.172853 nChanged 25 SP:Iteration 69Q (36229.330000 sec): 3 clusters Score: Raw -1353100.388458 + Penalty 4452.100700 = -1348648.287759 nChanged 20 SP:Iteration 70Q (36229.370000 sec): 3 clusters Score: Raw -1353107.798099 + Penalty 4452.100700 = -1348655.697399 nChanged 30 SP:Iteration 71Q (36229.400000 sec): 3 clusters Score: Raw -1353119.972029 + Penalty 4452.100700 = -1348667.871330 nChanged 22 SP:Iteration 72Q (36229.440000 sec): 3 clusters Score: Raw -1353127.923794 + Penalty 4452.100700 = -1348675.823094 nChanged 26 SP:Iteration 73Q (36229.470000 sec): 3 clusters Score: Raw -1353136.845601 + Penalty 4452.100700 = -1348684.744901 nChanged 30 SP:Iteration 74Q (36229.500000 sec): 3 clusters Score: Raw -1353148.134390 + Penalty 4452.100700 = -1348696.033690 nChanged 20 SP:Iteration 75Q (36229.540000 sec): 3 clusters Score: Raw -1353155.341126 + Penalty 4452.100700 = -1348703.240427 nChanged 20 SP:Iteration 76Q (36229.570000 sec): 3 clusters Score: Raw -1353161.753016 + Penalty 4452.100700 = -1348709.652316 nChanged 14 SP:Iteration 77Q (36229.600000 sec): 3 clusters Score: Raw -1353166.901106 + Penalty 4452.100700 = -1348714.800406 nChanged 20 SP:Iteration 78Q (36229.640000 sec): 3 clusters Score: Raw -1353173.074597 + Penalty 4452.100700 = -1348720.973897 nChanged 23 SP:Iteration 79Q (36229.670000 sec): 3 clusters Score: Raw -1353182.445456 + Penalty 4452.100700 = -1348730.344757 nChanged 31 SP:Iteration 80F (36229.710000 sec): 3 clusters Score: Raw -1353197.058341 + Penalty 4452.100700 = -1348744.957642 nChanged 39 SP:Iteration 81Q (36229.740000 sec): 3 clusters Score: Raw -1353212.492577 + Penalty 4452.100700 = -1348760.391878 nChanged 28 SP:Iteration 82Q (36229.780000 sec): 3 clusters Score: Raw -1353225.255039 + Penalty 4452.100700 = -1348773.154339 nChanged 29 SP:Iteration 83Q (36229.810000 sec): 3 clusters Score: Raw -1353238.526134 + Penalty 4452.100700 = -1348786.425434 nChanged 32 SP:Iteration 84Q (36229.840000 sec): 3 clusters Score: Raw -1353252.461188 + Penalty 4452.100700 = -1348800.360488 nChanged 24 SP:Iteration 85Q (36229.880000 sec): 3 clusters Score: Raw -1353262.697608 + Penalty 4452.100700 = -1348810.596909 nChanged 20 SP:Iteration 86Q (36229.910000 sec): 3 clusters Score: Raw -1353270.810184 + Penalty 4452.100700 = -1348818.709485 nChanged 22 SP:Iteration 87Q (36229.940000 sec): 3 clusters Score: Raw -1353280.659342 + Penalty 4452.100700 = -1348828.558643 nChanged 21 SP:Iteration 88Q (36229.970000 sec): 3 clusters Score: Raw -1353289.577590 + Penalty 4452.100700 = -1348837.476891 nChanged 20 SP:Iteration 89Q (36230.000000 sec): 3 clusters Score: Raw -1353298.554390 + Penalty 4452.100700 = -1348846.453691 nChanged 20 SP:Iteration 90Q (36230.040000 sec): 3 clusters Score: Raw -1353307.575297 + Penalty 4452.100700 = -1348855.474598 nChanged 17 SP:Iteration 91Q (36230.070000 sec): 3 clusters Score: Raw -1353315.388564 + Penalty 4452.100700 = -1348863.287864 nChanged 23 SP:Iteration 92Q (36230.100000 sec): 3 clusters Score: Raw -1353325.660545 + Penalty 4452.100700 = -1348873.559845 nChanged 19 SP:Iteration 93Q (36230.140000 sec): 3 clusters Score: Raw -1353333.701271 + Penalty 4452.100700 = -1348881.600571 nChanged 17 SP:Iteration 94Q (36230.170000 sec): 3 clusters Score: Raw -1353340.977692 + Penalty 4452.100700 = -1348888.876993 nChanged 15 SP:Iteration 95Q (36230.200000 sec): 3 clusters Score: Raw -1353349.339444 + Penalty 4452.100700 = -1348897.238744 nChanged 26 SP:Iteration 96Q (36230.230000 sec): 3 clusters Score: Raw -1353365.931612 + Penalty 4452.100700 = -1348913.830912 nChanged 35 SP:Iteration 97Q (36230.260000 sec): 3 clusters Score: Raw -1353386.608177 + Penalty 4452.100700 = -1348934.507477 nChanged 29 SP:Iteration 98Q (36230.300000 sec): 3 clusters Score: Raw -1353402.931093 + Penalty 4452.100700 = -1348950.830394 nChanged 26 SP:Iteration 99Q (36230.330000 sec): 3 clusters Score: Raw -1353416.788719 + Penalty 4452.100700 = -1348964.688020 nChanged 23 SP:Iteration 100F (36230.370000 sec): 3 clusters Score: Raw -1353428.747044 + Penalty 4452.100700 = -1348976.646344 nChanged 21 SP:Iteration 101Q (36230.400000 sec): 3 clusters Score: Raw -1353437.908022 + Penalty 4452.100700 = -1348985.807323 nChanged 15 SP:Iteration 102Q (36230.430000 sec): 3 clusters Score: Raw -1353448.374126 + Penalty 4452.100700 = -1348996.273427 nChanged 22 SP:Iteration 103Q (36230.470000 sec): 3 clusters Score: Raw -1353463.052568 + Penalty 4452.100700 = -1349010.951868 nChanged 22 SP:Iteration 104Q (36230.490000 sec): 3 clusters Score: Raw -1353475.892508 + Penalty 4452.100700 = -1349023.791809 nChanged 17 SP:Iteration 105Q (36230.530000 sec): 3 clusters Score: Raw -1353485.926389 + Penalty 4452.100700 = -1349033.825690 nChanged 16 SP:Iteration 106Q (36230.560000 sec): 3 clusters Score: Raw -1353494.205975 + Penalty 4452.100700 = -1349042.105275 nChanged 15 SP:Iteration 107Q (36230.590000 sec): 3 clusters Score: Raw -1353502.508843 + Penalty 4452.100700 = -1349050.408144 nChanged 9 SP:Iteration 108Q (36230.620000 sec): 3 clusters Score: Raw -1353507.023554 + Penalty 4452.100700 = -1349054.922854 nChanged 4 SP:Iteration 109Q (36230.650000 sec): 3 clusters Score: Raw -1353509.582491 + Penalty 4452.100700 = -1349057.481791 nChanged 6 SP:Iteration 110Q (36230.680000 sec): 3 clusters Score: Raw -1353512.584563 + Penalty 4452.100700 = -1349060.483863 nChanged 6 SP:Iteration 111Q (36230.710000 sec): 3 clusters Score: Raw -1353515.043922 + Penalty 4452.100700 = -1349062.943223 nChanged 1 SP:Iteration 112Q (36230.740000 sec): 3 clusters Score: Raw -1353515.681561 + Penalty 4452.100700 = -1349063.580862 nChanged 0 SP:Iteration 113F (36230.780000 sec): 3 clusters Score: Raw -1353515.681561 + Penalty 4452.100700 = -1349063.580862 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 2 (20864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36230.870000 sec): 2 clusters Score: Raw -3289264.377487 + Penalty 2466.553555 = -3286797.823932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36230.980000 sec): 3 clusters Score: Raw -3277167.455231 + Penalty 4933.107111 = -3272234.348121 nChanged 9139 SP:Iteration 1F (36231.090000 sec): 3 clusters Score: Raw -3282031.419884 + Penalty 4933.107111 = -3277098.312773 nChanged 1257 SP:Iteration 2F (36231.190000 sec): 3 clusters Score: Raw -3282638.897065 + Penalty 4933.107111 = -3277705.789955 nChanged 1315 SP:Iteration 3F (36231.300000 sec): 3 clusters Score: Raw -3283482.761261 + Penalty 4933.107111 = -3278549.654151 nChanged 1513 SP:Iteration 4F (36231.410000 sec): 3 clusters Score: Raw -3284667.533657 + Penalty 4933.107111 = -3279734.426546 nChanged 1695 SP:Iteration 5F (36231.510000 sec): 3 clusters Score: Raw -3286280.026914 + Penalty 4933.107111 = -3281346.919803 nChanged 1655 SP:Iteration 6F (36231.620000 sec): 3 clusters Score: Raw -3287817.116533 + Penalty 4933.107111 = -3282884.009422 nChanged 1253 SP:Iteration 7F (36231.720000 sec): 3 clusters Score: Raw -3288849.289037 + Penalty 4933.107111 = -3283916.181927 nChanged 931 SP:Iteration 8Q (36231.830000 sec): 3 clusters Score: Raw -3289497.598838 + Penalty 4933.107111 = -3284564.491728 nChanged 706 SP:Iteration 9Q (36231.940000 sec): 3 clusters Score: Raw -3290006.665046 + Penalty 4933.107111 = -3285073.557935 nChanged 576 SP:Iteration 10Q (36232.040000 sec): 3 clusters Score: Raw -3290451.943370 + Penalty 4933.107111 = -3285518.836260 nChanged 516 SP:Iteration 11Q (36232.150000 sec): 3 clusters Score: Raw -3290817.293838 + Penalty 4933.107111 = -3285884.186727 nChanged 453 SP:Iteration 12Q (36232.250000 sec): 3 clusters Score: Raw -3291080.085487 + Penalty 4933.107111 = -3286146.978377 nChanged 347 SP:Iteration 13Q (36232.350000 sec): 3 clusters Score: Raw -3291236.479061 + Penalty 4933.107111 = -3286303.371950 nChanged 239 SP:Iteration 14Q (36232.450000 sec): 3 clusters Score: Raw -3291330.221967 + Penalty 4933.107111 = -3286397.114857 nChanged 166 SP:Iteration 15Q (36232.560000 sec): 3 clusters Score: Raw -3291374.282287 + Penalty 4933.107111 = -3286441.175176 nChanged 97 SP:Iteration 16Q (36232.660000 sec): 3 clusters Score: Raw -3291394.380357 + Penalty 4933.107111 = -3286461.273246 nChanged 53 SP:Iteration 17Q (36232.760000 sec): 3 clusters Score: Raw -3291407.505573 + Penalty 4933.107111 = -3286474.398462 nChanged 43 SP:Iteration 18Q (36232.860000 sec): 3 clusters Score: Raw -3291415.754817 + Penalty 4933.107111 = -3286482.647707 nChanged 28 SP:Iteration 19Q (36232.960000 sec): 3 clusters Score: Raw -3291419.775171 + Penalty 4933.107111 = -3286486.668061 nChanged 26 SP:Iteration 20F (36233.070000 sec): 3 clusters Score: Raw -3291423.565676 + Penalty 4933.107111 = -3286490.458565 nChanged 25 SP:Iteration 21Q (36233.160000 sec): 3 clusters Score: Raw -3291426.567373 + Penalty 4933.107111 = -3286493.460263 nChanged 15 SP:Iteration 22Q (36233.260000 sec): 3 clusters Score: Raw -3291427.835226 + Penalty 4933.107111 = -3286494.728116 nChanged 8 SP:Iteration 23Q (36233.360000 sec): 3 clusters Score: Raw -3291428.533955 + Penalty 4933.107111 = -3286495.426845 nChanged 9 SP:Iteration 24Q (36233.460000 sec): 3 clusters Score: Raw -3291429.582384 + Penalty 4933.107111 = -3286496.475273 nChanged 7 SP:Iteration 25Q (36233.560000 sec): 3 clusters Score: Raw -3291430.142709 + Penalty 4933.107111 = -3286497.035599 nChanged 1 SP:Iteration 26Q (36233.660000 sec): 3 clusters Score: Raw -3291430.214971 + Penalty 4933.107111 = -3286497.107861 nChanged 0 SP:Iteration 27F (36233.770000 sec): 3 clusters Score: Raw -3291430.214971 + Penalty 4933.107111 = -3286497.107861 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 3 (782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36233.790000 sec): 2 clusters Score: Raw -123739.529978 + Penalty 1652.139976 = -122087.390002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36233.790000 sec): 3 clusters Score: Raw -123658.842200 + Penalty 3304.279951 = -120354.562249 nChanged 177 SP:Iteration 1F (36233.800000 sec): 3 clusters Score: Raw -123901.290644 + Penalty 3304.279951 = -120597.010693 nChanged 47 SP:Iteration 2F (36233.800000 sec): 3 clusters Score: Raw -123959.900921 + Penalty 3304.279951 = -120655.620970 nChanged 15 SP:Iteration 3Q (36233.810000 sec): 3 clusters Score: Raw -123978.663629 + Penalty 3304.279951 = -120674.383678 nChanged 5 SP:Iteration 4Q (36233.810000 sec): 3 clusters Score: Raw -123983.259922 + Penalty 3304.279951 = -120678.979970 nChanged 2 SP:Iteration 5Q (36233.810000 sec): 3 clusters Score: Raw -123986.009408 + Penalty 3304.279951 = -120681.729456 nChanged 1 SP:Iteration 6Q (36233.820000 sec): 3 clusters Score: Raw -123987.603026 + Penalty 3304.279951 = -120683.323075 nChanged 0 SP:Iteration 7F (36233.820000 sec): 3 clusters Score: Raw -123987.603026 + Penalty 3304.279951 = -120683.323075 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 4 (6484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36233.860000 sec): 2 clusters Score: Raw -1004067.956880 + Penalty 2176.719035 = -1001891.237845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36233.890000 sec): 3 clusters Score: Raw -1000760.215733 + Penalty 4353.438070 = -996406.777663 nChanged 2565 SP:Iteration 1F (36233.920000 sec): 3 clusters Score: Raw -1002185.172148 + Penalty 4353.438070 = -997831.734078 nChanged 465 SP:Iteration 2F (36233.950000 sec): 3 clusters Score: Raw -1002430.822178 + Penalty 4353.438070 = -998077.384109 nChanged 318 SP:Iteration 3Q (36233.990000 sec): 3 clusters Score: Raw -1002617.126880 + Penalty 4353.438070 = -998263.688810 nChanged 273 SP:Iteration 4Q (36234.020000 sec): 3 clusters Score: Raw -1002766.817781 + Penalty 4353.438070 = -998413.379711 nChanged 235 SP:Iteration 5Q (36234.050000 sec): 3 clusters Score: Raw -1002880.566794 + Penalty 4353.438070 = -998527.128724 nChanged 181 SP:Iteration 6Q (36234.090000 sec): 3 clusters Score: Raw -1002975.707042 + Penalty 4353.438070 = -998622.268972 nChanged 178 SP:Iteration 7Q (36234.120000 sec): 3 clusters Score: Raw -1003070.148263 + Penalty 4353.438070 = -998716.710194 nChanged 172 SP:Iteration 8Q (36234.150000 sec): 3 clusters Score: Raw -1003172.029130 + Penalty 4353.438070 = -998818.591060 nChanged 163 SP:Iteration 9Q (36234.180000 sec): 3 clusters Score: Raw -1003259.995324 + Penalty 4353.438070 = -998906.557254 nChanged 155 SP:Iteration 10Q (36234.210000 sec): 3 clusters Score: Raw -1003358.223556 + Penalty 4353.438070 = -999004.785486 nChanged 168 SP:Iteration 11Q (36234.250000 sec): 3 clusters Score: Raw -1003466.018063 + Penalty 4353.438070 = -999112.579993 nChanged 180 SP:Iteration 12Q (36234.280000 sec): 3 clusters Score: Raw -1003591.468701 + Penalty 4353.438070 = -999238.030631 nChanged 206 SP:Iteration 13Q (36234.310000 sec): 3 clusters Score: Raw -1003719.245455 + Penalty 4353.438070 = -999365.807385 nChanged 203 SP:Iteration 14Q (36234.340000 sec): 3 clusters Score: Raw -1003856.650912 + Penalty 4353.438070 = -999503.212842 nChanged 207 SP:Iteration 15Q (36234.370000 sec): 3 clusters Score: Raw -1003993.016360 + Penalty 4353.438070 = -999639.578290 nChanged 171 SP:Iteration 16Q (36234.400000 sec): 3 clusters Score: Raw -1004097.809225 + Penalty 4353.438070 = -999744.371155 nChanged 164 SP:Iteration 17Q (36234.430000 sec): 3 clusters Score: Raw -1004211.970343 + Penalty 4353.438070 = -999858.532273 nChanged 159 SP:Iteration 18Q (36234.460000 sec): 3 clusters Score: Raw -1004315.152465 + Penalty 4353.438070 = -999961.714395 nChanged 151 SP:Iteration 19Q (36234.490000 sec): 3 clusters Score: Raw -1004417.936066 + Penalty 4353.438070 = -1000064.497996 nChanged 146 SP:Iteration 20F (36234.530000 sec): 3 clusters Score: Raw -1004526.406046 + Penalty 4353.438070 = -1000172.967976 nChanged 146 SP:Iteration 21Q (36234.550000 sec): 3 clusters Score: Raw -1004631.462181 + Penalty 4353.438070 = -1000278.024111 nChanged 136 SP:Iteration 22Q (36234.580000 sec): 3 clusters Score: Raw -1004730.854445 + Penalty 4353.438070 = -1000377.416375 nChanged 124 SP:Iteration 23Q (36234.610000 sec): 3 clusters Score: Raw -1004830.285859 + Penalty 4353.438070 = -1000476.847789 nChanged 120 SP:Iteration 24Q (36234.640000 sec): 3 clusters Score: Raw -1004930.700374 + Penalty 4353.438070 = -1000577.262304 nChanged 121 SP:Iteration 25Q (36234.670000 sec): 3 clusters Score: Raw -1005042.349439 + Penalty 4353.438070 = -1000688.911369 nChanged 117 SP:Iteration 26Q (36234.700000 sec): 3 clusters Score: Raw -1005164.998018 + Penalty 4353.438070 = -1000811.559948 nChanged 106 SP:Iteration 27Q (36234.730000 sec): 3 clusters Score: Raw -1005292.198445 + Penalty 4353.438070 = -1000938.760375 nChanged 89 SP:Iteration 28Q (36234.750000 sec): 3 clusters Score: Raw -1005384.344366 + Penalty 4353.438070 = -1001030.906296 nChanged 61 SP:Iteration 29Q (36234.780000 sec): 3 clusters Score: Raw -1005434.463989 + Penalty 4353.438070 = -1001081.025919 nChanged 52 SP:Iteration 30Q (36234.810000 sec): 3 clusters Score: Raw -1005466.848884 + Penalty 4353.438070 = -1001113.410814 nChanged 23 SP:Iteration 31Q (36234.830000 sec): 3 clusters Score: Raw -1005480.276791 + Penalty 4353.438070 = -1001126.838721 nChanged 21 SP:Iteration 32Q (36234.850000 sec): 3 clusters Score: Raw -1005487.998157 + Penalty 4353.438070 = -1001134.560087 nChanged 12 SP:Iteration 33Q (36234.880000 sec): 3 clusters Score: Raw -1005492.306755 + Penalty 4353.438070 = -1001138.868686 nChanged 10 SP:Iteration 34Q (36234.910000 sec): 3 clusters Score: Raw -1005495.503372 + Penalty 4353.438070 = -1001142.065302 nChanged 3 SP:Iteration 35Q (36234.930000 sec): 3 clusters Score: Raw -1005496.696196 + Penalty 4353.438070 = -1001143.258126 nChanged 3 SP:Iteration 36Q (36234.960000 sec): 3 clusters Score: Raw -1005497.392528 + Penalty 4353.438070 = -1001143.954458 nChanged 4 SP:Iteration 37Q (36234.980000 sec): 3 clusters Score: Raw -1005498.743495 + Penalty 4353.438070 = -1001145.305425 nChanged 3 SP:Iteration 38Q (36235.010000 sec): 3 clusters Score: Raw -1005499.648557 + Penalty 4353.438070 = -1001146.210487 nChanged 3 SP:Iteration 39Q (36235.030000 sec): 3 clusters Score: Raw -1005500.559588 + Penalty 4353.438070 = -1001147.121518 nChanged 4 SP:Iteration 40F (36235.070000 sec): 3 clusters Score: Raw -1005502.458278 + Penalty 4353.438070 = -1001149.020208 nChanged 1 SP:Iteration 41Q (36235.090000 sec): 3 clusters Score: Raw -1005502.670481 + Penalty 4353.438070 = -1001149.232411 nChanged 0 SP:Iteration 42F (36235.120000 sec): 3 clusters Score: Raw -1005502.670481 + Penalty 4353.438070 = -1001149.232411 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 5 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36235.130000 sec): 2 clusters Score: Raw -68493.001124 + Penalty 1493.213791 = -66999.787334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36235.130000 sec): 3 clusters Score: Raw -68657.672273 + Penalty 2986.427581 = -65671.244692 nChanged 66 SP:Iteration 1F (36235.130000 sec): 3 clusters Score: Raw -68827.638144 + Penalty 2986.427581 = -65841.210563 nChanged 19 SP:Iteration 2Q (36235.140000 sec): 3 clusters Score: Raw -68875.615775 + Penalty 2986.427581 = -65889.188193 nChanged 9 SP:Iteration 3Q (36235.140000 sec): 3 clusters Score: Raw -68898.147402 + Penalty 2986.427581 = -65911.719821 nChanged 8 SP:Iteration 4Q (36235.140000 sec): 3 clusters Score: Raw -68915.947448 + Penalty 2986.427581 = -65929.519867 nChanged 5 SP:Iteration 5Q (36235.140000 sec): 3 clusters Score: Raw -68938.174007 + Penalty 2986.427581 = -65951.746425 nChanged 7 SP:Iteration 6Q (36235.150000 sec): 3 clusters Score: Raw -68956.423446 + Penalty 2986.427581 = -65969.995865 nChanged 7 SP:Iteration 7Q (36235.150000 sec): 3 clusters Score: Raw -68981.269920 + Penalty 2986.427581 = -65994.842339 nChanged 4 SP:Iteration 8Q (36235.150000 sec): 3 clusters Score: Raw -68992.860073 + Penalty 2986.427581 = -66006.432492 nChanged 5 SP:Iteration 9Q (36235.150000 sec): 3 clusters Score: Raw -69006.018624 + Penalty 2986.427581 = -66019.591042 nChanged 5 SP:Iteration 10Q (36235.150000 sec): 3 clusters Score: Raw -69020.777303 + Penalty 2986.427581 = -66034.349722 nChanged 0 SP:Iteration 11F (36235.150000 sec): 3 clusters Score: Raw -69020.777303 + Penalty 2986.427581 = -66034.349722 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 6 (669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36235.160000 sec): 2 clusters Score: Raw -102947.600234 + Penalty 1613.434447 = -101334.165787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36235.170000 sec): 3 clusters Score: Raw -102882.341419 + Penalty 3226.868894 = -99655.472526 nChanged 135 SP:Iteration 1F (36235.170000 sec): 3 clusters Score: Raw -103106.763333 + Penalty 3226.868894 = -99879.894439 nChanged 30 SP:Iteration 2Q (36235.170000 sec): 3 clusters Score: Raw -103162.976009 + Penalty 3226.868894 = -99936.107115 nChanged 14 SP:Iteration 3Q (36235.180000 sec): 3 clusters Score: Raw -103193.336181 + Penalty 3226.868894 = -99966.467287 nChanged 11 SP:Iteration 4Q (36235.180000 sec): 3 clusters Score: Raw -103216.493635 + Penalty 3226.868894 = -99989.624742 nChanged 11 SP:Iteration 5Q (36235.180000 sec): 3 clusters Score: Raw -103233.380904 + Penalty 3226.868894 = -100006.512010 nChanged 8 SP:Iteration 6Q (36235.190000 sec): 3 clusters Score: Raw -103248.279726 + Penalty 3226.868894 = -100021.410832 nChanged 1 SP:Iteration 7Q (36235.190000 sec): 3 clusters Score: Raw -103249.177339 + Penalty 3226.868894 = -100022.308445 nChanged 1 SP:Iteration 8Q (36235.190000 sec): 3 clusters Score: Raw -103251.473287 + Penalty 3226.868894 = -100024.604393 nChanged 1 SP:Iteration 9Q (36235.190000 sec): 3 clusters Score: Raw -103253.386714 + Penalty 3226.868894 = -100026.517821 nChanged 0 SP:Iteration 10F (36235.200000 sec): 3 clusters Score: Raw -103253.386714 + Penalty 3226.868894 = -100026.517821 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 7 (273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36235.210000 sec): 2 clusters Score: Raw -33906.081529 + Penalty 1391.149005 = -32514.932524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36235.210000 sec): 3 clusters Score: Raw -34173.986402 + Penalty 2782.298010 = -31391.688392 nChanged 48 SP:Iteration 1F (36235.210000 sec): 3 clusters Score: Raw -34451.463995 + Penalty 2782.298010 = -31669.165985 nChanged 25 SP:Iteration 2F (36235.210000 sec): 3 clusters Score: Raw -34585.966468 + Penalty 2782.298010 = -31803.668457 nChanged 10 SP:Iteration 3Q (36235.210000 sec): 3 clusters Score: Raw -34704.505718 + Penalty 2782.298010 = -31922.207708 nChanged 6 SP:Iteration 4Q (36235.210000 sec): 3 clusters Score: Raw -34761.217297 + Penalty 2782.298010 = -31978.919287 nChanged 1 SP:Iteration 5Q (36235.210000 sec): 3 clusters Score: Raw -34770.822650 + Penalty 2782.298010 = -31988.524640 nChanged 0 SP:Iteration 6F (36235.210000 sec): 3 clusters Score: Raw -34770.822650 + Penalty 2782.298010 = -31988.524640 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 8 (33345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36235.380000 sec): 2 clusters Score: Raw -5419362.840383 + Penalty 2582.836453 = -5416780.003930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36235.550000 sec): 3 clusters Score: Raw -5399466.792729 + Penalty 5165.672905 = -5394301.119824 nChanged 15028 SP:Iteration 1F (36235.720000 sec): 3 clusters Score: Raw -5407401.142742 + Penalty 5165.672905 = -5402235.469837 nChanged 1551 SP:Iteration 2Q (36235.900000 sec): 3 clusters Score: Raw -5407917.770265 + Penalty 5165.672905 = -5402752.097359 nChanged 1370 SP:Iteration 3Q (36236.070000 sec): 3 clusters Score: Raw -5408392.141871 + Penalty 5165.672905 = -5403226.468966 nChanged 1336 SP:Iteration 4Q (36236.250000 sec): 3 clusters Score: Raw -5408883.073060 + Penalty 5165.672905 = -5403717.400155 nChanged 1342 SP:Iteration 5Q (36236.430000 sec): 3 clusters Score: Raw -5409428.460638 + Penalty 5165.672905 = -5404262.787733 nChanged 1434 SP:Iteration 6Q (36236.610000 sec): 3 clusters Score: Raw -5410010.333561 + Penalty 5165.672905 = -5404844.660656 nChanged 1450 SP:Iteration 7Q (36236.780000 sec): 3 clusters Score: Raw -5410632.837177 + Penalty 5165.672905 = -5405467.164272 nChanged 1490 SP:Iteration 8Q (36236.960000 sec): 3 clusters Score: Raw -5411287.246476 + Penalty 5165.672905 = -5406121.573571 nChanged 1514 SP:Iteration 9Q (36237.130000 sec): 3 clusters Score: Raw -5411926.528675 + Penalty 5165.672905 = -5406760.855770 nChanged 1400 SP:Iteration 10Q (36237.310000 sec): 3 clusters Score: Raw -5412484.197890 + Penalty 5165.672905 = -5407318.524985 nChanged 1284 SP:Iteration 11Q (36237.490000 sec): 3 clusters Score: Raw -5412946.086240 + Penalty 5165.672905 = -5407780.413335 nChanged 1078 SP:Iteration 12Q (36237.660000 sec): 3 clusters Score: Raw -5413310.303171 + Penalty 5165.672905 = -5408144.630265 nChanged 892 SP:Iteration 13Q (36237.830000 sec): 3 clusters Score: Raw -5413582.273242 + Penalty 5165.672905 = -5408416.600337 nChanged 786 SP:Iteration 14Q (36238.010000 sec): 3 clusters Score: Raw -5413809.256583 + Penalty 5165.672905 = -5408643.583678 nChanged 662 SP:Iteration 15Q (36238.190000 sec): 3 clusters Score: Raw -5414004.055424 + Penalty 5165.672905 = -5408838.382519 nChanged 634 SP:Iteration 16Q (36238.360000 sec): 3 clusters Score: Raw -5414207.672361 + Penalty 5165.672905 = -5409041.999456 nChanged 646 SP:Iteration 17Q (36238.530000 sec): 3 clusters Score: Raw -5414454.179977 + Penalty 5165.672905 = -5409288.507072 nChanged 678 SP:Iteration 18Q (36238.710000 sec): 3 clusters Score: Raw -5414770.817623 + Penalty 5165.672905 = -5409605.144718 nChanged 735 SP:Iteration 19Q (36238.870000 sec): 3 clusters Score: Raw -5415120.085795 + Penalty 5165.672905 = -5409954.412890 nChanged 757 SP:Iteration 20F (36239.050000 sec): 3 clusters Score: Raw -5415508.559874 + Penalty 5165.672905 = -5410342.886969 nChanged 782 SP:Iteration 21Q (36239.220000 sec): 3 clusters Score: Raw -5415917.259461 + Penalty 5165.672905 = -5410751.586556 nChanged 740 SP:Iteration 22Q (36239.390000 sec): 3 clusters Score: Raw -5416295.429941 + Penalty 5165.672905 = -5411129.757036 nChanged 714 SP:Iteration 23Q (36239.550000 sec): 3 clusters Score: Raw -5416686.679786 + Penalty 5165.672905 = -5411521.006881 nChanged 674 SP:Iteration 24Q (36239.710000 sec): 3 clusters Score: Raw -5417071.707194 + Penalty 5165.672905 = -5411906.034289 nChanged 667 SP:Iteration 25Q (36239.870000 sec): 3 clusters Score: Raw -5417464.899318 + Penalty 5165.672905 = -5412299.226413 nChanged 610 SP:Iteration 26Q (36240.020000 sec): 3 clusters Score: Raw -5417812.237680 + Penalty 5165.672905 = -5412646.564775 nChanged 560 SP:Iteration 27Q (36240.170000 sec): 3 clusters Score: Raw -5418119.142045 + Penalty 5165.672905 = -5412953.469140 nChanged 491 SP:Iteration 28Q (36240.320000 sec): 3 clusters Score: Raw -5418383.215256 + Penalty 5165.672905 = -5413217.542351 nChanged 447 SP:Iteration 29Q (36240.470000 sec): 3 clusters Score: Raw -5418603.702570 + Penalty 5165.672905 = -5413438.029665 nChanged 394 SP:Iteration 30Q (36240.610000 sec): 3 clusters Score: Raw -5418794.679897 + Penalty 5165.672905 = -5413629.006991 nChanged 369 SP:Iteration 31Q (36240.760000 sec): 3 clusters Score: Raw -5418998.075047 + Penalty 5165.672905 = -5413832.402142 nChanged 341 SP:Iteration 32Q (36240.900000 sec): 3 clusters Score: Raw -5419175.921783 + Penalty 5165.672905 = -5414010.248878 nChanged 288 SP:Iteration 33Q (36241.040000 sec): 3 clusters Score: Raw -5419300.844895 + Penalty 5165.672905 = -5414135.171990 nChanged 238 SP:Iteration 34Q (36241.180000 sec): 3 clusters Score: Raw -5419406.278923 + Penalty 5165.672905 = -5414240.606018 nChanged 202 SP:Iteration 35Q (36241.310000 sec): 3 clusters Score: Raw -5419488.070277 + Penalty 5165.672905 = -5414322.397372 nChanged 176 SP:Iteration 36Q (36241.450000 sec): 3 clusters Score: Raw -5419553.714247 + Penalty 5165.672905 = -5414388.041342 nChanged 159 SP:Iteration 37Q (36241.580000 sec): 3 clusters Score: Raw -5419611.430867 + Penalty 5165.672905 = -5414445.757962 nChanged 149 SP:Iteration 38Q (36241.710000 sec): 3 clusters Score: Raw -5419661.308051 + Penalty 5165.672905 = -5414495.635146 nChanged 135 SP:Iteration 39Q (36241.850000 sec): 3 clusters Score: Raw -5419707.463117 + Penalty 5165.672905 = -5414541.790212 nChanged 109 SP:Iteration 40F (36242.020000 sec): 3 clusters Score: Raw -5419746.703884 + Penalty 5165.672905 = -5414581.030979 nChanged 91 SP:Iteration 41Q (36242.150000 sec): 3 clusters Score: Raw -5419781.652514 + Penalty 5165.672905 = -5414615.979609 nChanged 83 SP:Iteration 42Q (36242.280000 sec): 3 clusters Score: Raw -5419810.646703 + Penalty 5165.672905 = -5414644.973798 nChanged 75 SP:Iteration 43Q (36242.410000 sec): 3 clusters Score: Raw -5419837.860909 + Penalty 5165.672905 = -5414672.188004 nChanged 86 SP:Iteration 44Q (36242.540000 sec): 3 clusters Score: Raw -5419868.385477 + Penalty 5165.672905 = -5414702.712572 nChanged 71 SP:Iteration 45Q (36242.670000 sec): 3 clusters Score: Raw -5419889.526975 + Penalty 5165.672905 = -5414723.854070 nChanged 70 SP:Iteration 46Q (36242.800000 sec): 3 clusters Score: Raw -5419908.182354 + Penalty 5165.672905 = -5414742.509449 nChanged 50 SP:Iteration 47Q (36242.930000 sec): 3 clusters Score: Raw -5419919.718548 + Penalty 5165.672905 = -5414754.045643 nChanged 39 SP:Iteration 48Q (36243.060000 sec): 3 clusters Score: Raw -5419928.438302 + Penalty 5165.672905 = -5414762.765397 nChanged 37 SP:Iteration 49Q (36243.190000 sec): 3 clusters Score: Raw -5419937.107802 + Penalty 5165.672905 = -5414771.434897 nChanged 27 SP:Iteration 50Q (36243.320000 sec): 3 clusters Score: Raw -5419944.452216 + Penalty 5165.672905 = -5414778.779311 nChanged 29 SP:Iteration 51Q (36243.450000 sec): 3 clusters Score: Raw -5419952.878104 + Penalty 5165.672905 = -5414787.205199 nChanged 31 SP:Iteration 52Q (36243.580000 sec): 3 clusters Score: Raw -5419960.972448 + Penalty 5165.672905 = -5414795.299543 nChanged 21 SP:Iteration 53Q (36243.700000 sec): 3 clusters Score: Raw -5419966.405111 + Penalty 5165.672905 = -5414800.732206 nChanged 26 SP:Iteration 54Q (36243.840000 sec): 3 clusters Score: Raw -5419974.848616 + Penalty 5165.672905 = -5414809.175711 nChanged 21 SP:Iteration 55Q (36243.960000 sec): 3 clusters Score: Raw -5419980.316585 + Penalty 5165.672905 = -5414814.643680 nChanged 20 SP:Iteration 56Q (36244.090000 sec): 3 clusters Score: Raw -5419985.253720 + Penalty 5165.672905 = -5414819.580815 nChanged 17 SP:Iteration 57Q (36244.220000 sec): 3 clusters Score: Raw -5419988.956981 + Penalty 5165.672905 = -5414823.284075 nChanged 18 SP:Iteration 58Q (36244.350000 sec): 3 clusters Score: Raw -5419992.716574 + Penalty 5165.672905 = -5414827.043669 nChanged 16 SP:Iteration 59Q (36244.480000 sec): 3 clusters Score: Raw -5419997.045293 + Penalty 5165.672905 = -5414831.372388 nChanged 17 SP:Iteration 60F (36244.650000 sec): 3 clusters Score: Raw -5420001.081252 + Penalty 5165.672905 = -5414835.408347 nChanged 13 SP:Iteration 61Q (36244.780000 sec): 3 clusters Score: Raw -5420003.650073 + Penalty 5165.672905 = -5414837.977168 nChanged 7 SP:Iteration 62Q (36244.900000 sec): 3 clusters Score: Raw -5420005.162327 + Penalty 5165.672905 = -5414839.489422 nChanged 10 SP:Iteration 63Q (36245.030000 sec): 3 clusters Score: Raw -5420006.973182 + Penalty 5165.672905 = -5414841.300277 nChanged 6 SP:Iteration 64Q (36245.150000 sec): 3 clusters Score: Raw -5420008.656142 + Penalty 5165.672905 = -5414842.983237 nChanged 6 SP:Iteration 65Q (36245.280000 sec): 3 clusters Score: Raw -5420009.922881 + Penalty 5165.672905 = -5414844.249976 nChanged 9 SP:Iteration 66Q (36245.410000 sec): 3 clusters Score: Raw -5420011.800501 + Penalty 5165.672905 = -5414846.127596 nChanged 3 SP:Iteration 67Q (36245.530000 sec): 3 clusters Score: Raw -5420012.409153 + Penalty 5165.672905 = -5414846.736248 nChanged 0 SP:Iteration 68F (36245.700000 sec): 3 clusters Score: Raw -5420012.409153 + Penalty 5165.672905 = -5414846.736248 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 9 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36245.730000 sec): 2 clusters Score: Raw -83634.675250 + Penalty 1555.673498 = -82079.001753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36245.730000 sec): 3 clusters Score: Raw -83637.973498 + Penalty 3111.346995 = -80526.626503 nChanged 101 SP:Iteration 1F (36245.730000 sec): 3 clusters Score: Raw -83813.695983 + Penalty 3111.346995 = -80702.348988 nChanged 23 SP:Iteration 2Q (36245.740000 sec): 3 clusters Score: Raw -83854.652023 + Penalty 3111.346995 = -80743.305028 nChanged 8 SP:Iteration 3Q (36245.740000 sec): 3 clusters Score: Raw -83870.505507 + Penalty 3111.346995 = -80759.158511 nChanged 4 SP:Iteration 4Q (36245.740000 sec): 3 clusters Score: Raw -83881.095760 + Penalty 3111.346995 = -80769.748765 nChanged 4 SP:Iteration 5Q (36245.740000 sec): 3 clusters Score: Raw -83887.608308 + Penalty 3111.346995 = -80776.261313 nChanged 4 SP:Iteration 6Q (36245.750000 sec): 3 clusters Score: Raw -83893.753885 + Penalty 3111.346995 = -80782.406890 nChanged 2 SP:Iteration 7Q (36245.750000 sec): 3 clusters Score: Raw -83901.210321 + Penalty 3111.346995 = -80789.863326 nChanged 4 SP:Iteration 8Q (36245.750000 sec): 3 clusters Score: Raw -83910.098598 + Penalty 3111.346995 = -80798.751603 nChanged 4 SP:Iteration 9Q (36245.760000 sec): 3 clusters Score: Raw -83918.976444 + Penalty 3111.346995 = -80807.629448 nChanged 1 SP:Iteration 10Q (36245.760000 sec): 3 clusters Score: Raw -83920.669308 + Penalty 3111.346995 = -80809.322313 nChanged 0 SP:Iteration 11F (36245.760000 sec): 3 clusters Score: Raw -83920.669308 + Penalty 3111.346995 = -80809.322313 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 10 (3613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36245.780000 sec): 2 clusters Score: Raw -566870.122080 + Penalty 2031.688845 = -564838.433235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36245.800000 sec): 3 clusters Score: Raw -565202.676322 + Penalty 4063.377691 = -561139.298631 nChanged 1321 SP:Iteration 1F (36245.820000 sec): 3 clusters Score: Raw -566065.140128 + Penalty 4063.377691 = -562001.762438 nChanged 311 SP:Iteration 2F (36245.840000 sec): 3 clusters Score: Raw -566292.446638 + Penalty 4063.377691 = -562229.068947 nChanged 194 SP:Iteration 3F (36245.850000 sec): 3 clusters Score: Raw -566431.459086 + Penalty 4063.377691 = -562368.081396 nChanged 141 SP:Iteration 4Q (36245.870000 sec): 3 clusters Score: Raw -566529.664345 + Penalty 4063.377691 = -562466.286655 nChanged 115 SP:Iteration 5Q (36245.890000 sec): 3 clusters Score: Raw -566594.790112 + Penalty 4063.377691 = -562531.412421 nChanged 75 SP:Iteration 6Q (36245.910000 sec): 3 clusters Score: Raw -566641.442231 + Penalty 4063.377691 = -562578.064540 nChanged 62 SP:Iteration 7Q (36245.920000 sec): 3 clusters Score: Raw -566673.327413 + Penalty 4063.377691 = -562609.949722 nChanged 48 SP:Iteration 8Q (36245.940000 sec): 3 clusters Score: Raw -566699.223317 + Penalty 4063.377691 = -562635.845626 nChanged 44 SP:Iteration 9Q (36245.960000 sec): 3 clusters Score: Raw -566721.810751 + Penalty 4063.377691 = -562658.433060 nChanged 40 SP:Iteration 10Q (36245.980000 sec): 3 clusters Score: Raw -566743.303287 + Penalty 4063.377691 = -562679.925596 nChanged 31 SP:Iteration 11Q (36246.000000 sec): 3 clusters Score: Raw -566758.348043 + Penalty 4063.377691 = -562694.970353 nChanged 30 SP:Iteration 12Q (36246.020000 sec): 3 clusters Score: Raw -566773.184319 + Penalty 4063.377691 = -562709.806629 nChanged 30 SP:Iteration 13Q (36246.030000 sec): 3 clusters Score: Raw -566788.879282 + Penalty 4063.377691 = -562725.501592 nChanged 27 SP:Iteration 14Q (36246.050000 sec): 3 clusters Score: Raw -566802.228704 + Penalty 4063.377691 = -562738.851013 nChanged 26 SP:Iteration 15Q (36246.070000 sec): 3 clusters Score: Raw -566815.903829 + Penalty 4063.377691 = -562752.526139 nChanged 27 SP:Iteration 16Q (36246.090000 sec): 3 clusters Score: Raw -566830.357048 + Penalty 4063.377691 = -562766.979357 nChanged 30 SP:Iteration 17Q (36246.100000 sec): 3 clusters Score: Raw -566845.940342 + Penalty 4063.377691 = -562782.562651 nChanged 30 SP:Iteration 18Q (36246.120000 sec): 3 clusters Score: Raw -566862.499458 + Penalty 4063.377691 = -562799.121767 nChanged 28 SP:Iteration 19Q (36246.140000 sec): 3 clusters Score: Raw -566884.278499 + Penalty 4063.377691 = -562820.900808 nChanged 37 SP:Iteration 20F (36246.160000 sec): 3 clusters Score: Raw -566904.470852 + Penalty 4063.377691 = -562841.093161 nChanged 27 SP:Iteration 21Q (36246.180000 sec): 3 clusters Score: Raw -566918.478710 + Penalty 4063.377691 = -562855.101019 nChanged 19 SP:Iteration 22Q (36246.190000 sec): 3 clusters Score: Raw -566927.902723 + Penalty 4063.377691 = -562864.525032 nChanged 24 SP:Iteration 23Q (36246.210000 sec): 3 clusters Score: Raw -566939.069901 + Penalty 4063.377691 = -562875.692211 nChanged 19 SP:Iteration 24Q (36246.230000 sec): 3 clusters Score: Raw -566947.325379 + Penalty 4063.377691 = -562883.947689 nChanged 17 SP:Iteration 25Q (36246.250000 sec): 3 clusters Score: Raw -566955.773002 + Penalty 4063.377691 = -562892.395311 nChanged 13 SP:Iteration 26Q (36246.260000 sec): 3 clusters Score: Raw -566960.687046 + Penalty 4063.377691 = -562897.309355 nChanged 13 SP:Iteration 27Q (36246.280000 sec): 3 clusters Score: Raw -566967.227961 + Penalty 4063.377691 = -562903.850270 nChanged 12 SP:Iteration 28Q (36246.300000 sec): 3 clusters Score: Raw -566972.730206 + Penalty 4063.377691 = -562909.352516 nChanged 6 SP:Iteration 29Q (36246.320000 sec): 3 clusters Score: Raw -566975.455033 + Penalty 4063.377691 = -562912.077342 nChanged 14 SP:Iteration 30Q (36246.340000 sec): 3 clusters Score: Raw -566984.970185 + Penalty 4063.377691 = -562921.592494 nChanged 20 SP:Iteration 31Q (36246.350000 sec): 3 clusters Score: Raw -566994.622028 + Penalty 4063.377691 = -562931.244337 nChanged 12 SP:Iteration 32Q (36246.370000 sec): 3 clusters Score: Raw -567001.927180 + Penalty 4063.377691 = -562938.549489 nChanged 15 SP:Iteration 33Q (36246.390000 sec): 3 clusters Score: Raw -567011.450934 + Penalty 4063.377691 = -562948.073244 nChanged 13 SP:Iteration 34Q (36246.410000 sec): 3 clusters Score: Raw -567017.456538 + Penalty 4063.377691 = -562954.078847 nChanged 11 SP:Iteration 35Q (36246.420000 sec): 3 clusters Score: Raw -567023.962422 + Penalty 4063.377691 = -562960.584732 nChanged 14 SP:Iteration 36Q (36246.440000 sec): 3 clusters Score: Raw -567030.627697 + Penalty 4063.377691 = -562967.250006 nChanged 11 SP:Iteration 37Q (36246.460000 sec): 3 clusters Score: Raw -567036.496777 + Penalty 4063.377691 = -562973.119086 nChanged 12 SP:Iteration 38Q (36246.480000 sec): 3 clusters Score: Raw -567043.697535 + Penalty 4063.377691 = -562980.319845 nChanged 16 SP:Iteration 39Q (36246.490000 sec): 3 clusters Score: Raw -567054.791546 + Penalty 4063.377691 = -562991.413856 nChanged 11 SP:Iteration 40F (36246.510000 sec): 3 clusters Score: Raw -567062.017494 + Penalty 4063.377691 = -562998.639804 nChanged 16 SP:Iteration 41Q (36246.530000 sec): 3 clusters Score: Raw -567071.585403 + Penalty 4063.377691 = -563008.207712 nChanged 16 SP:Iteration 42Q (36246.550000 sec): 3 clusters Score: Raw -567082.883571 + Penalty 4063.377691 = -563019.505880 nChanged 14 SP:Iteration 43Q (36246.560000 sec): 3 clusters Score: Raw -567091.436268 + Penalty 4063.377691 = -563028.058577 nChanged 13 SP:Iteration 44Q (36246.580000 sec): 3 clusters Score: Raw -567098.064461 + Penalty 4063.377691 = -563034.686771 nChanged 6 SP:Iteration 45Q (36246.600000 sec): 3 clusters Score: Raw -567101.382366 + Penalty 4063.377691 = -563038.004675 nChanged 8 SP:Iteration 46Q (36246.620000 sec): 3 clusters Score: Raw -567107.168231 + Penalty 4063.377691 = -563043.790540 nChanged 8 SP:Iteration 47Q (36246.630000 sec): 3 clusters Score: Raw -567110.762163 + Penalty 4063.377691 = -563047.384472 nChanged 7 SP:Iteration 48Q (36246.650000 sec): 3 clusters Score: Raw -567114.118441 + Penalty 4063.377691 = -563050.740750 nChanged 3 SP:Iteration 49Q (36246.670000 sec): 3 clusters Score: Raw -567115.543194 + Penalty 4063.377691 = -563052.165503 nChanged 4 SP:Iteration 50Q (36246.680000 sec): 3 clusters Score: Raw -567117.468680 + Penalty 4063.377691 = -563054.090990 nChanged 3 SP:Iteration 51Q (36246.700000 sec): 3 clusters Score: Raw -567119.386303 + Penalty 4063.377691 = -563056.008612 nChanged 0 SP:Iteration 52F (36246.720000 sec): 3 clusters Score: Raw -567119.386303 + Penalty 4063.377691 = -563056.008612 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 11 (106793 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36247.220000 sec): 2 clusters Score: Raw -16328725.732123 + Penalty 2871.504620 = -16325854.227503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36247.770000 sec): 3 clusters Score: Raw -16260239.727429 + Penalty 5743.009240 = -16254496.718189 nChanged 50818 SP:Iteration 1F (36248.330000 sec): 3 clusters Score: Raw -16290520.306270 + Penalty 5743.009240 = -16284777.297030 nChanged 4700 SP:Iteration 2Q (36248.900000 sec): 3 clusters Score: Raw -16292427.963223 + Penalty 5743.009240 = -16286684.953984 nChanged 5451 SP:Iteration 3F (36249.450000 sec): 3 clusters Score: Raw -16295041.272987 + Penalty 5743.009240 = -16289298.263747 nChanged 6166 SP:Iteration 4F (36250.000000 sec): 3 clusters Score: Raw -16298437.902623 + Penalty 5743.009240 = -16292694.893384 nChanged 6921 SP:Iteration 5F (36250.560000 sec): 3 clusters Score: Raw -16302582.894577 + Penalty 5743.009240 = -16296839.885337 nChanged 7111 SP:Iteration 6F (36251.120000 sec): 3 clusters Score: Raw -16306965.237437 + Penalty 5743.009240 = -16301222.228197 nChanged 6472 SP:Iteration 7F (36251.670000 sec): 3 clusters Score: Raw -16310922.687180 + Penalty 5743.009240 = -16305179.677941 nChanged 5639 SP:Iteration 8F (36252.230000 sec): 3 clusters Score: Raw -16314258.840567 + Penalty 5743.009240 = -16308515.831327 nChanged 4577 SP:Iteration 9Q (36252.790000 sec): 3 clusters Score: Raw -16316847.572593 + Penalty 5743.009240 = -16311104.563354 nChanged 3715 SP:Iteration 10Q (36253.340000 sec): 3 clusters Score: Raw -16318779.636670 + Penalty 5743.009240 = -16313036.627430 nChanged 3076 SP:Iteration 11Q (36253.880000 sec): 3 clusters Score: Raw -16320345.975687 + Penalty 5743.009240 = -16314602.966448 nChanged 2620 SP:Iteration 12Q (36254.420000 sec): 3 clusters Score: Raw -16321711.603821 + Penalty 5743.009240 = -16315968.594581 nChanged 2180 SP:Iteration 13Q (36254.950000 sec): 3 clusters Score: Raw -16322857.200190 + Penalty 5743.009240 = -16317114.190950 nChanged 1894 SP:Iteration 14Q (36255.460000 sec): 3 clusters Score: Raw -16323913.497799 + Penalty 5743.009240 = -16318170.488560 nChanged 1682 SP:Iteration 15Q (36255.950000 sec): 3 clusters Score: Raw -16324856.618764 + Penalty 5743.009240 = -16319113.609525 nChanged 1376 SP:Iteration 16Q (36256.440000 sec): 3 clusters Score: Raw -16325612.244018 + Penalty 5743.009240 = -16319869.234778 nChanged 1145 SP:Iteration 17Q (36256.900000 sec): 3 clusters Score: Raw -16326190.818559 + Penalty 5743.009240 = -16320447.809320 nChanged 916 SP:Iteration 18Q (36257.350000 sec): 3 clusters Score: Raw -16326608.768038 + Penalty 5743.009240 = -16320865.758799 nChanged 760 SP:Iteration 19Q (36257.800000 sec): 3 clusters Score: Raw -16326935.764903 + Penalty 5743.009240 = -16321192.755663 nChanged 677 SP:Iteration 20F (36258.350000 sec): 3 clusters Score: Raw -16327220.816827 + Penalty 5743.009240 = -16321477.807587 nChanged 612 SP:Iteration 21Q (36258.780000 sec): 3 clusters Score: Raw -16327467.515091 + Penalty 5743.009240 = -16321724.505851 nChanged 578 SP:Iteration 22Q (36259.210000 sec): 3 clusters Score: Raw -16327704.880966 + Penalty 5743.009240 = -16321961.871726 nChanged 559 SP:Iteration 23Q (36259.630000 sec): 3 clusters Score: Raw -16327935.658442 + Penalty 5743.009240 = -16322192.649202 nChanged 466 SP:Iteration 24Q (36260.060000 sec): 3 clusters Score: Raw -16328128.178868 + Penalty 5743.009240 = -16322385.169629 nChanged 423 SP:Iteration 25Q (36260.470000 sec): 3 clusters Score: Raw -16328310.884737 + Penalty 5743.009240 = -16322567.875498 nChanged 360 SP:Iteration 26Q (36260.880000 sec): 3 clusters Score: Raw -16328451.951535 + Penalty 5743.009240 = -16322708.942295 nChanged 274 SP:Iteration 27Q (36261.290000 sec): 3 clusters Score: Raw -16328556.081063 + Penalty 5743.009240 = -16322813.071823 nChanged 240 SP:Iteration 28Q (36261.700000 sec): 3 clusters Score: Raw -16328645.708908 + Penalty 5743.009240 = -16322902.699668 nChanged 248 SP:Iteration 29Q (36262.100000 sec): 3 clusters Score: Raw -16328739.700803 + Penalty 5743.009240 = -16322996.691564 nChanged 220 SP:Iteration 30Q (36262.510000 sec): 3 clusters Score: Raw -16328827.018492 + Penalty 5743.009240 = -16323084.009252 nChanged 185 SP:Iteration 31Q (36262.920000 sec): 3 clusters Score: Raw -16328896.714281 + Penalty 5743.009240 = -16323153.705041 nChanged 157 SP:Iteration 32Q (36263.320000 sec): 3 clusters Score: Raw -16328953.292553 + Penalty 5743.009240 = -16323210.283313 nChanged 124 SP:Iteration 33Q (36263.720000 sec): 3 clusters Score: Raw -16328995.783321 + Penalty 5743.009240 = -16323252.774082 nChanged 114 SP:Iteration 34Q (36264.120000 sec): 3 clusters Score: Raw -16329033.741195 + Penalty 5743.009240 = -16323290.731955 nChanged 103 SP:Iteration 35Q (36264.520000 sec): 3 clusters Score: Raw -16329070.181413 + Penalty 5743.009240 = -16323327.172173 nChanged 94 SP:Iteration 36Q (36264.910000 sec): 3 clusters Score: Raw -16329099.818454 + Penalty 5743.009240 = -16323356.809214 nChanged 89 SP:Iteration 37Q (36265.310000 sec): 3 clusters Score: Raw -16329125.864248 + Penalty 5743.009240 = -16323382.855009 nChanged 77 SP:Iteration 38Q (36265.710000 sec): 3 clusters Score: Raw -16329148.941240 + Penalty 5743.009240 = -16323405.932000 nChanged 83 SP:Iteration 39Q (36266.110000 sec): 3 clusters Score: Raw -16329175.237180 + Penalty 5743.009240 = -16323432.227940 nChanged 90 SP:Iteration 40F (36266.650000 sec): 3 clusters Score: Raw -16329206.544323 + Penalty 5743.009240 = -16323463.535084 nChanged 73 SP:Iteration 41Q (36267.050000 sec): 3 clusters Score: Raw -16329228.309685 + Penalty 5743.009240 = -16323485.300445 nChanged 61 SP:Iteration 42Q (36267.440000 sec): 3 clusters Score: Raw -16329248.363638 + Penalty 5743.009240 = -16323505.354398 nChanged 57 SP:Iteration 43Q (36267.840000 sec): 3 clusters Score: Raw -16329270.302837 + Penalty 5743.009240 = -16323527.293597 nChanged 50 SP:Iteration 44Q (36268.230000 sec): 3 clusters Score: Raw -16329286.769289 + Penalty 5743.009240 = -16323543.760049 nChanged 52 SP:Iteration 45Q (36268.630000 sec): 3 clusters Score: Raw -16329306.223881 + Penalty 5743.009240 = -16323563.214642 nChanged 65 SP:Iteration 46Q (36269.020000 sec): 3 clusters Score: Raw -16329332.463141 + Penalty 5743.009240 = -16323589.453901 nChanged 71 SP:Iteration 47Q (36269.410000 sec): 3 clusters Score: Raw -16329353.626927 + Penalty 5743.009240 = -16323610.617688 nChanged 41 SP:Iteration 48Q (36269.810000 sec): 3 clusters Score: Raw -16329367.489630 + Penalty 5743.009240 = -16323624.480391 nChanged 49 SP:Iteration 49Q (36270.200000 sec): 3 clusters Score: Raw -16329383.379375 + Penalty 5743.009240 = -16323640.370135 nChanged 41 SP:Iteration 50Q (36270.600000 sec): 3 clusters Score: Raw -16329395.830310 + Penalty 5743.009240 = -16323652.821070 nChanged 40 SP:Iteration 51Q (36270.990000 sec): 3 clusters Score: Raw -16329408.910821 + Penalty 5743.009240 = -16323665.901581 nChanged 45 SP:Iteration 52Q (36271.390000 sec): 3 clusters Score: Raw -16329420.924817 + Penalty 5743.009240 = -16323677.915577 nChanged 39 SP:Iteration 53Q (36271.780000 sec): 3 clusters Score: Raw -16329431.303737 + Penalty 5743.009240 = -16323688.294498 nChanged 35 SP:Iteration 54Q (36272.170000 sec): 3 clusters Score: Raw -16329441.616755 + Penalty 5743.009240 = -16323698.607516 nChanged 31 SP:Iteration 55Q (36272.560000 sec): 3 clusters Score: Raw -16329452.091296 + Penalty 5743.009240 = -16323709.082057 nChanged 23 SP:Iteration 56Q (36272.950000 sec): 3 clusters Score: Raw -16329458.176117 + Penalty 5743.009240 = -16323715.166877 nChanged 19 SP:Iteration 57Q (36273.350000 sec): 3 clusters Score: Raw -16329462.993440 + Penalty 5743.009240 = -16323719.984200 nChanged 11 SP:Iteration 58Q (36273.740000 sec): 3 clusters Score: Raw -16329465.827465 + Penalty 5743.009240 = -16323722.818226 nChanged 8 SP:Iteration 59Q (36274.130000 sec): 3 clusters Score: Raw -16329467.415789 + Penalty 5743.009240 = -16323724.406550 nChanged 10 SP:Iteration 60F (36274.680000 sec): 3 clusters Score: Raw -16329471.980067 + Penalty 5743.009240 = -16323728.970827 nChanged 18 SP:Iteration 61Q (36275.070000 sec): 3 clusters Score: Raw -16329478.154515 + Penalty 5743.009240 = -16323735.145275 nChanged 17 SP:Iteration 62Q (36275.460000 sec): 3 clusters Score: Raw -16329482.885539 + Penalty 5743.009240 = -16323739.876300 nChanged 10 SP:Iteration 63Q (36275.850000 sec): 3 clusters Score: Raw -16329486.039047 + Penalty 5743.009240 = -16323743.029808 nChanged 6 SP:Iteration 64Q (36276.240000 sec): 3 clusters Score: Raw -16329487.824194 + Penalty 5743.009240 = -16323744.814954 nChanged 9 SP:Iteration 65Q (36276.640000 sec): 3 clusters Score: Raw -16329490.609903 + Penalty 5743.009240 = -16323747.600664 nChanged 10 SP:Iteration 66Q (36277.030000 sec): 3 clusters Score: Raw -16329493.962723 + Penalty 5743.009240 = -16323750.953484 nChanged 12 SP:Iteration 67Q (36277.430000 sec): 3 clusters Score: Raw -16329496.407507 + Penalty 5743.009240 = -16323753.398267 nChanged 11 SP:Iteration 68Q (36277.820000 sec): 3 clusters Score: Raw -16329499.256103 + Penalty 5743.009240 = -16323756.246863 nChanged 10 SP:Iteration 69Q (36278.220000 sec): 3 clusters Score: Raw -16329501.165865 + Penalty 5743.009240 = -16323758.156626 nChanged 5 SP:Iteration 70Q (36278.610000 sec): 3 clusters Score: Raw -16329502.231498 + Penalty 5743.009240 = -16323759.222258 nChanged 5 SP:Iteration 71Q (36279.000000 sec): 3 clusters Score: Raw -16329503.735600 + Penalty 5743.009240 = -16323760.726361 nChanged 8 SP:Iteration 72Q (36279.390000 sec): 3 clusters Score: Raw -16329505.643082 + Penalty 5743.009240 = -16323762.633842 nChanged 2 SP:Iteration 73Q (36279.780000 sec): 3 clusters Score: Raw -16329506.145714 + Penalty 5743.009240 = -16323763.136475 nChanged 2 SP:Iteration 74Q (36280.180000 sec): 3 clusters Score: Raw -16329506.400285 + Penalty 5743.009240 = -16323763.391046 nChanged 1 SP:Iteration 75Q (36280.570000 sec): 3 clusters Score: Raw -16329506.526083 + Penalty 5743.009240 = -16323763.516843 nChanged 1 SP:Iteration 76Q (36280.960000 sec): 3 clusters Score: Raw -16329506.929255 + Penalty 5743.009240 = -16323763.920015 nChanged 3 SP:Iteration 77Q (36281.350000 sec): 3 clusters Score: Raw -16329507.651733 + Penalty 5743.009240 = -16323764.642494 nChanged 3 SP:Iteration 78Q (36281.740000 sec): 3 clusters Score: Raw -16329508.694152 + Penalty 5743.009240 = -16323765.684912 nChanged 2 SP:Iteration 79Q (36282.140000 sec): 3 clusters Score: Raw -16329509.047115 + Penalty 5743.009240 = -16323766.037876 nChanged 3 SP:Iteration 80F (36282.680000 sec): 3 clusters Score: Raw -16329509.763101 + Penalty 5743.009240 = -16323766.753862 nChanged 4 SP:Iteration 81Q (36283.070000 sec): 3 clusters Score: Raw -16329510.805107 + Penalty 5743.009240 = -16323767.795867 nChanged 3 SP:Iteration 82Q (36283.460000 sec): 3 clusters Score: Raw -16329511.289187 + Penalty 5743.009240 = -16323768.279948 nChanged 3 SP:Iteration 83Q (36283.850000 sec): 3 clusters Score: Raw -16329512.162350 + Penalty 5743.009240 = -16323769.153110 nChanged 4 SP:Iteration 84Q (36284.240000 sec): 3 clusters Score: Raw -16329513.083630 + Penalty 5743.009240 = -16323770.074390 nChanged 5 SP:Iteration 85Q (36284.640000 sec): 3 clusters Score: Raw -16329514.013677 + Penalty 5743.009240 = -16323771.004437 nChanged 6 SP:Iteration 86Q (36285.020000 sec): 3 clusters Score: Raw -16329515.593489 + Penalty 5743.009240 = -16323772.584250 nChanged 3 SP:Iteration 87Q (36285.420000 sec): 3 clusters Score: Raw -16329516.176259 + Penalty 5743.009240 = -16323773.167019 nChanged 2 SP:Iteration 88Q (36285.810000 sec): 3 clusters Score: Raw -16329516.922579 + Penalty 5743.009240 = -16323773.913340 nChanged 4 SP:Iteration 89Q (36286.200000 sec): 3 clusters Score: Raw -16329518.190013 + Penalty 5743.009240 = -16323775.180774 nChanged 1 SP:Iteration 90Q (36286.590000 sec): 3 clusters Score: Raw -16329518.347896 + Penalty 5743.009240 = -16323775.338657 nChanged 0 SP:Iteration 91F (36287.140000 sec): 3 clusters Score: Raw -16329518.347896 + Penalty 5743.009240 = -16323775.338657 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 12 (1380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36287.200000 sec): 2 clusters Score: Raw -210769.264638 + Penalty 1793.000017 = -208976.264621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36287.200000 sec): 3 clusters Score: Raw -210342.379740 + Penalty 3586.000034 = -206756.379706 nChanged 398 SP:Iteration 1F (36287.210000 sec): 3 clusters Score: Raw -210724.229359 + Penalty 3586.000034 = -207138.229325 nChanged 95 SP:Iteration 2F (36287.220000 sec): 3 clusters Score: Raw -210854.512471 + Penalty 3586.000034 = -207268.512437 nChanged 82 SP:Iteration 3F (36287.230000 sec): 3 clusters Score: Raw -211001.832758 + Penalty 3586.000034 = -207415.832724 nChanged 55 SP:Iteration 4Q (36287.230000 sec): 3 clusters Score: Raw -211088.723205 + Penalty 3586.000034 = -207502.723171 nChanged 41 SP:Iteration 5Q (36287.240000 sec): 3 clusters Score: Raw -211147.641757 + Penalty 3586.000034 = -207561.641723 nChanged 30 SP:Iteration 6Q (36287.250000 sec): 3 clusters Score: Raw -211187.789994 + Penalty 3586.000034 = -207601.789960 nChanged 33 SP:Iteration 7Q (36287.250000 sec): 3 clusters Score: Raw -211235.484784 + Penalty 3586.000034 = -207649.484750 nChanged 32 SP:Iteration 8Q (36287.260000 sec): 3 clusters Score: Raw -211284.313662 + Penalty 3586.000034 = -207698.313628 nChanged 28 SP:Iteration 9Q (36287.260000 sec): 3 clusters Score: Raw -211331.653194 + Penalty 3586.000034 = -207745.653160 nChanged 31 SP:Iteration 10Q (36287.270000 sec): 3 clusters Score: Raw -211420.645085 + Penalty 3586.000034 = -207834.645051 nChanged 37 SP:Iteration 11Q (36287.280000 sec): 3 clusters Score: Raw -211478.040869 + Penalty 3586.000034 = -207892.040835 nChanged 29 SP:Iteration 12Q (36287.280000 sec): 3 clusters Score: Raw -211512.331954 + Penalty 3586.000034 = -207926.331920 nChanged 23 SP:Iteration 13Q (36287.290000 sec): 3 clusters Score: Raw -211539.561769 + Penalty 3586.000034 = -207953.561735 nChanged 10 SP:Iteration 14Q (36287.300000 sec): 3 clusters Score: Raw -211545.350489 + Penalty 3586.000034 = -207959.350455 nChanged 5 SP:Iteration 15Q (36287.300000 sec): 3 clusters Score: Raw -211549.437223 + Penalty 3586.000034 = -207963.437189 nChanged 6 SP:Iteration 16Q (36287.310000 sec): 3 clusters Score: Raw -211556.338091 + Penalty 3586.000034 = -207970.338057 nChanged 5 SP:Iteration 17Q (36287.320000 sec): 3 clusters Score: Raw -211560.846930 + Penalty 3586.000034 = -207974.846896 nChanged 7 SP:Iteration 18Q (36287.320000 sec): 3 clusters Score: Raw -211571.644263 + Penalty 3586.000034 = -207985.644229 nChanged 3 SP:Iteration 19Q (36287.330000 sec): 3 clusters Score: Raw -211575.411872 + Penalty 3586.000034 = -207989.411838 nChanged 4 SP:Iteration 20F (36287.340000 sec): 3 clusters Score: Raw -211580.230727 + Penalty 3586.000034 = -207994.230693 nChanged 3 SP:Iteration 21Q (36287.340000 sec): 3 clusters Score: Raw -211583.167329 + Penalty 3586.000034 = -207997.167295 nChanged 2 SP:Iteration 22Q (36287.350000 sec): 3 clusters Score: Raw -211585.026613 + Penalty 3586.000034 = -207999.026579 nChanged 3 SP:Iteration 23Q (36287.360000 sec): 3 clusters Score: Raw -211586.905678 + Penalty 3586.000034 = -208000.905644 nChanged 0 SP:Iteration 24F (36287.360000 sec): 3 clusters Score: Raw -211586.905678 + Penalty 3586.000034 = -208000.905644 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 13 (39423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36287.550000 sec): 2 clusters Score: Raw -6390788.877251 + Penalty 2624.361961 = -6388164.515290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36287.750000 sec): 3 clusters Score: Raw -6366554.566651 + Penalty 5248.723922 = -6361305.842729 nChanged 18059 SP:Iteration 1F (36287.960000 sec): 3 clusters Score: Raw -6376573.339357 + Penalty 5248.723922 = -6371324.615435 nChanged 1593 SP:Iteration 2Q (36288.160000 sec): 3 clusters Score: Raw -6377010.701635 + Penalty 5248.723922 = -6371761.977713 nChanged 1479 SP:Iteration 3Q (36288.370000 sec): 3 clusters Score: Raw -6377436.559275 + Penalty 5248.723922 = -6372187.835353 nChanged 1379 SP:Iteration 4Q (36288.580000 sec): 3 clusters Score: Raw -6377866.010646 + Penalty 5248.723922 = -6372617.286724 nChanged 1401 SP:Iteration 5Q (36288.780000 sec): 3 clusters Score: Raw -6378331.346938 + Penalty 5248.723922 = -6373082.623016 nChanged 1454 SP:Iteration 6Q (36288.990000 sec): 3 clusters Score: Raw -6378918.813702 + Penalty 5248.723922 = -6373670.089780 nChanged 1604 SP:Iteration 7Q (36289.200000 sec): 3 clusters Score: Raw -6379695.829595 + Penalty 5248.723922 = -6374447.105673 nChanged 1804 SP:Iteration 8Q (36289.400000 sec): 3 clusters Score: Raw -6380680.534196 + Penalty 5248.723922 = -6375431.810274 nChanged 1902 SP:Iteration 9Q (36289.610000 sec): 3 clusters Score: Raw -6381807.046218 + Penalty 5248.723922 = -6376558.322296 nChanged 1923 SP:Iteration 10Q (36289.810000 sec): 3 clusters Score: Raw -6382938.861149 + Penalty 5248.723922 = -6377690.137227 nChanged 1774 SP:Iteration 11Q (36290.020000 sec): 3 clusters Score: Raw -6383918.849858 + Penalty 5248.723922 = -6378670.125936 nChanged 1505 SP:Iteration 12Q (36290.220000 sec): 3 clusters Score: Raw -6384745.102943 + Penalty 5248.723922 = -6379496.379021 nChanged 1302 SP:Iteration 13Q (36290.420000 sec): 3 clusters Score: Raw -6385392.269587 + Penalty 5248.723922 = -6380143.545665 nChanged 1149 SP:Iteration 14Q (36290.610000 sec): 3 clusters Score: Raw -6385922.365602 + Penalty 5248.723922 = -6380673.641680 nChanged 962 SP:Iteration 15Q (36290.800000 sec): 3 clusters Score: Raw -6386356.956117 + Penalty 5248.723922 = -6381108.232195 nChanged 853 SP:Iteration 16Q (36290.990000 sec): 3 clusters Score: Raw -6386737.521593 + Penalty 5248.723922 = -6381488.797672 nChanged 767 SP:Iteration 17Q (36291.180000 sec): 3 clusters Score: Raw -6387078.579816 + Penalty 5248.723922 = -6381829.855894 nChanged 718 SP:Iteration 18Q (36291.360000 sec): 3 clusters Score: Raw -6387438.721084 + Penalty 5248.723922 = -6382189.997162 nChanged 678 SP:Iteration 19Q (36291.540000 sec): 3 clusters Score: Raw -6387807.396363 + Penalty 5248.723922 = -6382558.672441 nChanged 640 SP:Iteration 20F (36291.740000 sec): 3 clusters Score: Raw -6388205.050167 + Penalty 5248.723922 = -6382956.326245 nChanged 617 SP:Iteration 21Q (36291.910000 sec): 3 clusters Score: Raw -6388604.280430 + Penalty 5248.723922 = -6383355.556508 nChanged 606 SP:Iteration 22Q (36292.080000 sec): 3 clusters Score: Raw -6389016.656318 + Penalty 5248.723922 = -6383767.932396 nChanged 570 SP:Iteration 23Q (36292.250000 sec): 3 clusters Score: Raw -6389435.747684 + Penalty 5248.723922 = -6384187.023763 nChanged 499 SP:Iteration 24Q (36292.410000 sec): 3 clusters Score: Raw -6389785.316035 + Penalty 5248.723922 = -6384536.592113 nChanged 459 SP:Iteration 25Q (36292.570000 sec): 3 clusters Score: Raw -6390072.513953 + Penalty 5248.723922 = -6384823.790031 nChanged 379 SP:Iteration 26Q (36292.730000 sec): 3 clusters Score: Raw -6390278.761555 + Penalty 5248.723922 = -6385030.037633 nChanged 325 SP:Iteration 27Q (36292.890000 sec): 3 clusters Score: Raw -6390436.515142 + Penalty 5248.723922 = -6385187.791220 nChanged 289 SP:Iteration 28Q (36293.050000 sec): 3 clusters Score: Raw -6390567.985863 + Penalty 5248.723922 = -6385319.261941 nChanged 265 SP:Iteration 29Q (36293.200000 sec): 3 clusters Score: Raw -6390688.600051 + Penalty 5248.723922 = -6385439.876129 nChanged 228 SP:Iteration 30Q (36293.360000 sec): 3 clusters Score: Raw -6390794.443347 + Penalty 5248.723922 = -6385545.719425 nChanged 218 SP:Iteration 31Q (36293.510000 sec): 3 clusters Score: Raw -6390902.573065 + Penalty 5248.723922 = -6385653.849143 nChanged 203 SP:Iteration 32Q (36293.660000 sec): 3 clusters Score: Raw -6391000.184684 + Penalty 5248.723922 = -6385751.460762 nChanged 165 SP:Iteration 33Q (36293.820000 sec): 3 clusters Score: Raw -6391077.001290 + Penalty 5248.723922 = -6385828.277368 nChanged 143 SP:Iteration 34Q (36293.970000 sec): 3 clusters Score: Raw -6391147.457584 + Penalty 5248.723922 = -6385898.733662 nChanged 129 SP:Iteration 35Q (36294.120000 sec): 3 clusters Score: Raw -6391201.158265 + Penalty 5248.723922 = -6385952.434343 nChanged 111 SP:Iteration 36Q (36294.270000 sec): 3 clusters Score: Raw -6391247.851167 + Penalty 5248.723922 = -6385999.127245 nChanged 89 SP:Iteration 37Q (36294.420000 sec): 3 clusters Score: Raw -6391279.837483 + Penalty 5248.723922 = -6386031.113561 nChanged 64 SP:Iteration 38Q (36294.560000 sec): 3 clusters Score: Raw -6391301.560317 + Penalty 5248.723922 = -6386052.836395 nChanged 55 SP:Iteration 39Q (36294.720000 sec): 3 clusters Score: Raw -6391319.800679 + Penalty 5248.723922 = -6386071.076757 nChanged 37 SP:Iteration 40F (36294.920000 sec): 3 clusters Score: Raw -6391330.909668 + Penalty 5248.723922 = -6386082.185746 nChanged 39 SP:Iteration 41Q (36295.060000 sec): 3 clusters Score: Raw -6391342.766648 + Penalty 5248.723922 = -6386094.042726 nChanged 34 SP:Iteration 42Q (36295.210000 sec): 3 clusters Score: Raw -6391356.443946 + Penalty 5248.723922 = -6386107.720024 nChanged 36 SP:Iteration 43Q (36295.360000 sec): 3 clusters Score: Raw -6391369.467283 + Penalty 5248.723922 = -6386120.743361 nChanged 32 SP:Iteration 44Q (36295.510000 sec): 3 clusters Score: Raw -6391379.168179 + Penalty 5248.723922 = -6386130.444257 nChanged 27 SP:Iteration 45Q (36295.660000 sec): 3 clusters Score: Raw -6391387.198526 + Penalty 5248.723922 = -6386138.474604 nChanged 23 SP:Iteration 46Q (36295.810000 sec): 3 clusters Score: Raw -6391394.238832 + Penalty 5248.723922 = -6386145.514910 nChanged 22 SP:Iteration 47Q (36295.960000 sec): 3 clusters Score: Raw -6391402.302360 + Penalty 5248.723922 = -6386153.578438 nChanged 23 SP:Iteration 48Q (36296.110000 sec): 3 clusters Score: Raw -6391409.514937 + Penalty 5248.723922 = -6386160.791015 nChanged 11 SP:Iteration 49Q (36296.260000 sec): 3 clusters Score: Raw -6391412.361142 + Penalty 5248.723922 = -6386163.637220 nChanged 10 SP:Iteration 50Q (36296.400000 sec): 3 clusters Score: Raw -6391415.424716 + Penalty 5248.723922 = -6386166.700794 nChanged 10 SP:Iteration 51Q (36296.550000 sec): 3 clusters Score: Raw -6391418.547908 + Penalty 5248.723922 = -6386169.823986 nChanged 7 SP:Iteration 52Q (36296.700000 sec): 3 clusters Score: Raw -6391420.310522 + Penalty 5248.723922 = -6386171.586600 nChanged 6 SP:Iteration 53Q (36296.850000 sec): 3 clusters Score: Raw -6391422.529695 + Penalty 5248.723922 = -6386173.805774 nChanged 9 SP:Iteration 54Q (36297.000000 sec): 3 clusters Score: Raw -6391425.145751 + Penalty 5248.723922 = -6386176.421829 nChanged 10 SP:Iteration 55Q (36297.140000 sec): 3 clusters Score: Raw -6391429.714236 + Penalty 5248.723922 = -6386180.990314 nChanged 17 SP:Iteration 56Q (36297.290000 sec): 3 clusters Score: Raw -6391435.423233 + Penalty 5248.723922 = -6386186.699311 nChanged 22 SP:Iteration 57Q (36297.440000 sec): 3 clusters Score: Raw -6391441.250509 + Penalty 5248.723922 = -6386192.526587 nChanged 11 SP:Iteration 58Q (36297.580000 sec): 3 clusters Score: Raw -6391445.035506 + Penalty 5248.723922 = -6386196.311584 nChanged 12 SP:Iteration 59Q (36297.730000 sec): 3 clusters Score: Raw -6391448.246466 + Penalty 5248.723922 = -6386199.522544 nChanged 13 SP:Iteration 60F (36297.930000 sec): 3 clusters Score: Raw -6391451.649256 + Penalty 5248.723922 = -6386202.925334 nChanged 8 SP:Iteration 61Q (36298.080000 sec): 3 clusters Score: Raw -6391453.657657 + Penalty 5248.723922 = -6386204.933735 nChanged 4 SP:Iteration 62Q (36298.220000 sec): 3 clusters Score: Raw -6391454.978046 + Penalty 5248.723922 = -6386206.254124 nChanged 4 SP:Iteration 63Q (36298.370000 sec): 3 clusters Score: Raw -6391456.060497 + Penalty 5248.723922 = -6386207.336575 nChanged 5 SP:Iteration 64Q (36298.510000 sec): 3 clusters Score: Raw -6391457.881799 + Penalty 5248.723922 = -6386209.157877 nChanged 5 SP:Iteration 65Q (36298.660000 sec): 3 clusters Score: Raw -6391459.198412 + Penalty 5248.723922 = -6386210.474490 nChanged 6 SP:Iteration 66Q (36298.800000 sec): 3 clusters Score: Raw -6391461.638075 + Penalty 5248.723922 = -6386212.914154 nChanged 9 SP:Iteration 67Q (36298.950000 sec): 3 clusters Score: Raw -6391464.257142 + Penalty 5248.723922 = -6386215.533220 nChanged 6 SP:Iteration 68Q (36299.100000 sec): 3 clusters Score: Raw -6391466.598718 + Penalty 5248.723922 = -6386217.874796 nChanged 7 SP:Iteration 69Q (36299.240000 sec): 3 clusters Score: Raw -6391468.924636 + Penalty 5248.723922 = -6386220.200714 nChanged 7 SP:Iteration 70Q (36299.380000 sec): 3 clusters Score: Raw -6391471.207901 + Penalty 5248.723922 = -6386222.483979 nChanged 7 SP:Iteration 71Q (36299.530000 sec): 3 clusters Score: Raw -6391473.378323 + Penalty 5248.723922 = -6386224.654401 nChanged 7 SP:Iteration 72Q (36299.670000 sec): 3 clusters Score: Raw -6391475.524678 + Penalty 5248.723922 = -6386226.800756 nChanged 9 SP:Iteration 73Q (36299.820000 sec): 3 clusters Score: Raw -6391477.760034 + Penalty 5248.723922 = -6386229.036112 nChanged 7 SP:Iteration 74Q (36299.960000 sec): 3 clusters Score: Raw -6391479.665461 + Penalty 5248.723922 = -6386230.941539 nChanged 4 SP:Iteration 75Q (36300.100000 sec): 3 clusters Score: Raw -6391480.640233 + Penalty 5248.723922 = -6386231.916311 nChanged 3 SP:Iteration 76Q (36300.250000 sec): 3 clusters Score: Raw -6391481.238578 + Penalty 5248.723922 = -6386232.514657 nChanged 2 SP:Iteration 77Q (36300.390000 sec): 3 clusters Score: Raw -6391481.604746 + Penalty 5248.723922 = -6386232.880824 nChanged 3 SP:Iteration 78Q (36300.540000 sec): 3 clusters Score: Raw -6391482.359128 + Penalty 5248.723922 = -6386233.635206 nChanged 1 SP:Iteration 79Q (36300.680000 sec): 3 clusters Score: Raw -6391482.635708 + Penalty 5248.723922 = -6386233.911786 nChanged 0 SP:Iteration 80F (36300.880000 sec): 3 clusters Score: Raw -6391482.635708 + Penalty 5248.723922 = -6386233.911786 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 14 (309489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36302.280000 sec): 2 clusters Score: Raw -49438458.530659 + Penalty 3135.384102 = -49435323.146557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36303.890000 sec): 3 clusters Score: Raw -49233353.856244 + Penalty 6270.768203 = -49227083.088041 nChanged 150084 SP:Iteration 1F (36305.500000 sec): 3 clusters Score: Raw -49322022.587106 + Penalty 6270.768203 = -49315751.818903 nChanged 8106 SP:Iteration 2Q (36307.130000 sec): 3 clusters Score: Raw -49323858.732608 + Penalty 6270.768203 = -49317587.964405 nChanged 9313 SP:Iteration 3Q (36308.780000 sec): 3 clusters Score: Raw -49326597.871501 + Penalty 6270.768203 = -49320327.103298 nChanged 11099 SP:Iteration 4Q (36310.410000 sec): 3 clusters Score: Raw -49330800.930982 + Penalty 6270.768203 = -49324530.162778 nChanged 13595 SP:Iteration 5Q (36312.060000 sec): 3 clusters Score: Raw -49337290.879713 + Penalty 6270.768203 = -49331020.111510 nChanged 16361 SP:Iteration 6F (36313.660000 sec): 3 clusters Score: Raw -49346847.524865 + Penalty 6270.768203 = -49340576.756661 nChanged 18960 SP:Iteration 7F (36315.270000 sec): 3 clusters Score: Raw -49359639.060565 + Penalty 6270.768203 = -49353368.292362 nChanged 20118 SP:Iteration 8F (36316.880000 sec): 3 clusters Score: Raw -49374412.900232 + Penalty 6270.768203 = -49368142.132029 nChanged 19499 SP:Iteration 9F (36318.490000 sec): 3 clusters Score: Raw -49388519.815613 + Penalty 6270.768203 = -49382249.047409 nChanged 16569 SP:Iteration 10F (36320.090000 sec): 3 clusters Score: Raw -49398978.380643 + Penalty 6270.768203 = -49392707.612440 nChanged 12481 SP:Iteration 11Q (36321.610000 sec): 3 clusters Score: Raw -49405652.080107 + Penalty 6270.768203 = -49399381.311903 nChanged 9010 SP:Iteration 12Q (36323.130000 sec): 3 clusters Score: Raw -49409980.989223 + Penalty 6270.768203 = -49403710.221019 nChanged 6919 SP:Iteration 13Q (36324.590000 sec): 3 clusters Score: Raw -49412893.264218 + Penalty 6270.768203 = -49406622.496014 nChanged 5575 SP:Iteration 14Q (36326.050000 sec): 3 clusters Score: Raw -49414886.170807 + Penalty 6270.768203 = -49408615.402603 nChanged 4735 SP:Iteration 15Q (36327.490000 sec): 3 clusters Score: Raw -49416304.630455 + Penalty 6270.768203 = -49410033.862252 nChanged 4230 SP:Iteration 16Q (36328.930000 sec): 3 clusters Score: Raw -49417433.047440 + Penalty 6270.768203 = -49411162.279236 nChanged 3763 SP:Iteration 17Q (36330.360000 sec): 3 clusters Score: Raw -49418366.864273 + Penalty 6270.768203 = -49412096.096069 nChanged 3514 SP:Iteration 18Q (36331.770000 sec): 3 clusters Score: Raw -49419209.933727 + Penalty 6270.768203 = -49412939.165524 nChanged 3319 SP:Iteration 19Q (36333.180000 sec): 3 clusters Score: Raw -49420056.648394 + Penalty 6270.768203 = -49413785.880191 nChanged 3232 SP:Iteration 20F (36334.780000 sec): 3 clusters Score: Raw -49420922.691949 + Penalty 6270.768203 = -49414651.923745 nChanged 3254 SP:Iteration 21Q (36336.200000 sec): 3 clusters Score: Raw -49421851.457664 + Penalty 6270.768203 = -49415580.689461 nChanged 3384 SP:Iteration 22Q (36337.610000 sec): 3 clusters Score: Raw -49422841.085876 + Penalty 6270.768203 = -49416570.317673 nChanged 3490 SP:Iteration 23Q (36339.040000 sec): 3 clusters Score: Raw -49423886.136045 + Penalty 6270.768203 = -49417615.367842 nChanged 3703 SP:Iteration 24Q (36340.470000 sec): 3 clusters Score: Raw -49425011.855994 + Penalty 6270.768203 = -49418741.087790 nChanged 3824 SP:Iteration 25Q (36341.900000 sec): 3 clusters Score: Raw -49426166.144545 + Penalty 6270.768203 = -49419895.376341 nChanged 3907 SP:Iteration 26Q (36343.320000 sec): 3 clusters Score: Raw -49427314.998461 + Penalty 6270.768203 = -49421044.230258 nChanged 3861 SP:Iteration 27Q (36344.750000 sec): 3 clusters Score: Raw -49428391.683953 + Penalty 6270.768203 = -49422120.915750 nChanged 3741 SP:Iteration 28Q (36346.180000 sec): 3 clusters Score: Raw -49429388.778042 + Penalty 6270.768203 = -49423118.009839 nChanged 3665 SP:Iteration 29Q (36347.610000 sec): 3 clusters Score: Raw -49430314.430438 + Penalty 6270.768203 = -49424043.662234 nChanged 3477 SP:Iteration 30Q (36349.040000 sec): 3 clusters Score: Raw -49431151.647525 + Penalty 6270.768203 = -49424880.879322 nChanged 3320 SP:Iteration 31Q (36350.470000 sec): 3 clusters Score: Raw -49431905.905026 + Penalty 6270.768203 = -49425635.136823 nChanged 2991 SP:Iteration 32Q (36351.900000 sec): 3 clusters Score: Raw -49432524.022154 + Penalty 6270.768203 = -49426253.253951 nChanged 2812 SP:Iteration 33Q (36353.330000 sec): 3 clusters Score: Raw -49433060.823152 + Penalty 6270.768203 = -49426790.054949 nChanged 2583 SP:Iteration 34Q (36354.750000 sec): 3 clusters Score: Raw -49433511.677346 + Penalty 6270.768203 = -49427240.909142 nChanged 2280 SP:Iteration 35Q (36356.170000 sec): 3 clusters Score: Raw -49433868.506056 + Penalty 6270.768203 = -49427597.737852 nChanged 2092 SP:Iteration 36Q (36357.580000 sec): 3 clusters Score: Raw -49434166.630528 + Penalty 6270.768203 = -49427895.862325 nChanged 1838 SP:Iteration 37Q (36359.000000 sec): 3 clusters Score: Raw -49434402.341879 + Penalty 6270.768203 = -49428131.573676 nChanged 1585 SP:Iteration 38Q (36360.400000 sec): 3 clusters Score: Raw -49434580.458969 + Penalty 6270.768203 = -49428309.690766 nChanged 1355 SP:Iteration 39Q (36361.810000 sec): 3 clusters Score: Raw -49434716.708787 + Penalty 6270.768203 = -49428445.940583 nChanged 1228 SP:Iteration 40F (36363.410000 sec): 3 clusters Score: Raw -49434894.614792 + Penalty 6270.768203 = -49428623.846589 nChanged 1187 SP:Iteration 41Q (36364.900000 sec): 3 clusters Score: Raw -49435006.967806 + Penalty 6270.768203 = -49428736.199603 nChanged 1050 SP:Iteration 42Q (36366.390000 sec): 3 clusters Score: Raw -49435090.888823 + Penalty 6270.768203 = -49428820.120619 nChanged 922 SP:Iteration 43Q (36367.880000 sec): 3 clusters Score: Raw -49435155.804142 + Penalty 6270.768203 = -49428885.035939 nChanged 791 SP:Iteration 44Q (36369.350000 sec): 3 clusters Score: Raw -49435204.303473 + Penalty 6270.768203 = -49428933.535270 nChanged 734 SP:Iteration 45Q (36370.840000 sec): 3 clusters Score: Raw -49435246.396236 + Penalty 6270.768203 = -49428975.628033 nChanged 690 SP:Iteration 46Q (36372.330000 sec): 3 clusters Score: Raw -49435282.434300 + Penalty 6270.768203 = -49429011.666096 nChanged 585 SP:Iteration 47Q (36373.800000 sec): 3 clusters Score: Raw -49435308.089830 + Penalty 6270.768203 = -49429037.321627 nChanged 473 SP:Iteration 48Q (36375.280000 sec): 3 clusters Score: Raw -49435326.995919 + Penalty 6270.768203 = -49429056.227716 nChanged 427 SP:Iteration 49Q (36376.760000 sec): 3 clusters Score: Raw -49435341.628263 + Penalty 6270.768203 = -49429070.860059 nChanged 359 SP:Iteration 50Q (36378.250000 sec): 3 clusters Score: Raw -49435352.206306 + Penalty 6270.768203 = -49429081.438103 nChanged 310 SP:Iteration 51Q (36379.710000 sec): 3 clusters Score: Raw -49435361.129042 + Penalty 6270.768203 = -49429090.360839 nChanged 286 SP:Iteration 52Q (36381.180000 sec): 3 clusters Score: Raw -49435368.494424 + Penalty 6270.768203 = -49429097.726221 nChanged 263 SP:Iteration 53Q (36382.660000 sec): 3 clusters Score: Raw -49435374.885602 + Penalty 6270.768203 = -49429104.117399 nChanged 237 SP:Iteration 54Q (36384.140000 sec): 3 clusters Score: Raw -49435380.539343 + Penalty 6270.768203 = -49429109.771140 nChanged 206 SP:Iteration 55Q (36385.620000 sec): 3 clusters Score: Raw -49435385.017764 + Penalty 6270.768203 = -49429114.249560 nChanged 191 SP:Iteration 56Q (36387.080000 sec): 3 clusters Score: Raw -49435388.798727 + Penalty 6270.768203 = -49429118.030524 nChanged 163 SP:Iteration 57Q (36388.550000 sec): 3 clusters Score: Raw -49435392.064770 + Penalty 6270.768203 = -49429121.296566 nChanged 150 SP:Iteration 58Q (36390.030000 sec): 3 clusters Score: Raw -49435394.870935 + Penalty 6270.768203 = -49429124.102731 nChanged 149 SP:Iteration 59Q (36391.500000 sec): 3 clusters Score: Raw -49435397.449610 + Penalty 6270.768203 = -49429126.681406 nChanged 119 SP:Iteration 60F (36393.100000 sec): 3 clusters Score: Raw -49435399.441988 + Penalty 6270.768203 = -49429128.673785 nChanged 112 SP:Iteration 61Q (36394.580000 sec): 3 clusters Score: Raw -49435400.798752 + Penalty 6270.768203 = -49429130.030548 nChanged 94 SP:Iteration 62Q (36396.070000 sec): 3 clusters Score: Raw -49435401.815379 + Penalty 6270.768203 = -49429131.047176 nChanged 72 SP:Iteration 63Q (36397.570000 sec): 3 clusters Score: Raw -49435402.470305 + Penalty 6270.768203 = -49429131.702102 nChanged 57 SP:Iteration 64Q (36399.050000 sec): 3 clusters Score: Raw -49435402.993554 + Penalty 6270.768203 = -49429132.225351 nChanged 57 SP:Iteration 65Q (36400.540000 sec): 3 clusters Score: Raw -49435403.540673 + Penalty 6270.768203 = -49429132.772469 nChanged 70 SP:Iteration 66Q (36402.030000 sec): 3 clusters Score: Raw -49435404.255432 + Penalty 6270.768203 = -49429133.487229 nChanged 47 SP:Iteration 67Q (36403.530000 sec): 3 clusters Score: Raw -49435404.644866 + Penalty 6270.768203 = -49429133.876663 nChanged 51 SP:Iteration 68Q (36405.020000 sec): 3 clusters Score: Raw -49435405.064257 + Penalty 6270.768203 = -49429134.296053 nChanged 39 SP:Iteration 69Q (36406.520000 sec): 3 clusters Score: Raw -49435405.346839 + Penalty 6270.768203 = -49429134.578636 nChanged 33 SP:Iteration 70Q (36408.010000 sec): 3 clusters Score: Raw -49435405.590484 + Penalty 6270.768203 = -49429134.822281 nChanged 32 SP:Iteration 71Q (36409.500000 sec): 3 clusters Score: Raw -49435405.810751 + Penalty 6270.768203 = -49429135.042548 nChanged 23 SP:Iteration 72Q (36411.000000 sec): 3 clusters Score: Raw -49435405.963833 + Penalty 6270.768203 = -49429135.195629 nChanged 25 SP:Iteration 73Q (36412.490000 sec): 3 clusters Score: Raw -49435406.143099 + Penalty 6270.768203 = -49429135.374896 nChanged 19 SP:Iteration 74Q (36413.980000 sec): 3 clusters Score: Raw -49435406.255248 + Penalty 6270.768203 = -49429135.487044 nChanged 16 SP:Iteration 75Q (36415.480000 sec): 3 clusters Score: Raw -49435406.357604 + Penalty 6270.768203 = -49429135.589401 nChanged 13 SP:Iteration 76Q (36416.970000 sec): 3 clusters Score: Raw -49435406.446345 + Penalty 6270.768203 = -49429135.678142 nChanged 15 SP:Iteration 77Q (36418.470000 sec): 3 clusters Score: Raw -49435406.578516 + Penalty 6270.768203 = -49429135.810313 nChanged 22 SP:Iteration 78Q (36419.970000 sec): 3 clusters Score: Raw -49435406.757433 + Penalty 6270.768203 = -49429135.989230 nChanged 19 SP:Iteration 79Q (36421.470000 sec): 3 clusters Score: Raw -49435406.859092 + Penalty 6270.768203 = -49429136.090889 nChanged 17 SP:Iteration 80F (36423.070000 sec): 3 clusters Score: Raw -49435406.948410 + Penalty 6270.768203 = -49429136.180207 nChanged 19 SP:Iteration 81Q (36424.550000 sec): 3 clusters Score: Raw -49435407.046963 + Penalty 6270.768203 = -49429136.278760 nChanged 13 SP:Iteration 82Q (36426.030000 sec): 3 clusters Score: Raw -49435407.110653 + Penalty 6270.768203 = -49429136.342450 nChanged 12 SP:Iteration 83Q (36427.520000 sec): 3 clusters Score: Raw -49435407.188197 + Penalty 6270.768203 = -49429136.419994 nChanged 14 SP:Iteration 84Q (36429.010000 sec): 3 clusters Score: Raw -49435407.281453 + Penalty 6270.768203 = -49429136.513250 nChanged 18 SP:Iteration 85Q (36430.510000 sec): 3 clusters Score: Raw -49435407.375252 + Penalty 6270.768203 = -49429136.607049 nChanged 10 SP:Iteration 86Q (36432.000000 sec): 3 clusters Score: Raw -49435407.424886 + Penalty 6270.768203 = -49429136.656683 nChanged 8 SP:Iteration 87Q (36433.430000 sec): 3 clusters Score: Raw -49435407.463772 + Penalty 6270.768203 = -49429136.695568 nChanged 7 SP:Iteration 88Q (36434.930000 sec): 3 clusters Score: Raw -49435407.501695 + Penalty 6270.768203 = -49429136.733492 nChanged 5 SP:Iteration 89Q (36436.430000 sec): 3 clusters Score: Raw -49435407.517987 + Penalty 6270.768203 = -49429136.749783 nChanged 8 SP:Iteration 90Q (36437.910000 sec): 3 clusters Score: Raw -49435407.558080 + Penalty 6270.768203 = -49429136.789876 nChanged 8 SP:Iteration 91Q (36439.400000 sec): 3 clusters Score: Raw -49435407.597297 + Penalty 6270.768203 = -49429136.829094 nChanged 3 SP:Iteration 92Q (36440.870000 sec): 3 clusters Score: Raw -49435407.609620 + Penalty 6270.768203 = -49429136.841416 nChanged 5 SP:Iteration 93Q (36442.360000 sec): 3 clusters Score: Raw -49435407.647259 + Penalty 6270.768203 = -49429136.879055 nChanged 8 SP:Iteration 94Q (36443.850000 sec): 3 clusters Score: Raw -49435407.688053 + Penalty 6270.768203 = -49429136.919850 nChanged 8 SP:Iteration 95Q (36445.340000 sec): 3 clusters Score: Raw -49435407.727546 + Penalty 6270.768203 = -49429136.959343 nChanged 15 SP:Iteration 96Q (36446.830000 sec): 3 clusters Score: Raw -49435407.804471 + Penalty 6270.768203 = -49429137.036268 nChanged 13 SP:Iteration 97Q (36448.330000 sec): 3 clusters Score: Raw -49435407.882525 + Penalty 6270.768203 = -49429137.114322 nChanged 14 SP:Iteration 98Q (36449.820000 sec): 3 clusters Score: Raw -49435407.953423 + Penalty 6270.768203 = -49429137.185220 nChanged 11 SP:Iteration 99Q (36451.320000 sec): 3 clusters Score: Raw -49435408.026455 + Penalty 6270.768203 = -49429137.258251 nChanged 12 SP:Iteration 100F (36452.910000 sec): 3 clusters Score: Raw -49435408.129624 + Penalty 6270.768203 = -49429137.361421 nChanged 19 SP:Iteration 101Q (36454.400000 sec): 3 clusters Score: Raw -49435408.230465 + Penalty 6270.768203 = -49429137.462262 nChanged 14 SP:Iteration 102Q (36455.880000 sec): 3 clusters Score: Raw -49435408.303674 + Penalty 6270.768203 = -49429137.535471 nChanged 12 SP:Iteration 103Q (36457.380000 sec): 3 clusters Score: Raw -49435408.371945 + Penalty 6270.768203 = -49429137.603742 nChanged 9 SP:Iteration 104Q (36458.880000 sec): 3 clusters Score: Raw -49435408.420690 + Penalty 6270.768203 = -49429137.652487 nChanged 6 SP:Iteration 105Q (36460.370000 sec): 3 clusters Score: Raw -49435408.438385 + Penalty 6270.768203 = -49429137.670182 nChanged 3 SP:Iteration 106Q (36461.860000 sec): 3 clusters Score: Raw -49435408.448897 + Penalty 6270.768203 = -49429137.680694 nChanged 3 SP:Iteration 107Q (36463.360000 sec): 3 clusters Score: Raw -49435408.460229 + Penalty 6270.768203 = -49429137.692026 nChanged 5 SP:Iteration 108Q (36464.840000 sec): 3 clusters Score: Raw -49435408.476650 + Penalty 6270.768203 = -49429137.708447 nChanged 0 SP:Iteration 109F (36466.440000 sec): 3 clusters Score: Raw -49435408.476650 + Penalty 6270.768203 = -49429137.708447 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 15 (3356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36466.620000 sec): 2 clusters Score: Raw -551466.211327 + Penalty 2013.389257 = -549452.822070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36466.630000 sec): 3 clusters Score: Raw -549986.938594 + Penalty 4026.778514 = -545960.160081 nChanged 1199 SP:Iteration 1F (36466.650000 sec): 3 clusters Score: Raw -550708.946344 + Penalty 4026.778514 = -546682.167831 nChanged 252 SP:Iteration 2F (36466.670000 sec): 3 clusters Score: Raw -550881.609309 + Penalty 4026.778514 = -546854.830795 nChanged 149 SP:Iteration 3Q (36466.680000 sec): 3 clusters Score: Raw -550967.705505 + Penalty 4026.778514 = -546940.926991 nChanged 87 SP:Iteration 4Q (36466.700000 sec): 3 clusters Score: Raw -551013.886059 + Penalty 4026.778514 = -546987.107545 nChanged 59 SP:Iteration 5Q (36466.720000 sec): 3 clusters Score: Raw -551046.382955 + Penalty 4026.778514 = -547019.604441 nChanged 45 SP:Iteration 6Q (36466.730000 sec): 3 clusters Score: Raw -551068.988232 + Penalty 4026.778514 = -547042.209718 nChanged 39 SP:Iteration 7Q (36466.750000 sec): 3 clusters Score: Raw -551088.447767 + Penalty 4026.778514 = -547061.669253 nChanged 36 SP:Iteration 8Q (36466.770000 sec): 3 clusters Score: Raw -551105.740325 + Penalty 4026.778514 = -547078.961812 nChanged 29 SP:Iteration 9Q (36466.780000 sec): 3 clusters Score: Raw -551123.125691 + Penalty 4026.778514 = -547096.347178 nChanged 31 SP:Iteration 10Q (36466.800000 sec): 3 clusters Score: Raw -551136.797599 + Penalty 4026.778514 = -547110.019085 nChanged 26 SP:Iteration 11Q (36466.820000 sec): 3 clusters Score: Raw -551149.357537 + Penalty 4026.778514 = -547122.579023 nChanged 27 SP:Iteration 12Q (36466.830000 sec): 3 clusters Score: Raw -551161.733320 + Penalty 4026.778514 = -547134.954807 nChanged 26 SP:Iteration 13Q (36466.850000 sec): 3 clusters Score: Raw -551174.771604 + Penalty 4026.778514 = -547147.993091 nChanged 29 SP:Iteration 14Q (36466.870000 sec): 3 clusters Score: Raw -551187.905022 + Penalty 4026.778514 = -547161.126508 nChanged 23 SP:Iteration 15Q (36466.890000 sec): 3 clusters Score: Raw -551198.166493 + Penalty 4026.778514 = -547171.387979 nChanged 16 SP:Iteration 16Q (36466.900000 sec): 3 clusters Score: Raw -551204.596344 + Penalty 4026.778514 = -547177.817830 nChanged 19 SP:Iteration 17Q (36466.920000 sec): 3 clusters Score: Raw -551212.464960 + Penalty 4026.778514 = -547185.686446 nChanged 12 SP:Iteration 18Q (36466.930000 sec): 3 clusters Score: Raw -551218.788490 + Penalty 4026.778514 = -547192.009976 nChanged 19 SP:Iteration 19Q (36466.950000 sec): 3 clusters Score: Raw -551224.904161 + Penalty 4026.778514 = -547198.125647 nChanged 9 SP:Iteration 20F (36466.970000 sec): 3 clusters Score: Raw -551227.398623 + Penalty 4026.778514 = -547200.620109 nChanged 7 SP:Iteration 21Q (36466.990000 sec): 3 clusters Score: Raw -551229.912722 + Penalty 4026.778514 = -547203.134208 nChanged 8 SP:Iteration 22Q (36467.000000 sec): 3 clusters Score: Raw -551232.676671 + Penalty 4026.778514 = -547205.898157 nChanged 7 SP:Iteration 23Q (36467.020000 sec): 3 clusters Score: Raw -551235.168182 + Penalty 4026.778514 = -547208.389669 nChanged 5 SP:Iteration 24Q (36467.030000 sec): 3 clusters Score: Raw -551237.503552 + Penalty 4026.778514 = -547210.725038 nChanged 7 SP:Iteration 25Q (36467.050000 sec): 3 clusters Score: Raw -551240.417583 + Penalty 4026.778514 = -547213.639070 nChanged 7 SP:Iteration 26Q (36467.070000 sec): 3 clusters Score: Raw -551242.885458 + Penalty 4026.778514 = -547216.106945 nChanged 6 SP:Iteration 27Q (36467.080000 sec): 3 clusters Score: Raw -551244.599413 + Penalty 4026.778514 = -547217.820899 nChanged 4 SP:Iteration 28Q (36467.100000 sec): 3 clusters Score: Raw -551246.271729 + Penalty 4026.778514 = -547219.493216 nChanged 7 SP:Iteration 29Q (36467.120000 sec): 3 clusters Score: Raw -551249.195104 + Penalty 4026.778514 = -547222.416590 nChanged 6 SP:Iteration 30Q (36467.130000 sec): 3 clusters Score: Raw -551251.261018 + Penalty 4026.778514 = -547224.482504 nChanged 9 SP:Iteration 31Q (36467.150000 sec): 3 clusters Score: Raw -551253.855178 + Penalty 4026.778514 = -547227.076665 nChanged 2 SP:Iteration 32Q (36467.170000 sec): 3 clusters Score: Raw -551255.082595 + Penalty 4026.778514 = -547228.304082 nChanged 2 SP:Iteration 33Q (36467.180000 sec): 3 clusters Score: Raw -551255.731788 + Penalty 4026.778514 = -547228.953275 nChanged 0 SP:Iteration 34F (36467.200000 sec): 3 clusters Score: Raw -551255.731788 + Penalty 4026.778514 = -547228.953275 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 16 (27964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36467.330000 sec): 2 clusters Score: Raw -4492011.688540 + Penalty 2539.190965 = -4489472.497574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36467.470000 sec): 3 clusters Score: Raw -4475303.258846 + Penalty 5078.381931 = -4470224.876915 nChanged 12553 SP:Iteration 1F (36467.620000 sec): 3 clusters Score: Raw -4482273.631886 + Penalty 5078.381931 = -4477195.249955 nChanged 1338 SP:Iteration 2Q (36467.760000 sec): 3 clusters Score: Raw -4482693.772129 + Penalty 5078.381931 = -4477615.390198 nChanged 1119 SP:Iteration 3Q (36467.910000 sec): 3 clusters Score: Raw -4483011.862356 + Penalty 5078.381931 = -4477933.480425 nChanged 957 SP:Iteration 4Q (36468.060000 sec): 3 clusters Score: Raw -4483259.455057 + Penalty 5078.381931 = -4478181.073126 nChanged 846 SP:Iteration 5Q (36468.210000 sec): 3 clusters Score: Raw -4483471.744497 + Penalty 5078.381931 = -4478393.362566 nChanged 790 SP:Iteration 6Q (36468.350000 sec): 3 clusters Score: Raw -4483674.569891 + Penalty 5078.381931 = -4478596.187960 nChanged 770 SP:Iteration 7Q (36468.490000 sec): 3 clusters Score: Raw -4483882.274382 + Penalty 5078.381931 = -4478803.892452 nChanged 737 SP:Iteration 8Q (36468.640000 sec): 3 clusters Score: Raw -4484090.153926 + Penalty 5078.381931 = -4479011.771995 nChanged 769 SP:Iteration 9Q (36468.790000 sec): 3 clusters Score: Raw -4484343.343158 + Penalty 5078.381931 = -4479264.961227 nChanged 877 SP:Iteration 10Q (36468.930000 sec): 3 clusters Score: Raw -4484655.400306 + Penalty 5078.381931 = -4479577.018375 nChanged 965 SP:Iteration 11Q (36469.080000 sec): 3 clusters Score: Raw -4485065.706976 + Penalty 5078.381931 = -4479987.325045 nChanged 1125 SP:Iteration 12Q (36469.220000 sec): 3 clusters Score: Raw -4485607.464853 + Penalty 5078.381931 = -4480529.082923 nChanged 1136 SP:Iteration 13Q (36469.370000 sec): 3 clusters Score: Raw -4486220.908464 + Penalty 5078.381931 = -4481142.526533 nChanged 1199 SP:Iteration 14Q (36469.510000 sec): 3 clusters Score: Raw -4486939.044994 + Penalty 5078.381931 = -4481860.663063 nChanged 1191 SP:Iteration 15Q (36469.650000 sec): 3 clusters Score: Raw -4487708.299729 + Penalty 5078.381931 = -4482629.917798 nChanged 1103 SP:Iteration 16Q (36469.800000 sec): 3 clusters Score: Raw -4488470.720847 + Penalty 5078.381931 = -4483392.338916 nChanged 973 SP:Iteration 17Q (36469.930000 sec): 3 clusters Score: Raw -4489171.831137 + Penalty 5078.381931 = -4484093.449207 nChanged 813 SP:Iteration 18Q (36470.070000 sec): 3 clusters Score: Raw -4489757.947668 + Penalty 5078.381931 = -4484679.565738 nChanged 693 SP:Iteration 19Q (36470.200000 sec): 3 clusters Score: Raw -4490231.733094 + Penalty 5078.381931 = -4485153.351163 nChanged 555 SP:Iteration 20F (36470.340000 sec): 3 clusters Score: Raw -4490593.521113 + Penalty 5078.381931 = -4485515.139182 nChanged 463 SP:Iteration 21Q (36470.460000 sec): 3 clusters Score: Raw -4490899.205385 + Penalty 5078.381931 = -4485820.823454 nChanged 387 SP:Iteration 22Q (36470.570000 sec): 3 clusters Score: Raw -4491169.276729 + Penalty 5078.381931 = -4486090.894798 nChanged 311 SP:Iteration 23Q (36470.690000 sec): 3 clusters Score: Raw -4491385.495699 + Penalty 5078.381931 = -4486307.113768 nChanged 267 SP:Iteration 24Q (36470.800000 sec): 3 clusters Score: Raw -4491583.316536 + Penalty 5078.381931 = -4486504.934605 nChanged 220 SP:Iteration 25Q (36470.910000 sec): 3 clusters Score: Raw -4491762.106563 + Penalty 5078.381931 = -4486683.724633 nChanged 176 SP:Iteration 26Q (36471.010000 sec): 3 clusters Score: Raw -4491898.060126 + Penalty 5078.381931 = -4486819.678195 nChanged 148 SP:Iteration 27Q (36471.120000 sec): 3 clusters Score: Raw -4491995.315778 + Penalty 5078.381931 = -4486916.933847 nChanged 127 SP:Iteration 28Q (36471.230000 sec): 3 clusters Score: Raw -4492063.638212 + Penalty 5078.381931 = -4486985.256281 nChanged 74 SP:Iteration 29Q (36471.330000 sec): 3 clusters Score: Raw -4492099.534254 + Penalty 5078.381931 = -4487021.152323 nChanged 56 SP:Iteration 30Q (36471.430000 sec): 3 clusters Score: Raw -4492125.695769 + Penalty 5078.381931 = -4487047.313838 nChanged 51 SP:Iteration 31Q (36471.530000 sec): 3 clusters Score: Raw -4492148.704279 + Penalty 5078.381931 = -4487070.322348 nChanged 53 SP:Iteration 32Q (36471.630000 sec): 3 clusters Score: Raw -4492174.943481 + Penalty 5078.381931 = -4487096.561550 nChanged 44 SP:Iteration 33Q (36471.740000 sec): 3 clusters Score: Raw -4492196.684301 + Penalty 5078.381931 = -4487118.302370 nChanged 30 SP:Iteration 34Q (36471.840000 sec): 3 clusters Score: Raw -4492208.943657 + Penalty 5078.381931 = -4487130.561727 nChanged 25 SP:Iteration 35Q (36471.940000 sec): 3 clusters Score: Raw -4492219.725564 + Penalty 5078.381931 = -4487141.343633 nChanged 29 SP:Iteration 36Q (36472.040000 sec): 3 clusters Score: Raw -4492231.962018 + Penalty 5078.381931 = -4487153.580087 nChanged 20 SP:Iteration 37Q (36472.150000 sec): 3 clusters Score: Raw -4492240.466745 + Penalty 5078.381931 = -4487162.084814 nChanged 17 SP:Iteration 38Q (36472.250000 sec): 3 clusters Score: Raw -4492246.157352 + Penalty 5078.381931 = -4487167.775421 nChanged 18 SP:Iteration 39Q (36472.350000 sec): 3 clusters Score: Raw -4492253.190200 + Penalty 5078.381931 = -4487174.808269 nChanged 10 SP:Iteration 40F (36472.490000 sec): 3 clusters Score: Raw -4492257.679204 + Penalty 5078.381931 = -4487179.297274 nChanged 15 SP:Iteration 41Q (36472.590000 sec): 3 clusters Score: Raw -4492263.625944 + Penalty 5078.381931 = -4487185.244013 nChanged 16 SP:Iteration 42Q (36472.690000 sec): 3 clusters Score: Raw -4492269.435427 + Penalty 5078.381931 = -4487191.053496 nChanged 8 SP:Iteration 43Q (36472.790000 sec): 3 clusters Score: Raw -4492273.246086 + Penalty 5078.381931 = -4487194.864155 nChanged 10 SP:Iteration 44Q (36472.890000 sec): 3 clusters Score: Raw -4492277.082488 + Penalty 5078.381931 = -4487198.700557 nChanged 7 SP:Iteration 45Q (36472.990000 sec): 3 clusters Score: Raw -4492280.052920 + Penalty 5078.381931 = -4487201.670990 nChanged 11 SP:Iteration 46Q (36473.090000 sec): 3 clusters Score: Raw -4492284.748620 + Penalty 5078.381931 = -4487206.366689 nChanged 8 SP:Iteration 47Q (36473.190000 sec): 3 clusters Score: Raw -4492288.185583 + Penalty 5078.381931 = -4487209.803652 nChanged 15 SP:Iteration 48Q (36473.290000 sec): 3 clusters Score: Raw -4492293.488527 + Penalty 5078.381931 = -4487215.106596 nChanged 11 SP:Iteration 49Q (36473.390000 sec): 3 clusters Score: Raw -4492297.652007 + Penalty 5078.381931 = -4487219.270077 nChanged 9 SP:Iteration 50Q (36473.490000 sec): 3 clusters Score: Raw -4492301.853923 + Penalty 5078.381931 = -4487223.471992 nChanged 15 SP:Iteration 51Q (36473.600000 sec): 3 clusters Score: Raw -4492308.584611 + Penalty 5078.381931 = -4487230.202681 nChanged 8 SP:Iteration 52Q (36473.700000 sec): 3 clusters Score: Raw -4492312.880011 + Penalty 5078.381931 = -4487234.498081 nChanged 7 SP:Iteration 53Q (36473.800000 sec): 3 clusters Score: Raw -4492316.035049 + Penalty 5078.381931 = -4487237.653118 nChanged 4 SP:Iteration 54Q (36473.900000 sec): 3 clusters Score: Raw -4492317.884236 + Penalty 5078.381931 = -4487239.502305 nChanged 3 SP:Iteration 55Q (36474.000000 sec): 3 clusters Score: Raw -4492319.120139 + Penalty 5078.381931 = -4487240.738208 nChanged 3 SP:Iteration 56Q (36474.100000 sec): 3 clusters Score: Raw -4492320.129763 + Penalty 5078.381931 = -4487241.747832 nChanged 2 SP:Iteration 57Q (36474.200000 sec): 3 clusters Score: Raw -4492320.652842 + Penalty 5078.381931 = -4487242.270911 nChanged 0 SP:Iteration 58F (36474.340000 sec): 3 clusters Score: Raw -4492320.652842 + Penalty 5078.381931 = -4487242.270911 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 17 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36474.360000 sec): 2 clusters Score: Raw -17222.246688 + Penalty 1174.577215 = -16047.669473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36474.360000 sec): 3 clusters Score: Raw -17520.483923 + Penalty 2349.154430 = -15171.329493 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 18 (3870 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36474.390000 sec): 2 clusters Score: Raw -608958.480655 + Penalty 2048.730427 = -606909.750228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36474.400000 sec): 3 clusters Score: Raw -607126.910898 + Penalty 4097.460854 = -603029.450044 nChanged 1437 SP:Iteration 1F (36474.420000 sec): 3 clusters Score: Raw -607959.340829 + Penalty 4097.460854 = -603861.879975 nChanged 322 SP:Iteration 2F (36474.440000 sec): 3 clusters Score: Raw -608194.811890 + Penalty 4097.460854 = -604097.351036 nChanged 223 SP:Iteration 3F (36474.460000 sec): 3 clusters Score: Raw -608369.305486 + Penalty 4097.460854 = -604271.844632 nChanged 164 SP:Iteration 4Q (36474.480000 sec): 3 clusters Score: Raw -608538.058668 + Penalty 4097.460854 = -604440.597814 nChanged 177 SP:Iteration 5Q (36474.500000 sec): 3 clusters Score: Raw -608704.777094 + Penalty 4097.460854 = -604607.316241 nChanged 162 SP:Iteration 6Q (36474.520000 sec): 3 clusters Score: Raw -608856.841720 + Penalty 4097.460854 = -604759.380866 nChanged 157 SP:Iteration 7Q (36474.540000 sec): 3 clusters Score: Raw -609007.089377 + Penalty 4097.460854 = -604909.628523 nChanged 145 SP:Iteration 8Q (36474.550000 sec): 3 clusters Score: Raw -609113.413145 + Penalty 4097.460854 = -605015.952291 nChanged 122 SP:Iteration 9Q (36474.570000 sec): 3 clusters Score: Raw -609199.361813 + Penalty 4097.460854 = -605101.900959 nChanged 112 SP:Iteration 10Q (36474.590000 sec): 3 clusters Score: Raw -609281.416280 + Penalty 4097.460854 = -605183.955426 nChanged 86 SP:Iteration 11Q (36474.610000 sec): 3 clusters Score: Raw -609334.682918 + Penalty 4097.460854 = -605237.222065 nChanged 82 SP:Iteration 12Q (36474.630000 sec): 3 clusters Score: Raw -609381.979606 + Penalty 4097.460854 = -605284.518752 nChanged 75 SP:Iteration 13Q (36474.650000 sec): 3 clusters Score: Raw -609430.326322 + Penalty 4097.460854 = -605332.865468 nChanged 60 SP:Iteration 14Q (36474.670000 sec): 3 clusters Score: Raw -609460.307013 + Penalty 4097.460854 = -605362.846159 nChanged 45 SP:Iteration 15Q (36474.690000 sec): 3 clusters Score: Raw -609485.064755 + Penalty 4097.460854 = -605387.603902 nChanged 45 SP:Iteration 16Q (36474.700000 sec): 3 clusters Score: Raw -609505.073328 + Penalty 4097.460854 = -605407.612474 nChanged 35 SP:Iteration 17Q (36474.720000 sec): 3 clusters Score: Raw -609521.906011 + Penalty 4097.460854 = -605424.445157 nChanged 32 SP:Iteration 18Q (36474.740000 sec): 3 clusters Score: Raw -609534.761796 + Penalty 4097.460854 = -605437.300942 nChanged 30 SP:Iteration 19Q (36474.760000 sec): 3 clusters Score: Raw -609546.982991 + Penalty 4097.460854 = -605449.522137 nChanged 33 SP:Iteration 20F (36474.770000 sec): 3 clusters Score: Raw -609562.228294 + Penalty 4097.460854 = -605464.767440 nChanged 31 SP:Iteration 21Q (36474.790000 sec): 3 clusters Score: Raw -609574.641552 + Penalty 4097.460854 = -605477.180698 nChanged 31 SP:Iteration 22Q (36474.810000 sec): 3 clusters Score: Raw -609586.599633 + Penalty 4097.460854 = -605489.138779 nChanged 22 SP:Iteration 23Q (36474.830000 sec): 3 clusters Score: Raw -609594.766597 + Penalty 4097.460854 = -605497.305743 nChanged 19 SP:Iteration 24Q (36474.850000 sec): 3 clusters Score: Raw -609601.404013 + Penalty 4097.460854 = -605503.943159 nChanged 16 SP:Iteration 25Q (36474.870000 sec): 3 clusters Score: Raw -609606.558170 + Penalty 4097.460854 = -605509.097316 nChanged 18 SP:Iteration 26Q (36474.880000 sec): 3 clusters Score: Raw -609612.000769 + Penalty 4097.460854 = -605514.539915 nChanged 16 SP:Iteration 27Q (36474.900000 sec): 3 clusters Score: Raw -609619.150424 + Penalty 4097.460854 = -605521.689570 nChanged 18 SP:Iteration 28Q (36474.920000 sec): 3 clusters Score: Raw -609627.182261 + Penalty 4097.460854 = -605529.721407 nChanged 24 SP:Iteration 29Q (36474.940000 sec): 3 clusters Score: Raw -609638.531307 + Penalty 4097.460854 = -605541.070453 nChanged 24 SP:Iteration 30Q (36474.950000 sec): 3 clusters Score: Raw -609650.156100 + Penalty 4097.460854 = -605552.695246 nChanged 28 SP:Iteration 31Q (36474.970000 sec): 3 clusters Score: Raw -609662.553844 + Penalty 4097.460854 = -605565.092990 nChanged 25 SP:Iteration 32Q (36474.990000 sec): 3 clusters Score: Raw -609673.841159 + Penalty 4097.460854 = -605576.380305 nChanged 22 SP:Iteration 33Q (36475.010000 sec): 3 clusters Score: Raw -609685.068733 + Penalty 4097.460854 = -605587.607879 nChanged 24 SP:Iteration 34Q (36475.030000 sec): 3 clusters Score: Raw -609696.526420 + Penalty 4097.460854 = -605599.065566 nChanged 22 SP:Iteration 35Q (36475.040000 sec): 3 clusters Score: Raw -609706.864166 + Penalty 4097.460854 = -605609.403312 nChanged 25 SP:Iteration 36Q (36475.060000 sec): 3 clusters Score: Raw -609717.373626 + Penalty 4097.460854 = -605619.912772 nChanged 22 SP:Iteration 37Q (36475.080000 sec): 3 clusters Score: Raw -609728.489170 + Penalty 4097.460854 = -605631.028316 nChanged 18 SP:Iteration 38Q (36475.090000 sec): 3 clusters Score: Raw -609736.359093 + Penalty 4097.460854 = -605638.898239 nChanged 21 SP:Iteration 39Q (36475.110000 sec): 3 clusters Score: Raw -609744.117332 + Penalty 4097.460854 = -605646.656478 nChanged 17 SP:Iteration 40F (36475.130000 sec): 3 clusters Score: Raw -609750.937201 + Penalty 4097.460854 = -605653.476347 nChanged 11 SP:Iteration 41Q (36475.150000 sec): 3 clusters Score: Raw -609755.353562 + Penalty 4097.460854 = -605657.892708 nChanged 21 SP:Iteration 42Q (36475.170000 sec): 3 clusters Score: Raw -609765.883872 + Penalty 4097.460854 = -605668.423018 nChanged 18 SP:Iteration 43Q (36475.190000 sec): 3 clusters Score: Raw -609775.117710 + Penalty 4097.460854 = -605677.656856 nChanged 24 SP:Iteration 44Q (36475.200000 sec): 3 clusters Score: Raw -609787.644224 + Penalty 4097.460854 = -605690.183370 nChanged 22 SP:Iteration 45Q (36475.220000 sec): 3 clusters Score: Raw -609800.305743 + Penalty 4097.460854 = -605702.844890 nChanged 21 SP:Iteration 46Q (36475.240000 sec): 3 clusters Score: Raw -609815.275799 + Penalty 4097.460854 = -605717.814945 nChanged 24 SP:Iteration 47Q (36475.250000 sec): 3 clusters Score: Raw -609831.693845 + Penalty 4097.460854 = -605734.232991 nChanged 23 SP:Iteration 48Q (36475.270000 sec): 3 clusters Score: Raw -609847.655901 + Penalty 4097.460854 = -605750.195047 nChanged 24 SP:Iteration 49Q (36475.290000 sec): 3 clusters Score: Raw -609864.839686 + Penalty 4097.460854 = -605767.378832 nChanged 18 SP:Iteration 50Q (36475.300000 sec): 3 clusters Score: Raw -609875.849451 + Penalty 4097.460854 = -605778.388597 nChanged 16 SP:Iteration 51Q (36475.320000 sec): 3 clusters Score: Raw -609886.264984 + Penalty 4097.460854 = -605788.804131 nChanged 15 SP:Iteration 52Q (36475.330000 sec): 3 clusters Score: Raw -609896.844795 + Penalty 4097.460854 = -605799.383942 nChanged 14 SP:Iteration 53Q (36475.350000 sec): 3 clusters Score: Raw -609908.462029 + Penalty 4097.460854 = -605811.001175 nChanged 17 SP:Iteration 54Q (36475.370000 sec): 3 clusters Score: Raw -609921.829578 + Penalty 4097.460854 = -605824.368725 nChanged 16 SP:Iteration 55Q (36475.390000 sec): 3 clusters Score: Raw -609931.399364 + Penalty 4097.460854 = -605833.938510 nChanged 12 SP:Iteration 56Q (36475.400000 sec): 3 clusters Score: Raw -609937.651878 + Penalty 4097.460854 = -605840.191025 nChanged 11 SP:Iteration 57Q (36475.420000 sec): 3 clusters Score: Raw -609946.909665 + Penalty 4097.460854 = -605849.448811 nChanged 12 SP:Iteration 58Q (36475.430000 sec): 3 clusters Score: Raw -609954.536138 + Penalty 4097.460854 = -605857.075284 nChanged 6 SP:Iteration 59Q (36475.450000 sec): 3 clusters Score: Raw -609956.964218 + Penalty 4097.460854 = -605859.503364 nChanged 3 SP:Iteration 60F (36475.470000 sec): 3 clusters Score: Raw -609958.996497 + Penalty 4097.460854 = -605861.535643 nChanged 2 SP:Iteration 61Q (36475.490000 sec): 3 clusters Score: Raw -609960.536398 + Penalty 4097.460854 = -605863.075544 nChanged 4 SP:Iteration 62Q (36475.500000 sec): 3 clusters Score: Raw -609963.866379 + Penalty 4097.460854 = -605866.405525 nChanged 4 SP:Iteration 63Q (36475.520000 sec): 3 clusters Score: Raw -609965.635434 + Penalty 4097.460854 = -605868.174580 nChanged 2 SP:Iteration 64Q (36475.540000 sec): 3 clusters Score: Raw -609966.781260 + Penalty 4097.460854 = -605869.320406 nChanged 4 SP:Iteration 65Q (36475.550000 sec): 3 clusters Score: Raw -609968.899923 + Penalty 4097.460854 = -605871.439070 nChanged 3 SP:Iteration 66Q (36475.570000 sec): 3 clusters Score: Raw -609971.625772 + Penalty 4097.460854 = -605874.164918 nChanged 6 SP:Iteration 67Q (36475.590000 sec): 3 clusters Score: Raw -609974.443879 + Penalty 4097.460854 = -605876.983025 nChanged 8 SP:Iteration 68Q (36475.600000 sec): 3 clusters Score: Raw -609982.180689 + Penalty 4097.460854 = -605884.719835 nChanged 8 SP:Iteration 69Q (36475.620000 sec): 3 clusters Score: Raw -609989.940682 + Penalty 4097.460854 = -605892.479829 nChanged 7 SP:Iteration 70Q (36475.630000 sec): 3 clusters Score: Raw -609995.253565 + Penalty 4097.460854 = -605897.792711 nChanged 5 SP:Iteration 71Q (36475.650000 sec): 3 clusters Score: Raw -609998.273547 + Penalty 4097.460854 = -605900.812693 nChanged 7 SP:Iteration 72Q (36475.670000 sec): 3 clusters Score: Raw -610001.556983 + Penalty 4097.460854 = -605904.096130 nChanged 3 SP:Iteration 73Q (36475.690000 sec): 3 clusters Score: Raw -610002.554858 + Penalty 4097.460854 = -605905.094004 nChanged 5 SP:Iteration 74Q (36475.700000 sec): 3 clusters Score: Raw -610005.901634 + Penalty 4097.460854 = -605908.440780 nChanged 4 SP:Iteration 75Q (36475.720000 sec): 3 clusters Score: Raw -610009.714617 + Penalty 4097.460854 = -605912.253763 nChanged 6 SP:Iteration 76Q (36475.730000 sec): 3 clusters Score: Raw -610011.911570 + Penalty 4097.460854 = -605914.450716 nChanged 1 SP:Iteration 77Q (36475.750000 sec): 3 clusters Score: Raw -610012.520423 + Penalty 4097.460854 = -605915.059569 nChanged 1 SP:Iteration 78Q (36475.770000 sec): 3 clusters Score: Raw -610012.912948 + Penalty 4097.460854 = -605915.452094 nChanged 1 SP:Iteration 79Q (36475.780000 sec): 3 clusters Score: Raw -610013.390827 + Penalty 4097.460854 = -605915.929973 nChanged 1 SP:Iteration 80F (36475.800000 sec): 3 clusters Score: Raw -610013.890222 + Penalty 4097.460854 = -605916.429368 nChanged 1 SP:Iteration 81Q (36475.820000 sec): 3 clusters Score: Raw -610014.156489 + Penalty 4097.460854 = -605916.695636 nChanged 0 SP:Iteration 82F (36475.830000 sec): 3 clusters Score: Raw -610014.156489 + Penalty 4097.460854 = -605916.695636 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 19 (524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36475.840000 sec): 2 clusters Score: Raw -77467.681325 + Penalty 1552.849938 = -75914.831387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36475.850000 sec): 3 clusters Score: Raw -77474.051508 + Penalty 3105.699875 = -74368.351633 nChanged 91 SP:Iteration 1F (36475.850000 sec): 3 clusters Score: Raw -77649.415892 + Penalty 3105.699875 = -74543.716017 nChanged 25 SP:Iteration 2Q (36475.850000 sec): 3 clusters Score: Raw -77758.782217 + Penalty 3105.699875 = -74653.082342 nChanged 23 SP:Iteration 3Q (36475.850000 sec): 3 clusters Score: Raw -77968.048117 + Penalty 3105.699875 = -74862.348242 nChanged 18 SP:Iteration 4Q (36475.860000 sec): 3 clusters Score: Raw -78158.735672 + Penalty 3105.699875 = -75053.035797 nChanged 20 SP:Iteration 5Q (36475.860000 sec): 3 clusters Score: Raw -78203.689689 + Penalty 3105.699875 = -75097.989814 nChanged 16 SP:Iteration 6Q (36475.860000 sec): 3 clusters Score: Raw -78244.646802 + Penalty 3105.699875 = -75138.946927 nChanged 11 SP:Iteration 7Q (36475.870000 sec): 3 clusters Score: Raw -78267.425548 + Penalty 3105.699875 = -75161.725673 nChanged 4 SP:Iteration 8Q (36475.870000 sec): 3 clusters Score: Raw -78274.891389 + Penalty 3105.699875 = -75169.191513 nChanged 1 SP:Iteration 9Q (36475.870000 sec): 3 clusters Score: Raw -78276.866933 + Penalty 3105.699875 = -75171.167058 nChanged 1 SP:Iteration 10Q (36475.870000 sec): 3 clusters Score: Raw -78279.104332 + Penalty 3105.699875 = -75173.404456 nChanged 2 SP:Iteration 11Q (36475.870000 sec): 3 clusters Score: Raw -78283.180795 + Penalty 3105.699875 = -75177.480920 nChanged 2 SP:Iteration 12Q (36475.880000 sec): 3 clusters Score: Raw -78289.048647 + Penalty 3105.699875 = -75183.348772 nChanged 0 SP:Iteration 13F (36475.880000 sec): 3 clusters Score: Raw -78289.048647 + Penalty 3105.699875 = -75183.348772 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 20 (1064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36475.890000 sec): 2 clusters Score: Raw -172774.604278 + Penalty 1728.508086 = -171046.096191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36475.890000 sec): 3 clusters Score: Raw -172518.811580 + Penalty 3457.016172 = -169061.795408 nChanged 260 SP:Iteration 1F (36475.900000 sec): 3 clusters Score: Raw -172789.203810 + Penalty 3457.016172 = -169332.187638 nChanged 57 SP:Iteration 2F (36475.900000 sec): 3 clusters Score: Raw -172860.639165 + Penalty 3457.016172 = -169403.622993 nChanged 30 SP:Iteration 3Q (36475.910000 sec): 3 clusters Score: Raw -172896.144177 + Penalty 3457.016172 = -169439.128005 nChanged 11 SP:Iteration 4Q (36475.910000 sec): 3 clusters Score: Raw -172911.035175 + Penalty 3457.016172 = -169454.019003 nChanged 12 SP:Iteration 5Q (36475.920000 sec): 3 clusters Score: Raw -172925.248205 + Penalty 3457.016172 = -169468.232033 nChanged 9 SP:Iteration 6Q (36475.930000 sec): 3 clusters Score: Raw -172936.345048 + Penalty 3457.016172 = -169479.328876 nChanged 8 SP:Iteration 7Q (36475.930000 sec): 3 clusters Score: Raw -172946.451563 + Penalty 3457.016172 = -169489.435391 nChanged 7 SP:Iteration 8Q (36475.930000 sec): 3 clusters Score: Raw -172953.442515 + Penalty 3457.016172 = -169496.426343 nChanged 4 SP:Iteration 9Q (36475.940000 sec): 3 clusters Score: Raw -172957.347543 + Penalty 3457.016172 = -169500.331371 nChanged 2 SP:Iteration 10Q (36475.950000 sec): 3 clusters Score: Raw -172960.135721 + Penalty 3457.016172 = -169503.119549 nChanged 5 SP:Iteration 11Q (36475.950000 sec): 3 clusters Score: Raw -172965.668967 + Penalty 3457.016172 = -169508.652794 nChanged 3 SP:Iteration 12Q (36475.960000 sec): 3 clusters Score: Raw -172967.722459 + Penalty 3457.016172 = -169510.706287 nChanged 2 SP:Iteration 13Q (36475.960000 sec): 3 clusters Score: Raw -172969.989888 + Penalty 3457.016172 = -169512.973715 nChanged 1 SP:Iteration 14Q (36475.970000 sec): 3 clusters Score: Raw -172971.785298 + Penalty 3457.016172 = -169514.769125 nChanged 1 SP:Iteration 15Q (36475.970000 sec): 3 clusters Score: Raw -172975.213307 + Penalty 3457.016172 = -169518.197135 nChanged 3 SP:Iteration 16Q (36475.980000 sec): 3 clusters Score: Raw -172979.853904 + Penalty 3457.016172 = -169522.837731 nChanged 3 SP:Iteration 17Q (36475.980000 sec): 3 clusters Score: Raw -172983.202788 + Penalty 3457.016172 = -169526.186616 nChanged 1 SP:Iteration 18Q (36475.990000 sec): 3 clusters Score: Raw -172983.500749 + Penalty 3457.016172 = -169526.484577 nChanged 1 SP:Iteration 19Q (36475.990000 sec): 3 clusters Score: Raw -172984.219590 + Penalty 3457.016172 = -169527.203418 nChanged 1 SP:Iteration 20F (36476.000000 sec): 3 clusters Score: Raw -172984.843226 + Penalty 3457.016172 = -169527.827054 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 21 (11001 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36476.050000 sec): 2 clusters Score: Raw -1762040.910962 + Penalty 2307.823881 = -1759733.087081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36476.110000 sec): 3 clusters Score: Raw -1756099.879466 + Penalty 4615.647763 = -1751484.231703 nChanged 4554 SP:Iteration 1F (36476.170000 sec): 3 clusters Score: Raw -1758541.587814 + Penalty 4615.647763 = -1753925.940051 nChanged 649 SP:Iteration 2F (36476.220000 sec): 3 clusters Score: Raw -1758830.007539 + Penalty 4615.647763 = -1754214.359777 nChanged 534 SP:Iteration 3Q (36476.270000 sec): 3 clusters Score: Raw -1759066.685547 + Penalty 4615.647763 = -1754451.037784 nChanged 475 SP:Iteration 4Q (36476.330000 sec): 3 clusters Score: Raw -1759284.049496 + Penalty 4615.647763 = -1754668.401734 nChanged 429 SP:Iteration 5Q (36476.380000 sec): 3 clusters Score: Raw -1759492.379258 + Penalty 4615.647763 = -1754876.731495 nChanged 422 SP:Iteration 6Q (36476.440000 sec): 3 clusters Score: Raw -1759695.650813 + Penalty 4615.647763 = -1755080.003050 nChanged 399 SP:Iteration 7Q (36476.490000 sec): 3 clusters Score: Raw -1759910.852164 + Penalty 4615.647763 = -1755295.204402 nChanged 403 SP:Iteration 8Q (36476.550000 sec): 3 clusters Score: Raw -1760151.417958 + Penalty 4615.647763 = -1755535.770195 nChanged 456 SP:Iteration 9Q (36476.600000 sec): 3 clusters Score: Raw -1760442.823228 + Penalty 4615.647763 = -1755827.175466 nChanged 461 SP:Iteration 10Q (36476.650000 sec): 3 clusters Score: Raw -1760771.419719 + Penalty 4615.647763 = -1756155.771956 nChanged 455 SP:Iteration 11Q (36476.710000 sec): 3 clusters Score: Raw -1761133.444557 + Penalty 4615.647763 = -1756517.796794 nChanged 405 SP:Iteration 12Q (36476.760000 sec): 3 clusters Score: Raw -1761469.662397 + Penalty 4615.647763 = -1756854.014634 nChanged 303 SP:Iteration 13Q (36476.810000 sec): 3 clusters Score: Raw -1761715.355184 + Penalty 4615.647763 = -1757099.707422 nChanged 236 SP:Iteration 14Q (36476.860000 sec): 3 clusters Score: Raw -1761918.308937 + Penalty 4615.647763 = -1757302.661175 nChanged 168 SP:Iteration 15Q (36476.910000 sec): 3 clusters Score: Raw -1762065.484717 + Penalty 4615.647763 = -1757449.836955 nChanged 122 SP:Iteration 16Q (36476.960000 sec): 3 clusters Score: Raw -1762176.554292 + Penalty 4615.647763 = -1757560.906529 nChanged 80 SP:Iteration 17Q (36477.000000 sec): 3 clusters Score: Raw -1762261.976708 + Penalty 4615.647763 = -1757646.328945 nChanged 76 SP:Iteration 18Q (36477.050000 sec): 3 clusters Score: Raw -1762349.816105 + Penalty 4615.647763 = -1757734.168343 nChanged 67 SP:Iteration 19Q (36477.090000 sec): 3 clusters Score: Raw -1762418.508290 + Penalty 4615.647763 = -1757802.860527 nChanged 47 SP:Iteration 20F (36477.150000 sec): 3 clusters Score: Raw -1762474.300741 + Penalty 4615.647763 = -1757858.652978 nChanged 36 SP:Iteration 21Q (36477.190000 sec): 3 clusters Score: Raw -1762512.344996 + Penalty 4615.647763 = -1757896.697233 nChanged 23 SP:Iteration 22Q (36477.230000 sec): 3 clusters Score: Raw -1762529.685590 + Penalty 4615.647763 = -1757914.037828 nChanged 12 SP:Iteration 23Q (36477.270000 sec): 3 clusters Score: Raw -1762539.811987 + Penalty 4615.647763 = -1757924.164225 nChanged 13 SP:Iteration 24Q (36477.310000 sec): 3 clusters Score: Raw -1762552.942092 + Penalty 4615.647763 = -1757937.294330 nChanged 8 SP:Iteration 25Q (36477.350000 sec): 3 clusters Score: Raw -1762561.060272 + Penalty 4615.647763 = -1757945.412510 nChanged 8 SP:Iteration 26Q (36477.390000 sec): 3 clusters Score: Raw -1762570.202276 + Penalty 4615.647763 = -1757954.554513 nChanged 4 SP:Iteration 27Q (36477.440000 sec): 3 clusters Score: Raw -1762573.743114 + Penalty 4615.647763 = -1757958.095352 nChanged 6 SP:Iteration 28Q (36477.480000 sec): 3 clusters Score: Raw -1762582.075095 + Penalty 4615.647763 = -1757966.427332 nChanged 7 SP:Iteration 29Q (36477.520000 sec): 3 clusters Score: Raw -1762587.264014 + Penalty 4615.647763 = -1757971.616251 nChanged 1 SP:Iteration 30Q (36477.560000 sec): 3 clusters Score: Raw -1762587.776932 + Penalty 4615.647763 = -1757972.129169 nChanged 2 SP:Iteration 31Q (36477.600000 sec): 3 clusters Score: Raw -1762589.042075 + Penalty 4615.647763 = -1757973.394313 nChanged 2 SP:Iteration 32Q (36477.640000 sec): 3 clusters Score: Raw -1762591.529913 + Penalty 4615.647763 = -1757975.882150 nChanged 1 SP:Iteration 33Q (36477.680000 sec): 3 clusters Score: Raw -1762592.189094 + Penalty 4615.647763 = -1757976.541331 nChanged 1 SP:Iteration 34Q (36477.730000 sec): 3 clusters Score: Raw -1762592.608630 + Penalty 4615.647763 = -1757976.960867 nChanged 0 SP:Iteration 35F (36477.780000 sec): 3 clusters Score: Raw -1762592.608630 + Penalty 4615.647763 = -1757976.960867 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 22 (1983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36477.800000 sec): 2 clusters Score: Raw -277382.433926 + Penalty 1882.906800 = -275499.527126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36477.810000 sec): 3 clusters Score: Raw -276661.106271 + Penalty 3765.813600 = -272895.292671 nChanged 630 SP:Iteration 1F (36477.810000 sec): 3 clusters Score: Raw -277245.062410 + Penalty 3765.813600 = -273479.248810 nChanged 187 SP:Iteration 2F (36477.830000 sec): 3 clusters Score: Raw -277470.373974 + Penalty 3765.813600 = -273704.560374 nChanged 119 SP:Iteration 3F (36477.830000 sec): 3 clusters Score: Raw -277644.351817 + Penalty 3765.813600 = -273878.538217 nChanged 102 SP:Iteration 4F (36477.850000 sec): 3 clusters Score: Raw -277773.305864 + Penalty 3765.813600 = -274007.492264 nChanged 86 SP:Iteration 5Q (36477.850000 sec): 3 clusters Score: Raw -277869.205424 + Penalty 3765.813600 = -274103.391824 nChanged 64 SP:Iteration 6Q (36477.870000 sec): 3 clusters Score: Raw -277952.743291 + Penalty 3765.813600 = -274186.929692 nChanged 56 SP:Iteration 7Q (36477.870000 sec): 3 clusters Score: Raw -278007.355461 + Penalty 3765.813600 = -274241.541861 nChanged 33 SP:Iteration 8Q (36477.880000 sec): 3 clusters Score: Raw -278047.204724 + Penalty 3765.813600 = -274281.391125 nChanged 39 SP:Iteration 9Q (36477.890000 sec): 3 clusters Score: Raw -278084.101618 + Penalty 3765.813600 = -274318.288019 nChanged 34 SP:Iteration 10Q (36477.900000 sec): 3 clusters Score: Raw -278119.000981 + Penalty 3765.813600 = -274353.187381 nChanged 23 SP:Iteration 11Q (36477.910000 sec): 3 clusters Score: Raw -278138.758736 + Penalty 3765.813600 = -274372.945136 nChanged 17 SP:Iteration 12Q (36477.920000 sec): 3 clusters Score: Raw -278157.033857 + Penalty 3765.813600 = -274391.220258 nChanged 11 SP:Iteration 13Q (36477.930000 sec): 3 clusters Score: Raw -278168.029451 + Penalty 3765.813600 = -274402.215852 nChanged 11 SP:Iteration 14Q (36477.940000 sec): 3 clusters Score: Raw -278180.446960 + Penalty 3765.813600 = -274414.633361 nChanged 9 SP:Iteration 15Q (36477.950000 sec): 3 clusters Score: Raw -278189.385370 + Penalty 3765.813600 = -274423.571770 nChanged 7 SP:Iteration 16Q (36477.950000 sec): 3 clusters Score: Raw -278193.815008 + Penalty 3765.813600 = -274428.001408 nChanged 9 SP:Iteration 17Q (36477.960000 sec): 3 clusters Score: Raw -278199.982676 + Penalty 3765.813600 = -274434.169076 nChanged 5 SP:Iteration 18Q (36477.970000 sec): 3 clusters Score: Raw -278202.845413 + Penalty 3765.813600 = -274437.031813 nChanged 3 SP:Iteration 19Q (36477.980000 sec): 3 clusters Score: Raw -278204.509093 + Penalty 3765.813600 = -274438.695493 nChanged 2 SP:Iteration 20F (36477.990000 sec): 3 clusters Score: Raw -278205.272672 + Penalty 3765.813600 = -274439.459072 nChanged 3 SP:Iteration 21Q (36478.000000 sec): 3 clusters Score: Raw -278207.884133 + Penalty 3765.813600 = -274442.070533 nChanged 4 SP:Iteration 22Q (36478.010000 sec): 3 clusters Score: Raw -278211.797460 + Penalty 3765.813600 = -274445.983860 nChanged 4 SP:Iteration 23Q (36478.020000 sec): 3 clusters Score: Raw -278214.248514 + Penalty 3765.813600 = -274448.434915 nChanged 1 SP:Iteration 24Q (36478.030000 sec): 3 clusters Score: Raw -278215.051292 + Penalty 3765.813600 = -274449.237692 nChanged 3 SP:Iteration 25Q (36478.030000 sec): 3 clusters Score: Raw -278216.560788 + Penalty 3765.813600 = -274450.747188 nChanged 2 SP:Iteration 26Q (36478.050000 sec): 3 clusters Score: Raw -278217.972380 + Penalty 3765.813600 = -274452.158781 nChanged 2 SP:Iteration 27Q (36478.050000 sec): 3 clusters Score: Raw -278218.911795 + Penalty 3765.813600 = -274453.098195 nChanged 2 SP:Iteration 28Q (36478.060000 sec): 3 clusters Score: Raw -278221.199009 + Penalty 3765.813600 = -274455.385409 nChanged 4 SP:Iteration 29Q (36478.070000 sec): 3 clusters Score: Raw -278224.989733 + Penalty 3765.813600 = -274459.176133 nChanged 6 SP:Iteration 30Q (36478.080000 sec): 3 clusters Score: Raw -278233.869558 + Penalty 3765.813600 = -274468.055959 nChanged 4 SP:Iteration 31Q (36478.090000 sec): 3 clusters Score: Raw -278235.888274 + Penalty 3765.813600 = -274470.074674 nChanged 1 SP:Iteration 32Q (36478.100000 sec): 3 clusters Score: Raw -278236.985986 + Penalty 3765.813600 = -274471.172387 nChanged 2 SP:Iteration 33Q (36478.110000 sec): 3 clusters Score: Raw -278238.088277 + Penalty 3765.813600 = -274472.274677 nChanged 1 SP:Iteration 34Q (36478.110000 sec): 3 clusters Score: Raw -278238.622311 + Penalty 3765.813600 = -274472.808711 nChanged 1 SP:Iteration 35Q (36478.130000 sec): 3 clusters Score: Raw -278238.904588 + Penalty 3765.813600 = -274473.090988 nChanged 0 SP:Iteration 36F (36478.130000 sec): 3 clusters Score: Raw -278238.904588 + Penalty 3765.813600 = -274473.090988 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 23 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36478.140000 sec): 2 clusters Score: Raw -11392.219272 + Penalty 1131.958351 = -10260.260920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36478.140000 sec): 3 clusters Score: Raw -11841.851267 + Penalty 2263.916703 = -9577.934564 nChanged 3 SP:Iteration 1Q (36478.140000 sec): 3 clusters Score: Raw -11869.577560 + Penalty 2263.916703 = -9605.660857 nChanged 1 SP:Iteration 2Q (36478.140000 sec): 3 clusters Score: Raw -11880.953590 + Penalty 2263.916703 = -9617.036887 nChanged 0 SP:Iteration 3F (36478.140000 sec): 3 clusters Score: Raw -11880.953590 + Penalty 2263.916703 = -9617.036887 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 24 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36478.150000 sec): 2 clusters Score: Raw -29337.976179 + Penalty 1362.279238 = -27975.696941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36478.150000 sec): 3 clusters Score: Raw -29682.999446 + Penalty 2724.558476 = -26958.440970 nChanged 42 SP:Iteration 1F (36478.150000 sec): 3 clusters Score: Raw -29905.166350 + Penalty 2724.558476 = -27180.607874 nChanged 13 SP:Iteration 2F (36478.150000 sec): 3 clusters Score: Raw -29991.326537 + Penalty 2724.558476 = -27266.768061 nChanged 13 SP:Iteration 3F (36478.150000 sec): 3 clusters Score: Raw -30124.324087 + Penalty 2724.558476 = -27399.765612 nChanged 8 SP:Iteration 4Q (36478.150000 sec): 3 clusters Score: Raw -30174.471081 + Penalty 2724.558476 = -27449.912606 nChanged 4 SP:Iteration 5Q (36478.150000 sec): 3 clusters Score: Raw -30187.894167 + Penalty 2724.558476 = -27463.335691 nChanged 1 SP:Iteration 6Q (36478.160000 sec): 3 clusters Score: Raw -30194.265228 + Penalty 2724.558476 = -27469.706752 nChanged 2 SP:Iteration 7Q (36478.160000 sec): 3 clusters Score: Raw -30221.255030 + Penalty 2724.558476 = -27496.696554 nChanged 4 SP:Iteration 8Q (36478.160000 sec): 3 clusters Score: Raw -30312.334349 + Penalty 2724.558476 = -27587.775873 nChanged 4 SP:Iteration 9Q (36478.160000 sec): 3 clusters Score: Raw -30441.457738 + Penalty 2724.558476 = -27716.899262 nChanged 6 SP:Iteration 10Q (36478.160000 sec): 3 clusters Score: Raw -30469.033141 + Penalty 2724.558476 = -27744.474665 nChanged 5 SP:Iteration 11Q (36478.160000 sec): 3 clusters Score: Raw -30519.855174 + Penalty 2724.558476 = -27795.296698 nChanged 1 SP:Iteration 12Q (36478.160000 sec): 3 clusters Score: Raw -30534.312014 + Penalty 2724.558476 = -27809.753538 nChanged 0 SP:Iteration 13F (36478.170000 sec): 3 clusters Score: Raw -30534.312014 + Penalty 2724.558476 = -27809.753538 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 25 (612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36478.170000 sec): 2 clusters Score: Raw -92806.817773 + Penalty 1591.349606 = -91215.468167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36478.170000 sec): 3 clusters Score: Raw -92836.432807 + Penalty 3182.699212 = -89653.733595 nChanged 143 SP:Iteration 1F (36478.180000 sec): 3 clusters Score: Raw -93118.572497 + Penalty 3182.699212 = -89935.873285 nChanged 40 SP:Iteration 2F (36478.180000 sec): 3 clusters Score: Raw -93263.821557 + Penalty 3182.699212 = -90081.122344 nChanged 35 SP:Iteration 3F (36478.190000 sec): 3 clusters Score: Raw -93366.926099 + Penalty 3182.699212 = -90184.226887 nChanged 21 SP:Iteration 4Q (36478.190000 sec): 3 clusters Score: Raw -93436.524765 + Penalty 3182.699212 = -90253.825553 nChanged 19 SP:Iteration 5Q (36478.190000 sec): 3 clusters Score: Raw -93498.640897 + Penalty 3182.699212 = -90315.941685 nChanged 17 SP:Iteration 6Q (36478.190000 sec): 3 clusters Score: Raw -93553.349545 + Penalty 3182.699212 = -90370.650333 nChanged 14 SP:Iteration 7Q (36478.190000 sec): 3 clusters Score: Raw -93620.953525 + Penalty 3182.699212 = -90438.254313 nChanged 21 SP:Iteration 8Q (36478.200000 sec): 3 clusters Score: Raw -93758.970349 + Penalty 3182.699212 = -90576.271136 nChanged 20 SP:Iteration 9Q (36478.200000 sec): 3 clusters Score: Raw -93853.985413 + Penalty 3182.699212 = -90671.286201 nChanged 11 SP:Iteration 10Q (36478.200000 sec): 3 clusters Score: Raw -93904.980943 + Penalty 3182.699212 = -90722.281731 nChanged 8 SP:Iteration 11Q (36478.210000 sec): 3 clusters Score: Raw -93933.579823 + Penalty 3182.699212 = -90750.880611 nChanged 1 SP:Iteration 12Q (36478.210000 sec): 3 clusters Score: Raw -93934.716090 + Penalty 3182.699212 = -90752.016878 nChanged 1 SP:Iteration 13Q (36478.210000 sec): 3 clusters Score: Raw -93937.980967 + Penalty 3182.699212 = -90755.281755 nChanged 2 SP:Iteration 14Q (36478.210000 sec): 3 clusters Score: Raw -93941.515158 + Penalty 3182.699212 = -90758.815946 nChanged 1 SP:Iteration 15Q (36478.210000 sec): 3 clusters Score: Raw -93945.722899 + Penalty 3182.699212 = -90763.023686 nChanged 2 SP:Iteration 16Q (36478.220000 sec): 3 clusters Score: Raw -93950.351767 + Penalty 3182.699212 = -90767.652555 nChanged 0 SP:Iteration 17F (36478.220000 sec): 3 clusters Score: Raw -93950.351767 + Penalty 3182.699212 = -90767.652555 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 26 (10928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36478.270000 sec): 2 clusters Score: Raw -1760680.663965 + Penalty 2306.172728 = -1758374.491237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36478.330000 sec): 3 clusters Score: Raw -1754775.942025 + Penalty 4612.345457 = -1750163.596569 nChanged 4510 SP:Iteration 1F (36478.390000 sec): 3 clusters Score: Raw -1757215.317687 + Penalty 4612.345457 = -1752602.972230 nChanged 699 SP:Iteration 2F (36478.440000 sec): 3 clusters Score: Raw -1757532.623680 + Penalty 4612.345457 = -1752920.278224 nChanged 581 SP:Iteration 3F (36478.490000 sec): 3 clusters Score: Raw -1757790.883960 + Penalty 4612.345457 = -1753178.538504 nChanged 491 SP:Iteration 4Q (36478.550000 sec): 3 clusters Score: Raw -1757984.498129 + Penalty 4612.345457 = -1753372.152672 nChanged 383 SP:Iteration 5Q (36478.610000 sec): 3 clusters Score: Raw -1758141.845517 + Penalty 4612.345457 = -1753529.500061 nChanged 368 SP:Iteration 6Q (36478.660000 sec): 3 clusters Score: Raw -1758298.101066 + Penalty 4612.345457 = -1753685.755609 nChanged 333 SP:Iteration 7Q (36478.710000 sec): 3 clusters Score: Raw -1758437.491920 + Penalty 4612.345457 = -1753825.146463 nChanged 314 SP:Iteration 8Q (36478.770000 sec): 3 clusters Score: Raw -1758581.264056 + Penalty 4612.345457 = -1753968.918599 nChanged 312 SP:Iteration 9Q (36478.820000 sec): 3 clusters Score: Raw -1758729.279130 + Penalty 4612.345457 = -1754116.933674 nChanged 335 SP:Iteration 10Q (36478.880000 sec): 3 clusters Score: Raw -1758893.507150 + Penalty 4612.345457 = -1754281.161693 nChanged 349 SP:Iteration 11Q (36478.930000 sec): 3 clusters Score: Raw -1759057.436092 + Penalty 4612.345457 = -1754445.090635 nChanged 320 SP:Iteration 12Q (36478.990000 sec): 3 clusters Score: Raw -1759228.005490 + Penalty 4612.345457 = -1754615.660033 nChanged 333 SP:Iteration 13Q (36479.040000 sec): 3 clusters Score: Raw -1759398.514774 + Penalty 4612.345457 = -1754786.169318 nChanged 297 SP:Iteration 14Q (36479.090000 sec): 3 clusters Score: Raw -1759562.402782 + Penalty 4612.345457 = -1754950.057325 nChanged 279 SP:Iteration 15Q (36479.150000 sec): 3 clusters Score: Raw -1759718.618381 + Penalty 4612.345457 = -1755106.272925 nChanged 249 SP:Iteration 16Q (36479.200000 sec): 3 clusters Score: Raw -1759860.689091 + Penalty 4612.345457 = -1755248.343634 nChanged 237 SP:Iteration 17Q (36479.250000 sec): 3 clusters Score: Raw -1759999.303851 + Penalty 4612.345457 = -1755386.958394 nChanged 221 SP:Iteration 18Q (36479.300000 sec): 3 clusters Score: Raw -1760126.393283 + Penalty 4612.345457 = -1755514.047827 nChanged 177 SP:Iteration 19Q (36479.350000 sec): 3 clusters Score: Raw -1760230.793567 + Penalty 4612.345457 = -1755618.448110 nChanged 155 SP:Iteration 20F (36479.410000 sec): 3 clusters Score: Raw -1760310.780347 + Penalty 4612.345457 = -1755698.434891 nChanged 121 SP:Iteration 21Q (36479.450000 sec): 3 clusters Score: Raw -1760371.343189 + Penalty 4612.345457 = -1755758.997733 nChanged 119 SP:Iteration 22Q (36479.500000 sec): 3 clusters Score: Raw -1760439.858968 + Penalty 4612.345457 = -1755827.513511 nChanged 109 SP:Iteration 23Q (36479.550000 sec): 3 clusters Score: Raw -1760501.949772 + Penalty 4612.345457 = -1755889.604315 nChanged 87 SP:Iteration 24Q (36479.600000 sec): 3 clusters Score: Raw -1760550.532529 + Penalty 4612.345457 = -1755938.187073 nChanged 100 SP:Iteration 25Q (36479.650000 sec): 3 clusters Score: Raw -1760604.294465 + Penalty 4612.345457 = -1755991.949008 nChanged 82 SP:Iteration 26Q (36479.690000 sec): 3 clusters Score: Raw -1760655.232849 + Penalty 4612.345457 = -1756042.887393 nChanged 78 SP:Iteration 27Q (36479.740000 sec): 3 clusters Score: Raw -1760703.382833 + Penalty 4612.345457 = -1756091.037376 nChanged 81 SP:Iteration 28Q (36479.780000 sec): 3 clusters Score: Raw -1760745.135146 + Penalty 4612.345457 = -1756132.789690 nChanged 75 SP:Iteration 29Q (36479.830000 sec): 3 clusters Score: Raw -1760780.925274 + Penalty 4612.345457 = -1756168.579818 nChanged 69 SP:Iteration 30Q (36479.870000 sec): 3 clusters Score: Raw -1760818.408304 + Penalty 4612.345457 = -1756206.062847 nChanged 75 SP:Iteration 31Q (36479.920000 sec): 3 clusters Score: Raw -1760859.584683 + Penalty 4612.345457 = -1756247.239226 nChanged 66 SP:Iteration 32Q (36479.960000 sec): 3 clusters Score: Raw -1760904.321000 + Penalty 4612.345457 = -1756291.975543 nChanged 69 SP:Iteration 33Q (36480.010000 sec): 3 clusters Score: Raw -1760942.668230 + Penalty 4612.345457 = -1756330.322774 nChanged 53 SP:Iteration 34Q (36480.050000 sec): 3 clusters Score: Raw -1760972.532733 + Penalty 4612.345457 = -1756360.187277 nChanged 46 SP:Iteration 35Q (36480.090000 sec): 3 clusters Score: Raw -1760997.456539 + Penalty 4612.345457 = -1756385.111082 nChanged 33 SP:Iteration 36Q (36480.130000 sec): 3 clusters Score: Raw -1761013.632064 + Penalty 4612.345457 = -1756401.286608 nChanged 29 SP:Iteration 37Q (36480.180000 sec): 3 clusters Score: Raw -1761026.415127 + Penalty 4612.345457 = -1756414.069671 nChanged 25 SP:Iteration 38Q (36480.220000 sec): 3 clusters Score: Raw -1761035.444228 + Penalty 4612.345457 = -1756423.098772 nChanged 11 SP:Iteration 39Q (36480.260000 sec): 3 clusters Score: Raw -1761038.979533 + Penalty 4612.345457 = -1756426.634076 nChanged 7 SP:Iteration 40F (36480.320000 sec): 3 clusters Score: Raw -1761042.067581 + Penalty 4612.345457 = -1756429.722125 nChanged 9 SP:Iteration 41Q (36480.360000 sec): 3 clusters Score: Raw -1761046.083020 + Penalty 4612.345457 = -1756433.737563 nChanged 9 SP:Iteration 42Q (36480.400000 sec): 3 clusters Score: Raw -1761048.821204 + Penalty 4612.345457 = -1756436.475748 nChanged 6 SP:Iteration 43Q (36480.450000 sec): 3 clusters Score: Raw -1761052.195909 + Penalty 4612.345457 = -1756439.850453 nChanged 9 SP:Iteration 44Q (36480.490000 sec): 3 clusters Score: Raw -1761055.813998 + Penalty 4612.345457 = -1756443.468542 nChanged 5 SP:Iteration 45Q (36480.530000 sec): 3 clusters Score: Raw -1761057.311442 + Penalty 4612.345457 = -1756444.965985 nChanged 4 SP:Iteration 46Q (36480.570000 sec): 3 clusters Score: Raw -1761058.666636 + Penalty 4612.345457 = -1756446.321180 nChanged 4 SP:Iteration 47Q (36480.620000 sec): 3 clusters Score: Raw -1761059.755470 + Penalty 4612.345457 = -1756447.410014 nChanged 1 SP:Iteration 48Q (36480.660000 sec): 3 clusters Score: Raw -1761060.453964 + Penalty 4612.345457 = -1756448.108508 nChanged 1 SP:Iteration 49Q (36480.700000 sec): 3 clusters Score: Raw -1761060.658690 + Penalty 4612.345457 = -1756448.313234 nChanged 0 SP:Iteration 50F (36480.750000 sec): 3 clusters Score: Raw -1761060.658690 + Penalty 4612.345457 = -1756448.313234 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 27 (16010 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36480.830000 sec): 2 clusters Score: Raw -2476723.788640 + Penalty 2400.880264 = -2474322.908376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36480.910000 sec): 3 clusters Score: Raw -2467842.525805 + Penalty 4801.760528 = -2463040.765278 nChanged 6922 SP:Iteration 1F (36480.990000 sec): 3 clusters Score: Raw -2471570.814329 + Penalty 4801.760528 = -2466769.053801 nChanged 956 SP:Iteration 2F (36481.070000 sec): 3 clusters Score: Raw -2471967.768915 + Penalty 4801.760528 = -2467166.008387 nChanged 793 SP:Iteration 3Q (36481.150000 sec): 3 clusters Score: Raw -2472303.162664 + Penalty 4801.760528 = -2467501.402136 nChanged 712 SP:Iteration 4Q (36481.230000 sec): 3 clusters Score: Raw -2472607.599080 + Penalty 4801.760528 = -2467805.838552 nChanged 667 SP:Iteration 5Q (36481.310000 sec): 3 clusters Score: Raw -2472908.142446 + Penalty 4801.760528 = -2468106.381919 nChanged 653 SP:Iteration 6Q (36481.390000 sec): 3 clusters Score: Raw -2473220.652654 + Penalty 4801.760528 = -2468418.892126 nChanged 667 SP:Iteration 7Q (36481.470000 sec): 3 clusters Score: Raw -2473541.202062 + Penalty 4801.760528 = -2468739.441535 nChanged 659 SP:Iteration 8Q (36481.550000 sec): 3 clusters Score: Raw -2473852.463385 + Penalty 4801.760528 = -2469050.702857 nChanged 641 SP:Iteration 9Q (36481.630000 sec): 3 clusters Score: Raw -2474181.275892 + Penalty 4801.760528 = -2469379.515364 nChanged 651 SP:Iteration 10Q (36481.710000 sec): 3 clusters Score: Raw -2474489.114637 + Penalty 4801.760528 = -2469687.354110 nChanged 612 SP:Iteration 11Q (36481.790000 sec): 3 clusters Score: Raw -2474818.544517 + Penalty 4801.760528 = -2470016.783989 nChanged 585 SP:Iteration 12Q (36481.870000 sec): 3 clusters Score: Raw -2475149.413547 + Penalty 4801.760528 = -2470347.653019 nChanged 561 SP:Iteration 13Q (36481.950000 sec): 3 clusters Score: Raw -2475477.405209 + Penalty 4801.760528 = -2470675.644681 nChanged 519 SP:Iteration 14Q (36482.030000 sec): 3 clusters Score: Raw -2475789.600753 + Penalty 4801.760528 = -2470987.840225 nChanged 465 SP:Iteration 15Q (36482.110000 sec): 3 clusters Score: Raw -2476080.640327 + Penalty 4801.760528 = -2471278.879799 nChanged 408 SP:Iteration 16Q (36482.190000 sec): 3 clusters Score: Raw -2476342.797146 + Penalty 4801.760528 = -2471541.036618 nChanged 345 SP:Iteration 17Q (36482.260000 sec): 3 clusters Score: Raw -2476563.319177 + Penalty 4801.760528 = -2471761.558649 nChanged 271 SP:Iteration 18Q (36482.340000 sec): 3 clusters Score: Raw -2476747.272021 + Penalty 4801.760528 = -2471945.511493 nChanged 217 SP:Iteration 19Q (36482.410000 sec): 3 clusters Score: Raw -2476894.543327 + Penalty 4801.760528 = -2472092.782799 nChanged 182 SP:Iteration 20F (36482.490000 sec): 3 clusters Score: Raw -2477021.421059 + Penalty 4801.760528 = -2472219.660531 nChanged 159 SP:Iteration 21Q (36482.570000 sec): 3 clusters Score: Raw -2477143.158098 + Penalty 4801.760528 = -2472341.397570 nChanged 148 SP:Iteration 22Q (36482.630000 sec): 3 clusters Score: Raw -2477307.512419 + Penalty 4801.760528 = -2472505.751891 nChanged 136 SP:Iteration 23Q (36482.710000 sec): 3 clusters Score: Raw -2477472.357896 + Penalty 4801.760528 = -2472670.597368 nChanged 130 SP:Iteration 24Q (36482.770000 sec): 3 clusters Score: Raw -2477613.978221 + Penalty 4801.760528 = -2472812.217693 nChanged 81 SP:Iteration 25Q (36482.840000 sec): 3 clusters Score: Raw -2477671.619346 + Penalty 4801.760528 = -2472869.858818 nChanged 56 SP:Iteration 26Q (36482.910000 sec): 3 clusters Score: Raw -2477698.259971 + Penalty 4801.760528 = -2472896.499443 nChanged 36 SP:Iteration 27Q (36482.970000 sec): 3 clusters Score: Raw -2477718.327908 + Penalty 4801.760528 = -2472916.567380 nChanged 28 SP:Iteration 28Q (36483.040000 sec): 3 clusters Score: Raw -2477731.836193 + Penalty 4801.760528 = -2472930.075665 nChanged 13 SP:Iteration 29Q (36483.110000 sec): 3 clusters Score: Raw -2477736.460553 + Penalty 4801.760528 = -2472934.700025 nChanged 9 SP:Iteration 30Q (36483.170000 sec): 3 clusters Score: Raw -2477739.129901 + Penalty 4801.760528 = -2472937.369374 nChanged 7 SP:Iteration 31Q (36483.240000 sec): 3 clusters Score: Raw -2477742.425074 + Penalty 4801.760528 = -2472940.664546 nChanged 11 SP:Iteration 32Q (36483.300000 sec): 3 clusters Score: Raw -2477746.988331 + Penalty 4801.760528 = -2472945.227804 nChanged 11 SP:Iteration 33Q (36483.370000 sec): 3 clusters Score: Raw -2477755.172825 + Penalty 4801.760528 = -2472953.412298 nChanged 19 SP:Iteration 34Q (36483.430000 sec): 3 clusters Score: Raw -2477763.482413 + Penalty 4801.760528 = -2472961.721886 nChanged 10 SP:Iteration 35Q (36483.500000 sec): 3 clusters Score: Raw -2477768.346883 + Penalty 4801.760528 = -2472966.586356 nChanged 8 SP:Iteration 36Q (36483.560000 sec): 3 clusters Score: Raw -2477771.303416 + Penalty 4801.760528 = -2472969.542888 nChanged 7 SP:Iteration 37Q (36483.630000 sec): 3 clusters Score: Raw -2477774.591978 + Penalty 4801.760528 = -2472972.831450 nChanged 4 SP:Iteration 38Q (36483.690000 sec): 3 clusters Score: Raw -2477776.082774 + Penalty 4801.760528 = -2472974.322246 nChanged 2 SP:Iteration 39Q (36483.760000 sec): 3 clusters Score: Raw -2477776.290633 + Penalty 4801.760528 = -2472974.530105 nChanged 1 SP:Iteration 40F (36483.840000 sec): 3 clusters Score: Raw -2477776.582519 + Penalty 4801.760528 = -2472974.821992 nChanged 1 SP:Iteration 41Q (36483.900000 sec): 3 clusters Score: Raw -2477776.673348 + Penalty 4801.760528 = -2472974.912820 nChanged 0 SP:Iteration 42F (36483.980000 sec): 3 clusters Score: Raw -2477776.673348 + Penalty 4801.760528 = -2472974.912820 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 28 (399083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36485.830000 sec): 2 clusters Score: Raw -64207987.546282 + Penalty 3198.437324 = -64204789.108957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36487.910000 sec): 3 clusters Score: Raw -63942018.783017 + Penalty 6396.874648 = -63935621.908368 nChanged 193722 SP:Iteration 1F (36489.980000 sec): 3 clusters Score: Raw -64057714.014630 + Penalty 6396.874648 = -64051317.139982 nChanged 8929 SP:Iteration 2Q (36492.120000 sec): 3 clusters Score: Raw -64059204.646633 + Penalty 6396.874648 = -64052807.771985 nChanged 9657 SP:Iteration 3Q (36494.250000 sec): 3 clusters Score: Raw -64061037.587808 + Penalty 6396.874648 = -64054640.713159 nChanged 10696 SP:Iteration 4Q (36496.380000 sec): 3 clusters Score: Raw -64063425.725013 + Penalty 6396.874648 = -64057028.850365 nChanged 12185 SP:Iteration 5Q (36498.510000 sec): 3 clusters Score: Raw -64066717.545072 + Penalty 6396.874648 = -64060320.670424 nChanged 14499 SP:Iteration 6Q (36500.640000 sec): 3 clusters Score: Raw -64071559.495035 + Penalty 6396.874648 = -64065162.620387 nChanged 17523 SP:Iteration 7Q (36502.760000 sec): 3 clusters Score: Raw -64078565.313652 + Penalty 6396.874648 = -64072168.439003 nChanged 20373 SP:Iteration 8F (36504.820000 sec): 3 clusters Score: Raw -64087777.224027 + Penalty 6396.874648 = -64081380.349379 nChanged 22001 SP:Iteration 9F (36506.890000 sec): 3 clusters Score: Raw -64098457.141660 + Penalty 6396.874648 = -64092060.267012 nChanged 22001 SP:Iteration 10F (36508.960000 sec): 3 clusters Score: Raw -64109568.949945 + Penalty 6396.874648 = -64103172.075297 nChanged 20809 SP:Iteration 11F (36511.020000 sec): 3 clusters Score: Raw -64120121.858794 + Penalty 6396.874648 = -64113724.984146 nChanged 18513 SP:Iteration 12Q (36513.130000 sec): 3 clusters Score: Raw -64130322.398551 + Penalty 6396.874648 = -64123925.523903 nChanged 16795 SP:Iteration 13Q (36515.240000 sec): 3 clusters Score: Raw -64140604.117350 + Penalty 6396.874648 = -64134207.242701 nChanged 15307 SP:Iteration 14Q (36517.350000 sec): 3 clusters Score: Raw -64149825.734877 + Penalty 6396.874648 = -64143428.860229 nChanged 12821 SP:Iteration 15Q (36519.420000 sec): 3 clusters Score: Raw -64156342.814315 + Penalty 6396.874648 = -64149945.939666 nChanged 10070 SP:Iteration 16Q (36521.440000 sec): 3 clusters Score: Raw -64160495.126082 + Penalty 6396.874648 = -64154098.251434 nChanged 8003 SP:Iteration 17Q (36523.440000 sec): 3 clusters Score: Raw -64163469.429765 + Penalty 6396.874648 = -64157072.555117 nChanged 7424 SP:Iteration 18Q (36525.410000 sec): 3 clusters Score: Raw -64166241.637252 + Penalty 6396.874648 = -64159844.762604 nChanged 7179 SP:Iteration 19Q (36527.360000 sec): 3 clusters Score: Raw -64168970.746556 + Penalty 6396.874648 = -64162573.871907 nChanged 7112 SP:Iteration 20F (36529.410000 sec): 3 clusters Score: Raw -64171739.827107 + Penalty 6396.874648 = -64165342.952459 nChanged 6932 SP:Iteration 21Q (36531.330000 sec): 3 clusters Score: Raw -64174445.453560 + Penalty 6396.874648 = -64168048.578911 nChanged 6473 SP:Iteration 22Q (36533.230000 sec): 3 clusters Score: Raw -64176931.344275 + Penalty 6396.874648 = -64170534.469627 nChanged 6126 SP:Iteration 23Q (36535.110000 sec): 3 clusters Score: Raw -64179337.794978 + Penalty 6396.874648 = -64172940.920329 nChanged 5862 SP:Iteration 24Q (36536.970000 sec): 3 clusters Score: Raw -64181585.999639 + Penalty 6396.874648 = -64175189.124991 nChanged 5467 SP:Iteration 25Q (36538.820000 sec): 3 clusters Score: Raw -64183704.769227 + Penalty 6396.874648 = -64177307.894579 nChanged 5095 SP:Iteration 26Q (36540.650000 sec): 3 clusters Score: Raw -64185683.046941 + Penalty 6396.874648 = -64179286.172292 nChanged 4704 SP:Iteration 27Q (36542.450000 sec): 3 clusters Score: Raw -64187591.361990 + Penalty 6396.874648 = -64181194.487342 nChanged 4531 SP:Iteration 28Q (36544.240000 sec): 3 clusters Score: Raw -64189515.436450 + Penalty 6396.874648 = -64183118.561802 nChanged 4327 SP:Iteration 29Q (36546.010000 sec): 3 clusters Score: Raw -64191488.523019 + Penalty 6396.874648 = -64185091.648371 nChanged 4152 SP:Iteration 30Q (36547.770000 sec): 3 clusters Score: Raw -64193593.007513 + Penalty 6396.874648 = -64187196.132864 nChanged 4136 SP:Iteration 31Q (36549.510000 sec): 3 clusters Score: Raw -64195936.757598 + Penalty 6396.874648 = -64189539.882950 nChanged 4049 SP:Iteration 32Q (36551.220000 sec): 3 clusters Score: Raw -64198445.653548 + Penalty 6396.874648 = -64192048.778900 nChanged 4102 SP:Iteration 33Q (36552.910000 sec): 3 clusters Score: Raw -64201087.164634 + Penalty 6396.874648 = -64194690.289986 nChanged 3817 SP:Iteration 34Q (36554.590000 sec): 3 clusters Score: Raw -64203354.740502 + Penalty 6396.874648 = -64196957.865853 nChanged 3286 SP:Iteration 35Q (36556.250000 sec): 3 clusters Score: Raw -64204971.821874 + Penalty 6396.874648 = -64198574.947226 nChanged 2803 SP:Iteration 36Q (36557.900000 sec): 3 clusters Score: Raw -64206047.305570 + Penalty 6396.874648 = -64199650.430922 nChanged 2278 SP:Iteration 37Q (36559.530000 sec): 3 clusters Score: Raw -64206704.493347 + Penalty 6396.874648 = -64200307.618699 nChanged 1726 SP:Iteration 38Q (36561.160000 sec): 3 clusters Score: Raw -64207069.808106 + Penalty 6396.874648 = -64200672.933458 nChanged 1218 SP:Iteration 39Q (36562.790000 sec): 3 clusters Score: Raw -64207277.362945 + Penalty 6396.874648 = -64200880.488297 nChanged 864 SP:Iteration 40F (36564.840000 sec): 3 clusters Score: Raw -64207546.621445 + Penalty 6396.874648 = -64201149.746797 nChanged 801 SP:Iteration 41Q (36566.440000 sec): 3 clusters Score: Raw -64207650.829246 + Penalty 6396.874648 = -64201253.954598 nChanged 664 SP:Iteration 42Q (36568.050000 sec): 3 clusters Score: Raw -64207704.551420 + Penalty 6396.874648 = -64201307.676772 nChanged 512 SP:Iteration 43Q (36569.650000 sec): 3 clusters Score: Raw -64207736.406433 + Penalty 6396.874648 = -64201339.531785 nChanged 360 SP:Iteration 44Q (36571.260000 sec): 3 clusters Score: Raw -64207754.250576 + Penalty 6396.874648 = -64201357.375927 nChanged 266 SP:Iteration 45Q (36572.870000 sec): 3 clusters Score: Raw -64207764.948230 + Penalty 6396.874648 = -64201368.073581 nChanged 188 SP:Iteration 46Q (36574.480000 sec): 3 clusters Score: Raw -64207770.745735 + Penalty 6396.874648 = -64201373.871087 nChanged 146 SP:Iteration 47Q (36576.100000 sec): 3 clusters Score: Raw -64207774.481095 + Penalty 6396.874648 = -64201377.606446 nChanged 113 SP:Iteration 48Q (36577.730000 sec): 3 clusters Score: Raw -64207776.684820 + Penalty 6396.874648 = -64201379.810171 nChanged 75 SP:Iteration 49Q (36579.360000 sec): 3 clusters Score: Raw -64207777.954927 + Penalty 6396.874648 = -64201381.080278 nChanged 52 SP:Iteration 50Q (36580.990000 sec): 3 clusters Score: Raw -64207778.682959 + Penalty 6396.874648 = -64201381.808311 nChanged 39 SP:Iteration 51Q (36582.610000 sec): 3 clusters Score: Raw -64207779.246501 + Penalty 6396.874648 = -64201382.371853 nChanged 35 SP:Iteration 52Q (36584.240000 sec): 3 clusters Score: Raw -64207779.746809 + Penalty 6396.874648 = -64201382.872160 nChanged 31 SP:Iteration 53Q (36585.860000 sec): 3 clusters Score: Raw -64207780.181040 + Penalty 6396.874648 = -64201383.306391 nChanged 24 SP:Iteration 54Q (36587.490000 sec): 3 clusters Score: Raw -64207780.526952 + Penalty 6396.874648 = -64201383.652303 nChanged 21 SP:Iteration 55Q (36589.120000 sec): 3 clusters Score: Raw -64207780.803529 + Penalty 6396.874648 = -64201383.928881 nChanged 17 SP:Iteration 56Q (36590.740000 sec): 3 clusters Score: Raw -64207781.017747 + Penalty 6396.874648 = -64201384.143099 nChanged 18 SP:Iteration 57Q (36592.360000 sec): 3 clusters Score: Raw -64207781.186459 + Penalty 6396.874648 = -64201384.311811 nChanged 8 SP:Iteration 58Q (36593.980000 sec): 3 clusters Score: Raw -64207781.295965 + Penalty 6396.874648 = -64201384.421317 nChanged 11 SP:Iteration 59Q (36595.610000 sec): 3 clusters Score: Raw -64207781.465243 + Penalty 6396.874648 = -64201384.590594 nChanged 10 SP:Iteration 60F (36597.660000 sec): 3 clusters Score: Raw -64207781.579831 + Penalty 6396.874648 = -64201384.705182 nChanged 8 SP:Iteration 61Q (36599.290000 sec): 3 clusters Score: Raw -64207781.654429 + Penalty 6396.874648 = -64201384.779781 nChanged 6 SP:Iteration 62Q (36600.930000 sec): 3 clusters Score: Raw -64207781.699096 + Penalty 6396.874648 = -64201384.824447 nChanged 8 SP:Iteration 63Q (36602.560000 sec): 3 clusters Score: Raw -64207781.763513 + Penalty 6396.874648 = -64201384.888865 nChanged 6 SP:Iteration 64Q (36604.180000 sec): 3 clusters Score: Raw -64207781.810918 + Penalty 6396.874648 = -64201384.936270 nChanged 3 SP:Iteration 65Q (36605.810000 sec): 3 clusters Score: Raw -64207781.831872 + Penalty 6396.874648 = -64201384.957224 nChanged 2 SP:Iteration 66Q (36607.440000 sec): 3 clusters Score: Raw -64207781.846437 + Penalty 6396.874648 = -64201384.971789 nChanged 3 SP:Iteration 67Q (36609.070000 sec): 3 clusters Score: Raw -64207781.875914 + Penalty 6396.874648 = -64201385.001265 nChanged 3 SP:Iteration 68Q (36610.700000 sec): 3 clusters Score: Raw -64207781.913143 + Penalty 6396.874648 = -64201385.038494 nChanged 6 SP:Iteration 69Q (36612.330000 sec): 3 clusters Score: Raw -64207781.958623 + Penalty 6396.874648 = -64201385.083975 nChanged 5 SP:Iteration 70Q (36613.960000 sec): 3 clusters Score: Raw -64207781.981802 + Penalty 6396.874648 = -64201385.107153 nChanged 0 SP:Iteration 71F (36616.010000 sec): 3 clusters Score: Raw -64207781.981802 + Penalty 6396.874648 = -64201385.107153 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 29 (55158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36616.450000 sec): 2 clusters Score: Raw -8881661.435707 + Penalty 2707.653354 = -8878953.782353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36616.740000 sec): 3 clusters Score: Raw -8847266.361502 + Penalty 5415.306708 = -8841851.054794 nChanged 25677 SP:Iteration 1F (36617.030000 sec): 3 clusters Score: Raw -8861625.566231 + Penalty 5415.306708 = -8856210.259523 nChanged 2430 SP:Iteration 2Q (36617.320000 sec): 3 clusters Score: Raw -8862437.975940 + Penalty 5415.306708 = -8857022.669232 nChanged 2463 SP:Iteration 3Q (36617.610000 sec): 3 clusters Score: Raw -8863332.113282 + Penalty 5415.306708 = -8857916.806573 nChanged 2716 SP:Iteration 4Q (36617.900000 sec): 3 clusters Score: Raw -8864500.150998 + Penalty 5415.306708 = -8859084.844290 nChanged 3003 SP:Iteration 5F (36618.190000 sec): 3 clusters Score: Raw -8865980.915632 + Penalty 5415.306708 = -8860565.608924 nChanged 3204 SP:Iteration 6F (36618.470000 sec): 3 clusters Score: Raw -8867648.041679 + Penalty 5415.306708 = -8862232.734971 nChanged 3142 SP:Iteration 7F (36618.750000 sec): 3 clusters Score: Raw -8869366.672192 + Penalty 5415.306708 = -8863951.365484 nChanged 2957 SP:Iteration 8F (36619.040000 sec): 3 clusters Score: Raw -8871000.913072 + Penalty 5415.306708 = -8865585.606364 nChanged 2591 SP:Iteration 9Q (36619.330000 sec): 3 clusters Score: Raw -8872537.288861 + Penalty 5415.306708 = -8867121.982153 nChanged 2363 SP:Iteration 10Q (36619.620000 sec): 3 clusters Score: Raw -8874230.949414 + Penalty 5415.306708 = -8868815.642706 nChanged 2187 SP:Iteration 11Q (36619.900000 sec): 3 clusters Score: Raw -8875930.502930 + Penalty 5415.306708 = -8870515.196222 nChanged 1875 SP:Iteration 12Q (36620.180000 sec): 3 clusters Score: Raw -8877412.974242 + Penalty 5415.306708 = -8871997.667534 nChanged 1559 SP:Iteration 13Q (36620.460000 sec): 3 clusters Score: Raw -8878558.638076 + Penalty 5415.306708 = -8873143.331368 nChanged 1176 SP:Iteration 14Q (36620.720000 sec): 3 clusters Score: Raw -8879309.392422 + Penalty 5415.306708 = -8873894.085713 nChanged 906 SP:Iteration 15Q (36620.970000 sec): 3 clusters Score: Raw -8879804.556229 + Penalty 5415.306708 = -8874389.249521 nChanged 726 SP:Iteration 16Q (36621.210000 sec): 3 clusters Score: Raw -8880137.383552 + Penalty 5415.306708 = -8874722.076843 nChanged 568 SP:Iteration 17Q (36621.450000 sec): 3 clusters Score: Raw -8880369.744767 + Penalty 5415.306708 = -8874954.438059 nChanged 505 SP:Iteration 18Q (36621.690000 sec): 3 clusters Score: Raw -8880572.362184 + Penalty 5415.306708 = -8875157.055476 nChanged 455 SP:Iteration 19Q (36621.910000 sec): 3 clusters Score: Raw -8880751.044564 + Penalty 5415.306708 = -8875335.737856 nChanged 404 SP:Iteration 20F (36622.200000 sec): 3 clusters Score: Raw -8880903.106820 + Penalty 5415.306708 = -8875487.800112 nChanged 343 SP:Iteration 21Q (36622.420000 sec): 3 clusters Score: Raw -8881032.523757 + Penalty 5415.306708 = -8875617.217049 nChanged 323 SP:Iteration 22Q (36622.640000 sec): 3 clusters Score: Raw -8881172.060295 + Penalty 5415.306708 = -8875756.753586 nChanged 299 SP:Iteration 23Q (36622.860000 sec): 3 clusters Score: Raw -8881294.892994 + Penalty 5415.306708 = -8875879.586285 nChanged 234 SP:Iteration 24Q (36623.070000 sec): 3 clusters Score: Raw -8881382.871513 + Penalty 5415.306708 = -8875967.564805 nChanged 204 SP:Iteration 25Q (36623.290000 sec): 3 clusters Score: Raw -8881462.493631 + Penalty 5415.306708 = -8876047.186923 nChanged 189 SP:Iteration 26Q (36623.500000 sec): 3 clusters Score: Raw -8881540.175209 + Penalty 5415.306708 = -8876124.868501 nChanged 169 SP:Iteration 27Q (36623.710000 sec): 3 clusters Score: Raw -8881606.868530 + Penalty 5415.306708 = -8876191.561822 nChanged 136 SP:Iteration 28Q (36623.920000 sec): 3 clusters Score: Raw -8881659.410594 + Penalty 5415.306708 = -8876244.103886 nChanged 114 SP:Iteration 29Q (36624.130000 sec): 3 clusters Score: Raw -8881701.451122 + Penalty 5415.306708 = -8876286.144414 nChanged 104 SP:Iteration 30Q (36624.340000 sec): 3 clusters Score: Raw -8881745.041981 + Penalty 5415.306708 = -8876329.735273 nChanged 94 SP:Iteration 31Q (36624.550000 sec): 3 clusters Score: Raw -8881778.234185 + Penalty 5415.306708 = -8876362.927476 nChanged 74 SP:Iteration 32Q (36624.750000 sec): 3 clusters Score: Raw -8881802.568507 + Penalty 5415.306708 = -8876387.261799 nChanged 59 SP:Iteration 33Q (36624.950000 sec): 3 clusters Score: Raw -8881825.283165 + Penalty 5415.306708 = -8876409.976457 nChanged 62 SP:Iteration 34Q (36625.160000 sec): 3 clusters Score: Raw -8881850.327064 + Penalty 5415.306708 = -8876435.020356 nChanged 50 SP:Iteration 35Q (36625.360000 sec): 3 clusters Score: Raw -8881870.259014 + Penalty 5415.306708 = -8876454.952305 nChanged 42 SP:Iteration 36Q (36625.570000 sec): 3 clusters Score: Raw -8881887.752905 + Penalty 5415.306708 = -8876472.446196 nChanged 33 SP:Iteration 37Q (36625.770000 sec): 3 clusters Score: Raw -8881900.843157 + Penalty 5415.306708 = -8876485.536448 nChanged 34 SP:Iteration 38Q (36625.970000 sec): 3 clusters Score: Raw -8881917.214221 + Penalty 5415.306708 = -8876501.907512 nChanged 34 SP:Iteration 39Q (36626.170000 sec): 3 clusters Score: Raw -8881930.408012 + Penalty 5415.306708 = -8876515.101304 nChanged 24 SP:Iteration 40F (36626.450000 sec): 3 clusters Score: Raw -8881941.255805 + Penalty 5415.306708 = -8876525.949097 nChanged 15 SP:Iteration 41Q (36626.650000 sec): 3 clusters Score: Raw -8881945.936805 + Penalty 5415.306708 = -8876530.630097 nChanged 16 SP:Iteration 42Q (36626.850000 sec): 3 clusters Score: Raw -8881950.228779 + Penalty 5415.306708 = -8876534.922071 nChanged 12 SP:Iteration 43Q (36627.050000 sec): 3 clusters Score: Raw -8881953.860361 + Penalty 5415.306708 = -8876538.553653 nChanged 11 SP:Iteration 44Q (36627.260000 sec): 3 clusters Score: Raw -8881957.487971 + Penalty 5415.306708 = -8876542.181263 nChanged 7 SP:Iteration 45Q (36627.460000 sec): 3 clusters Score: Raw -8881961.339119 + Penalty 5415.306708 = -8876546.032410 nChanged 9 SP:Iteration 46Q (36627.660000 sec): 3 clusters Score: Raw -8881963.881269 + Penalty 5415.306708 = -8876548.574561 nChanged 7 SP:Iteration 47Q (36627.860000 sec): 3 clusters Score: Raw -8881966.145932 + Penalty 5415.306708 = -8876550.839224 nChanged 6 SP:Iteration 48Q (36628.060000 sec): 3 clusters Score: Raw -8881968.593043 + Penalty 5415.306708 = -8876553.286335 nChanged 6 SP:Iteration 49Q (36628.260000 sec): 3 clusters Score: Raw -8881970.382341 + Penalty 5415.306708 = -8876555.075633 nChanged 5 SP:Iteration 50Q (36628.460000 sec): 3 clusters Score: Raw -8881972.118070 + Penalty 5415.306708 = -8876556.811362 nChanged 4 SP:Iteration 51Q (36628.670000 sec): 3 clusters Score: Raw -8881973.290272 + Penalty 5415.306708 = -8876557.983564 nChanged 2 SP:Iteration 52Q (36628.870000 sec): 3 clusters Score: Raw -8881973.596943 + Penalty 5415.306708 = -8876558.290234 nChanged 1 SP:Iteration 53Q (36629.070000 sec): 3 clusters Score: Raw -8881974.103874 + Penalty 5415.306708 = -8876558.797165 nChanged 1 SP:Iteration 54Q (36629.270000 sec): 3 clusters Score: Raw -8881974.522042 + Penalty 5415.306708 = -8876559.215334 nChanged 3 SP:Iteration 55Q (36629.470000 sec): 3 clusters Score: Raw -8881975.441602 + Penalty 5415.306708 = -8876560.134894 nChanged 2 SP:Iteration 56Q (36629.670000 sec): 3 clusters Score: Raw -8881976.090458 + Penalty 5415.306708 = -8876560.783750 nChanged 2 SP:Iteration 57Q (36629.870000 sec): 3 clusters Score: Raw -8881976.859748 + Penalty 5415.306708 = -8876561.553040 nChanged 4 SP:Iteration 58Q (36630.070000 sec): 3 clusters Score: Raw -8881978.130894 + Penalty 5415.306708 = -8876562.824186 nChanged 2 SP:Iteration 59Q (36630.280000 sec): 3 clusters Score: Raw -8881978.632517 + Penalty 5415.306708 = -8876563.325809 nChanged 1 SP:Iteration 60F (36630.560000 sec): 3 clusters Score: Raw -8881978.696192 + Penalty 5415.306708 = -8876563.389484 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 30 (14430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36630.640000 sec): 2 clusters Score: Raw -2326903.792129 + Penalty 2375.112034 = -2324528.680096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36630.710000 sec): 3 clusters Score: Raw -2318776.206146 + Penalty 4750.224067 = -2314025.982079 nChanged 6207 SP:Iteration 1F (36630.780000 sec): 3 clusters Score: Raw -2321993.114314 + Penalty 4750.224067 = -2317242.890246 nChanged 902 SP:Iteration 2F (36630.860000 sec): 3 clusters Score: Raw -2322418.279804 + Penalty 4750.224067 = -2317668.055737 nChanged 834 SP:Iteration 3F (36630.930000 sec): 3 clusters Score: Raw -2322867.403688 + Penalty 4750.224067 = -2318117.179621 nChanged 818 SP:Iteration 4F (36631.000000 sec): 3 clusters Score: Raw -2323400.126090 + Penalty 4750.224067 = -2318649.902023 nChanged 894 SP:Iteration 5F (36631.080000 sec): 3 clusters Score: Raw -2324087.528592 + Penalty 4750.224067 = -2319337.304525 nChanged 958 SP:Iteration 6F (36631.150000 sec): 3 clusters Score: Raw -2324979.541742 + Penalty 4750.224067 = -2320229.317675 nChanged 966 SP:Iteration 7F (36631.220000 sec): 3 clusters Score: Raw -2325897.618323 + Penalty 4750.224067 = -2321147.394256 nChanged 868 SP:Iteration 8F (36631.290000 sec): 3 clusters Score: Raw -2326700.224567 + Penalty 4750.224067 = -2321950.000500 nChanged 686 SP:Iteration 9Q (36631.360000 sec): 3 clusters Score: Raw -2327337.440791 + Penalty 4750.224067 = -2322587.216724 nChanged 498 SP:Iteration 10Q (36631.430000 sec): 3 clusters Score: Raw -2327827.882908 + Penalty 4750.224067 = -2323077.658841 nChanged 376 SP:Iteration 11Q (36631.500000 sec): 3 clusters Score: Raw -2328224.330871 + Penalty 4750.224067 = -2323474.106803 nChanged 268 SP:Iteration 12Q (36631.560000 sec): 3 clusters Score: Raw -2328478.688277 + Penalty 4750.224067 = -2323728.464210 nChanged 184 SP:Iteration 13Q (36631.620000 sec): 3 clusters Score: Raw -2328641.198380 + Penalty 4750.224067 = -2323890.974313 nChanged 137 SP:Iteration 14Q (36631.690000 sec): 3 clusters Score: Raw -2328753.993153 + Penalty 4750.224067 = -2324003.769086 nChanged 139 SP:Iteration 15Q (36631.750000 sec): 3 clusters Score: Raw -2328852.632023 + Penalty 4750.224067 = -2324102.407955 nChanged 116 SP:Iteration 16Q (36631.810000 sec): 3 clusters Score: Raw -2328915.043863 + Penalty 4750.224067 = -2324164.819796 nChanged 94 SP:Iteration 17Q (36631.860000 sec): 3 clusters Score: Raw -2328954.247194 + Penalty 4750.224067 = -2324204.023127 nChanged 53 SP:Iteration 18Q (36631.920000 sec): 3 clusters Score: Raw -2328973.969215 + Penalty 4750.224067 = -2324223.745148 nChanged 51 SP:Iteration 19Q (36631.980000 sec): 3 clusters Score: Raw -2328989.605209 + Penalty 4750.224067 = -2324239.381142 nChanged 37 SP:Iteration 20F (36632.050000 sec): 3 clusters Score: Raw -2328999.427889 + Penalty 4750.224067 = -2324249.203822 nChanged 24 SP:Iteration 21Q (36632.110000 sec): 3 clusters Score: Raw -2329006.087121 + Penalty 4750.224067 = -2324255.863053 nChanged 23 SP:Iteration 22Q (36632.170000 sec): 3 clusters Score: Raw -2329011.811872 + Penalty 4750.224067 = -2324261.587805 nChanged 20 SP:Iteration 23Q (36632.220000 sec): 3 clusters Score: Raw -2329016.892241 + Penalty 4750.224067 = -2324266.668174 nChanged 19 SP:Iteration 24Q (36632.280000 sec): 3 clusters Score: Raw -2329020.757437 + Penalty 4750.224067 = -2324270.533370 nChanged 13 SP:Iteration 25Q (36632.340000 sec): 3 clusters Score: Raw -2329023.268999 + Penalty 4750.224067 = -2324273.044932 nChanged 14 SP:Iteration 26Q (36632.400000 sec): 3 clusters Score: Raw -2329026.167487 + Penalty 4750.224067 = -2324275.943420 nChanged 16 SP:Iteration 27Q (36632.450000 sec): 3 clusters Score: Raw -2329030.123005 + Penalty 4750.224067 = -2324279.898938 nChanged 14 SP:Iteration 28Q (36632.510000 sec): 3 clusters Score: Raw -2329032.263385 + Penalty 4750.224067 = -2324282.039318 nChanged 4 SP:Iteration 29Q (36632.570000 sec): 3 clusters Score: Raw -2329032.853558 + Penalty 4750.224067 = -2324282.629491 nChanged 2 SP:Iteration 30Q (36632.620000 sec): 3 clusters Score: Raw -2329033.149463 + Penalty 4750.224067 = -2324282.925396 nChanged 0 SP:Iteration 31F (36632.700000 sec): 3 clusters Score: Raw -2329033.149463 + Penalty 4750.224067 = -2324282.925396 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 31 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36632.710000 sec): 2 clusters Score: Raw -57510.543620 + Penalty 1465.204569 = -56045.339051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36632.710000 sec): 3 clusters Score: Raw -57557.629171 + Penalty 2930.409137 = -54627.220033 nChanged 41 SP:Iteration 1F (36632.710000 sec): 3 clusters Score: Raw -57659.243977 + Penalty 2930.409137 = -54728.834839 nChanged 15 SP:Iteration 2Q (36632.720000 sec): 3 clusters Score: Raw -57698.993015 + Penalty 2930.409137 = -54768.583878 nChanged 2 SP:Iteration 3Q (36632.720000 sec): 3 clusters Score: Raw -57705.813650 + Penalty 2930.409137 = -54775.404512 nChanged 3 SP:Iteration 4Q (36632.720000 sec): 3 clusters Score: Raw -57717.236891 + Penalty 2930.409137 = -54786.827754 nChanged 2 SP:Iteration 5Q (36632.720000 sec): 3 clusters Score: Raw -57724.459559 + Penalty 2930.409137 = -54794.050421 nChanged 2 SP:Iteration 6Q (36632.720000 sec): 3 clusters Score: Raw -57734.735736 + Penalty 2930.409137 = -54804.326599 nChanged 4 SP:Iteration 7Q (36632.720000 sec): 3 clusters Score: Raw -57751.880271 + Penalty 2930.409137 = -54821.471133 nChanged 0 SP:Iteration 8F (36632.730000 sec): 3 clusters Score: Raw -57751.880271 + Penalty 2930.409137 = -54821.471133 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 32 (4698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36632.750000 sec): 2 clusters Score: Raw -714121.674573 + Penalty 2096.813257 = -712024.861316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36632.780000 sec): 3 clusters Score: Raw -711877.016708 + Penalty 4193.626514 = -707683.390194 nChanged 1825 SP:Iteration 1F (36632.800000 sec): 3 clusters Score: Raw -713035.021438 + Penalty 4193.626514 = -708841.394924 nChanged 398 SP:Iteration 2F (36632.820000 sec): 3 clusters Score: Raw -713397.494740 + Penalty 4193.626514 = -709203.868226 nChanged 299 SP:Iteration 3F (36632.840000 sec): 3 clusters Score: Raw -713659.446487 + Penalty 4193.626514 = -709465.819973 nChanged 247 SP:Iteration 4F (36632.870000 sec): 3 clusters Score: Raw -713886.622347 + Penalty 4193.626514 = -709692.995833 nChanged 234 SP:Iteration 5Q (36632.890000 sec): 3 clusters Score: Raw -714078.330872 + Penalty 4193.626514 = -709884.704358 nChanged 208 SP:Iteration 6Q (36632.920000 sec): 3 clusters Score: Raw -714230.480866 + Penalty 4193.626514 = -710036.854352 nChanged 174 SP:Iteration 7Q (36632.940000 sec): 3 clusters Score: Raw -714363.184686 + Penalty 4193.626514 = -710169.558172 nChanged 199 SP:Iteration 8Q (36632.960000 sec): 3 clusters Score: Raw -714525.296733 + Penalty 4193.626514 = -710331.670219 nChanged 185 SP:Iteration 9Q (36632.980000 sec): 3 clusters Score: Raw -714655.077591 + Penalty 4193.626514 = -710461.451077 nChanged 146 SP:Iteration 10Q (36633.000000 sec): 3 clusters Score: Raw -714770.266185 + Penalty 4193.626514 = -710576.639671 nChanged 130 SP:Iteration 11Q (36633.030000 sec): 3 clusters Score: Raw -714861.597317 + Penalty 4193.626514 = -710667.970803 nChanged 102 SP:Iteration 12Q (36633.050000 sec): 3 clusters Score: Raw -714927.977053 + Penalty 4193.626514 = -710734.350539 nChanged 81 SP:Iteration 13Q (36633.070000 sec): 3 clusters Score: Raw -714976.004405 + Penalty 4193.626514 = -710782.377891 nChanged 74 SP:Iteration 14Q (36633.090000 sec): 3 clusters Score: Raw -715021.303556 + Penalty 4193.626514 = -710827.677042 nChanged 61 SP:Iteration 15Q (36633.120000 sec): 3 clusters Score: Raw -715053.505211 + Penalty 4193.626514 = -710859.878697 nChanged 57 SP:Iteration 16Q (36633.140000 sec): 3 clusters Score: Raw -715085.862126 + Penalty 4193.626514 = -710892.235612 nChanged 52 SP:Iteration 17Q (36633.160000 sec): 3 clusters Score: Raw -715109.124565 + Penalty 4193.626514 = -710915.498051 nChanged 35 SP:Iteration 18Q (36633.180000 sec): 3 clusters Score: Raw -715126.197506 + Penalty 4193.626514 = -710932.570992 nChanged 35 SP:Iteration 19Q (36633.200000 sec): 3 clusters Score: Raw -715143.662728 + Penalty 4193.626514 = -710950.036214 nChanged 27 SP:Iteration 20F (36633.220000 sec): 3 clusters Score: Raw -715153.719046 + Penalty 4193.626514 = -710960.092533 nChanged 23 SP:Iteration 21Q (36633.250000 sec): 3 clusters Score: Raw -715161.685339 + Penalty 4193.626514 = -710968.058825 nChanged 22 SP:Iteration 22Q (36633.270000 sec): 3 clusters Score: Raw -715168.955296 + Penalty 4193.626514 = -710975.328783 nChanged 17 SP:Iteration 23Q (36633.290000 sec): 3 clusters Score: Raw -715179.391360 + Penalty 4193.626514 = -710985.764846 nChanged 23 SP:Iteration 24Q (36633.310000 sec): 3 clusters Score: Raw -715193.797889 + Penalty 4193.626514 = -711000.171375 nChanged 30 SP:Iteration 25Q (36633.330000 sec): 3 clusters Score: Raw -715214.778556 + Penalty 4193.626514 = -711021.152042 nChanged 25 SP:Iteration 26Q (36633.360000 sec): 3 clusters Score: Raw -715229.672877 + Penalty 4193.626514 = -711036.046363 nChanged 32 SP:Iteration 27Q (36633.380000 sec): 3 clusters Score: Raw -715246.757187 + Penalty 4193.626514 = -711053.130673 nChanged 22 SP:Iteration 28Q (36633.400000 sec): 3 clusters Score: Raw -715259.548401 + Penalty 4193.626514 = -711065.921887 nChanged 27 SP:Iteration 29Q (36633.420000 sec): 3 clusters Score: Raw -715279.331077 + Penalty 4193.626514 = -711085.704563 nChanged 26 SP:Iteration 30Q (36633.440000 sec): 3 clusters Score: Raw -715297.037746 + Penalty 4193.626514 = -711103.411232 nChanged 25 SP:Iteration 31Q (36633.460000 sec): 3 clusters Score: Raw -715309.480764 + Penalty 4193.626514 = -711115.854250 nChanged 21 SP:Iteration 32Q (36633.480000 sec): 3 clusters Score: Raw -715321.872270 + Penalty 4193.626514 = -711128.245756 nChanged 19 SP:Iteration 33Q (36633.500000 sec): 3 clusters Score: Raw -715331.843799 + Penalty 4193.626514 = -711138.217285 nChanged 17 SP:Iteration 34Q (36633.520000 sec): 3 clusters Score: Raw -715341.061342 + Penalty 4193.626514 = -711147.434828 nChanged 18 SP:Iteration 35Q (36633.540000 sec): 3 clusters Score: Raw -715348.576206 + Penalty 4193.626514 = -711154.949692 nChanged 12 SP:Iteration 36Q (36633.570000 sec): 3 clusters Score: Raw -715355.407461 + Penalty 4193.626514 = -711161.780947 nChanged 14 SP:Iteration 37Q (36633.590000 sec): 3 clusters Score: Raw -715360.323620 + Penalty 4193.626514 = -711166.697106 nChanged 12 SP:Iteration 38Q (36633.610000 sec): 3 clusters Score: Raw -715365.106514 + Penalty 4193.626514 = -711171.480000 nChanged 7 SP:Iteration 39Q (36633.630000 sec): 3 clusters Score: Raw -715367.493107 + Penalty 4193.626514 = -711173.866593 nChanged 4 SP:Iteration 40F (36633.650000 sec): 3 clusters Score: Raw -715368.981408 + Penalty 4193.626514 = -711175.354894 nChanged 3 SP:Iteration 41Q (36633.670000 sec): 3 clusters Score: Raw -715370.325486 + Penalty 4193.626514 = -711176.698972 nChanged 3 SP:Iteration 42Q (36633.690000 sec): 3 clusters Score: Raw -715371.089683 + Penalty 4193.626514 = -711177.463169 nChanged 2 SP:Iteration 43Q (36633.710000 sec): 3 clusters Score: Raw -715371.693092 + Penalty 4193.626514 = -711178.066578 nChanged 1 SP:Iteration 44Q (36633.730000 sec): 3 clusters Score: Raw -715371.921703 + Penalty 4193.626514 = -711178.295189 nChanged 2 SP:Iteration 45Q (36633.760000 sec): 3 clusters Score: Raw -715372.323031 + Penalty 4193.626514 = -711178.696517 nChanged 0 SP:Iteration 46F (36633.780000 sec): 3 clusters Score: Raw -715372.323031 + Penalty 4193.626514 = -711178.696517 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 33 (398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36633.790000 sec): 2 clusters Score: Raw -56601.438893 + Penalty 1484.640097 = -55116.798796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36633.790000 sec): 3 clusters Score: Raw -56706.228650 + Penalty 2969.280195 = -53736.948456 nChanged 85 SP:Iteration 1F (36633.790000 sec): 3 clusters Score: Raw -56945.131867 + Penalty 2969.280195 = -53975.851673 nChanged 23 SP:Iteration 2F (36633.790000 sec): 3 clusters Score: Raw -57028.543470 + Penalty 2969.280195 = -54059.263276 nChanged 13 SP:Iteration 3Q (36633.800000 sec): 3 clusters Score: Raw -57101.088354 + Penalty 2969.280195 = -54131.808159 nChanged 16 SP:Iteration 4Q (36633.800000 sec): 3 clusters Score: Raw -57155.150291 + Penalty 2969.280195 = -54185.870097 nChanged 12 SP:Iteration 5Q (36633.800000 sec): 3 clusters Score: Raw -57244.074071 + Penalty 2969.280195 = -54274.793876 nChanged 10 SP:Iteration 6Q (36633.800000 sec): 3 clusters Score: Raw -57288.644430 + Penalty 2969.280195 = -54319.364236 nChanged 4 SP:Iteration 7Q (36633.800000 sec): 3 clusters Score: Raw -57296.818352 + Penalty 2969.280195 = -54327.538157 nChanged 2 SP:Iteration 8Q (36633.800000 sec): 3 clusters Score: Raw -57304.968586 + Penalty 2969.280195 = -54335.688391 nChanged 4 SP:Iteration 9Q (36633.800000 sec): 3 clusters Score: Raw -57330.644331 + Penalty 2969.280195 = -54361.364136 nChanged 3 SP:Iteration 10Q (36633.810000 sec): 3 clusters Score: Raw -57347.837387 + Penalty 2969.280195 = -54378.557193 nChanged 1 SP:Iteration 11Q (36633.810000 sec): 3 clusters Score: Raw -57358.169662 + Penalty 2969.280195 = -54388.889467 nChanged 1 SP:Iteration 12Q (36633.810000 sec): 3 clusters Score: Raw -57365.138847 + Penalty 2969.280195 = -54395.858652 nChanged 1 SP:Iteration 13Q (36633.810000 sec): 3 clusters Score: Raw -57372.519363 + Penalty 2969.280195 = -54403.239168 nChanged 1 SP:Iteration 14Q (36633.810000 sec): 3 clusters Score: Raw -57375.139012 + Penalty 2969.280195 = -54405.858818 nChanged 0 SP:Iteration 15F (36633.820000 sec): 3 clusters Score: Raw -57375.139012 + Penalty 2969.280195 = -54405.858818 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 34 (2564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36633.830000 sec): 2 clusters Score: Raw -387969.853663 + Penalty 1946.632307 = -386023.221356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36633.840000 sec): 3 clusters Score: Raw -386970.331596 + Penalty 3893.264614 = -383077.066982 nChanged 837 SP:Iteration 1F (36633.860000 sec): 3 clusters Score: Raw -387652.481745 + Penalty 3893.264614 = -383759.217131 nChanged 195 SP:Iteration 2F (36633.870000 sec): 3 clusters Score: Raw -387817.976072 + Penalty 3893.264614 = -383924.711458 nChanged 126 SP:Iteration 3Q (36633.880000 sec): 3 clusters Score: Raw -387932.791704 + Penalty 3893.264614 = -384039.527090 nChanged 93 SP:Iteration 4Q (36633.900000 sec): 3 clusters Score: Raw -388032.392686 + Penalty 3893.264614 = -384139.128073 nChanged 103 SP:Iteration 5Q (36633.910000 sec): 3 clusters Score: Raw -388145.734207 + Penalty 3893.264614 = -384252.469593 nChanged 106 SP:Iteration 6Q (36633.920000 sec): 3 clusters Score: Raw -388296.875560 + Penalty 3893.264614 = -384403.610947 nChanged 112 SP:Iteration 7Q (36633.930000 sec): 3 clusters Score: Raw -388455.243318 + Penalty 3893.264614 = -384561.978704 nChanged 106 SP:Iteration 8Q (36633.940000 sec): 3 clusters Score: Raw -388610.472280 + Penalty 3893.264614 = -384717.207667 nChanged 87 SP:Iteration 9Q (36633.960000 sec): 3 clusters Score: Raw -388727.849494 + Penalty 3893.264614 = -384834.584880 nChanged 87 SP:Iteration 10Q (36633.970000 sec): 3 clusters Score: Raw -388833.838289 + Penalty 3893.264614 = -384940.573676 nChanged 69 SP:Iteration 11Q (36633.980000 sec): 3 clusters Score: Raw -388893.966659 + Penalty 3893.264614 = -385000.702045 nChanged 51 SP:Iteration 12Q (36633.990000 sec): 3 clusters Score: Raw -388953.312191 + Penalty 3893.264614 = -385060.047577 nChanged 43 SP:Iteration 13Q (36634.000000 sec): 3 clusters Score: Raw -388999.013709 + Penalty 3893.264614 = -385105.749095 nChanged 39 SP:Iteration 14Q (36634.020000 sec): 3 clusters Score: Raw -389037.245209 + Penalty 3893.264614 = -385143.980596 nChanged 38 SP:Iteration 15Q (36634.030000 sec): 3 clusters Score: Raw -389069.934556 + Penalty 3893.264614 = -385176.669943 nChanged 33 SP:Iteration 16Q (36634.040000 sec): 3 clusters Score: Raw -389106.446634 + Penalty 3893.264614 = -385213.182020 nChanged 26 SP:Iteration 17Q (36634.050000 sec): 3 clusters Score: Raw -389126.454832 + Penalty 3893.264614 = -385233.190218 nChanged 22 SP:Iteration 18Q (36634.060000 sec): 3 clusters Score: Raw -389143.050690 + Penalty 3893.264614 = -385249.786076 nChanged 20 SP:Iteration 19Q (36634.070000 sec): 3 clusters Score: Raw -389157.881610 + Penalty 3893.264614 = -385264.616996 nChanged 18 SP:Iteration 20F (36634.080000 sec): 3 clusters Score: Raw -389175.154686 + Penalty 3893.264614 = -385281.890072 nChanged 17 SP:Iteration 21Q (36634.100000 sec): 3 clusters Score: Raw -389189.951233 + Penalty 3893.264614 = -385296.686619 nChanged 13 SP:Iteration 22Q (36634.110000 sec): 3 clusters Score: Raw -389200.201734 + Penalty 3893.264614 = -385306.937121 nChanged 15 SP:Iteration 23Q (36634.120000 sec): 3 clusters Score: Raw -389212.799518 + Penalty 3893.264614 = -385319.534905 nChanged 18 SP:Iteration 24Q (36634.130000 sec): 3 clusters Score: Raw -389226.762535 + Penalty 3893.264614 = -385333.497921 nChanged 8 SP:Iteration 25Q (36634.150000 sec): 3 clusters Score: Raw -389231.958751 + Penalty 3893.264614 = -385338.694137 nChanged 6 SP:Iteration 26Q (36634.160000 sec): 3 clusters Score: Raw -389236.821690 + Penalty 3893.264614 = -385343.557076 nChanged 5 SP:Iteration 27Q (36634.170000 sec): 3 clusters Score: Raw -389241.127581 + Penalty 3893.264614 = -385347.862967 nChanged 6 SP:Iteration 28Q (36634.180000 sec): 3 clusters Score: Raw -389245.523831 + Penalty 3893.264614 = -385352.259218 nChanged 4 SP:Iteration 29Q (36634.190000 sec): 3 clusters Score: Raw -389248.268439 + Penalty 3893.264614 = -385355.003825 nChanged 1 SP:Iteration 30Q (36634.200000 sec): 3 clusters Score: Raw -389249.520849 + Penalty 3893.264614 = -385356.256235 nChanged 1 SP:Iteration 31Q (36634.210000 sec): 3 clusters Score: Raw -389250.250843 + Penalty 3893.264614 = -385356.986229 nChanged 4 SP:Iteration 32Q (36634.220000 sec): 3 clusters Score: Raw -389256.499696 + Penalty 3893.264614 = -385363.235082 nChanged 8 SP:Iteration 33Q (36634.230000 sec): 3 clusters Score: Raw -389267.029642 + Penalty 3893.264614 = -385373.765028 nChanged 11 SP:Iteration 34Q (36634.240000 sec): 3 clusters Score: Raw -389284.520710 + Penalty 3893.264614 = -385391.256096 nChanged 8 SP:Iteration 35Q (36634.250000 sec): 3 clusters Score: Raw -389294.266613 + Penalty 3893.264614 = -385401.002000 nChanged 9 SP:Iteration 36Q (36634.270000 sec): 3 clusters Score: Raw -389302.795651 + Penalty 3893.264614 = -385409.531037 nChanged 8 SP:Iteration 37Q (36634.270000 sec): 3 clusters Score: Raw -389310.684251 + Penalty 3893.264614 = -385417.419637 nChanged 7 SP:Iteration 38Q (36634.290000 sec): 3 clusters Score: Raw -389315.731116 + Penalty 3893.264614 = -385422.466502 nChanged 5 SP:Iteration 39Q (36634.300000 sec): 3 clusters Score: Raw -389318.037725 + Penalty 3893.264614 = -385424.773112 nChanged 2 SP:Iteration 40F (36634.310000 sec): 3 clusters Score: Raw -389318.940488 + Penalty 3893.264614 = -385425.675875 nChanged 1 SP:Iteration 41Q (36634.320000 sec): 3 clusters Score: Raw -389319.344671 + Penalty 3893.264614 = -385426.080057 nChanged 0 SP:Iteration 42F (36634.330000 sec): 3 clusters Score: Raw -389319.344671 + Penalty 3893.264614 = -385426.080057 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 35 (552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36634.340000 sec): 2 clusters Score: Raw -81124.065719 + Penalty 1565.759915 = -79558.305803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36634.340000 sec): 3 clusters Score: Raw -81150.687029 + Penalty 3131.519831 = -78019.167198 nChanged 109 SP:Iteration 1F (36634.350000 sec): 3 clusters Score: Raw -81337.510544 + Penalty 3131.519831 = -78205.990713 nChanged 15 SP:Iteration 2Q (36634.350000 sec): 3 clusters Score: Raw -81372.544457 + Penalty 3131.519831 = -78241.024626 nChanged 8 SP:Iteration 3Q (36634.350000 sec): 3 clusters Score: Raw -81388.320974 + Penalty 3131.519831 = -78256.801143 nChanged 10 SP:Iteration 4Q (36634.350000 sec): 3 clusters Score: Raw -81421.390278 + Penalty 3131.519831 = -78289.870447 nChanged 14 SP:Iteration 5Q (36634.360000 sec): 3 clusters Score: Raw -81459.720186 + Penalty 3131.519831 = -78328.200355 nChanged 7 SP:Iteration 6Q (36634.360000 sec): 3 clusters Score: Raw -81477.624634 + Penalty 3131.519831 = -78346.104804 nChanged 5 SP:Iteration 7Q (36634.360000 sec): 3 clusters Score: Raw -81489.132228 + Penalty 3131.519831 = -78357.612398 nChanged 3 SP:Iteration 8Q (36634.370000 sec): 3 clusters Score: Raw -81494.851683 + Penalty 3131.519831 = -78363.331852 nChanged 2 SP:Iteration 9Q (36634.370000 sec): 3 clusters Score: Raw -81502.135898 + Penalty 3131.519831 = -78370.616067 nChanged 0 SP:Iteration 10F (36634.370000 sec): 3 clusters Score: Raw -81502.135898 + Penalty 3131.519831 = -78370.616067 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 36 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36634.370000 sec): 2 clusters Score: Raw -15940.822738 + Penalty 1261.723891 = -14679.098846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36634.380000 sec): 3 clusters Score: Raw -16904.972267 + Penalty 2523.447782 = -14381.524485 nChanged 45 SP:Iteration 1F (36634.380000 sec): 3 clusters Score: Raw -17477.315270 + Penalty 2523.447782 = -14953.867487 nChanged 12 SP:Iteration 2F (36634.380000 sec): 3 clusters Score: Raw -17870.383310 + Penalty 2523.447782 = -15346.935528 nChanged 4 SP:Iteration 3Q (36634.380000 sec): 3 clusters Score: Raw -18067.267949 + Penalty 2523.447782 = -15543.820167 nChanged 3 SP:Iteration 4Q (36634.380000 sec): 3 clusters Score: Raw -18143.253070 + Penalty 2523.447782 = -15619.805287 nChanged 1 SP:Iteration 5Q (36634.380000 sec): 3 clusters Score: Raw -18245.971310 + Penalty 2523.447782 = -15722.523528 nChanged 0 SP:Iteration 6F (36634.380000 sec): 3 clusters Score: Raw -18245.971310 + Penalty 2523.447782 = -15722.523528 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 65. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 37 (7017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36634.430000 sec): 2 clusters Score: Raw -1088629.923763 + Penalty 2196.310582 = -1086433.613181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36634.460000 sec): 3 clusters Score: Raw -1085036.289392 + Penalty 4392.621163 = -1080643.668229 nChanged 2787 SP:Iteration 1F (36634.500000 sec): 3 clusters Score: Raw -1086602.502245 + Penalty 4392.621163 = -1082209.881082 nChanged 506 SP:Iteration 2F (36634.530000 sec): 3 clusters Score: Raw -1086900.584117 + Penalty 4392.621163 = -1082507.962954 nChanged 351 SP:Iteration 3F (36634.570000 sec): 3 clusters Score: Raw -1087086.182539 + Penalty 4392.621163 = -1082693.561376 nChanged 289 SP:Iteration 4Q (36634.600000 sec): 3 clusters Score: Raw -1087226.522060 + Penalty 4392.621163 = -1082833.900896 nChanged 235 SP:Iteration 5Q (36634.630000 sec): 3 clusters Score: Raw -1087336.371150 + Penalty 4392.621163 = -1082943.749986 nChanged 200 SP:Iteration 6Q (36634.670000 sec): 3 clusters Score: Raw -1087432.560639 + Penalty 4392.621163 = -1083039.939476 nChanged 192 SP:Iteration 7Q (36634.700000 sec): 3 clusters Score: Raw -1087527.353729 + Penalty 4392.621163 = -1083134.732566 nChanged 191 SP:Iteration 8Q (36634.740000 sec): 3 clusters Score: Raw -1087635.889560 + Penalty 4392.621163 = -1083243.268397 nChanged 198 SP:Iteration 9Q (36634.770000 sec): 3 clusters Score: Raw -1087738.782392 + Penalty 4392.621163 = -1083346.161229 nChanged 195 SP:Iteration 10Q (36634.810000 sec): 3 clusters Score: Raw -1087845.247599 + Penalty 4392.621163 = -1083452.626436 nChanged 186 SP:Iteration 11Q (36634.840000 sec): 3 clusters Score: Raw -1087935.025032 + Penalty 4392.621163 = -1083542.403868 nChanged 163 SP:Iteration 12Q (36634.870000 sec): 3 clusters Score: Raw -1088007.844278 + Penalty 4392.621163 = -1083615.223115 nChanged 153 SP:Iteration 13Q (36634.910000 sec): 3 clusters Score: Raw -1088077.709760 + Penalty 4392.621163 = -1083685.088596 nChanged 141 SP:Iteration 14Q (36634.940000 sec): 3 clusters Score: Raw -1088149.553028 + Penalty 4392.621163 = -1083756.931865 nChanged 138 SP:Iteration 15Q (36634.980000 sec): 3 clusters Score: Raw -1088216.846235 + Penalty 4392.621163 = -1083824.225071 nChanged 131 SP:Iteration 16Q (36635.010000 sec): 3 clusters Score: Raw -1088277.950015 + Penalty 4392.621163 = -1083885.328851 nChanged 133 SP:Iteration 17Q (36635.050000 sec): 3 clusters Score: Raw -1088345.569560 + Penalty 4392.621163 = -1083952.948397 nChanged 129 SP:Iteration 18Q (36635.080000 sec): 3 clusters Score: Raw -1088411.446926 + Penalty 4392.621163 = -1084018.825763 nChanged 108 SP:Iteration 19Q (36635.110000 sec): 3 clusters Score: Raw -1088473.687157 + Penalty 4392.621163 = -1084081.065994 nChanged 130 SP:Iteration 20F (36635.150000 sec): 3 clusters Score: Raw -1088540.537621 + Penalty 4392.621163 = -1084147.916458 nChanged 134 SP:Iteration 21Q (36635.180000 sec): 3 clusters Score: Raw -1088618.676848 + Penalty 4392.621163 = -1084226.055684 nChanged 157 SP:Iteration 22Q (36635.210000 sec): 3 clusters Score: Raw -1088714.574877 + Penalty 4392.621163 = -1084321.953714 nChanged 148 SP:Iteration 23Q (36635.250000 sec): 3 clusters Score: Raw -1088820.444337 + Penalty 4392.621163 = -1084427.823174 nChanged 158 SP:Iteration 24Q (36635.280000 sec): 3 clusters Score: Raw -1088928.109885 + Penalty 4392.621163 = -1084535.488722 nChanged 157 SP:Iteration 25Q (36635.310000 sec): 3 clusters Score: Raw -1089018.894125 + Penalty 4392.621163 = -1084626.272961 nChanged 121 SP:Iteration 26Q (36635.350000 sec): 3 clusters Score: Raw -1089086.362803 + Penalty 4392.621163 = -1084693.741640 nChanged 104 SP:Iteration 27Q (36635.380000 sec): 3 clusters Score: Raw -1089140.725231 + Penalty 4392.621163 = -1084748.104067 nChanged 86 SP:Iteration 28Q (36635.410000 sec): 3 clusters Score: Raw -1089177.117547 + Penalty 4392.621163 = -1084784.496383 nChanged 73 SP:Iteration 29Q (36635.440000 sec): 3 clusters Score: Raw -1089207.035210 + Penalty 4392.621163 = -1084814.414046 nChanged 60 SP:Iteration 30Q (36635.470000 sec): 3 clusters Score: Raw -1089233.185165 + Penalty 4392.621163 = -1084840.564002 nChanged 54 SP:Iteration 31Q (36635.500000 sec): 3 clusters Score: Raw -1089259.078218 + Penalty 4392.621163 = -1084866.457054 nChanged 59 SP:Iteration 32Q (36635.530000 sec): 3 clusters Score: Raw -1089289.712676 + Penalty 4392.621163 = -1084897.091513 nChanged 60 SP:Iteration 33Q (36635.570000 sec): 3 clusters Score: Raw -1089315.945114 + Penalty 4392.621163 = -1084923.323951 nChanged 51 SP:Iteration 34Q (36635.600000 sec): 3 clusters Score: Raw -1089340.766464 + Penalty 4392.621163 = -1084948.145301 nChanged 51 SP:Iteration 35Q (36635.630000 sec): 3 clusters Score: Raw -1089364.460590 + Penalty 4392.621163 = -1084971.839427 nChanged 39 SP:Iteration 36Q (36635.660000 sec): 3 clusters Score: Raw -1089379.668896 + Penalty 4392.621163 = -1084987.047732 nChanged 40 SP:Iteration 37Q (36635.690000 sec): 3 clusters Score: Raw -1089397.055200 + Penalty 4392.621163 = -1085004.434036 nChanged 39 SP:Iteration 38Q (36635.720000 sec): 3 clusters Score: Raw -1089410.644723 + Penalty 4392.621163 = -1085018.023560 nChanged 28 SP:Iteration 39Q (36635.750000 sec): 3 clusters Score: Raw -1089423.018674 + Penalty 4392.621163 = -1085030.397510 nChanged 30 SP:Iteration 40F (36635.790000 sec): 3 clusters Score: Raw -1089431.428785 + Penalty 4392.621163 = -1085038.807622 nChanged 22 SP:Iteration 41Q (36635.820000 sec): 3 clusters Score: Raw -1089437.186203 + Penalty 4392.621163 = -1085044.565040 nChanged 14 SP:Iteration 42Q (36635.850000 sec): 3 clusters Score: Raw -1089443.386145 + Penalty 4392.621163 = -1085050.764981 nChanged 30 SP:Iteration 43Q (36635.880000 sec): 3 clusters Score: Raw -1089454.651773 + Penalty 4392.621163 = -1085062.030610 nChanged 27 SP:Iteration 44Q (36635.910000 sec): 3 clusters Score: Raw -1089462.910645 + Penalty 4392.621163 = -1085070.289482 nChanged 18 SP:Iteration 45Q (36635.940000 sec): 3 clusters Score: Raw -1089469.508292 + Penalty 4392.621163 = -1085076.887128 nChanged 14 SP:Iteration 46Q (36635.970000 sec): 3 clusters Score: Raw -1089475.185933 + Penalty 4392.621163 = -1085082.564769 nChanged 15 SP:Iteration 47Q (36636.000000 sec): 3 clusters Score: Raw -1089480.174913 + Penalty 4392.621163 = -1085087.553750 nChanged 19 SP:Iteration 48Q (36636.030000 sec): 3 clusters Score: Raw -1089487.903532 + Penalty 4392.621163 = -1085095.282369 nChanged 20 SP:Iteration 49Q (36636.070000 sec): 3 clusters Score: Raw -1089493.365476 + Penalty 4392.621163 = -1085100.744312 nChanged 18 SP:Iteration 50Q (36636.100000 sec): 3 clusters Score: Raw -1089499.398169 + Penalty 4392.621163 = -1085106.777006 nChanged 19 SP:Iteration 51Q (36636.130000 sec): 3 clusters Score: Raw -1089504.382454 + Penalty 4392.621163 = -1085111.761290 nChanged 13 SP:Iteration 52Q (36636.160000 sec): 3 clusters Score: Raw -1089507.398606 + Penalty 4392.621163 = -1085114.777442 nChanged 7 SP:Iteration 53Q (36636.190000 sec): 3 clusters Score: Raw -1089509.451276 + Penalty 4392.621163 = -1085116.830113 nChanged 12 SP:Iteration 54Q (36636.220000 sec): 3 clusters Score: Raw -1089513.715169 + Penalty 4392.621163 = -1085121.094006 nChanged 14 SP:Iteration 55Q (36636.250000 sec): 3 clusters Score: Raw -1089517.677885 + Penalty 4392.621163 = -1085125.056722 nChanged 7 SP:Iteration 56Q (36636.280000 sec): 3 clusters Score: Raw -1089519.147803 + Penalty 4392.621163 = -1085126.526640 nChanged 6 SP:Iteration 57Q (36636.310000 sec): 3 clusters Score: Raw -1089520.712911 + Penalty 4392.621163 = -1085128.091747 nChanged 4 SP:Iteration 58Q (36636.350000 sec): 3 clusters Score: Raw -1089521.366003 + Penalty 4392.621163 = -1085128.744840 nChanged 3 SP:Iteration 59Q (36636.370000 sec): 3 clusters Score: Raw -1089521.739568 + Penalty 4392.621163 = -1085129.118405 nChanged 2 SP:Iteration 60F (36636.410000 sec): 3 clusters Score: Raw -1089522.308873 + Penalty 4392.621163 = -1085129.687709 nChanged 1 SP:Iteration 61Q (36636.440000 sec): 3 clusters Score: Raw -1089522.525809 + Penalty 4392.621163 = -1085129.904645 nChanged 0 SP:Iteration 62F (36636.470000 sec): 3 clusters Score: Raw -1089522.525809 + Penalty 4392.621163 = -1085129.904645 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 38 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36636.490000 sec): 2 clusters Score: Raw -32141.837488 + Penalty 1329.600457 = -30812.237031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36636.490000 sec): 3 clusters Score: Raw -32351.361388 + Penalty 2659.200914 = -29692.160474 nChanged 18 SP:Iteration 1F (36636.490000 sec): 3 clusters Score: Raw -32424.874319 + Penalty 2659.200914 = -29765.673405 nChanged 1 SP:Iteration 2Q (36636.490000 sec): 3 clusters Score: Raw -32429.691166 + Penalty 2659.200914 = -29770.490252 nChanged 1 SP:Iteration 3Q (36636.490000 sec): 3 clusters Score: Raw -32437.435531 + Penalty 2659.200914 = -29778.234617 nChanged 1 SP:Iteration 4Q (36636.490000 sec): 3 clusters Score: Raw -32442.405844 + Penalty 2659.200914 = -29783.204930 nChanged 1 SP:Iteration 5Q (36636.490000 sec): 3 clusters Score: Raw -32449.376527 + Penalty 2659.200914 = -29790.175613 nChanged 0 SP:Iteration 6F (36636.490000 sec): 3 clusters Score: Raw -32449.376527 + Penalty 2659.200914 = -29790.175613 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 39 (2581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36636.510000 sec): 2 clusters Score: Raw -416261.675747 + Penalty 1948.271186 = -414313.404562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36636.520000 sec): 3 clusters Score: Raw -415195.521579 + Penalty 3896.542371 = -411298.979208 nChanged 875 SP:Iteration 1F (36636.530000 sec): 3 clusters Score: Raw -415792.553806 + Penalty 3896.542371 = -411896.011435 nChanged 188 SP:Iteration 2F (36636.550000 sec): 3 clusters Score: Raw -415936.681338 + Penalty 3896.542371 = -412040.138967 nChanged 107 SP:Iteration 3Q (36636.560000 sec): 3 clusters Score: Raw -416015.812989 + Penalty 3896.542371 = -412119.270618 nChanged 74 SP:Iteration 4Q (36636.570000 sec): 3 clusters Score: Raw -416064.397466 + Penalty 3896.542371 = -412167.855095 nChanged 56 SP:Iteration 5Q (36636.590000 sec): 3 clusters Score: Raw -416104.700274 + Penalty 3896.542371 = -412208.157903 nChanged 47 SP:Iteration 6Q (36636.600000 sec): 3 clusters Score: Raw -416129.554064 + Penalty 3896.542371 = -412233.011693 nChanged 34 SP:Iteration 7Q (36636.610000 sec): 3 clusters Score: Raw -416151.120887 + Penalty 3896.542371 = -412254.578516 nChanged 35 SP:Iteration 8Q (36636.630000 sec): 3 clusters Score: Raw -416172.040327 + Penalty 3896.542371 = -412275.497956 nChanged 24 SP:Iteration 9Q (36636.640000 sec): 3 clusters Score: Raw -416183.420610 + Penalty 3896.542371 = -412286.878239 nChanged 18 SP:Iteration 10Q (36636.650000 sec): 3 clusters Score: Raw -416194.571809 + Penalty 3896.542371 = -412298.029438 nChanged 25 SP:Iteration 11Q (36636.670000 sec): 3 clusters Score: Raw -416209.409309 + Penalty 3896.542371 = -412312.866938 nChanged 28 SP:Iteration 12Q (36636.680000 sec): 3 clusters Score: Raw -416223.433853 + Penalty 3896.542371 = -412326.891482 nChanged 19 SP:Iteration 13Q (36636.690000 sec): 3 clusters Score: Raw -416234.014361 + Penalty 3896.542371 = -412337.471990 nChanged 13 SP:Iteration 14Q (36636.710000 sec): 3 clusters Score: Raw -416241.457543 + Penalty 3896.542371 = -412344.915172 nChanged 20 SP:Iteration 15Q (36636.720000 sec): 3 clusters Score: Raw -416252.070370 + Penalty 3896.542371 = -412355.527999 nChanged 13 SP:Iteration 16Q (36636.730000 sec): 3 clusters Score: Raw -416258.391007 + Penalty 3896.542371 = -412361.848636 nChanged 13 SP:Iteration 17Q (36636.740000 sec): 3 clusters Score: Raw -416264.499003 + Penalty 3896.542371 = -412367.956632 nChanged 16 SP:Iteration 18Q (36636.750000 sec): 3 clusters Score: Raw -416273.415506 + Penalty 3896.542371 = -412376.873135 nChanged 15 SP:Iteration 19Q (36636.770000 sec): 3 clusters Score: Raw -416282.368009 + Penalty 3896.542371 = -412385.825638 nChanged 14 SP:Iteration 20F (36636.780000 sec): 3 clusters Score: Raw -416289.538083 + Penalty 3896.542371 = -412392.995712 nChanged 14 SP:Iteration 21Q (36636.790000 sec): 3 clusters Score: Raw -416296.777962 + Penalty 3896.542371 = -412400.235591 nChanged 7 SP:Iteration 22Q (36636.810000 sec): 3 clusters Score: Raw -416299.697177 + Penalty 3896.542371 = -412403.154806 nChanged 4 SP:Iteration 23Q (36636.820000 sec): 3 clusters Score: Raw -416301.005636 + Penalty 3896.542371 = -412404.463264 nChanged 4 SP:Iteration 24Q (36636.830000 sec): 3 clusters Score: Raw -416302.354939 + Penalty 3896.542371 = -412405.812567 nChanged 2 SP:Iteration 25Q (36636.850000 sec): 3 clusters Score: Raw -416303.548785 + Penalty 3896.542371 = -412407.006414 nChanged 3 SP:Iteration 26Q (36636.860000 sec): 3 clusters Score: Raw -416304.481968 + Penalty 3896.542371 = -412407.939597 nChanged 3 SP:Iteration 27Q (36636.870000 sec): 3 clusters Score: Raw -416305.904753 + Penalty 3896.542371 = -412409.362382 nChanged 3 SP:Iteration 28Q (36636.880000 sec): 3 clusters Score: Raw -416307.124672 + Penalty 3896.542371 = -412410.582301 nChanged 2 SP:Iteration 29Q (36636.900000 sec): 3 clusters Score: Raw -416307.810399 + Penalty 3896.542371 = -412411.268028 nChanged 2 SP:Iteration 30Q (36636.910000 sec): 3 clusters Score: Raw -416309.021202 + Penalty 3896.542371 = -412412.478831 nChanged 2 SP:Iteration 31Q (36636.920000 sec): 3 clusters Score: Raw -416309.814156 + Penalty 3896.542371 = -412413.271785 nChanged 1 SP:Iteration 32Q (36636.930000 sec): 3 clusters Score: Raw -416310.603391 + Penalty 3896.542371 = -412414.061020 nChanged 2 SP:Iteration 33Q (36636.950000 sec): 3 clusters Score: Raw -416311.602171 + Penalty 3896.542371 = -412415.059800 nChanged 2 SP:Iteration 34Q (36636.960000 sec): 3 clusters Score: Raw -416312.066626 + Penalty 3896.542371 = -412415.524255 nChanged 0 SP:Iteration 35F (36636.970000 sec): 3 clusters Score: Raw -416312.066626 + Penalty 3896.542371 = -412415.524255 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 40 (167344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36637.780000 sec): 2 clusters Score: Raw -27014542.232091 + Penalty 2982.896100 = -27011559.335991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36638.650000 sec): 3 clusters Score: Raw -26905184.820900 + Penalty 5965.792199 = -26899219.028701 nChanged 80312 SP:Iteration 1F (36639.510000 sec): 3 clusters Score: Raw -26951672.086298 + Penalty 5965.792199 = -26945706.294098 nChanged 4814 SP:Iteration 2Q (36640.390000 sec): 3 clusters Score: Raw -26952754.369348 + Penalty 5965.792199 = -26946788.577149 nChanged 5676 SP:Iteration 3Q (36641.280000 sec): 3 clusters Score: Raw -26954406.771650 + Penalty 5965.792199 = -26948440.979451 nChanged 7225 SP:Iteration 4Q (36642.160000 sec): 3 clusters Score: Raw -26957253.195111 + Penalty 5965.792199 = -26951287.402912 nChanged 9636 SP:Iteration 5F (36643.030000 sec): 3 clusters Score: Raw -26962523.327599 + Penalty 5965.792199 = -26956557.535400 nChanged 12787 SP:Iteration 6F (36643.890000 sec): 3 clusters Score: Raw -26971823.462690 + Penalty 5965.792199 = -26965857.670491 nChanged 14808 SP:Iteration 7F (36644.750000 sec): 3 clusters Score: Raw -26985104.035674 + Penalty 5965.792199 = -26979138.243475 nChanged 13779 SP:Iteration 8F (36645.600000 sec): 3 clusters Score: Raw -26998855.238429 + Penalty 5965.792199 = -26992889.446230 nChanged 9464 SP:Iteration 9F (36646.470000 sec): 3 clusters Score: Raw -27008372.264545 + Penalty 5965.792199 = -27002406.472346 nChanged 4523 SP:Iteration 10Q (36647.290000 sec): 3 clusters Score: Raw -27012694.506589 + Penalty 5965.792199 = -27006728.714389 nChanged 1597 SP:Iteration 11Q (36648.010000 sec): 3 clusters Score: Raw -27014106.207089 + Penalty 5965.792199 = -27008140.414890 nChanged 517 SP:Iteration 12Q (36648.670000 sec): 3 clusters Score: Raw -27014563.288280 + Penalty 5965.792199 = -27008597.496081 nChanged 197 SP:Iteration 13Q (36649.300000 sec): 3 clusters Score: Raw -27014764.105312 + Penalty 5965.792199 = -27008798.313113 nChanged 108 SP:Iteration 14Q (36649.920000 sec): 3 clusters Score: Raw -27014879.084867 + Penalty 5965.792199 = -27008913.292668 nChanged 65 SP:Iteration 15Q (36650.540000 sec): 3 clusters Score: Raw -27014954.133970 + Penalty 5965.792199 = -27008988.341771 nChanged 41 SP:Iteration 16Q (36651.150000 sec): 3 clusters Score: Raw -27015007.296387 + Penalty 5965.792199 = -27009041.504188 nChanged 24 SP:Iteration 17Q (36651.750000 sec): 3 clusters Score: Raw -27015032.691434 + Penalty 5965.792199 = -27009066.899235 nChanged 14 SP:Iteration 18Q (36652.360000 sec): 3 clusters Score: Raw -27015048.081206 + Penalty 5965.792199 = -27009082.289007 nChanged 11 SP:Iteration 19Q (36652.970000 sec): 3 clusters Score: Raw -27015061.410408 + Penalty 5965.792199 = -27009095.618209 nChanged 11 SP:Iteration 20F (36653.820000 sec): 3 clusters Score: Raw -27015075.299289 + Penalty 5965.792199 = -27009109.507090 nChanged 9 SP:Iteration 21Q (36654.430000 sec): 3 clusters Score: Raw -27015087.252708 + Penalty 5965.792199 = -27009121.460509 nChanged 8 SP:Iteration 22Q (36655.040000 sec): 3 clusters Score: Raw -27015093.053066 + Penalty 5965.792199 = -27009127.260867 nChanged 6 SP:Iteration 23Q (36655.640000 sec): 3 clusters Score: Raw -27015097.932592 + Penalty 5965.792199 = -27009132.140392 nChanged 5 SP:Iteration 24Q (36656.250000 sec): 3 clusters Score: Raw -27015101.296442 + Penalty 5965.792199 = -27009135.504243 nChanged 3 SP:Iteration 25Q (36656.850000 sec): 3 clusters Score: Raw -27015105.299855 + Penalty 5965.792199 = -27009139.507656 nChanged 6 SP:Iteration 26Q (36657.460000 sec): 3 clusters Score: Raw -27015111.467512 + Penalty 5965.792199 = -27009145.675313 nChanged 5 SP:Iteration 27Q (36658.070000 sec): 3 clusters Score: Raw -27015115.488754 + Penalty 5965.792199 = -27009149.696555 nChanged 2 SP:Iteration 28Q (36658.680000 sec): 3 clusters Score: Raw -27015118.523098 + Penalty 5965.792199 = -27009152.730899 nChanged 3 SP:Iteration 29Q (36659.290000 sec): 3 clusters Score: Raw -27015121.506123 + Penalty 5965.792199 = -27009155.713924 nChanged 2 SP:Iteration 30Q (36659.890000 sec): 3 clusters Score: Raw -27015123.249031 + Penalty 5965.792199 = -27009157.456832 nChanged 2 SP:Iteration 31Q (36660.500000 sec): 3 clusters Score: Raw -27015124.964596 + Penalty 5965.792199 = -27009159.172397 nChanged 2 SP:Iteration 32Q (36661.100000 sec): 3 clusters Score: Raw -27015125.497628 + Penalty 5965.792199 = -27009159.705429 nChanged 0 SP:Iteration 33F (36661.950000 sec): 3 clusters Score: Raw -27015125.497628 + Penalty 5965.792199 = -27009159.705429 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 41 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36662.050000 sec): 2 clusters Score: Raw -15388.250587 + Penalty 1392.959232 = -13995.291354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36662.050000 sec): 3 clusters Score: Raw -15612.571399 + Penalty 2785.918464 = -12826.652934 nChanged 42 SP:Iteration 1F (36662.050000 sec): 3 clusters Score: Raw -15822.100987 + Penalty 2785.918464 = -13036.182523 nChanged 20 SP:Iteration 2F (36662.050000 sec): 3 clusters Score: Raw -15934.973157 + Penalty 2785.918464 = -13149.054693 nChanged 10 SP:Iteration 3Q (36662.060000 sec): 3 clusters Score: Raw -16011.512983 + Penalty 2785.918464 = -13225.594519 nChanged 8 SP:Iteration 4Q (36662.060000 sec): 3 clusters Score: Raw -16033.821503 + Penalty 2785.918464 = -13247.903038 nChanged 3 SP:Iteration 5Q (36662.060000 sec): 3 clusters Score: Raw -16044.991911 + Penalty 2785.918464 = -13259.073447 nChanged 1 SP:Iteration 6Q (36662.060000 sec): 3 clusters Score: Raw -16049.893733 + Penalty 2785.918464 = -13263.975269 nChanged 2 SP:Iteration 7Q (36662.060000 sec): 3 clusters Score: Raw -16058.807466 + Penalty 2785.918464 = -13272.889002 nChanged 1 SP:Iteration 8Q (36662.060000 sec): 3 clusters Score: Raw -16062.106021 + Penalty 2785.918464 = -13276.187557 nChanged 1 SP:Iteration 9Q (36662.070000 sec): 3 clusters Score: Raw -16063.837839 + Penalty 2785.918464 = -13277.919375 nChanged 1 SP:Iteration 10Q (36662.070000 sec): 3 clusters Score: Raw -16064.456065 + Penalty 2785.918464 = -13278.537601 nChanged 1 SP:Iteration 11Q (36662.070000 sec): 3 clusters Score: Raw -16066.059264 + Penalty 2785.918464 = -13280.140800 nChanged 0 SP:Iteration 12F (36662.070000 sec): 3 clusters Score: Raw -16066.059264 + Penalty 2785.918464 = -13280.140800 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 42 (3092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36662.090000 sec): 2 clusters Score: Raw -458701.352460 + Penalty 1993.070206 = -456708.282255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36662.100000 sec): 3 clusters Score: Raw -457373.076075 + Penalty 3986.140411 = -453386.935663 nChanged 1083 SP:Iteration 1F (36662.120000 sec): 3 clusters Score: Raw -458164.568628 + Penalty 3986.140411 = -454178.428217 nChanged 276 SP:Iteration 2F (36662.130000 sec): 3 clusters Score: Raw -458423.604981 + Penalty 3986.140411 = -454437.464570 nChanged 189 SP:Iteration 3F (36662.150000 sec): 3 clusters Score: Raw -458600.195341 + Penalty 3986.140411 = -454614.054930 nChanged 151 SP:Iteration 4Q (36662.170000 sec): 3 clusters Score: Raw -458755.463577 + Penalty 3986.140411 = -454769.323166 nChanged 131 SP:Iteration 5Q (36662.180000 sec): 3 clusters Score: Raw -458925.452856 + Penalty 3986.140411 = -454939.312445 nChanged 125 SP:Iteration 6Q (36662.190000 sec): 3 clusters Score: Raw -459076.041391 + Penalty 3986.140411 = -455089.900980 nChanged 94 SP:Iteration 7Q (36662.210000 sec): 3 clusters Score: Raw -459164.671795 + Penalty 3986.140411 = -455178.531384 nChanged 89 SP:Iteration 8Q (36662.220000 sec): 3 clusters Score: Raw -459248.243910 + Penalty 3986.140411 = -455262.103499 nChanged 73 SP:Iteration 9Q (36662.240000 sec): 3 clusters Score: Raw -459308.287070 + Penalty 3986.140411 = -455322.146659 nChanged 64 SP:Iteration 10Q (36662.250000 sec): 3 clusters Score: Raw -459369.745286 + Penalty 3986.140411 = -455383.604875 nChanged 65 SP:Iteration 11Q (36662.270000 sec): 3 clusters Score: Raw -459426.092083 + Penalty 3986.140411 = -455439.951672 nChanged 69 SP:Iteration 12Q (36662.280000 sec): 3 clusters Score: Raw -459484.628956 + Penalty 3986.140411 = -455498.488545 nChanged 61 SP:Iteration 13Q (36662.300000 sec): 3 clusters Score: Raw -459534.758568 + Penalty 3986.140411 = -455548.618157 nChanged 53 SP:Iteration 14Q (36662.310000 sec): 3 clusters Score: Raw -459574.650575 + Penalty 3986.140411 = -455588.510164 nChanged 48 SP:Iteration 15Q (36662.330000 sec): 3 clusters Score: Raw -459612.699202 + Penalty 3986.140411 = -455626.558791 nChanged 41 SP:Iteration 16Q (36662.340000 sec): 3 clusters Score: Raw -459641.435502 + Penalty 3986.140411 = -455655.295091 nChanged 24 SP:Iteration 17Q (36662.350000 sec): 3 clusters Score: Raw -459651.945651 + Penalty 3986.140411 = -455665.805239 nChanged 19 SP:Iteration 18Q (36662.370000 sec): 3 clusters Score: Raw -459660.009224 + Penalty 3986.140411 = -455673.868812 nChanged 14 SP:Iteration 19Q (36662.380000 sec): 3 clusters Score: Raw -459667.400873 + Penalty 3986.140411 = -455681.260461 nChanged 13 SP:Iteration 20F (36662.400000 sec): 3 clusters Score: Raw -459672.593347 + Penalty 3986.140411 = -455686.452935 nChanged 15 SP:Iteration 21Q (36662.410000 sec): 3 clusters Score: Raw -459678.491852 + Penalty 3986.140411 = -455692.351441 nChanged 4 SP:Iteration 22Q (36662.430000 sec): 3 clusters Score: Raw -459679.748986 + Penalty 3986.140411 = -455693.608575 nChanged 2 SP:Iteration 23Q (36662.440000 sec): 3 clusters Score: Raw -459681.243980 + Penalty 3986.140411 = -455695.103569 nChanged 3 SP:Iteration 24Q (36662.450000 sec): 3 clusters Score: Raw -459683.033027 + Penalty 3986.140411 = -455696.892616 nChanged 2 SP:Iteration 25Q (36662.470000 sec): 3 clusters Score: Raw -459683.738635 + Penalty 3986.140411 = -455697.598223 nChanged 2 SP:Iteration 26Q (36662.480000 sec): 3 clusters Score: Raw -459685.403041 + Penalty 3986.140411 = -455699.262629 nChanged 5 SP:Iteration 27Q (36662.500000 sec): 3 clusters Score: Raw -459687.919320 + Penalty 3986.140411 = -455701.778909 nChanged 5 SP:Iteration 28Q (36662.510000 sec): 3 clusters Score: Raw -459689.600993 + Penalty 3986.140411 = -455703.460582 nChanged 1 SP:Iteration 29Q (36662.530000 sec): 3 clusters Score: Raw -459689.802668 + Penalty 3986.140411 = -455703.662257 nChanged 1 SP:Iteration 30Q (36662.540000 sec): 3 clusters Score: Raw -459690.278112 + Penalty 3986.140411 = -455704.137700 nChanged 0 SP:Iteration 31F (36662.560000 sec): 3 clusters Score: Raw -459690.278112 + Penalty 3986.140411 = -455704.137700 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 43 (13946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36662.630000 sec): 2 clusters Score: Raw -2241790.350294 + Penalty 2366.651106 = -2239423.699189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36662.690000 sec): 3 clusters Score: Raw -2233995.378442 + Penalty 4733.302212 = -2229262.076230 nChanged 5998 SP:Iteration 1F (36662.760000 sec): 3 clusters Score: Raw -2237210.424937 + Penalty 4733.302212 = -2232477.122725 nChanged 861 SP:Iteration 2F (36662.830000 sec): 3 clusters Score: Raw -2237569.790917 + Penalty 4733.302212 = -2232836.488705 nChanged 659 SP:Iteration 3Q (36662.900000 sec): 3 clusters Score: Raw -2237855.194928 + Penalty 4733.302212 = -2233121.892716 nChanged 611 SP:Iteration 4Q (36662.970000 sec): 3 clusters Score: Raw -2238123.705085 + Penalty 4733.302212 = -2233390.402873 nChanged 553 SP:Iteration 5Q (36663.040000 sec): 3 clusters Score: Raw -2238371.410185 + Penalty 4733.302212 = -2233638.107973 nChanged 484 SP:Iteration 6Q (36663.110000 sec): 3 clusters Score: Raw -2238599.678255 + Penalty 4733.302212 = -2233866.376043 nChanged 473 SP:Iteration 7Q (36663.180000 sec): 3 clusters Score: Raw -2238799.187732 + Penalty 4733.302212 = -2234065.885520 nChanged 437 SP:Iteration 8Q (36663.250000 sec): 3 clusters Score: Raw -2238968.692847 + Penalty 4733.302212 = -2234235.390635 nChanged 402 SP:Iteration 9Q (36663.320000 sec): 3 clusters Score: Raw -2239127.539341 + Penalty 4733.302212 = -2234394.237129 nChanged 376 SP:Iteration 10Q (36663.390000 sec): 3 clusters Score: Raw -2239270.826576 + Penalty 4733.302212 = -2234537.524364 nChanged 370 SP:Iteration 11Q (36663.460000 sec): 3 clusters Score: Raw -2239412.832047 + Penalty 4733.302212 = -2234679.529836 nChanged 349 SP:Iteration 12Q (36663.530000 sec): 3 clusters Score: Raw -2239530.409042 + Penalty 4733.302212 = -2234797.106830 nChanged 313 SP:Iteration 13Q (36663.600000 sec): 3 clusters Score: Raw -2239634.923169 + Penalty 4733.302212 = -2234901.620957 nChanged 318 SP:Iteration 14Q (36663.670000 sec): 3 clusters Score: Raw -2239762.726063 + Penalty 4733.302212 = -2235029.423851 nChanged 353 SP:Iteration 15Q (36663.740000 sec): 3 clusters Score: Raw -2239921.092939 + Penalty 4733.302212 = -2235187.790727 nChanged 348 SP:Iteration 16Q (36663.810000 sec): 3 clusters Score: Raw -2240077.670832 + Penalty 4733.302212 = -2235344.368620 nChanged 342 SP:Iteration 17Q (36663.870000 sec): 3 clusters Score: Raw -2240220.384505 + Penalty 4733.302212 = -2235487.082294 nChanged 309 SP:Iteration 18Q (36663.940000 sec): 3 clusters Score: Raw -2240344.959600 + Penalty 4733.302212 = -2235611.657388 nChanged 282 SP:Iteration 19Q (36664.010000 sec): 3 clusters Score: Raw -2240464.272617 + Penalty 4733.302212 = -2235730.970405 nChanged 283 SP:Iteration 20F (36664.080000 sec): 3 clusters Score: Raw -2240578.941429 + Penalty 4733.302212 = -2235845.639217 nChanged 248 SP:Iteration 21Q (36664.150000 sec): 3 clusters Score: Raw -2240682.908480 + Penalty 4733.302212 = -2235949.606268 nChanged 255 SP:Iteration 22Q (36664.210000 sec): 3 clusters Score: Raw -2240795.436569 + Penalty 4733.302212 = -2236062.134357 nChanged 240 SP:Iteration 23Q (36664.280000 sec): 3 clusters Score: Raw -2240908.043656 + Penalty 4733.302212 = -2236174.741444 nChanged 210 SP:Iteration 24Q (36664.340000 sec): 3 clusters Score: Raw -2241000.032667 + Penalty 4733.302212 = -2236266.730455 nChanged 210 SP:Iteration 25Q (36664.410000 sec): 3 clusters Score: Raw -2241091.756484 + Penalty 4733.302212 = -2236358.454272 nChanged 204 SP:Iteration 26Q (36664.470000 sec): 3 clusters Score: Raw -2241184.975254 + Penalty 4733.302212 = -2236451.673042 nChanged 192 SP:Iteration 27Q (36664.530000 sec): 3 clusters Score: Raw -2241272.387413 + Penalty 4733.302212 = -2236539.085201 nChanged 167 SP:Iteration 28Q (36664.590000 sec): 3 clusters Score: Raw -2241347.438216 + Penalty 4733.302212 = -2236614.136005 nChanged 147 SP:Iteration 29Q (36664.650000 sec): 3 clusters Score: Raw -2241413.011391 + Penalty 4733.302212 = -2236679.709179 nChanged 141 SP:Iteration 30Q (36664.710000 sec): 3 clusters Score: Raw -2241474.147571 + Penalty 4733.302212 = -2236740.845360 nChanged 130 SP:Iteration 31Q (36664.770000 sec): 3 clusters Score: Raw -2241529.304803 + Penalty 4733.302212 = -2236796.002592 nChanged 133 SP:Iteration 32Q (36664.830000 sec): 3 clusters Score: Raw -2241590.639165 + Penalty 4733.302212 = -2236857.336954 nChanged 121 SP:Iteration 33Q (36664.890000 sec): 3 clusters Score: Raw -2241648.577134 + Penalty 4733.302212 = -2236915.274922 nChanged 135 SP:Iteration 34Q (36664.950000 sec): 3 clusters Score: Raw -2241718.401802 + Penalty 4733.302212 = -2236985.099590 nChanged 133 SP:Iteration 35Q (36665.010000 sec): 3 clusters Score: Raw -2241791.309212 + Penalty 4733.302212 = -2237058.007000 nChanged 127 SP:Iteration 36Q (36665.070000 sec): 3 clusters Score: Raw -2241866.592558 + Penalty 4733.302212 = -2237133.290346 nChanged 100 SP:Iteration 37Q (36665.120000 sec): 3 clusters Score: Raw -2241926.114707 + Penalty 4733.302212 = -2237192.812495 nChanged 74 SP:Iteration 38Q (36665.180000 sec): 3 clusters Score: Raw -2241966.832481 + Penalty 4733.302212 = -2237233.530269 nChanged 68 SP:Iteration 39Q (36665.230000 sec): 3 clusters Score: Raw -2242001.214707 + Penalty 4733.302212 = -2237267.912495 nChanged 46 SP:Iteration 40F (36665.300000 sec): 3 clusters Score: Raw -2242029.600797 + Penalty 4733.302212 = -2237296.298585 nChanged 45 SP:Iteration 41Q (36665.360000 sec): 3 clusters Score: Raw -2242056.661647 + Penalty 4733.302212 = -2237323.359435 nChanged 42 SP:Iteration 42Q (36665.410000 sec): 3 clusters Score: Raw -2242079.113488 + Penalty 4733.302212 = -2237345.811276 nChanged 40 SP:Iteration 43Q (36665.470000 sec): 3 clusters Score: Raw -2242099.379569 + Penalty 4733.302212 = -2237366.077357 nChanged 30 SP:Iteration 44Q (36665.520000 sec): 3 clusters Score: Raw -2242112.163154 + Penalty 4733.302212 = -2237378.860942 nChanged 18 SP:Iteration 45Q (36665.570000 sec): 3 clusters Score: Raw -2242119.607802 + Penalty 4733.302212 = -2237386.305590 nChanged 16 SP:Iteration 46Q (36665.630000 sec): 3 clusters Score: Raw -2242126.363716 + Penalty 4733.302212 = -2237393.061504 nChanged 13 SP:Iteration 47Q (36665.680000 sec): 3 clusters Score: Raw -2242131.877266 + Penalty 4733.302212 = -2237398.575054 nChanged 9 SP:Iteration 48Q (36665.740000 sec): 3 clusters Score: Raw -2242135.476571 + Penalty 4733.302212 = -2237402.174359 nChanged 8 SP:Iteration 49Q (36665.790000 sec): 3 clusters Score: Raw -2242139.241335 + Penalty 4733.302212 = -2237405.939123 nChanged 11 SP:Iteration 50Q (36665.840000 sec): 3 clusters Score: Raw -2242145.227968 + Penalty 4733.302212 = -2237411.925756 nChanged 7 SP:Iteration 51Q (36665.890000 sec): 3 clusters Score: Raw -2242149.533926 + Penalty 4733.302212 = -2237416.231714 nChanged 9 SP:Iteration 52Q (36665.950000 sec): 3 clusters Score: Raw -2242155.098828 + Penalty 4733.302212 = -2237421.796616 nChanged 14 SP:Iteration 53Q (36666.000000 sec): 3 clusters Score: Raw -2242162.686268 + Penalty 4733.302212 = -2237429.384056 nChanged 9 SP:Iteration 54Q (36666.050000 sec): 3 clusters Score: Raw -2242168.546436 + Penalty 4733.302212 = -2237435.244224 nChanged 10 SP:Iteration 55Q (36666.110000 sec): 3 clusters Score: Raw -2242175.200347 + Penalty 4733.302212 = -2237441.898135 nChanged 10 SP:Iteration 56Q (36666.160000 sec): 3 clusters Score: Raw -2242181.031821 + Penalty 4733.302212 = -2237447.729609 nChanged 11 SP:Iteration 57Q (36666.210000 sec): 3 clusters Score: Raw -2242186.495000 + Penalty 4733.302212 = -2237453.192789 nChanged 7 SP:Iteration 58Q (36666.270000 sec): 3 clusters Score: Raw -2242189.171161 + Penalty 4733.302212 = -2237455.868950 nChanged 5 SP:Iteration 59Q (36666.320000 sec): 3 clusters Score: Raw -2242190.839433 + Penalty 4733.302212 = -2237457.537221 nChanged 2 SP:Iteration 60F (36666.390000 sec): 3 clusters Score: Raw -2242191.429899 + Penalty 4733.302212 = -2237458.127687 nChanged 3 SP:Iteration 61Q (36666.440000 sec): 3 clusters Score: Raw -2242192.907149 + Penalty 4733.302212 = -2237459.604937 nChanged 2 SP:Iteration 62Q (36666.500000 sec): 3 clusters Score: Raw -2242194.338419 + Penalty 4733.302212 = -2237461.036207 nChanged 1 SP:Iteration 63Q (36666.550000 sec): 3 clusters Score: Raw -2242195.505695 + Penalty 4733.302212 = -2237462.203483 nChanged 1 SP:Iteration 64Q (36666.600000 sec): 3 clusters Score: Raw -2242196.300237 + Penalty 4733.302212 = -2237462.998025 nChanged 1 SP:Iteration 65Q (36666.650000 sec): 3 clusters Score: Raw -2242196.533015 + Penalty 4733.302212 = -2237463.230804 nChanged 1 SP:Iteration 66Q (36666.710000 sec): 3 clusters Score: Raw -2242196.765683 + Penalty 4733.302212 = -2237463.463471 nChanged 1 SP:Iteration 67Q (36666.760000 sec): 3 clusters Score: Raw -2242197.395550 + Penalty 4733.302212 = -2237464.093338 nChanged 0 SP:Iteration 68F (36666.830000 sec): 3 clusters Score: Raw -2242197.395550 + Penalty 4733.302212 = -2237464.093338 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 44 (3454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36666.850000 sec): 2 clusters Score: Raw -534835.006774 + Penalty 2020.527488 = -532814.479286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36666.870000 sec): 3 clusters Score: Raw -533263.975680 + Penalty 4041.054976 = -529222.920704 nChanged 1268 SP:Iteration 1F (36666.890000 sec): 3 clusters Score: Raw -534062.856951 + Penalty 4041.054976 = -530021.801974 nChanged 288 SP:Iteration 2F (36666.910000 sec): 3 clusters Score: Raw -534273.841581 + Penalty 4041.054976 = -530232.786604 nChanged 172 SP:Iteration 3Q (36666.920000 sec): 3 clusters Score: Raw -534397.278835 + Penalty 4041.054976 = -530356.223859 nChanged 142 SP:Iteration 4Q (36666.940000 sec): 3 clusters Score: Raw -534511.419158 + Penalty 4041.054976 = -530470.364181 nChanged 133 SP:Iteration 5Q (36666.960000 sec): 3 clusters Score: Raw -534646.076122 + Penalty 4041.054976 = -530605.021145 nChanged 143 SP:Iteration 6Q (36666.970000 sec): 3 clusters Score: Raw -534788.179494 + Penalty 4041.054976 = -530747.124517 nChanged 139 SP:Iteration 7Q (36666.990000 sec): 3 clusters Score: Raw -534922.609710 + Penalty 4041.054976 = -530881.554733 nChanged 146 SP:Iteration 8Q (36667.010000 sec): 3 clusters Score: Raw -535066.657153 + Penalty 4041.054976 = -531025.602176 nChanged 134 SP:Iteration 9Q (36667.030000 sec): 3 clusters Score: Raw -535190.576197 + Penalty 4041.054976 = -531149.521221 nChanged 92 SP:Iteration 10Q (36667.040000 sec): 3 clusters Score: Raw -535254.697937 + Penalty 4041.054976 = -531213.642960 nChanged 67 SP:Iteration 11Q (36667.060000 sec): 3 clusters Score: Raw -535304.756081 + Penalty 4041.054976 = -531263.701105 nChanged 67 SP:Iteration 12Q (36667.070000 sec): 3 clusters Score: Raw -535355.984697 + Penalty 4041.054976 = -531314.929721 nChanged 56 SP:Iteration 13Q (36667.090000 sec): 3 clusters Score: Raw -535403.846628 + Penalty 4041.054976 = -531362.791652 nChanged 53 SP:Iteration 14Q (36667.110000 sec): 3 clusters Score: Raw -535447.939357 + Penalty 4041.054976 = -531406.884381 nChanged 49 SP:Iteration 15Q (36667.120000 sec): 3 clusters Score: Raw -535489.097548 + Penalty 4041.054976 = -531448.042572 nChanged 38 SP:Iteration 16Q (36667.140000 sec): 3 clusters Score: Raw -535519.556867 + Penalty 4041.054976 = -531478.501890 nChanged 36 SP:Iteration 17Q (36667.150000 sec): 3 clusters Score: Raw -535550.015624 + Penalty 4041.054976 = -531508.960647 nChanged 34 SP:Iteration 18Q (36667.170000 sec): 3 clusters Score: Raw -535573.536432 + Penalty 4041.054976 = -531532.481456 nChanged 18 SP:Iteration 19Q (36667.190000 sec): 3 clusters Score: Raw -535584.682416 + Penalty 4041.054976 = -531543.627439 nChanged 17 SP:Iteration 20F (36667.210000 sec): 3 clusters Score: Raw -535592.428880 + Penalty 4041.054976 = -531551.373904 nChanged 13 SP:Iteration 21Q (36667.220000 sec): 3 clusters Score: Raw -535599.635728 + Penalty 4041.054976 = -531558.580751 nChanged 12 SP:Iteration 22Q (36667.240000 sec): 3 clusters Score: Raw -535605.738064 + Penalty 4041.054976 = -531564.683088 nChanged 7 SP:Iteration 23Q (36667.250000 sec): 3 clusters Score: Raw -535609.230122 + Penalty 4041.054976 = -531568.175146 nChanged 6 SP:Iteration 24Q (36667.270000 sec): 3 clusters Score: Raw -535611.360318 + Penalty 4041.054976 = -531570.305341 nChanged 3 SP:Iteration 25Q (36667.290000 sec): 3 clusters Score: Raw -535612.700630 + Penalty 4041.054976 = -531571.645653 nChanged 1 SP:Iteration 26Q (36667.300000 sec): 3 clusters Score: Raw -535612.922693 + Penalty 4041.054976 = -531571.867716 nChanged 0 SP:Iteration 27F (36667.320000 sec): 3 clusters Score: Raw -535612.922693 + Penalty 4041.054976 = -531571.867716 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 45 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36667.320000 sec): 2 clusters Score: Raw -18694.212029 + Penalty 1212.806584 = -17481.405445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36667.330000 sec): 3 clusters Score: Raw -18992.640727 + Penalty 2425.613168 = -16567.027559 nChanged 4 SP:Iteration 1Q (36667.330000 sec): 3 clusters Score: Raw -19020.788507 + Penalty 2425.613168 = -16595.175340 nChanged 1 SP:Iteration 2Q (36667.330000 sec): 3 clusters Score: Raw -19028.792602 + Penalty 2425.613168 = -16603.179435 nChanged 0 SP:Iteration 3F (36667.330000 sec): 3 clusters Score: Raw -19028.792602 + Penalty 2425.613168 = -16603.179435 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 46 (1611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36667.340000 sec): 2 clusters Score: Raw -241455.482022 + Penalty 1831.383375 = -239624.098647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36667.350000 sec): 3 clusters Score: Raw -240903.633035 + Penalty 3662.766750 = -237240.866285 nChanged 493 SP:Iteration 1F (36667.350000 sec): 3 clusters Score: Raw -241329.309347 + Penalty 3662.766750 = -237666.542597 nChanged 122 SP:Iteration 2F (36667.360000 sec): 3 clusters Score: Raw -241449.765933 + Penalty 3662.766750 = -237786.999183 nChanged 63 SP:Iteration 3Q (36667.370000 sec): 3 clusters Score: Raw -241516.626314 + Penalty 3662.766750 = -237853.859564 nChanged 44 SP:Iteration 4Q (36667.380000 sec): 3 clusters Score: Raw -241569.305562 + Penalty 3662.766750 = -237906.538812 nChanged 31 SP:Iteration 5Q (36667.390000 sec): 3 clusters Score: Raw -241596.252476 + Penalty 3662.766750 = -237933.485726 nChanged 20 SP:Iteration 6Q (36667.390000 sec): 3 clusters Score: Raw -241618.675673 + Penalty 3662.766750 = -237955.908923 nChanged 28 SP:Iteration 7Q (36667.400000 sec): 3 clusters Score: Raw -241649.090768 + Penalty 3662.766750 = -237986.324018 nChanged 26 SP:Iteration 8Q (36667.410000 sec): 3 clusters Score: Raw -241684.876018 + Penalty 3662.766750 = -238022.109268 nChanged 36 SP:Iteration 9Q (36667.420000 sec): 3 clusters Score: Raw -241738.699753 + Penalty 3662.766750 = -238075.933003 nChanged 43 SP:Iteration 10Q (36667.430000 sec): 3 clusters Score: Raw -241807.618549 + Penalty 3662.766750 = -238144.851799 nChanged 36 SP:Iteration 11Q (36667.430000 sec): 3 clusters Score: Raw -241875.711709 + Penalty 3662.766750 = -238212.944958 nChanged 43 SP:Iteration 12Q (36667.440000 sec): 3 clusters Score: Raw -241961.453483 + Penalty 3662.766750 = -238298.686732 nChanged 37 SP:Iteration 13Q (36667.450000 sec): 3 clusters Score: Raw -242013.411069 + Penalty 3662.766750 = -238350.644319 nChanged 26 SP:Iteration 14Q (36667.450000 sec): 3 clusters Score: Raw -242053.951239 + Penalty 3662.766750 = -238391.184489 nChanged 27 SP:Iteration 15Q (36667.460000 sec): 3 clusters Score: Raw -242093.284433 + Penalty 3662.766750 = -238430.517683 nChanged 22 SP:Iteration 16Q (36667.470000 sec): 3 clusters Score: Raw -242136.379884 + Penalty 3662.766750 = -238473.613134 nChanged 28 SP:Iteration 17Q (36667.480000 sec): 3 clusters Score: Raw -242177.103181 + Penalty 3662.766750 = -238514.336431 nChanged 30 SP:Iteration 18Q (36667.490000 sec): 3 clusters Score: Raw -242241.559852 + Penalty 3662.766750 = -238578.793102 nChanged 34 SP:Iteration 19Q (36667.490000 sec): 3 clusters Score: Raw -242315.371743 + Penalty 3662.766750 = -238652.604993 nChanged 31 SP:Iteration 20F (36667.500000 sec): 3 clusters Score: Raw -242387.840792 + Penalty 3662.766750 = -238725.074042 nChanged 28 SP:Iteration 21Q (36667.510000 sec): 3 clusters Score: Raw -242443.888765 + Penalty 3662.766750 = -238781.122015 nChanged 25 SP:Iteration 22Q (36667.510000 sec): 3 clusters Score: Raw -242487.164117 + Penalty 3662.766750 = -238824.397367 nChanged 28 SP:Iteration 23Q (36667.520000 sec): 3 clusters Score: Raw -242522.871149 + Penalty 3662.766750 = -238860.104399 nChanged 22 SP:Iteration 24Q (36667.530000 sec): 3 clusters Score: Raw -242553.663134 + Penalty 3662.766750 = -238890.896384 nChanged 22 SP:Iteration 25Q (36667.530000 sec): 3 clusters Score: Raw -242593.103107 + Penalty 3662.766750 = -238930.336357 nChanged 19 SP:Iteration 26Q (36667.540000 sec): 3 clusters Score: Raw -242621.225887 + Penalty 3662.766750 = -238958.459137 nChanged 14 SP:Iteration 27Q (36667.550000 sec): 3 clusters Score: Raw -242642.490518 + Penalty 3662.766750 = -238979.723768 nChanged 16 SP:Iteration 28Q (36667.550000 sec): 3 clusters Score: Raw -242661.047601 + Penalty 3662.766750 = -238998.280850 nChanged 10 SP:Iteration 29Q (36667.560000 sec): 3 clusters Score: Raw -242672.693122 + Penalty 3662.766750 = -239009.926372 nChanged 7 SP:Iteration 30Q (36667.570000 sec): 3 clusters Score: Raw -242679.722239 + Penalty 3662.766750 = -239016.955489 nChanged 6 SP:Iteration 31Q (36667.570000 sec): 3 clusters Score: Raw -242686.682720 + Penalty 3662.766750 = -239023.915970 nChanged 4 SP:Iteration 32Q (36667.580000 sec): 3 clusters Score: Raw -242691.166526 + Penalty 3662.766750 = -239028.399776 nChanged 5 SP:Iteration 33Q (36667.590000 sec): 3 clusters Score: Raw -242697.600144 + Penalty 3662.766750 = -239034.833394 nChanged 5 SP:Iteration 34Q (36667.590000 sec): 3 clusters Score: Raw -242702.415569 + Penalty 3662.766750 = -239039.648819 nChanged 3 SP:Iteration 35Q (36667.600000 sec): 3 clusters Score: Raw -242706.908591 + Penalty 3662.766750 = -239044.141841 nChanged 3 SP:Iteration 36Q (36667.610000 sec): 3 clusters Score: Raw -242709.114442 + Penalty 3662.766750 = -239046.347692 nChanged 1 SP:Iteration 37Q (36667.610000 sec): 3 clusters Score: Raw -242709.561848 + Penalty 3662.766750 = -239046.795098 nChanged 0 SP:Iteration 38F (36667.620000 sec): 3 clusters Score: Raw -242709.561848 + Penalty 3662.766750 = -239046.795098 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 47 (542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36667.630000 sec): 2 clusters Score: Raw -81697.939149 + Penalty 1561.225968 = -80136.713181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36667.630000 sec): 3 clusters Score: Raw -81653.167154 + Penalty 3122.451937 = -78530.715218 nChanged 78 SP:Iteration 1F (36667.630000 sec): 3 clusters Score: Raw -81777.690611 + Penalty 3122.451937 = -78655.238674 nChanged 21 SP:Iteration 2Q (36667.630000 sec): 3 clusters Score: Raw -81838.474051 + Penalty 3122.451937 = -78716.022115 nChanged 18 SP:Iteration 3Q (36667.640000 sec): 3 clusters Score: Raw -81869.999591 + Penalty 3122.451937 = -78747.547654 nChanged 3 SP:Iteration 4Q (36667.640000 sec): 3 clusters Score: Raw -81875.931247 + Penalty 3122.451937 = -78753.479310 nChanged 6 SP:Iteration 5Q (36667.650000 sec): 3 clusters Score: Raw -81885.968501 + Penalty 3122.451937 = -78763.516564 nChanged 8 SP:Iteration 6Q (36667.650000 sec): 3 clusters Score: Raw -81902.543217 + Penalty 3122.451937 = -78780.091281 nChanged 3 SP:Iteration 7Q (36667.650000 sec): 3 clusters Score: Raw -81911.527953 + Penalty 3122.451937 = -78789.076017 nChanged 4 SP:Iteration 8Q (36667.650000 sec): 3 clusters Score: Raw -81924.590863 + Penalty 3122.451937 = -78802.138927 nChanged 3 SP:Iteration 9Q (36667.650000 sec): 3 clusters Score: Raw -81930.292682 + Penalty 3122.451937 = -78807.840745 nChanged 3 SP:Iteration 10Q (36667.660000 sec): 3 clusters Score: Raw -81935.402115 + Penalty 3122.451937 = -78812.950178 nChanged 1 SP:Iteration 11Q (36667.660000 sec): 3 clusters Score: Raw -81937.414520 + Penalty 3122.451937 = -78814.962583 nChanged 1 SP:Iteration 12Q (36667.660000 sec): 3 clusters Score: Raw -81939.041054 + Penalty 3122.451937 = -78816.589117 nChanged 0 SP:Iteration 13F (36667.670000 sec): 3 clusters Score: Raw -81939.041054 + Penalty 3122.451937 = -78816.589117 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 48 (670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36667.670000 sec): 2 clusters Score: Raw -109523.636023 + Penalty 1613.804873 = -107909.831151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36667.670000 sec): 3 clusters Score: Raw -109443.063382 + Penalty 3227.609745 = -106215.453637 nChanged 142 SP:Iteration 1F (36667.680000 sec): 3 clusters Score: Raw -109642.555171 + Penalty 3227.609745 = -106414.945426 nChanged 40 SP:Iteration 2F (36667.680000 sec): 3 clusters Score: Raw -109707.842250 + Penalty 3227.609745 = -106480.232505 nChanged 17 SP:Iteration 3Q (36667.690000 sec): 3 clusters Score: Raw -109732.133073 + Penalty 3227.609745 = -106504.523328 nChanged 7 SP:Iteration 4Q (36667.690000 sec): 3 clusters Score: Raw -109743.824932 + Penalty 3227.609745 = -106516.215187 nChanged 5 SP:Iteration 5Q (36667.690000 sec): 3 clusters Score: Raw -109750.127754 + Penalty 3227.609745 = -106522.518008 nChanged 1 SP:Iteration 6Q (36667.690000 sec): 3 clusters Score: Raw -109751.381866 + Penalty 3227.609745 = -106523.772121 nChanged 1 SP:Iteration 7Q (36667.700000 sec): 3 clusters Score: Raw -109752.797603 + Penalty 3227.609745 = -106525.187858 nChanged 0 SP:Iteration 8F (36667.700000 sec): 3 clusters Score: Raw -109752.797603 + Penalty 3227.609745 = -106525.187858 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 49 (471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36667.710000 sec): 2 clusters Score: Raw -69900.279090 + Penalty 1526.404807 = -68373.874283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36667.710000 sec): 3 clusters Score: Raw -69929.169289 + Penalty 3052.809615 = -66876.359675 nChanged 85 SP:Iteration 1F (36667.710000 sec): 3 clusters Score: Raw -70102.084084 + Penalty 3052.809615 = -67049.274469 nChanged 18 SP:Iteration 2Q (36667.720000 sec): 3 clusters Score: Raw -70147.928928 + Penalty 3052.809615 = -67095.119313 nChanged 13 SP:Iteration 3Q (36667.720000 sec): 3 clusters Score: Raw -70181.027165 + Penalty 3052.809615 = -67128.217551 nChanged 9 SP:Iteration 4Q (36667.720000 sec): 3 clusters Score: Raw -70205.444322 + Penalty 3052.809615 = -67152.634707 nChanged 7 SP:Iteration 5Q (36667.720000 sec): 3 clusters Score: Raw -70234.098713 + Penalty 3052.809615 = -67181.289098 nChanged 8 SP:Iteration 6Q (36667.730000 sec): 3 clusters Score: Raw -70259.850122 + Penalty 3052.809615 = -67207.040507 nChanged 8 SP:Iteration 7Q (36667.730000 sec): 3 clusters Score: Raw -70287.269777 + Penalty 3052.809615 = -67234.460163 nChanged 4 SP:Iteration 8Q (36667.730000 sec): 3 clusters Score: Raw -70297.575992 + Penalty 3052.809615 = -67244.766377 nChanged 3 SP:Iteration 9Q (36667.730000 sec): 3 clusters Score: Raw -70316.641827 + Penalty 3052.809615 = -67263.832212 nChanged 2 SP:Iteration 10Q (36667.730000 sec): 3 clusters Score: Raw -70330.808854 + Penalty 3052.809615 = -67277.999239 nChanged 2 SP:Iteration 11Q (36667.730000 sec): 3 clusters Score: Raw -70338.785586 + Penalty 3052.809615 = -67285.975971 nChanged 2 SP:Iteration 12Q (36667.740000 sec): 3 clusters Score: Raw -70342.737032 + Penalty 3052.809615 = -67289.927417 nChanged 2 SP:Iteration 13Q (36667.740000 sec): 3 clusters Score: Raw -70344.534942 + Penalty 3052.809615 = -67291.725327 nChanged 1 SP:Iteration 14Q (36667.740000 sec): 3 clusters Score: Raw -70347.809486 + Penalty 3052.809615 = -67294.999872 nChanged 2 SP:Iteration 15Q (36667.750000 sec): 3 clusters Score: Raw -70357.538692 + Penalty 3052.809615 = -67304.729078 nChanged 3 SP:Iteration 16Q (36667.750000 sec): 3 clusters Score: Raw -70365.378677 + Penalty 3052.809615 = -67312.569062 nChanged 0 SP:Iteration 17F (36667.750000 sec): 3 clusters Score: Raw -70365.378677 + Penalty 3052.809615 = -67312.569062 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 50 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36667.750000 sec): 2 clusters Score: Raw -19228.586694 + Penalty 1302.563810 = -17926.022884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36667.750000 sec): 3 clusters Score: Raw -19518.393850 + Penalty 2605.127620 = -16913.266230 nChanged 26 SP:Iteration 1F (36667.760000 sec): 3 clusters Score: Raw -19776.536357 + Penalty 2605.127620 = -17171.408737 nChanged 11 SP:Iteration 2F (36667.760000 sec): 3 clusters Score: Raw -19871.962602 + Penalty 2605.127620 = -17266.834982 nChanged 7 SP:Iteration 3Q (36667.760000 sec): 3 clusters Score: Raw -19953.259575 + Penalty 2605.127620 = -17348.131955 nChanged 7 SP:Iteration 4Q (36667.760000 sec): 3 clusters Score: Raw -20047.253177 + Penalty 2605.127620 = -17442.125557 nChanged 5 SP:Iteration 5Q (36667.760000 sec): 3 clusters Score: Raw -20102.130360 + Penalty 2605.127620 = -17497.002740 nChanged 3 SP:Iteration 6Q (36667.760000 sec): 3 clusters Score: Raw -20170.161079 + Penalty 2605.127620 = -17565.033458 nChanged 1 SP:Iteration 7Q (36667.760000 sec): 3 clusters Score: Raw -20182.330420 + Penalty 2605.127620 = -17577.202799 nChanged 0 SP:Iteration 8F (36667.760000 sec): 3 clusters Score: Raw -20182.330420 + Penalty 2605.127620 = -17577.202799 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 51 (4252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36667.790000 sec): 2 clusters Score: Raw -664407.647096 + Penalty 2072.075895 = -662335.571201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36667.810000 sec): 3 clusters Score: Raw -662554.760254 + Penalty 4144.151791 = -658410.608463 nChanged 1578 SP:Iteration 1F (36667.830000 sec): 3 clusters Score: Raw -663805.722725 + Penalty 4144.151791 = -659661.570934 nChanged 509 SP:Iteration 2F (36667.850000 sec): 3 clusters Score: Raw -664467.390462 + Penalty 4144.151791 = -660323.238671 nChanged 383 SP:Iteration 3F (36667.870000 sec): 3 clusters Score: Raw -664929.885100 + Penalty 4144.151791 = -660785.733310 nChanged 281 SP:Iteration 4F (36667.890000 sec): 3 clusters Score: Raw -665238.216163 + Penalty 4144.151791 = -661094.064372 nChanged 175 SP:Iteration 5Q (36667.910000 sec): 3 clusters Score: Raw -665414.722443 + Penalty 4144.151791 = -661270.570653 nChanged 117 SP:Iteration 6Q (36667.930000 sec): 3 clusters Score: Raw -665502.360946 + Penalty 4144.151791 = -661358.209155 nChanged 77 SP:Iteration 7Q (36667.950000 sec): 3 clusters Score: Raw -665545.323340 + Penalty 4144.151791 = -661401.171550 nChanged 42 SP:Iteration 8Q (36667.970000 sec): 3 clusters Score: Raw -665569.807864 + Penalty 4144.151791 = -661425.656073 nChanged 39 SP:Iteration 9Q (36667.990000 sec): 3 clusters Score: Raw -665593.814158 + Penalty 4144.151791 = -661449.662367 nChanged 31 SP:Iteration 10Q (36668.010000 sec): 3 clusters Score: Raw -665607.979151 + Penalty 4144.151791 = -661463.827360 nChanged 17 SP:Iteration 11Q (36668.030000 sec): 3 clusters Score: Raw -665614.412780 + Penalty 4144.151791 = -661470.260990 nChanged 10 SP:Iteration 12Q (36668.050000 sec): 3 clusters Score: Raw -665620.581466 + Penalty 4144.151791 = -661476.429676 nChanged 13 SP:Iteration 13Q (36668.080000 sec): 3 clusters Score: Raw -665625.959491 + Penalty 4144.151791 = -661481.807700 nChanged 11 SP:Iteration 14Q (36668.100000 sec): 3 clusters Score: Raw -665630.905531 + Penalty 4144.151791 = -661486.753740 nChanged 16 SP:Iteration 15Q (36668.120000 sec): 3 clusters Score: Raw -665637.889232 + Penalty 4144.151791 = -661493.737441 nChanged 11 SP:Iteration 16Q (36668.140000 sec): 3 clusters Score: Raw -665641.659726 + Penalty 4144.151791 = -661497.507935 nChanged 5 SP:Iteration 17Q (36668.160000 sec): 3 clusters Score: Raw -665642.996594 + Penalty 4144.151791 = -661498.844803 nChanged 6 SP:Iteration 18Q (36668.180000 sec): 3 clusters Score: Raw -665644.546580 + Penalty 4144.151791 = -661500.394789 nChanged 5 SP:Iteration 19Q (36668.200000 sec): 3 clusters Score: Raw -665646.508510 + Penalty 4144.151791 = -661502.356719 nChanged 4 SP:Iteration 20F (36668.220000 sec): 3 clusters Score: Raw -665648.153696 + Penalty 4144.151791 = -661504.001905 nChanged 3 SP:Iteration 21Q (36668.240000 sec): 3 clusters Score: Raw -665648.829488 + Penalty 4144.151791 = -661504.677698 nChanged 1 SP:Iteration 22Q (36668.260000 sec): 3 clusters Score: Raw -665649.053930 + Penalty 4144.151791 = -661504.902139 nChanged 0 SP:Iteration 23F (36668.280000 sec): 3 clusters Score: Raw -665649.053930 + Penalty 4144.151791 = -661504.902139 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 52 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36668.290000 sec): 2 clusters Score: Raw -49377.808513 + Penalty 1435.150551 = -47942.657963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36668.290000 sec): 3 clusters Score: Raw -49489.807682 + Penalty 2870.301101 = -46619.506581 nChanged 44 SP:Iteration 1F (36668.290000 sec): 3 clusters Score: Raw -49669.939211 + Penalty 2870.301101 = -46799.638109 nChanged 16 SP:Iteration 2Q (36668.290000 sec): 3 clusters Score: Raw -49754.062714 + Penalty 2870.301101 = -46883.761613 nChanged 9 SP:Iteration 3Q (36668.290000 sec): 3 clusters Score: Raw -50074.935321 + Penalty 2870.301101 = -47204.634220 nChanged 16 SP:Iteration 4Q (36668.300000 sec): 3 clusters Score: Raw -50132.741425 + Penalty 2870.301101 = -47262.440324 nChanged 12 SP:Iteration 5Q (36668.300000 sec): 3 clusters Score: Raw -50168.854519 + Penalty 2870.301101 = -47298.553418 nChanged 4 SP:Iteration 6Q (36668.300000 sec): 3 clusters Score: Raw -50186.999081 + Penalty 2870.301101 = -47316.697980 nChanged 2 SP:Iteration 7Q (36668.300000 sec): 3 clusters Score: Raw -50196.663340 + Penalty 2870.301101 = -47326.362239 nChanged 2 SP:Iteration 8Q (36668.300000 sec): 3 clusters Score: Raw -50205.198251 + Penalty 2870.301101 = -47334.897150 nChanged 0 SP:Iteration 9F (36668.310000 sec): 3 clusters Score: Raw -50205.198251 + Penalty 2870.301101 = -47334.897150 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 53 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36668.310000 sec): 2 clusters Score: Raw -31770.391420 + Penalty 1349.719592 = -30420.671828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36668.310000 sec): 3 clusters Score: Raw -32032.311671 + Penalty 2699.439184 = -29332.872486 nChanged 32 SP:Iteration 1F (36668.310000 sec): 3 clusters Score: Raw -32153.960088 + Penalty 2699.439184 = -29454.520904 nChanged 4 SP:Iteration 2Q (36668.310000 sec): 3 clusters Score: Raw -32179.048790 + Penalty 2699.439184 = -29479.609605 nChanged 0 SP:Iteration 3F (36668.310000 sec): 3 clusters Score: Raw -32179.048790 + Penalty 2699.439184 = -29479.609605 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 54 (481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36668.320000 sec): 2 clusters Score: Raw -72832.022940 + Penalty 1531.615083 = -71300.407857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36668.320000 sec): 3 clusters Score: Raw -72893.618432 + Penalty 3063.230166 = -69830.388266 nChanged 85 SP:Iteration 1F (36668.330000 sec): 3 clusters Score: Raw -73030.017890 + Penalty 3063.230166 = -69966.787724 nChanged 14 SP:Iteration 2Q (36668.330000 sec): 3 clusters Score: Raw -73069.619350 + Penalty 3063.230166 = -70006.389184 nChanged 10 SP:Iteration 3Q (36668.330000 sec): 3 clusters Score: Raw -73116.220238 + Penalty 3063.230166 = -70052.990072 nChanged 8 SP:Iteration 4Q (36668.330000 sec): 3 clusters Score: Raw -73146.199800 + Penalty 3063.230166 = -70082.969634 nChanged 7 SP:Iteration 5Q (36668.330000 sec): 3 clusters Score: Raw -73157.614635 + Penalty 3063.230166 = -70094.384469 nChanged 1 SP:Iteration 6Q (36668.340000 sec): 3 clusters Score: Raw -73160.887844 + Penalty 3063.230166 = -70097.657678 nChanged 0 SP:Iteration 7F (36668.340000 sec): 3 clusters Score: Raw -73160.887844 + Penalty 3063.230166 = -70097.657678 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 55 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36668.350000 sec): 2 clusters Score: Raw -16319.729328 + Penalty 1174.577215 = -15145.152113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36668.350000 sec): 3 clusters Score: Raw -16695.787297 + Penalty 2349.154430 = -14346.632867 nChanged 2 SP:Iteration 1Q (36668.350000 sec): 3 clusters Score: Raw -16714.582381 + Penalty 2349.154430 = -14365.427950 nChanged 0 SP:Iteration 2F (36668.350000 sec): 3 clusters Score: Raw -16714.582381 + Penalty 2349.154430 = -14365.427950 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 56 (4967 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36668.370000 sec): 2 clusters Score: Raw -789755.403127 + Penalty 2110.621686 = -787644.781441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36668.400000 sec): 3 clusters Score: Raw -787309.033762 + Penalty 4221.243372 = -783087.790390 nChanged 1929 SP:Iteration 1F (36668.420000 sec): 3 clusters Score: Raw -788397.044744 + Penalty 4221.243372 = -784175.801372 nChanged 356 SP:Iteration 2F (36668.450000 sec): 3 clusters Score: Raw -788623.880552 + Penalty 4221.243372 = -784402.637180 nChanged 280 SP:Iteration 3F (36668.470000 sec): 3 clusters Score: Raw -788824.746095 + Penalty 4221.243372 = -784603.502722 nChanged 244 SP:Iteration 4Q (36668.500000 sec): 3 clusters Score: Raw -788997.077532 + Penalty 4221.243372 = -784775.834160 nChanged 250 SP:Iteration 5F (36668.520000 sec): 3 clusters Score: Raw -789197.395852 + Penalty 4221.243372 = -784976.152480 nChanged 240 SP:Iteration 6Q (36668.550000 sec): 3 clusters Score: Raw -789394.581912 + Penalty 4221.243372 = -785173.338540 nChanged 244 SP:Iteration 7Q (36668.570000 sec): 3 clusters Score: Raw -789593.126845 + Penalty 4221.243372 = -785371.883473 nChanged 231 SP:Iteration 8Q (36668.590000 sec): 3 clusters Score: Raw -789770.096382 + Penalty 4221.243372 = -785548.853009 nChanged 180 SP:Iteration 9Q (36668.620000 sec): 3 clusters Score: Raw -789886.495811 + Penalty 4221.243372 = -785665.252439 nChanged 135 SP:Iteration 10Q (36668.640000 sec): 3 clusters Score: Raw -789973.821967 + Penalty 4221.243372 = -785752.578595 nChanged 118 SP:Iteration 11Q (36668.670000 sec): 3 clusters Score: Raw -790036.764613 + Penalty 4221.243372 = -785815.521241 nChanged 68 SP:Iteration 12Q (36668.690000 sec): 3 clusters Score: Raw -790067.970550 + Penalty 4221.243372 = -785846.727178 nChanged 51 SP:Iteration 13Q (36668.710000 sec): 3 clusters Score: Raw -790091.597675 + Penalty 4221.243372 = -785870.354303 nChanged 39 SP:Iteration 14Q (36668.740000 sec): 3 clusters Score: Raw -790110.447952 + Penalty 4221.243372 = -785889.204579 nChanged 32 SP:Iteration 15Q (36668.770000 sec): 3 clusters Score: Raw -790123.579043 + Penalty 4221.243372 = -785902.335670 nChanged 26 SP:Iteration 16Q (36668.790000 sec): 3 clusters Score: Raw -790132.760479 + Penalty 4221.243372 = -785911.517106 nChanged 20 SP:Iteration 17Q (36668.810000 sec): 3 clusters Score: Raw -790141.605635 + Penalty 4221.243372 = -785920.362263 nChanged 19 SP:Iteration 18Q (36668.840000 sec): 3 clusters Score: Raw -790149.284073 + Penalty 4221.243372 = -785928.040700 nChanged 16 SP:Iteration 19Q (36668.860000 sec): 3 clusters Score: Raw -790154.251800 + Penalty 4221.243372 = -785933.008428 nChanged 11 SP:Iteration 20F (36668.890000 sec): 3 clusters Score: Raw -790158.527180 + Penalty 4221.243372 = -785937.283808 nChanged 9 SP:Iteration 21Q (36668.910000 sec): 3 clusters Score: Raw -790161.060964 + Penalty 4221.243372 = -785939.817592 nChanged 3 SP:Iteration 22Q (36668.930000 sec): 3 clusters Score: Raw -790162.056946 + Penalty 4221.243372 = -785940.813573 nChanged 4 SP:Iteration 23Q (36668.960000 sec): 3 clusters Score: Raw -790164.322007 + Penalty 4221.243372 = -785943.078635 nChanged 6 SP:Iteration 24Q (36668.980000 sec): 3 clusters Score: Raw -790166.042408 + Penalty 4221.243372 = -785944.799036 nChanged 5 SP:Iteration 25Q (36669.010000 sec): 3 clusters Score: Raw -790167.608535 + Penalty 4221.243372 = -785946.365163 nChanged 8 SP:Iteration 26Q (36669.030000 sec): 3 clusters Score: Raw -790170.375576 + Penalty 4221.243372 = -785949.132204 nChanged 9 SP:Iteration 27Q (36669.050000 sec): 3 clusters Score: Raw -790172.869998 + Penalty 4221.243372 = -785951.626626 nChanged 8 SP:Iteration 28Q (36669.080000 sec): 3 clusters Score: Raw -790175.897621 + Penalty 4221.243372 = -785954.654249 nChanged 4 SP:Iteration 29Q (36669.100000 sec): 3 clusters Score: Raw -790177.405118 + Penalty 4221.243372 = -785956.161746 nChanged 9 SP:Iteration 30Q (36669.130000 sec): 3 clusters Score: Raw -790180.304275 + Penalty 4221.243372 = -785959.060902 nChanged 8 SP:Iteration 31Q (36669.150000 sec): 3 clusters Score: Raw -790182.660453 + Penalty 4221.243372 = -785961.417080 nChanged 6 SP:Iteration 32Q (36669.170000 sec): 3 clusters Score: Raw -790184.112189 + Penalty 4221.243372 = -785962.868817 nChanged 1 SP:Iteration 33Q (36669.200000 sec): 3 clusters Score: Raw -790184.358276 + Penalty 4221.243372 = -785963.114903 nChanged 0 SP:Iteration 34F (36669.220000 sec): 3 clusters Score: Raw -790184.358276 + Penalty 4221.243372 = -785963.114903 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 57 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36669.230000 sec): 2 clusters Score: Raw -17449.779719 + Penalty 1174.577215 = -16275.202504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36669.230000 sec): 3 clusters Score: Raw -17744.873198 + Penalty 2349.154430 = -15395.718767 nChanged 1 SP:Iteration 1Q (36669.230000 sec): 3 clusters Score: Raw -17754.903543 + Penalty 2349.154430 = -15405.749112 nChanged 0 SP:Iteration 2F (36669.230000 sec): 3 clusters Score: Raw -17754.903543 + Penalty 2349.154430 = -15405.749112 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 58 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36669.240000 sec): 2 clusters Score: Raw -38975.350638 + Penalty 1377.133977 = -37598.216661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36669.240000 sec): 3 clusters Score: Raw -39135.254365 + Penalty 2754.267954 = -36380.986411 nChanged 24 SP:Iteration 1F (36669.240000 sec): 3 clusters Score: Raw -39222.776544 + Penalty 2754.267954 = -36468.508589 nChanged 3 SP:Iteration 2Q (36669.240000 sec): 3 clusters Score: Raw -39237.080363 + Penalty 2754.267954 = -36482.812408 nChanged 3 SP:Iteration 3Q (36669.250000 sec): 3 clusters Score: Raw -39250.838706 + Penalty 2754.267954 = -36496.570752 nChanged 2 SP:Iteration 4Q (36669.250000 sec): 3 clusters Score: Raw -39260.038469 + Penalty 2754.267954 = -36505.770514 nChanged 0 SP:Iteration 5F (36669.250000 sec): 3 clusters Score: Raw -39260.038469 + Penalty 2754.267954 = -36505.770514 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 59 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36669.250000 sec): 2 clusters Score: Raw -10269.649956 + Penalty 1060.613198 = -9209.036758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36669.250000 sec): 2 clusters Score: Raw -9454.405964 + Penalty 1060.613198 = -8393.792767 nChanged 25 SP:Iteration 1F (36669.250000 sec): 2 clusters Score: Raw -10269.649956 + Penalty 1060.613198 = -9209.036758 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 60 (2132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36669.270000 sec): 2 clusters Score: Raw -332378.388381 + Penalty 1900.874315 = -330477.514066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36669.280000 sec): 3 clusters Score: Raw -331580.807975 + Penalty 3801.748630 = -327779.059346 nChanged 668 SP:Iteration 1F (36669.290000 sec): 3 clusters Score: Raw -332097.458163 + Penalty 3801.748630 = -328295.709534 nChanged 167 SP:Iteration 2F (36669.300000 sec): 3 clusters Score: Raw -332258.060577 + Penalty 3801.748630 = -328456.311947 nChanged 112 SP:Iteration 3F (36669.310000 sec): 3 clusters Score: Raw -332365.224926 + Penalty 3801.748630 = -328563.476296 nChanged 90 SP:Iteration 4Q (36669.320000 sec): 3 clusters Score: Raw -332466.555707 + Penalty 3801.748630 = -328664.807077 nChanged 80 SP:Iteration 5Q (36669.330000 sec): 3 clusters Score: Raw -332551.340715 + Penalty 3801.748630 = -328749.592086 nChanged 70 SP:Iteration 6Q (36669.340000 sec): 3 clusters Score: Raw -332620.886407 + Penalty 3801.748630 = -328819.137778 nChanged 51 SP:Iteration 7Q (36669.350000 sec): 3 clusters Score: Raw -332663.185567 + Penalty 3801.748630 = -328861.436938 nChanged 39 SP:Iteration 8Q (36669.360000 sec): 3 clusters Score: Raw -332695.591637 + Penalty 3801.748630 = -328893.843008 nChanged 38 SP:Iteration 9Q (36669.370000 sec): 3 clusters Score: Raw -332724.921467 + Penalty 3801.748630 = -328923.172838 nChanged 32 SP:Iteration 10Q (36669.380000 sec): 3 clusters Score: Raw -332759.081742 + Penalty 3801.748630 = -328957.333113 nChanged 37 SP:Iteration 11Q (36669.390000 sec): 3 clusters Score: Raw -332793.400344 + Penalty 3801.748630 = -328991.651715 nChanged 37 SP:Iteration 12Q (36669.400000 sec): 3 clusters Score: Raw -332834.301207 + Penalty 3801.748630 = -329032.552577 nChanged 33 SP:Iteration 13Q (36669.410000 sec): 3 clusters Score: Raw -332866.417915 + Penalty 3801.748630 = -329064.669286 nChanged 36 SP:Iteration 14Q (36669.420000 sec): 3 clusters Score: Raw -332908.387564 + Penalty 3801.748630 = -329106.638934 nChanged 41 SP:Iteration 15Q (36669.430000 sec): 3 clusters Score: Raw -332962.136620 + Penalty 3801.748630 = -329160.387991 nChanged 47 SP:Iteration 16Q (36669.440000 sec): 3 clusters Score: Raw -333030.202035 + Penalty 3801.748630 = -329228.453405 nChanged 49 SP:Iteration 17Q (36669.450000 sec): 3 clusters Score: Raw -333106.941922 + Penalty 3801.748630 = -329305.193292 nChanged 42 SP:Iteration 18Q (36669.460000 sec): 3 clusters Score: Raw -333173.947197 + Penalty 3801.748630 = -329372.198567 nChanged 35 SP:Iteration 19Q (36669.470000 sec): 3 clusters Score: Raw -333225.174101 + Penalty 3801.748630 = -329423.425471 nChanged 32 SP:Iteration 20F (36669.480000 sec): 3 clusters Score: Raw -333261.760709 + Penalty 3801.748630 = -329460.012079 nChanged 26 SP:Iteration 21Q (36669.490000 sec): 3 clusters Score: Raw -333285.555079 + Penalty 3801.748630 = -329483.806449 nChanged 11 SP:Iteration 22Q (36669.500000 sec): 3 clusters Score: Raw -333296.662477 + Penalty 3801.748630 = -329494.913848 nChanged 11 SP:Iteration 23Q (36669.510000 sec): 3 clusters Score: Raw -333307.059205 + Penalty 3801.748630 = -329505.310575 nChanged 11 SP:Iteration 24Q (36669.510000 sec): 3 clusters Score: Raw -333315.456701 + Penalty 3801.748630 = -329513.708072 nChanged 8 SP:Iteration 25Q (36669.530000 sec): 3 clusters Score: Raw -333325.490625 + Penalty 3801.748630 = -329523.741996 nChanged 4 SP:Iteration 26Q (36669.530000 sec): 3 clusters Score: Raw -333328.517843 + Penalty 3801.748630 = -329526.769213 nChanged 0 SP:Iteration 27F (36669.540000 sec): 3 clusters Score: Raw -333328.517843 + Penalty 3801.748630 = -329526.769213 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 61 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36669.550000 sec): 2 clusters Score: Raw -15731.810027 + Penalty 1295.985175 = -14435.824851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36669.550000 sec): 3 clusters Score: Raw -16234.852161 + Penalty 2591.970350 = -13642.881811 nChanged 41 SP:Iteration 1F (36669.550000 sec): 3 clusters Score: Raw -16643.708906 + Penalty 2591.970350 = -14051.738556 nChanged 11 SP:Iteration 2F (36669.550000 sec): 3 clusters Score: Raw -16828.177805 + Penalty 2591.970350 = -14236.207455 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 62 (484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36669.560000 sec): 2 clusters Score: Raw -74215.329951 + Penalty 1533.157057 = -72682.172894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36669.560000 sec): 3 clusters Score: Raw -74245.301029 + Penalty 3066.314114 = -71178.986915 nChanged 80 SP:Iteration 1F (36669.570000 sec): 3 clusters Score: Raw -74414.444919 + Penalty 3066.314114 = -71348.130805 nChanged 20 SP:Iteration 2Q (36669.570000 sec): 3 clusters Score: Raw -74466.871477 + Penalty 3066.314114 = -71400.557364 nChanged 6 SP:Iteration 3Q (36669.570000 sec): 3 clusters Score: Raw -74482.911573 + Penalty 3066.314114 = -71416.597459 nChanged 1 SP:Iteration 4Q (36669.570000 sec): 3 clusters Score: Raw -74484.818128 + Penalty 3066.314114 = -71418.504014 nChanged 1 SP:Iteration 5Q (36669.570000 sec): 3 clusters Score: Raw -74486.401163 + Penalty 3066.314114 = -71420.087049 nChanged 2 SP:Iteration 6Q (36669.580000 sec): 3 clusters Score: Raw -74490.417718 + Penalty 3066.314114 = -71424.103604 nChanged 0 SP:Iteration 7F (36669.580000 sec): 3 clusters Score: Raw -74490.417718 + Penalty 3066.314114 = -71424.103604 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 63 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36669.590000 sec): 2 clusters Score: Raw -38192.712981 + Penalty 1368.328318 = -36824.384662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36669.590000 sec): 3 clusters Score: Raw -38332.048149 + Penalty 2736.656637 = -35595.391512 nChanged 26 SP:Iteration 1F (36669.590000 sec): 3 clusters Score: Raw -38422.967372 + Penalty 2736.656637 = -35686.310735 nChanged 4 SP:Iteration 2Q (36669.590000 sec): 3 clusters Score: Raw -38448.964206 + Penalty 2736.656637 = -35712.307570 nChanged 3 SP:Iteration 3Q (36669.590000 sec): 3 clusters Score: Raw -38457.190717 + Penalty 2736.656637 = -35720.534080 nChanged 1 SP:Iteration 4Q (36669.590000 sec): 3 clusters Score: Raw -38462.529268 + Penalty 2736.656637 = -35725.872632 nChanged 0 SP:Iteration 5F (36669.590000 sec): 3 clusters Score: Raw -38462.529268 + Penalty 2736.656637 = -35725.872632 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 64 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36669.600000 sec): 2 clusters Score: Raw -10423.385606 + Penalty 1376.170869 = -9047.214737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36669.600000 sec): 3 clusters Score: Raw -10782.008904 + Penalty 2752.341738 = -8029.667166 nChanged 44 SP:Iteration 1F (36669.600000 sec): 3 clusters Score: Raw -11030.962859 + Penalty 2752.341738 = -8278.621121 nChanged 24 SP:Iteration 2F (36669.600000 sec): 3 clusters Score: Raw -11195.775159 + Penalty 2752.341738 = -8443.433421 nChanged 8 SP:Iteration 3Q (36669.600000 sec): 3 clusters Score: Raw -11263.136942 + Penalty 2752.341738 = -8510.795203 nChanged 2 SP:Iteration 4Q (36669.610000 sec): 3 clusters Score: Raw -11285.473470 + Penalty 2752.341738 = -8533.131732 nChanged 0 SP:Iteration 5F (36669.610000 sec): 3 clusters Score: Raw -11285.473470 + Penalty 2752.341738 = -8533.131732 nChanged 0 Deleting Class 36 (52 points): Lose 2069.770984 but Gain 3491.854150 Iteration 299Q (36692.960000 sec): 65 clusters Score: Raw -205051934.498271 + Penalty 223478.665577 = -204828455.832693 nChanged 59 Deleting Class 23 (96 points): Lose 3426.131981 but Gain 3491.854150 Iteration 300F (36839.480000 sec): 64 clusters Score: Raw -205048871.436712 + Penalty 219986.811428 = -204828884.625284 nChanged 112 Iteration 301Q (36862.500000 sec): 64 clusters Score: Raw -205050531.727342 + Penalty 219986.811428 = -204830544.915915 nChanged 23 Iteration 302Q (36885.510000 sec): 64 clusters Score: Raw -205051304.383044 + Penalty 219986.811428 = -204831317.571616 nChanged 17 Iteration 303Q (36908.450000 sec): 64 clusters Score: Raw -205051399.381361 + Penalty 219986.811428 = -204831412.569934 nChanged 22 Iteration 304Q (36931.440000 sec): 64 clusters Score: Raw -205051547.502822 + Penalty 219986.811428 = -204831560.691394 nChanged 16 Iteration 305Q (36954.450000 sec): 64 clusters Score: Raw -205051697.992782 + Penalty 219986.811428 = -204831711.181355 nChanged 11 Iteration 306Q (36977.430000 sec): 64 clusters Score: Raw -205051813.519774 + Penalty 219986.811428 = -204831826.708347 nChanged 11 Iteration 307Q (37000.480000 sec): 64 clusters Score: Raw -205051850.846198 + Penalty 219986.811428 = -204831864.034771 nChanged 9 Iteration 308Q (37023.500000 sec): 64 clusters Score: Raw -205051852.073467 + Penalty 219986.811428 = -204831865.262040 nChanged 6 Iteration 309Q (37046.540000 sec): 64 clusters Score: Raw -205051859.740166 + Penalty 219986.811428 = -204831872.928738 nChanged 3 Iteration 310Q (37069.550000 sec): 64 clusters Score: Raw -205051859.787993 + Penalty 219986.811428 = -204831872.976566 nChanged 3 Iteration 311Q (37092.530000 sec): 64 clusters Score: Raw -205051859.889459 + Penalty 219986.811428 = -204831873.078032 nChanged 2 Iteration 312Q (37115.530000 sec): 64 clusters Score: Raw -205051859.955596 + Penalty 219986.811428 = -204831873.144169 nChanged 1 Iteration 313Q (37138.520000 sec): 64 clusters Score: Raw -205051860.135822 + Penalty 219986.811428 = -204831873.324395 nChanged 3 Iteration 314Q (37161.540000 sec): 64 clusters Score: Raw -205051860.425942 + Penalty 219986.811428 = -204831873.614515 nChanged 3 Iteration 315Q (37184.530000 sec): 64 clusters Score: Raw -205051861.305718 + Penalty 219986.811428 = -204831874.494290 nChanged 4 Iteration 316Q (37207.540000 sec): 64 clusters Score: Raw -205051862.248172 + Penalty 219986.811428 = -204831875.436745 nChanged 6 Iteration 317Q (37230.510000 sec): 64 clusters Score: Raw -205051863.643373 + Penalty 219986.811428 = -204831876.831945 nChanged 6 Iteration 318Q (37253.460000 sec): 64 clusters Score: Raw -205051863.825112 + Penalty 219986.811428 = -204831877.013684 nChanged 3 Iteration 319Q (37276.410000 sec): 64 clusters Score: Raw -205051863.912800 + Penalty 219986.811428 = -204831877.101372 nChanged 1 Iteration 320F (37420.770000 sec): 64 clusters Score: Raw -205051865.930917 + Penalty 219986.811428 = -204831879.119490 nChanged 4 Iteration 321Q (37443.780000 sec): 64 clusters Score: Raw -205051887.327821 + Penalty 219986.811428 = -204831900.516393 nChanged 5 Iteration 322Q (37466.760000 sec): 64 clusters Score: Raw -205051916.383749 + Penalty 219986.811428 = -204831929.572322 nChanged 3 Iteration 323Q (37489.630000 sec): 64 clusters Score: Raw -205051937.214932 + Penalty 219986.811428 = -204831950.403504 nChanged 3 Iteration 324Q (37512.570000 sec): 64 clusters Score: Raw -205051963.945828 + Penalty 219986.811428 = -204831977.134401 nChanged 3 Iteration 325Q (37535.580000 sec): 64 clusters Score: Raw -205051967.471840 + Penalty 219986.811428 = -204831980.660412 nChanged 2 Iteration 326Q (37558.500000 sec): 64 clusters Score: Raw -205051968.892036 + Penalty 219986.811428 = -204831982.080608 nChanged 2 Iteration 327Q (37581.410000 sec): 64 clusters Score: Raw -205051969.142570 + Penalty 219986.811428 = -204831982.331142 nChanged 3 Iteration 328Q (37604.350000 sec): 64 clusters Score: Raw -205051969.366640 + Penalty 219986.811428 = -204831982.555213 nChanged 4 Iteration 329Q (37630.100000 sec): 64 clusters Score: Raw -205051969.380663 + Penalty 219986.811428 = -204831982.569236 nChanged 3 Iteration 330Q (37655.780000 sec): 64 clusters Score: Raw -205051969.395213 + Penalty 219986.811428 = -204831982.583785 nChanged 1 Iteration 331Q (37681.480000 sec): 64 clusters Score: Raw -205051969.395792 + Penalty 219986.811428 = -204831982.584364 nChanged 0 Iteration 332F (37804.390000 sec): 64 clusters Score: Raw -205051990.713923 + Penalty 219986.811428 = -204832003.902495 nChanged 7 Iteration 333Q (37829.740000 sec): 64 clusters Score: Raw -205052049.899474 + Penalty 219986.811428 = -204832063.088046 nChanged 5 Iteration 334Q (37855.110000 sec): 64 clusters Score: Raw -205052083.808989 + Penalty 219986.811428 = -204832096.997561 nChanged 3 Iteration 335Q (37880.540000 sec): 64 clusters Score: Raw -205052104.711487 + Penalty 219986.811428 = -204832117.900060 nChanged 1 Iteration 336Q (37905.970000 sec): 64 clusters Score: Raw -205052109.322292 + Penalty 219986.811428 = -204832122.510864 nChanged 0 Iteration 337F (38027.050000 sec): 64 clusters Score: Raw -205052135.335457 + Penalty 219986.811428 = -204832148.524030 nChanged 7 Iteration 338Q (38051.970000 sec): 64 clusters Score: Raw -205052229.567040 + Penalty 219986.811428 = -204832242.755612 nChanged 4 Writing temp clu file Because OldScore, -204832148.524030, is greater than current (better) Score,-204832242.755612 Compute initial score before splitting: Score: Raw -205052229.567040 + Penalty 219986.811428 = -204832242.755612 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 1 (7912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38052.250000 sec): 2 clusters Score: Raw -1353509.754331 + Penalty 2226.081697 = -1351283.672634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38052.280000 sec): 3 clusters Score: Raw -1349365.144023 + Penalty 4452.163393 = -1344912.980630 nChanged 3180 SP:Iteration 1F (38052.320000 sec): 3 clusters Score: Raw -1351098.387725 + Penalty 4452.163393 = -1346646.224332 nChanged 524 SP:Iteration 2F (38052.350000 sec): 3 clusters Score: Raw -1351376.662727 + Penalty 4452.163393 = -1346924.499334 nChanged 403 SP:Iteration 3F (38052.380000 sec): 3 clusters Score: Raw -1351586.924645 + Penalty 4452.163393 = -1347134.761252 nChanged 346 SP:Iteration 4Q (38052.410000 sec): 3 clusters Score: Raw -1351768.039024 + Penalty 4452.163393 = -1347315.875631 nChanged 335 SP:Iteration 5Q (38052.440000 sec): 3 clusters Score: Raw -1351944.354989 + Penalty 4452.163393 = -1347492.191596 nChanged 294 SP:Iteration 6Q (38052.480000 sec): 3 clusters Score: Raw -1352111.581618 + Penalty 4452.163393 = -1347659.418225 nChanged 305 SP:Iteration 7Q (38052.510000 sec): 3 clusters Score: Raw -1352304.045180 + Penalty 4452.163393 = -1347851.881787 nChanged 317 SP:Iteration 8Q (38052.540000 sec): 3 clusters Score: Raw -1352521.833867 + Penalty 4452.163393 = -1348069.670474 nChanged 320 SP:Iteration 9Q (38052.580000 sec): 3 clusters Score: Raw -1352763.830381 + Penalty 4452.163393 = -1348311.666988 nChanged 293 SP:Iteration 10Q (38052.610000 sec): 3 clusters Score: Raw -1353014.383798 + Penalty 4452.163393 = -1348562.220405 nChanged 243 SP:Iteration 11Q (38052.640000 sec): 3 clusters Score: Raw -1353207.812141 + Penalty 4452.163393 = -1348755.648748 nChanged 192 SP:Iteration 12Q (38052.680000 sec): 3 clusters Score: Raw -1353361.032463 + Penalty 4452.163393 = -1348908.869069 nChanged 126 SP:Iteration 13Q (38052.700000 sec): 3 clusters Score: Raw -1353459.351959 + Penalty 4452.163393 = -1349007.188566 nChanged 92 SP:Iteration 14Q (38052.740000 sec): 3 clusters Score: Raw -1353533.758132 + Penalty 4452.163393 = -1349081.594739 nChanged 59 SP:Iteration 15Q (38052.760000 sec): 3 clusters Score: Raw -1353588.027681 + Penalty 4452.163393 = -1349135.864288 nChanged 53 SP:Iteration 16Q (38052.790000 sec): 3 clusters Score: Raw -1353641.730118 + Penalty 4452.163393 = -1349189.566725 nChanged 45 SP:Iteration 17Q (38052.820000 sec): 3 clusters Score: Raw -1353690.220165 + Penalty 4452.163393 = -1349238.056772 nChanged 44 SP:Iteration 18Q (38052.840000 sec): 3 clusters Score: Raw -1353735.955105 + Penalty 4452.163393 = -1349283.791711 nChanged 24 SP:Iteration 19Q (38052.870000 sec): 3 clusters Score: Raw -1353757.263877 + Penalty 4452.163393 = -1349305.100484 nChanged 18 SP:Iteration 20F (38052.900000 sec): 3 clusters Score: Raw -1353777.943983 + Penalty 4452.163393 = -1349325.780590 nChanged 10 SP:Iteration 21Q (38052.930000 sec): 3 clusters Score: Raw -1353790.362156 + Penalty 4452.163393 = -1349338.198763 nChanged 6 SP:Iteration 22Q (38052.950000 sec): 3 clusters Score: Raw -1353795.960711 + Penalty 4452.163393 = -1349343.797318 nChanged 8 SP:Iteration 23Q (38052.980000 sec): 3 clusters Score: Raw -1353804.505730 + Penalty 4452.163393 = -1349352.342337 nChanged 7 SP:Iteration 24Q (38053.000000 sec): 3 clusters Score: Raw -1353814.826178 + Penalty 4452.163393 = -1349362.662785 nChanged 5 SP:Iteration 25Q (38053.030000 sec): 3 clusters Score: Raw -1353821.301108 + Penalty 4452.163393 = -1349369.137715 nChanged 4 SP:Iteration 26Q (38053.050000 sec): 3 clusters Score: Raw -1353826.060262 + Penalty 4452.163393 = -1349373.896869 nChanged 4 SP:Iteration 27Q (38053.080000 sec): 3 clusters Score: Raw -1353829.377515 + Penalty 4452.163393 = -1349377.214122 nChanged 4 SP:Iteration 28Q (38053.100000 sec): 3 clusters Score: Raw -1353833.918418 + Penalty 4452.163393 = -1349381.755025 nChanged 1 SP:Iteration 29Q (38053.130000 sec): 3 clusters Score: Raw -1353834.748455 + Penalty 4452.163393 = -1349382.585062 nChanged 0 SP:Iteration 30F (38053.160000 sec): 3 clusters Score: Raw -1353834.748455 + Penalty 4452.163393 = -1349382.585062 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 2 (20825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38053.240000 sec): 2 clusters Score: Raw -3283283.433171 + Penalty 2466.089548 = -3280817.343623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38053.330000 sec): 3 clusters Score: Raw -3271090.863553 + Penalty 4932.179096 = -3266158.684458 nChanged 9142 SP:Iteration 1F (38053.420000 sec): 3 clusters Score: Raw -3276176.167409 + Penalty 4932.179096 = -3271243.988313 nChanged 1214 SP:Iteration 2F (38053.500000 sec): 3 clusters Score: Raw -3276706.169617 + Penalty 4932.179096 = -3271773.990521 nChanged 1136 SP:Iteration 3F (38053.580000 sec): 3 clusters Score: Raw -3277271.034359 + Penalty 4932.179096 = -3272338.855263 nChanged 1126 SP:Iteration 4F (38053.670000 sec): 3 clusters Score: Raw -3277937.614607 + Penalty 4932.179096 = -3273005.435512 nChanged 1179 SP:Iteration 5F (38053.760000 sec): 3 clusters Score: Raw -3278731.603380 + Penalty 4932.179096 = -3273799.424285 nChanged 1210 SP:Iteration 6F (38053.840000 sec): 3 clusters Score: Raw -3279658.238515 + Penalty 4932.179096 = -3274726.059419 nChanged 1153 SP:Iteration 7F (38053.920000 sec): 3 clusters Score: Raw -3280650.802364 + Penalty 4932.179096 = -3275718.623269 nChanged 1057 SP:Iteration 8F (38054.010000 sec): 3 clusters Score: Raw -3281588.470992 + Penalty 4932.179096 = -3276656.291896 nChanged 790 SP:Iteration 9Q (38054.090000 sec): 3 clusters Score: Raw -3282212.945522 + Penalty 4932.179096 = -3277280.766426 nChanged 533 SP:Iteration 10Q (38054.160000 sec): 3 clusters Score: Raw -3282607.235949 + Penalty 4932.179096 = -3277675.056853 nChanged 405 SP:Iteration 11Q (38054.240000 sec): 3 clusters Score: Raw -3282911.988278 + Penalty 4932.179096 = -3277979.809183 nChanged 276 SP:Iteration 12Q (38054.310000 sec): 3 clusters Score: Raw -3283124.702603 + Penalty 4932.179096 = -3278192.523507 nChanged 192 SP:Iteration 13Q (38054.380000 sec): 3 clusters Score: Raw -3283305.203808 + Penalty 4932.179096 = -3278373.024712 nChanged 187 SP:Iteration 14Q (38054.450000 sec): 3 clusters Score: Raw -3283465.884782 + Penalty 4932.179096 = -3278533.705686 nChanged 156 SP:Iteration 15Q (38054.520000 sec): 3 clusters Score: Raw -3283582.572401 + Penalty 4932.179096 = -3278650.393305 nChanged 119 SP:Iteration 16Q (38054.590000 sec): 3 clusters Score: Raw -3283657.945635 + Penalty 4932.179096 = -3278725.766539 nChanged 97 SP:Iteration 17Q (38054.650000 sec): 3 clusters Score: Raw -3283715.441363 + Penalty 4932.179096 = -3278783.262267 nChanged 78 SP:Iteration 18Q (38054.720000 sec): 3 clusters Score: Raw -3283756.939291 + Penalty 4932.179096 = -3278824.760195 nChanged 68 SP:Iteration 19Q (38054.780000 sec): 3 clusters Score: Raw -3283796.293991 + Penalty 4932.179096 = -3278864.114895 nChanged 57 SP:Iteration 20F (38054.870000 sec): 3 clusters Score: Raw -3283821.556475 + Penalty 4932.179096 = -3278889.377380 nChanged 46 SP:Iteration 21Q (38054.940000 sec): 3 clusters Score: Raw -3283845.143202 + Penalty 4932.179096 = -3278912.964106 nChanged 42 SP:Iteration 22Q (38055.000000 sec): 3 clusters Score: Raw -3283865.191367 + Penalty 4932.179096 = -3278933.012271 nChanged 24 SP:Iteration 23Q (38055.060000 sec): 3 clusters Score: Raw -3283877.770464 + Penalty 4932.179096 = -3278945.591368 nChanged 23 SP:Iteration 24Q (38055.130000 sec): 3 clusters Score: Raw -3283886.687311 + Penalty 4932.179096 = -3278954.508215 nChanged 16 SP:Iteration 25Q (38055.200000 sec): 3 clusters Score: Raw -3283892.492352 + Penalty 4932.179096 = -3278960.313257 nChanged 13 SP:Iteration 26Q (38055.260000 sec): 3 clusters Score: Raw -3283896.642042 + Penalty 4932.179096 = -3278964.462946 nChanged 7 SP:Iteration 27Q (38055.320000 sec): 3 clusters Score: Raw -3283899.071967 + Penalty 4932.179096 = -3278966.892871 nChanged 7 SP:Iteration 28Q (38055.390000 sec): 3 clusters Score: Raw -3283901.239122 + Penalty 4932.179096 = -3278969.060026 nChanged 5 SP:Iteration 29Q (38055.450000 sec): 3 clusters Score: Raw -3283904.236427 + Penalty 4932.179096 = -3278972.057331 nChanged 8 SP:Iteration 30Q (38055.520000 sec): 3 clusters Score: Raw -3283910.302175 + Penalty 4932.179096 = -3278978.123079 nChanged 12 SP:Iteration 31Q (38055.580000 sec): 3 clusters Score: Raw -3283914.547162 + Penalty 4932.179096 = -3278982.368066 nChanged 9 SP:Iteration 32Q (38055.650000 sec): 3 clusters Score: Raw -3283916.868669 + Penalty 4932.179096 = -3278984.689573 nChanged 4 SP:Iteration 33Q (38055.710000 sec): 3 clusters Score: Raw -3283918.418685 + Penalty 4932.179096 = -3278986.239590 nChanged 3 SP:Iteration 34Q (38055.780000 sec): 3 clusters Score: Raw -3283919.484626 + Penalty 4932.179096 = -3278987.305530 nChanged 8 SP:Iteration 35Q (38055.840000 sec): 3 clusters Score: Raw -3283922.575225 + Penalty 4932.179096 = -3278990.396130 nChanged 4 SP:Iteration 36Q (38055.910000 sec): 3 clusters Score: Raw -3283924.220085 + Penalty 4932.179096 = -3278992.040989 nChanged 3 SP:Iteration 37Q (38055.970000 sec): 3 clusters Score: Raw -3283925.825094 + Penalty 4932.179096 = -3278993.645998 nChanged 4 SP:Iteration 38Q (38056.040000 sec): 3 clusters Score: Raw -3283927.719336 + Penalty 4932.179096 = -3278995.540240 nChanged 3 SP:Iteration 39Q (38056.100000 sec): 3 clusters Score: Raw -3283929.126994 + Penalty 4932.179096 = -3278996.947899 nChanged 4 SP:Iteration 40F (38056.180000 sec): 3 clusters Score: Raw -3283931.642163 + Penalty 4932.179096 = -3278999.463067 nChanged 7 SP:Iteration 41Q (38056.250000 sec): 3 clusters Score: Raw -3283934.855710 + Penalty 4932.179096 = -3279002.676614 nChanged 6 SP:Iteration 42Q (38056.320000 sec): 3 clusters Score: Raw -3283937.687609 + Penalty 4932.179096 = -3279005.508513 nChanged 9 SP:Iteration 43Q (38056.380000 sec): 3 clusters Score: Raw -3283941.689534 + Penalty 4932.179096 = -3279009.510438 nChanged 12 SP:Iteration 44Q (38056.440000 sec): 3 clusters Score: Raw -3283946.812628 + Penalty 4932.179096 = -3279014.633533 nChanged 15 SP:Iteration 45Q (38056.510000 sec): 3 clusters Score: Raw -3283953.705294 + Penalty 4932.179096 = -3279021.526198 nChanged 9 SP:Iteration 46Q (38056.570000 sec): 3 clusters Score: Raw -3283956.691886 + Penalty 4932.179096 = -3279024.512790 nChanged 8 SP:Iteration 47Q (38056.640000 sec): 3 clusters Score: Raw -3283959.825473 + Penalty 4932.179096 = -3279027.646378 nChanged 4 SP:Iteration 48Q (38056.700000 sec): 3 clusters Score: Raw -3283961.224627 + Penalty 4932.179096 = -3279029.045531 nChanged 4 SP:Iteration 49Q (38056.770000 sec): 3 clusters Score: Raw -3283962.631098 + Penalty 4932.179096 = -3279030.452002 nChanged 5 SP:Iteration 50Q (38056.830000 sec): 3 clusters Score: Raw -3283964.229683 + Penalty 4932.179096 = -3279032.050588 nChanged 6 SP:Iteration 51Q (38056.900000 sec): 3 clusters Score: Raw -3283966.659356 + Penalty 4932.179096 = -3279034.480261 nChanged 5 SP:Iteration 52Q (38056.960000 sec): 3 clusters Score: Raw -3283968.749002 + Penalty 4932.179096 = -3279036.569906 nChanged 8 SP:Iteration 53Q (38057.020000 sec): 3 clusters Score: Raw -3283971.794464 + Penalty 4932.179096 = -3279039.615368 nChanged 7 SP:Iteration 54Q (38057.090000 sec): 3 clusters Score: Raw -3283973.646863 + Penalty 4932.179096 = -3279041.467767 nChanged 7 SP:Iteration 55Q (38057.150000 sec): 3 clusters Score: Raw -3283976.520041 + Penalty 4932.179096 = -3279044.340945 nChanged 4 SP:Iteration 56Q (38057.220000 sec): 3 clusters Score: Raw -3283978.337345 + Penalty 4932.179096 = -3279046.158249 nChanged 5 SP:Iteration 57Q (38057.280000 sec): 3 clusters Score: Raw -3283980.444622 + Penalty 4932.179096 = -3279048.265526 nChanged 7 SP:Iteration 58Q (38057.350000 sec): 3 clusters Score: Raw -3283982.683476 + Penalty 4932.179096 = -3279050.504381 nChanged 6 SP:Iteration 59Q (38057.410000 sec): 3 clusters Score: Raw -3283983.940318 + Penalty 4932.179096 = -3279051.761222 nChanged 3 SP:Iteration 60F (38057.500000 sec): 3 clusters Score: Raw -3283985.421486 + Penalty 4932.179096 = -3279053.242391 nChanged 2 SP:Iteration 61Q (38057.560000 sec): 3 clusters Score: Raw -3283986.657642 + Penalty 4932.179096 = -3279054.478546 nChanged 2 SP:Iteration 62Q (38057.620000 sec): 3 clusters Score: Raw -3283987.732064 + Penalty 4932.179096 = -3279055.552969 nChanged 0 SP:Iteration 63F (38057.710000 sec): 3 clusters Score: Raw -3283987.732064 + Penalty 4932.179096 = -3279055.552969 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 3 (779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38057.720000 sec): 2 clusters Score: Raw -123316.356697 + Penalty 1651.186739 = -121665.169958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38057.730000 sec): 3 clusters Score: Raw -123213.914643 + Penalty 3302.373479 = -119911.541164 nChanged 178 SP:Iteration 1F (38057.730000 sec): 3 clusters Score: Raw -123441.610548 + Penalty 3302.373479 = -120139.237070 nChanged 46 SP:Iteration 2F (38057.730000 sec): 3 clusters Score: Raw -123500.704078 + Penalty 3302.373479 = -120198.330599 nChanged 13 SP:Iteration 3Q (38057.740000 sec): 3 clusters Score: Raw -123520.819131 + Penalty 3302.373479 = -120218.445652 nChanged 6 SP:Iteration 4Q (38057.740000 sec): 3 clusters Score: Raw -123528.866977 + Penalty 3302.373479 = -120226.493499 nChanged 0 SP:Iteration 5F (38057.740000 sec): 3 clusters Score: Raw -123528.866977 + Penalty 3302.373479 = -120226.493499 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 4 (6482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38057.770000 sec): 2 clusters Score: Raw -1003750.104775 + Penalty 2176.642527 = -1001573.462247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38057.800000 sec): 3 clusters Score: Raw -1000470.313959 + Penalty 4353.285054 = -996117.028905 nChanged 2544 SP:Iteration 1F (38057.820000 sec): 3 clusters Score: Raw -1002066.196773 + Penalty 4353.285054 = -997712.911719 nChanged 510 SP:Iteration 2F (38057.850000 sec): 3 clusters Score: Raw -1002430.406299 + Penalty 4353.285054 = -998077.121244 nChanged 387 SP:Iteration 3F (38057.880000 sec): 3 clusters Score: Raw -1002702.213563 + Penalty 4353.285054 = -998348.928508 nChanged 335 SP:Iteration 4F (38057.900000 sec): 3 clusters Score: Raw -1002944.255776 + Penalty 4353.285054 = -998590.970721 nChanged 302 SP:Iteration 5Q (38057.930000 sec): 3 clusters Score: Raw -1003206.748602 + Penalty 4353.285054 = -998853.463547 nChanged 323 SP:Iteration 6Q (38057.960000 sec): 3 clusters Score: Raw -1003478.964853 + Penalty 4353.285054 = -999125.679799 nChanged 292 SP:Iteration 7Q (38057.980000 sec): 3 clusters Score: Raw -1003734.309680 + Penalty 4353.285054 = -999381.024626 nChanged 268 SP:Iteration 8Q (38058.010000 sec): 3 clusters Score: Raw -1003916.917826 + Penalty 4353.285054 = -999563.632772 nChanged 235 SP:Iteration 9Q (38058.030000 sec): 3 clusters Score: Raw -1004050.630842 + Penalty 4353.285054 = -999697.345787 nChanged 179 SP:Iteration 10Q (38058.060000 sec): 3 clusters Score: Raw -1004135.285451 + Penalty 4353.285054 = -999782.000397 nChanged 155 SP:Iteration 11Q (38058.080000 sec): 3 clusters Score: Raw -1004205.537918 + Penalty 4353.285054 = -999852.252863 nChanged 119 SP:Iteration 12Q (38058.110000 sec): 3 clusters Score: Raw -1004269.463625 + Penalty 4353.285054 = -999916.178571 nChanged 133 SP:Iteration 13Q (38058.130000 sec): 3 clusters Score: Raw -1004342.040071 + Penalty 4353.285054 = -999988.755017 nChanged 123 SP:Iteration 14Q (38058.160000 sec): 3 clusters Score: Raw -1004402.946788 + Penalty 4353.285054 = -1000049.661733 nChanged 103 SP:Iteration 15Q (38058.180000 sec): 3 clusters Score: Raw -1004454.214006 + Penalty 4353.285054 = -1000100.928952 nChanged 95 SP:Iteration 16Q (38058.200000 sec): 3 clusters Score: Raw -1004493.979195 + Penalty 4353.285054 = -1000140.694141 nChanged 82 SP:Iteration 17Q (38058.230000 sec): 3 clusters Score: Raw -1004525.600918 + Penalty 4353.285054 = -1000172.315864 nChanged 59 SP:Iteration 18Q (38058.260000 sec): 3 clusters Score: Raw -1004547.085250 + Penalty 4353.285054 = -1000193.800196 nChanged 51 SP:Iteration 19Q (38058.280000 sec): 3 clusters Score: Raw -1004570.353262 + Penalty 4353.285054 = -1000217.068208 nChanged 64 SP:Iteration 20F (38058.310000 sec): 3 clusters Score: Raw -1004597.672789 + Penalty 4353.285054 = -1000244.387734 nChanged 57 SP:Iteration 21Q (38058.330000 sec): 3 clusters Score: Raw -1004619.030538 + Penalty 4353.285054 = -1000265.745484 nChanged 57 SP:Iteration 22Q (38058.360000 sec): 3 clusters Score: Raw -1004639.453187 + Penalty 4353.285054 = -1000286.168133 nChanged 44 SP:Iteration 23Q (38058.380000 sec): 3 clusters Score: Raw -1004654.154466 + Penalty 4353.285054 = -1000300.869411 nChanged 36 SP:Iteration 24Q (38058.400000 sec): 3 clusters Score: Raw -1004669.157932 + Penalty 4353.285054 = -1000315.872878 nChanged 44 SP:Iteration 25Q (38058.430000 sec): 3 clusters Score: Raw -1004683.315027 + Penalty 4353.285054 = -1000330.029972 nChanged 33 SP:Iteration 26Q (38058.450000 sec): 3 clusters Score: Raw -1004694.090989 + Penalty 4353.285054 = -1000340.805935 nChanged 31 SP:Iteration 27Q (38058.480000 sec): 3 clusters Score: Raw -1004705.462616 + Penalty 4353.285054 = -1000352.177562 nChanged 36 SP:Iteration 28Q (38058.500000 sec): 3 clusters Score: Raw -1004717.004583 + Penalty 4353.285054 = -1000363.719529 nChanged 27 SP:Iteration 29Q (38058.530000 sec): 3 clusters Score: Raw -1004727.156222 + Penalty 4353.285054 = -1000373.871168 nChanged 23 SP:Iteration 30Q (38058.550000 sec): 3 clusters Score: Raw -1004734.394257 + Penalty 4353.285054 = -1000381.109203 nChanged 23 SP:Iteration 31Q (38058.580000 sec): 3 clusters Score: Raw -1004744.282126 + Penalty 4353.285054 = -1000390.997072 nChanged 26 SP:Iteration 32Q (38058.600000 sec): 3 clusters Score: Raw -1004754.606301 + Penalty 4353.285054 = -1000401.321247 nChanged 28 SP:Iteration 33Q (38058.620000 sec): 3 clusters Score: Raw -1004765.794056 + Penalty 4353.285054 = -1000412.509002 nChanged 36 SP:Iteration 34Q (38058.650000 sec): 3 clusters Score: Raw -1004781.098426 + Penalty 4353.285054 = -1000427.813372 nChanged 41 SP:Iteration 35Q (38058.670000 sec): 3 clusters Score: Raw -1004794.666127 + Penalty 4353.285054 = -1000441.381073 nChanged 35 SP:Iteration 36Q (38058.690000 sec): 3 clusters Score: Raw -1004809.317405 + Penalty 4353.285054 = -1000456.032351 nChanged 35 SP:Iteration 37Q (38058.720000 sec): 3 clusters Score: Raw -1004824.919939 + Penalty 4353.285054 = -1000471.634884 nChanged 29 SP:Iteration 38Q (38058.740000 sec): 3 clusters Score: Raw -1004837.873047 + Penalty 4353.285054 = -1000484.587993 nChanged 31 SP:Iteration 39Q (38058.760000 sec): 3 clusters Score: Raw -1004846.725948 + Penalty 4353.285054 = -1000493.440894 nChanged 14 SP:Iteration 40F (38058.790000 sec): 3 clusters Score: Raw -1004849.499455 + Penalty 4353.285054 = -1000496.214401 nChanged 16 SP:Iteration 41Q (38058.820000 sec): 3 clusters Score: Raw -1004852.945524 + Penalty 4353.285054 = -1000499.660469 nChanged 15 SP:Iteration 42Q (38058.840000 sec): 3 clusters Score: Raw -1004857.302321 + Penalty 4353.285054 = -1000504.017267 nChanged 16 SP:Iteration 43Q (38058.860000 sec): 3 clusters Score: Raw -1004861.356427 + Penalty 4353.285054 = -1000508.071373 nChanged 13 SP:Iteration 44Q (38058.890000 sec): 3 clusters Score: Raw -1004864.546248 + Penalty 4353.285054 = -1000511.261194 nChanged 9 SP:Iteration 45Q (38058.910000 sec): 3 clusters Score: Raw -1004866.598536 + Penalty 4353.285054 = -1000513.313482 nChanged 13 SP:Iteration 46Q (38058.940000 sec): 3 clusters Score: Raw -1004870.419824 + Penalty 4353.285054 = -1000517.134770 nChanged 9 SP:Iteration 47Q (38058.960000 sec): 3 clusters Score: Raw -1004872.739289 + Penalty 4353.285054 = -1000519.454234 nChanged 10 SP:Iteration 48Q (38058.980000 sec): 3 clusters Score: Raw -1004875.552496 + Penalty 4353.285054 = -1000522.267441 nChanged 6 SP:Iteration 49Q (38059.010000 sec): 3 clusters Score: Raw -1004877.235302 + Penalty 4353.285054 = -1000523.950248 nChanged 11 SP:Iteration 50Q (38059.030000 sec): 3 clusters Score: Raw -1004880.498146 + Penalty 4353.285054 = -1000527.213092 nChanged 8 SP:Iteration 51Q (38059.050000 sec): 3 clusters Score: Raw -1004882.990402 + Penalty 4353.285054 = -1000529.705347 nChanged 10 SP:Iteration 52Q (38059.080000 sec): 3 clusters Score: Raw -1004886.530791 + Penalty 4353.285054 = -1000533.245737 nChanged 10 SP:Iteration 53Q (38059.100000 sec): 3 clusters Score: Raw -1004888.938101 + Penalty 4353.285054 = -1000535.653046 nChanged 7 SP:Iteration 54Q (38059.120000 sec): 3 clusters Score: Raw -1004891.582666 + Penalty 4353.285054 = -1000538.297612 nChanged 8 SP:Iteration 55Q (38059.150000 sec): 3 clusters Score: Raw -1004893.660146 + Penalty 4353.285054 = -1000540.375092 nChanged 4 SP:Iteration 56Q (38059.170000 sec): 3 clusters Score: Raw -1004894.464789 + Penalty 4353.285054 = -1000541.179735 nChanged 9 SP:Iteration 57Q (38059.200000 sec): 3 clusters Score: Raw -1004896.869155 + Penalty 4353.285054 = -1000543.584101 nChanged 10 SP:Iteration 58Q (38059.220000 sec): 3 clusters Score: Raw -1004899.790459 + Penalty 4353.285054 = -1000546.505405 nChanged 8 SP:Iteration 59Q (38059.240000 sec): 3 clusters Score: Raw -1004902.616674 + Penalty 4353.285054 = -1000549.331620 nChanged 14 SP:Iteration 60F (38059.270000 sec): 3 clusters Score: Raw -1004907.299350 + Penalty 4353.285054 = -1000554.014296 nChanged 16 SP:Iteration 61Q (38059.300000 sec): 3 clusters Score: Raw -1004912.248717 + Penalty 4353.285054 = -1000558.963662 nChanged 7 SP:Iteration 62Q (38059.320000 sec): 3 clusters Score: Raw -1004913.401236 + Penalty 4353.285054 = -1000560.116182 nChanged 8 SP:Iteration 63Q (38059.340000 sec): 3 clusters Score: Raw -1004915.433020 + Penalty 4353.285054 = -1000562.147966 nChanged 4 SP:Iteration 64Q (38059.360000 sec): 3 clusters Score: Raw -1004916.098362 + Penalty 4353.285054 = -1000562.813308 nChanged 3 SP:Iteration 65Q (38059.390000 sec): 3 clusters Score: Raw -1004916.530526 + Penalty 4353.285054 = -1000563.245472 nChanged 1 SP:Iteration 66Q (38059.410000 sec): 3 clusters Score: Raw -1004916.690435 + Penalty 4353.285054 = -1000563.405381 nChanged 1 SP:Iteration 67Q (38059.440000 sec): 3 clusters Score: Raw -1004916.757882 + Penalty 4353.285054 = -1000563.472828 nChanged 0 SP:Iteration 68F (38059.460000 sec): 3 clusters Score: Raw -1004916.757882 + Penalty 4353.285054 = -1000563.472828 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 5 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38059.470000 sec): 2 clusters Score: Raw -68493.001124 + Penalty 1493.213791 = -66999.787334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38059.470000 sec): 3 clusters Score: Raw -68581.771725 + Penalty 2986.427581 = -65595.344144 nChanged 77 SP:Iteration 1F (38059.480000 sec): 3 clusters Score: Raw -68745.248439 + Penalty 2986.427581 = -65758.820857 nChanged 20 SP:Iteration 2Q (38059.480000 sec): 3 clusters Score: Raw -68804.808729 + Penalty 2986.427581 = -65818.381148 nChanged 13 SP:Iteration 3Q (38059.480000 sec): 3 clusters Score: Raw -68854.216648 + Penalty 2986.427581 = -65867.789066 nChanged 9 SP:Iteration 4Q (38059.480000 sec): 3 clusters Score: Raw -68876.242299 + Penalty 2986.427581 = -65889.814718 nChanged 8 SP:Iteration 5Q (38059.480000 sec): 3 clusters Score: Raw -68891.530813 + Penalty 2986.427581 = -65905.103232 nChanged 7 SP:Iteration 6Q (38059.480000 sec): 3 clusters Score: Raw -68907.358603 + Penalty 2986.427581 = -65920.931022 nChanged 10 SP:Iteration 7Q (38059.480000 sec): 3 clusters Score: Raw -68928.148746 + Penalty 2986.427581 = -65941.721165 nChanged 7 SP:Iteration 8Q (38059.480000 sec): 3 clusters Score: Raw -68941.122907 + Penalty 2986.427581 = -65954.695326 nChanged 6 SP:Iteration 9Q (38059.490000 sec): 3 clusters Score: Raw -68953.052424 + Penalty 2986.427581 = -65966.624843 nChanged 2 SP:Iteration 10Q (38059.490000 sec): 3 clusters Score: Raw -68959.987257 + Penalty 2986.427581 = -65973.559676 nChanged 1 SP:Iteration 11Q (38059.490000 sec): 3 clusters Score: Raw -68971.067270 + Penalty 2986.427581 = -65984.639689 nChanged 1 SP:Iteration 12Q (38059.490000 sec): 3 clusters Score: Raw -68973.471550 + Penalty 2986.427581 = -65987.043969 nChanged 0 SP:Iteration 13F (38059.500000 sec): 3 clusters Score: Raw -68973.471550 + Penalty 2986.427581 = -65987.043969 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 6 (669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38059.500000 sec): 2 clusters Score: Raw -102947.600234 + Penalty 1613.434447 = -101334.165787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38059.500000 sec): 3 clusters Score: Raw -102850.502572 + Penalty 3226.868894 = -99623.633678 nChanged 132 SP:Iteration 1F (38059.510000 sec): 3 clusters Score: Raw -103044.419917 + Penalty 3226.868894 = -99817.551023 nChanged 44 SP:Iteration 2F (38059.510000 sec): 3 clusters Score: Raw -103113.886601 + Penalty 3226.868894 = -99887.017707 nChanged 19 SP:Iteration 3Q (38059.510000 sec): 3 clusters Score: Raw -103168.613685 + Penalty 3226.868894 = -99941.744791 nChanged 24 SP:Iteration 4Q (38059.520000 sec): 3 clusters Score: Raw -103217.399881 + Penalty 3226.868894 = -99990.530987 nChanged 13 SP:Iteration 5Q (38059.520000 sec): 3 clusters Score: Raw -103238.107571 + Penalty 3226.868894 = -100011.238677 nChanged 8 SP:Iteration 6Q (38059.520000 sec): 3 clusters Score: Raw -103251.096950 + Penalty 3226.868894 = -100024.228056 nChanged 5 SP:Iteration 7Q (38059.520000 sec): 3 clusters Score: Raw -103260.280013 + Penalty 3226.868894 = -100033.411119 nChanged 4 SP:Iteration 8Q (38059.520000 sec): 3 clusters Score: Raw -103270.638185 + Penalty 3226.868894 = -100043.769291 nChanged 5 SP:Iteration 9Q (38059.530000 sec): 3 clusters Score: Raw -103280.134536 + Penalty 3226.868894 = -100053.265642 nChanged 6 SP:Iteration 10Q (38059.530000 sec): 3 clusters Score: Raw -103293.632532 + Penalty 3226.868894 = -100066.763638 nChanged 8 SP:Iteration 11Q (38059.530000 sec): 3 clusters Score: Raw -103307.562771 + Penalty 3226.868894 = -100080.693877 nChanged 6 SP:Iteration 12Q (38059.540000 sec): 3 clusters Score: Raw -103319.061502 + Penalty 3226.868894 = -100092.192608 nChanged 6 SP:Iteration 13Q (38059.540000 sec): 3 clusters Score: Raw -103329.249315 + Penalty 3226.868894 = -100102.380421 nChanged 7 SP:Iteration 14Q (38059.540000 sec): 3 clusters Score: Raw -103347.808305 + Penalty 3226.868894 = -100120.939411 nChanged 3 SP:Iteration 15Q (38059.540000 sec): 3 clusters Score: Raw -103352.306045 + Penalty 3226.868894 = -100125.437152 nChanged 0 SP:Iteration 16F (38059.550000 sec): 3 clusters Score: Raw -103352.306045 + Penalty 3226.868894 = -100125.437152 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 7 (273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38059.550000 sec): 2 clusters Score: Raw -33906.081529 + Penalty 1391.149005 = -32514.932524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38059.550000 sec): 3 clusters Score: Raw -34171.269898 + Penalty 2782.298010 = -31388.971888 nChanged 55 SP:Iteration 1F (38059.550000 sec): 3 clusters Score: Raw -34414.162579 + Penalty 2782.298010 = -31631.864568 nChanged 23 SP:Iteration 2F (38059.560000 sec): 3 clusters Score: Raw -34564.916782 + Penalty 2782.298010 = -31782.618772 nChanged 16 SP:Iteration 3F (38059.560000 sec): 3 clusters Score: Raw -34688.729387 + Penalty 2782.298010 = -31906.431376 nChanged 6 SP:Iteration 4Q (38059.560000 sec): 3 clusters Score: Raw -34838.024504 + Penalty 2782.298010 = -32055.726493 nChanged 6 SP:Iteration 5Q (38059.560000 sec): 3 clusters Score: Raw -34883.508428 + Penalty 2782.298010 = -32101.210418 nChanged 4 SP:Iteration 6Q (38059.560000 sec): 3 clusters Score: Raw -34916.512562 + Penalty 2782.298010 = -32134.214551 nChanged 3 SP:Iteration 7Q (38059.560000 sec): 3 clusters Score: Raw -34951.117077 + Penalty 2782.298010 = -32168.819067 nChanged 1 SP:Iteration 8Q (38059.560000 sec): 3 clusters Score: Raw -34953.305151 + Penalty 2782.298010 = -32171.007141 nChanged 0 SP:Iteration 9F (38059.560000 sec): 3 clusters Score: Raw -34953.305151 + Penalty 2782.298010 = -32171.007141 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 8 (33345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38059.700000 sec): 2 clusters Score: Raw -5419362.840383 + Penalty 2582.836453 = -5416780.003930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38059.840000 sec): 3 clusters Score: Raw -5399384.203766 + Penalty 5165.672905 = -5394218.530860 nChanged 15091 SP:Iteration 1F (38059.970000 sec): 3 clusters Score: Raw -5407469.175820 + Penalty 5165.672905 = -5402303.502915 nChanged 1579 SP:Iteration 2Q (38060.120000 sec): 3 clusters Score: Raw -5407964.042508 + Penalty 5165.672905 = -5402798.369603 nChanged 1421 SP:Iteration 3Q (38060.260000 sec): 3 clusters Score: Raw -5408409.679127 + Penalty 5165.672905 = -5403244.006222 nChanged 1319 SP:Iteration 4Q (38060.400000 sec): 3 clusters Score: Raw -5408871.375650 + Penalty 5165.672905 = -5403705.702745 nChanged 1314 SP:Iteration 5Q (38060.540000 sec): 3 clusters Score: Raw -5409348.447783 + Penalty 5165.672905 = -5404182.774878 nChanged 1366 SP:Iteration 6Q (38060.670000 sec): 3 clusters Score: Raw -5409904.104348 + Penalty 5165.672905 = -5404738.431443 nChanged 1509 SP:Iteration 7Q (38060.810000 sec): 3 clusters Score: Raw -5410605.230976 + Penalty 5165.672905 = -5405439.558070 nChanged 1720 SP:Iteration 8F (38060.950000 sec): 3 clusters Score: Raw -5411511.983502 + Penalty 5165.672905 = -5406346.310597 nChanged 1864 SP:Iteration 9F (38061.090000 sec): 3 clusters Score: Raw -5412623.096686 + Penalty 5165.672905 = -5407457.423781 nChanged 1935 SP:Iteration 10F (38061.230000 sec): 3 clusters Score: Raw -5413954.269572 + Penalty 5165.672905 = -5408788.596666 nChanged 1914 SP:Iteration 11F (38061.360000 sec): 3 clusters Score: Raw -5415329.143215 + Penalty 5165.672905 = -5410163.470310 nChanged 1649 SP:Iteration 12Q (38061.500000 sec): 3 clusters Score: Raw -5416545.369200 + Penalty 5165.672905 = -5411379.696295 nChanged 1357 SP:Iteration 13Q (38061.640000 sec): 3 clusters Score: Raw -5417634.597353 + Penalty 5165.672905 = -5412468.924448 nChanged 1028 SP:Iteration 14Q (38061.770000 sec): 3 clusters Score: Raw -5418506.266111 + Penalty 5165.672905 = -5413340.593206 nChanged 710 SP:Iteration 15Q (38061.900000 sec): 3 clusters Score: Raw -5419081.135746 + Penalty 5165.672905 = -5413915.462841 nChanged 451 SP:Iteration 16Q (38062.020000 sec): 3 clusters Score: Raw -5419422.374623 + Penalty 5165.672905 = -5414256.701718 nChanged 290 SP:Iteration 17Q (38062.130000 sec): 3 clusters Score: Raw -5419612.237533 + Penalty 5165.672905 = -5414446.564628 nChanged 199 SP:Iteration 18Q (38062.240000 sec): 3 clusters Score: Raw -5419743.583292 + Penalty 5165.672905 = -5414577.910387 nChanged 137 SP:Iteration 19Q (38062.350000 sec): 3 clusters Score: Raw -5419836.670848 + Penalty 5165.672905 = -5414670.997943 nChanged 102 SP:Iteration 20F (38062.490000 sec): 3 clusters Score: Raw -5419900.613826 + Penalty 5165.672905 = -5414734.940920 nChanged 72 SP:Iteration 21Q (38062.600000 sec): 3 clusters Score: Raw -5419940.662176 + Penalty 5165.672905 = -5414774.989271 nChanged 48 SP:Iteration 22Q (38062.700000 sec): 3 clusters Score: Raw -5419970.951676 + Penalty 5165.672905 = -5414805.278771 nChanged 46 SP:Iteration 23Q (38062.800000 sec): 3 clusters Score: Raw -5420000.794121 + Penalty 5165.672905 = -5414835.121216 nChanged 35 SP:Iteration 24Q (38062.900000 sec): 3 clusters Score: Raw -5420018.188170 + Penalty 5165.672905 = -5414852.515265 nChanged 19 SP:Iteration 25Q (38063.000000 sec): 3 clusters Score: Raw -5420028.866137 + Penalty 5165.672905 = -5414863.193232 nChanged 18 SP:Iteration 26Q (38063.110000 sec): 3 clusters Score: Raw -5420041.944948 + Penalty 5165.672905 = -5414876.272043 nChanged 26 SP:Iteration 27Q (38063.210000 sec): 3 clusters Score: Raw -5420056.480184 + Penalty 5165.672905 = -5414890.807279 nChanged 19 SP:Iteration 28Q (38063.310000 sec): 3 clusters Score: Raw -5420067.502236 + Penalty 5165.672905 = -5414901.829331 nChanged 13 SP:Iteration 29Q (38063.420000 sec): 3 clusters Score: Raw -5420077.481137 + Penalty 5165.672905 = -5414911.808232 nChanged 12 SP:Iteration 30Q (38063.520000 sec): 3 clusters Score: Raw -5420087.976323 + Penalty 5165.672905 = -5414922.303418 nChanged 18 SP:Iteration 31Q (38063.620000 sec): 3 clusters Score: Raw -5420099.721477 + Penalty 5165.672905 = -5414934.048572 nChanged 14 SP:Iteration 32Q (38063.720000 sec): 3 clusters Score: Raw -5420107.115428 + Penalty 5165.672905 = -5414941.442523 nChanged 12 SP:Iteration 33Q (38063.820000 sec): 3 clusters Score: Raw -5420113.336818 + Penalty 5165.672905 = -5414947.663913 nChanged 12 SP:Iteration 34Q (38063.920000 sec): 3 clusters Score: Raw -5420120.113874 + Penalty 5165.672905 = -5414954.440969 nChanged 11 SP:Iteration 35Q (38064.020000 sec): 3 clusters Score: Raw -5420129.760310 + Penalty 5165.672905 = -5414964.087405 nChanged 16 SP:Iteration 36Q (38064.120000 sec): 3 clusters Score: Raw -5420140.915512 + Penalty 5165.672905 = -5414975.242607 nChanged 11 SP:Iteration 37Q (38064.220000 sec): 3 clusters Score: Raw -5420147.771275 + Penalty 5165.672905 = -5414982.098370 nChanged 10 SP:Iteration 38Q (38064.320000 sec): 3 clusters Score: Raw -5420156.576627 + Penalty 5165.672905 = -5414990.903722 nChanged 15 SP:Iteration 39Q (38064.420000 sec): 3 clusters Score: Raw -5420166.057952 + Penalty 5165.672905 = -5415000.385046 nChanged 10 SP:Iteration 40F (38064.560000 sec): 3 clusters Score: Raw -5420172.580981 + Penalty 5165.672905 = -5415006.908076 nChanged 14 SP:Iteration 41Q (38064.660000 sec): 3 clusters Score: Raw -5420182.704612 + Penalty 5165.672905 = -5415017.031707 nChanged 18 SP:Iteration 42Q (38064.760000 sec): 3 clusters Score: Raw -5420195.426939 + Penalty 5165.672905 = -5415029.754034 nChanged 10 SP:Iteration 43Q (38064.860000 sec): 3 clusters Score: Raw -5420202.883660 + Penalty 5165.672905 = -5415037.210755 nChanged 11 SP:Iteration 44Q (38064.960000 sec): 3 clusters Score: Raw -5420211.861785 + Penalty 5165.672905 = -5415046.188880 nChanged 15 SP:Iteration 45Q (38065.060000 sec): 3 clusters Score: Raw -5420223.465912 + Penalty 5165.672905 = -5415057.793007 nChanged 13 SP:Iteration 46Q (38065.160000 sec): 3 clusters Score: Raw -5420233.290832 + Penalty 5165.672905 = -5415067.617927 nChanged 18 SP:Iteration 47Q (38065.260000 sec): 3 clusters Score: Raw -5420249.567726 + Penalty 5165.672905 = -5415083.894821 nChanged 15 SP:Iteration 48Q (38065.360000 sec): 3 clusters Score: Raw -5420262.694120 + Penalty 5165.672905 = -5415097.021215 nChanged 15 SP:Iteration 49Q (38065.460000 sec): 3 clusters Score: Raw -5420272.264602 + Penalty 5165.672905 = -5415106.591697 nChanged 12 SP:Iteration 50Q (38065.560000 sec): 3 clusters Score: Raw -5420279.835254 + Penalty 5165.672905 = -5415114.162349 nChanged 7 SP:Iteration 51Q (38065.660000 sec): 3 clusters Score: Raw -5420284.635940 + Penalty 5165.672905 = -5415118.963035 nChanged 5 SP:Iteration 52Q (38065.760000 sec): 3 clusters Score: Raw -5420287.864105 + Penalty 5165.672905 = -5415122.191200 nChanged 3 SP:Iteration 53Q (38065.860000 sec): 3 clusters Score: Raw -5420289.999571 + Penalty 5165.672905 = -5415124.326665 nChanged 6 SP:Iteration 54Q (38065.960000 sec): 3 clusters Score: Raw -5420293.503348 + Penalty 5165.672905 = -5415127.830443 nChanged 4 SP:Iteration 55Q (38066.060000 sec): 3 clusters Score: Raw -5420295.533501 + Penalty 5165.672905 = -5415129.860596 nChanged 3 SP:Iteration 56Q (38066.160000 sec): 3 clusters Score: Raw -5420298.584619 + Penalty 5165.672905 = -5415132.911714 nChanged 3 SP:Iteration 57Q (38066.260000 sec): 3 clusters Score: Raw -5420299.991777 + Penalty 5165.672905 = -5415134.318871 nChanged 4 SP:Iteration 58Q (38066.360000 sec): 3 clusters Score: Raw -5420301.378850 + Penalty 5165.672905 = -5415135.705944 nChanged 1 SP:Iteration 59Q (38066.460000 sec): 3 clusters Score: Raw -5420301.845276 + Penalty 5165.672905 = -5415136.172371 nChanged 1 SP:Iteration 60F (38066.600000 sec): 3 clusters Score: Raw -5420302.099560 + Penalty 5165.672905 = -5415136.426654 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 9 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38066.620000 sec): 2 clusters Score: Raw -83634.675250 + Penalty 1555.673498 = -82079.001753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38066.620000 sec): 3 clusters Score: Raw -83630.197392 + Penalty 3111.346995 = -80518.850396 nChanged 99 SP:Iteration 1F (38066.620000 sec): 3 clusters Score: Raw -83801.504084 + Penalty 3111.346995 = -80690.157089 nChanged 22 SP:Iteration 2Q (38066.630000 sec): 3 clusters Score: Raw -83851.442591 + Penalty 3111.346995 = -80740.095595 nChanged 10 SP:Iteration 3Q (38066.630000 sec): 3 clusters Score: Raw -83874.012045 + Penalty 3111.346995 = -80762.665050 nChanged 8 SP:Iteration 4Q (38066.630000 sec): 3 clusters Score: Raw -83891.446807 + Penalty 3111.346995 = -80780.099811 nChanged 2 SP:Iteration 5Q (38066.630000 sec): 3 clusters Score: Raw -83896.025030 + Penalty 3111.346995 = -80784.678035 nChanged 0 SP:Iteration 6F (38066.630000 sec): 3 clusters Score: Raw -83896.025030 + Penalty 3111.346995 = -80784.678035 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 10 (3613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38066.650000 sec): 2 clusters Score: Raw -566870.122080 + Penalty 2031.688845 = -564838.433235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38066.670000 sec): 3 clusters Score: Raw -565236.700304 + Penalty 4063.377691 = -561173.322614 nChanged 1325 SP:Iteration 1F (38066.680000 sec): 3 clusters Score: Raw -566049.317500 + Penalty 4063.377691 = -561985.939810 nChanged 293 SP:Iteration 2F (38066.700000 sec): 3 clusters Score: Raw -566260.804880 + Penalty 4063.377691 = -562197.427189 nChanged 190 SP:Iteration 3F (38066.710000 sec): 3 clusters Score: Raw -566390.700788 + Penalty 4063.377691 = -562327.323097 nChanged 150 SP:Iteration 4Q (38066.730000 sec): 3 clusters Score: Raw -566478.916193 + Penalty 4063.377691 = -562415.538503 nChanged 104 SP:Iteration 5Q (38066.740000 sec): 3 clusters Score: Raw -566536.994780 + Penalty 4063.377691 = -562473.617090 nChanged 99 SP:Iteration 6Q (38066.750000 sec): 3 clusters Score: Raw -566595.378086 + Penalty 4063.377691 = -562532.000395 nChanged 80 SP:Iteration 7Q (38066.770000 sec): 3 clusters Score: Raw -566642.057252 + Penalty 4063.377691 = -562578.679562 nChanged 74 SP:Iteration 8Q (38066.790000 sec): 3 clusters Score: Raw -566682.971015 + Penalty 4063.377691 = -562619.593325 nChanged 63 SP:Iteration 9Q (38066.800000 sec): 3 clusters Score: Raw -566720.906213 + Penalty 4063.377691 = -562657.528523 nChanged 57 SP:Iteration 10Q (38066.810000 sec): 3 clusters Score: Raw -566752.678974 + Penalty 4063.377691 = -562689.301283 nChanged 47 SP:Iteration 11Q (38066.830000 sec): 3 clusters Score: Raw -566777.375113 + Penalty 4063.377691 = -562713.997422 nChanged 36 SP:Iteration 12Q (38066.840000 sec): 3 clusters Score: Raw -566798.460539 + Penalty 4063.377691 = -562735.082849 nChanged 39 SP:Iteration 13Q (38066.860000 sec): 3 clusters Score: Raw -566817.286631 + Penalty 4063.377691 = -562753.908940 nChanged 34 SP:Iteration 14Q (38066.870000 sec): 3 clusters Score: Raw -566837.732009 + Penalty 4063.377691 = -562774.354319 nChanged 41 SP:Iteration 15Q (38066.890000 sec): 3 clusters Score: Raw -566865.018439 + Penalty 4063.377691 = -562801.640748 nChanged 48 SP:Iteration 16Q (38066.900000 sec): 3 clusters Score: Raw -566893.518905 + Penalty 4063.377691 = -562830.141215 nChanged 50 SP:Iteration 17Q (38066.920000 sec): 3 clusters Score: Raw -566920.595047 + Penalty 4063.377691 = -562857.217357 nChanged 43 SP:Iteration 18Q (38066.930000 sec): 3 clusters Score: Raw -566949.542056 + Penalty 4063.377691 = -562886.164366 nChanged 47 SP:Iteration 19Q (38066.950000 sec): 3 clusters Score: Raw -566978.318116 + Penalty 4063.377691 = -562914.940425 nChanged 33 SP:Iteration 20F (38066.960000 sec): 3 clusters Score: Raw -566996.452906 + Penalty 4063.377691 = -562933.075215 nChanged 23 SP:Iteration 21Q (38066.970000 sec): 3 clusters Score: Raw -567010.675476 + Penalty 4063.377691 = -562947.297785 nChanged 29 SP:Iteration 22Q (38066.990000 sec): 3 clusters Score: Raw -567030.599543 + Penalty 4063.377691 = -562967.221852 nChanged 28 SP:Iteration 23Q (38067.000000 sec): 3 clusters Score: Raw -567051.975767 + Penalty 4063.377691 = -562988.598077 nChanged 23 SP:Iteration 24Q (38067.020000 sec): 3 clusters Score: Raw -567067.056490 + Penalty 4063.377691 = -563003.678800 nChanged 19 SP:Iteration 25Q (38067.030000 sec): 3 clusters Score: Raw -567076.620874 + Penalty 4063.377691 = -563013.243183 nChanged 14 SP:Iteration 26Q (38067.050000 sec): 3 clusters Score: Raw -567084.424935 + Penalty 4063.377691 = -563021.047244 nChanged 17 SP:Iteration 27Q (38067.060000 sec): 3 clusters Score: Raw -567093.958650 + Penalty 4063.377691 = -563030.580959 nChanged 12 SP:Iteration 28Q (38067.070000 sec): 3 clusters Score: Raw -567101.915993 + Penalty 4063.377691 = -563038.538302 nChanged 10 SP:Iteration 29Q (38067.090000 sec): 3 clusters Score: Raw -567106.952760 + Penalty 4063.377691 = -563043.575069 nChanged 11 SP:Iteration 30Q (38067.100000 sec): 3 clusters Score: Raw -567113.016198 + Penalty 4063.377691 = -563049.638508 nChanged 10 SP:Iteration 31Q (38067.120000 sec): 3 clusters Score: Raw -567119.198758 + Penalty 4063.377691 = -563055.821067 nChanged 10 SP:Iteration 32Q (38067.130000 sec): 3 clusters Score: Raw -567123.743066 + Penalty 4063.377691 = -563060.365375 nChanged 3 SP:Iteration 33Q (38067.150000 sec): 3 clusters Score: Raw -567125.201622 + Penalty 4063.377691 = -563061.823932 nChanged 5 SP:Iteration 34Q (38067.160000 sec): 3 clusters Score: Raw -567127.880994 + Penalty 4063.377691 = -563064.503303 nChanged 4 SP:Iteration 35Q (38067.170000 sec): 3 clusters Score: Raw -567130.855641 + Penalty 4063.377691 = -563067.477950 nChanged 6 SP:Iteration 36Q (38067.190000 sec): 3 clusters Score: Raw -567134.674460 + Penalty 4063.377691 = -563071.296770 nChanged 7 SP:Iteration 37Q (38067.200000 sec): 3 clusters Score: Raw -567138.990699 + Penalty 4063.377691 = -563075.613008 nChanged 6 SP:Iteration 38Q (38067.220000 sec): 3 clusters Score: Raw -567141.953755 + Penalty 4063.377691 = -563078.576065 nChanged 2 SP:Iteration 39Q (38067.230000 sec): 3 clusters Score: Raw -567143.233849 + Penalty 4063.377691 = -563079.856159 nChanged 3 SP:Iteration 40F (38067.250000 sec): 3 clusters Score: Raw -567144.937411 + Penalty 4063.377691 = -563081.559721 nChanged 4 SP:Iteration 41Q (38067.260000 sec): 3 clusters Score: Raw -567147.527257 + Penalty 4063.377691 = -563084.149566 nChanged 2 SP:Iteration 42Q (38067.270000 sec): 3 clusters Score: Raw -567148.143840 + Penalty 4063.377691 = -563084.766149 nChanged 0 SP:Iteration 43F (38067.290000 sec): 3 clusters Score: Raw -567148.143840 + Penalty 4063.377691 = -563084.766149 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 11 (106797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38067.690000 sec): 2 clusters Score: Raw -16329344.968364 + Penalty 2871.513909 = -16326473.454455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38068.150000 sec): 3 clusters Score: Raw -16260765.026670 + Penalty 5743.027817 = -16255021.998852 nChanged 50539 SP:Iteration 1F (38068.590000 sec): 3 clusters Score: Raw -16290208.999252 + Penalty 5743.027817 = -16284465.971434 nChanged 4244 SP:Iteration 2Q (38069.070000 sec): 3 clusters Score: Raw -16291633.921985 + Penalty 5743.027817 = -16285890.894168 nChanged 4359 SP:Iteration 3Q (38069.540000 sec): 3 clusters Score: Raw -16293308.116444 + Penalty 5743.027817 = -16287565.088627 nChanged 4634 SP:Iteration 4Q (38069.990000 sec): 3 clusters Score: Raw -16295292.400643 + Penalty 5743.027817 = -16289549.372826 nChanged 4873 SP:Iteration 5Q (38070.460000 sec): 3 clusters Score: Raw -16297530.214927 + Penalty 5743.027817 = -16291787.187109 nChanged 5056 SP:Iteration 6Q (38070.930000 sec): 3 clusters Score: Raw -16299899.073117 + Penalty 5743.027817 = -16294156.045300 nChanged 5190 SP:Iteration 7Q (38071.390000 sec): 3 clusters Score: Raw -16302428.237805 + Penalty 5743.027817 = -16296685.209988 nChanged 5322 SP:Iteration 8Q (38071.850000 sec): 3 clusters Score: Raw -16305200.048844 + Penalty 5743.027817 = -16299457.021027 nChanged 5268 SP:Iteration 9Q (38072.300000 sec): 3 clusters Score: Raw -16308087.315804 + Penalty 5743.027817 = -16302344.287987 nChanged 5170 SP:Iteration 10Q (38072.750000 sec): 3 clusters Score: Raw -16310993.829163 + Penalty 5743.027817 = -16305250.801346 nChanged 4783 SP:Iteration 11Q (38073.180000 sec): 3 clusters Score: Raw -16313660.192184 + Penalty 5743.027817 = -16307917.164367 nChanged 4261 SP:Iteration 12Q (38073.620000 sec): 3 clusters Score: Raw -16315921.658687 + Penalty 5743.027817 = -16310178.630870 nChanged 3490 SP:Iteration 13Q (38074.040000 sec): 3 clusters Score: Raw -16317504.468014 + Penalty 5743.027817 = -16311761.440197 nChanged 2858 SP:Iteration 14Q (38074.460000 sec): 3 clusters Score: Raw -16318755.432370 + Penalty 5743.027817 = -16313012.404553 nChanged 2463 SP:Iteration 15Q (38074.880000 sec): 3 clusters Score: Raw -16319828.887997 + Penalty 5743.027817 = -16314085.860180 nChanged 2190 SP:Iteration 16Q (38075.290000 sec): 3 clusters Score: Raw -16320748.477515 + Penalty 5743.027817 = -16315005.449698 nChanged 2031 SP:Iteration 17Q (38075.690000 sec): 3 clusters Score: Raw -16321611.738783 + Penalty 5743.027817 = -16315868.710966 nChanged 1927 SP:Iteration 18Q (38076.080000 sec): 3 clusters Score: Raw -16322438.950010 + Penalty 5743.027817 = -16316695.922193 nChanged 1832 SP:Iteration 19Q (38076.470000 sec): 3 clusters Score: Raw -16323213.129459 + Penalty 5743.027817 = -16317470.101642 nChanged 1751 SP:Iteration 20F (38076.920000 sec): 3 clusters Score: Raw -16324004.240492 + Penalty 5743.027817 = -16318261.212675 nChanged 1714 SP:Iteration 21Q (38077.290000 sec): 3 clusters Score: Raw -16324820.025369 + Penalty 5743.027817 = -16319076.997552 nChanged 1607 SP:Iteration 22Q (38077.660000 sec): 3 clusters Score: Raw -16325609.783096 + Penalty 5743.027817 = -16319866.755279 nChanged 1488 SP:Iteration 23Q (38078.030000 sec): 3 clusters Score: Raw -16326379.321471 + Penalty 5743.027817 = -16320636.293654 nChanged 1358 SP:Iteration 24Q (38078.390000 sec): 3 clusters Score: Raw -16327071.084291 + Penalty 5743.027817 = -16321328.056474 nChanged 1152 SP:Iteration 25Q (38078.750000 sec): 3 clusters Score: Raw -16327657.005531 + Penalty 5743.027817 = -16321913.977714 nChanged 987 SP:Iteration 26Q (38079.100000 sec): 3 clusters Score: Raw -16328135.859640 + Penalty 5743.027817 = -16322392.831823 nChanged 801 SP:Iteration 27Q (38079.450000 sec): 3 clusters Score: Raw -16328511.518471 + Penalty 5743.027817 = -16322768.490654 nChanged 658 SP:Iteration 28Q (38079.790000 sec): 3 clusters Score: Raw -16328811.489102 + Penalty 5743.027817 = -16323068.461285 nChanged 536 SP:Iteration 29Q (38080.130000 sec): 3 clusters Score: Raw -16329062.856017 + Penalty 5743.027817 = -16323319.828200 nChanged 464 SP:Iteration 30Q (38080.470000 sec): 3 clusters Score: Raw -16329284.527153 + Penalty 5743.027817 = -16323541.499336 nChanged 369 SP:Iteration 31Q (38080.800000 sec): 3 clusters Score: Raw -16329455.859734 + Penalty 5743.027817 = -16323712.831917 nChanged 281 SP:Iteration 32Q (38081.130000 sec): 3 clusters Score: Raw -16329573.332434 + Penalty 5743.027817 = -16323830.304617 nChanged 221 SP:Iteration 33Q (38081.460000 sec): 3 clusters Score: Raw -16329659.035828 + Penalty 5743.027817 = -16323916.008011 nChanged 158 SP:Iteration 34Q (38081.790000 sec): 3 clusters Score: Raw -16329725.192239 + Penalty 5743.027817 = -16323982.164422 nChanged 135 SP:Iteration 35Q (38082.120000 sec): 3 clusters Score: Raw -16329785.572344 + Penalty 5743.027817 = -16324042.544527 nChanged 132 SP:Iteration 36Q (38082.440000 sec): 3 clusters Score: Raw -16329836.693176 + Penalty 5743.027817 = -16324093.665359 nChanged 111 SP:Iteration 37Q (38082.770000 sec): 3 clusters Score: Raw -16329881.229885 + Penalty 5743.027817 = -16324138.202068 nChanged 80 SP:Iteration 38Q (38083.090000 sec): 3 clusters Score: Raw -16329911.213744 + Penalty 5743.027817 = -16324168.185927 nChanged 61 SP:Iteration 39Q (38083.410000 sec): 3 clusters Score: Raw -16329932.778066 + Penalty 5743.027817 = -16324189.750249 nChanged 60 SP:Iteration 40F (38083.850000 sec): 3 clusters Score: Raw -16329952.953351 + Penalty 5743.027817 = -16324209.925534 nChanged 57 SP:Iteration 41Q (38084.170000 sec): 3 clusters Score: Raw -16329971.981557 + Penalty 5743.027817 = -16324228.953739 nChanged 42 SP:Iteration 42Q (38084.490000 sec): 3 clusters Score: Raw -16329984.820663 + Penalty 5743.027817 = -16324241.792846 nChanged 36 SP:Iteration 43Q (38084.810000 sec): 3 clusters Score: Raw -16329996.855869 + Penalty 5743.027817 = -16324253.828052 nChanged 29 SP:Iteration 44Q (38085.130000 sec): 3 clusters Score: Raw -16330003.946110 + Penalty 5743.027817 = -16324260.918293 nChanged 20 SP:Iteration 45Q (38085.450000 sec): 3 clusters Score: Raw -16330009.097916 + Penalty 5743.027817 = -16324266.070099 nChanged 18 SP:Iteration 46Q (38085.770000 sec): 3 clusters Score: Raw -16330013.850952 + Penalty 5743.027817 = -16324270.823135 nChanged 9 SP:Iteration 47Q (38086.090000 sec): 3 clusters Score: Raw -16330017.553963 + Penalty 5743.027817 = -16324274.526145 nChanged 14 SP:Iteration 48Q (38086.410000 sec): 3 clusters Score: Raw -16330021.717455 + Penalty 5743.027817 = -16324278.689638 nChanged 10 SP:Iteration 49Q (38086.730000 sec): 3 clusters Score: Raw -16330024.480270 + Penalty 5743.027817 = -16324281.452453 nChanged 9 SP:Iteration 50Q (38087.050000 sec): 3 clusters Score: Raw -16330026.791998 + Penalty 5743.027817 = -16324283.764181 nChanged 11 SP:Iteration 51Q (38087.370000 sec): 3 clusters Score: Raw -16330029.348001 + Penalty 5743.027817 = -16324286.320184 nChanged 7 SP:Iteration 52Q (38087.690000 sec): 3 clusters Score: Raw -16330031.319072 + Penalty 5743.027817 = -16324288.291255 nChanged 12 SP:Iteration 53Q (38088.010000 sec): 3 clusters Score: Raw -16330034.079174 + Penalty 5743.027817 = -16324291.051356 nChanged 6 SP:Iteration 54Q (38088.330000 sec): 3 clusters Score: Raw -16330035.404807 + Penalty 5743.027817 = -16324292.376989 nChanged 7 SP:Iteration 55Q (38088.670000 sec): 3 clusters Score: Raw -16330037.059885 + Penalty 5743.027817 = -16324294.032068 nChanged 7 SP:Iteration 56Q (38089.010000 sec): 3 clusters Score: Raw -16330038.423288 + Penalty 5743.027817 = -16324295.395471 nChanged 2 SP:Iteration 57Q (38089.340000 sec): 3 clusters Score: Raw -16330038.914180 + Penalty 5743.027817 = -16324295.886363 nChanged 4 SP:Iteration 58Q (38089.680000 sec): 3 clusters Score: Raw -16330039.793739 + Penalty 5743.027817 = -16324296.765922 nChanged 6 SP:Iteration 59Q (38090.010000 sec): 3 clusters Score: Raw -16330041.121373 + Penalty 5743.027817 = -16324298.093556 nChanged 5 SP:Iteration 60F (38090.490000 sec): 3 clusters Score: Raw -16330042.011938 + Penalty 5743.027817 = -16324298.984120 nChanged 3 SP:Iteration 61Q (38090.830000 sec): 3 clusters Score: Raw -16330043.077518 + Penalty 5743.027817 = -16324300.049701 nChanged 2 SP:Iteration 62Q (38091.180000 sec): 3 clusters Score: Raw -16330043.462930 + Penalty 5743.027817 = -16324300.435113 nChanged 1 SP:Iteration 63Q (38091.530000 sec): 3 clusters Score: Raw -16330043.626703 + Penalty 5743.027817 = -16324300.598886 nChanged 1 SP:Iteration 64Q (38091.870000 sec): 3 clusters Score: Raw -16330043.970590 + Penalty 5743.027817 = -16324300.942773 nChanged 3 SP:Iteration 65Q (38092.210000 sec): 3 clusters Score: Raw -16330045.616029 + Penalty 5743.027817 = -16324302.588212 nChanged 5 SP:Iteration 66Q (38092.560000 sec): 3 clusters Score: Raw -16330047.207802 + Penalty 5743.027817 = -16324304.179985 nChanged 5 SP:Iteration 67Q (38092.910000 sec): 3 clusters Score: Raw -16330048.428173 + Penalty 5743.027817 = -16324305.400355 nChanged 5 SP:Iteration 68Q (38093.250000 sec): 3 clusters Score: Raw -16330049.485260 + Penalty 5743.027817 = -16324306.457443 nChanged 5 SP:Iteration 69Q (38093.600000 sec): 3 clusters Score: Raw -16330050.877423 + Penalty 5743.027817 = -16324307.849606 nChanged 4 SP:Iteration 70Q (38093.950000 sec): 3 clusters Score: Raw -16330052.255404 + Penalty 5743.027817 = -16324309.227587 nChanged 7 SP:Iteration 71Q (38094.290000 sec): 3 clusters Score: Raw -16330053.691922 + Penalty 5743.027817 = -16324310.664105 nChanged 2 SP:Iteration 72Q (38094.640000 sec): 3 clusters Score: Raw -16330054.132425 + Penalty 5743.027817 = -16324311.104608 nChanged 3 SP:Iteration 73Q (38094.990000 sec): 3 clusters Score: Raw -16330055.071221 + Penalty 5743.027817 = -16324312.043404 nChanged 3 SP:Iteration 74Q (38095.340000 sec): 3 clusters Score: Raw -16330055.511588 + Penalty 5743.027817 = -16324312.483771 nChanged 3 SP:Iteration 75Q (38095.690000 sec): 3 clusters Score: Raw -16330056.297828 + Penalty 5743.027817 = -16324313.270011 nChanged 2 SP:Iteration 76Q (38096.030000 sec): 3 clusters Score: Raw -16330057.358479 + Penalty 5743.027817 = -16324314.330662 nChanged 2 SP:Iteration 77Q (38096.380000 sec): 3 clusters Score: Raw -16330057.737856 + Penalty 5743.027817 = -16324314.710039 nChanged 3 SP:Iteration 78Q (38096.730000 sec): 3 clusters Score: Raw -16330058.543358 + Penalty 5743.027817 = -16324315.515541 nChanged 3 SP:Iteration 79Q (38097.080000 sec): 3 clusters Score: Raw -16330059.085475 + Penalty 5743.027817 = -16324316.057658 nChanged 5 SP:Iteration 80F (38097.560000 sec): 3 clusters Score: Raw -16330060.353629 + Penalty 5743.027817 = -16324317.325812 nChanged 3 SP:Iteration 81Q (38097.910000 sec): 3 clusters Score: Raw -16330061.504794 + Penalty 5743.027817 = -16324318.476977 nChanged 0 SP:Iteration 82F (38098.380000 sec): 3 clusters Score: Raw -16330061.504794 + Penalty 5743.027817 = -16324318.476977 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 12 (1369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38098.450000 sec): 2 clusters Score: Raw -209306.245116 + Penalty 1791.015285 = -207515.229831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38098.460000 sec): 3 clusters Score: Raw -208951.460659 + Penalty 3582.030569 = -205369.430090 nChanged 383 SP:Iteration 1F (38098.460000 sec): 3 clusters Score: Raw -209324.409893 + Penalty 3582.030569 = -205742.379324 nChanged 94 SP:Iteration 2F (38098.470000 sec): 3 clusters Score: Raw -209466.075263 + Penalty 3582.030569 = -205884.044694 nChanged 60 SP:Iteration 3Q (38098.470000 sec): 3 clusters Score: Raw -209571.276747 + Penalty 3582.030569 = -205989.246178 nChanged 50 SP:Iteration 4Q (38098.480000 sec): 3 clusters Score: Raw -209621.929102 + Penalty 3582.030569 = -206039.898533 nChanged 30 SP:Iteration 5Q (38098.480000 sec): 3 clusters Score: Raw -209651.717053 + Penalty 3582.030569 = -206069.686484 nChanged 12 SP:Iteration 6Q (38098.490000 sec): 3 clusters Score: Raw -209662.524992 + Penalty 3582.030569 = -206080.494423 nChanged 5 SP:Iteration 7Q (38098.500000 sec): 3 clusters Score: Raw -209667.948168 + Penalty 3582.030569 = -206085.917599 nChanged 7 SP:Iteration 8Q (38098.500000 sec): 3 clusters Score: Raw -209674.196422 + Penalty 3582.030569 = -206092.165853 nChanged 5 SP:Iteration 9Q (38098.510000 sec): 3 clusters Score: Raw -209677.986303 + Penalty 3582.030569 = -206095.955733 nChanged 5 SP:Iteration 10Q (38098.510000 sec): 3 clusters Score: Raw -209683.636505 + Penalty 3582.030569 = -206101.605935 nChanged 7 SP:Iteration 11Q (38098.520000 sec): 3 clusters Score: Raw -209689.463195 + Penalty 3582.030569 = -206107.432626 nChanged 9 SP:Iteration 12Q (38098.520000 sec): 3 clusters Score: Raw -209699.240382 + Penalty 3582.030569 = -206117.209812 nChanged 8 SP:Iteration 13Q (38098.530000 sec): 3 clusters Score: Raw -209707.575869 + Penalty 3582.030569 = -206125.545299 nChanged 10 SP:Iteration 14Q (38098.540000 sec): 3 clusters Score: Raw -209718.640032 + Penalty 3582.030569 = -206136.609463 nChanged 8 SP:Iteration 15Q (38098.540000 sec): 3 clusters Score: Raw -209727.151619 + Penalty 3582.030569 = -206145.121049 nChanged 9 SP:Iteration 16Q (38098.540000 sec): 3 clusters Score: Raw -209736.148455 + Penalty 3582.030569 = -206154.117886 nChanged 9 SP:Iteration 17Q (38098.550000 sec): 3 clusters Score: Raw -209749.685668 + Penalty 3582.030569 = -206167.655099 nChanged 12 SP:Iteration 18Q (38098.560000 sec): 3 clusters Score: Raw -209780.980472 + Penalty 3582.030569 = -206198.949902 nChanged 23 SP:Iteration 19Q (38098.560000 sec): 3 clusters Score: Raw -209825.377358 + Penalty 3582.030569 = -206243.346788 nChanged 30 SP:Iteration 20F (38098.570000 sec): 3 clusters Score: Raw -209886.868650 + Penalty 3582.030569 = -206304.838080 nChanged 34 SP:Iteration 21Q (38098.570000 sec): 3 clusters Score: Raw -209942.833308 + Penalty 3582.030569 = -206360.802739 nChanged 34 SP:Iteration 22Q (38098.580000 sec): 3 clusters Score: Raw -209993.540652 + Penalty 3582.030569 = -206411.510083 nChanged 25 SP:Iteration 23Q (38098.580000 sec): 3 clusters Score: Raw -210022.249981 + Penalty 3582.030569 = -206440.219412 nChanged 16 SP:Iteration 24Q (38098.590000 sec): 3 clusters Score: Raw -210035.870572 + Penalty 3582.030569 = -206453.840002 nChanged 10 SP:Iteration 25Q (38098.600000 sec): 3 clusters Score: Raw -210047.090378 + Penalty 3582.030569 = -206465.059809 nChanged 9 SP:Iteration 26Q (38098.600000 sec): 3 clusters Score: Raw -210056.478372 + Penalty 3582.030569 = -206474.447802 nChanged 6 SP:Iteration 27Q (38098.600000 sec): 3 clusters Score: Raw -210059.425123 + Penalty 3582.030569 = -206477.394554 nChanged 5 SP:Iteration 28Q (38098.610000 sec): 3 clusters Score: Raw -210064.382252 + Penalty 3582.030569 = -206482.351682 nChanged 4 SP:Iteration 29Q (38098.620000 sec): 3 clusters Score: Raw -210068.701015 + Penalty 3582.030569 = -206486.670445 nChanged 2 SP:Iteration 30Q (38098.620000 sec): 3 clusters Score: Raw -210070.063993 + Penalty 3582.030569 = -206488.033424 nChanged 1 SP:Iteration 31Q (38098.630000 sec): 3 clusters Score: Raw -210070.489081 + Penalty 3582.030569 = -206488.458511 nChanged 0 SP:Iteration 32F (38098.630000 sec): 3 clusters Score: Raw -210070.489081 + Penalty 3582.030569 = -206488.458511 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 13 (39423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38098.800000 sec): 2 clusters Score: Raw -6390788.877251 + Penalty 2624.361961 = -6388164.515290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38098.980000 sec): 3 clusters Score: Raw -6366776.140494 + Penalty 5248.723922 = -6361527.416573 nChanged 17924 SP:Iteration 1F (38099.160000 sec): 3 clusters Score: Raw -6376552.154416 + Penalty 5248.723922 = -6371303.430494 nChanged 1637 SP:Iteration 2Q (38099.340000 sec): 3 clusters Score: Raw -6377029.040329 + Penalty 5248.723922 = -6371780.316407 nChanged 1499 SP:Iteration 3Q (38099.520000 sec): 3 clusters Score: Raw -6377466.488008 + Penalty 5248.723922 = -6372217.764086 nChanged 1402 SP:Iteration 4Q (38099.710000 sec): 3 clusters Score: Raw -6377892.427416 + Penalty 5248.723922 = -6372643.703494 nChanged 1362 SP:Iteration 5Q (38099.920000 sec): 3 clusters Score: Raw -6378308.650011 + Penalty 5248.723922 = -6373059.926089 nChanged 1326 SP:Iteration 6Q (38100.130000 sec): 3 clusters Score: Raw -6378724.808410 + Penalty 5248.723922 = -6373476.084488 nChanged 1369 SP:Iteration 7Q (38100.340000 sec): 3 clusters Score: Raw -6379224.111917 + Penalty 5248.723922 = -6373975.387996 nChanged 1518 SP:Iteration 8Q (38100.540000 sec): 3 clusters Score: Raw -6379863.259035 + Penalty 5248.723922 = -6374614.535113 nChanged 1728 SP:Iteration 9Q (38100.760000 sec): 3 clusters Score: Raw -6380709.964534 + Penalty 5248.723922 = -6375461.240612 nChanged 1934 SP:Iteration 10Q (38100.960000 sec): 3 clusters Score: Raw -6381843.374101 + Penalty 5248.723922 = -6376594.650179 nChanged 2134 SP:Iteration 11F (38101.160000 sec): 3 clusters Score: Raw -6383289.758621 + Penalty 5248.723922 = -6378041.034699 nChanged 2172 SP:Iteration 12F (38101.360000 sec): 3 clusters Score: Raw -6384944.789457 + Penalty 5248.723922 = -6379696.065535 nChanged 1995 SP:Iteration 13F (38101.570000 sec): 3 clusters Score: Raw -6386591.816848 + Penalty 5248.723922 = -6381343.092926 nChanged 1670 SP:Iteration 14Q (38101.760000 sec): 3 clusters Score: Raw -6387991.895213 + Penalty 5248.723922 = -6382743.171291 nChanged 1239 SP:Iteration 15Q (38101.940000 sec): 3 clusters Score: Raw -6388900.526589 + Penalty 5248.723922 = -6383651.802667 nChanged 883 SP:Iteration 16Q (38102.120000 sec): 3 clusters Score: Raw -6389495.109520 + Penalty 5248.723922 = -6384246.385598 nChanged 634 SP:Iteration 17Q (38102.290000 sec): 3 clusters Score: Raw -6389877.297792 + Penalty 5248.723922 = -6384628.573871 nChanged 483 SP:Iteration 18Q (38102.460000 sec): 3 clusters Score: Raw -6390155.902176 + Penalty 5248.723922 = -6384907.178254 nChanged 429 SP:Iteration 19Q (38102.620000 sec): 3 clusters Score: Raw -6390389.202682 + Penalty 5248.723922 = -6385140.478760 nChanged 346 SP:Iteration 20F (38102.820000 sec): 3 clusters Score: Raw -6390576.037932 + Penalty 5248.723922 = -6385327.314010 nChanged 274 SP:Iteration 21Q (38102.980000 sec): 3 clusters Score: Raw -6390710.151269 + Penalty 5248.723922 = -6385461.427347 nChanged 254 SP:Iteration 22Q (38103.130000 sec): 3 clusters Score: Raw -6390831.105689 + Penalty 5248.723922 = -6385582.381767 nChanged 203 SP:Iteration 23Q (38103.290000 sec): 3 clusters Score: Raw -6390919.388896 + Penalty 5248.723922 = -6385670.664975 nChanged 166 SP:Iteration 24Q (38103.450000 sec): 3 clusters Score: Raw -6390989.623598 + Penalty 5248.723922 = -6385740.899676 nChanged 135 SP:Iteration 25Q (38103.600000 sec): 3 clusters Score: Raw -6391050.053475 + Penalty 5248.723922 = -6385801.329554 nChanged 129 SP:Iteration 26Q (38103.760000 sec): 3 clusters Score: Raw -6391114.497994 + Penalty 5248.723922 = -6385865.774072 nChanged 108 SP:Iteration 27Q (38103.910000 sec): 3 clusters Score: Raw -6391167.850223 + Penalty 5248.723922 = -6385919.126301 nChanged 100 SP:Iteration 28Q (38104.060000 sec): 3 clusters Score: Raw -6391213.509882 + Penalty 5248.723922 = -6385964.785960 nChanged 92 SP:Iteration 29Q (38104.210000 sec): 3 clusters Score: Raw -6391255.484798 + Penalty 5248.723922 = -6386006.760876 nChanged 79 SP:Iteration 30Q (38104.360000 sec): 3 clusters Score: Raw -6391286.034730 + Penalty 5248.723922 = -6386037.310808 nChanged 53 SP:Iteration 31Q (38104.520000 sec): 3 clusters Score: Raw -6391310.717356 + Penalty 5248.723922 = -6386061.993434 nChanged 57 SP:Iteration 32Q (38104.670000 sec): 3 clusters Score: Raw -6391330.523395 + Penalty 5248.723922 = -6386081.799473 nChanged 42 SP:Iteration 33Q (38104.820000 sec): 3 clusters Score: Raw -6391348.542535 + Penalty 5248.723922 = -6386099.818613 nChanged 50 SP:Iteration 34Q (38104.970000 sec): 3 clusters Score: Raw -6391367.250960 + Penalty 5248.723922 = -6386118.527038 nChanged 38 SP:Iteration 35Q (38105.120000 sec): 3 clusters Score: Raw -6391381.398577 + Penalty 5248.723922 = -6386132.674655 nChanged 35 SP:Iteration 36Q (38105.270000 sec): 3 clusters Score: Raw -6391394.298768 + Penalty 5248.723922 = -6386145.574846 nChanged 31 SP:Iteration 37Q (38105.420000 sec): 3 clusters Score: Raw -6391406.191020 + Penalty 5248.723922 = -6386157.467098 nChanged 27 SP:Iteration 38Q (38105.570000 sec): 3 clusters Score: Raw -6391415.506137 + Penalty 5248.723922 = -6386166.782215 nChanged 24 SP:Iteration 39Q (38105.720000 sec): 3 clusters Score: Raw -6391423.197353 + Penalty 5248.723922 = -6386174.473431 nChanged 16 SP:Iteration 40F (38105.920000 sec): 3 clusters Score: Raw -6391427.902185 + Penalty 5248.723922 = -6386179.178263 nChanged 16 SP:Iteration 41Q (38106.070000 sec): 3 clusters Score: Raw -6391431.950396 + Penalty 5248.723922 = -6386183.226474 nChanged 10 SP:Iteration 42Q (38106.220000 sec): 3 clusters Score: Raw -6391435.539198 + Penalty 5248.723922 = -6386186.815276 nChanged 14 SP:Iteration 43Q (38106.370000 sec): 3 clusters Score: Raw -6391439.992286 + Penalty 5248.723922 = -6386191.268364 nChanged 8 SP:Iteration 44Q (38106.520000 sec): 3 clusters Score: Raw -6391442.037019 + Penalty 5248.723922 = -6386193.313097 nChanged 8 SP:Iteration 45Q (38106.680000 sec): 3 clusters Score: Raw -6391444.318322 + Penalty 5248.723922 = -6386195.594400 nChanged 10 SP:Iteration 46Q (38106.820000 sec): 3 clusters Score: Raw -6391447.048733 + Penalty 5248.723922 = -6386198.324811 nChanged 8 SP:Iteration 47Q (38106.980000 sec): 3 clusters Score: Raw -6391449.198166 + Penalty 5248.723922 = -6386200.474244 nChanged 8 SP:Iteration 48Q (38107.130000 sec): 3 clusters Score: Raw -6391452.032149 + Penalty 5248.723922 = -6386203.308227 nChanged 8 SP:Iteration 49Q (38107.280000 sec): 3 clusters Score: Raw -6391453.902510 + Penalty 5248.723922 = -6386205.178588 nChanged 5 SP:Iteration 50Q (38107.430000 sec): 3 clusters Score: Raw -6391455.046738 + Penalty 5248.723922 = -6386206.322816 nChanged 3 SP:Iteration 51Q (38107.580000 sec): 3 clusters Score: Raw -6391455.619641 + Penalty 5248.723922 = -6386206.895719 nChanged 4 SP:Iteration 52Q (38107.720000 sec): 3 clusters Score: Raw -6391456.771514 + Penalty 5248.723922 = -6386208.047592 nChanged 1 SP:Iteration 53Q (38107.880000 sec): 3 clusters Score: Raw -6391456.845195 + Penalty 5248.723922 = -6386208.121274 nChanged 1 SP:Iteration 54Q (38108.020000 sec): 3 clusters Score: Raw -6391457.549589 + Penalty 5248.723922 = -6386208.825667 nChanged 0 SP:Iteration 55F (38108.220000 sec): 3 clusters Score: Raw -6391457.549589 + Penalty 5248.723922 = -6386208.825667 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 14 (309485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38109.640000 sec): 2 clusters Score: Raw -49437860.703128 + Penalty 3135.380896 = -49434725.322232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38111.250000 sec): 3 clusters Score: Raw -49233216.125971 + Penalty 6270.761793 = -49226945.364179 nChanged 149589 SP:Iteration 1F (38112.860000 sec): 3 clusters Score: Raw -49321303.317132 + Penalty 6270.761793 = -49315032.555339 nChanged 8005 SP:Iteration 2Q (38114.500000 sec): 3 clusters Score: Raw -49323046.155763 + Penalty 6270.761793 = -49316775.393971 nChanged 10196 SP:Iteration 3Q (38116.140000 sec): 3 clusters Score: Raw -49326092.997507 + Penalty 6270.761793 = -49319822.235715 nChanged 14103 SP:Iteration 4Q (38117.760000 sec): 3 clusters Score: Raw -49332203.530587 + Penalty 6270.761793 = -49325932.768794 nChanged 20064 SP:Iteration 5F (38119.360000 sec): 3 clusters Score: Raw -49344439.596723 + Penalty 6270.761793 = -49338168.834931 nChanged 26447 SP:Iteration 6F (38120.960000 sec): 3 clusters Score: Raw -49365837.128853 + Penalty 6270.761793 = -49359566.367061 nChanged 28632 SP:Iteration 7F (38122.540000 sec): 3 clusters Score: Raw -49393295.993913 + Penalty 6270.761793 = -49387025.232120 nChanged 22500 SP:Iteration 8F (38124.130000 sec): 3 clusters Score: Raw -49416087.374392 + Penalty 6270.761793 = -49409816.612599 nChanged 12344 SP:Iteration 9Q (38125.680000 sec): 3 clusters Score: Raw -49428442.414898 + Penalty 6270.761793 = -49422171.653105 nChanged 5492 SP:Iteration 10Q (38127.050000 sec): 3 clusters Score: Raw -49433685.579451 + Penalty 6270.761793 = -49427414.817658 nChanged 2835 SP:Iteration 11Q (38128.300000 sec): 3 clusters Score: Raw -49435959.322820 + Penalty 6270.761793 = -49429688.561027 nChanged 1698 SP:Iteration 12Q (38129.500000 sec): 3 clusters Score: Raw -49436957.275353 + Penalty 6270.761793 = -49430686.513560 nChanged 1053 SP:Iteration 13Q (38130.670000 sec): 3 clusters Score: Raw -49437456.115157 + Penalty 6270.761793 = -49431185.353365 nChanged 757 SP:Iteration 14Q (38131.830000 sec): 3 clusters Score: Raw -49437774.249932 + Penalty 6270.761793 = -49431503.488139 nChanged 624 SP:Iteration 15Q (38132.980000 sec): 3 clusters Score: Raw -49438014.536863 + Penalty 6270.761793 = -49431743.775070 nChanged 494 SP:Iteration 16Q (38134.130000 sec): 3 clusters Score: Raw -49438181.642669 + Penalty 6270.761793 = -49431910.880876 nChanged 404 SP:Iteration 17Q (38135.280000 sec): 3 clusters Score: Raw -49438309.695045 + Penalty 6270.761793 = -49432038.933252 nChanged 333 SP:Iteration 18Q (38136.420000 sec): 3 clusters Score: Raw -49438415.170893 + Penalty 6270.761793 = -49432144.409100 nChanged 283 SP:Iteration 19Q (38137.560000 sec): 3 clusters Score: Raw -49438499.658870 + Penalty 6270.761793 = -49432228.897078 nChanged 238 SP:Iteration 20F (38139.140000 sec): 3 clusters Score: Raw -49438570.502786 + Penalty 6270.761793 = -49432299.740993 nChanged 205 SP:Iteration 21Q (38140.280000 sec): 3 clusters Score: Raw -49438625.680512 + Penalty 6270.761793 = -49432354.918719 nChanged 163 SP:Iteration 22Q (38141.410000 sec): 3 clusters Score: Raw -49438668.528578 + Penalty 6270.761793 = -49432397.766785 nChanged 151 SP:Iteration 23Q (38142.540000 sec): 3 clusters Score: Raw -49438706.379367 + Penalty 6270.761793 = -49432435.617574 nChanged 116 SP:Iteration 24Q (38143.670000 sec): 3 clusters Score: Raw -49438731.224638 + Penalty 6270.761793 = -49432460.462845 nChanged 114 SP:Iteration 25Q (38144.800000 sec): 3 clusters Score: Raw -49438760.652588 + Penalty 6270.761793 = -49432489.890795 nChanged 104 SP:Iteration 26Q (38145.930000 sec): 3 clusters Score: Raw -49438788.282270 + Penalty 6270.761793 = -49432517.520478 nChanged 103 SP:Iteration 27Q (38147.050000 sec): 3 clusters Score: Raw -49438810.651900 + Penalty 6270.761793 = -49432539.890108 nChanged 87 SP:Iteration 28Q (38148.180000 sec): 3 clusters Score: Raw -49438826.749518 + Penalty 6270.761793 = -49432555.987726 nChanged 76 SP:Iteration 29Q (38149.310000 sec): 3 clusters Score: Raw -49438841.075252 + Penalty 6270.761793 = -49432570.313459 nChanged 57 SP:Iteration 30Q (38150.430000 sec): 3 clusters Score: Raw -49438850.031888 + Penalty 6270.761793 = -49432579.270095 nChanged 53 SP:Iteration 31Q (38151.560000 sec): 3 clusters Score: Raw -49438859.230769 + Penalty 6270.761793 = -49432588.468976 nChanged 50 SP:Iteration 32Q (38152.680000 sec): 3 clusters Score: Raw -49438868.551110 + Penalty 6270.761793 = -49432597.789317 nChanged 49 SP:Iteration 33Q (38153.810000 sec): 3 clusters Score: Raw -49438876.995212 + Penalty 6270.761793 = -49432606.233419 nChanged 38 SP:Iteration 34Q (38154.930000 sec): 3 clusters Score: Raw -49438883.741355 + Penalty 6270.761793 = -49432612.979562 nChanged 52 SP:Iteration 35Q (38156.060000 sec): 3 clusters Score: Raw -49438893.298882 + Penalty 6270.761793 = -49432622.537089 nChanged 40 SP:Iteration 36Q (38157.180000 sec): 3 clusters Score: Raw -49438901.322744 + Penalty 6270.761793 = -49432630.560951 nChanged 33 SP:Iteration 37Q (38158.300000 sec): 3 clusters Score: Raw -49438908.463350 + Penalty 6270.761793 = -49432637.701557 nChanged 36 SP:Iteration 38Q (38159.430000 sec): 3 clusters Score: Raw -49438914.779208 + Penalty 6270.761793 = -49432644.017415 nChanged 37 SP:Iteration 39Q (38160.550000 sec): 3 clusters Score: Raw -49438920.417134 + Penalty 6270.761793 = -49432649.655342 nChanged 38 SP:Iteration 40F (38162.130000 sec): 3 clusters Score: Raw -49438926.634365 + Penalty 6270.761793 = -49432655.872572 nChanged 35 SP:Iteration 41Q (38163.250000 sec): 3 clusters Score: Raw -49438933.075693 + Penalty 6270.761793 = -49432662.313900 nChanged 40 SP:Iteration 42Q (38164.380000 sec): 3 clusters Score: Raw -49438939.128929 + Penalty 6270.761793 = -49432668.367136 nChanged 28 SP:Iteration 43Q (38165.500000 sec): 3 clusters Score: Raw -49438943.364365 + Penalty 6270.761793 = -49432672.602572 nChanged 26 SP:Iteration 44Q (38166.620000 sec): 3 clusters Score: Raw -49438947.317311 + Penalty 6270.761793 = -49432676.555518 nChanged 21 SP:Iteration 45Q (38167.740000 sec): 3 clusters Score: Raw -49438950.722938 + Penalty 6270.761793 = -49432679.961145 nChanged 26 SP:Iteration 46Q (38168.870000 sec): 3 clusters Score: Raw -49438953.966356 + Penalty 6270.761793 = -49432683.204563 nChanged 14 SP:Iteration 47Q (38169.990000 sec): 3 clusters Score: Raw -49438956.029139 + Penalty 6270.761793 = -49432685.267346 nChanged 14 SP:Iteration 48Q (38171.110000 sec): 3 clusters Score: Raw -49438958.177337 + Penalty 6270.761793 = -49432687.415544 nChanged 20 SP:Iteration 49Q (38172.240000 sec): 3 clusters Score: Raw -49438961.133856 + Penalty 6270.761793 = -49432690.372064 nChanged 23 SP:Iteration 50Q (38173.360000 sec): 3 clusters Score: Raw -49438964.576661 + Penalty 6270.761793 = -49432693.814868 nChanged 21 SP:Iteration 51Q (38174.480000 sec): 3 clusters Score: Raw -49438967.206059 + Penalty 6270.761793 = -49432696.444266 nChanged 15 SP:Iteration 52Q (38175.600000 sec): 3 clusters Score: Raw -49438969.254118 + Penalty 6270.761793 = -49432698.492325 nChanged 14 SP:Iteration 53Q (38176.720000 sec): 3 clusters Score: Raw -49438971.217322 + Penalty 6270.761793 = -49432700.455529 nChanged 7 SP:Iteration 54Q (38177.840000 sec): 3 clusters Score: Raw -49438972.121025 + Penalty 6270.761793 = -49432701.359233 nChanged 4 SP:Iteration 55Q (38178.960000 sec): 3 clusters Score: Raw -49438972.894862 + Penalty 6270.761793 = -49432702.133069 nChanged 6 SP:Iteration 56Q (38180.080000 sec): 3 clusters Score: Raw -49438973.884123 + Penalty 6270.761793 = -49432703.122330 nChanged 3 SP:Iteration 57Q (38181.200000 sec): 3 clusters Score: Raw -49438974.203880 + Penalty 6270.761793 = -49432703.442087 nChanged 3 SP:Iteration 58Q (38182.320000 sec): 3 clusters Score: Raw -49438974.526693 + Penalty 6270.761793 = -49432703.764900 nChanged 3 SP:Iteration 59Q (38183.430000 sec): 3 clusters Score: Raw -49438974.816855 + Penalty 6270.761793 = -49432704.055062 nChanged 3 SP:Iteration 60F (38185.010000 sec): 3 clusters Score: Raw -49438975.206321 + Penalty 6270.761793 = -49432704.444528 nChanged 1 SP:Iteration 61Q (38186.120000 sec): 3 clusters Score: Raw -49438975.394012 + Penalty 6270.761793 = -49432704.632219 nChanged 1 SP:Iteration 62Q (38187.240000 sec): 3 clusters Score: Raw -49438975.465263 + Penalty 6270.761793 = -49432704.703471 nChanged 1 SP:Iteration 63Q (38188.350000 sec): 3 clusters Score: Raw -49438975.642785 + Penalty 6270.761793 = -49432704.880993 nChanged 1 SP:Iteration 64Q (38189.470000 sec): 3 clusters Score: Raw -49438975.711215 + Penalty 6270.761793 = -49432704.949422 nChanged 0 SP:Iteration 65F (38191.040000 sec): 3 clusters Score: Raw -49438975.711215 + Penalty 6270.761793 = -49432704.949422 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 15 (3356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38191.210000 sec): 2 clusters Score: Raw -551466.211327 + Penalty 2013.389257 = -549452.822070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38191.230000 sec): 3 clusters Score: Raw -550037.097694 + Penalty 4026.778514 = -546010.319181 nChanged 1143 SP:Iteration 1F (38191.240000 sec): 3 clusters Score: Raw -550706.655180 + Penalty 4026.778514 = -546679.876667 nChanged 259 SP:Iteration 2F (38191.260000 sec): 3 clusters Score: Raw -550895.468689 + Penalty 4026.778514 = -546868.690176 nChanged 173 SP:Iteration 3F (38191.280000 sec): 3 clusters Score: Raw -551017.280547 + Penalty 4026.778514 = -546990.502033 nChanged 131 SP:Iteration 4Q (38191.290000 sec): 3 clusters Score: Raw -551113.673252 + Penalty 4026.778514 = -547086.894738 nChanged 120 SP:Iteration 5Q (38191.310000 sec): 3 clusters Score: Raw -551189.874128 + Penalty 4026.778514 = -547163.095615 nChanged 90 SP:Iteration 6Q (38191.320000 sec): 3 clusters Score: Raw -551245.888229 + Penalty 4026.778514 = -547219.109716 nChanged 66 SP:Iteration 7Q (38191.340000 sec): 3 clusters Score: Raw -551280.432767 + Penalty 4026.778514 = -547253.654254 nChanged 47 SP:Iteration 8Q (38191.360000 sec): 3 clusters Score: Raw -551301.070518 + Penalty 4026.778514 = -547274.292004 nChanged 34 SP:Iteration 9Q (38191.380000 sec): 3 clusters Score: Raw -551319.123460 + Penalty 4026.778514 = -547292.344947 nChanged 37 SP:Iteration 10Q (38191.390000 sec): 3 clusters Score: Raw -551337.542340 + Penalty 4026.778514 = -547310.763826 nChanged 27 SP:Iteration 11Q (38191.410000 sec): 3 clusters Score: Raw -551354.043525 + Penalty 4026.778514 = -547327.265012 nChanged 36 SP:Iteration 12Q (38191.420000 sec): 3 clusters Score: Raw -551371.341145 + Penalty 4026.778514 = -547344.562632 nChanged 25 SP:Iteration 13Q (38191.440000 sec): 3 clusters Score: Raw -551384.825056 + Penalty 4026.778514 = -547358.046542 nChanged 27 SP:Iteration 14Q (38191.460000 sec): 3 clusters Score: Raw -551399.713410 + Penalty 4026.778514 = -547372.934897 nChanged 17 SP:Iteration 15Q (38191.470000 sec): 3 clusters Score: Raw -551406.987405 + Penalty 4026.778514 = -547380.208891 nChanged 16 SP:Iteration 16Q (38191.490000 sec): 3 clusters Score: Raw -551411.514715 + Penalty 4026.778514 = -547384.736201 nChanged 4 SP:Iteration 17Q (38191.510000 sec): 3 clusters Score: Raw -551412.651134 + Penalty 4026.778514 = -547385.872620 nChanged 3 SP:Iteration 18Q (38191.520000 sec): 3 clusters Score: Raw -551413.263421 + Penalty 4026.778514 = -547386.484908 nChanged 2 SP:Iteration 19Q (38191.540000 sec): 3 clusters Score: Raw -551413.719433 + Penalty 4026.778514 = -547386.940920 nChanged 2 SP:Iteration 20F (38191.560000 sec): 3 clusters Score: Raw -551414.686267 + Penalty 4026.778514 = -547387.907753 nChanged 4 SP:Iteration 21Q (38191.570000 sec): 3 clusters Score: Raw -551416.804403 + Penalty 4026.778514 = -547390.025890 nChanged 4 SP:Iteration 22Q (38191.590000 sec): 3 clusters Score: Raw -551417.783608 + Penalty 4026.778514 = -547391.005095 nChanged 1 SP:Iteration 23Q (38191.610000 sec): 3 clusters Score: Raw -551417.948475 + Penalty 4026.778514 = -547391.169961 nChanged 0 SP:Iteration 24F (38191.630000 sec): 3 clusters Score: Raw -551417.948475 + Penalty 4026.778514 = -547391.169961 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 16 (27964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38191.760000 sec): 2 clusters Score: Raw -4492011.688540 + Penalty 2539.190965 = -4489472.497574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38191.900000 sec): 3 clusters Score: Raw -4475288.894316 + Penalty 5078.381931 = -4470210.512386 nChanged 12539 SP:Iteration 1F (38192.040000 sec): 3 clusters Score: Raw -4482074.888630 + Penalty 5078.381931 = -4476996.506699 nChanged 1391 SP:Iteration 2Q (38192.180000 sec): 3 clusters Score: Raw -4482551.330187 + Penalty 5078.381931 = -4477472.948256 nChanged 1251 SP:Iteration 3Q (38192.320000 sec): 3 clusters Score: Raw -4482987.782635 + Penalty 5078.381931 = -4477909.400704 nChanged 1230 SP:Iteration 4Q (38192.470000 sec): 3 clusters Score: Raw -4483514.767335 + Penalty 5078.381931 = -4478436.385404 nChanged 1402 SP:Iteration 5F (38192.610000 sec): 3 clusters Score: Raw -4484224.270444 + Penalty 5078.381931 = -4479145.888513 nChanged 1621 SP:Iteration 6F (38192.750000 sec): 3 clusters Score: Raw -4485210.872652 + Penalty 5078.381931 = -4480132.490721 nChanged 1911 SP:Iteration 7F (38192.880000 sec): 3 clusters Score: Raw -4486616.261365 + Penalty 5078.381931 = -4481537.879434 nChanged 2045 SP:Iteration 8F (38193.020000 sec): 3 clusters Score: Raw -4488374.961557 + Penalty 5078.381931 = -4483296.579626 nChanged 1854 SP:Iteration 9F (38193.160000 sec): 3 clusters Score: Raw -4490121.043344 + Penalty 5078.381931 = -4485042.661413 nChanged 1202 SP:Iteration 10Q (38193.290000 sec): 3 clusters Score: Raw -4491248.652386 + Penalty 5078.381931 = -4486170.270455 nChanged 606 SP:Iteration 11Q (38193.420000 sec): 3 clusters Score: Raw -4491802.244409 + Penalty 5078.381931 = -4486723.862478 nChanged 270 SP:Iteration 12Q (38193.530000 sec): 3 clusters Score: Raw -4492050.823515 + Penalty 5078.381931 = -4486972.441584 nChanged 119 SP:Iteration 13Q (38193.640000 sec): 3 clusters Score: Raw -4492168.918738 + Penalty 5078.381931 = -4487090.536808 nChanged 55 SP:Iteration 14Q (38193.750000 sec): 3 clusters Score: Raw -4492231.330616 + Penalty 5078.381931 = -4487152.948685 nChanged 37 SP:Iteration 15Q (38193.850000 sec): 3 clusters Score: Raw -4492278.512373 + Penalty 5078.381931 = -4487200.130442 nChanged 22 SP:Iteration 16Q (38193.960000 sec): 3 clusters Score: Raw -4492304.642870 + Penalty 5078.381931 = -4487226.260939 nChanged 14 SP:Iteration 17Q (38194.060000 sec): 3 clusters Score: Raw -4492324.506140 + Penalty 5078.381931 = -4487246.124209 nChanged 8 SP:Iteration 18Q (38194.160000 sec): 3 clusters Score: Raw -4492336.353772 + Penalty 5078.381931 = -4487257.971842 nChanged 5 SP:Iteration 19Q (38194.260000 sec): 3 clusters Score: Raw -4492342.843783 + Penalty 5078.381931 = -4487264.461852 nChanged 4 SP:Iteration 20F (38194.400000 sec): 3 clusters Score: Raw -4492345.395963 + Penalty 5078.381931 = -4487267.014032 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 17 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38194.420000 sec): 2 clusters Score: Raw -17222.246688 + Penalty 1174.577215 = -16047.669473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38194.420000 sec): 3 clusters Score: Raw -17550.866088 + Penalty 2349.154430 = -15201.711658 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 18 (3870 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38194.440000 sec): 2 clusters Score: Raw -608958.480655 + Penalty 2048.730427 = -606909.750228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38194.460000 sec): 3 clusters Score: Raw -607211.169739 + Penalty 4097.460854 = -603113.708885 nChanged 1446 SP:Iteration 1F (38194.480000 sec): 3 clusters Score: Raw -608078.006281 + Penalty 4097.460854 = -603980.545427 nChanged 298 SP:Iteration 2F (38194.500000 sec): 3 clusters Score: Raw -608282.767170 + Penalty 4097.460854 = -604185.306316 nChanged 201 SP:Iteration 3F (38194.520000 sec): 3 clusters Score: Raw -608391.883681 + Penalty 4097.460854 = -604294.422828 nChanged 120 SP:Iteration 4Q (38194.540000 sec): 3 clusters Score: Raw -608462.060008 + Penalty 4097.460854 = -604364.599154 nChanged 114 SP:Iteration 5Q (38194.560000 sec): 3 clusters Score: Raw -608526.707170 + Penalty 4097.460854 = -604429.246316 nChanged 86 SP:Iteration 6Q (38194.580000 sec): 3 clusters Score: Raw -608575.573202 + Penalty 4097.460854 = -604478.112348 nChanged 66 SP:Iteration 7Q (38194.600000 sec): 3 clusters Score: Raw -608619.341887 + Penalty 4097.460854 = -604521.881033 nChanged 71 SP:Iteration 8Q (38194.610000 sec): 3 clusters Score: Raw -608657.344179 + Penalty 4097.460854 = -604559.883325 nChanged 56 SP:Iteration 9Q (38194.630000 sec): 3 clusters Score: Raw -608693.479944 + Penalty 4097.460854 = -604596.019090 nChanged 64 SP:Iteration 10Q (38194.650000 sec): 3 clusters Score: Raw -608734.542174 + Penalty 4097.460854 = -604637.081320 nChanged 60 SP:Iteration 11Q (38194.670000 sec): 3 clusters Score: Raw -608776.391895 + Penalty 4097.460854 = -604678.931041 nChanged 73 SP:Iteration 12Q (38194.690000 sec): 3 clusters Score: Raw -608821.242931 + Penalty 4097.460854 = -604723.782077 nChanged 71 SP:Iteration 13Q (38194.710000 sec): 3 clusters Score: Raw -608868.623105 + Penalty 4097.460854 = -604771.162251 nChanged 63 SP:Iteration 14Q (38194.730000 sec): 3 clusters Score: Raw -608924.424893 + Penalty 4097.460854 = -604826.964039 nChanged 74 SP:Iteration 15Q (38194.740000 sec): 3 clusters Score: Raw -608997.614920 + Penalty 4097.460854 = -604900.154066 nChanged 73 SP:Iteration 16Q (38194.760000 sec): 3 clusters Score: Raw -609054.933290 + Penalty 4097.460854 = -604957.472436 nChanged 57 SP:Iteration 17Q (38194.780000 sec): 3 clusters Score: Raw -609109.901759 + Penalty 4097.460854 = -605012.440905 nChanged 53 SP:Iteration 18Q (38194.790000 sec): 3 clusters Score: Raw -609144.850846 + Penalty 4097.460854 = -605047.389992 nChanged 79 SP:Iteration 19Q (38194.810000 sec): 3 clusters Score: Raw -609185.459621 + Penalty 4097.460854 = -605087.998767 nChanged 71 SP:Iteration 20F (38194.820000 sec): 3 clusters Score: Raw -609220.325183 + Penalty 4097.460854 = -605122.864329 nChanged 68 SP:Iteration 21Q (38194.840000 sec): 3 clusters Score: Raw -609256.303779 + Penalty 4097.460854 = -605158.842925 nChanged 67 SP:Iteration 22Q (38194.860000 sec): 3 clusters Score: Raw -609295.954619 + Penalty 4097.460854 = -605198.493765 nChanged 77 SP:Iteration 23Q (38194.870000 sec): 3 clusters Score: Raw -609335.824703 + Penalty 4097.460854 = -605238.363849 nChanged 63 SP:Iteration 24Q (38194.890000 sec): 3 clusters Score: Raw -609374.872414 + Penalty 4097.460854 = -605277.411560 nChanged 72 SP:Iteration 25Q (38194.900000 sec): 3 clusters Score: Raw -609413.832113 + Penalty 4097.460854 = -605316.371259 nChanged 65 SP:Iteration 26Q (38194.920000 sec): 3 clusters Score: Raw -609449.928702 + Penalty 4097.460854 = -605352.467848 nChanged 75 SP:Iteration 27Q (38194.930000 sec): 3 clusters Score: Raw -609497.013357 + Penalty 4097.460854 = -605399.552503 nChanged 88 SP:Iteration 28Q (38194.950000 sec): 3 clusters Score: Raw -609548.157003 + Penalty 4097.460854 = -605450.696149 nChanged 72 SP:Iteration 29Q (38194.960000 sec): 3 clusters Score: Raw -609592.593373 + Penalty 4097.460854 = -605495.132519 nChanged 64 SP:Iteration 30Q (38194.980000 sec): 3 clusters Score: Raw -609632.117898 + Penalty 4097.460854 = -605534.657045 nChanged 56 SP:Iteration 31Q (38195.000000 sec): 3 clusters Score: Raw -609667.859077 + Penalty 4097.460854 = -605570.398224 nChanged 59 SP:Iteration 32Q (38195.010000 sec): 3 clusters Score: Raw -609711.030272 + Penalty 4097.460854 = -605613.569418 nChanged 51 SP:Iteration 33Q (38195.020000 sec): 3 clusters Score: Raw -609742.356774 + Penalty 4097.460854 = -605644.895920 nChanged 37 SP:Iteration 34Q (38195.040000 sec): 3 clusters Score: Raw -609765.786200 + Penalty 4097.460854 = -605668.325346 nChanged 32 SP:Iteration 35Q (38195.060000 sec): 3 clusters Score: Raw -609784.642909 + Penalty 4097.460854 = -605687.182056 nChanged 21 SP:Iteration 36Q (38195.080000 sec): 3 clusters Score: Raw -609796.380891 + Penalty 4097.460854 = -605698.920037 nChanged 15 SP:Iteration 37Q (38195.090000 sec): 3 clusters Score: Raw -609805.859728 + Penalty 4097.460854 = -605708.398875 nChanged 14 SP:Iteration 38Q (38195.100000 sec): 3 clusters Score: Raw -609813.478424 + Penalty 4097.460854 = -605716.017570 nChanged 13 SP:Iteration 39Q (38195.120000 sec): 3 clusters Score: Raw -609822.239015 + Penalty 4097.460854 = -605724.778161 nChanged 23 SP:Iteration 40F (38195.140000 sec): 3 clusters Score: Raw -609836.705856 + Penalty 4097.460854 = -605739.245002 nChanged 19 SP:Iteration 41Q (38195.160000 sec): 3 clusters Score: Raw -609848.083566 + Penalty 4097.460854 = -605750.622713 nChanged 9 SP:Iteration 42Q (38195.180000 sec): 3 clusters Score: Raw -609852.007224 + Penalty 4097.460854 = -605754.546370 nChanged 8 SP:Iteration 43Q (38195.190000 sec): 3 clusters Score: Raw -609857.363666 + Penalty 4097.460854 = -605759.902812 nChanged 10 SP:Iteration 44Q (38195.210000 sec): 3 clusters Score: Raw -609862.834156 + Penalty 4097.460854 = -605765.373302 nChanged 6 SP:Iteration 45Q (38195.230000 sec): 3 clusters Score: Raw -609865.632018 + Penalty 4097.460854 = -605768.171164 nChanged 7 SP:Iteration 46Q (38195.250000 sec): 3 clusters Score: Raw -609870.679753 + Penalty 4097.460854 = -605773.218899 nChanged 8 SP:Iteration 47Q (38195.260000 sec): 3 clusters Score: Raw -609876.047279 + Penalty 4097.460854 = -605778.586425 nChanged 7 SP:Iteration 48Q (38195.280000 sec): 3 clusters Score: Raw -609882.408271 + Penalty 4097.460854 = -605784.947417 nChanged 12 SP:Iteration 49Q (38195.300000 sec): 3 clusters Score: Raw -609891.986366 + Penalty 4097.460854 = -605794.525512 nChanged 10 SP:Iteration 50Q (38195.320000 sec): 3 clusters Score: Raw -609897.539029 + Penalty 4097.460854 = -605800.078175 nChanged 3 SP:Iteration 51Q (38195.340000 sec): 3 clusters Score: Raw -609899.575492 + Penalty 4097.460854 = -605802.114638 nChanged 6 SP:Iteration 52Q (38195.350000 sec): 3 clusters Score: Raw -609902.442679 + Penalty 4097.460854 = -605804.981825 nChanged 6 SP:Iteration 53Q (38195.370000 sec): 3 clusters Score: Raw -609907.150360 + Penalty 4097.460854 = -605809.689506 nChanged 8 SP:Iteration 54Q (38195.390000 sec): 3 clusters Score: Raw -609911.374729 + Penalty 4097.460854 = -605813.913875 nChanged 9 SP:Iteration 55Q (38195.410000 sec): 3 clusters Score: Raw -609917.719099 + Penalty 4097.460854 = -605820.258245 nChanged 9 SP:Iteration 56Q (38195.420000 sec): 3 clusters Score: Raw -609925.188350 + Penalty 4097.460854 = -605827.727496 nChanged 10 SP:Iteration 57Q (38195.440000 sec): 3 clusters Score: Raw -609929.077968 + Penalty 4097.460854 = -605831.617114 nChanged 7 SP:Iteration 58Q (38195.460000 sec): 3 clusters Score: Raw -609935.448433 + Penalty 4097.460854 = -605837.987579 nChanged 7 SP:Iteration 59Q (38195.480000 sec): 3 clusters Score: Raw -609941.377516 + Penalty 4097.460854 = -605843.916662 nChanged 11 SP:Iteration 60F (38195.500000 sec): 3 clusters Score: Raw -609948.952286 + Penalty 4097.460854 = -605851.491432 nChanged 5 SP:Iteration 61Q (38195.510000 sec): 3 clusters Score: Raw -609951.234919 + Penalty 4097.460854 = -605853.774065 nChanged 6 SP:Iteration 62Q (38195.530000 sec): 3 clusters Score: Raw -609955.166787 + Penalty 4097.460854 = -605857.705933 nChanged 5 SP:Iteration 63Q (38195.540000 sec): 3 clusters Score: Raw -609956.945087 + Penalty 4097.460854 = -605859.484234 nChanged 3 SP:Iteration 64Q (38195.560000 sec): 3 clusters Score: Raw -609958.436992 + Penalty 4097.460854 = -605860.976139 nChanged 5 SP:Iteration 65Q (38195.580000 sec): 3 clusters Score: Raw -609962.883561 + Penalty 4097.460854 = -605865.422707 nChanged 12 SP:Iteration 66Q (38195.600000 sec): 3 clusters Score: Raw -609968.993895 + Penalty 4097.460854 = -605871.533041 nChanged 11 SP:Iteration 67Q (38195.620000 sec): 3 clusters Score: Raw -609975.481317 + Penalty 4097.460854 = -605878.020463 nChanged 10 SP:Iteration 68Q (38195.630000 sec): 3 clusters Score: Raw -609980.627683 + Penalty 4097.460854 = -605883.166829 nChanged 10 SP:Iteration 69Q (38195.650000 sec): 3 clusters Score: Raw -609985.569590 + Penalty 4097.460854 = -605888.108737 nChanged 4 SP:Iteration 70Q (38195.660000 sec): 3 clusters Score: Raw -609987.930022 + Penalty 4097.460854 = -605890.469169 nChanged 4 SP:Iteration 71Q (38195.680000 sec): 3 clusters Score: Raw -609990.946785 + Penalty 4097.460854 = -605893.485931 nChanged 5 SP:Iteration 72Q (38195.700000 sec): 3 clusters Score: Raw -609994.884623 + Penalty 4097.460854 = -605897.423769 nChanged 3 SP:Iteration 73Q (38195.720000 sec): 3 clusters Score: Raw -609996.276227 + Penalty 4097.460854 = -605898.815373 nChanged 1 SP:Iteration 74Q (38195.730000 sec): 3 clusters Score: Raw -609996.641511 + Penalty 4097.460854 = -605899.180658 nChanged 0 SP:Iteration 75F (38195.750000 sec): 3 clusters Score: Raw -609996.641511 + Penalty 4097.460854 = -605899.180658 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 19 (524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38195.760000 sec): 2 clusters Score: Raw -77467.681325 + Penalty 1552.849938 = -75914.831387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38195.760000 sec): 3 clusters Score: Raw -77632.237875 + Penalty 3105.699875 = -74526.537999 nChanged 94 SP:Iteration 1F (38195.760000 sec): 3 clusters Score: Raw -78125.427590 + Penalty 3105.699875 = -75019.727715 nChanged 51 SP:Iteration 2F (38195.770000 sec): 3 clusters Score: Raw -78283.370732 + Penalty 3105.699875 = -75177.670857 nChanged 22 SP:Iteration 3Q (38195.770000 sec): 3 clusters Score: Raw -78351.017115 + Penalty 3105.699875 = -75245.317240 nChanged 15 SP:Iteration 4Q (38195.770000 sec): 3 clusters Score: Raw -78395.758969 + Penalty 3105.699875 = -75290.059093 nChanged 10 SP:Iteration 5Q (38195.770000 sec): 3 clusters Score: Raw -78432.570990 + Penalty 3105.699875 = -75326.871115 nChanged 9 SP:Iteration 6Q (38195.770000 sec): 3 clusters Score: Raw -78453.485331 + Penalty 3105.699875 = -75347.785456 nChanged 3 SP:Iteration 7Q (38195.780000 sec): 3 clusters Score: Raw -78463.441542 + Penalty 3105.699875 = -75357.741667 nChanged 2 SP:Iteration 8Q (38195.780000 sec): 3 clusters Score: Raw -78470.675340 + Penalty 3105.699875 = -75364.975465 nChanged 0 SP:Iteration 9F (38195.780000 sec): 3 clusters Score: Raw -78470.675340 + Penalty 3105.699875 = -75364.975465 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 20 (1064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38195.790000 sec): 2 clusters Score: Raw -172774.604278 + Penalty 1728.508086 = -171046.096191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38195.790000 sec): 3 clusters Score: Raw -172502.556175 + Penalty 3457.016172 = -169045.540002 nChanged 269 SP:Iteration 1F (38195.800000 sec): 3 clusters Score: Raw -172784.752510 + Penalty 3457.016172 = -169327.736338 nChanged 61 SP:Iteration 2F (38195.800000 sec): 3 clusters Score: Raw -172862.392218 + Penalty 3457.016172 = -169405.376046 nChanged 27 SP:Iteration 3Q (38195.810000 sec): 3 clusters Score: Raw -172901.849264 + Penalty 3457.016172 = -169444.833091 nChanged 19 SP:Iteration 4Q (38195.810000 sec): 3 clusters Score: Raw -172921.096651 + Penalty 3457.016172 = -169464.080479 nChanged 10 SP:Iteration 5Q (38195.820000 sec): 3 clusters Score: Raw -172934.605110 + Penalty 3457.016172 = -169477.588938 nChanged 3 SP:Iteration 6Q (38195.820000 sec): 3 clusters Score: Raw -172938.039360 + Penalty 3457.016172 = -169481.023187 nChanged 0 SP:Iteration 7F (38195.820000 sec): 3 clusters Score: Raw -172938.039360 + Penalty 3457.016172 = -169481.023187 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 21 (11003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38195.870000 sec): 2 clusters Score: Raw -1762376.682433 + Penalty 2307.868964 = -1760068.813469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38195.920000 sec): 3 clusters Score: Raw -1756372.066826 + Penalty 4615.737928 = -1751756.328898 nChanged 4646 SP:Iteration 1F (38195.960000 sec): 3 clusters Score: Raw -1758950.586378 + Penalty 4615.737928 = -1754334.848450 nChanged 786 SP:Iteration 2F (38196.010000 sec): 3 clusters Score: Raw -1759363.640387 + Penalty 4615.737928 = -1754747.902459 nChanged 607 SP:Iteration 3F (38196.060000 sec): 3 clusters Score: Raw -1759707.150739 + Penalty 4615.737928 = -1755091.412811 nChanged 561 SP:Iteration 4F (38196.110000 sec): 3 clusters Score: Raw -1760029.731570 + Penalty 4615.737928 = -1755413.993642 nChanged 532 SP:Iteration 5Q (38196.160000 sec): 3 clusters Score: Raw -1760352.240628 + Penalty 4615.737928 = -1755736.502700 nChanged 548 SP:Iteration 6Q (38196.210000 sec): 3 clusters Score: Raw -1760711.353967 + Penalty 4615.737928 = -1756095.616039 nChanged 570 SP:Iteration 7F (38196.270000 sec): 3 clusters Score: Raw -1761113.786466 + Penalty 4615.737928 = -1756498.048538 nChanged 526 SP:Iteration 8Q (38196.320000 sec): 3 clusters Score: Raw -1761529.095991 + Penalty 4615.737928 = -1756913.358063 nChanged 511 SP:Iteration 9Q (38196.380000 sec): 3 clusters Score: Raw -1761953.430660 + Penalty 4615.737928 = -1757337.692732 nChanged 408 SP:Iteration 10Q (38196.430000 sec): 3 clusters Score: Raw -1762293.626671 + Penalty 4615.737928 = -1757677.888743 nChanged 340 SP:Iteration 11Q (38196.480000 sec): 3 clusters Score: Raw -1762580.658869 + Penalty 4615.737928 = -1757964.920942 nChanged 250 SP:Iteration 12Q (38196.530000 sec): 3 clusters Score: Raw -1762774.319096 + Penalty 4615.737928 = -1758158.581168 nChanged 186 SP:Iteration 13Q (38196.580000 sec): 3 clusters Score: Raw -1762896.705050 + Penalty 4615.737928 = -1758280.967122 nChanged 122 SP:Iteration 14Q (38196.620000 sec): 3 clusters Score: Raw -1762976.308480 + Penalty 4615.737928 = -1758360.570552 nChanged 97 SP:Iteration 15Q (38196.670000 sec): 3 clusters Score: Raw -1763045.542150 + Penalty 4615.737928 = -1758429.804222 nChanged 94 SP:Iteration 16Q (38196.720000 sec): 3 clusters Score: Raw -1763134.260903 + Penalty 4615.737928 = -1758518.522975 nChanged 96 SP:Iteration 17Q (38196.760000 sec): 3 clusters Score: Raw -1763229.467312 + Penalty 4615.737928 = -1758613.729384 nChanged 75 SP:Iteration 18Q (38196.800000 sec): 3 clusters Score: Raw -1763291.825558 + Penalty 4615.737928 = -1758676.087630 nChanged 56 SP:Iteration 19Q (38196.850000 sec): 3 clusters Score: Raw -1763327.961389 + Penalty 4615.737928 = -1758712.223461 nChanged 47 SP:Iteration 20F (38196.900000 sec): 3 clusters Score: Raw -1763355.442061 + Penalty 4615.737928 = -1758739.704133 nChanged 36 SP:Iteration 21Q (38196.940000 sec): 3 clusters Score: Raw -1763374.700519 + Penalty 4615.737928 = -1758758.962591 nChanged 35 SP:Iteration 22Q (38196.990000 sec): 3 clusters Score: Raw -1763389.838852 + Penalty 4615.737928 = -1758774.100924 nChanged 29 SP:Iteration 23Q (38197.030000 sec): 3 clusters Score: Raw -1763403.383259 + Penalty 4615.737928 = -1758787.645331 nChanged 23 SP:Iteration 24Q (38197.070000 sec): 3 clusters Score: Raw -1763410.262683 + Penalty 4615.737928 = -1758794.524755 nChanged 16 SP:Iteration 25Q (38197.110000 sec): 3 clusters Score: Raw -1763415.961359 + Penalty 4615.737928 = -1758800.223431 nChanged 9 SP:Iteration 26Q (38197.160000 sec): 3 clusters Score: Raw -1763418.346996 + Penalty 4615.737928 = -1758802.609068 nChanged 4 SP:Iteration 27Q (38197.200000 sec): 3 clusters Score: Raw -1763419.910760 + Penalty 4615.737928 = -1758804.172832 nChanged 4 SP:Iteration 28Q (38197.240000 sec): 3 clusters Score: Raw -1763421.675979 + Penalty 4615.737928 = -1758805.938051 nChanged 5 SP:Iteration 29Q (38197.270000 sec): 3 clusters Score: Raw -1763423.538523 + Penalty 4615.737928 = -1758807.800595 nChanged 7 SP:Iteration 30Q (38197.310000 sec): 3 clusters Score: Raw -1763425.491616 + Penalty 4615.737928 = -1758809.753688 nChanged 4 SP:Iteration 31Q (38197.340000 sec): 3 clusters Score: Raw -1763426.709320 + Penalty 4615.737928 = -1758810.971392 nChanged 1 SP:Iteration 32Q (38197.380000 sec): 3 clusters Score: Raw -1763427.105487 + Penalty 4615.737928 = -1758811.367559 nChanged 1 SP:Iteration 33Q (38197.420000 sec): 3 clusters Score: Raw -1763427.590691 + Penalty 4615.737928 = -1758811.852763 nChanged 1 SP:Iteration 34Q (38197.450000 sec): 3 clusters Score: Raw -1763427.785481 + Penalty 4615.737928 = -1758812.047553 nChanged 1 SP:Iteration 35Q (38197.490000 sec): 3 clusters Score: Raw -1763428.214490 + Penalty 4615.737928 = -1758812.476562 nChanged 0 SP:Iteration 36F (38197.530000 sec): 3 clusters Score: Raw -1763428.214490 + Penalty 4615.737928 = -1758812.476562 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 22 (1983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38197.550000 sec): 2 clusters Score: Raw -277350.640634 + Penalty 1882.906800 = -275467.733835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38197.560000 sec): 3 clusters Score: Raw -276606.741925 + Penalty 3765.813600 = -272840.928326 nChanged 647 SP:Iteration 1F (38197.560000 sec): 3 clusters Score: Raw -277221.371230 + Penalty 3765.813600 = -273455.557630 nChanged 173 SP:Iteration 2F (38197.580000 sec): 3 clusters Score: Raw -277432.503708 + Penalty 3765.813600 = -273666.690109 nChanged 110 SP:Iteration 3F (38197.580000 sec): 3 clusters Score: Raw -277557.191933 + Penalty 3765.813600 = -273791.378333 nChanged 76 SP:Iteration 4Q (38197.590000 sec): 3 clusters Score: Raw -277639.532433 + Penalty 3765.813600 = -273873.718833 nChanged 62 SP:Iteration 5Q (38197.600000 sec): 3 clusters Score: Raw -277690.986802 + Penalty 3765.813600 = -273925.173202 nChanged 45 SP:Iteration 6Q (38197.610000 sec): 3 clusters Score: Raw -277728.106763 + Penalty 3765.813600 = -273962.293163 nChanged 31 SP:Iteration 7Q (38197.620000 sec): 3 clusters Score: Raw -277752.670546 + Penalty 3765.813600 = -273986.856946 nChanged 31 SP:Iteration 8Q (38197.620000 sec): 3 clusters Score: Raw -277780.930469 + Penalty 3765.813600 = -274015.116869 nChanged 35 SP:Iteration 9Q (38197.630000 sec): 3 clusters Score: Raw -277817.462824 + Penalty 3765.813600 = -274051.649224 nChanged 30 SP:Iteration 10Q (38197.640000 sec): 3 clusters Score: Raw -277849.581099 + Penalty 3765.813600 = -274083.767500 nChanged 19 SP:Iteration 11Q (38197.650000 sec): 3 clusters Score: Raw -277867.769596 + Penalty 3765.813600 = -274101.955996 nChanged 20 SP:Iteration 12Q (38197.660000 sec): 3 clusters Score: Raw -277885.030759 + Penalty 3765.813600 = -274119.217160 nChanged 21 SP:Iteration 13Q (38197.670000 sec): 3 clusters Score: Raw -277900.898400 + Penalty 3765.813600 = -274135.084800 nChanged 18 SP:Iteration 14Q (38197.680000 sec): 3 clusters Score: Raw -277916.140440 + Penalty 3765.813600 = -274150.326840 nChanged 16 SP:Iteration 15Q (38197.680000 sec): 3 clusters Score: Raw -277928.230695 + Penalty 3765.813600 = -274162.417095 nChanged 13 SP:Iteration 16Q (38197.690000 sec): 3 clusters Score: Raw -277938.279163 + Penalty 3765.813600 = -274172.465563 nChanged 9 SP:Iteration 17Q (38197.700000 sec): 3 clusters Score: Raw -277943.739957 + Penalty 3765.813600 = -274177.926357 nChanged 7 SP:Iteration 18Q (38197.710000 sec): 3 clusters Score: Raw -277953.128888 + Penalty 3765.813600 = -274187.315289 nChanged 11 SP:Iteration 19Q (38197.710000 sec): 3 clusters Score: Raw -277965.323749 + Penalty 3765.813600 = -274199.510149 nChanged 16 SP:Iteration 20F (38197.720000 sec): 3 clusters Score: Raw -277978.955148 + Penalty 3765.813600 = -274213.141548 nChanged 10 SP:Iteration 21Q (38197.730000 sec): 3 clusters Score: Raw -277994.822877 + Penalty 3765.813600 = -274229.009277 nChanged 11 SP:Iteration 22Q (38197.740000 sec): 3 clusters Score: Raw -278006.911983 + Penalty 3765.813600 = -274241.098383 nChanged 11 SP:Iteration 23Q (38197.740000 sec): 3 clusters Score: Raw -278015.549882 + Penalty 3765.813600 = -274249.736282 nChanged 9 SP:Iteration 24Q (38197.750000 sec): 3 clusters Score: Raw -278022.576438 + Penalty 3765.813600 = -274256.762838 nChanged 9 SP:Iteration 25Q (38197.760000 sec): 3 clusters Score: Raw -278029.650129 + Penalty 3765.813600 = -274263.836530 nChanged 8 SP:Iteration 26Q (38197.770000 sec): 3 clusters Score: Raw -278035.087244 + Penalty 3765.813600 = -274269.273644 nChanged 5 SP:Iteration 27Q (38197.780000 sec): 3 clusters Score: Raw -278038.108642 + Penalty 3765.813600 = -274272.295043 nChanged 4 SP:Iteration 28Q (38197.780000 sec): 3 clusters Score: Raw -278041.660917 + Penalty 3765.813600 = -274275.847317 nChanged 5 SP:Iteration 29Q (38197.790000 sec): 3 clusters Score: Raw -278044.566288 + Penalty 3765.813600 = -274278.752688 nChanged 2 SP:Iteration 30Q (38197.800000 sec): 3 clusters Score: Raw -278045.441936 + Penalty 3765.813600 = -274279.628337 nChanged 2 SP:Iteration 31Q (38197.800000 sec): 3 clusters Score: Raw -278046.085107 + Penalty 3765.813600 = -274280.271508 nChanged 1 SP:Iteration 32Q (38197.810000 sec): 3 clusters Score: Raw -278047.104497 + Penalty 3765.813600 = -274281.290897 nChanged 0 SP:Iteration 33F (38197.820000 sec): 3 clusters Score: Raw -278047.104497 + Penalty 3765.813600 = -274281.290897 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 24 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38197.820000 sec): 2 clusters Score: Raw -23930.629368 + Penalty 1312.739597 = -22617.889772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38197.830000 sec): 3 clusters Score: Raw -24213.467168 + Penalty 2625.479193 = -21587.987975 nChanged 30 SP:Iteration 1F (38197.830000 sec): 3 clusters Score: Raw -24386.765105 + Penalty 2625.479193 = -21761.285912 nChanged 9 SP:Iteration 2Q (38197.830000 sec): 3 clusters Score: Raw -24497.390481 + Penalty 2625.479193 = -21871.911288 nChanged 5 SP:Iteration 3Q (38197.830000 sec): 3 clusters Score: Raw -24517.204907 + Penalty 2625.479193 = -21891.725714 nChanged 3 SP:Iteration 4Q (38197.830000 sec): 3 clusters Score: Raw -24534.796504 + Penalty 2625.479193 = -21909.317311 nChanged 0 SP:Iteration 5F (38197.830000 sec): 3 clusters Score: Raw -24534.796504 + Penalty 2625.479193 = -21909.317311 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 25 (613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38197.840000 sec): 2 clusters Score: Raw -92957.590366 + Penalty 1591.754504 = -91365.835862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38197.840000 sec): 3 clusters Score: Raw -93004.137879 + Penalty 3183.509008 = -89820.628871 nChanged 138 SP:Iteration 1F (38197.840000 sec): 3 clusters Score: Raw -93258.127125 + Penalty 3183.509008 = -90074.618117 nChanged 36 SP:Iteration 2F (38197.840000 sec): 3 clusters Score: Raw -93333.064782 + Penalty 3183.509008 = -90149.555774 nChanged 26 SP:Iteration 3Q (38197.850000 sec): 3 clusters Score: Raw -93415.011272 + Penalty 3183.509008 = -90231.502264 nChanged 15 SP:Iteration 4Q (38197.850000 sec): 3 clusters Score: Raw -93458.881543 + Penalty 3183.509008 = -90275.372535 nChanged 5 SP:Iteration 5Q (38197.850000 sec): 3 clusters Score: Raw -93477.943025 + Penalty 3183.509008 = -90294.434017 nChanged 5 SP:Iteration 6Q (38197.860000 sec): 3 clusters Score: Raw -93515.125886 + Penalty 3183.509008 = -90331.616878 nChanged 4 SP:Iteration 7Q (38197.860000 sec): 3 clusters Score: Raw -93522.378237 + Penalty 3183.509008 = -90338.869228 nChanged 5 SP:Iteration 8Q (38197.860000 sec): 3 clusters Score: Raw -93531.281701 + Penalty 3183.509008 = -90347.772692 nChanged 1 SP:Iteration 9Q (38197.860000 sec): 3 clusters Score: Raw -93532.945932 + Penalty 3183.509008 = -90349.436923 nChanged 1 SP:Iteration 10Q (38197.860000 sec): 3 clusters Score: Raw -93534.226868 + Penalty 3183.509008 = -90350.717860 nChanged 0 SP:Iteration 11F (38197.870000 sec): 3 clusters Score: Raw -93534.226868 + Penalty 3183.509008 = -90350.717860 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 26 (10928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38197.910000 sec): 2 clusters Score: Raw -1760680.663965 + Penalty 2306.172728 = -1758374.491237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38197.960000 sec): 3 clusters Score: Raw -1754640.617791 + Penalty 4612.345457 = -1750028.272335 nChanged 4621 SP:Iteration 1F (38198.000000 sec): 3 clusters Score: Raw -1757186.510795 + Penalty 4612.345457 = -1752574.165338 nChanged 701 SP:Iteration 2F (38198.050000 sec): 3 clusters Score: Raw -1757512.880002 + Penalty 4612.345457 = -1752900.534545 nChanged 544 SP:Iteration 3Q (38198.100000 sec): 3 clusters Score: Raw -1757767.194477 + Penalty 4612.345457 = -1753154.849021 nChanged 461 SP:Iteration 4Q (38198.140000 sec): 3 clusters Score: Raw -1757967.597928 + Penalty 4612.345457 = -1753355.252471 nChanged 424 SP:Iteration 5Q (38198.190000 sec): 3 clusters Score: Raw -1758146.823188 + Penalty 4612.345457 = -1753534.477732 nChanged 402 SP:Iteration 6Q (38198.240000 sec): 3 clusters Score: Raw -1758316.520983 + Penalty 4612.345457 = -1753704.175526 nChanged 360 SP:Iteration 7Q (38198.290000 sec): 3 clusters Score: Raw -1758463.510377 + Penalty 4612.345457 = -1753851.164920 nChanged 330 SP:Iteration 8Q (38198.330000 sec): 3 clusters Score: Raw -1758585.678191 + Penalty 4612.345457 = -1753973.332735 nChanged 287 SP:Iteration 9Q (38198.380000 sec): 3 clusters Score: Raw -1758683.291932 + Penalty 4612.345457 = -1754070.946475 nChanged 266 SP:Iteration 10Q (38198.420000 sec): 3 clusters Score: Raw -1758785.837187 + Penalty 4612.345457 = -1754173.491730 nChanged 240 SP:Iteration 11Q (38198.470000 sec): 3 clusters Score: Raw -1758878.485229 + Penalty 4612.345457 = -1754266.139773 nChanged 221 SP:Iteration 12Q (38198.510000 sec): 3 clusters Score: Raw -1758963.598668 + Penalty 4612.345457 = -1754351.253211 nChanged 247 SP:Iteration 13Q (38198.560000 sec): 3 clusters Score: Raw -1759055.827125 + Penalty 4612.345457 = -1754443.481668 nChanged 238 SP:Iteration 14Q (38198.610000 sec): 3 clusters Score: Raw -1759152.856184 + Penalty 4612.345457 = -1754540.510727 nChanged 230 SP:Iteration 15Q (38198.650000 sec): 3 clusters Score: Raw -1759251.145335 + Penalty 4612.345457 = -1754638.799879 nChanged 240 SP:Iteration 16Q (38198.700000 sec): 3 clusters Score: Raw -1759353.566253 + Penalty 4612.345457 = -1754741.220797 nChanged 225 SP:Iteration 17Q (38198.750000 sec): 3 clusters Score: Raw -1759450.354912 + Penalty 4612.345457 = -1754838.009455 nChanged 223 SP:Iteration 18Q (38198.790000 sec): 3 clusters Score: Raw -1759542.464092 + Penalty 4612.345457 = -1754930.118635 nChanged 197 SP:Iteration 19Q (38198.840000 sec): 3 clusters Score: Raw -1759619.675212 + Penalty 4612.345457 = -1755007.329755 nChanged 197 SP:Iteration 20F (38198.880000 sec): 3 clusters Score: Raw -1759704.043838 + Penalty 4612.345457 = -1755091.698381 nChanged 188 SP:Iteration 21Q (38198.930000 sec): 3 clusters Score: Raw -1759769.499052 + Penalty 4612.345457 = -1755157.153595 nChanged 142 SP:Iteration 22Q (38198.970000 sec): 3 clusters Score: Raw -1759815.421797 + Penalty 4612.345457 = -1755203.076340 nChanged 136 SP:Iteration 23Q (38199.020000 sec): 3 clusters Score: Raw -1759856.428740 + Penalty 4612.345457 = -1755244.083283 nChanged 105 SP:Iteration 24Q (38199.060000 sec): 3 clusters Score: Raw -1759885.677136 + Penalty 4612.345457 = -1755273.331679 nChanged 101 SP:Iteration 25Q (38199.110000 sec): 3 clusters Score: Raw -1759914.917349 + Penalty 4612.345457 = -1755302.571893 nChanged 99 SP:Iteration 26Q (38199.150000 sec): 3 clusters Score: Raw -1759945.676262 + Penalty 4612.345457 = -1755333.330806 nChanged 113 SP:Iteration 27Q (38199.200000 sec): 3 clusters Score: Raw -1759985.362740 + Penalty 4612.345457 = -1755373.017283 nChanged 124 SP:Iteration 28Q (38199.250000 sec): 3 clusters Score: Raw -1760027.910345 + Penalty 4612.345457 = -1755415.564888 nChanged 117 SP:Iteration 29Q (38199.290000 sec): 3 clusters Score: Raw -1760068.949135 + Penalty 4612.345457 = -1755456.603678 nChanged 113 SP:Iteration 30Q (38199.330000 sec): 3 clusters Score: Raw -1760106.694508 + Penalty 4612.345457 = -1755494.349051 nChanged 109 SP:Iteration 31Q (38199.380000 sec): 3 clusters Score: Raw -1760139.638328 + Penalty 4612.345457 = -1755527.292871 nChanged 85 SP:Iteration 32Q (38199.420000 sec): 3 clusters Score: Raw -1760167.744684 + Penalty 4612.345457 = -1755555.399228 nChanged 101 SP:Iteration 33Q (38199.460000 sec): 3 clusters Score: Raw -1760202.137889 + Penalty 4612.345457 = -1755589.792432 nChanged 104 SP:Iteration 34Q (38199.510000 sec): 3 clusters Score: Raw -1760238.452726 + Penalty 4612.345457 = -1755626.107269 nChanged 98 SP:Iteration 35Q (38199.550000 sec): 3 clusters Score: Raw -1760268.629758 + Penalty 4612.345457 = -1755656.284302 nChanged 86 SP:Iteration 36Q (38199.590000 sec): 3 clusters Score: Raw -1760295.035853 + Penalty 4612.345457 = -1755682.690397 nChanged 78 SP:Iteration 37Q (38199.640000 sec): 3 clusters Score: Raw -1760318.546484 + Penalty 4612.345457 = -1755706.201027 nChanged 77 SP:Iteration 38Q (38199.680000 sec): 3 clusters Score: Raw -1760346.496225 + Penalty 4612.345457 = -1755734.150769 nChanged 76 SP:Iteration 39Q (38199.730000 sec): 3 clusters Score: Raw -1760372.043731 + Penalty 4612.345457 = -1755759.698274 nChanged 84 SP:Iteration 40F (38199.770000 sec): 3 clusters Score: Raw -1760398.686686 + Penalty 4612.345457 = -1755786.341230 nChanged 75 SP:Iteration 41Q (38199.810000 sec): 3 clusters Score: Raw -1760422.284789 + Penalty 4612.345457 = -1755809.939333 nChanged 80 SP:Iteration 42Q (38199.850000 sec): 3 clusters Score: Raw -1760448.507716 + Penalty 4612.345457 = -1755836.162260 nChanged 82 SP:Iteration 43Q (38199.890000 sec): 3 clusters Score: Raw -1760477.134508 + Penalty 4612.345457 = -1755864.789051 nChanged 82 SP:Iteration 44Q (38199.930000 sec): 3 clusters Score: Raw -1760503.488684 + Penalty 4612.345457 = -1755891.143228 nChanged 75 SP:Iteration 45Q (38199.980000 sec): 3 clusters Score: Raw -1760525.512997 + Penalty 4612.345457 = -1755913.167540 nChanged 68 SP:Iteration 46Q (38200.020000 sec): 3 clusters Score: Raw -1760545.313894 + Penalty 4612.345457 = -1755932.968437 nChanged 61 SP:Iteration 47Q (38200.060000 sec): 3 clusters Score: Raw -1760561.580784 + Penalty 4612.345457 = -1755949.235328 nChanged 61 SP:Iteration 48Q (38200.100000 sec): 3 clusters Score: Raw -1760581.648860 + Penalty 4612.345457 = -1755969.303404 nChanged 53 SP:Iteration 49Q (38200.140000 sec): 3 clusters Score: Raw -1760598.187614 + Penalty 4612.345457 = -1755985.842157 nChanged 55 SP:Iteration 50Q (38200.180000 sec): 3 clusters Score: Raw -1760613.946391 + Penalty 4612.345457 = -1756001.600934 nChanged 51 SP:Iteration 51Q (38200.220000 sec): 3 clusters Score: Raw -1760628.987689 + Penalty 4612.345457 = -1756016.642232 nChanged 46 SP:Iteration 52Q (38200.270000 sec): 3 clusters Score: Raw -1760640.824556 + Penalty 4612.345457 = -1756028.479099 nChanged 33 SP:Iteration 53Q (38200.310000 sec): 3 clusters Score: Raw -1760648.089916 + Penalty 4612.345457 = -1756035.744459 nChanged 30 SP:Iteration 54Q (38200.350000 sec): 3 clusters Score: Raw -1760655.145026 + Penalty 4612.345457 = -1756042.799570 nChanged 31 SP:Iteration 55Q (38200.390000 sec): 3 clusters Score: Raw -1760664.471760 + Penalty 4612.345457 = -1756052.126303 nChanged 33 SP:Iteration 56Q (38200.430000 sec): 3 clusters Score: Raw -1760674.708139 + Penalty 4612.345457 = -1756062.362683 nChanged 38 SP:Iteration 57Q (38200.470000 sec): 3 clusters Score: Raw -1760684.115797 + Penalty 4612.345457 = -1756071.770341 nChanged 34 SP:Iteration 58Q (38200.510000 sec): 3 clusters Score: Raw -1760692.759392 + Penalty 4612.345457 = -1756080.413936 nChanged 29 SP:Iteration 59Q (38200.550000 sec): 3 clusters Score: Raw -1760699.137183 + Penalty 4612.345457 = -1756086.791726 nChanged 23 SP:Iteration 60F (38200.600000 sec): 3 clusters Score: Raw -1760704.143035 + Penalty 4612.345457 = -1756091.797579 nChanged 21 SP:Iteration 61Q (38200.650000 sec): 3 clusters Score: Raw -1760709.272894 + Penalty 4612.345457 = -1756096.927438 nChanged 18 SP:Iteration 62Q (38200.690000 sec): 3 clusters Score: Raw -1760713.054878 + Penalty 4612.345457 = -1756100.709421 nChanged 17 SP:Iteration 63Q (38200.730000 sec): 3 clusters Score: Raw -1760716.461739 + Penalty 4612.345457 = -1756104.116282 nChanged 20 SP:Iteration 64Q (38200.770000 sec): 3 clusters Score: Raw -1760720.028595 + Penalty 4612.345457 = -1756107.683139 nChanged 14 SP:Iteration 65Q (38200.810000 sec): 3 clusters Score: Raw -1760723.029176 + Penalty 4612.345457 = -1756110.683720 nChanged 11 SP:Iteration 66Q (38200.850000 sec): 3 clusters Score: Raw -1760725.541530 + Penalty 4612.345457 = -1756113.196073 nChanged 13 SP:Iteration 67Q (38200.890000 sec): 3 clusters Score: Raw -1760729.238015 + Penalty 4612.345457 = -1756116.892558 nChanged 18 SP:Iteration 68Q (38200.930000 sec): 3 clusters Score: Raw -1760733.858384 + Penalty 4612.345457 = -1756121.512927 nChanged 20 SP:Iteration 69Q (38200.970000 sec): 3 clusters Score: Raw -1760739.367118 + Penalty 4612.345457 = -1756127.021662 nChanged 20 SP:Iteration 70Q (38201.010000 sec): 3 clusters Score: Raw -1760743.469587 + Penalty 4612.345457 = -1756131.124131 nChanged 27 SP:Iteration 71Q (38201.050000 sec): 3 clusters Score: Raw -1760749.058646 + Penalty 4612.345457 = -1756136.713189 nChanged 25 SP:Iteration 72Q (38201.090000 sec): 3 clusters Score: Raw -1760754.816928 + Penalty 4612.345457 = -1756142.471471 nChanged 27 SP:Iteration 73Q (38201.130000 sec): 3 clusters Score: Raw -1760762.788598 + Penalty 4612.345457 = -1756150.443142 nChanged 26 SP:Iteration 74Q (38201.170000 sec): 3 clusters Score: Raw -1760770.791572 + Penalty 4612.345457 = -1756158.446116 nChanged 25 SP:Iteration 75Q (38201.210000 sec): 3 clusters Score: Raw -1760777.777985 + Penalty 4612.345457 = -1756165.432529 nChanged 25 SP:Iteration 76Q (38201.250000 sec): 3 clusters Score: Raw -1760784.843170 + Penalty 4612.345457 = -1756172.497713 nChanged 33 SP:Iteration 77Q (38201.290000 sec): 3 clusters Score: Raw -1760794.864856 + Penalty 4612.345457 = -1756182.519400 nChanged 26 SP:Iteration 78Q (38201.330000 sec): 3 clusters Score: Raw -1760802.031583 + Penalty 4612.345457 = -1756189.686127 nChanged 29 SP:Iteration 79Q (38201.370000 sec): 3 clusters Score: Raw -1760810.467420 + Penalty 4612.345457 = -1756198.121964 nChanged 34 SP:Iteration 80F (38201.420000 sec): 3 clusters Score: Raw -1760821.970691 + Penalty 4612.345457 = -1756209.625235 nChanged 41 SP:Iteration 81Q (38201.460000 sec): 3 clusters Score: Raw -1760836.197295 + Penalty 4612.345457 = -1756223.851839 nChanged 32 SP:Iteration 82Q (38201.500000 sec): 3 clusters Score: Raw -1760846.397575 + Penalty 4612.345457 = -1756234.052118 nChanged 28 SP:Iteration 83Q (38201.540000 sec): 3 clusters Score: Raw -1760854.556336 + Penalty 4612.345457 = -1756242.210879 nChanged 24 SP:Iteration 84Q (38201.580000 sec): 3 clusters Score: Raw -1760862.509385 + Penalty 4612.345457 = -1756250.163929 nChanged 22 SP:Iteration 85Q (38201.620000 sec): 3 clusters Score: Raw -1760869.582910 + Penalty 4612.345457 = -1756257.237453 nChanged 24 SP:Iteration 86Q (38201.660000 sec): 3 clusters Score: Raw -1760877.767146 + Penalty 4612.345457 = -1756265.421690 nChanged 21 SP:Iteration 87Q (38201.700000 sec): 3 clusters Score: Raw -1760883.669620 + Penalty 4612.345457 = -1756271.324164 nChanged 16 SP:Iteration 88Q (38201.730000 sec): 3 clusters Score: Raw -1760886.884312 + Penalty 4612.345457 = -1756274.538856 nChanged 10 SP:Iteration 89Q (38201.770000 sec): 3 clusters Score: Raw -1760889.622264 + Penalty 4612.345457 = -1756277.276807 nChanged 8 SP:Iteration 90Q (38201.810000 sec): 3 clusters Score: Raw -1760892.098230 + Penalty 4612.345457 = -1756279.752774 nChanged 8 SP:Iteration 91Q (38201.850000 sec): 3 clusters Score: Raw -1760894.365103 + Penalty 4612.345457 = -1756282.019646 nChanged 9 SP:Iteration 92Q (38201.890000 sec): 3 clusters Score: Raw -1760896.978989 + Penalty 4612.345457 = -1756284.633532 nChanged 7 SP:Iteration 93Q (38201.930000 sec): 3 clusters Score: Raw -1760899.285205 + Penalty 4612.345457 = -1756286.939748 nChanged 14 SP:Iteration 94Q (38201.960000 sec): 3 clusters Score: Raw -1760903.364773 + Penalty 4612.345457 = -1756291.019316 nChanged 15 SP:Iteration 95Q (38202.000000 sec): 3 clusters Score: Raw -1760907.053173 + Penalty 4612.345457 = -1756294.707716 nChanged 10 SP:Iteration 96Q (38202.040000 sec): 3 clusters Score: Raw -1760909.708368 + Penalty 4612.345457 = -1756297.362912 nChanged 9 SP:Iteration 97Q (38202.080000 sec): 3 clusters Score: Raw -1760912.461338 + Penalty 4612.345457 = -1756300.115882 nChanged 7 SP:Iteration 98Q (38202.110000 sec): 3 clusters Score: Raw -1760914.398318 + Penalty 4612.345457 = -1756302.052861 nChanged 7 SP:Iteration 99Q (38202.150000 sec): 3 clusters Score: Raw -1760916.628805 + Penalty 4612.345457 = -1756304.283348 nChanged 13 SP:Iteration 100F (38202.200000 sec): 3 clusters Score: Raw -1760921.462322 + Penalty 4612.345457 = -1756309.116866 nChanged 8 SP:Iteration 101Q (38202.240000 sec): 3 clusters Score: Raw -1760923.523312 + Penalty 4612.345457 = -1756311.177855 nChanged 7 SP:Iteration 102Q (38202.280000 sec): 3 clusters Score: Raw -1760924.935429 + Penalty 4612.345457 = -1756312.589972 nChanged 2 SP:Iteration 103Q (38202.320000 sec): 3 clusters Score: Raw -1760925.204023 + Penalty 4612.345457 = -1756312.858566 nChanged 1 SP:Iteration 104Q (38202.350000 sec): 3 clusters Score: Raw -1760925.557211 + Penalty 4612.345457 = -1756313.211755 nChanged 2 SP:Iteration 105Q (38202.390000 sec): 3 clusters Score: Raw -1760925.753866 + Penalty 4612.345457 = -1756313.408409 nChanged 2 SP:Iteration 106Q (38202.430000 sec): 3 clusters Score: Raw -1760926.249704 + Penalty 4612.345457 = -1756313.904247 nChanged 1 SP:Iteration 107Q (38202.470000 sec): 3 clusters Score: Raw -1760926.526159 + Penalty 4612.345457 = -1756314.180703 nChanged 1 SP:Iteration 108Q (38202.510000 sec): 3 clusters Score: Raw -1760926.839893 + Penalty 4612.345457 = -1756314.494437 nChanged 2 SP:Iteration 109Q (38202.550000 sec): 3 clusters Score: Raw -1760927.279245 + Penalty 4612.345457 = -1756314.933788 nChanged 1 SP:Iteration 110Q (38202.590000 sec): 3 clusters Score: Raw -1760927.810118 + Penalty 4612.345457 = -1756315.464662 nChanged 3 SP:Iteration 111Q (38202.620000 sec): 3 clusters Score: Raw -1760928.819130 + Penalty 4612.345457 = -1756316.473674 nChanged 4 SP:Iteration 112Q (38202.660000 sec): 3 clusters Score: Raw -1760929.713829 + Penalty 4612.345457 = -1756317.368373 nChanged 3 SP:Iteration 113Q (38202.700000 sec): 3 clusters Score: Raw -1760930.244811 + Penalty 4612.345457 = -1756317.899354 nChanged 1 SP:Iteration 114Q (38202.740000 sec): 3 clusters Score: Raw -1760930.427009 + Penalty 4612.345457 = -1756318.081553 nChanged 0 SP:Iteration 115F (38202.790000 sec): 3 clusters Score: Raw -1760930.427009 + Penalty 4612.345457 = -1756318.081553 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 27 (16008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38202.850000 sec): 2 clusters Score: Raw -2476435.722862 + Penalty 2400.849281 = -2474034.873581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38202.920000 sec): 3 clusters Score: Raw -2467366.880976 + Penalty 4801.698563 = -2462565.182414 nChanged 6950 SP:Iteration 1F (38202.990000 sec): 3 clusters Score: Raw -2471013.584498 + Penalty 4801.698563 = -2466211.885936 nChanged 894 SP:Iteration 2F (38203.060000 sec): 3 clusters Score: Raw -2471385.915438 + Penalty 4801.698563 = -2466584.216875 nChanged 805 SP:Iteration 3F (38203.120000 sec): 3 clusters Score: Raw -2471719.725955 + Penalty 4801.698563 = -2466918.027392 nChanged 716 SP:Iteration 4Q (38203.190000 sec): 3 clusters Score: Raw -2472023.848349 + Penalty 4801.698563 = -2467222.149787 nChanged 654 SP:Iteration 5Q (38203.260000 sec): 3 clusters Score: Raw -2472323.845780 + Penalty 4801.698563 = -2467522.147218 nChanged 696 SP:Iteration 6Q (38203.330000 sec): 3 clusters Score: Raw -2472674.938687 + Penalty 4801.698563 = -2467873.240125 nChanged 704 SP:Iteration 7Q (38203.400000 sec): 3 clusters Score: Raw -2473051.084837 + Penalty 4801.698563 = -2468249.386274 nChanged 690 SP:Iteration 8Q (38203.470000 sec): 3 clusters Score: Raw -2473391.665109 + Penalty 4801.698563 = -2468589.966547 nChanged 611 SP:Iteration 9Q (38203.530000 sec): 3 clusters Score: Raw -2473659.653231 + Penalty 4801.698563 = -2468857.954669 nChanged 580 SP:Iteration 10Q (38203.600000 sec): 3 clusters Score: Raw -2473933.184882 + Penalty 4801.698563 = -2469131.486319 nChanged 575 SP:Iteration 11Q (38203.670000 sec): 3 clusters Score: Raw -2474209.081287 + Penalty 4801.698563 = -2469407.382724 nChanged 530 SP:Iteration 12Q (38203.740000 sec): 3 clusters Score: Raw -2474452.246285 + Penalty 4801.698563 = -2469650.547722 nChanged 485 SP:Iteration 13Q (38203.810000 sec): 3 clusters Score: Raw -2474667.667816 + Penalty 4801.698563 = -2469865.969253 nChanged 470 SP:Iteration 14Q (38203.880000 sec): 3 clusters Score: Raw -2474839.958637 + Penalty 4801.698563 = -2470038.260074 nChanged 374 SP:Iteration 15Q (38203.950000 sec): 3 clusters Score: Raw -2474978.634624 + Penalty 4801.698563 = -2470176.936061 nChanged 346 SP:Iteration 16Q (38204.020000 sec): 3 clusters Score: Raw -2475092.817321 + Penalty 4801.698563 = -2470291.118759 nChanged 315 SP:Iteration 17Q (38204.090000 sec): 3 clusters Score: Raw -2475188.349587 + Penalty 4801.698563 = -2470386.651024 nChanged 268 SP:Iteration 18Q (38204.150000 sec): 3 clusters Score: Raw -2475272.550935 + Penalty 4801.698563 = -2470470.852372 nChanged 258 SP:Iteration 19Q (38204.220000 sec): 3 clusters Score: Raw -2475348.736785 + Penalty 4801.698563 = -2470547.038222 nChanged 247 SP:Iteration 20F (38204.290000 sec): 3 clusters Score: Raw -2475425.337969 + Penalty 4801.698563 = -2470623.639406 nChanged 247 SP:Iteration 21Q (38204.360000 sec): 3 clusters Score: Raw -2475512.199812 + Penalty 4801.698563 = -2470710.501249 nChanged 263 SP:Iteration 22Q (38204.420000 sec): 3 clusters Score: Raw -2475609.557868 + Penalty 4801.698563 = -2470807.859305 nChanged 269 SP:Iteration 23Q (38204.490000 sec): 3 clusters Score: Raw -2475710.379704 + Penalty 4801.698563 = -2470908.681141 nChanged 276 SP:Iteration 24Q (38204.550000 sec): 3 clusters Score: Raw -2475811.834436 + Penalty 4801.698563 = -2471010.135873 nChanged 258 SP:Iteration 25Q (38204.620000 sec): 3 clusters Score: Raw -2475902.623894 + Penalty 4801.698563 = -2471100.925331 nChanged 243 SP:Iteration 26Q (38204.680000 sec): 3 clusters Score: Raw -2475999.548316 + Penalty 4801.698563 = -2471197.849753 nChanged 253 SP:Iteration 27Q (38204.750000 sec): 3 clusters Score: Raw -2476111.660672 + Penalty 4801.698563 = -2471309.962109 nChanged 258 SP:Iteration 28Q (38204.810000 sec): 3 clusters Score: Raw -2476229.431379 + Penalty 4801.698563 = -2471427.732816 nChanged 225 SP:Iteration 29Q (38204.870000 sec): 3 clusters Score: Raw -2476337.781849 + Penalty 4801.698563 = -2471536.083286 nChanged 198 SP:Iteration 30Q (38204.940000 sec): 3 clusters Score: Raw -2476437.052281 + Penalty 4801.698563 = -2471635.353719 nChanged 171 SP:Iteration 31Q (38205.000000 sec): 3 clusters Score: Raw -2476514.822335 + Penalty 4801.698563 = -2471713.123772 nChanged 138 SP:Iteration 32Q (38205.060000 sec): 3 clusters Score: Raw -2476569.480519 + Penalty 4801.698563 = -2471767.781957 nChanged 135 SP:Iteration 33Q (38205.120000 sec): 3 clusters Score: Raw -2476619.942912 + Penalty 4801.698563 = -2471818.244349 nChanged 110 SP:Iteration 34Q (38205.180000 sec): 3 clusters Score: Raw -2476660.641031 + Penalty 4801.698563 = -2471858.942468 nChanged 105 SP:Iteration 35Q (38205.240000 sec): 3 clusters Score: Raw -2476699.054543 + Penalty 4801.698563 = -2471897.355980 nChanged 98 SP:Iteration 36Q (38205.300000 sec): 3 clusters Score: Raw -2476733.374776 + Penalty 4801.698563 = -2471931.676214 nChanged 75 SP:Iteration 37Q (38205.360000 sec): 3 clusters Score: Raw -2476757.438565 + Penalty 4801.698563 = -2471955.740003 nChanged 62 SP:Iteration 38Q (38205.420000 sec): 3 clusters Score: Raw -2476779.377009 + Penalty 4801.698563 = -2471977.678447 nChanged 50 SP:Iteration 39Q (38205.480000 sec): 3 clusters Score: Raw -2476796.450695 + Penalty 4801.698563 = -2471994.752132 nChanged 44 SP:Iteration 40F (38205.550000 sec): 3 clusters Score: Raw -2476811.565191 + Penalty 4801.698563 = -2472009.866628 nChanged 33 SP:Iteration 41Q (38205.610000 sec): 3 clusters Score: Raw -2476820.630148 + Penalty 4801.698563 = -2472018.931585 nChanged 32 SP:Iteration 42Q (38205.670000 sec): 3 clusters Score: Raw -2476828.558631 + Penalty 4801.698563 = -2472026.860068 nChanged 30 SP:Iteration 43Q (38205.730000 sec): 3 clusters Score: Raw -2476836.918358 + Penalty 4801.698563 = -2472035.219795 nChanged 23 SP:Iteration 44Q (38205.790000 sec): 3 clusters Score: Raw -2476844.453280 + Penalty 4801.698563 = -2472042.754717 nChanged 30 SP:Iteration 45Q (38205.840000 sec): 3 clusters Score: Raw -2476854.273366 + Penalty 4801.698563 = -2472052.574803 nChanged 32 SP:Iteration 46Q (38205.900000 sec): 3 clusters Score: Raw -2476863.171340 + Penalty 4801.698563 = -2472061.472778 nChanged 28 SP:Iteration 47Q (38205.960000 sec): 3 clusters Score: Raw -2476871.034453 + Penalty 4801.698563 = -2472069.335890 nChanged 35 SP:Iteration 48Q (38206.010000 sec): 3 clusters Score: Raw -2476883.145933 + Penalty 4801.698563 = -2472081.447370 nChanged 37 SP:Iteration 49Q (38206.070000 sec): 3 clusters Score: Raw -2476894.596618 + Penalty 4801.698563 = -2472092.898056 nChanged 46 SP:Iteration 50Q (38206.130000 sec): 3 clusters Score: Raw -2476911.000055 + Penalty 4801.698563 = -2472109.301493 nChanged 38 SP:Iteration 51Q (38206.190000 sec): 3 clusters Score: Raw -2476925.643952 + Penalty 4801.698563 = -2472123.945389 nChanged 41 SP:Iteration 52Q (38206.240000 sec): 3 clusters Score: Raw -2476935.954584 + Penalty 4801.698563 = -2472134.256021 nChanged 27 SP:Iteration 53Q (38206.300000 sec): 3 clusters Score: Raw -2476944.208538 + Penalty 4801.698563 = -2472142.509976 nChanged 20 SP:Iteration 54Q (38206.350000 sec): 3 clusters Score: Raw -2476949.640164 + Penalty 4801.698563 = -2472147.941602 nChanged 17 SP:Iteration 55Q (38206.410000 sec): 3 clusters Score: Raw -2476953.883604 + Penalty 4801.698563 = -2472152.185042 nChanged 15 SP:Iteration 56Q (38206.470000 sec): 3 clusters Score: Raw -2476958.211703 + Penalty 4801.698563 = -2472156.513140 nChanged 13 SP:Iteration 57Q (38206.520000 sec): 3 clusters Score: Raw -2476962.520694 + Penalty 4801.698563 = -2472160.822132 nChanged 10 SP:Iteration 58Q (38206.580000 sec): 3 clusters Score: Raw -2476965.660809 + Penalty 4801.698563 = -2472163.962246 nChanged 11 SP:Iteration 59Q (38206.630000 sec): 3 clusters Score: Raw -2476968.158630 + Penalty 4801.698563 = -2472166.460067 nChanged 9 SP:Iteration 60F (38206.700000 sec): 3 clusters Score: Raw -2476969.663200 + Penalty 4801.698563 = -2472167.964637 nChanged 8 SP:Iteration 61Q (38206.760000 sec): 3 clusters Score: Raw -2476971.653206 + Penalty 4801.698563 = -2472169.954643 nChanged 6 SP:Iteration 62Q (38206.810000 sec): 3 clusters Score: Raw -2476972.915739 + Penalty 4801.698563 = -2472171.217177 nChanged 5 SP:Iteration 63Q (38206.870000 sec): 3 clusters Score: Raw -2476974.734849 + Penalty 4801.698563 = -2472173.036287 nChanged 7 SP:Iteration 64Q (38206.930000 sec): 3 clusters Score: Raw -2476976.791331 + Penalty 4801.698563 = -2472175.092769 nChanged 9 SP:Iteration 65Q (38206.990000 sec): 3 clusters Score: Raw -2476979.350495 + Penalty 4801.698563 = -2472177.651933 nChanged 9 SP:Iteration 66Q (38207.040000 sec): 3 clusters Score: Raw -2476982.636826 + Penalty 4801.698563 = -2472180.938264 nChanged 15 SP:Iteration 67Q (38207.090000 sec): 3 clusters Score: Raw -2476988.483596 + Penalty 4801.698563 = -2472186.785033 nChanged 11 SP:Iteration 68Q (38207.150000 sec): 3 clusters Score: Raw -2476991.077524 + Penalty 4801.698563 = -2472189.378961 nChanged 10 SP:Iteration 69Q (38207.200000 sec): 3 clusters Score: Raw -2476993.507429 + Penalty 4801.698563 = -2472191.808867 nChanged 3 SP:Iteration 70Q (38207.260000 sec): 3 clusters Score: Raw -2476994.205812 + Penalty 4801.698563 = -2472192.507249 nChanged 2 SP:Iteration 71Q (38207.310000 sec): 3 clusters Score: Raw -2476994.846959 + Penalty 4801.698563 = -2472193.148396 nChanged 3 SP:Iteration 72Q (38207.370000 sec): 3 clusters Score: Raw -2476995.930772 + Penalty 4801.698563 = -2472194.232209 nChanged 5 SP:Iteration 73Q (38207.420000 sec): 3 clusters Score: Raw -2476997.509892 + Penalty 4801.698563 = -2472195.811330 nChanged 2 SP:Iteration 74Q (38207.480000 sec): 3 clusters Score: Raw -2476998.802042 + Penalty 4801.698563 = -2472197.103479 nChanged 6 SP:Iteration 75Q (38207.530000 sec): 3 clusters Score: Raw -2477000.260212 + Penalty 4801.698563 = -2472198.561650 nChanged 5 SP:Iteration 76Q (38207.590000 sec): 3 clusters Score: Raw -2477000.949166 + Penalty 4801.698563 = -2472199.250603 nChanged 1 SP:Iteration 77Q (38207.650000 sec): 3 clusters Score: Raw -2477001.063312 + Penalty 4801.698563 = -2472199.364750 nChanged 0 SP:Iteration 78F (38207.710000 sec): 3 clusters Score: Raw -2477001.063312 + Penalty 4801.698563 = -2472199.364750 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 28 (399083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38209.210000 sec): 2 clusters Score: Raw -64207969.551984 + Penalty 3198.437324 = -64204771.114659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38210.970000 sec): 3 clusters Score: Raw -63942401.402233 + Penalty 6396.874648 = -63936004.527585 nChanged 194011 SP:Iteration 1F (38212.730000 sec): 3 clusters Score: Raw -64057928.240011 + Penalty 6396.874648 = -64051531.365363 nChanged 9617 SP:Iteration 2Q (38214.530000 sec): 3 clusters Score: Raw -64059723.725630 + Penalty 6396.874648 = -64053326.850981 nChanged 10431 SP:Iteration 3Q (38216.330000 sec): 3 clusters Score: Raw -64061969.840777 + Penalty 6396.874648 = -64055572.966128 nChanged 11940 SP:Iteration 4Q (38218.130000 sec): 3 clusters Score: Raw -64065026.144266 + Penalty 6396.874648 = -64058629.269618 nChanged 13551 SP:Iteration 5Q (38219.910000 sec): 3 clusters Score: Raw -64069101.199391 + Penalty 6396.874648 = -64062704.324743 nChanged 16102 SP:Iteration 6Q (38221.710000 sec): 3 clusters Score: Raw -64075006.075421 + Penalty 6396.874648 = -64068609.200773 nChanged 18791 SP:Iteration 7Q (38223.500000 sec): 3 clusters Score: Raw -64083605.088019 + Penalty 6396.874648 = -64077208.213371 nChanged 21615 SP:Iteration 8F (38225.270000 sec): 3 clusters Score: Raw -64095984.580714 + Penalty 6396.874648 = -64089587.706066 nChanged 23500 SP:Iteration 9F (38227.030000 sec): 3 clusters Score: Raw -64112280.805573 + Penalty 6396.874648 = -64105883.930925 nChanged 23587 SP:Iteration 10F (38228.780000 sec): 3 clusters Score: Raw -64129573.571041 + Penalty 6396.874648 = -64123176.696392 nChanged 20235 SP:Iteration 11F (38230.540000 sec): 3 clusters Score: Raw -64141557.120993 + Penalty 6396.874648 = -64135160.246345 nChanged 13794 SP:Iteration 12Q (38232.260000 sec): 3 clusters Score: Raw -64147117.453450 + Penalty 6396.874648 = -64140720.578802 nChanged 9130 SP:Iteration 13Q (38233.950000 sec): 3 clusters Score: Raw -64150315.634481 + Penalty 6396.874648 = -64143918.759833 nChanged 7739 SP:Iteration 14Q (38235.620000 sec): 3 clusters Score: Raw -64152968.060595 + Penalty 6396.874648 = -64146571.185946 nChanged 7919 SP:Iteration 15Q (38237.260000 sec): 3 clusters Score: Raw -64155822.845878 + Penalty 6396.874648 = -64149425.971230 nChanged 8226 SP:Iteration 16Q (38238.900000 sec): 3 clusters Score: Raw -64158927.064656 + Penalty 6396.874648 = -64152530.190008 nChanged 8379 SP:Iteration 17Q (38240.510000 sec): 3 clusters Score: Raw -64162287.831806 + Penalty 6396.874648 = -64155890.957157 nChanged 8639 SP:Iteration 18Q (38242.100000 sec): 3 clusters Score: Raw -64166014.913302 + Penalty 6396.874648 = -64159618.038654 nChanged 8714 SP:Iteration 19Q (38243.670000 sec): 3 clusters Score: Raw -64170009.044831 + Penalty 6396.874648 = -64163612.170183 nChanged 8493 SP:Iteration 20F (38245.400000 sec): 3 clusters Score: Raw -64174100.096596 + Penalty 6396.874648 = -64167703.221947 nChanged 8187 SP:Iteration 21Q (38246.910000 sec): 3 clusters Score: Raw -64178232.925152 + Penalty 6396.874648 = -64171836.050503 nChanged 7821 SP:Iteration 22Q (38248.390000 sec): 3 clusters Score: Raw -64182335.080178 + Penalty 6396.874648 = -64175938.205529 nChanged 7226 SP:Iteration 23Q (38249.840000 sec): 3 clusters Score: Raw -64186266.468237 + Penalty 6396.874648 = -64179869.593589 nChanged 6549 SP:Iteration 24Q (38251.270000 sec): 3 clusters Score: Raw -64189913.897047 + Penalty 6396.874648 = -64183517.022398 nChanged 5849 SP:Iteration 25Q (38252.650000 sec): 3 clusters Score: Raw -64193217.368823 + Penalty 6396.874648 = -64186820.494174 nChanged 5015 SP:Iteration 26Q (38254.020000 sec): 3 clusters Score: Raw -64196035.693113 + Penalty 6396.874648 = -64189638.818465 nChanged 4361 SP:Iteration 27Q (38255.360000 sec): 3 clusters Score: Raw -64198507.485280 + Penalty 6396.874648 = -64192110.610632 nChanged 3618 SP:Iteration 28Q (38256.680000 sec): 3 clusters Score: Raw -64200549.680688 + Penalty 6396.874648 = -64194152.806040 nChanged 3011 SP:Iteration 29Q (38257.960000 sec): 3 clusters Score: Raw -64202234.460929 + Penalty 6396.874648 = -64195837.586281 nChanged 2453 SP:Iteration 30Q (38259.230000 sec): 3 clusters Score: Raw -64203591.377873 + Penalty 6396.874648 = -64197194.503225 nChanged 1920 SP:Iteration 31Q (38260.490000 sec): 3 clusters Score: Raw -64204608.530946 + Penalty 6396.874648 = -64198211.656298 nChanged 1478 SP:Iteration 32Q (38261.720000 sec): 3 clusters Score: Raw -64205363.800765 + Penalty 6396.874648 = -64198966.926117 nChanged 1224 SP:Iteration 33Q (38262.950000 sec): 3 clusters Score: Raw -64205967.529049 + Penalty 6396.874648 = -64199570.654401 nChanged 971 SP:Iteration 34Q (38264.180000 sec): 3 clusters Score: Raw -64206440.221998 + Penalty 6396.874648 = -64200043.347350 nChanged 831 SP:Iteration 35Q (38265.400000 sec): 3 clusters Score: Raw -64206844.367802 + Penalty 6396.874648 = -64200447.493154 nChanged 650 SP:Iteration 36Q (38266.620000 sec): 3 clusters Score: Raw -64207145.191948 + Penalty 6396.874648 = -64200748.317300 nChanged 516 SP:Iteration 37Q (38267.830000 sec): 3 clusters Score: Raw -64207383.376356 + Penalty 6396.874648 = -64200986.501708 nChanged 413 SP:Iteration 38Q (38269.040000 sec): 3 clusters Score: Raw -64207574.392336 + Penalty 6396.874648 = -64201177.517688 nChanged 363 SP:Iteration 39Q (38270.250000 sec): 3 clusters Score: Raw -64207745.589539 + Penalty 6396.874648 = -64201348.714891 nChanged 278 SP:Iteration 40F (38271.970000 sec): 3 clusters Score: Raw -64207875.645203 + Penalty 6396.874648 = -64201478.770554 nChanged 220 SP:Iteration 41Q (38273.170000 sec): 3 clusters Score: Raw -64207972.643097 + Penalty 6396.874648 = -64201575.768448 nChanged 168 SP:Iteration 42Q (38274.370000 sec): 3 clusters Score: Raw -64208042.688742 + Penalty 6396.874648 = -64201645.814093 nChanged 140 SP:Iteration 43Q (38275.570000 sec): 3 clusters Score: Raw -64208100.235671 + Penalty 6396.874648 = -64201703.361023 nChanged 118 SP:Iteration 44Q (38276.760000 sec): 3 clusters Score: Raw -64208147.714796 + Penalty 6396.874648 = -64201750.840148 nChanged 100 SP:Iteration 45Q (38277.960000 sec): 3 clusters Score: Raw -64208188.153682 + Penalty 6396.874648 = -64201791.279033 nChanged 73 SP:Iteration 46Q (38279.160000 sec): 3 clusters Score: Raw -64208216.340610 + Penalty 6396.874648 = -64201819.465962 nChanged 58 SP:Iteration 47Q (38280.360000 sec): 3 clusters Score: Raw -64208240.458555 + Penalty 6396.874648 = -64201843.583907 nChanged 49 SP:Iteration 48Q (38281.550000 sec): 3 clusters Score: Raw -64208257.456037 + Penalty 6396.874648 = -64201860.581389 nChanged 46 SP:Iteration 49Q (38282.740000 sec): 3 clusters Score: Raw -64208274.501684 + Penalty 6396.874648 = -64201877.627036 nChanged 43 SP:Iteration 50Q (38283.930000 sec): 3 clusters Score: Raw -64208291.244819 + Penalty 6396.874648 = -64201894.370171 nChanged 34 SP:Iteration 51Q (38285.130000 sec): 3 clusters Score: Raw -64208306.072384 + Penalty 6396.874648 = -64201909.197736 nChanged 32 SP:Iteration 52Q (38286.320000 sec): 3 clusters Score: Raw -64208319.194930 + Penalty 6396.874648 = -64201922.320281 nChanged 25 SP:Iteration 53Q (38287.520000 sec): 3 clusters Score: Raw -64208327.507261 + Penalty 6396.874648 = -64201930.632612 nChanged 16 SP:Iteration 54Q (38288.710000 sec): 3 clusters Score: Raw -64208333.238465 + Penalty 6396.874648 = -64201936.363816 nChanged 17 SP:Iteration 55Q (38289.900000 sec): 3 clusters Score: Raw -64208338.739635 + Penalty 6396.874648 = -64201941.864987 nChanged 16 SP:Iteration 56Q (38291.100000 sec): 3 clusters Score: Raw -64208343.405324 + Penalty 6396.874648 = -64201946.530676 nChanged 14 SP:Iteration 57Q (38292.280000 sec): 3 clusters Score: Raw -64208348.389103 + Penalty 6396.874648 = -64201951.514455 nChanged 11 SP:Iteration 58Q (38293.480000 sec): 3 clusters Score: Raw -64208351.497850 + Penalty 6396.874648 = -64201954.623202 nChanged 8 SP:Iteration 59Q (38294.670000 sec): 3 clusters Score: Raw -64208354.333162 + Penalty 6396.874648 = -64201957.458513 nChanged 6 SP:Iteration 60F (38296.390000 sec): 3 clusters Score: Raw -64208357.111367 + Penalty 6396.874648 = -64201960.236718 nChanged 13 SP:Iteration 61Q (38297.580000 sec): 3 clusters Score: Raw -64208361.923262 + Penalty 6396.874648 = -64201965.048614 nChanged 11 SP:Iteration 62Q (38298.770000 sec): 3 clusters Score: Raw -64208365.702751 + Penalty 6396.874648 = -64201968.828102 nChanged 10 SP:Iteration 63Q (38299.960000 sec): 3 clusters Score: Raw -64208370.085732 + Penalty 6396.874648 = -64201973.211084 nChanged 14 SP:Iteration 64Q (38301.150000 sec): 3 clusters Score: Raw -64208375.114009 + Penalty 6396.874648 = -64201978.239361 nChanged 13 SP:Iteration 65Q (38302.340000 sec): 3 clusters Score: Raw -64208379.428321 + Penalty 6396.874648 = -64201982.553672 nChanged 10 SP:Iteration 66Q (38303.530000 sec): 3 clusters Score: Raw -64208383.643936 + Penalty 6396.874648 = -64201986.769288 nChanged 10 SP:Iteration 67Q (38304.720000 sec): 3 clusters Score: Raw -64208388.167448 + Penalty 6396.874648 = -64201991.292799 nChanged 10 SP:Iteration 68Q (38305.900000 sec): 3 clusters Score: Raw -64208392.822695 + Penalty 6396.874648 = -64201995.948047 nChanged 10 SP:Iteration 69Q (38307.100000 sec): 3 clusters Score: Raw -64208397.100449 + Penalty 6396.874648 = -64202000.225800 nChanged 11 SP:Iteration 70Q (38308.300000 sec): 3 clusters Score: Raw -64208402.240160 + Penalty 6396.874648 = -64202005.365511 nChanged 14 SP:Iteration 71Q (38309.500000 sec): 3 clusters Score: Raw -64208409.016094 + Penalty 6396.874648 = -64202012.141446 nChanged 15 SP:Iteration 72Q (38310.680000 sec): 3 clusters Score: Raw -64208415.657748 + Penalty 6396.874648 = -64202018.783100 nChanged 10 SP:Iteration 73Q (38311.870000 sec): 3 clusters Score: Raw -64208418.956154 + Penalty 6396.874648 = -64202022.081506 nChanged 10 SP:Iteration 74Q (38313.060000 sec): 3 clusters Score: Raw -64208422.725317 + Penalty 6396.874648 = -64202025.850668 nChanged 8 SP:Iteration 75Q (38314.250000 sec): 3 clusters Score: Raw -64208427.134145 + Penalty 6396.874648 = -64202030.259497 nChanged 11 SP:Iteration 76Q (38315.440000 sec): 3 clusters Score: Raw -64208433.258785 + Penalty 6396.874648 = -64202036.384136 nChanged 15 SP:Iteration 77Q (38316.630000 sec): 3 clusters Score: Raw -64208438.775104 + Penalty 6396.874648 = -64202041.900456 nChanged 14 SP:Iteration 78Q (38317.820000 sec): 3 clusters Score: Raw -64208444.910844 + Penalty 6396.874648 = -64202048.036196 nChanged 8 SP:Iteration 79Q (38319.020000 sec): 3 clusters Score: Raw -64208448.444704 + Penalty 6396.874648 = -64202051.570056 nChanged 8 SP:Iteration 80F (38320.730000 sec): 3 clusters Score: Raw -64208451.790182 + Penalty 6396.874648 = -64202054.915533 nChanged 8 SP:Iteration 81Q (38321.920000 sec): 3 clusters Score: Raw -64208455.147854 + Penalty 6396.874648 = -64202058.273206 nChanged 4 SP:Iteration 82Q (38323.120000 sec): 3 clusters Score: Raw -64208456.504884 + Penalty 6396.874648 = -64202059.630236 nChanged 3 SP:Iteration 83Q (38324.310000 sec): 3 clusters Score: Raw -64208457.388967 + Penalty 6396.874648 = -64202060.514319 nChanged 1 SP:Iteration 84Q (38325.490000 sec): 3 clusters Score: Raw -64208457.880264 + Penalty 6396.874648 = -64202061.005616 nChanged 1 SP:Iteration 85Q (38326.690000 sec): 3 clusters Score: Raw -64208458.674413 + Penalty 6396.874648 = -64202061.799765 nChanged 2 SP:Iteration 86Q (38327.880000 sec): 3 clusters Score: Raw -64208459.850671 + Penalty 6396.874648 = -64202062.976023 nChanged 5 SP:Iteration 87Q (38329.070000 sec): 3 clusters Score: Raw -64208462.039974 + Penalty 6396.874648 = -64202065.165326 nChanged 2 SP:Iteration 88Q (38330.250000 sec): 3 clusters Score: Raw -64208462.301982 + Penalty 6396.874648 = -64202065.427334 nChanged 1 SP:Iteration 89Q (38331.450000 sec): 3 clusters Score: Raw -64208462.585636 + Penalty 6396.874648 = -64202065.710988 nChanged 2 SP:Iteration 90Q (38332.650000 sec): 3 clusters Score: Raw -64208463.338574 + Penalty 6396.874648 = -64202066.463925 nChanged 2 SP:Iteration 91Q (38333.840000 sec): 3 clusters Score: Raw -64208463.871950 + Penalty 6396.874648 = -64202066.997301 nChanged 1 SP:Iteration 92Q (38335.030000 sec): 3 clusters Score: Raw -64208464.452920 + Penalty 6396.874648 = -64202067.578272 nChanged 1 SP:Iteration 93Q (38336.220000 sec): 3 clusters Score: Raw -64208464.652872 + Penalty 6396.874648 = -64202067.778223 nChanged 0 SP:Iteration 94F (38337.950000 sec): 3 clusters Score: Raw -64208464.652872 + Penalty 6396.874648 = -64202067.778223 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 29 (55157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38338.290000 sec): 2 clusters Score: Raw -8881497.888868 + Penalty 2707.648858 = -8878790.240010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38338.530000 sec): 3 clusters Score: Raw -8847069.386694 + Penalty 5415.297716 = -8841654.088979 nChanged 25531 SP:Iteration 1F (38338.770000 sec): 3 clusters Score: Raw -8861521.337048 + Penalty 5415.297716 = -8856106.039332 nChanged 2291 SP:Iteration 2Q (38339.010000 sec): 3 clusters Score: Raw -8862261.432615 + Penalty 5415.297716 = -8856846.134899 nChanged 2236 SP:Iteration 3Q (38339.260000 sec): 3 clusters Score: Raw -8863082.759623 + Penalty 5415.297716 = -8857667.461907 nChanged 2298 SP:Iteration 4Q (38339.510000 sec): 3 clusters Score: Raw -8864121.107525 + Penalty 5415.297716 = -8858705.809810 nChanged 2605 SP:Iteration 5Q (38339.750000 sec): 3 clusters Score: Raw -8865612.533769 + Penalty 5415.297716 = -8860197.236053 nChanged 2964 SP:Iteration 6F (38340.000000 sec): 3 clusters Score: Raw -8867566.485763 + Penalty 5415.297716 = -8862151.188047 nChanged 3152 SP:Iteration 7F (38340.240000 sec): 3 clusters Score: Raw -8869920.604204 + Penalty 5415.297716 = -8864505.306489 nChanged 3231 SP:Iteration 8F (38340.470000 sec): 3 clusters Score: Raw -8872508.768940 + Penalty 5415.297716 = -8867093.471224 nChanged 2945 SP:Iteration 9F (38340.720000 sec): 3 clusters Score: Raw -8874869.595952 + Penalty 5415.297716 = -8869454.298236 nChanged 2389 SP:Iteration 10Q (38340.940000 sec): 3 clusters Score: Raw -8876720.559530 + Penalty 5415.297716 = -8871305.261814 nChanged 1887 SP:Iteration 11Q (38341.160000 sec): 3 clusters Score: Raw -8878166.687455 + Penalty 5415.297716 = -8872751.389739 nChanged 1523 SP:Iteration 12Q (38341.360000 sec): 3 clusters Score: Raw -8879309.941817 + Penalty 5415.297716 = -8873894.644102 nChanged 1163 SP:Iteration 13Q (38341.560000 sec): 3 clusters Score: Raw -8880193.680986 + Penalty 5415.297716 = -8874778.383271 nChanged 809 SP:Iteration 14Q (38341.750000 sec): 3 clusters Score: Raw -8880803.058051 + Penalty 5415.297716 = -8875387.760335 nChanged 490 SP:Iteration 15Q (38341.930000 sec): 3 clusters Score: Raw -8881185.392246 + Penalty 5415.297716 = -8875770.094530 nChanged 312 SP:Iteration 16Q (38342.100000 sec): 3 clusters Score: Raw -8881403.672550 + Penalty 5415.297716 = -8875988.374835 nChanged 186 SP:Iteration 17Q (38342.270000 sec): 3 clusters Score: Raw -8881532.401389 + Penalty 5415.297716 = -8876117.103673 nChanged 126 SP:Iteration 18Q (38342.450000 sec): 3 clusters Score: Raw -8881622.840579 + Penalty 5415.297716 = -8876207.542864 nChanged 80 SP:Iteration 19Q (38342.620000 sec): 3 clusters Score: Raw -8881682.576126 + Penalty 5415.297716 = -8876267.278410 nChanged 62 SP:Iteration 20F (38342.850000 sec): 3 clusters Score: Raw -8881723.826986 + Penalty 5415.297716 = -8876308.529270 nChanged 45 SP:Iteration 21Q (38343.030000 sec): 3 clusters Score: Raw -8881758.879894 + Penalty 5415.297716 = -8876343.582178 nChanged 41 SP:Iteration 22Q (38343.200000 sec): 3 clusters Score: Raw -8881794.246820 + Penalty 5415.297716 = -8876378.949104 nChanged 28 SP:Iteration 23Q (38343.370000 sec): 3 clusters Score: Raw -8881814.725679 + Penalty 5415.297716 = -8876399.427963 nChanged 19 SP:Iteration 24Q (38343.530000 sec): 3 clusters Score: Raw -8881838.032508 + Penalty 5415.297716 = -8876422.734792 nChanged 25 SP:Iteration 25Q (38343.700000 sec): 3 clusters Score: Raw -8881859.465793 + Penalty 5415.297716 = -8876444.168077 nChanged 21 SP:Iteration 26Q (38343.870000 sec): 3 clusters Score: Raw -8881873.271355 + Penalty 5415.297716 = -8876457.973639 nChanged 7 SP:Iteration 27Q (38344.040000 sec): 3 clusters Score: Raw -8881878.766002 + Penalty 5415.297716 = -8876463.468286 nChanged 10 SP:Iteration 28Q (38344.210000 sec): 3 clusters Score: Raw -8881886.520502 + Penalty 5415.297716 = -8876471.222787 nChanged 8 SP:Iteration 29Q (38344.370000 sec): 3 clusters Score: Raw -8881893.264223 + Penalty 5415.297716 = -8876477.966507 nChanged 8 SP:Iteration 30Q (38344.550000 sec): 3 clusters Score: Raw -8881900.175425 + Penalty 5415.297716 = -8876484.877710 nChanged 9 SP:Iteration 31Q (38344.720000 sec): 3 clusters Score: Raw -8881908.027127 + Penalty 5415.297716 = -8876492.729411 nChanged 10 SP:Iteration 32Q (38344.880000 sec): 3 clusters Score: Raw -8881915.264321 + Penalty 5415.297716 = -8876499.966606 nChanged 7 SP:Iteration 33Q (38345.050000 sec): 3 clusters Score: Raw -8881920.136926 + Penalty 5415.297716 = -8876504.839210 nChanged 3 SP:Iteration 34Q (38345.220000 sec): 3 clusters Score: Raw -8881921.370972 + Penalty 5415.297716 = -8876506.073256 nChanged 1 SP:Iteration 35Q (38345.380000 sec): 3 clusters Score: Raw -8881921.758698 + Penalty 5415.297716 = -8876506.460982 nChanged 1 SP:Iteration 36Q (38345.550000 sec): 3 clusters Score: Raw -8881922.521545 + Penalty 5415.297716 = -8876507.223830 nChanged 1 SP:Iteration 37Q (38345.710000 sec): 3 clusters Score: Raw -8881923.890181 + Penalty 5415.297716 = -8876508.592465 nChanged 0 SP:Iteration 38F (38345.950000 sec): 3 clusters Score: Raw -8881923.890181 + Penalty 5415.297716 = -8876508.592465 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 30 (14430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38346.020000 sec): 2 clusters Score: Raw -2326903.792129 + Penalty 2375.112034 = -2324528.680096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38346.090000 sec): 3 clusters Score: Raw -2318789.017592 + Penalty 4750.224067 = -2314038.793525 nChanged 6135 SP:Iteration 1F (38346.150000 sec): 3 clusters Score: Raw -2322093.084063 + Penalty 4750.224067 = -2317342.859996 nChanged 871 SP:Iteration 2F (38346.210000 sec): 3 clusters Score: Raw -2322478.266834 + Penalty 4750.224067 = -2317728.042767 nChanged 733 SP:Iteration 3F (38346.270000 sec): 3 clusters Score: Raw -2322818.940120 + Penalty 4750.224067 = -2318068.716052 nChanged 722 SP:Iteration 4F (38346.330000 sec): 3 clusters Score: Raw -2323193.049855 + Penalty 4750.224067 = -2318442.825787 nChanged 683 SP:Iteration 5Q (38346.390000 sec): 3 clusters Score: Raw -2323609.122001 + Penalty 4750.224067 = -2318858.897933 nChanged 746 SP:Iteration 6F (38346.450000 sec): 3 clusters Score: Raw -2324165.616936 + Penalty 4750.224067 = -2319415.392868 nChanged 864 SP:Iteration 7F (38346.520000 sec): 3 clusters Score: Raw -2324937.095086 + Penalty 4750.224067 = -2320186.871019 nChanged 953 SP:Iteration 8F (38346.580000 sec): 3 clusters Score: Raw -2325880.142458 + Penalty 4750.224067 = -2321129.918391 nChanged 973 SP:Iteration 9F (38346.640000 sec): 3 clusters Score: Raw -2326777.332429 + Penalty 4750.224067 = -2322027.108362 nChanged 770 SP:Iteration 10F (38346.700000 sec): 3 clusters Score: Raw -2327501.135152 + Penalty 4750.224067 = -2322750.911084 nChanged 515 SP:Iteration 11Q (38346.760000 sec): 3 clusters Score: Raw -2328038.153560 + Penalty 4750.224067 = -2323287.929493 nChanged 373 SP:Iteration 12Q (38346.820000 sec): 3 clusters Score: Raw -2328421.952505 + Penalty 4750.224067 = -2323671.728438 nChanged 273 SP:Iteration 13Q (38346.870000 sec): 3 clusters Score: Raw -2328682.236807 + Penalty 4750.224067 = -2323932.012740 nChanged 189 SP:Iteration 14Q (38346.930000 sec): 3 clusters Score: Raw -2328820.690448 + Penalty 4750.224067 = -2324070.466381 nChanged 137 SP:Iteration 15Q (38346.980000 sec): 3 clusters Score: Raw -2328893.693658 + Penalty 4750.224067 = -2324143.469590 nChanged 88 SP:Iteration 16Q (38347.030000 sec): 3 clusters Score: Raw -2328932.733912 + Penalty 4750.224067 = -2324182.509845 nChanged 71 SP:Iteration 17Q (38347.080000 sec): 3 clusters Score: Raw -2328961.133123 + Penalty 4750.224067 = -2324210.909056 nChanged 53 SP:Iteration 18Q (38347.130000 sec): 3 clusters Score: Raw -2328978.154585 + Penalty 4750.224067 = -2324227.930518 nChanged 37 SP:Iteration 19Q (38347.170000 sec): 3 clusters Score: Raw -2328988.156040 + Penalty 4750.224067 = -2324237.931973 nChanged 29 SP:Iteration 20F (38347.240000 sec): 3 clusters Score: Raw -2328996.534539 + Penalty 4750.224067 = -2324246.310472 nChanged 23 SP:Iteration 21Q (38347.290000 sec): 3 clusters Score: Raw -2329003.159935 + Penalty 4750.224067 = -2324252.935868 nChanged 27 SP:Iteration 22Q (38347.330000 sec): 3 clusters Score: Raw -2329009.809194 + Penalty 4750.224067 = -2324259.585127 nChanged 26 SP:Iteration 23Q (38347.390000 sec): 3 clusters Score: Raw -2329016.080325 + Penalty 4750.224067 = -2324265.856258 nChanged 23 SP:Iteration 24Q (38347.440000 sec): 3 clusters Score: Raw -2329021.948007 + Penalty 4750.224067 = -2324271.723940 nChanged 20 SP:Iteration 25Q (38347.490000 sec): 3 clusters Score: Raw -2329025.991702 + Penalty 4750.224067 = -2324275.767635 nChanged 18 SP:Iteration 26Q (38347.540000 sec): 3 clusters Score: Raw -2329029.180542 + Penalty 4750.224067 = -2324278.956475 nChanged 12 SP:Iteration 27Q (38347.590000 sec): 3 clusters Score: Raw -2329030.743820 + Penalty 4750.224067 = -2324280.519753 nChanged 8 SP:Iteration 28Q (38347.640000 sec): 3 clusters Score: Raw -2329032.046493 + Penalty 4750.224067 = -2324281.822426 nChanged 3 SP:Iteration 29Q (38347.690000 sec): 3 clusters Score: Raw -2329032.479029 + Penalty 4750.224067 = -2324282.254962 nChanged 5 SP:Iteration 30Q (38347.740000 sec): 3 clusters Score: Raw -2329033.430924 + Penalty 4750.224067 = -2324283.206857 nChanged 2 SP:Iteration 31Q (38347.780000 sec): 3 clusters Score: Raw -2329033.767009 + Penalty 4750.224067 = -2324283.542941 nChanged 1 SP:Iteration 32Q (38347.830000 sec): 3 clusters Score: Raw -2329034.076857 + Penalty 4750.224067 = -2324283.852790 nChanged 0 SP:Iteration 33F (38347.900000 sec): 3 clusters Score: Raw -2329034.076857 + Penalty 4750.224067 = -2324283.852790 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 31 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38347.900000 sec): 2 clusters Score: Raw -57510.543620 + Penalty 1465.204569 = -56045.339051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38347.910000 sec): 3 clusters Score: Raw -57579.052015 + Penalty 2930.409137 = -54648.642878 nChanged 41 SP:Iteration 1F (38347.910000 sec): 3 clusters Score: Raw -57673.979142 + Penalty 2930.409137 = -54743.570004 nChanged 6 SP:Iteration 2Q (38347.910000 sec): 3 clusters Score: Raw -57684.935660 + Penalty 2930.409137 = -54754.526523 nChanged 1 SP:Iteration 3Q (38347.910000 sec): 3 clusters Score: Raw -57688.359214 + Penalty 2930.409137 = -54757.950076 nChanged 0 SP:Iteration 4F (38347.910000 sec): 3 clusters Score: Raw -57688.359214 + Penalty 2930.409137 = -54757.950076 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 32 (4698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38347.940000 sec): 2 clusters Score: Raw -714121.674573 + Penalty 2096.813257 = -712024.861316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38347.960000 sec): 3 clusters Score: Raw -711888.692925 + Penalty 4193.626514 = -707695.066411 nChanged 1771 SP:Iteration 1F (38347.980000 sec): 3 clusters Score: Raw -713139.409370 + Penalty 4193.626514 = -708945.782856 nChanged 414 SP:Iteration 2F (38348.000000 sec): 3 clusters Score: Raw -713580.922599 + Penalty 4193.626514 = -709387.296085 nChanged 344 SP:Iteration 3F (38348.020000 sec): 3 clusters Score: Raw -713948.069275 + Penalty 4193.626514 = -709754.442761 nChanged 295 SP:Iteration 4F (38348.040000 sec): 3 clusters Score: Raw -714226.238469 + Penalty 4193.626514 = -710032.611955 nChanged 244 SP:Iteration 5F (38348.060000 sec): 3 clusters Score: Raw -714433.884155 + Penalty 4193.626514 = -710240.257641 nChanged 195 SP:Iteration 6Q (38348.080000 sec): 3 clusters Score: Raw -714618.429365 + Penalty 4193.626514 = -710424.802851 nChanged 198 SP:Iteration 7Q (38348.100000 sec): 3 clusters Score: Raw -714817.720820 + Penalty 4193.626514 = -710624.094306 nChanged 162 SP:Iteration 8Q (38348.120000 sec): 3 clusters Score: Raw -714978.465865 + Penalty 4193.626514 = -710784.839351 nChanged 134 SP:Iteration 9Q (38348.140000 sec): 3 clusters Score: Raw -715132.734233 + Penalty 4193.626514 = -710939.107719 nChanged 106 SP:Iteration 10Q (38348.160000 sec): 3 clusters Score: Raw -715228.812144 + Penalty 4193.626514 = -711035.185630 nChanged 83 SP:Iteration 11Q (38348.170000 sec): 3 clusters Score: Raw -715307.599797 + Penalty 4193.626514 = -711113.973283 nChanged 65 SP:Iteration 12Q (38348.190000 sec): 3 clusters Score: Raw -715369.618909 + Penalty 4193.626514 = -711175.992395 nChanged 46 SP:Iteration 13Q (38348.210000 sec): 3 clusters Score: Raw -715420.989806 + Penalty 4193.626514 = -711227.363292 nChanged 36 SP:Iteration 14Q (38348.230000 sec): 3 clusters Score: Raw -715447.890912 + Penalty 4193.626514 = -711254.264398 nChanged 26 SP:Iteration 15Q (38348.240000 sec): 3 clusters Score: Raw -715466.160201 + Penalty 4193.626514 = -711272.533687 nChanged 18 SP:Iteration 16Q (38348.260000 sec): 3 clusters Score: Raw -715478.966343 + Penalty 4193.626514 = -711285.339829 nChanged 19 SP:Iteration 17Q (38348.280000 sec): 3 clusters Score: Raw -715497.060959 + Penalty 4193.626514 = -711303.434445 nChanged 18 SP:Iteration 18Q (38348.290000 sec): 3 clusters Score: Raw -715510.452134 + Penalty 4193.626514 = -711316.825620 nChanged 14 SP:Iteration 19Q (38348.310000 sec): 3 clusters Score: Raw -715516.514919 + Penalty 4193.626514 = -711322.888405 nChanged 2 SP:Iteration 20F (38348.330000 sec): 3 clusters Score: Raw -715517.487506 + Penalty 4193.626514 = -711323.860992 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 33 (398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38348.340000 sec): 2 clusters Score: Raw -56601.438893 + Penalty 1484.640097 = -55116.798796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38348.340000 sec): 3 clusters Score: Raw -56689.523276 + Penalty 2969.280195 = -53720.243081 nChanged 71 SP:Iteration 1F (38348.340000 sec): 3 clusters Score: Raw -56893.015877 + Penalty 2969.280195 = -53923.735683 nChanged 26 SP:Iteration 2F (38348.340000 sec): 3 clusters Score: Raw -56986.759626 + Penalty 2969.280195 = -54017.479432 nChanged 16 SP:Iteration 3Q (38348.340000 sec): 3 clusters Score: Raw -57050.506517 + Penalty 2969.280195 = -54081.226323 nChanged 10 SP:Iteration 4Q (38348.350000 sec): 3 clusters Score: Raw -57094.973109 + Penalty 2969.280195 = -54125.692914 nChanged 7 SP:Iteration 5Q (38348.350000 sec): 3 clusters Score: Raw -57181.344661 + Penalty 2969.280195 = -54212.064466 nChanged 11 SP:Iteration 6Q (38348.350000 sec): 3 clusters Score: Raw -57264.368531 + Penalty 2969.280195 = -54295.088336 nChanged 10 SP:Iteration 7Q (38348.350000 sec): 3 clusters Score: Raw -57288.641006 + Penalty 2969.280195 = -54319.360811 nChanged 4 SP:Iteration 8Q (38348.350000 sec): 3 clusters Score: Raw -57307.631335 + Penalty 2969.280195 = -54338.351140 nChanged 4 SP:Iteration 9Q (38348.350000 sec): 3 clusters Score: Raw -57315.144719 + Penalty 2969.280195 = -54345.864524 nChanged 3 SP:Iteration 10Q (38348.360000 sec): 3 clusters Score: Raw -57322.798813 + Penalty 2969.280195 = -54353.518618 nChanged 2 SP:Iteration 11Q (38348.360000 sec): 3 clusters Score: Raw -57332.681096 + Penalty 2969.280195 = -54363.400901 nChanged 2 SP:Iteration 12Q (38348.360000 sec): 3 clusters Score: Raw -57341.515326 + Penalty 2969.280195 = -54372.235132 nChanged 1 SP:Iteration 13Q (38348.360000 sec): 3 clusters Score: Raw -57345.850120 + Penalty 2969.280195 = -54376.569926 nChanged 1 SP:Iteration 14Q (38348.360000 sec): 3 clusters Score: Raw -57347.001294 + Penalty 2969.280195 = -54377.721100 nChanged 2 SP:Iteration 15Q (38348.360000 sec): 3 clusters Score: Raw -57350.194442 + Penalty 2969.280195 = -54380.914248 nChanged 2 SP:Iteration 16Q (38348.360000 sec): 3 clusters Score: Raw -57352.791887 + Penalty 2969.280195 = -54383.511692 nChanged 0 SP:Iteration 17F (38348.360000 sec): 3 clusters Score: Raw -57352.791887 + Penalty 2969.280195 = -54383.511692 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 34 (2564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38348.380000 sec): 2 clusters Score: Raw -387969.853663 + Penalty 1946.632307 = -386023.221356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38348.390000 sec): 3 clusters Score: Raw -386932.743245 + Penalty 3893.264614 = -383039.478632 nChanged 848 SP:Iteration 1F (38348.400000 sec): 3 clusters Score: Raw -387550.727271 + Penalty 3893.264614 = -383657.462657 nChanged 201 SP:Iteration 2F (38348.420000 sec): 3 clusters Score: Raw -387732.074776 + Penalty 3893.264614 = -383838.810162 nChanged 152 SP:Iteration 3F (38348.420000 sec): 3 clusters Score: Raw -387874.304058 + Penalty 3893.264614 = -383981.039444 nChanged 103 SP:Iteration 4Q (38348.440000 sec): 3 clusters Score: Raw -388013.613204 + Penalty 3893.264614 = -384120.348590 nChanged 116 SP:Iteration 5Q (38348.450000 sec): 3 clusters Score: Raw -388146.286816 + Penalty 3893.264614 = -384253.022203 nChanged 98 SP:Iteration 6Q (38348.460000 sec): 3 clusters Score: Raw -388301.499534 + Penalty 3893.264614 = -384408.234921 nChanged 93 SP:Iteration 7Q (38348.470000 sec): 3 clusters Score: Raw -388440.738722 + Penalty 3893.264614 = -384547.474108 nChanged 81 SP:Iteration 8Q (38348.480000 sec): 3 clusters Score: Raw -388532.844250 + Penalty 3893.264614 = -384639.579636 nChanged 72 SP:Iteration 9Q (38348.490000 sec): 3 clusters Score: Raw -388607.526646 + Penalty 3893.264614 = -384714.262032 nChanged 61 SP:Iteration 10Q (38348.500000 sec): 3 clusters Score: Raw -388668.965303 + Penalty 3893.264614 = -384775.700689 nChanged 56 SP:Iteration 11Q (38348.510000 sec): 3 clusters Score: Raw -388718.236567 + Penalty 3893.264614 = -384824.971953 nChanged 41 SP:Iteration 12Q (38348.520000 sec): 3 clusters Score: Raw -388750.591575 + Penalty 3893.264614 = -384857.326961 nChanged 32 SP:Iteration 13Q (38348.530000 sec): 3 clusters Score: Raw -388773.986730 + Penalty 3893.264614 = -384880.722116 nChanged 23 SP:Iteration 14Q (38348.540000 sec): 3 clusters Score: Raw -388791.016722 + Penalty 3893.264614 = -384897.752108 nChanged 19 SP:Iteration 15Q (38348.550000 sec): 3 clusters Score: Raw -388804.835894 + Penalty 3893.264614 = -384911.571280 nChanged 19 SP:Iteration 16Q (38348.560000 sec): 3 clusters Score: Raw -388818.806311 + Penalty 3893.264614 = -384925.541697 nChanged 18 SP:Iteration 17Q (38348.570000 sec): 3 clusters Score: Raw -388829.779855 + Penalty 3893.264614 = -384936.515241 nChanged 10 SP:Iteration 18Q (38348.580000 sec): 3 clusters Score: Raw -388838.841217 + Penalty 3893.264614 = -384945.576603 nChanged 10 SP:Iteration 19Q (38348.590000 sec): 3 clusters Score: Raw -388843.307111 + Penalty 3893.264614 = -384950.042497 nChanged 3 SP:Iteration 20F (38348.600000 sec): 3 clusters Score: Raw -388844.209980 + Penalty 3893.264614 = -384950.945366 nChanged 2 SP:Iteration 21Q (38348.610000 sec): 3 clusters Score: Raw -388846.193149 + Penalty 3893.264614 = -384952.928536 nChanged 4 SP:Iteration 22Q (38348.620000 sec): 3 clusters Score: Raw -388848.562159 + Penalty 3893.264614 = -384955.297545 nChanged 4 SP:Iteration 23Q (38348.630000 sec): 3 clusters Score: Raw -388851.838500 + Penalty 3893.264614 = -384958.573887 nChanged 6 SP:Iteration 24Q (38348.640000 sec): 3 clusters Score: Raw -388855.623604 + Penalty 3893.264614 = -384962.358990 nChanged 6 SP:Iteration 25Q (38348.650000 sec): 3 clusters Score: Raw -388857.454713 + Penalty 3893.264614 = -384964.190099 nChanged 3 SP:Iteration 26Q (38348.660000 sec): 3 clusters Score: Raw -388858.722889 + Penalty 3893.264614 = -384965.458275 nChanged 5 SP:Iteration 27Q (38348.670000 sec): 3 clusters Score: Raw -388861.768820 + Penalty 3893.264614 = -384968.504206 nChanged 2 SP:Iteration 28Q (38348.680000 sec): 3 clusters Score: Raw -388862.695462 + Penalty 3893.264614 = -384969.430849 nChanged 2 SP:Iteration 29Q (38348.690000 sec): 3 clusters Score: Raw -388862.884455 + Penalty 3893.264614 = -384969.619841 nChanged 0 SP:Iteration 30F (38348.700000 sec): 3 clusters Score: Raw -388862.884455 + Penalty 3893.264614 = -384969.619841 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 35 (552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38348.710000 sec): 2 clusters Score: Raw -81124.065719 + Penalty 1565.759915 = -79558.305803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38348.720000 sec): 3 clusters Score: Raw -81114.195355 + Penalty 3131.519831 = -77982.675524 nChanged 100 SP:Iteration 1F (38348.720000 sec): 3 clusters Score: Raw -81278.335814 + Penalty 3131.519831 = -78146.815983 nChanged 22 SP:Iteration 2Q (38348.720000 sec): 3 clusters Score: Raw -81337.355253 + Penalty 3131.519831 = -78205.835422 nChanged 19 SP:Iteration 3Q (38348.720000 sec): 3 clusters Score: Raw -81400.855613 + Penalty 3131.519831 = -78269.335782 nChanged 8 SP:Iteration 4Q (38348.720000 sec): 3 clusters Score: Raw -81424.039953 + Penalty 3131.519831 = -78292.520122 nChanged 5 SP:Iteration 5Q (38348.730000 sec): 3 clusters Score: Raw -81434.335315 + Penalty 3131.519831 = -78302.815484 nChanged 5 SP:Iteration 6Q (38348.730000 sec): 3 clusters Score: Raw -81443.885918 + Penalty 3131.519831 = -78312.366087 nChanged 3 SP:Iteration 7Q (38348.730000 sec): 3 clusters Score: Raw -81451.670673 + Penalty 3131.519831 = -78320.150842 nChanged 3 SP:Iteration 8Q (38348.730000 sec): 3 clusters Score: Raw -81459.283120 + Penalty 3131.519831 = -78327.763289 nChanged 2 SP:Iteration 9Q (38348.740000 sec): 3 clusters Score: Raw -81463.096619 + Penalty 3131.519831 = -78331.576788 nChanged 1 SP:Iteration 10Q (38348.740000 sec): 3 clusters Score: Raw -81465.773276 + Penalty 3131.519831 = -78334.253445 nChanged 2 SP:Iteration 11Q (38348.740000 sec): 3 clusters Score: Raw -81472.488653 + Penalty 3131.519831 = -78340.968822 nChanged 3 SP:Iteration 12Q (38348.740000 sec): 3 clusters Score: Raw -81477.988133 + Penalty 3131.519831 = -78346.468302 nChanged 1 SP:Iteration 13Q (38348.740000 sec): 3 clusters Score: Raw -81480.249024 + Penalty 3131.519831 = -78348.729193 nChanged 1 SP:Iteration 14Q (38348.750000 sec): 3 clusters Score: Raw -81481.109641 + Penalty 3131.519831 = -78349.589810 nChanged 0 SP:Iteration 15F (38348.750000 sec): 3 clusters Score: Raw -81481.109641 + Penalty 3131.519831 = -78349.589810 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 37 (7017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38348.780000 sec): 2 clusters Score: Raw -1088629.923763 + Penalty 2196.310582 = -1086433.613181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38348.810000 sec): 3 clusters Score: Raw -1085030.704242 + Penalty 4392.621163 = -1080638.083079 nChanged 2827 SP:Iteration 1F (38348.840000 sec): 3 clusters Score: Raw -1086537.402542 + Penalty 4392.621163 = -1082144.781379 nChanged 502 SP:Iteration 2F (38348.870000 sec): 3 clusters Score: Raw -1086820.866428 + Penalty 4392.621163 = -1082428.245265 nChanged 378 SP:Iteration 3F (38348.900000 sec): 3 clusters Score: Raw -1087021.117138 + Penalty 4392.621163 = -1082628.495975 nChanged 311 SP:Iteration 4Q (38348.930000 sec): 3 clusters Score: Raw -1087173.571819 + Penalty 4392.621163 = -1082780.950655 nChanged 252 SP:Iteration 5Q (38348.960000 sec): 3 clusters Score: Raw -1087293.554695 + Penalty 4392.621163 = -1082900.933531 nChanged 213 SP:Iteration 6Q (38348.990000 sec): 3 clusters Score: Raw -1087384.857376 + Penalty 4392.621163 = -1082992.236213 nChanged 158 SP:Iteration 7Q (38349.020000 sec): 3 clusters Score: Raw -1087455.713164 + Penalty 4392.621163 = -1083063.092001 nChanged 172 SP:Iteration 8Q (38349.050000 sec): 3 clusters Score: Raw -1087530.708865 + Penalty 4392.621163 = -1083138.087702 nChanged 165 SP:Iteration 9Q (38349.080000 sec): 3 clusters Score: Raw -1087592.536536 + Penalty 4392.621163 = -1083199.915373 nChanged 139 SP:Iteration 10Q (38349.110000 sec): 3 clusters Score: Raw -1087641.419773 + Penalty 4392.621163 = -1083248.798609 nChanged 108 SP:Iteration 11Q (38349.150000 sec): 3 clusters Score: Raw -1087683.076508 + Penalty 4392.621163 = -1083290.455345 nChanged 110 SP:Iteration 12Q (38349.180000 sec): 3 clusters Score: Raw -1087730.785425 + Penalty 4392.621163 = -1083338.164262 nChanged 110 SP:Iteration 13Q (38349.210000 sec): 3 clusters Score: Raw -1087773.682531 + Penalty 4392.621163 = -1083381.061368 nChanged 126 SP:Iteration 14Q (38349.240000 sec): 3 clusters Score: Raw -1087829.095537 + Penalty 4392.621163 = -1083436.474374 nChanged 136 SP:Iteration 15Q (38349.260000 sec): 3 clusters Score: Raw -1087888.954624 + Penalty 4392.621163 = -1083496.333461 nChanged 144 SP:Iteration 16Q (38349.300000 sec): 3 clusters Score: Raw -1087957.313291 + Penalty 4392.621163 = -1083564.692128 nChanged 155 SP:Iteration 17Q (38349.320000 sec): 3 clusters Score: Raw -1088041.710662 + Penalty 4392.621163 = -1083649.089499 nChanged 163 SP:Iteration 18Q (38349.360000 sec): 3 clusters Score: Raw -1088126.662907 + Penalty 4392.621163 = -1083734.041744 nChanged 170 SP:Iteration 19Q (38349.380000 sec): 3 clusters Score: Raw -1088230.849882 + Penalty 4392.621163 = -1083838.228718 nChanged 186 SP:Iteration 20F (38349.420000 sec): 3 clusters Score: Raw -1088357.840388 + Penalty 4392.621163 = -1083965.219224 nChanged 200 SP:Iteration 21Q (38349.440000 sec): 3 clusters Score: Raw -1088481.634890 + Penalty 4392.621163 = -1084089.013727 nChanged 183 SP:Iteration 22Q (38349.470000 sec): 3 clusters Score: Raw -1088611.333867 + Penalty 4392.621163 = -1084218.712704 nChanged 191 SP:Iteration 23Q (38349.500000 sec): 3 clusters Score: Raw -1088739.570143 + Penalty 4392.621163 = -1084346.948980 nChanged 161 SP:Iteration 24Q (38349.530000 sec): 3 clusters Score: Raw -1088846.952396 + Penalty 4392.621163 = -1084454.331233 nChanged 133 SP:Iteration 25Q (38349.560000 sec): 3 clusters Score: Raw -1088948.463041 + Penalty 4392.621163 = -1084555.841878 nChanged 145 SP:Iteration 26Q (38349.580000 sec): 3 clusters Score: Raw -1089064.198399 + Penalty 4392.621163 = -1084671.577235 nChanged 146 SP:Iteration 27Q (38349.610000 sec): 3 clusters Score: Raw -1089184.393833 + Penalty 4392.621163 = -1084791.772669 nChanged 121 SP:Iteration 28Q (38349.640000 sec): 3 clusters Score: Raw -1089282.802522 + Penalty 4392.621163 = -1084890.181359 nChanged 111 SP:Iteration 29Q (38349.670000 sec): 3 clusters Score: Raw -1089382.292191 + Penalty 4392.621163 = -1084989.671027 nChanged 101 SP:Iteration 30Q (38349.690000 sec): 3 clusters Score: Raw -1089481.978574 + Penalty 4392.621163 = -1085089.357411 nChanged 100 SP:Iteration 31Q (38349.720000 sec): 3 clusters Score: Raw -1089561.036426 + Penalty 4392.621163 = -1085168.415262 nChanged 81 SP:Iteration 32Q (38349.740000 sec): 3 clusters Score: Raw -1089610.406093 + Penalty 4392.621163 = -1085217.784929 nChanged 54 SP:Iteration 33Q (38349.770000 sec): 3 clusters Score: Raw -1089634.134704 + Penalty 4392.621163 = -1085241.513541 nChanged 33 SP:Iteration 34Q (38349.800000 sec): 3 clusters Score: Raw -1089647.492091 + Penalty 4392.621163 = -1085254.870928 nChanged 14 SP:Iteration 35Q (38349.820000 sec): 3 clusters Score: Raw -1089652.214555 + Penalty 4392.621163 = -1085259.593392 nChanged 14 SP:Iteration 36Q (38349.850000 sec): 3 clusters Score: Raw -1089656.714816 + Penalty 4392.621163 = -1085264.093653 nChanged 19 SP:Iteration 37Q (38349.870000 sec): 3 clusters Score: Raw -1089665.467186 + Penalty 4392.621163 = -1085272.846023 nChanged 17 SP:Iteration 38Q (38349.900000 sec): 3 clusters Score: Raw -1089670.711265 + Penalty 4392.621163 = -1085278.090101 nChanged 17 SP:Iteration 39Q (38349.920000 sec): 3 clusters Score: Raw -1089675.263007 + Penalty 4392.621163 = -1085282.641843 nChanged 14 SP:Iteration 40F (38349.950000 sec): 3 clusters Score: Raw -1089679.287570 + Penalty 4392.621163 = -1085286.666407 nChanged 10 SP:Iteration 41Q (38349.980000 sec): 3 clusters Score: Raw -1089682.375177 + Penalty 4392.621163 = -1085289.754014 nChanged 7 SP:Iteration 42Q (38350.000000 sec): 3 clusters Score: Raw -1089684.092485 + Penalty 4392.621163 = -1085291.471322 nChanged 6 SP:Iteration 43Q (38350.030000 sec): 3 clusters Score: Raw -1089685.431020 + Penalty 4392.621163 = -1085292.809856 nChanged 6 SP:Iteration 44Q (38350.060000 sec): 3 clusters Score: Raw -1089687.095447 + Penalty 4392.621163 = -1085294.474283 nChanged 6 SP:Iteration 45Q (38350.080000 sec): 3 clusters Score: Raw -1089688.614174 + Penalty 4392.621163 = -1085295.993010 nChanged 3 SP:Iteration 46Q (38350.110000 sec): 3 clusters Score: Raw -1089689.485715 + Penalty 4392.621163 = -1085296.864551 nChanged 3 SP:Iteration 47Q (38350.130000 sec): 3 clusters Score: Raw -1089690.127915 + Penalty 4392.621163 = -1085297.506751 nChanged 5 SP:Iteration 48Q (38350.160000 sec): 3 clusters Score: Raw -1089691.296260 + Penalty 4392.621163 = -1085298.675096 nChanged 2 SP:Iteration 49Q (38350.180000 sec): 3 clusters Score: Raw -1089691.576738 + Penalty 4392.621163 = -1085298.955574 nChanged 0 SP:Iteration 50F (38350.210000 sec): 3 clusters Score: Raw -1089691.576738 + Penalty 4392.621163 = -1085298.955574 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 38 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38350.220000 sec): 2 clusters Score: Raw -32141.837488 + Penalty 1329.600457 = -30812.237031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38350.220000 sec): 3 clusters Score: Raw -32323.413321 + Penalty 2659.200914 = -29664.212406 nChanged 29 SP:Iteration 1F (38350.220000 sec): 3 clusters Score: Raw -32455.068345 + Penalty 2659.200914 = -29795.867431 nChanged 6 SP:Iteration 2Q (38350.220000 sec): 3 clusters Score: Raw -32497.633950 + Penalty 2659.200914 = -29838.433036 nChanged 1 SP:Iteration 3Q (38350.220000 sec): 3 clusters Score: Raw -32500.879010 + Penalty 2659.200914 = -29841.678096 nChanged 0 SP:Iteration 4F (38350.220000 sec): 3 clusters Score: Raw -32500.879010 + Penalty 2659.200914 = -29841.678096 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 39 (2580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38350.240000 sec): 2 clusters Score: Raw -416106.697056 + Penalty 1948.175080 = -414158.521976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38350.250000 sec): 3 clusters Score: Raw -415059.796485 + Penalty 3896.350160 = -411163.446325 nChanged 894 SP:Iteration 1F (38350.260000 sec): 3 clusters Score: Raw -415635.649006 + Penalty 3896.350160 = -411739.298845 nChanged 188 SP:Iteration 2F (38350.270000 sec): 3 clusters Score: Raw -415792.819080 + Penalty 3896.350160 = -411896.468919 nChanged 129 SP:Iteration 3Q (38350.280000 sec): 3 clusters Score: Raw -415891.625030 + Penalty 3896.350160 = -411995.274869 nChanged 87 SP:Iteration 4Q (38350.300000 sec): 3 clusters Score: Raw -415951.839316 + Penalty 3896.350160 = -412055.489156 nChanged 64 SP:Iteration 5Q (38350.310000 sec): 3 clusters Score: Raw -416004.666851 + Penalty 3896.350160 = -412108.316691 nChanged 46 SP:Iteration 6Q (38350.320000 sec): 3 clusters Score: Raw -416035.149148 + Penalty 3896.350160 = -412138.798987 nChanged 31 SP:Iteration 7Q (38350.330000 sec): 3 clusters Score: Raw -416051.492191 + Penalty 3896.350160 = -412155.142031 nChanged 19 SP:Iteration 8Q (38350.340000 sec): 3 clusters Score: Raw -416062.433228 + Penalty 3896.350160 = -412166.083068 nChanged 15 SP:Iteration 9Q (38350.350000 sec): 3 clusters Score: Raw -416068.243854 + Penalty 3896.350160 = -412171.893694 nChanged 7 SP:Iteration 10Q (38350.360000 sec): 3 clusters Score: Raw -416070.642456 + Penalty 3896.350160 = -412174.292295 nChanged 7 SP:Iteration 11Q (38350.370000 sec): 3 clusters Score: Raw -416074.147315 + Penalty 3896.350160 = -412177.797155 nChanged 5 SP:Iteration 12Q (38350.380000 sec): 3 clusters Score: Raw -416076.898804 + Penalty 3896.350160 = -412180.548644 nChanged 6 SP:Iteration 13Q (38350.400000 sec): 3 clusters Score: Raw -416080.426574 + Penalty 3896.350160 = -412184.076414 nChanged 7 SP:Iteration 14Q (38350.410000 sec): 3 clusters Score: Raw -416084.329803 + Penalty 3896.350160 = -412187.979642 nChanged 3 SP:Iteration 15Q (38350.420000 sec): 3 clusters Score: Raw -416085.873235 + Penalty 3896.350160 = -412189.523075 nChanged 4 SP:Iteration 16Q (38350.430000 sec): 3 clusters Score: Raw -416087.505660 + Penalty 3896.350160 = -412191.155500 nChanged 1 SP:Iteration 17Q (38350.440000 sec): 3 clusters Score: Raw -416088.090640 + Penalty 3896.350160 = -412191.740479 nChanged 1 SP:Iteration 18Q (38350.450000 sec): 3 clusters Score: Raw -416088.303927 + Penalty 3896.350160 = -412191.953767 nChanged 1 SP:Iteration 19Q (38350.460000 sec): 3 clusters Score: Raw -416089.674709 + Penalty 3896.350160 = -412193.324548 nChanged 3 SP:Iteration 20F (38350.470000 sec): 3 clusters Score: Raw -416092.898843 + Penalty 3896.350160 = -412196.548683 nChanged 3 SP:Iteration 21Q (38350.480000 sec): 3 clusters Score: Raw -416094.239042 + Penalty 3896.350160 = -412197.888882 nChanged 2 SP:Iteration 22Q (38350.500000 sec): 3 clusters Score: Raw -416094.905121 + Penalty 3896.350160 = -412198.554961 nChanged 2 SP:Iteration 23Q (38350.500000 sec): 3 clusters Score: Raw -416096.137152 + Penalty 3896.350160 = -412199.786992 nChanged 3 SP:Iteration 24Q (38350.520000 sec): 3 clusters Score: Raw -416097.161731 + Penalty 3896.350160 = -412200.811571 nChanged 1 SP:Iteration 25Q (38350.530000 sec): 3 clusters Score: Raw -416097.620366 + Penalty 3896.350160 = -412201.270206 nChanged 0 SP:Iteration 26F (38350.540000 sec): 3 clusters Score: Raw -416097.620366 + Penalty 3896.350160 = -412201.270206 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 40 (167367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38351.180000 sec): 2 clusters Score: Raw -27018024.941722 + Penalty 2982.930183 = -27015042.011540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38351.920000 sec): 3 clusters Score: Raw -26908940.125299 + Penalty 5965.860365 = -26902974.264934 nChanged 80206 SP:Iteration 1F (38352.650000 sec): 3 clusters Score: Raw -26955050.337884 + Penalty 5965.860365 = -26949084.477518 nChanged 4466 SP:Iteration 2Q (38353.380000 sec): 3 clusters Score: Raw -26956000.525645 + Penalty 5965.860365 = -26950034.665280 nChanged 4807 SP:Iteration 3Q (38354.130000 sec): 3 clusters Score: Raw -26957190.579712 + Penalty 5965.860365 = -26951224.719346 nChanged 5373 SP:Iteration 4Q (38354.850000 sec): 3 clusters Score: Raw -26958757.762920 + Penalty 5965.860365 = -26952791.902555 nChanged 6090 SP:Iteration 5Q (38355.580000 sec): 3 clusters Score: Raw -26960893.123339 + Penalty 5965.860365 = -26954927.262973 nChanged 6949 SP:Iteration 6Q (38356.290000 sec): 3 clusters Score: Raw -26963764.075820 + Penalty 5965.860365 = -26957798.215455 nChanged 8039 SP:Iteration 7Q (38357.010000 sec): 3 clusters Score: Raw -26967553.687706 + Penalty 5965.860365 = -26961587.827340 nChanged 9049 SP:Iteration 8F (38357.720000 sec): 3 clusters Score: Raw -26972539.425374 + Penalty 5965.860365 = -26966573.565008 nChanged 9847 SP:Iteration 9F (38358.430000 sec): 3 clusters Score: Raw -26978398.092536 + Penalty 5965.860365 = -26972432.232171 nChanged 9930 SP:Iteration 10F (38359.150000 sec): 3 clusters Score: Raw -26984246.000667 + Penalty 5965.860365 = -26978280.140301 nChanged 8903 SP:Iteration 11F (38359.850000 sec): 3 clusters Score: Raw -26989054.405648 + Penalty 5965.860365 = -26983088.545283 nChanged 7274 SP:Iteration 12Q (38360.560000 sec): 3 clusters Score: Raw -26992267.018647 + Penalty 5965.860365 = -26986301.158282 nChanged 5499 SP:Iteration 13Q (38361.250000 sec): 3 clusters Score: Raw -26994156.330421 + Penalty 5965.860365 = -26988190.470056 nChanged 3904 SP:Iteration 14Q (38361.950000 sec): 3 clusters Score: Raw -26995141.403759 + Penalty 5965.860365 = -26989175.543394 nChanged 2680 SP:Iteration 15Q (38362.640000 sec): 3 clusters Score: Raw -26995674.995850 + Penalty 5965.860365 = -26989709.135484 nChanged 2035 SP:Iteration 16Q (38363.370000 sec): 3 clusters Score: Raw -26996014.504271 + Penalty 5965.860365 = -26990048.643906 nChanged 1629 SP:Iteration 17Q (38364.070000 sec): 3 clusters Score: Raw -26996256.132089 + Penalty 5965.860365 = -26990290.271723 nChanged 1411 SP:Iteration 18Q (38364.770000 sec): 3 clusters Score: Raw -26996457.814486 + Penalty 5965.860365 = -26990491.954120 nChanged 1276 SP:Iteration 19Q (38365.450000 sec): 3 clusters Score: Raw -26996641.231386 + Penalty 5965.860365 = -26990675.371020 nChanged 1256 SP:Iteration 20F (38366.160000 sec): 3 clusters Score: Raw -26996804.880031 + Penalty 5965.860365 = -26990839.019665 nChanged 1174 SP:Iteration 21Q (38366.840000 sec): 3 clusters Score: Raw -26996944.940047 + Penalty 5965.860365 = -26990979.079682 nChanged 1052 SP:Iteration 22Q (38367.530000 sec): 3 clusters Score: Raw -26997063.389119 + Penalty 5965.860365 = -26991097.528754 nChanged 973 SP:Iteration 23Q (38368.250000 sec): 3 clusters Score: Raw -26997168.388062 + Penalty 5965.860365 = -26991202.527696 nChanged 955 SP:Iteration 24Q (38368.930000 sec): 3 clusters Score: Raw -26997269.136037 + Penalty 5965.860365 = -26991303.275671 nChanged 897 SP:Iteration 25Q (38369.610000 sec): 3 clusters Score: Raw -26997357.696027 + Penalty 5965.860365 = -26991391.835662 nChanged 830 SP:Iteration 26Q (38370.290000 sec): 3 clusters Score: Raw -26997432.008450 + Penalty 5965.860365 = -26991466.148085 nChanged 758 SP:Iteration 27Q (38370.980000 sec): 3 clusters Score: Raw -26997494.431833 + Penalty 5965.860365 = -26991528.571467 nChanged 687 SP:Iteration 28Q (38371.650000 sec): 3 clusters Score: Raw -26997550.761376 + Penalty 5965.860365 = -26991584.901010 nChanged 687 SP:Iteration 29Q (38372.370000 sec): 3 clusters Score: Raw -26997606.935272 + Penalty 5965.860365 = -26991641.074906 nChanged 665 SP:Iteration 30Q (38373.050000 sec): 3 clusters Score: Raw -26997659.304095 + Penalty 5965.860365 = -26991693.443730 nChanged 642 SP:Iteration 31Q (38373.740000 sec): 3 clusters Score: Raw -26997707.914703 + Penalty 5965.860365 = -26991742.054338 nChanged 622 SP:Iteration 32Q (38374.420000 sec): 3 clusters Score: Raw -26997751.616795 + Penalty 5965.860365 = -26991785.756430 nChanged 577 SP:Iteration 33Q (38375.100000 sec): 3 clusters Score: Raw -26997791.632983 + Penalty 5965.860365 = -26991825.772618 nChanged 557 SP:Iteration 34Q (38375.780000 sec): 3 clusters Score: Raw -26997829.477730 + Penalty 5965.860365 = -26991863.617364 nChanged 544 SP:Iteration 35Q (38376.460000 sec): 3 clusters Score: Raw -26997866.470414 + Penalty 5965.860365 = -26991900.610049 nChanged 540 SP:Iteration 36Q (38377.170000 sec): 3 clusters Score: Raw -26997903.386169 + Penalty 5965.860365 = -26991937.525803 nChanged 552 SP:Iteration 37Q (38377.850000 sec): 3 clusters Score: Raw -26997941.297160 + Penalty 5965.860365 = -26991975.436794 nChanged 561 SP:Iteration 38Q (38378.530000 sec): 3 clusters Score: Raw -26997981.731084 + Penalty 5965.860365 = -26992015.870719 nChanged 559 SP:Iteration 39Q (38379.200000 sec): 3 clusters Score: Raw -26998021.065163 + Penalty 5965.860365 = -26992055.204798 nChanged 546 SP:Iteration 40F (38379.910000 sec): 3 clusters Score: Raw -26998062.254997 + Penalty 5965.860365 = -26992096.394632 nChanged 586 SP:Iteration 41Q (38380.590000 sec): 3 clusters Score: Raw -26998106.557322 + Penalty 5965.860365 = -26992140.696956 nChanged 608 SP:Iteration 42Q (38381.290000 sec): 3 clusters Score: Raw -26998150.272260 + Penalty 5965.860365 = -26992184.411895 nChanged 631 SP:Iteration 43Q (38381.970000 sec): 3 clusters Score: Raw -26998194.831086 + Penalty 5965.860365 = -26992228.970720 nChanged 654 SP:Iteration 44Q (38382.660000 sec): 3 clusters Score: Raw -26998243.436966 + Penalty 5965.860365 = -26992277.576600 nChanged 692 SP:Iteration 45Q (38383.340000 sec): 3 clusters Score: Raw -26998302.702611 + Penalty 5965.860365 = -26992336.842245 nChanged 781 SP:Iteration 46Q (38384.030000 sec): 3 clusters Score: Raw -26998372.716282 + Penalty 5965.860365 = -26992406.855916 nChanged 816 SP:Iteration 47Q (38384.710000 sec): 3 clusters Score: Raw -26998441.790799 + Penalty 5965.860365 = -26992475.930434 nChanged 789 SP:Iteration 48Q (38385.380000 sec): 3 clusters Score: Raw -26998507.813262 + Penalty 5965.860365 = -26992541.952897 nChanged 840 SP:Iteration 49Q (38386.090000 sec): 3 clusters Score: Raw -26998582.509343 + Penalty 5965.860365 = -26992616.648977 nChanged 908 SP:Iteration 50Q (38386.770000 sec): 3 clusters Score: Raw -26998665.705645 + Penalty 5965.860365 = -26992699.845280 nChanged 891 SP:Iteration 51Q (38387.450000 sec): 3 clusters Score: Raw -26998750.238094 + Penalty 5965.860365 = -26992784.377728 nChanged 961 SP:Iteration 52Q (38388.120000 sec): 3 clusters Score: Raw -26998848.926362 + Penalty 5965.860365 = -26992883.065996 nChanged 1003 SP:Iteration 53Q (38388.790000 sec): 3 clusters Score: Raw -26998953.904855 + Penalty 5965.860365 = -26992988.044489 nChanged 1077 SP:Iteration 54Q (38389.470000 sec): 3 clusters Score: Raw -26999072.979343 + Penalty 5965.860365 = -26993107.118978 nChanged 1103 SP:Iteration 55Q (38390.140000 sec): 3 clusters Score: Raw -26999197.749426 + Penalty 5965.860365 = -26993231.889061 nChanged 1169 SP:Iteration 56Q (38390.820000 sec): 3 clusters Score: Raw -26999333.928100 + Penalty 5965.860365 = -26993368.067735 nChanged 1168 SP:Iteration 57Q (38391.510000 sec): 3 clusters Score: Raw -26999471.355949 + Penalty 5965.860365 = -26993505.495583 nChanged 1170 SP:Iteration 58Q (38392.190000 sec): 3 clusters Score: Raw -26999601.532713 + Penalty 5965.860365 = -26993635.672348 nChanged 1194 SP:Iteration 59Q (38392.860000 sec): 3 clusters Score: Raw -26999739.099866 + Penalty 5965.860365 = -26993773.239501 nChanged 1221 SP:Iteration 60F (38393.560000 sec): 3 clusters Score: Raw -26999882.121842 + Penalty 5965.860365 = -26993916.261477 nChanged 1240 SP:Iteration 61Q (38394.230000 sec): 3 clusters Score: Raw -27000030.649246 + Penalty 5965.860365 = -26994064.788880 nChanged 1316 SP:Iteration 62Q (38394.890000 sec): 3 clusters Score: Raw -27000199.571557 + Penalty 5965.860365 = -26994233.711191 nChanged 1388 SP:Iteration 63Q (38395.560000 sec): 3 clusters Score: Raw -27000390.324530 + Penalty 5965.860365 = -26994424.464164 nChanged 1508 SP:Iteration 64Q (38396.220000 sec): 3 clusters Score: Raw -27000614.462128 + Penalty 5965.860365 = -26994648.601763 nChanged 1593 SP:Iteration 65Q (38396.880000 sec): 3 clusters Score: Raw -27000860.018955 + Penalty 5965.860365 = -26994894.158590 nChanged 1618 SP:Iteration 66Q (38397.530000 sec): 3 clusters Score: Raw -27001119.102493 + Penalty 5965.860365 = -26995153.242127 nChanged 1720 SP:Iteration 67Q (38398.180000 sec): 3 clusters Score: Raw -27001406.845312 + Penalty 5965.860365 = -26995440.984947 nChanged 1740 SP:Iteration 68Q (38398.830000 sec): 3 clusters Score: Raw -27001717.179774 + Penalty 5965.860365 = -26995751.319409 nChanged 1820 SP:Iteration 69Q (38399.480000 sec): 3 clusters Score: Raw -27002062.990990 + Penalty 5965.860365 = -26996097.130625 nChanged 1883 SP:Iteration 70Q (38400.120000 sec): 3 clusters Score: Raw -27002445.176416 + Penalty 5965.860365 = -26996479.316051 nChanged 1998 SP:Iteration 71Q (38400.750000 sec): 3 clusters Score: Raw -27002873.735861 + Penalty 5965.860365 = -26996907.875495 nChanged 2045 SP:Iteration 72Q (38401.390000 sec): 3 clusters Score: Raw -27003335.669142 + Penalty 5965.860365 = -26997369.808776 nChanged 2143 SP:Iteration 73Q (38402.010000 sec): 3 clusters Score: Raw -27003858.665591 + Penalty 5965.860365 = -26997892.805226 nChanged 2195 SP:Iteration 74Q (38402.630000 sec): 3 clusters Score: Raw -27004436.948218 + Penalty 5965.860365 = -26998471.087853 nChanged 2357 SP:Iteration 75Q (38403.250000 sec): 3 clusters Score: Raw -27005130.829991 + Penalty 5965.860365 = -26999164.969626 nChanged 2525 SP:Iteration 76Q (38403.870000 sec): 3 clusters Score: Raw -27005948.493201 + Penalty 5965.860365 = -26999982.632836 nChanged 2696 SP:Iteration 77Q (38404.480000 sec): 3 clusters Score: Raw -27006926.556319 + Penalty 5965.860365 = -27000960.695954 nChanged 2777 SP:Iteration 78Q (38405.080000 sec): 3 clusters Score: Raw -27007998.331808 + Penalty 5965.860365 = -27002032.471443 nChanged 2817 SP:Iteration 79Q (38405.660000 sec): 3 clusters Score: Raw -27009174.393478 + Penalty 5965.860365 = -27003208.533112 nChanged 2831 SP:Iteration 80F (38406.360000 sec): 3 clusters Score: Raw -27010456.734665 + Penalty 5965.860365 = -27004490.874299 nChanged 2769 SP:Iteration 81Q (38406.940000 sec): 3 clusters Score: Raw -27011810.910931 + Penalty 5965.860365 = -27005845.050566 nChanged 2701 SP:Iteration 82Q (38407.510000 sec): 3 clusters Score: Raw -27013206.116302 + Penalty 5965.860365 = -27007240.255936 nChanged 2463 SP:Iteration 83Q (38408.060000 sec): 3 clusters Score: Raw -27014511.601869 + Penalty 5965.860365 = -27008545.741503 nChanged 2160 SP:Iteration 84Q (38408.610000 sec): 3 clusters Score: Raw -27015653.004113 + Penalty 5965.860365 = -27009687.143747 nChanged 1757 SP:Iteration 85Q (38409.160000 sec): 3 clusters Score: Raw -27016573.849152 + Penalty 5965.860365 = -27010607.988787 nChanged 1318 SP:Iteration 86Q (38409.680000 sec): 3 clusters Score: Raw -27017230.339951 + Penalty 5965.860365 = -27011264.479586 nChanged 1000 SP:Iteration 87Q (38410.200000 sec): 3 clusters Score: Raw -27017712.176214 + Penalty 5965.860365 = -27011746.315848 nChanged 753 SP:Iteration 88Q (38410.730000 sec): 3 clusters Score: Raw -27018047.836784 + Penalty 5965.860365 = -27012081.976419 nChanged 534 SP:Iteration 89Q (38411.240000 sec): 3 clusters Score: Raw -27018272.235892 + Penalty 5965.860365 = -27012306.375526 nChanged 377 SP:Iteration 90Q (38411.750000 sec): 3 clusters Score: Raw -27018420.063519 + Penalty 5965.860365 = -27012454.203154 nChanged 287 SP:Iteration 91Q (38412.260000 sec): 3 clusters Score: Raw -27018534.299372 + Penalty 5965.860365 = -27012568.439007 nChanged 224 SP:Iteration 92Q (38412.770000 sec): 3 clusters Score: Raw -27018628.829973 + Penalty 5965.860365 = -27012662.969608 nChanged 174 SP:Iteration 93Q (38413.270000 sec): 3 clusters Score: Raw -27018692.434982 + Penalty 5965.860365 = -27012726.574617 nChanged 112 SP:Iteration 94Q (38413.780000 sec): 3 clusters Score: Raw -27018730.251901 + Penalty 5965.860365 = -27012764.391536 nChanged 92 SP:Iteration 95Q (38414.280000 sec): 3 clusters Score: Raw -27018759.252514 + Penalty 5965.860365 = -27012793.392148 nChanged 76 SP:Iteration 96Q (38414.780000 sec): 3 clusters Score: Raw -27018786.583089 + Penalty 5965.860365 = -27012820.722724 nChanged 66 SP:Iteration 97Q (38415.290000 sec): 3 clusters Score: Raw -27018807.358986 + Penalty 5965.860365 = -27012841.498621 nChanged 45 SP:Iteration 98Q (38415.790000 sec): 3 clusters Score: Raw -27018823.672097 + Penalty 5965.860365 = -27012857.811732 nChanged 38 SP:Iteration 99Q (38416.280000 sec): 3 clusters Score: Raw -27018835.993046 + Penalty 5965.860365 = -27012870.132681 nChanged 35 SP:Iteration 100F (38416.980000 sec): 3 clusters Score: Raw -27018849.032711 + Penalty 5965.860365 = -27012883.172345 nChanged 41 SP:Iteration 101Q (38417.480000 sec): 3 clusters Score: Raw -27018862.916757 + Penalty 5965.860365 = -27012897.056392 nChanged 30 SP:Iteration 102Q (38417.980000 sec): 3 clusters Score: Raw -27018870.208441 + Penalty 5965.860365 = -27012904.348076 nChanged 15 SP:Iteration 103Q (38418.480000 sec): 3 clusters Score: Raw -27018874.560328 + Penalty 5965.860365 = -27012908.699963 nChanged 18 SP:Iteration 104Q (38418.980000 sec): 3 clusters Score: Raw -27018879.442254 + Penalty 5965.860365 = -27012913.581889 nChanged 17 SP:Iteration 105Q (38419.480000 sec): 3 clusters Score: Raw -27018884.166023 + Penalty 5965.860365 = -27012918.305658 nChanged 17 SP:Iteration 106Q (38419.980000 sec): 3 clusters Score: Raw -27018888.590330 + Penalty 5965.860365 = -27012922.729964 nChanged 11 SP:Iteration 107Q (38420.480000 sec): 3 clusters Score: Raw -27018891.145303 + Penalty 5965.860365 = -27012925.284938 nChanged 5 SP:Iteration 108Q (38420.970000 sec): 3 clusters Score: Raw -27018894.276429 + Penalty 5965.860365 = -27012928.416063 nChanged 9 SP:Iteration 109Q (38421.480000 sec): 3 clusters Score: Raw -27018897.791776 + Penalty 5965.860365 = -27012931.931410 nChanged 9 SP:Iteration 110Q (38421.980000 sec): 3 clusters Score: Raw -27018900.343421 + Penalty 5965.860365 = -27012934.483055 nChanged 9 SP:Iteration 111Q (38422.470000 sec): 3 clusters Score: Raw -27018902.770958 + Penalty 5965.860365 = -27012936.910593 nChanged 8 SP:Iteration 112Q (38422.980000 sec): 3 clusters Score: Raw -27018904.485931 + Penalty 5965.860365 = -27012938.625566 nChanged 4 SP:Iteration 113Q (38423.470000 sec): 3 clusters Score: Raw -27018905.216262 + Penalty 5965.860365 = -27012939.355897 nChanged 3 SP:Iteration 114Q (38423.970000 sec): 3 clusters Score: Raw -27018906.322356 + Penalty 5965.860365 = -27012940.461991 nChanged 1 SP:Iteration 115Q (38424.470000 sec): 3 clusters Score: Raw -27018906.511444 + Penalty 5965.860365 = -27012940.651079 nChanged 2 SP:Iteration 116Q (38424.970000 sec): 3 clusters Score: Raw -27018906.825229 + Penalty 5965.860365 = -27012940.964864 nChanged 1 SP:Iteration 117Q (38425.470000 sec): 3 clusters Score: Raw -27018907.070724 + Penalty 5965.860365 = -27012941.210358 nChanged 1 SP:Iteration 118Q (38425.970000 sec): 3 clusters Score: Raw -27018907.289278 + Penalty 5965.860365 = -27012941.428912 nChanged 1 SP:Iteration 119Q (38426.460000 sec): 3 clusters Score: Raw -27018907.430063 + Penalty 5965.860365 = -27012941.569698 nChanged 0 SP:Iteration 120F (38427.150000 sec): 3 clusters Score: Raw -27018907.430063 + Penalty 5965.860365 = -27012941.569698 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 41 (321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38427.220000 sec): 2 clusters Score: Raw -18595.736484 + Penalty 1431.317399 = -17164.419086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38427.220000 sec): 3 clusters Score: Raw -18928.616279 + Penalty 2862.634797 = -16065.981482 nChanged 76 SP:Iteration 1F (38427.230000 sec): 3 clusters Score: Raw -19298.304735 + Penalty 2862.634797 = -16435.669938 nChanged 20 SP:Iteration 2F (38427.230000 sec): 3 clusters Score: Raw -19441.773706 + Penalty 2862.634797 = -16579.138909 nChanged 9 SP:Iteration 3Q (38427.230000 sec): 3 clusters Score: Raw -19504.181248 + Penalty 2862.634797 = -16641.546450 nChanged 3 SP:Iteration 4Q (38427.230000 sec): 3 clusters Score: Raw -19524.058796 + Penalty 2862.634797 = -16661.423999 nChanged 2 SP:Iteration 5Q (38427.230000 sec): 3 clusters Score: Raw -19607.112964 + Penalty 2862.634797 = -16744.478166 nChanged 3 SP:Iteration 6Q (38427.230000 sec): 3 clusters Score: Raw -19628.868106 + Penalty 2862.634797 = -16766.233309 nChanged 3 SP:Iteration 7Q (38427.230000 sec): 3 clusters Score: Raw -19651.928880 + Penalty 2862.634797 = -16789.294083 nChanged 1 SP:Iteration 8Q (38427.230000 sec): 3 clusters Score: Raw -19665.912633 + Penalty 2862.634797 = -16803.277836 nChanged 0 SP:Iteration 9F (38427.230000 sec): 3 clusters Score: Raw -19665.912633 + Penalty 2862.634797 = -16803.277836 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 42 (3106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38427.250000 sec): 2 clusters Score: Raw -460838.817452 + Penalty 1994.190569 = -458844.626883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38427.260000 sec): 3 clusters Score: Raw -459498.247730 + Penalty 3988.381138 = -455509.866593 nChanged 1062 SP:Iteration 1F (38427.280000 sec): 3 clusters Score: Raw -460266.813814 + Penalty 3988.381138 = -456278.432677 nChanged 268 SP:Iteration 2F (38427.290000 sec): 3 clusters Score: Raw -460516.033252 + Penalty 3988.381138 = -456527.652114 nChanged 173 SP:Iteration 3F (38427.300000 sec): 3 clusters Score: Raw -460732.639518 + Penalty 3988.381138 = -456744.258380 nChanged 170 SP:Iteration 4F (38427.310000 sec): 3 clusters Score: Raw -460959.658248 + Penalty 3988.381138 = -456971.277111 nChanged 173 SP:Iteration 5F (38427.330000 sec): 3 clusters Score: Raw -461203.915062 + Penalty 3988.381138 = -457215.533924 nChanged 160 SP:Iteration 6F (38427.340000 sec): 3 clusters Score: Raw -461379.501278 + Penalty 3988.381138 = -457391.120140 nChanged 132 SP:Iteration 7Q (38427.350000 sec): 3 clusters Score: Raw -461505.131665 + Penalty 3988.381138 = -457516.750527 nChanged 100 SP:Iteration 8Q (38427.370000 sec): 3 clusters Score: Raw -461598.448637 + Penalty 3988.381138 = -457610.067499 nChanged 82 SP:Iteration 9Q (38427.380000 sec): 3 clusters Score: Raw -461663.934975 + Penalty 3988.381138 = -457675.553837 nChanged 73 SP:Iteration 10Q (38427.390000 sec): 3 clusters Score: Raw -461725.339141 + Penalty 3988.381138 = -457736.958003 nChanged 70 SP:Iteration 11Q (38427.400000 sec): 3 clusters Score: Raw -461783.870724 + Penalty 3988.381138 = -457795.489586 nChanged 54 SP:Iteration 12Q (38427.410000 sec): 3 clusters Score: Raw -461816.202770 + Penalty 3988.381138 = -457827.821632 nChanged 37 SP:Iteration 13Q (38427.430000 sec): 3 clusters Score: Raw -461835.802283 + Penalty 3988.381138 = -457847.421145 nChanged 28 SP:Iteration 14Q (38427.440000 sec): 3 clusters Score: Raw -461853.253889 + Penalty 3988.381138 = -457864.872751 nChanged 28 SP:Iteration 15Q (38427.450000 sec): 3 clusters Score: Raw -461868.393631 + Penalty 3988.381138 = -457880.012493 nChanged 17 SP:Iteration 16Q (38427.460000 sec): 3 clusters Score: Raw -461876.358888 + Penalty 3988.381138 = -457887.977750 nChanged 16 SP:Iteration 17Q (38427.470000 sec): 3 clusters Score: Raw -461881.912176 + Penalty 3988.381138 = -457893.531038 nChanged 4 SP:Iteration 18Q (38427.490000 sec): 3 clusters Score: Raw -461883.302684 + Penalty 3988.381138 = -457894.921546 nChanged 2 SP:Iteration 19Q (38427.500000 sec): 3 clusters Score: Raw -461883.930036 + Penalty 3988.381138 = -457895.548898 nChanged 3 SP:Iteration 20F (38427.510000 sec): 3 clusters Score: Raw -461885.417311 + Penalty 3988.381138 = -457897.036174 nChanged 1 SP:Iteration 21Q (38427.520000 sec): 3 clusters Score: Raw -461885.678995 + Penalty 3988.381138 = -457897.297857 nChanged 2 SP:Iteration 22Q (38427.530000 sec): 3 clusters Score: Raw -461887.317707 + Penalty 3988.381138 = -457898.936569 nChanged 0 SP:Iteration 23F (38427.550000 sec): 3 clusters Score: Raw -461887.317707 + Penalty 3988.381138 = -457898.936569 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 43 (13946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38427.600000 sec): 2 clusters Score: Raw -2241790.350294 + Penalty 2366.651106 = -2239423.699189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38427.660000 sec): 3 clusters Score: Raw -2233987.487434 + Penalty 4733.302212 = -2229254.185222 nChanged 6009 SP:Iteration 1F (38427.720000 sec): 3 clusters Score: Raw -2237181.138878 + Penalty 4733.302212 = -2232447.836666 nChanged 876 SP:Iteration 2F (38427.770000 sec): 3 clusters Score: Raw -2237600.582320 + Penalty 4733.302212 = -2232867.280108 nChanged 718 SP:Iteration 3F (38427.830000 sec): 3 clusters Score: Raw -2237978.508695 + Penalty 4733.302212 = -2233245.206483 nChanged 668 SP:Iteration 4Q (38427.890000 sec): 3 clusters Score: Raw -2238329.407391 + Penalty 4733.302212 = -2233596.105179 nChanged 687 SP:Iteration 5Q (38427.950000 sec): 3 clusters Score: Raw -2238688.770046 + Penalty 4733.302212 = -2233955.467835 nChanged 686 SP:Iteration 6Q (38428.000000 sec): 3 clusters Score: Raw -2239055.737558 + Penalty 4733.302212 = -2234322.435346 nChanged 702 SP:Iteration 7F (38428.060000 sec): 3 clusters Score: Raw -2239475.153023 + Penalty 4733.302212 = -2234741.850811 nChanged 745 SP:Iteration 8F (38428.120000 sec): 3 clusters Score: Raw -2239988.746590 + Penalty 4733.302212 = -2235255.444378 nChanged 728 SP:Iteration 9F (38428.170000 sec): 3 clusters Score: Raw -2240532.846023 + Penalty 4733.302212 = -2235799.543811 nChanged 681 SP:Iteration 10Q (38428.230000 sec): 3 clusters Score: Raw -2241019.046191 + Penalty 4733.302212 = -2236285.743979 nChanged 549 SP:Iteration 11Q (38428.290000 sec): 3 clusters Score: Raw -2241411.673981 + Penalty 4733.302212 = -2236678.371769 nChanged 383 SP:Iteration 12Q (38428.350000 sec): 3 clusters Score: Raw -2241677.568178 + Penalty 4733.302212 = -2236944.265966 nChanged 282 SP:Iteration 13Q (38428.400000 sec): 3 clusters Score: Raw -2241854.026819 + Penalty 4733.302212 = -2237120.724607 nChanged 210 SP:Iteration 14Q (38428.450000 sec): 3 clusters Score: Raw -2241982.424735 + Penalty 4733.302212 = -2237249.122523 nChanged 137 SP:Iteration 15Q (38428.510000 sec): 3 clusters Score: Raw -2242062.628708 + Penalty 4733.302212 = -2237329.326496 nChanged 101 SP:Iteration 16Q (38428.560000 sec): 3 clusters Score: Raw -2242114.406911 + Penalty 4733.302212 = -2237381.104699 nChanged 62 SP:Iteration 17Q (38428.610000 sec): 3 clusters Score: Raw -2242145.247667 + Penalty 4733.302212 = -2237411.945455 nChanged 42 SP:Iteration 18Q (38428.670000 sec): 3 clusters Score: Raw -2242167.166117 + Penalty 4733.302212 = -2237433.863905 nChanged 39 SP:Iteration 19Q (38428.730000 sec): 3 clusters Score: Raw -2242183.664451 + Penalty 4733.302212 = -2237450.362240 nChanged 23 SP:Iteration 20F (38428.780000 sec): 3 clusters Score: Raw -2242194.957138 + Penalty 4733.302212 = -2237461.654926 nChanged 16 SP:Iteration 21Q (38428.830000 sec): 3 clusters Score: Raw -2242201.348883 + Penalty 4733.302212 = -2237468.046671 nChanged 11 SP:Iteration 22Q (38428.890000 sec): 3 clusters Score: Raw -2242207.082933 + Penalty 4733.302212 = -2237473.780721 nChanged 18 SP:Iteration 23Q (38428.940000 sec): 3 clusters Score: Raw -2242216.746136 + Penalty 4733.302212 = -2237483.443925 nChanged 15 SP:Iteration 24Q (38428.990000 sec): 3 clusters Score: Raw -2242224.381858 + Penalty 4733.302212 = -2237491.079646 nChanged 16 SP:Iteration 25Q (38429.050000 sec): 3 clusters Score: Raw -2242230.297310 + Penalty 4733.302212 = -2237496.995099 nChanged 11 SP:Iteration 26Q (38429.100000 sec): 3 clusters Score: Raw -2242235.078934 + Penalty 4733.302212 = -2237501.776722 nChanged 8 SP:Iteration 27Q (38429.150000 sec): 3 clusters Score: Raw -2242239.419138 + Penalty 4733.302212 = -2237506.116927 nChanged 5 SP:Iteration 28Q (38429.200000 sec): 3 clusters Score: Raw -2242242.222690 + Penalty 4733.302212 = -2237508.920478 nChanged 5 SP:Iteration 29Q (38429.250000 sec): 3 clusters Score: Raw -2242243.703044 + Penalty 4733.302212 = -2237510.400832 nChanged 4 SP:Iteration 30Q (38429.310000 sec): 3 clusters Score: Raw -2242245.621146 + Penalty 4733.302212 = -2237512.318934 nChanged 6 SP:Iteration 31Q (38429.360000 sec): 3 clusters Score: Raw -2242251.675106 + Penalty 4733.302212 = -2237518.372894 nChanged 8 SP:Iteration 32Q (38429.410000 sec): 3 clusters Score: Raw -2242254.698935 + Penalty 4733.302212 = -2237521.396724 nChanged 7 SP:Iteration 33Q (38429.460000 sec): 3 clusters Score: Raw -2242258.402368 + Penalty 4733.302212 = -2237525.100156 nChanged 5 SP:Iteration 34Q (38429.510000 sec): 3 clusters Score: Raw -2242261.073136 + Penalty 4733.302212 = -2237527.770924 nChanged 10 SP:Iteration 35Q (38429.570000 sec): 3 clusters Score: Raw -2242265.442462 + Penalty 4733.302212 = -2237532.140250 nChanged 9 SP:Iteration 36Q (38429.610000 sec): 3 clusters Score: Raw -2242270.681210 + Penalty 4733.302212 = -2237537.378998 nChanged 10 SP:Iteration 37Q (38429.670000 sec): 3 clusters Score: Raw -2242275.375723 + Penalty 4733.302212 = -2237542.073512 nChanged 7 SP:Iteration 38Q (38429.710000 sec): 3 clusters Score: Raw -2242279.344092 + Penalty 4733.302212 = -2237546.041880 nChanged 4 SP:Iteration 39Q (38429.770000 sec): 3 clusters Score: Raw -2242281.094941 + Penalty 4733.302212 = -2237547.792730 nChanged 0 SP:Iteration 40F (38429.820000 sec): 3 clusters Score: Raw -2242281.094941 + Penalty 4733.302212 = -2237547.792730 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 44 (3454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38429.840000 sec): 2 clusters Score: Raw -534835.006774 + Penalty 2020.527488 = -532814.479286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38429.860000 sec): 3 clusters Score: Raw -533279.922461 + Penalty 4041.054976 = -529238.867485 nChanged 1268 SP:Iteration 1F (38429.870000 sec): 3 clusters Score: Raw -534084.915406 + Penalty 4041.054976 = -530043.860429 nChanged 259 SP:Iteration 2F (38429.890000 sec): 3 clusters Score: Raw -534266.873098 + Penalty 4041.054976 = -530225.818121 nChanged 188 SP:Iteration 3F (38429.900000 sec): 3 clusters Score: Raw -534410.738907 + Penalty 4041.054976 = -530369.683931 nChanged 157 SP:Iteration 4Q (38429.910000 sec): 3 clusters Score: Raw -534539.811312 + Penalty 4041.054976 = -530498.756336 nChanged 164 SP:Iteration 5Q (38429.930000 sec): 3 clusters Score: Raw -534681.756257 + Penalty 4041.054976 = -530640.701281 nChanged 150 SP:Iteration 6Q (38429.940000 sec): 3 clusters Score: Raw -534836.653722 + Penalty 4041.054976 = -530795.598746 nChanged 154 SP:Iteration 7Q (38429.960000 sec): 3 clusters Score: Raw -534981.001287 + Penalty 4041.054976 = -530939.946311 nChanged 119 SP:Iteration 8Q (38429.970000 sec): 3 clusters Score: Raw -535078.247135 + Penalty 4041.054976 = -531037.192158 nChanged 97 SP:Iteration 9Q (38429.990000 sec): 3 clusters Score: Raw -535153.560459 + Penalty 4041.054976 = -531112.505482 nChanged 76 SP:Iteration 10Q (38430.000000 sec): 3 clusters Score: Raw -535205.494389 + Penalty 4041.054976 = -531164.439412 nChanged 60 SP:Iteration 11Q (38430.010000 sec): 3 clusters Score: Raw -535247.801609 + Penalty 4041.054976 = -531206.746632 nChanged 60 SP:Iteration 12Q (38430.030000 sec): 3 clusters Score: Raw -535287.044508 + Penalty 4041.054976 = -531245.989532 nChanged 56 SP:Iteration 13Q (38430.040000 sec): 3 clusters Score: Raw -535320.436616 + Penalty 4041.054976 = -531279.381639 nChanged 48 SP:Iteration 14Q (38430.050000 sec): 3 clusters Score: Raw -535352.094668 + Penalty 4041.054976 = -531311.039692 nChanged 42 SP:Iteration 15Q (38430.070000 sec): 3 clusters Score: Raw -535378.042832 + Penalty 4041.054976 = -531336.987855 nChanged 32 SP:Iteration 16Q (38430.080000 sec): 3 clusters Score: Raw -535396.361023 + Penalty 4041.054976 = -531355.306047 nChanged 28 SP:Iteration 17Q (38430.090000 sec): 3 clusters Score: Raw -535413.365576 + Penalty 4041.054976 = -531372.310600 nChanged 22 SP:Iteration 18Q (38430.110000 sec): 3 clusters Score: Raw -535423.534889 + Penalty 4041.054976 = -531382.479913 nChanged 22 SP:Iteration 19Q (38430.120000 sec): 3 clusters Score: Raw -535433.271684 + Penalty 4041.054976 = -531392.216708 nChanged 18 SP:Iteration 20F (38430.130000 sec): 3 clusters Score: Raw -535440.180444 + Penalty 4041.054976 = -531399.125468 nChanged 12 SP:Iteration 21Q (38430.150000 sec): 3 clusters Score: Raw -535445.912319 + Penalty 4041.054976 = -531404.857342 nChanged 11 SP:Iteration 22Q (38430.160000 sec): 3 clusters Score: Raw -535452.600736 + Penalty 4041.054976 = -531411.545760 nChanged 12 SP:Iteration 23Q (38430.180000 sec): 3 clusters Score: Raw -535458.038332 + Penalty 4041.054976 = -531416.983355 nChanged 10 SP:Iteration 24Q (38430.190000 sec): 3 clusters Score: Raw -535462.511568 + Penalty 4041.054976 = -531421.456591 nChanged 10 SP:Iteration 25Q (38430.200000 sec): 3 clusters Score: Raw -535467.016174 + Penalty 4041.054976 = -531425.961198 nChanged 6 SP:Iteration 26Q (38430.220000 sec): 3 clusters Score: Raw -535469.100982 + Penalty 4041.054976 = -531428.046005 nChanged 3 SP:Iteration 27Q (38430.230000 sec): 3 clusters Score: Raw -535470.766460 + Penalty 4041.054976 = -531429.711484 nChanged 1 SP:Iteration 28Q (38430.250000 sec): 3 clusters Score: Raw -535471.251175 + Penalty 4041.054976 = -531430.196199 nChanged 2 SP:Iteration 29Q (38430.260000 sec): 3 clusters Score: Raw -535471.948324 + Penalty 4041.054976 = -531430.893347 nChanged 0 SP:Iteration 30F (38430.280000 sec): 3 clusters Score: Raw -535471.948324 + Penalty 4041.054976 = -531430.893347 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 45 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38430.280000 sec): 2 clusters Score: Raw -18694.212029 + Penalty 1212.806584 = -17481.405445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38430.290000 sec): 3 clusters Score: Raw -18954.363005 + Penalty 2425.613168 = -16528.749837 nChanged 8 SP:Iteration 1F (38430.290000 sec): 3 clusters Score: Raw -19005.911937 + Penalty 2425.613168 = -16580.298769 nChanged 1 SP:Iteration 2Q (38430.290000 sec): 3 clusters Score: Raw -19012.561039 + Penalty 2425.613168 = -16586.947871 nChanged 0 SP:Iteration 3F (38430.290000 sec): 3 clusters Score: Raw -19012.561039 + Penalty 2425.613168 = -16586.947871 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 46 (1611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38430.300000 sec): 2 clusters Score: Raw -241455.482022 + Penalty 1831.383375 = -239624.098647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38430.310000 sec): 3 clusters Score: Raw -240961.067271 + Penalty 3662.766750 = -237298.300521 nChanged 490 SP:Iteration 1F (38430.310000 sec): 3 clusters Score: Raw -241409.988571 + Penalty 3662.766750 = -237747.221821 nChanged 121 SP:Iteration 2F (38430.320000 sec): 3 clusters Score: Raw -241572.612861 + Penalty 3662.766750 = -237909.846111 nChanged 81 SP:Iteration 3F (38430.330000 sec): 3 clusters Score: Raw -241686.906017 + Penalty 3662.766750 = -238024.139267 nChanged 65 SP:Iteration 4Q (38430.330000 sec): 3 clusters Score: Raw -241783.333765 + Penalty 3662.766750 = -238120.567015 nChanged 56 SP:Iteration 5Q (38430.340000 sec): 3 clusters Score: Raw -241888.163998 + Penalty 3662.766750 = -238225.397248 nChanged 55 SP:Iteration 6Q (38430.350000 sec): 3 clusters Score: Raw -241980.890781 + Penalty 3662.766750 = -238318.124031 nChanged 45 SP:Iteration 7Q (38430.350000 sec): 3 clusters Score: Raw -242052.536956 + Penalty 3662.766750 = -238389.770206 nChanged 38 SP:Iteration 8Q (38430.360000 sec): 3 clusters Score: Raw -242117.682986 + Penalty 3662.766750 = -238454.916236 nChanged 44 SP:Iteration 9Q (38430.360000 sec): 3 clusters Score: Raw -242214.803292 + Penalty 3662.766750 = -238552.036542 nChanged 49 SP:Iteration 10Q (38430.370000 sec): 3 clusters Score: Raw -242301.388018 + Penalty 3662.766750 = -238638.621268 nChanged 45 SP:Iteration 11Q (38430.370000 sec): 3 clusters Score: Raw -242383.085861 + Penalty 3662.766750 = -238720.319111 nChanged 36 SP:Iteration 12Q (38430.380000 sec): 3 clusters Score: Raw -242434.917309 + Penalty 3662.766750 = -238772.150559 nChanged 22 SP:Iteration 13Q (38430.390000 sec): 3 clusters Score: Raw -242466.164443 + Penalty 3662.766750 = -238803.397692 nChanged 17 SP:Iteration 14Q (38430.390000 sec): 3 clusters Score: Raw -242484.492656 + Penalty 3662.766750 = -238821.725906 nChanged 16 SP:Iteration 15Q (38430.400000 sec): 3 clusters Score: Raw -242500.920234 + Penalty 3662.766750 = -238838.153484 nChanged 12 SP:Iteration 16Q (38430.400000 sec): 3 clusters Score: Raw -242515.968401 + Penalty 3662.766750 = -238853.201651 nChanged 10 SP:Iteration 17Q (38430.410000 sec): 3 clusters Score: Raw -242524.684446 + Penalty 3662.766750 = -238861.917696 nChanged 5 SP:Iteration 18Q (38430.410000 sec): 3 clusters Score: Raw -242528.926314 + Penalty 3662.766750 = -238866.159563 nChanged 8 SP:Iteration 19Q (38430.420000 sec): 3 clusters Score: Raw -242537.906321 + Penalty 3662.766750 = -238875.139571 nChanged 8 SP:Iteration 20F (38430.430000 sec): 3 clusters Score: Raw -242542.746471 + Penalty 3662.766750 = -238879.979721 nChanged 2 SP:Iteration 21Q (38430.430000 sec): 3 clusters Score: Raw -242544.776510 + Penalty 3662.766750 = -238882.009760 nChanged 2 SP:Iteration 22Q (38430.440000 sec): 3 clusters Score: Raw -242545.606733 + Penalty 3662.766750 = -238882.839983 nChanged 1 SP:Iteration 23Q (38430.450000 sec): 3 clusters Score: Raw -242546.387697 + Penalty 3662.766750 = -238883.620947 nChanged 1 SP:Iteration 24Q (38430.450000 sec): 3 clusters Score: Raw -242546.888480 + Penalty 3662.766750 = -238884.121730 nChanged 0 SP:Iteration 25F (38430.460000 sec): 3 clusters Score: Raw -242546.888480 + Penalty 3662.766750 = -238884.121730 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 47 (542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38430.460000 sec): 2 clusters Score: Raw -81697.939149 + Penalty 1561.225968 = -80136.713181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38430.470000 sec): 3 clusters Score: Raw -81699.710567 + Penalty 3122.451937 = -78577.258630 nChanged 98 SP:Iteration 1F (38430.470000 sec): 3 clusters Score: Raw -81890.833856 + Penalty 3122.451937 = -78768.381919 nChanged 21 SP:Iteration 2Q (38430.470000 sec): 3 clusters Score: Raw -81935.129609 + Penalty 3122.451937 = -78812.677672 nChanged 8 SP:Iteration 3Q (38430.470000 sec): 3 clusters Score: Raw -81956.650402 + Penalty 3122.451937 = -78834.198465 nChanged 7 SP:Iteration 4Q (38430.470000 sec): 3 clusters Score: Raw -81971.628994 + Penalty 3122.451937 = -78849.177057 nChanged 7 SP:Iteration 5Q (38430.480000 sec): 3 clusters Score: Raw -81988.818649 + Penalty 3122.451937 = -78866.366712 nChanged 4 SP:Iteration 6Q (38430.480000 sec): 3 clusters Score: Raw -81999.685395 + Penalty 3122.451937 = -78877.233458 nChanged 2 SP:Iteration 7Q (38430.480000 sec): 3 clusters Score: Raw -82002.468745 + Penalty 3122.451937 = -78880.016809 nChanged 0 SP:Iteration 8F (38430.480000 sec): 3 clusters Score: Raw -82002.468745 + Penalty 3122.451937 = -78880.016809 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 48 (670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38430.490000 sec): 2 clusters Score: Raw -109523.636023 + Penalty 1613.804873 = -107909.831151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38430.490000 sec): 3 clusters Score: Raw -109438.283881 + Penalty 3227.609745 = -106210.674135 nChanged 147 SP:Iteration 1F (38430.490000 sec): 3 clusters Score: Raw -109625.839636 + Penalty 3227.609745 = -106398.229891 nChanged 30 SP:Iteration 2Q (38430.500000 sec): 3 clusters Score: Raw -109676.007922 + Penalty 3227.609745 = -106448.398176 nChanged 17 SP:Iteration 3Q (38430.500000 sec): 3 clusters Score: Raw -109702.343058 + Penalty 3227.609745 = -106474.733313 nChanged 9 SP:Iteration 4Q (38430.500000 sec): 3 clusters Score: Raw -109718.286786 + Penalty 3227.609745 = -106490.677041 nChanged 4 SP:Iteration 5Q (38430.510000 sec): 3 clusters Score: Raw -109725.881777 + Penalty 3227.609745 = -106498.272031 nChanged 1 SP:Iteration 6Q (38430.510000 sec): 3 clusters Score: Raw -109727.187882 + Penalty 3227.609745 = -106499.578136 nChanged 1 SP:Iteration 7Q (38430.510000 sec): 3 clusters Score: Raw -109727.985979 + Penalty 3227.609745 = -106500.376233 nChanged 0 SP:Iteration 8F (38430.510000 sec): 3 clusters Score: Raw -109727.985979 + Penalty 3227.609745 = -106500.376233 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 49 (471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38430.520000 sec): 2 clusters Score: Raw -69900.279090 + Penalty 1526.404807 = -68373.874283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38430.520000 sec): 3 clusters Score: Raw -69947.290937 + Penalty 3052.809615 = -66894.481322 nChanged 90 SP:Iteration 1F (38430.530000 sec): 3 clusters Score: Raw -70135.255417 + Penalty 3052.809615 = -67082.445802 nChanged 18 SP:Iteration 2Q (38430.530000 sec): 3 clusters Score: Raw -70188.258433 + Penalty 3052.809615 = -67135.448818 nChanged 10 SP:Iteration 3Q (38430.530000 sec): 3 clusters Score: Raw -70216.239785 + Penalty 3052.809615 = -67163.430171 nChanged 8 SP:Iteration 4Q (38430.530000 sec): 3 clusters Score: Raw -70243.758140 + Penalty 3052.809615 = -67190.948525 nChanged 3 SP:Iteration 5Q (38430.530000 sec): 3 clusters Score: Raw -70255.435842 + Penalty 3052.809615 = -67202.626227 nChanged 1 SP:Iteration 6Q (38430.530000 sec): 3 clusters Score: Raw -70257.173642 + Penalty 3052.809615 = -67204.364027 nChanged 1 SP:Iteration 7Q (38430.540000 sec): 3 clusters Score: Raw -70260.526072 + Penalty 3052.809615 = -67207.716458 nChanged 1 SP:Iteration 8Q (38430.540000 sec): 3 clusters Score: Raw -70261.359768 + Penalty 3052.809615 = -67208.550153 nChanged 1 SP:Iteration 9Q (38430.540000 sec): 3 clusters Score: Raw -70265.163246 + Penalty 3052.809615 = -67212.353632 nChanged 0 SP:Iteration 10F (38430.540000 sec): 3 clusters Score: Raw -70265.163246 + Penalty 3052.809615 = -67212.353632 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 50 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38430.550000 sec): 2 clusters Score: Raw -19745.691422 + Penalty 1310.234525 = -18435.456897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38430.550000 sec): 3 clusters Score: Raw -20048.615575 + Penalty 2620.469049 = -17428.146526 nChanged 27 SP:Iteration 1F (38430.550000 sec): 3 clusters Score: Raw -20276.730942 + Penalty 2620.469049 = -17656.261893 nChanged 9 SP:Iteration 2Q (38430.550000 sec): 3 clusters Score: Raw -20383.237090 + Penalty 2620.469049 = -17762.768041 nChanged 4 SP:Iteration 3Q (38430.550000 sec): 3 clusters Score: Raw -20401.454053 + Penalty 2620.469049 = -17780.985003 nChanged 1 SP:Iteration 4Q (38430.550000 sec): 3 clusters Score: Raw -20414.428306 + Penalty 2620.469049 = -17793.959257 nChanged 0 SP:Iteration 5F (38430.550000 sec): 3 clusters Score: Raw -20414.428306 + Penalty 2620.469049 = -17793.959257 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 51 (4252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38430.570000 sec): 2 clusters Score: Raw -664407.647096 + Penalty 2072.075895 = -662335.571201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38430.590000 sec): 3 clusters Score: Raw -662484.174945 + Penalty 4144.151791 = -658340.023154 nChanged 1580 SP:Iteration 1F (38430.610000 sec): 3 clusters Score: Raw -663592.535985 + Penalty 4144.151791 = -659448.384194 nChanged 420 SP:Iteration 2F (38430.630000 sec): 3 clusters Score: Raw -664106.433966 + Penalty 4144.151791 = -659962.282175 nChanged 384 SP:Iteration 3F (38430.640000 sec): 3 clusters Score: Raw -664615.846860 + Penalty 4144.151791 = -660471.695070 nChanged 322 SP:Iteration 4F (38430.660000 sec): 3 clusters Score: Raw -664968.660146 + Penalty 4144.151791 = -660824.508355 nChanged 217 SP:Iteration 5F (38430.680000 sec): 3 clusters Score: Raw -665176.836366 + Penalty 4144.151791 = -661032.684576 nChanged 145 SP:Iteration 6Q (38430.690000 sec): 3 clusters Score: Raw -665303.318366 + Penalty 4144.151791 = -661159.166575 nChanged 112 SP:Iteration 7Q (38430.710000 sec): 3 clusters Score: Raw -665385.139566 + Penalty 4144.151791 = -661240.987775 nChanged 82 SP:Iteration 8Q (38430.730000 sec): 3 clusters Score: Raw -665447.628655 + Penalty 4144.151791 = -661303.476865 nChanged 71 SP:Iteration 9Q (38430.750000 sec): 3 clusters Score: Raw -665497.278729 + Penalty 4144.151791 = -661353.126938 nChanged 51 SP:Iteration 10Q (38430.770000 sec): 3 clusters Score: Raw -665529.413054 + Penalty 4144.151791 = -661385.261264 nChanged 40 SP:Iteration 11Q (38430.780000 sec): 3 clusters Score: Raw -665550.881971 + Penalty 4144.151791 = -661406.730180 nChanged 28 SP:Iteration 12Q (38430.800000 sec): 3 clusters Score: Raw -665565.428144 + Penalty 4144.151791 = -661421.276353 nChanged 28 SP:Iteration 13Q (38430.820000 sec): 3 clusters Score: Raw -665578.048055 + Penalty 4144.151791 = -661433.896264 nChanged 20 SP:Iteration 14Q (38430.830000 sec): 3 clusters Score: Raw -665585.391575 + Penalty 4144.151791 = -661441.239784 nChanged 19 SP:Iteration 15Q (38430.850000 sec): 3 clusters Score: Raw -665592.880115 + Penalty 4144.151791 = -661448.728324 nChanged 14 SP:Iteration 16Q (38430.870000 sec): 3 clusters Score: Raw -665598.625554 + Penalty 4144.151791 = -661454.473763 nChanged 9 SP:Iteration 17Q (38430.890000 sec): 3 clusters Score: Raw -665602.618708 + Penalty 4144.151791 = -661458.466917 nChanged 10 SP:Iteration 18Q (38430.900000 sec): 3 clusters Score: Raw -665606.760458 + Penalty 4144.151791 = -661462.608667 nChanged 5 SP:Iteration 19Q (38430.920000 sec): 3 clusters Score: Raw -665608.828043 + Penalty 4144.151791 = -661464.676252 nChanged 3 SP:Iteration 20F (38430.940000 sec): 3 clusters Score: Raw -665610.389238 + Penalty 4144.151791 = -661466.237447 nChanged 7 SP:Iteration 21Q (38430.950000 sec): 3 clusters Score: Raw -665613.823330 + Penalty 4144.151791 = -661469.671540 nChanged 8 SP:Iteration 22Q (38430.970000 sec): 3 clusters Score: Raw -665616.884907 + Penalty 4144.151791 = -661472.733116 nChanged 6 SP:Iteration 23Q (38430.990000 sec): 3 clusters Score: Raw -665618.915214 + Penalty 4144.151791 = -661474.763423 nChanged 2 SP:Iteration 24Q (38431.010000 sec): 3 clusters Score: Raw -665619.455715 + Penalty 4144.151791 = -661475.303924 nChanged 2 SP:Iteration 25Q (38431.020000 sec): 3 clusters Score: Raw -665620.193050 + Penalty 4144.151791 = -661476.041259 nChanged 1 SP:Iteration 26Q (38431.040000 sec): 3 clusters Score: Raw -665620.594494 + Penalty 4144.151791 = -661476.442703 nChanged 2 SP:Iteration 27Q (38431.060000 sec): 3 clusters Score: Raw -665621.054855 + Penalty 4144.151791 = -661476.903065 nChanged 2 SP:Iteration 28Q (38431.070000 sec): 3 clusters Score: Raw -665621.601435 + Penalty 4144.151791 = -661477.449645 nChanged 4 SP:Iteration 29Q (38431.090000 sec): 3 clusters Score: Raw -665622.973970 + Penalty 4144.151791 = -661478.822180 nChanged 7 SP:Iteration 30Q (38431.110000 sec): 3 clusters Score: Raw -665625.200060 + Penalty 4144.151791 = -661481.048270 nChanged 8 SP:Iteration 31Q (38431.130000 sec): 3 clusters Score: Raw -665627.697282 + Penalty 4144.151791 = -661483.545491 nChanged 5 SP:Iteration 32Q (38431.140000 sec): 3 clusters Score: Raw -665629.204007 + Penalty 4144.151791 = -661485.052216 nChanged 3 SP:Iteration 33Q (38431.160000 sec): 3 clusters Score: Raw -665630.053897 + Penalty 4144.151791 = -661485.902106 nChanged 2 SP:Iteration 34Q (38431.170000 sec): 3 clusters Score: Raw -665630.899527 + Penalty 4144.151791 = -661486.747736 nChanged 1 SP:Iteration 35Q (38431.190000 sec): 3 clusters Score: Raw -665631.300297 + Penalty 4144.151791 = -661487.148506 nChanged 0 SP:Iteration 36F (38431.210000 sec): 3 clusters Score: Raw -665631.300297 + Penalty 4144.151791 = -661487.148506 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 52 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38431.220000 sec): 2 clusters Score: Raw -49377.808513 + Penalty 1435.150551 = -47942.657963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38431.220000 sec): 3 clusters Score: Raw -49471.354334 + Penalty 2870.301101 = -46601.053233 nChanged 40 SP:Iteration 1F (38431.220000 sec): 3 clusters Score: Raw -49600.176091 + Penalty 2870.301101 = -46729.874990 nChanged 8 SP:Iteration 2Q (38431.220000 sec): 3 clusters Score: Raw -49633.678680 + Penalty 2870.301101 = -46763.377579 nChanged 2 SP:Iteration 3Q (38431.220000 sec): 3 clusters Score: Raw -49642.170687 + Penalty 2870.301101 = -46771.869586 nChanged 2 SP:Iteration 4Q (38431.230000 sec): 3 clusters Score: Raw -49649.467017 + Penalty 2870.301101 = -46779.165916 nChanged 2 SP:Iteration 5Q (38431.230000 sec): 3 clusters Score: Raw -49655.028524 + Penalty 2870.301101 = -46784.727423 nChanged 0 SP:Iteration 6F (38431.230000 sec): 3 clusters Score: Raw -49655.028524 + Penalty 2870.301101 = -46784.727423 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 53 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38431.230000 sec): 2 clusters Score: Raw -40909.570915 + Penalty 1410.369888 = -39499.201027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38431.230000 sec): 3 clusters Score: Raw -41089.409997 + Penalty 2820.739777 = -38268.670220 nChanged 48 SP:Iteration 1F (38431.230000 sec): 3 clusters Score: Raw -41235.436626 + Penalty 2820.739777 = -38414.696850 nChanged 11 SP:Iteration 2Q (38431.240000 sec): 3 clusters Score: Raw -41284.684460 + Penalty 2820.739777 = -38463.944684 nChanged 8 SP:Iteration 3Q (38431.240000 sec): 3 clusters Score: Raw -41311.404353 + Penalty 2820.739777 = -38490.664576 nChanged 2 SP:Iteration 4Q (38431.240000 sec): 3 clusters Score: Raw -41317.788515 + Penalty 2820.739777 = -38497.048738 nChanged 1 SP:Iteration 5Q (38431.240000 sec): 3 clusters Score: Raw -41326.234347 + Penalty 2820.739777 = -38505.494570 nChanged 1 SP:Iteration 6Q (38431.240000 sec): 3 clusters Score: Raw -41329.122731 + Penalty 2820.739777 = -38508.382954 nChanged 0 SP:Iteration 7F (38431.240000 sec): 3 clusters Score: Raw -41329.122731 + Penalty 2820.739777 = -38508.382954 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 54 (481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38431.250000 sec): 2 clusters Score: Raw -72832.022940 + Penalty 1531.615083 = -71300.407857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38431.250000 sec): 3 clusters Score: Raw -72884.452138 + Penalty 3063.230166 = -69821.221973 nChanged 85 SP:Iteration 1F (38431.250000 sec): 3 clusters Score: Raw -73017.153205 + Penalty 3063.230166 = -69953.923039 nChanged 14 SP:Iteration 2Q (38431.250000 sec): 3 clusters Score: Raw -73045.286901 + Penalty 3063.230166 = -69982.056735 nChanged 7 SP:Iteration 3Q (38431.260000 sec): 3 clusters Score: Raw -73060.733073 + Penalty 3063.230166 = -69997.502907 nChanged 4 SP:Iteration 4Q (38431.260000 sec): 3 clusters Score: Raw -73070.483727 + Penalty 3063.230166 = -70007.253561 nChanged 5 SP:Iteration 5Q (38431.260000 sec): 3 clusters Score: Raw -73087.126430 + Penalty 3063.230166 = -70023.896264 nChanged 2 SP:Iteration 6Q (38431.260000 sec): 3 clusters Score: Raw -73090.613359 + Penalty 3063.230166 = -70027.383193 nChanged 0 SP:Iteration 7F (38431.270000 sec): 3 clusters Score: Raw -73090.613359 + Penalty 3063.230166 = -70027.383193 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 55 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38431.270000 sec): 2 clusters Score: Raw -17492.987753 + Penalty 1193.421720 = -16299.566033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38431.270000 sec): 3 clusters Score: Raw -17830.827748 + Penalty 2386.843440 = -15443.984308 nChanged 1 SP:Iteration 1Q (38431.270000 sec): 3 clusters Score: Raw -17838.447733 + Penalty 2386.843440 = -15451.604292 nChanged 0 SP:Iteration 2F (38431.270000 sec): 3 clusters Score: Raw -17838.447733 + Penalty 2386.843440 = -15451.604292 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 56 (4967 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38431.290000 sec): 2 clusters Score: Raw -789755.403127 + Penalty 2110.621686 = -787644.781441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38431.310000 sec): 3 clusters Score: Raw -787372.628276 + Penalty 4221.243372 = -783151.384904 nChanged 1858 SP:Iteration 1F (38431.330000 sec): 3 clusters Score: Raw -788429.787094 + Penalty 4221.243372 = -784208.543721 nChanged 361 SP:Iteration 2F (38431.360000 sec): 3 clusters Score: Raw -788654.019749 + Penalty 4221.243372 = -784432.776377 nChanged 259 SP:Iteration 3F (38431.380000 sec): 3 clusters Score: Raw -788805.716131 + Penalty 4221.243372 = -784584.472758 nChanged 202 SP:Iteration 4Q (38431.400000 sec): 3 clusters Score: Raw -788929.528789 + Penalty 4221.243372 = -784708.285417 nChanged 170 SP:Iteration 5Q (38431.420000 sec): 3 clusters Score: Raw -789034.318990 + Penalty 4221.243372 = -784813.075618 nChanged 170 SP:Iteration 6Q (38431.440000 sec): 3 clusters Score: Raw -789167.452947 + Penalty 4221.243372 = -784946.209574 nChanged 175 SP:Iteration 7Q (38431.460000 sec): 3 clusters Score: Raw -789284.925396 + Penalty 4221.243372 = -785063.682023 nChanged 171 SP:Iteration 8Q (38431.480000 sec): 3 clusters Score: Raw -789398.959983 + Penalty 4221.243372 = -785177.716611 nChanged 148 SP:Iteration 9Q (38431.500000 sec): 3 clusters Score: Raw -789495.512082 + Penalty 4221.243372 = -785274.268710 nChanged 143 SP:Iteration 10Q (38431.520000 sec): 3 clusters Score: Raw -789592.237377 + Penalty 4221.243372 = -785370.994005 nChanged 163 SP:Iteration 11Q (38431.540000 sec): 3 clusters Score: Raw -789691.429722 + Penalty 4221.243372 = -785470.186350 nChanged 120 SP:Iteration 12Q (38431.560000 sec): 3 clusters Score: Raw -789763.593622 + Penalty 4221.243372 = -785542.350250 nChanged 113 SP:Iteration 13Q (38431.580000 sec): 3 clusters Score: Raw -789828.659303 + Penalty 4221.243372 = -785607.415930 nChanged 107 SP:Iteration 14Q (38431.600000 sec): 3 clusters Score: Raw -789881.238949 + Penalty 4221.243372 = -785659.995577 nChanged 81 SP:Iteration 15Q (38431.620000 sec): 3 clusters Score: Raw -789926.063541 + Penalty 4221.243372 = -785704.820169 nChanged 70 SP:Iteration 16Q (38431.640000 sec): 3 clusters Score: Raw -789959.648262 + Penalty 4221.243372 = -785738.404890 nChanged 51 SP:Iteration 17Q (38431.660000 sec): 3 clusters Score: Raw -789982.610180 + Penalty 4221.243372 = -785761.366808 nChanged 55 SP:Iteration 18Q (38431.680000 sec): 3 clusters Score: Raw -790008.119393 + Penalty 4221.243372 = -785786.876020 nChanged 50 SP:Iteration 19Q (38431.700000 sec): 3 clusters Score: Raw -790027.443129 + Penalty 4221.243372 = -785806.199757 nChanged 47 SP:Iteration 20F (38431.720000 sec): 3 clusters Score: Raw -790047.941614 + Penalty 4221.243372 = -785826.698241 nChanged 33 SP:Iteration 21Q (38431.740000 sec): 3 clusters Score: Raw -790061.774204 + Penalty 4221.243372 = -785840.530832 nChanged 43 SP:Iteration 22Q (38431.760000 sec): 3 clusters Score: Raw -790079.885926 + Penalty 4221.243372 = -785858.642553 nChanged 44 SP:Iteration 23Q (38431.780000 sec): 3 clusters Score: Raw -790094.325995 + Penalty 4221.243372 = -785873.082622 nChanged 33 SP:Iteration 24Q (38431.810000 sec): 3 clusters Score: Raw -790110.062443 + Penalty 4221.243372 = -785888.819071 nChanged 40 SP:Iteration 25Q (38431.830000 sec): 3 clusters Score: Raw -790124.531083 + Penalty 4221.243372 = -785903.287710 nChanged 32 SP:Iteration 26Q (38431.850000 sec): 3 clusters Score: Raw -790137.002263 + Penalty 4221.243372 = -785915.758891 nChanged 36 SP:Iteration 27Q (38431.870000 sec): 3 clusters Score: Raw -790151.141204 + Penalty 4221.243372 = -785929.897831 nChanged 35 SP:Iteration 28Q (38431.890000 sec): 3 clusters Score: Raw -790166.068752 + Penalty 4221.243372 = -785944.825380 nChanged 25 SP:Iteration 29Q (38431.900000 sec): 3 clusters Score: Raw -790174.641494 + Penalty 4221.243372 = -785953.398122 nChanged 24 SP:Iteration 30Q (38431.920000 sec): 3 clusters Score: Raw -790183.091255 + Penalty 4221.243372 = -785961.847883 nChanged 21 SP:Iteration 31Q (38431.940000 sec): 3 clusters Score: Raw -790190.027901 + Penalty 4221.243372 = -785968.784529 nChanged 15 SP:Iteration 32Q (38431.960000 sec): 3 clusters Score: Raw -790194.481338 + Penalty 4221.243372 = -785973.237966 nChanged 8 SP:Iteration 33Q (38431.980000 sec): 3 clusters Score: Raw -790196.951938 + Penalty 4221.243372 = -785975.708565 nChanged 6 SP:Iteration 34Q (38432.000000 sec): 3 clusters Score: Raw -790198.639805 + Penalty 4221.243372 = -785977.396433 nChanged 6 SP:Iteration 35Q (38432.020000 sec): 3 clusters Score: Raw -790199.787152 + Penalty 4221.243372 = -785978.543780 nChanged 2 SP:Iteration 36Q (38432.040000 sec): 3 clusters Score: Raw -790200.122179 + Penalty 4221.243372 = -785978.878806 nChanged 1 SP:Iteration 37Q (38432.070000 sec): 3 clusters Score: Raw -790200.626647 + Penalty 4221.243372 = -785979.383275 nChanged 1 SP:Iteration 38Q (38432.090000 sec): 3 clusters Score: Raw -790200.947390 + Penalty 4221.243372 = -785979.704018 nChanged 0 SP:Iteration 39F (38432.110000 sec): 3 clusters Score: Raw -790200.947390 + Penalty 4221.243372 = -785979.704018 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 57 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38432.110000 sec): 2 clusters Score: Raw -17449.779719 + Penalty 1174.577215 = -16275.202504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38432.110000 sec): 3 clusters Score: Raw -17740.984539 + Penalty 2349.154430 = -15391.830108 nChanged 2 SP:Iteration 1Q (38432.110000 sec): 3 clusters Score: Raw -17757.038379 + Penalty 2349.154430 = -15407.883949 nChanged 0 SP:Iteration 2F (38432.120000 sec): 3 clusters Score: Raw -17757.038379 + Penalty 2349.154430 = -15407.883949 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 58 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38432.120000 sec): 2 clusters Score: Raw -38975.350638 + Penalty 1377.133977 = -37598.216661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38432.120000 sec): 3 clusters Score: Raw -39102.580394 + Penalty 2754.267954 = -36348.312440 nChanged 24 SP:Iteration 1F (38432.130000 sec): 3 clusters Score: Raw -39192.770966 + Penalty 2754.267954 = -36438.503012 nChanged 8 SP:Iteration 2Q (38432.130000 sec): 3 clusters Score: Raw -39215.348679 + Penalty 2754.267954 = -36461.080725 nChanged 4 SP:Iteration 3Q (38432.130000 sec): 3 clusters Score: Raw -39228.907522 + Penalty 2754.267954 = -36474.639568 nChanged 3 SP:Iteration 4Q (38432.130000 sec): 3 clusters Score: Raw -39238.006942 + Penalty 2754.267954 = -36483.738988 nChanged 3 SP:Iteration 5Q (38432.130000 sec): 3 clusters Score: Raw -39254.203194 + Penalty 2754.267954 = -36499.935240 nChanged 1 SP:Iteration 6Q (38432.130000 sec): 3 clusters Score: Raw -39258.071153 + Penalty 2754.267954 = -36503.803199 nChanged 2 SP:Iteration 7Q (38432.130000 sec): 3 clusters Score: Raw -39271.007318 + Penalty 2754.267954 = -36516.739364 nChanged 1 SP:Iteration 8Q (38432.130000 sec): 3 clusters Score: Raw -39274.741877 + Penalty 2754.267954 = -36520.473923 nChanged 0 SP:Iteration 9F (38432.130000 sec): 3 clusters Score: Raw -39274.741877 + Penalty 2754.267954 = -36520.473923 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 59 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38432.140000 sec): 2 clusters Score: Raw -10269.649956 + Penalty 1060.613198 = -9209.036758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38432.140000 sec): 2 clusters Score: Raw -9150.150887 + Penalty 1060.613198 = -8089.537689 nChanged 28 SP:Iteration 1F (38432.140000 sec): 2 clusters Score: Raw -10269.649956 + Penalty 1060.613198 = -9209.036758 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 60 (2133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38432.150000 sec): 2 clusters Score: Raw -332531.913580 + Penalty 1900.990610 = -330630.922969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38432.160000 sec): 3 clusters Score: Raw -331724.889341 + Penalty 3801.981220 = -327922.908121 nChanged 696 SP:Iteration 1F (38432.170000 sec): 3 clusters Score: Raw -332245.798696 + Penalty 3801.981220 = -328443.817475 nChanged 188 SP:Iteration 2F (38432.180000 sec): 3 clusters Score: Raw -332416.874179 + Penalty 3801.981220 = -328614.892958 nChanged 102 SP:Iteration 3Q (38432.190000 sec): 3 clusters Score: Raw -332532.904590 + Penalty 3801.981220 = -328730.923370 nChanged 69 SP:Iteration 4Q (38432.200000 sec): 3 clusters Score: Raw -332598.137481 + Penalty 3801.981220 = -328796.156260 nChanged 49 SP:Iteration 5Q (38432.210000 sec): 3 clusters Score: Raw -332634.668576 + Penalty 3801.981220 = -328832.687356 nChanged 44 SP:Iteration 6Q (38432.220000 sec): 3 clusters Score: Raw -332663.035781 + Penalty 3801.981220 = -328861.054561 nChanged 35 SP:Iteration 7Q (38432.230000 sec): 3 clusters Score: Raw -332692.224086 + Penalty 3801.981220 = -328890.242866 nChanged 41 SP:Iteration 8Q (38432.240000 sec): 3 clusters Score: Raw -332726.586503 + Penalty 3801.981220 = -328924.605283 nChanged 36 SP:Iteration 9Q (38432.250000 sec): 3 clusters Score: Raw -332753.303064 + Penalty 3801.981220 = -328951.321844 nChanged 27 SP:Iteration 10Q (38432.250000 sec): 3 clusters Score: Raw -332772.779931 + Penalty 3801.981220 = -328970.798710 nChanged 24 SP:Iteration 11Q (38432.270000 sec): 3 clusters Score: Raw -332794.499672 + Penalty 3801.981220 = -328992.518451 nChanged 21 SP:Iteration 12Q (38432.270000 sec): 3 clusters Score: Raw -332813.622585 + Penalty 3801.981220 = -329011.641364 nChanged 22 SP:Iteration 13Q (38432.280000 sec): 3 clusters Score: Raw -332827.245881 + Penalty 3801.981220 = -329025.264661 nChanged 11 SP:Iteration 14Q (38432.290000 sec): 3 clusters Score: Raw -332834.904187 + Penalty 3801.981220 = -329032.922967 nChanged 12 SP:Iteration 15Q (38432.300000 sec): 3 clusters Score: Raw -332843.190610 + Penalty 3801.981220 = -329041.209389 nChanged 11 SP:Iteration 16Q (38432.310000 sec): 3 clusters Score: Raw -332850.496067 + Penalty 3801.981220 = -329048.514847 nChanged 8 SP:Iteration 17Q (38432.320000 sec): 3 clusters Score: Raw -332858.195759 + Penalty 3801.981220 = -329056.214538 nChanged 9 SP:Iteration 18Q (38432.330000 sec): 3 clusters Score: Raw -332863.063129 + Penalty 3801.981220 = -329061.081909 nChanged 6 SP:Iteration 19Q (38432.340000 sec): 3 clusters Score: Raw -332869.526497 + Penalty 3801.981220 = -329067.545276 nChanged 13 SP:Iteration 20F (38432.350000 sec): 3 clusters Score: Raw -332880.060355 + Penalty 3801.981220 = -329078.079135 nChanged 13 SP:Iteration 21Q (38432.350000 sec): 3 clusters Score: Raw -332889.230749 + Penalty 3801.981220 = -329087.249529 nChanged 12 SP:Iteration 22Q (38432.360000 sec): 3 clusters Score: Raw -332899.097405 + Penalty 3801.981220 = -329097.116184 nChanged 12 SP:Iteration 23Q (38432.370000 sec): 3 clusters Score: Raw -332905.840715 + Penalty 3801.981220 = -329103.859495 nChanged 7 SP:Iteration 24Q (38432.380000 sec): 3 clusters Score: Raw -332909.785601 + Penalty 3801.981220 = -329107.804381 nChanged 3 SP:Iteration 25Q (38432.390000 sec): 3 clusters Score: Raw -332911.965128 + Penalty 3801.981220 = -329109.983908 nChanged 5 SP:Iteration 26Q (38432.400000 sec): 3 clusters Score: Raw -332914.447965 + Penalty 3801.981220 = -329112.466744 nChanged 2 SP:Iteration 27Q (38432.410000 sec): 3 clusters Score: Raw -332915.092590 + Penalty 3801.981220 = -329113.111369 nChanged 0 SP:Iteration 28F (38432.420000 sec): 3 clusters Score: Raw -332915.092590 + Penalty 3801.981220 = -329113.111369 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 61 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38432.420000 sec): 2 clusters Score: Raw -23180.181646 + Penalty 1368.328318 = -21811.853327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38432.430000 sec): 3 clusters Score: Raw -23928.800525 + Penalty 2736.656637 = -21192.143888 nChanged 67 SP:Iteration 1F (38432.430000 sec): 3 clusters Score: Raw -24570.852067 + Penalty 2736.656637 = -21834.195431 nChanged 11 SP:Iteration 2Q (38432.430000 sec): 3 clusters Score: Raw -24815.745814 + Penalty 2736.656637 = -22079.089177 nChanged 0 SP:Iteration 3F (38432.430000 sec): 3 clusters Score: Raw -24815.745814 + Penalty 2736.656637 = -22079.089177 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 9.92 GB. Trying to split cluster 62 (484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38432.440000 sec): 2 clusters Score: Raw -74215.329951 + Penalty 1533.157057 = -72682.172894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38432.440000 sec): 3 clusters Score: Raw -74232.555876 + Penalty 3066.314114 = -71166.241762 nChanged 70 SP:Iteration 1F (38432.450000 sec): 3 clusters Score: Raw -74389.861372 + Penalty 3066.314114 = -71323.547258 nChanged 18 SP:Iteration 2Q (38432.450000 sec): 3 clusters Score: Raw -74440.783396 + Penalty 3066.314114 = -71374.469282 nChanged 11 SP:Iteration 3Q (38432.450000 sec): 3 clusters Score: Raw -74474.976181 + Penalty 3066.314114 = -71408.662067 nChanged 11 SP:Iteration 4Q (38432.450000 sec): 3 clusters Score: Raw -74508.527932 + Penalty 3066.314114 = -71442.213818 nChanged 2 SP:Iteration 5Q (38432.450000 sec): 3 clusters Score: Raw -74513.263442 + Penalty 3066.314114 = -71446.949328 nChanged 1 SP:Iteration 6Q (38432.450000 sec): 3 clusters Score: Raw -74516.164418 + Penalty 3066.314114 = -71449.850304 nChanged 0 SP:Iteration 7F (38432.450000 sec): 3 clusters Score: Raw -74516.164418 + Penalty 3066.314114 = -71449.850304 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 63 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38432.460000 sec): 2 clusters Score: Raw -38192.712981 + Penalty 1368.328318 = -36824.384662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38432.460000 sec): 3 clusters Score: Raw -38325.209908 + Penalty 2736.656637 = -35588.553271 nChanged 25 SP:Iteration 1F (38432.460000 sec): 3 clusters Score: Raw -38400.751203 + Penalty 2736.656637 = -35664.094566 nChanged 2 SP:Iteration 2Q (38432.470000 sec): 3 clusters Score: Raw -38426.430126 + Penalty 2736.656637 = -35689.773489 nChanged 0 SP:Iteration 3F (38432.470000 sec): 3 clusters Score: Raw -38426.430126 + Penalty 2736.656637 = -35689.773489 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 64 (273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38432.470000 sec): 2 clusters Score: Raw -11116.870953 + Penalty 1391.149005 = -9725.721948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38432.470000 sec): 3 clusters Score: Raw -11373.199474 + Penalty 2782.298010 = -8590.901464 nChanged 56 SP:Iteration 1F (38432.470000 sec): 3 clusters Score: Raw -11684.221428 + Penalty 2782.298010 = -8901.923418 nChanged 15 SP:Iteration 2F (38432.470000 sec): 3 clusters Score: Raw -11773.350295 + Penalty 2782.298010 = -8991.052284 nChanged 5 SP:Iteration 3Q (38432.480000 sec): 3 clusters Score: Raw -11795.097033 + Penalty 2782.298010 = -9012.799023 nChanged 5 SP:Iteration 4Q (38432.480000 sec): 3 clusters Score: Raw -11823.675090 + Penalty 2782.298010 = -9041.377080 nChanged 3 SP:Iteration 5Q (38432.480000 sec): 3 clusters Score: Raw -11836.543267 + Penalty 2782.298010 = -9054.245257 nChanged 1 SP:Iteration 6Q (38432.480000 sec): 3 clusters Score: Raw -11837.518485 + Penalty 2782.298010 = -9055.220474 nChanged 0 SP:Iteration 7F (38432.480000 sec): 3 clusters Score: Raw -11837.518485 + Penalty 2782.298010 = -9055.220474 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 65 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38432.490000 sec): 2 clusters Score: Raw -13329.289203 + Penalty 1176.743168 = -12152.546035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38432.490000 sec): 3 clusters Score: Raw -13802.069060 + Penalty 2353.486336 = -11448.582725 nChanged 3 SP:Iteration 1Q (38432.490000 sec): 3 clusters Score: Raw -13858.946204 + Penalty 2353.486336 = -11505.459869 nChanged 3 SP:Iteration 2Q (38432.490000 sec): 3 clusters Score: Raw -13884.002991 + Penalty 2353.486336 = -11530.516656 nChanged 4 SP:Iteration 3Q (38432.490000 sec): 3 clusters Score: Raw -13926.465006 + Penalty 2353.486336 = -11572.978670 nChanged 1 SP:Iteration 4Q (38432.490000 sec): 3 clusters Score: Raw -13937.592752 + Penalty 2353.486336 = -11584.106417 nChanged 0 SP:Iteration 5F (38432.490000 sec): 3 clusters Score: Raw -13937.592752 + Penalty 2353.486336 = -11584.106417 nChanged 0 Deleting Class 61 (87 points): Lose 3295.401574 but Gain 3491.854150 Iteration 339Q (38457.510000 sec): 64 clusters Score: Raw -205050612.999532 + Penalty 219986.811428 = -204830626.188105 nChanged 87 Iteration 340F (38579.950000 sec): 64 clusters Score: Raw -205051682.294412 + Penalty 219986.811428 = -204831695.482984 nChanged 32 Iteration 341Q (38605.010000 sec): 64 clusters Score: Raw -205052162.861427 + Penalty 219986.811428 = -204832176.050000 nChanged 3 Iteration 342Q (38630.020000 sec): 64 clusters Score: Raw -205052188.908983 + Penalty 219986.811428 = -204832202.097555 nChanged 3 Iteration 343Q (38655.140000 sec): 64 clusters Score: Raw -205052205.922430 + Penalty 219986.811428 = -204832219.111003 nChanged 2 Iteration 344Q (38680.780000 sec): 64 clusters Score: Raw -205052246.291612 + Penalty 219986.811428 = -204832259.480185 nChanged 1 Iteration 345Q (38706.350000 sec): 64 clusters Score: Raw -205052275.530315 + Penalty 219986.811428 = -204832288.718888 nChanged 1 Iteration 346Q (38731.300000 sec): 64 clusters Score: Raw -205052284.923391 + Penalty 219986.811428 = -204832298.111963 nChanged 2 Iteration 347Q (38756.280000 sec): 64 clusters Score: Raw -205052420.648587 + Penalty 219986.811428 = -204832433.837159 nChanged 1 Iteration 348Q (38781.190000 sec): 64 clusters Score: Raw -205052421.332294 + Penalty 219986.811428 = -204832434.520867 nChanged 2 Iteration 349Q (38806.260000 sec): 64 clusters Score: Raw -205052422.917360 + Penalty 219986.811428 = -204832436.105933 nChanged 0 Iteration 350F (38929.860000 sec): 64 clusters Score: Raw -205052491.459893 + Penalty 219986.811428 = -204832504.648466 nChanged 6 Iteration 351Q (38954.930000 sec): 64 clusters Score: Raw -205052581.133668 + Penalty 219986.811428 = -204832594.322240 nChanged 2 Iteration 352Q (38979.970000 sec): 64 clusters Score: Raw -205052588.605794 + Penalty 219986.811428 = -204832601.794366 nChanged 4 Iteration 353Q (39005.200000 sec): 64 clusters Score: Raw -205052590.582897 + Penalty 219986.811428 = -204832603.771470 nChanged 3 Iteration 354Q (39030.390000 sec): 64 clusters Score: Raw -205052592.087629 + Penalty 219986.811428 = -204832605.276202 nChanged 3 Iteration 355Q (39055.470000 sec): 64 clusters Score: Raw -205052592.367730 + Penalty 219986.811428 = -204832605.556302 nChanged 5 Iteration 356Q (39080.650000 sec): 64 clusters Score: Raw -205052592.630842 + Penalty 219986.811428 = -204832605.819415 nChanged 2 Iteration 357Q (39105.690000 sec): 64 clusters Score: Raw -205052592.636692 + Penalty 219986.811428 = -204832605.825265 nChanged 1 Iteration 358Q (39131.140000 sec): 64 clusters Score: Raw -205052592.637261 + Penalty 219986.811428 = -204832605.825833 nChanged 1 Iteration 359Q (39156.780000 sec): 64 clusters Score: Raw -205052592.638123 + Penalty 219986.811428 = -204832605.826696 nChanged 2 Iteration 360F (39283.270000 sec): 64 clusters Score: Raw -205052592.641985 + Penalty 219986.811428 = -204832605.830557 nChanged 1 Iteration 361Q (39308.440000 sec): 64 clusters Score: Raw -205052592.644651 + Penalty 219986.811428 = -204832605.833224 nChanged 1 Iteration 362Q (39333.660000 sec): 64 clusters Score: Raw -205052592.647986 + Penalty 219986.811428 = -204832605.836559 nChanged 1 Iteration 363Q (39358.900000 sec): 64 clusters Score: Raw -205052592.650315 + Penalty 219986.811428 = -204832605.838887 nChanged 0 Iteration 364F (39483.160000 sec): 64 clusters Score: Raw -205052592.650315 + Penalty 219986.811428 = -204832605.838887 nChanged 0 Compute initial score before splitting: Score: Raw -205052592.650315 + Penalty 219986.811428 = -204832605.838887 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 1 (7912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39483.240000 sec): 2 clusters Score: Raw -1353509.754331 + Penalty 2226.081697 = -1351283.672634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39483.270000 sec): 3 clusters Score: Raw -1349301.168417 + Penalty 4452.163393 = -1344849.005023 nChanged 3206 SP:Iteration 1F (39483.300000 sec): 3 clusters Score: Raw -1351059.557649 + Penalty 4452.163393 = -1346607.394256 nChanged 583 SP:Iteration 2F (39483.330000 sec): 3 clusters Score: Raw -1351335.481674 + Penalty 4452.163393 = -1346883.318281 nChanged 373 SP:Iteration 3Q (39483.370000 sec): 3 clusters Score: Raw -1351485.587443 + Penalty 4452.163393 = -1347033.424050 nChanged 269 SP:Iteration 4Q (39483.400000 sec): 3 clusters Score: Raw -1351586.258475 + Penalty 4452.163393 = -1347134.095082 nChanged 207 SP:Iteration 5Q (39483.430000 sec): 3 clusters Score: Raw -1351658.580551 + Penalty 4452.163393 = -1347206.417158 nChanged 161 SP:Iteration 6Q (39483.460000 sec): 3 clusters Score: Raw -1351704.313971 + Penalty 4452.163393 = -1347252.150578 nChanged 107 SP:Iteration 7Q (39483.490000 sec): 3 clusters Score: Raw -1351738.292454 + Penalty 4452.163393 = -1347286.129061 nChanged 112 SP:Iteration 8Q (39483.530000 sec): 3 clusters Score: Raw -1351775.266617 + Penalty 4452.163393 = -1347323.103224 nChanged 124 SP:Iteration 9Q (39483.560000 sec): 3 clusters Score: Raw -1351814.739770 + Penalty 4452.163393 = -1347362.576377 nChanged 114 SP:Iteration 10Q (39483.590000 sec): 3 clusters Score: Raw -1351846.909768 + Penalty 4452.163393 = -1347394.746374 nChanged 85 SP:Iteration 11Q (39483.630000 sec): 3 clusters Score: Raw -1351870.473945 + Penalty 4452.163393 = -1347418.310552 nChanged 89 SP:Iteration 12Q (39483.660000 sec): 3 clusters Score: Raw -1351894.731910 + Penalty 4452.163393 = -1347442.568517 nChanged 86 SP:Iteration 13Q (39483.690000 sec): 3 clusters Score: Raw -1351920.978117 + Penalty 4452.163393 = -1347468.814724 nChanged 98 SP:Iteration 14Q (39483.720000 sec): 3 clusters Score: Raw -1351950.698937 + Penalty 4452.163393 = -1347498.535543 nChanged 90 SP:Iteration 15Q (39483.750000 sec): 3 clusters Score: Raw -1351979.315534 + Penalty 4452.163393 = -1347527.152140 nChanged 115 SP:Iteration 16Q (39483.790000 sec): 3 clusters Score: Raw -1352015.733751 + Penalty 4452.163393 = -1347563.570358 nChanged 120 SP:Iteration 17Q (39483.810000 sec): 3 clusters Score: Raw -1352059.774282 + Penalty 4452.163393 = -1347607.610889 nChanged 144 SP:Iteration 18Q (39483.850000 sec): 3 clusters Score: Raw -1352121.979062 + Penalty 4452.163393 = -1347669.815669 nChanged 165 SP:Iteration 19Q (39483.880000 sec): 3 clusters Score: Raw -1352203.396649 + Penalty 4452.163393 = -1347751.233256 nChanged 189 SP:Iteration 20F (39483.910000 sec): 3 clusters Score: Raw -1352299.805186 + Penalty 4452.163393 = -1347847.641793 nChanged 234 SP:Iteration 21Q (39483.940000 sec): 3 clusters Score: Raw -1352431.148284 + Penalty 4452.163393 = -1347978.984891 nChanged 238 SP:Iteration 22Q (39483.970000 sec): 3 clusters Score: Raw -1352575.269011 + Penalty 4452.163393 = -1348123.105618 nChanged 243 SP:Iteration 23Q (39484.000000 sec): 3 clusters Score: Raw -1352728.719613 + Penalty 4452.163393 = -1348276.556220 nChanged 258 SP:Iteration 24Q (39484.030000 sec): 3 clusters Score: Raw -1352913.957118 + Penalty 4452.163393 = -1348461.793725 nChanged 217 SP:Iteration 25Q (39484.060000 sec): 3 clusters Score: Raw -1353072.732993 + Penalty 4452.163393 = -1348620.569600 nChanged 188 SP:Iteration 26Q (39484.090000 sec): 3 clusters Score: Raw -1353208.520377 + Penalty 4452.163393 = -1348756.356984 nChanged 143 SP:Iteration 27Q (39484.120000 sec): 3 clusters Score: Raw -1353324.831747 + Penalty 4452.163393 = -1348872.668354 nChanged 117 SP:Iteration 28Q (39484.150000 sec): 3 clusters Score: Raw -1353422.122376 + Penalty 4452.163393 = -1348969.958983 nChanged 92 SP:Iteration 29Q (39484.180000 sec): 3 clusters Score: Raw -1353498.713784 + Penalty 4452.163393 = -1349046.550391 nChanged 66 SP:Iteration 30Q (39484.210000 sec): 3 clusters Score: Raw -1353558.611138 + Penalty 4452.163393 = -1349106.447745 nChanged 52 SP:Iteration 31Q (39484.230000 sec): 3 clusters Score: Raw -1353610.261638 + Penalty 4452.163393 = -1349158.098245 nChanged 39 SP:Iteration 32Q (39484.260000 sec): 3 clusters Score: Raw -1353643.836468 + Penalty 4452.163393 = -1349191.673075 nChanged 26 SP:Iteration 33Q (39484.290000 sec): 3 clusters Score: Raw -1353666.767219 + Penalty 4452.163393 = -1349214.603826 nChanged 23 SP:Iteration 34Q (39484.310000 sec): 3 clusters Score: Raw -1353687.270509 + Penalty 4452.163393 = -1349235.107115 nChanged 12 SP:Iteration 35Q (39484.340000 sec): 3 clusters Score: Raw -1353696.948219 + Penalty 4452.163393 = -1349244.784826 nChanged 8 SP:Iteration 36Q (39484.360000 sec): 3 clusters Score: Raw -1353703.925380 + Penalty 4452.163393 = -1349251.761987 nChanged 8 SP:Iteration 37Q (39484.390000 sec): 3 clusters Score: Raw -1353712.000993 + Penalty 4452.163393 = -1349259.837600 nChanged 8 SP:Iteration 38Q (39484.410000 sec): 3 clusters Score: Raw -1353717.428442 + Penalty 4452.163393 = -1349265.265048 nChanged 5 SP:Iteration 39Q (39484.430000 sec): 3 clusters Score: Raw -1353724.958230 + Penalty 4452.163393 = -1349272.794837 nChanged 8 SP:Iteration 40F (39484.470000 sec): 3 clusters Score: Raw -1353734.489142 + Penalty 4452.163393 = -1349282.325748 nChanged 10 SP:Iteration 41Q (39484.490000 sec): 3 clusters Score: Raw -1353743.125009 + Penalty 4452.163393 = -1349290.961616 nChanged 3 SP:Iteration 42Q (39484.510000 sec): 3 clusters Score: Raw -1353746.676057 + Penalty 4452.163393 = -1349294.512664 nChanged 2 SP:Iteration 43Q (39484.540000 sec): 3 clusters Score: Raw -1353748.355644 + Penalty 4452.163393 = -1349296.192251 nChanged 2 SP:Iteration 44Q (39484.560000 sec): 3 clusters Score: Raw -1353749.566591 + Penalty 4452.163393 = -1349297.403198 nChanged 2 SP:Iteration 45Q (39484.590000 sec): 3 clusters Score: Raw -1353751.018475 + Penalty 4452.163393 = -1349298.855082 nChanged 4 SP:Iteration 46Q (39484.610000 sec): 3 clusters Score: Raw -1353755.208928 + Penalty 4452.163393 = -1349303.045535 nChanged 4 SP:Iteration 47Q (39484.630000 sec): 3 clusters Score: Raw -1353758.197821 + Penalty 4452.163393 = -1349306.034428 nChanged 1 SP:Iteration 48Q (39484.660000 sec): 3 clusters Score: Raw -1353759.125685 + Penalty 4452.163393 = -1349306.962291 nChanged 1 SP:Iteration 49Q (39484.680000 sec): 3 clusters Score: Raw -1353760.464057 + Penalty 4452.163393 = -1349308.300664 nChanged 4 SP:Iteration 50Q (39484.710000 sec): 3 clusters Score: Raw -1353764.846688 + Penalty 4452.163393 = -1349312.683295 nChanged 2 SP:Iteration 51Q (39484.730000 sec): 3 clusters Score: Raw -1353767.205038 + Penalty 4452.163393 = -1349315.041645 nChanged 1 SP:Iteration 52Q (39484.750000 sec): 3 clusters Score: Raw -1353768.665293 + Penalty 4452.163393 = -1349316.501899 nChanged 2 SP:Iteration 53Q (39484.770000 sec): 3 clusters Score: Raw -1353771.636617 + Penalty 4452.163393 = -1349319.473223 nChanged 5 SP:Iteration 54Q (39484.800000 sec): 3 clusters Score: Raw -1353776.140637 + Penalty 4452.163393 = -1349323.977244 nChanged 3 SP:Iteration 55Q (39484.820000 sec): 3 clusters Score: Raw -1353779.373661 + Penalty 4452.163393 = -1349327.210267 nChanged 1 SP:Iteration 56Q (39484.850000 sec): 3 clusters Score: Raw -1353780.231676 + Penalty 4452.163393 = -1349328.068283 nChanged 0 SP:Iteration 57F (39484.870000 sec): 3 clusters Score: Raw -1353780.231676 + Penalty 4452.163393 = -1349328.068283 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 2 (20825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39484.950000 sec): 2 clusters Score: Raw -3283280.623220 + Penalty 2466.089548 = -3280814.533672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39485.030000 sec): 3 clusters Score: Raw -3271154.912494 + Penalty 4932.179096 = -3266222.733399 nChanged 9171 SP:Iteration 1F (39485.110000 sec): 3 clusters Score: Raw -3276160.459649 + Penalty 4932.179096 = -3271228.280554 nChanged 1268 SP:Iteration 2F (39485.200000 sec): 3 clusters Score: Raw -3276662.882242 + Penalty 4932.179096 = -3271730.703146 nChanged 1040 SP:Iteration 3Q (39485.280000 sec): 3 clusters Score: Raw -3277095.775095 + Penalty 4932.179096 = -3272163.595999 nChanged 953 SP:Iteration 4Q (39485.360000 sec): 3 clusters Score: Raw -3277469.459298 + Penalty 4932.179096 = -3272537.280202 nChanged 887 SP:Iteration 5Q (39485.450000 sec): 3 clusters Score: Raw -3277836.230520 + Penalty 4932.179096 = -3272904.051425 nChanged 894 SP:Iteration 6Q (39485.530000 sec): 3 clusters Score: Raw -3278241.797046 + Penalty 4932.179096 = -3273309.617950 nChanged 948 SP:Iteration 7Q (39485.610000 sec): 3 clusters Score: Raw -3278723.404297 + Penalty 4932.179096 = -3273791.225201 nChanged 1026 SP:Iteration 8Q (39485.690000 sec): 3 clusters Score: Raw -3279333.827090 + Penalty 4932.179096 = -3274401.647994 nChanged 1132 SP:Iteration 9F (39485.770000 sec): 3 clusters Score: Raw -3280096.206846 + Penalty 4932.179096 = -3275164.027750 nChanged 1126 SP:Iteration 10F (39485.860000 sec): 3 clusters Score: Raw -3280902.975499 + Penalty 4932.179096 = -3275970.796404 nChanged 988 SP:Iteration 11Q (39485.940000 sec): 3 clusters Score: Raw -3281644.690093 + Penalty 4932.179096 = -3276712.510997 nChanged 828 SP:Iteration 12Q (39486.020000 sec): 3 clusters Score: Raw -3282268.968868 + Penalty 4932.179096 = -3277336.789773 nChanged 633 SP:Iteration 13Q (39486.100000 sec): 3 clusters Score: Raw -3282764.458883 + Penalty 4932.179096 = -3277832.279787 nChanged 465 SP:Iteration 14Q (39486.180000 sec): 3 clusters Score: Raw -3283132.860452 + Penalty 4932.179096 = -3278200.681357 nChanged 305 SP:Iteration 15Q (39486.250000 sec): 3 clusters Score: Raw -3283369.576141 + Penalty 4932.179096 = -3278437.397045 nChanged 180 SP:Iteration 16Q (39486.330000 sec): 3 clusters Score: Raw -3283510.537752 + Penalty 4932.179096 = -3278578.358656 nChanged 114 SP:Iteration 17Q (39486.400000 sec): 3 clusters Score: Raw -3283588.906984 + Penalty 4932.179096 = -3278656.727889 nChanged 62 SP:Iteration 18Q (39486.470000 sec): 3 clusters Score: Raw -3283629.337675 + Penalty 4932.179096 = -3278697.158579 nChanged 48 SP:Iteration 19Q (39486.540000 sec): 3 clusters Score: Raw -3283663.128228 + Penalty 4932.179096 = -3278730.949132 nChanged 35 SP:Iteration 20F (39486.620000 sec): 3 clusters Score: Raw -3283693.331567 + Penalty 4932.179096 = -3278761.152472 nChanged 30 SP:Iteration 21Q (39486.690000 sec): 3 clusters Score: Raw -3283717.624718 + Penalty 4932.179096 = -3278785.445622 nChanged 28 SP:Iteration 22Q (39486.750000 sec): 3 clusters Score: Raw -3283735.960740 + Penalty 4932.179096 = -3278803.781644 nChanged 24 SP:Iteration 23Q (39486.820000 sec): 3 clusters Score: Raw -3283749.302869 + Penalty 4932.179096 = -3278817.123773 nChanged 16 SP:Iteration 24Q (39486.890000 sec): 3 clusters Score: Raw -3283758.936102 + Penalty 4932.179096 = -3278826.757006 nChanged 23 SP:Iteration 25Q (39486.950000 sec): 3 clusters Score: Raw -3283773.921306 + Penalty 4932.179096 = -3278841.742210 nChanged 21 SP:Iteration 26Q (39487.010000 sec): 3 clusters Score: Raw -3283787.788767 + Penalty 4932.179096 = -3278855.609671 nChanged 19 SP:Iteration 27Q (39487.080000 sec): 3 clusters Score: Raw -3283801.256367 + Penalty 4932.179096 = -3278869.077271 nChanged 14 SP:Iteration 28Q (39487.140000 sec): 3 clusters Score: Raw -3283810.323266 + Penalty 4932.179096 = -3278878.144170 nChanged 17 SP:Iteration 29Q (39487.210000 sec): 3 clusters Score: Raw -3283822.351463 + Penalty 4932.179096 = -3278890.172367 nChanged 15 SP:Iteration 30Q (39487.270000 sec): 3 clusters Score: Raw -3283833.257001 + Penalty 4932.179096 = -3278901.077905 nChanged 13 SP:Iteration 31Q (39487.330000 sec): 3 clusters Score: Raw -3283844.030902 + Penalty 4932.179096 = -3278911.851807 nChanged 8 SP:Iteration 32Q (39487.390000 sec): 3 clusters Score: Raw -3283853.973458 + Penalty 4932.179096 = -3278921.794362 nChanged 18 SP:Iteration 33Q (39487.450000 sec): 3 clusters Score: Raw -3283870.517915 + Penalty 4932.179096 = -3278938.338819 nChanged 19 SP:Iteration 34Q (39487.510000 sec): 3 clusters Score: Raw -3283887.515312 + Penalty 4932.179096 = -3278955.336217 nChanged 15 SP:Iteration 35Q (39487.570000 sec): 3 clusters Score: Raw -3283898.631662 + Penalty 4932.179096 = -3278966.452566 nChanged 22 SP:Iteration 36Q (39487.630000 sec): 3 clusters Score: Raw -3283917.763182 + Penalty 4932.179096 = -3278985.584086 nChanged 15 SP:Iteration 37Q (39487.700000 sec): 3 clusters Score: Raw -3283932.658343 + Penalty 4932.179096 = -3279000.479247 nChanged 13 SP:Iteration 38Q (39487.760000 sec): 3 clusters Score: Raw -3283945.523428 + Penalty 4932.179096 = -3279013.344333 nChanged 9 SP:Iteration 39Q (39487.810000 sec): 3 clusters Score: Raw -3283953.424445 + Penalty 4932.179096 = -3279021.245349 nChanged 6 SP:Iteration 40F (39487.900000 sec): 3 clusters Score: Raw -3283957.937668 + Penalty 4932.179096 = -3279025.758573 nChanged 5 SP:Iteration 41Q (39487.950000 sec): 3 clusters Score: Raw -3283962.129512 + Penalty 4932.179096 = -3279029.950416 nChanged 3 SP:Iteration 42Q (39488.010000 sec): 3 clusters Score: Raw -3283963.358076 + Penalty 4932.179096 = -3279031.178980 nChanged 3 SP:Iteration 43Q (39488.070000 sec): 3 clusters Score: Raw -3283964.718391 + Penalty 4932.179096 = -3279032.539295 nChanged 1 SP:Iteration 44Q (39488.130000 sec): 3 clusters Score: Raw -3283965.196967 + Penalty 4932.179096 = -3279033.017872 nChanged 0 SP:Iteration 45F (39488.210000 sec): 3 clusters Score: Raw -3283965.196967 + Penalty 4932.179096 = -3279033.017872 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 3 (779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39488.230000 sec): 2 clusters Score: Raw -123316.356697 + Penalty 1651.186739 = -121665.169958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39488.230000 sec): 3 clusters Score: Raw -123168.712815 + Penalty 3302.373479 = -119866.339336 nChanged 168 SP:Iteration 1F (39488.230000 sec): 3 clusters Score: Raw -123418.198504 + Penalty 3302.373479 = -120115.825025 nChanged 46 SP:Iteration 2F (39488.240000 sec): 3 clusters Score: Raw -123483.114257 + Penalty 3302.373479 = -120180.740779 nChanged 15 SP:Iteration 3Q (39488.240000 sec): 3 clusters Score: Raw -123499.792220 + Penalty 3302.373479 = -120197.418742 nChanged 7 SP:Iteration 4Q (39488.240000 sec): 3 clusters Score: Raw -123511.490750 + Penalty 3302.373479 = -120209.117272 nChanged 7 SP:Iteration 5Q (39488.250000 sec): 3 clusters Score: Raw -123521.566879 + Penalty 3302.373479 = -120219.193400 nChanged 4 SP:Iteration 6Q (39488.250000 sec): 3 clusters Score: Raw -123527.515968 + Penalty 3302.373479 = -120225.142489 nChanged 3 SP:Iteration 7Q (39488.250000 sec): 3 clusters Score: Raw -123530.201254 + Penalty 3302.373479 = -120227.827775 nChanged 1 SP:Iteration 8Q (39488.250000 sec): 3 clusters Score: Raw -123531.020402 + Penalty 3302.373479 = -120228.646923 nChanged 1 SP:Iteration 9Q (39488.260000 sec): 3 clusters Score: Raw -123533.452994 + Penalty 3302.373479 = -120231.079515 nChanged 0 SP:Iteration 10F (39488.260000 sec): 3 clusters Score: Raw -123533.452994 + Penalty 3302.373479 = -120231.079515 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 4 (6482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39488.290000 sec): 2 clusters Score: Raw -1003750.104775 + Penalty 2176.642527 = -1001573.462247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39488.310000 sec): 3 clusters Score: Raw -1000396.374039 + Penalty 4353.285054 = -996043.088985 nChanged 2575 SP:Iteration 1F (39488.340000 sec): 3 clusters Score: Raw -1001881.978754 + Penalty 4353.285054 = -997528.693700 nChanged 503 SP:Iteration 2F (39488.370000 sec): 3 clusters Score: Raw -1002234.179282 + Penalty 4353.285054 = -997880.894228 nChanged 416 SP:Iteration 3F (39488.390000 sec): 3 clusters Score: Raw -1002524.006476 + Penalty 4353.285054 = -998170.721422 nChanged 359 SP:Iteration 4F (39488.420000 sec): 3 clusters Score: Raw -1002807.526907 + Penalty 4353.285054 = -998454.241852 nChanged 334 SP:Iteration 5F (39488.440000 sec): 3 clusters Score: Raw -1003123.294437 + Penalty 4353.285054 = -998770.009382 nChanged 340 SP:Iteration 6F (39488.470000 sec): 3 clusters Score: Raw -1003492.236780 + Penalty 4353.285054 = -999138.951726 nChanged 378 SP:Iteration 7F (39488.490000 sec): 3 clusters Score: Raw -1003912.262245 + Penalty 4353.285054 = -999558.977191 nChanged 342 SP:Iteration 8F (39488.520000 sec): 3 clusters Score: Raw -1004178.466010 + Penalty 4353.285054 = -999825.180955 nChanged 256 SP:Iteration 9Q (39488.540000 sec): 3 clusters Score: Raw -1004335.422258 + Penalty 4353.285054 = -999982.137203 nChanged 189 SP:Iteration 10Q (39488.570000 sec): 3 clusters Score: Raw -1004448.429455 + Penalty 4353.285054 = -1000095.144401 nChanged 166 SP:Iteration 11Q (39488.590000 sec): 3 clusters Score: Raw -1004543.405102 + Penalty 4353.285054 = -1000190.120048 nChanged 127 SP:Iteration 12Q (39488.610000 sec): 3 clusters Score: Raw -1004611.346117 + Penalty 4353.285054 = -1000258.061062 nChanged 101 SP:Iteration 13Q (39488.640000 sec): 3 clusters Score: Raw -1004665.335615 + Penalty 4353.285054 = -1000312.050561 nChanged 98 SP:Iteration 14Q (39488.660000 sec): 3 clusters Score: Raw -1004715.186153 + Penalty 4353.285054 = -1000361.901099 nChanged 78 SP:Iteration 15Q (39488.690000 sec): 3 clusters Score: Raw -1004755.923505 + Penalty 4353.285054 = -1000402.638451 nChanged 66 SP:Iteration 16Q (39488.710000 sec): 3 clusters Score: Raw -1004790.482445 + Penalty 4353.285054 = -1000437.197391 nChanged 53 SP:Iteration 17Q (39488.730000 sec): 3 clusters Score: Raw -1004813.250045 + Penalty 4353.285054 = -1000459.964991 nChanged 40 SP:Iteration 18Q (39488.750000 sec): 3 clusters Score: Raw -1004832.241056 + Penalty 4353.285054 = -1000478.956002 nChanged 53 SP:Iteration 19Q (39488.780000 sec): 3 clusters Score: Raw -1004857.689561 + Penalty 4353.285054 = -1000504.404507 nChanged 45 SP:Iteration 20F (39488.800000 sec): 3 clusters Score: Raw -1004878.816403 + Penalty 4353.285054 = -1000525.531349 nChanged 48 SP:Iteration 21Q (39488.830000 sec): 3 clusters Score: Raw -1004898.824045 + Penalty 4353.285054 = -1000545.538991 nChanged 47 SP:Iteration 22Q (39488.850000 sec): 3 clusters Score: Raw -1004917.948878 + Penalty 4353.285054 = -1000564.663824 nChanged 37 SP:Iteration 23Q (39488.870000 sec): 3 clusters Score: Raw -1004934.612086 + Penalty 4353.285054 = -1000581.327032 nChanged 33 SP:Iteration 24Q (39488.890000 sec): 3 clusters Score: Raw -1004946.552743 + Penalty 4353.285054 = -1000593.267688 nChanged 25 SP:Iteration 25Q (39488.920000 sec): 3 clusters Score: Raw -1004955.750673 + Penalty 4353.285054 = -1000602.465618 nChanged 17 SP:Iteration 26Q (39488.940000 sec): 3 clusters Score: Raw -1004960.440282 + Penalty 4353.285054 = -1000607.155228 nChanged 12 SP:Iteration 27Q (39488.960000 sec): 3 clusters Score: Raw -1004964.533272 + Penalty 4353.285054 = -1000611.248217 nChanged 10 SP:Iteration 28Q (39488.990000 sec): 3 clusters Score: Raw -1004969.272500 + Penalty 4353.285054 = -1000615.987445 nChanged 14 SP:Iteration 29Q (39489.010000 sec): 3 clusters Score: Raw -1004976.001873 + Penalty 4353.285054 = -1000622.716819 nChanged 18 SP:Iteration 30Q (39489.030000 sec): 3 clusters Score: Raw -1004983.591914 + Penalty 4353.285054 = -1000630.306860 nChanged 20 SP:Iteration 31Q (39489.050000 sec): 3 clusters Score: Raw -1004991.804243 + Penalty 4353.285054 = -1000638.519189 nChanged 21 SP:Iteration 32Q (39489.070000 sec): 3 clusters Score: Raw -1004999.416094 + Penalty 4353.285054 = -1000646.131040 nChanged 16 SP:Iteration 33Q (39489.090000 sec): 3 clusters Score: Raw -1005005.195006 + Penalty 4353.285054 = -1000651.909952 nChanged 11 SP:Iteration 34Q (39489.110000 sec): 3 clusters Score: Raw -1005009.039097 + Penalty 4353.285054 = -1000655.754042 nChanged 14 SP:Iteration 35Q (39489.140000 sec): 3 clusters Score: Raw -1005013.112153 + Penalty 4353.285054 = -1000659.827099 nChanged 6 SP:Iteration 36Q (39489.160000 sec): 3 clusters Score: Raw -1005014.479715 + Penalty 4353.285054 = -1000661.194660 nChanged 7 SP:Iteration 37Q (39489.180000 sec): 3 clusters Score: Raw -1005017.273938 + Penalty 4353.285054 = -1000663.988884 nChanged 10 SP:Iteration 38Q (39489.200000 sec): 3 clusters Score: Raw -1005021.966400 + Penalty 4353.285054 = -1000668.681346 nChanged 13 SP:Iteration 39Q (39489.230000 sec): 3 clusters Score: Raw -1005026.943298 + Penalty 4353.285054 = -1000673.658244 nChanged 14 SP:Iteration 40F (39489.250000 sec): 3 clusters Score: Raw -1005032.347683 + Penalty 4353.285054 = -1000679.062628 nChanged 14 SP:Iteration 41Q (39489.270000 sec): 3 clusters Score: Raw -1005039.146595 + Penalty 4353.285054 = -1000685.861540 nChanged 12 SP:Iteration 42Q (39489.290000 sec): 3 clusters Score: Raw -1005043.746599 + Penalty 4353.285054 = -1000690.461545 nChanged 13 SP:Iteration 43Q (39489.320000 sec): 3 clusters Score: Raw -1005049.956038 + Penalty 4353.285054 = -1000696.670983 nChanged 13 SP:Iteration 44Q (39489.340000 sec): 3 clusters Score: Raw -1005056.124286 + Penalty 4353.285054 = -1000702.839232 nChanged 14 SP:Iteration 45Q (39489.360000 sec): 3 clusters Score: Raw -1005063.807105 + Penalty 4353.285054 = -1000710.522051 nChanged 14 SP:Iteration 46Q (39489.380000 sec): 3 clusters Score: Raw -1005069.979304 + Penalty 4353.285054 = -1000716.694249 nChanged 15 SP:Iteration 47Q (39489.410000 sec): 3 clusters Score: Raw -1005075.673315 + Penalty 4353.285054 = -1000722.388261 nChanged 20 SP:Iteration 48Q (39489.430000 sec): 3 clusters Score: Raw -1005083.482361 + Penalty 4353.285054 = -1000730.197307 nChanged 18 SP:Iteration 49Q (39489.450000 sec): 3 clusters Score: Raw -1005090.918717 + Penalty 4353.285054 = -1000737.633662 nChanged 15 SP:Iteration 50Q (39489.470000 sec): 3 clusters Score: Raw -1005095.586628 + Penalty 4353.285054 = -1000742.301573 nChanged 16 SP:Iteration 51Q (39489.490000 sec): 3 clusters Score: Raw -1005100.635762 + Penalty 4353.285054 = -1000747.350708 nChanged 17 SP:Iteration 52Q (39489.510000 sec): 3 clusters Score: Raw -1005106.760760 + Penalty 4353.285054 = -1000753.475705 nChanged 15 SP:Iteration 53Q (39489.530000 sec): 3 clusters Score: Raw -1005113.859918 + Penalty 4353.285054 = -1000760.574864 nChanged 16 SP:Iteration 54Q (39489.550000 sec): 3 clusters Score: Raw -1005122.697957 + Penalty 4353.285054 = -1000769.412902 nChanged 26 SP:Iteration 55Q (39489.580000 sec): 3 clusters Score: Raw -1005138.689720 + Penalty 4353.285054 = -1000785.404665 nChanged 13 SP:Iteration 56Q (39489.600000 sec): 3 clusters Score: Raw -1005144.762542 + Penalty 4353.285054 = -1000791.477488 nChanged 12 SP:Iteration 57Q (39489.620000 sec): 3 clusters Score: Raw -1005149.465307 + Penalty 4353.285054 = -1000796.180252 nChanged 12 SP:Iteration 58Q (39489.640000 sec): 3 clusters Score: Raw -1005154.160508 + Penalty 4353.285054 = -1000800.875453 nChanged 12 SP:Iteration 59Q (39489.660000 sec): 3 clusters Score: Raw -1005159.548999 + Penalty 4353.285054 = -1000806.263945 nChanged 12 SP:Iteration 60F (39489.690000 sec): 3 clusters Score: Raw -1005164.392783 + Penalty 4353.285054 = -1000811.107728 nChanged 9 SP:Iteration 61Q (39489.710000 sec): 3 clusters Score: Raw -1005167.371841 + Penalty 4353.285054 = -1000814.086787 nChanged 5 SP:Iteration 62Q (39489.730000 sec): 3 clusters Score: Raw -1005168.709595 + Penalty 4353.285054 = -1000815.424541 nChanged 3 SP:Iteration 63Q (39489.750000 sec): 3 clusters Score: Raw -1005169.460312 + Penalty 4353.285054 = -1000816.175258 nChanged 1 SP:Iteration 64Q (39489.770000 sec): 3 clusters Score: Raw -1005169.781624 + Penalty 4353.285054 = -1000816.496569 nChanged 1 SP:Iteration 65Q (39489.790000 sec): 3 clusters Score: Raw -1005170.253528 + Penalty 4353.285054 = -1000816.968473 nChanged 4 SP:Iteration 66Q (39489.810000 sec): 3 clusters Score: Raw -1005171.688351 + Penalty 4353.285054 = -1000818.403297 nChanged 2 SP:Iteration 67Q (39489.830000 sec): 3 clusters Score: Raw -1005172.729099 + Penalty 4353.285054 = -1000819.444045 nChanged 4 SP:Iteration 68Q (39489.850000 sec): 3 clusters Score: Raw -1005174.944758 + Penalty 4353.285054 = -1000821.659703 nChanged 4 SP:Iteration 69Q (39489.870000 sec): 3 clusters Score: Raw -1005176.529251 + Penalty 4353.285054 = -1000823.244197 nChanged 1 SP:Iteration 70Q (39489.890000 sec): 3 clusters Score: Raw -1005176.641721 + Penalty 4353.285054 = -1000823.356667 nChanged 0 SP:Iteration 71F (39489.920000 sec): 3 clusters Score: Raw -1005176.641721 + Penalty 4353.285054 = -1000823.356667 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 5 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39489.930000 sec): 2 clusters Score: Raw -68493.001124 + Penalty 1493.213791 = -66999.787334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39489.930000 sec): 3 clusters Score: Raw -68639.335500 + Penalty 2986.427581 = -65652.907919 nChanged 83 SP:Iteration 1F (39489.930000 sec): 3 clusters Score: Raw -68839.432336 + Penalty 2986.427581 = -65853.004754 nChanged 23 SP:Iteration 2F (39489.930000 sec): 3 clusters Score: Raw -68912.047464 + Penalty 2986.427581 = -65925.619883 nChanged 13 SP:Iteration 3Q (39489.930000 sec): 3 clusters Score: Raw -68956.020225 + Penalty 2986.427581 = -65969.592644 nChanged 8 SP:Iteration 4Q (39489.940000 sec): 3 clusters Score: Raw -68972.230424 + Penalty 2986.427581 = -65985.802843 nChanged 4 SP:Iteration 5Q (39489.940000 sec): 3 clusters Score: Raw -68984.194613 + Penalty 2986.427581 = -65997.767031 nChanged 3 SP:Iteration 6Q (39489.940000 sec): 3 clusters Score: Raw -68996.617608 + Penalty 2986.427581 = -66010.190027 nChanged 1 SP:Iteration 7Q (39489.940000 sec): 3 clusters Score: Raw -68999.137195 + Penalty 2986.427581 = -66012.709614 nChanged 1 SP:Iteration 8Q (39489.940000 sec): 3 clusters Score: Raw -69006.843007 + Penalty 2986.427581 = -66020.415426 nChanged 1 SP:Iteration 9Q (39489.940000 sec): 3 clusters Score: Raw -69009.220778 + Penalty 2986.427581 = -66022.793197 nChanged 1 SP:Iteration 10Q (39489.950000 sec): 3 clusters Score: Raw -69011.033821 + Penalty 2986.427581 = -66024.606240 nChanged 1 SP:Iteration 11Q (39489.950000 sec): 3 clusters Score: Raw -69012.585122 + Penalty 2986.427581 = -66026.157541 nChanged 0 SP:Iteration 12F (39489.950000 sec): 3 clusters Score: Raw -69012.585122 + Penalty 2986.427581 = -66026.157541 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 6 (669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39489.950000 sec): 2 clusters Score: Raw -102947.600234 + Penalty 1613.434447 = -101334.165787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39489.960000 sec): 3 clusters Score: Raw -102906.454822 + Penalty 3226.868894 = -99679.585928 nChanged 140 SP:Iteration 1F (39489.960000 sec): 3 clusters Score: Raw -103113.305843 + Penalty 3226.868894 = -99886.436949 nChanged 34 SP:Iteration 2F (39489.960000 sec): 3 clusters Score: Raw -103175.992477 + Penalty 3226.868894 = -99949.123583 nChanged 19 SP:Iteration 3Q (39489.970000 sec): 3 clusters Score: Raw -103218.606926 + Penalty 3226.868894 = -99991.738033 nChanged 15 SP:Iteration 4Q (39489.970000 sec): 3 clusters Score: Raw -103245.077935 + Penalty 3226.868894 = -100018.209041 nChanged 6 SP:Iteration 5Q (39489.970000 sec): 3 clusters Score: Raw -103254.182749 + Penalty 3226.868894 = -100027.313855 nChanged 5 SP:Iteration 6Q (39489.970000 sec): 3 clusters Score: Raw -103265.170690 + Penalty 3226.868894 = -100038.301796 nChanged 4 SP:Iteration 7Q (39489.980000 sec): 3 clusters Score: Raw -103274.379438 + Penalty 3226.868894 = -100047.510544 nChanged 3 SP:Iteration 8Q (39489.980000 sec): 3 clusters Score: Raw -103279.298901 + Penalty 3226.868894 = -100052.430008 nChanged 2 SP:Iteration 9Q (39489.980000 sec): 3 clusters Score: Raw -103281.967247 + Penalty 3226.868894 = -100055.098354 nChanged 1 SP:Iteration 10Q (39489.980000 sec): 3 clusters Score: Raw -103283.334875 + Penalty 3226.868894 = -100056.465982 nChanged 1 SP:Iteration 11Q (39489.990000 sec): 3 clusters Score: Raw -103284.022724 + Penalty 3226.868894 = -100057.153830 nChanged 1 SP:Iteration 12Q (39489.990000 sec): 3 clusters Score: Raw -103287.393426 + Penalty 3226.868894 = -100060.524532 nChanged 1 SP:Iteration 13Q (39489.990000 sec): 3 clusters Score: Raw -103288.244486 + Penalty 3226.868894 = -100061.375593 nChanged 0 SP:Iteration 14F (39489.990000 sec): 3 clusters Score: Raw -103288.244486 + Penalty 3226.868894 = -100061.375593 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 7 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39490.000000 sec): 2 clusters Score: Raw -33028.336037 + Penalty 1384.707085 = -31643.628952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39490.000000 sec): 3 clusters Score: Raw -33352.819574 + Penalty 2769.414169 = -30583.405404 nChanged 55 SP:Iteration 1F (39490.000000 sec): 3 clusters Score: Raw -33740.480415 + Penalty 2769.414169 = -30971.066246 nChanged 14 SP:Iteration 2F (39490.000000 sec): 3 clusters Score: Raw -33874.170178 + Penalty 2769.414169 = -31104.756009 nChanged 14 SP:Iteration 3F (39490.010000 sec): 3 clusters Score: Raw -33939.635448 + Penalty 2769.414169 = -31170.221278 nChanged 5 SP:Iteration 4Q (39490.010000 sec): 3 clusters Score: Raw -33951.132554 + Penalty 2769.414169 = -31181.718385 nChanged 3 SP:Iteration 5Q (39490.010000 sec): 3 clusters Score: Raw -33958.427423 + Penalty 2769.414169 = -31189.013254 nChanged 1 SP:Iteration 6Q (39490.010000 sec): 3 clusters Score: Raw -33966.820386 + Penalty 2769.414169 = -31197.406217 nChanged 0 SP:Iteration 7F (39490.020000 sec): 3 clusters Score: Raw -33966.820386 + Penalty 2769.414169 = -31197.406217 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 8 (33345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39490.140000 sec): 2 clusters Score: Raw -5419362.840383 + Penalty 2582.836453 = -5416780.003930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39490.280000 sec): 3 clusters Score: Raw -5399353.927595 + Penalty 5165.672905 = -5394188.254690 nChanged 15043 SP:Iteration 1F (39490.410000 sec): 3 clusters Score: Raw -5407266.960921 + Penalty 5165.672905 = -5402101.288016 nChanged 1523 SP:Iteration 2Q (39490.540000 sec): 3 clusters Score: Raw -5407735.655979 + Penalty 5165.672905 = -5402569.983074 nChanged 1430 SP:Iteration 3Q (39490.680000 sec): 3 clusters Score: Raw -5408180.339963 + Penalty 5165.672905 = -5403014.667058 nChanged 1356 SP:Iteration 4Q (39490.820000 sec): 3 clusters Score: Raw -5408611.906764 + Penalty 5165.672905 = -5403446.233859 nChanged 1366 SP:Iteration 5Q (39490.950000 sec): 3 clusters Score: Raw -5409066.276598 + Penalty 5165.672905 = -5403900.603693 nChanged 1364 SP:Iteration 6Q (39491.080000 sec): 3 clusters Score: Raw -5409580.717236 + Penalty 5165.672905 = -5404415.044331 nChanged 1566 SP:Iteration 7Q (39491.220000 sec): 3 clusters Score: Raw -5410300.951161 + Penalty 5165.672905 = -5405135.278256 nChanged 1840 SP:Iteration 8F (39491.350000 sec): 3 clusters Score: Raw -5411341.106964 + Penalty 5165.672905 = -5406175.434059 nChanged 2092 SP:Iteration 9F (39491.480000 sec): 3 clusters Score: Raw -5412710.099235 + Penalty 5165.672905 = -5407544.426329 nChanged 2158 SP:Iteration 10F (39491.620000 sec): 3 clusters Score: Raw -5414286.953243 + Penalty 5165.672905 = -5409121.280338 nChanged 1987 SP:Iteration 11F (39491.750000 sec): 3 clusters Score: Raw -5415815.954484 + Penalty 5165.672905 = -5410650.281579 nChanged 1605 SP:Iteration 12Q (39491.880000 sec): 3 clusters Score: Raw -5417097.330047 + Penalty 5165.672905 = -5411931.657142 nChanged 1210 SP:Iteration 13Q (39492.020000 sec): 3 clusters Score: Raw -5418109.085231 + Penalty 5165.672905 = -5412943.412325 nChanged 841 SP:Iteration 14Q (39492.150000 sec): 3 clusters Score: Raw -5418833.375618 + Penalty 5165.672905 = -5413667.702713 nChanged 490 SP:Iteration 15Q (39492.280000 sec): 3 clusters Score: Raw -5419301.754921 + Penalty 5165.672905 = -5414136.082016 nChanged 294 SP:Iteration 16Q (39492.390000 sec): 3 clusters Score: Raw -5419622.811053 + Penalty 5165.672905 = -5414457.138148 nChanged 172 SP:Iteration 17Q (39492.510000 sec): 3 clusters Score: Raw -5419808.787160 + Penalty 5165.672905 = -5414643.114255 nChanged 92 SP:Iteration 18Q (39492.610000 sec): 3 clusters Score: Raw -5419902.777244 + Penalty 5165.672905 = -5414737.104339 nChanged 53 SP:Iteration 19Q (39492.720000 sec): 3 clusters Score: Raw -5419955.731082 + Penalty 5165.672905 = -5414790.058177 nChanged 34 SP:Iteration 20F (39492.850000 sec): 3 clusters Score: Raw -5419994.652763 + Penalty 5165.672905 = -5414828.979858 nChanged 23 SP:Iteration 21Q (39492.950000 sec): 3 clusters Score: Raw -5420018.805694 + Penalty 5165.672905 = -5414853.132789 nChanged 22 SP:Iteration 22Q (39493.050000 sec): 3 clusters Score: Raw -5420041.049822 + Penalty 5165.672905 = -5414875.376917 nChanged 23 SP:Iteration 23Q (39493.150000 sec): 3 clusters Score: Raw -5420066.949046 + Penalty 5165.672905 = -5414901.276141 nChanged 9 SP:Iteration 24Q (39493.250000 sec): 3 clusters Score: Raw -5420078.305062 + Penalty 5165.672905 = -5414912.632157 nChanged 9 SP:Iteration 25Q (39493.350000 sec): 3 clusters Score: Raw -5420086.293570 + Penalty 5165.672905 = -5414920.620665 nChanged 3 SP:Iteration 26Q (39493.440000 sec): 3 clusters Score: Raw -5420089.044951 + Penalty 5165.672905 = -5414923.372046 nChanged 3 SP:Iteration 27Q (39493.540000 sec): 3 clusters Score: Raw -5420091.960644 + Penalty 5165.672905 = -5414926.287739 nChanged 5 SP:Iteration 28Q (39493.640000 sec): 3 clusters Score: Raw -5420094.973570 + Penalty 5165.672905 = -5414929.300665 nChanged 6 SP:Iteration 29Q (39493.740000 sec): 3 clusters Score: Raw -5420098.925919 + Penalty 5165.672905 = -5414933.253014 nChanged 4 SP:Iteration 30Q (39493.840000 sec): 3 clusters Score: Raw -5420103.301139 + Penalty 5165.672905 = -5414937.628234 nChanged 5 SP:Iteration 31Q (39493.940000 sec): 3 clusters Score: Raw -5420107.742454 + Penalty 5165.672905 = -5414942.069548 nChanged 5 SP:Iteration 32Q (39494.030000 sec): 3 clusters Score: Raw -5420114.390858 + Penalty 5165.672905 = -5414948.717953 nChanged 7 SP:Iteration 33Q (39494.130000 sec): 3 clusters Score: Raw -5420119.901621 + Penalty 5165.672905 = -5414954.228716 nChanged 5 SP:Iteration 34Q (39494.230000 sec): 3 clusters Score: Raw -5420126.051144 + Penalty 5165.672905 = -5414960.378239 nChanged 4 SP:Iteration 35Q (39494.320000 sec): 3 clusters Score: Raw -5420130.733024 + Penalty 5165.672905 = -5414965.060119 nChanged 4 SP:Iteration 36Q (39494.420000 sec): 3 clusters Score: Raw -5420133.275818 + Penalty 5165.672905 = -5414967.602913 nChanged 3 SP:Iteration 37Q (39494.520000 sec): 3 clusters Score: Raw -5420137.384958 + Penalty 5165.672905 = -5414971.712053 nChanged 3 SP:Iteration 38Q (39494.610000 sec): 3 clusters Score: Raw -5420139.977864 + Penalty 5165.672905 = -5414974.304959 nChanged 2 SP:Iteration 39Q (39494.710000 sec): 3 clusters Score: Raw -5420140.740001 + Penalty 5165.672905 = -5414975.067096 nChanged 0 SP:Iteration 40F (39494.840000 sec): 3 clusters Score: Raw -5420140.740001 + Penalty 5165.672905 = -5414975.067096 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 9 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39494.860000 sec): 2 clusters Score: Raw -83634.675250 + Penalty 1555.673498 = -82079.001753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39494.860000 sec): 3 clusters Score: Raw -83629.125393 + Penalty 3111.346995 = -80517.778398 nChanged 92 SP:Iteration 1F (39494.860000 sec): 3 clusters Score: Raw -83800.757345 + Penalty 3111.346995 = -80689.410350 nChanged 23 SP:Iteration 2Q (39494.860000 sec): 3 clusters Score: Raw -83845.675828 + Penalty 3111.346995 = -80734.328833 nChanged 12 SP:Iteration 3Q (39494.870000 sec): 3 clusters Score: Raw -83872.921007 + Penalty 3111.346995 = -80761.574012 nChanged 6 SP:Iteration 4Q (39494.870000 sec): 3 clusters Score: Raw -83881.591645 + Penalty 3111.346995 = -80770.244649 nChanged 3 SP:Iteration 5Q (39494.870000 sec): 3 clusters Score: Raw -83885.205816 + Penalty 3111.346995 = -80773.858821 nChanged 2 SP:Iteration 6Q (39494.870000 sec): 3 clusters Score: Raw -83890.385513 + Penalty 3111.346995 = -80779.038517 nChanged 0 SP:Iteration 7F (39494.880000 sec): 3 clusters Score: Raw -83890.385513 + Penalty 3111.346995 = -80779.038517 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 10 (3613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39494.890000 sec): 2 clusters Score: Raw -566870.122080 + Penalty 2031.688845 = -564838.433235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39494.910000 sec): 3 clusters Score: Raw -565238.568635 + Penalty 4063.377691 = -561175.190944 nChanged 1332 SP:Iteration 1F (39494.920000 sec): 3 clusters Score: Raw -566047.009213 + Penalty 4063.377691 = -561983.631523 nChanged 301 SP:Iteration 2F (39494.940000 sec): 3 clusters Score: Raw -566235.639873 + Penalty 4063.377691 = -562172.262182 nChanged 168 SP:Iteration 3Q (39494.950000 sec): 3 clusters Score: Raw -566328.939059 + Penalty 4063.377691 = -562265.561368 nChanged 124 SP:Iteration 4Q (39494.960000 sec): 3 clusters Score: Raw -566410.535613 + Penalty 4063.377691 = -562347.157923 nChanged 93 SP:Iteration 5Q (39494.980000 sec): 3 clusters Score: Raw -566457.572065 + Penalty 4063.377691 = -562394.194374 nChanged 68 SP:Iteration 6Q (39494.990000 sec): 3 clusters Score: Raw -566496.800829 + Penalty 4063.377691 = -562433.423139 nChanged 65 SP:Iteration 7Q (39495.010000 sec): 3 clusters Score: Raw -566532.970804 + Penalty 4063.377691 = -562469.593113 nChanged 55 SP:Iteration 8Q (39495.020000 sec): 3 clusters Score: Raw -566558.370108 + Penalty 4063.377691 = -562494.992417 nChanged 41 SP:Iteration 9Q (39495.040000 sec): 3 clusters Score: Raw -566574.714365 + Penalty 4063.377691 = -562511.336674 nChanged 24 SP:Iteration 10Q (39495.050000 sec): 3 clusters Score: Raw -566586.088028 + Penalty 4063.377691 = -562522.710338 nChanged 25 SP:Iteration 11Q (39495.060000 sec): 3 clusters Score: Raw -566594.582566 + Penalty 4063.377691 = -562531.204876 nChanged 12 SP:Iteration 12Q (39495.080000 sec): 3 clusters Score: Raw -566602.672725 + Penalty 4063.377691 = -562539.295034 nChanged 22 SP:Iteration 13Q (39495.090000 sec): 3 clusters Score: Raw -566612.118671 + Penalty 4063.377691 = -562548.740981 nChanged 16 SP:Iteration 14Q (39495.110000 sec): 3 clusters Score: Raw -566619.280645 + Penalty 4063.377691 = -562555.902955 nChanged 11 SP:Iteration 15Q (39495.120000 sec): 3 clusters Score: Raw -566624.402200 + Penalty 4063.377691 = -562561.024509 nChanged 11 SP:Iteration 16Q (39495.140000 sec): 3 clusters Score: Raw -566629.536639 + Penalty 4063.377691 = -562566.158948 nChanged 6 SP:Iteration 17Q (39495.150000 sec): 3 clusters Score: Raw -566631.548771 + Penalty 4063.377691 = -562568.171080 nChanged 5 SP:Iteration 18Q (39495.160000 sec): 3 clusters Score: Raw -566633.761028 + Penalty 4063.377691 = -562570.383338 nChanged 6 SP:Iteration 19Q (39495.180000 sec): 3 clusters Score: Raw -566635.268138 + Penalty 4063.377691 = -562571.890448 nChanged 1 SP:Iteration 20F (39495.190000 sec): 3 clusters Score: Raw -566635.470905 + Penalty 4063.377691 = -562572.093215 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 11 (106805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39495.580000 sec): 2 clusters Score: Raw -16330592.449925 + Penalty 2871.532485 = -16327720.917440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39496.020000 sec): 3 clusters Score: Raw -16261687.524601 + Penalty 5743.064970 = -16255944.459631 nChanged 50700 SP:Iteration 1F (39496.460000 sec): 3 clusters Score: Raw -16290944.007616 + Penalty 5743.064970 = -16285200.942646 nChanged 3913 SP:Iteration 2Q (39496.910000 sec): 3 clusters Score: Raw -16291990.188514 + Penalty 5743.064970 = -16286247.123544 nChanged 3931 SP:Iteration 3Q (39497.360000 sec): 3 clusters Score: Raw -16293163.993984 + Penalty 5743.064970 = -16287420.929013 nChanged 4299 SP:Iteration 4Q (39497.810000 sec): 3 clusters Score: Raw -16294701.770869 + Penalty 5743.064970 = -16288958.705898 nChanged 5018 SP:Iteration 5Q (39498.250000 sec): 3 clusters Score: Raw -16296994.141677 + Penalty 5743.064970 = -16291251.076707 nChanged 5903 SP:Iteration 6F (39498.690000 sec): 3 clusters Score: Raw -16300421.778280 + Penalty 5743.064970 = -16294678.713310 nChanged 6745 SP:Iteration 7F (39499.130000 sec): 3 clusters Score: Raw -16305192.055996 + Penalty 5743.064970 = -16299448.991026 nChanged 7349 SP:Iteration 8F (39499.560000 sec): 3 clusters Score: Raw -16311046.651707 + Penalty 5743.064970 = -16305303.586737 nChanged 7095 SP:Iteration 9F (39500.000000 sec): 3 clusters Score: Raw -16316846.104056 + Penalty 5743.064970 = -16311103.039085 nChanged 5827 SP:Iteration 10F (39500.440000 sec): 3 clusters Score: Raw -16321621.184234 + Penalty 5743.064970 = -16315878.119264 nChanged 4351 SP:Iteration 11Q (39500.840000 sec): 3 clusters Score: Raw -16325126.167020 + Penalty 5743.064970 = -16319383.102050 nChanged 2944 SP:Iteration 12Q (39501.230000 sec): 3 clusters Score: Raw -16327396.879296 + Penalty 5743.064970 = -16321653.814325 nChanged 1942 SP:Iteration 13Q (39501.590000 sec): 3 clusters Score: Raw -16328786.315530 + Penalty 5743.064970 = -16323043.250560 nChanged 1271 SP:Iteration 14Q (39501.940000 sec): 3 clusters Score: Raw -16329597.072720 + Penalty 5743.064970 = -16323854.007750 nChanged 885 SP:Iteration 15Q (39502.280000 sec): 3 clusters Score: Raw -16330116.887852 + Penalty 5743.064970 = -16324373.822882 nChanged 594 SP:Iteration 16Q (39502.600000 sec): 3 clusters Score: Raw -16330438.048085 + Penalty 5743.064970 = -16324694.983115 nChanged 410 SP:Iteration 17Q (39502.930000 sec): 3 clusters Score: Raw -16330648.707856 + Penalty 5743.064970 = -16324905.642885 nChanged 320 SP:Iteration 18Q (39503.240000 sec): 3 clusters Score: Raw -16330798.421415 + Penalty 5743.064970 = -16325055.356444 nChanged 212 SP:Iteration 19Q (39503.570000 sec): 3 clusters Score: Raw -16330891.304428 + Penalty 5743.064970 = -16325148.239457 nChanged 162 SP:Iteration 20F (39504.010000 sec): 3 clusters Score: Raw -16330957.563143 + Penalty 5743.064970 = -16325214.498173 nChanged 117 SP:Iteration 21Q (39504.320000 sec): 3 clusters Score: Raw -16331004.739456 + Penalty 5743.064970 = -16325261.674486 nChanged 88 SP:Iteration 22Q (39504.630000 sec): 3 clusters Score: Raw -16331038.459774 + Penalty 5743.064970 = -16325295.394804 nChanged 65 SP:Iteration 23Q (39504.940000 sec): 3 clusters Score: Raw -16331062.869016 + Penalty 5743.064970 = -16325319.804045 nChanged 61 SP:Iteration 24Q (39505.250000 sec): 3 clusters Score: Raw -16331088.367056 + Penalty 5743.064970 = -16325345.302085 nChanged 51 SP:Iteration 25Q (39505.580000 sec): 3 clusters Score: Raw -16331107.794870 + Penalty 5743.064970 = -16325364.729899 nChanged 48 SP:Iteration 26Q (39505.890000 sec): 3 clusters Score: Raw -16331125.678118 + Penalty 5743.064970 = -16325382.613147 nChanged 46 SP:Iteration 27Q (39506.200000 sec): 3 clusters Score: Raw -16331141.651329 + Penalty 5743.064970 = -16325398.586359 nChanged 34 SP:Iteration 28Q (39506.510000 sec): 3 clusters Score: Raw -16331153.016658 + Penalty 5743.064970 = -16325409.951687 nChanged 23 SP:Iteration 29Q (39506.810000 sec): 3 clusters Score: Raw -16331161.749876 + Penalty 5743.064970 = -16325418.684906 nChanged 20 SP:Iteration 30Q (39507.120000 sec): 3 clusters Score: Raw -16331170.822550 + Penalty 5743.064970 = -16325427.757580 nChanged 15 SP:Iteration 31Q (39507.430000 sec): 3 clusters Score: Raw -16331176.203207 + Penalty 5743.064970 = -16325433.138237 nChanged 15 SP:Iteration 32Q (39507.730000 sec): 3 clusters Score: Raw -16331182.613895 + Penalty 5743.064970 = -16325439.548925 nChanged 19 SP:Iteration 33Q (39508.040000 sec): 3 clusters Score: Raw -16331188.912322 + Penalty 5743.064970 = -16325445.847351 nChanged 12 SP:Iteration 34Q (39508.350000 sec): 3 clusters Score: Raw -16331192.773918 + Penalty 5743.064970 = -16325449.708948 nChanged 11 SP:Iteration 35Q (39508.650000 sec): 3 clusters Score: Raw -16331195.898263 + Penalty 5743.064970 = -16325452.833292 nChanged 5 SP:Iteration 36Q (39508.960000 sec): 3 clusters Score: Raw -16331197.750534 + Penalty 5743.064970 = -16325454.685564 nChanged 6 SP:Iteration 37Q (39509.270000 sec): 3 clusters Score: Raw -16331199.540483 + Penalty 5743.064970 = -16325456.475513 nChanged 3 SP:Iteration 38Q (39509.570000 sec): 3 clusters Score: Raw -16331200.324421 + Penalty 5743.064970 = -16325457.259451 nChanged 1 SP:Iteration 39Q (39509.880000 sec): 3 clusters Score: Raw -16331200.451931 + Penalty 5743.064970 = -16325457.386961 nChanged 0 SP:Iteration 40F (39510.310000 sec): 3 clusters Score: Raw -16331200.451931 + Penalty 5743.064970 = -16325457.386961 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 12 (1370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39510.350000 sec): 2 clusters Score: Raw -209421.345688 + Penalty 1791.196373 = -207630.149315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39510.360000 sec): 3 clusters Score: Raw -209054.895323 + Penalty 3582.392745 = -205472.502578 nChanged 384 SP:Iteration 1F (39510.370000 sec): 3 clusters Score: Raw -209427.766293 + Penalty 3582.392745 = -205845.373548 nChanged 92 SP:Iteration 2F (39510.370000 sec): 3 clusters Score: Raw -209545.788720 + Penalty 3582.392745 = -205963.395975 nChanged 54 SP:Iteration 3Q (39510.380000 sec): 3 clusters Score: Raw -209608.006083 + Penalty 3582.392745 = -206025.613338 nChanged 36 SP:Iteration 4Q (39510.380000 sec): 3 clusters Score: Raw -209653.668566 + Penalty 3582.392745 = -206071.275821 nChanged 32 SP:Iteration 5Q (39510.390000 sec): 3 clusters Score: Raw -209711.065403 + Penalty 3582.392745 = -206128.672657 nChanged 24 SP:Iteration 6Q (39510.390000 sec): 3 clusters Score: Raw -209742.733234 + Penalty 3582.392745 = -206160.340488 nChanged 28 SP:Iteration 7Q (39510.400000 sec): 3 clusters Score: Raw -209771.192974 + Penalty 3582.392745 = -206188.800228 nChanged 19 SP:Iteration 8Q (39510.400000 sec): 3 clusters Score: Raw -209788.289275 + Penalty 3582.392745 = -206205.896529 nChanged 11 SP:Iteration 9Q (39510.410000 sec): 3 clusters Score: Raw -209799.059823 + Penalty 3582.392745 = -206216.667077 nChanged 9 SP:Iteration 10Q (39510.410000 sec): 3 clusters Score: Raw -209806.265467 + Penalty 3582.392745 = -206223.872721 nChanged 4 SP:Iteration 11Q (39510.420000 sec): 3 clusters Score: Raw -209809.710932 + Penalty 3582.392745 = -206227.318187 nChanged 7 SP:Iteration 12Q (39510.430000 sec): 3 clusters Score: Raw -209817.539590 + Penalty 3582.392745 = -206235.146845 nChanged 10 SP:Iteration 13Q (39510.430000 sec): 3 clusters Score: Raw -209824.555795 + Penalty 3582.392745 = -206242.163050 nChanged 4 SP:Iteration 14Q (39510.430000 sec): 3 clusters Score: Raw -209828.554018 + Penalty 3582.392745 = -206246.161273 nChanged 2 SP:Iteration 15Q (39510.440000 sec): 3 clusters Score: Raw -209829.134156 + Penalty 3582.392745 = -206246.741411 nChanged 0 SP:Iteration 16F (39510.450000 sec): 3 clusters Score: Raw -209829.134156 + Penalty 3582.392745 = -206246.741411 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 13 (39423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39510.590000 sec): 2 clusters Score: Raw -6390788.877251 + Penalty 2624.361961 = -6388164.515290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39510.750000 sec): 3 clusters Score: Raw -6366950.296981 + Penalty 5248.723922 = -6361701.573059 nChanged 17832 SP:Iteration 1F (39510.910000 sec): 3 clusters Score: Raw -6376698.283487 + Penalty 5248.723922 = -6371449.559566 nChanged 1687 SP:Iteration 2Q (39511.070000 sec): 3 clusters Score: Raw -6377162.067565 + Penalty 5248.723922 = -6371913.343643 nChanged 1518 SP:Iteration 3Q (39511.230000 sec): 3 clusters Score: Raw -6377609.488952 + Penalty 5248.723922 = -6372360.765030 nChanged 1509 SP:Iteration 4Q (39511.390000 sec): 3 clusters Score: Raw -6378106.907865 + Penalty 5248.723922 = -6372858.183943 nChanged 1594 SP:Iteration 5Q (39511.550000 sec): 3 clusters Score: Raw -6378719.867592 + Penalty 5248.723922 = -6373471.143670 nChanged 1766 SP:Iteration 6Q (39511.700000 sec): 3 clusters Score: Raw -6379525.443446 + Penalty 5248.723922 = -6374276.719524 nChanged 1984 SP:Iteration 7F (39511.860000 sec): 3 clusters Score: Raw -6380581.728170 + Penalty 5248.723922 = -6375333.004248 nChanged 2251 SP:Iteration 8F (39512.010000 sec): 3 clusters Score: Raw -6382015.254994 + Penalty 5248.723922 = -6376766.531072 nChanged 2419 SP:Iteration 9F (39512.170000 sec): 3 clusters Score: Raw -6383830.303004 + Penalty 5248.723922 = -6378581.579082 nChanged 2364 SP:Iteration 10F (39512.330000 sec): 3 clusters Score: Raw -6385714.873954 + Penalty 5248.723922 = -6380466.150032 nChanged 1961 SP:Iteration 11Q (39512.490000 sec): 3 clusters Score: Raw -6387328.631949 + Penalty 5248.723922 = -6382079.908027 nChanged 1493 SP:Iteration 12Q (39512.640000 sec): 3 clusters Score: Raw -6388506.195371 + Penalty 5248.723922 = -6383257.471449 nChanged 1075 SP:Iteration 13Q (39512.780000 sec): 3 clusters Score: Raw -6389234.646720 + Penalty 5248.723922 = -6383985.922799 nChanged 745 SP:Iteration 14Q (39512.920000 sec): 3 clusters Score: Raw -6389705.413176 + Penalty 5248.723922 = -6384456.689254 nChanged 572 SP:Iteration 15Q (39513.050000 sec): 3 clusters Score: Raw -6390023.300756 + Penalty 5248.723922 = -6384774.576834 nChanged 466 SP:Iteration 16Q (39513.180000 sec): 3 clusters Score: Raw -6390267.805860 + Penalty 5248.723922 = -6385019.081938 nChanged 387 SP:Iteration 17Q (39513.310000 sec): 3 clusters Score: Raw -6390460.203830 + Penalty 5248.723922 = -6385211.479908 nChanged 333 SP:Iteration 18Q (39513.430000 sec): 3 clusters Score: Raw -6390629.002237 + Penalty 5248.723922 = -6385380.278315 nChanged 284 SP:Iteration 19Q (39513.560000 sec): 3 clusters Score: Raw -6390768.087130 + Penalty 5248.723922 = -6385519.363208 nChanged 220 SP:Iteration 20F (39513.710000 sec): 3 clusters Score: Raw -6390874.948627 + Penalty 5248.723922 = -6385626.224705 nChanged 176 SP:Iteration 21Q (39513.830000 sec): 3 clusters Score: Raw -6390957.728118 + Penalty 5248.723922 = -6385709.004196 nChanged 140 SP:Iteration 22Q (39513.950000 sec): 3 clusters Score: Raw -6391013.897938 + Penalty 5248.723922 = -6385765.174016 nChanged 102 SP:Iteration 23Q (39514.070000 sec): 3 clusters Score: Raw -6391053.031946 + Penalty 5248.723922 = -6385804.308024 nChanged 80 SP:Iteration 24Q (39514.190000 sec): 3 clusters Score: Raw -6391087.736138 + Penalty 5248.723922 = -6385839.012216 nChanged 70 SP:Iteration 25Q (39514.310000 sec): 3 clusters Score: Raw -6391123.880212 + Penalty 5248.723922 = -6385875.156290 nChanged 62 SP:Iteration 26Q (39514.420000 sec): 3 clusters Score: Raw -6391152.930638 + Penalty 5248.723922 = -6385904.206716 nChanged 45 SP:Iteration 27Q (39514.540000 sec): 3 clusters Score: Raw -6391173.026608 + Penalty 5248.723922 = -6385924.302686 nChanged 37 SP:Iteration 28Q (39514.650000 sec): 3 clusters Score: Raw -6391187.304836 + Penalty 5248.723922 = -6385938.580914 nChanged 26 SP:Iteration 29Q (39514.770000 sec): 3 clusters Score: Raw -6391197.288855 + Penalty 5248.723922 = -6385948.564933 nChanged 25 SP:Iteration 30Q (39514.880000 sec): 3 clusters Score: Raw -6391207.588140 + Penalty 5248.723922 = -6385958.864218 nChanged 27 SP:Iteration 31Q (39514.990000 sec): 3 clusters Score: Raw -6391217.648490 + Penalty 5248.723922 = -6385968.924568 nChanged 24 SP:Iteration 32Q (39515.110000 sec): 3 clusters Score: Raw -6391226.835406 + Penalty 5248.723922 = -6385978.111484 nChanged 21 SP:Iteration 33Q (39515.230000 sec): 3 clusters Score: Raw -6391233.817200 + Penalty 5248.723922 = -6385985.093278 nChanged 18 SP:Iteration 34Q (39515.340000 sec): 3 clusters Score: Raw -6391240.570007 + Penalty 5248.723922 = -6385991.846085 nChanged 14 SP:Iteration 35Q (39515.450000 sec): 3 clusters Score: Raw -6391244.291153 + Penalty 5248.723922 = -6385995.567232 nChanged 14 SP:Iteration 36Q (39515.570000 sec): 3 clusters Score: Raw -6391249.846650 + Penalty 5248.723922 = -6386001.122728 nChanged 15 SP:Iteration 37Q (39515.680000 sec): 3 clusters Score: Raw -6391257.044292 + Penalty 5248.723922 = -6386008.320370 nChanged 16 SP:Iteration 38Q (39515.790000 sec): 3 clusters Score: Raw -6391264.692042 + Penalty 5248.723922 = -6386015.968120 nChanged 14 SP:Iteration 39Q (39515.910000 sec): 3 clusters Score: Raw -6391270.950439 + Penalty 5248.723922 = -6386022.226517 nChanged 11 SP:Iteration 40F (39516.060000 sec): 3 clusters Score: Raw -6391276.684219 + Penalty 5248.723922 = -6386027.960297 nChanged 13 SP:Iteration 41Q (39516.170000 sec): 3 clusters Score: Raw -6391282.995227 + Penalty 5248.723922 = -6386034.271305 nChanged 12 SP:Iteration 42Q (39516.290000 sec): 3 clusters Score: Raw -6391289.102992 + Penalty 5248.723922 = -6386040.379070 nChanged 14 SP:Iteration 43Q (39516.400000 sec): 3 clusters Score: Raw -6391294.279369 + Penalty 5248.723922 = -6386045.555447 nChanged 4 SP:Iteration 44Q (39516.510000 sec): 3 clusters Score: Raw -6391295.292075 + Penalty 5248.723922 = -6386046.568153 nChanged 1 SP:Iteration 45Q (39516.630000 sec): 3 clusters Score: Raw -6391295.428417 + Penalty 5248.723922 = -6386046.704495 nChanged 0 SP:Iteration 46F (39516.780000 sec): 3 clusters Score: Raw -6391295.428417 + Penalty 5248.723922 = -6386046.704495 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 14 (309484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39517.870000 sec): 2 clusters Score: Raw -49437747.914342 + Penalty 3135.380095 = -49434612.534247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39519.140000 sec): 3 clusters Score: Raw -49232461.164401 + Penalty 6270.760190 = -49226190.404211 nChanged 150279 SP:Iteration 1F (39520.400000 sec): 3 clusters Score: Raw -49321663.251301 + Penalty 6270.760190 = -49315392.491111 nChanged 8730 SP:Iteration 2Q (39521.680000 sec): 3 clusters Score: Raw -49323657.820048 + Penalty 6270.760190 = -49317387.059858 nChanged 9933 SP:Iteration 3Q (39522.970000 sec): 3 clusters Score: Raw -49326566.068125 + Penalty 6270.760190 = -49320295.307935 nChanged 12204 SP:Iteration 4Q (39524.250000 sec): 3 clusters Score: Raw -49331290.473109 + Penalty 6270.760190 = -49325019.712919 nChanged 15278 SP:Iteration 5Q (39525.520000 sec): 3 clusters Score: Raw -49338886.059403 + Penalty 6270.760190 = -49332615.299213 nChanged 18650 SP:Iteration 6F (39526.790000 sec): 3 clusters Score: Raw -49349937.433422 + Penalty 6270.760190 = -49343666.673231 nChanged 21007 SP:Iteration 7F (39528.050000 sec): 3 clusters Score: Raw -49363819.984165 + Penalty 6270.760190 = -49357549.223975 nChanged 20984 SP:Iteration 8F (39529.300000 sec): 3 clusters Score: Raw -49378770.464393 + Penalty 6270.760190 = -49372499.704203 nChanged 18909 SP:Iteration 9F (39530.550000 sec): 3 clusters Score: Raw -49393443.958405 + Penalty 6270.760190 = -49387173.198215 nChanged 15334 SP:Iteration 10Q (39531.810000 sec): 3 clusters Score: Raw -49406107.065655 + Penalty 6270.760190 = -49399836.305465 nChanged 11294 SP:Iteration 11Q (39533.030000 sec): 3 clusters Score: Raw -49414666.289500 + Penalty 6270.760190 = -49408395.529310 nChanged 8242 SP:Iteration 12Q (39534.200000 sec): 3 clusters Score: Raw -49420256.565330 + Penalty 6270.760190 = -49413985.805140 nChanged 6130 SP:Iteration 13Q (39535.360000 sec): 3 clusters Score: Raw -49424276.461910 + Penalty 6270.760190 = -49418005.701720 nChanged 5038 SP:Iteration 14Q (39536.470000 sec): 3 clusters Score: Raw -49427547.304415 + Penalty 6270.760190 = -49421276.544225 nChanged 4230 SP:Iteration 15Q (39537.550000 sec): 3 clusters Score: Raw -49430282.073833 + Penalty 6270.760190 = -49424011.313643 nChanged 3614 SP:Iteration 16Q (39538.620000 sec): 3 clusters Score: Raw -49432500.176297 + Penalty 6270.760190 = -49426229.416107 nChanged 3055 SP:Iteration 17Q (39539.660000 sec): 3 clusters Score: Raw -49434245.439747 + Penalty 6270.760190 = -49427974.679557 nChanged 2530 SP:Iteration 18Q (39540.680000 sec): 3 clusters Score: Raw -49435528.127993 + Penalty 6270.760190 = -49429257.367803 nChanged 2143 SP:Iteration 19Q (39541.700000 sec): 3 clusters Score: Raw -49436477.440305 + Penalty 6270.760190 = -49430206.680115 nChanged 1855 SP:Iteration 20F (39542.940000 sec): 3 clusters Score: Raw -49437213.797624 + Penalty 6270.760190 = -49430943.037434 nChanged 1529 SP:Iteration 21Q (39543.940000 sec): 3 clusters Score: Raw -49437766.845981 + Penalty 6270.760190 = -49431496.085791 nChanged 1393 SP:Iteration 22Q (39544.930000 sec): 3 clusters Score: Raw -49438201.015916 + Penalty 6270.760190 = -49431930.255726 nChanged 1204 SP:Iteration 23Q (39545.920000 sec): 3 clusters Score: Raw -49438506.239635 + Penalty 6270.760190 = -49432235.479445 nChanged 995 SP:Iteration 24Q (39546.890000 sec): 3 clusters Score: Raw -49438711.392135 + Penalty 6270.760190 = -49432440.631945 nChanged 794 SP:Iteration 25Q (39547.870000 sec): 3 clusters Score: Raw -49438851.296261 + Penalty 6270.760190 = -49432580.536071 nChanged 778 SP:Iteration 26Q (39548.840000 sec): 3 clusters Score: Raw -49438974.506453 + Penalty 6270.760190 = -49432703.746263 nChanged 669 SP:Iteration 27Q (39549.800000 sec): 3 clusters Score: Raw -49439067.471765 + Penalty 6270.760190 = -49432796.711575 nChanged 574 SP:Iteration 28Q (39550.760000 sec): 3 clusters Score: Raw -49439140.254827 + Penalty 6270.760190 = -49432869.494637 nChanged 521 SP:Iteration 29Q (39551.720000 sec): 3 clusters Score: Raw -49439200.861342 + Penalty 6270.760190 = -49432930.101152 nChanged 459 SP:Iteration 30Q (39552.680000 sec): 3 clusters Score: Raw -49439248.783974 + Penalty 6270.760190 = -49432978.023784 nChanged 410 SP:Iteration 31Q (39553.650000 sec): 3 clusters Score: Raw -49439288.946679 + Penalty 6270.760190 = -49433018.186489 nChanged 408 SP:Iteration 32Q (39554.610000 sec): 3 clusters Score: Raw -49439329.185358 + Penalty 6270.760190 = -49433058.425167 nChanged 370 SP:Iteration 33Q (39555.560000 sec): 3 clusters Score: Raw -49439364.520075 + Penalty 6270.760190 = -49433093.759885 nChanged 344 SP:Iteration 34Q (39556.520000 sec): 3 clusters Score: Raw -49439395.389855 + Penalty 6270.760190 = -49433124.629665 nChanged 332 SP:Iteration 35Q (39557.480000 sec): 3 clusters Score: Raw -49439424.910424 + Penalty 6270.760190 = -49433154.150234 nChanged 350 SP:Iteration 36Q (39558.430000 sec): 3 clusters Score: Raw -49439454.118993 + Penalty 6270.760190 = -49433183.358803 nChanged 315 SP:Iteration 37Q (39559.380000 sec): 3 clusters Score: Raw -49439478.523492 + Penalty 6270.760190 = -49433207.763302 nChanged 306 SP:Iteration 38Q (39560.340000 sec): 3 clusters Score: Raw -49439500.652678 + Penalty 6270.760190 = -49433229.892488 nChanged 288 SP:Iteration 39Q (39561.290000 sec): 3 clusters Score: Raw -49439520.169618 + Penalty 6270.760190 = -49433249.409428 nChanged 259 SP:Iteration 40F (39562.540000 sec): 3 clusters Score: Raw -49439536.544294 + Penalty 6270.760190 = -49433265.784104 nChanged 241 SP:Iteration 41Q (39563.490000 sec): 3 clusters Score: Raw -49439551.990023 + Penalty 6270.760190 = -49433281.229833 nChanged 214 SP:Iteration 42Q (39564.430000 sec): 3 clusters Score: Raw -49439564.145237 + Penalty 6270.760190 = -49433293.385047 nChanged 222 SP:Iteration 43Q (39565.380000 sec): 3 clusters Score: Raw -49439575.348101 + Penalty 6270.760190 = -49433304.587911 nChanged 174 SP:Iteration 44Q (39566.350000 sec): 3 clusters Score: Raw -49439584.122432 + Penalty 6270.760190 = -49433313.362242 nChanged 186 SP:Iteration 45Q (39567.300000 sec): 3 clusters Score: Raw -49439593.436746 + Penalty 6270.760190 = -49433322.676556 nChanged 167 SP:Iteration 46Q (39568.240000 sec): 3 clusters Score: Raw -49439601.949515 + Penalty 6270.760190 = -49433331.189325 nChanged 184 SP:Iteration 47Q (39569.180000 sec): 3 clusters Score: Raw -49439612.554448 + Penalty 6270.760190 = -49433341.794258 nChanged 203 SP:Iteration 48Q (39570.120000 sec): 3 clusters Score: Raw -49439623.325358 + Penalty 6270.760190 = -49433352.565168 nChanged 173 SP:Iteration 49Q (39571.070000 sec): 3 clusters Score: Raw -49439631.680786 + Penalty 6270.760190 = -49433360.920596 nChanged 144 SP:Iteration 50Q (39572.020000 sec): 3 clusters Score: Raw -49439638.490589 + Penalty 6270.760190 = -49433367.730399 nChanged 139 SP:Iteration 51Q (39572.970000 sec): 3 clusters Score: Raw -49439644.744164 + Penalty 6270.760190 = -49433373.983974 nChanged 128 SP:Iteration 52Q (39573.910000 sec): 3 clusters Score: Raw -49439651.119656 + Penalty 6270.760190 = -49433380.359466 nChanged 129 SP:Iteration 53Q (39574.860000 sec): 3 clusters Score: Raw -49439656.667664 + Penalty 6270.760190 = -49433385.907474 nChanged 105 SP:Iteration 54Q (39575.800000 sec): 3 clusters Score: Raw -49439660.863627 + Penalty 6270.760190 = -49433390.103437 nChanged 99 SP:Iteration 55Q (39576.740000 sec): 3 clusters Score: Raw -49439665.242766 + Penalty 6270.760190 = -49433394.482576 nChanged 95 SP:Iteration 56Q (39577.670000 sec): 3 clusters Score: Raw -49439669.002932 + Penalty 6270.760190 = -49433398.242742 nChanged 99 SP:Iteration 57Q (39578.600000 sec): 3 clusters Score: Raw -49439673.678204 + Penalty 6270.760190 = -49433402.918014 nChanged 88 SP:Iteration 58Q (39579.530000 sec): 3 clusters Score: Raw -49439677.117393 + Penalty 6270.760190 = -49433406.357203 nChanged 82 SP:Iteration 59Q (39580.470000 sec): 3 clusters Score: Raw -49439680.506463 + Penalty 6270.760190 = -49433409.746273 nChanged 84 SP:Iteration 60F (39581.720000 sec): 3 clusters Score: Raw -49439683.464537 + Penalty 6270.760190 = -49433412.704347 nChanged 74 SP:Iteration 61Q (39582.660000 sec): 3 clusters Score: Raw -49439686.372656 + Penalty 6270.760190 = -49433415.612466 nChanged 93 SP:Iteration 62Q (39583.600000 sec): 3 clusters Score: Raw -49439690.435558 + Penalty 6270.760190 = -49433419.675368 nChanged 90 SP:Iteration 63Q (39584.550000 sec): 3 clusters Score: Raw -49439694.054688 + Penalty 6270.760190 = -49433423.294498 nChanged 85 SP:Iteration 64Q (39585.490000 sec): 3 clusters Score: Raw -49439697.403992 + Penalty 6270.760190 = -49433426.643801 nChanged 75 SP:Iteration 65Q (39586.430000 sec): 3 clusters Score: Raw -49439699.865511 + Penalty 6270.760190 = -49433429.105321 nChanged 54 SP:Iteration 66Q (39587.360000 sec): 3 clusters Score: Raw -49439701.437772 + Penalty 6270.760190 = -49433430.677582 nChanged 48 SP:Iteration 67Q (39588.310000 sec): 3 clusters Score: Raw -49439702.838491 + Penalty 6270.760190 = -49433432.078301 nChanged 40 SP:Iteration 68Q (39589.250000 sec): 3 clusters Score: Raw -49439703.949345 + Penalty 6270.760190 = -49433433.189155 nChanged 38 SP:Iteration 69Q (39590.190000 sec): 3 clusters Score: Raw -49439704.816514 + Penalty 6270.760190 = -49433434.056324 nChanged 26 SP:Iteration 70Q (39591.130000 sec): 3 clusters Score: Raw -49439705.445001 + Penalty 6270.760190 = -49433434.684811 nChanged 34 SP:Iteration 71Q (39592.100000 sec): 3 clusters Score: Raw -49439706.220300 + Penalty 6270.760190 = -49433435.460110 nChanged 29 SP:Iteration 72Q (39593.030000 sec): 3 clusters Score: Raw -49439706.953281 + Penalty 6270.760190 = -49433436.193091 nChanged 31 SP:Iteration 73Q (39593.970000 sec): 3 clusters Score: Raw -49439707.690289 + Penalty 6270.760190 = -49433436.930099 nChanged 37 SP:Iteration 74Q (39594.900000 sec): 3 clusters Score: Raw -49439708.772473 + Penalty 6270.760190 = -49433438.012283 nChanged 34 SP:Iteration 75Q (39595.830000 sec): 3 clusters Score: Raw -49439709.615404 + Penalty 6270.760190 = -49433438.855214 nChanged 26 SP:Iteration 76Q (39596.770000 sec): 3 clusters Score: Raw -49439710.387552 + Penalty 6270.760190 = -49433439.627362 nChanged 27 SP:Iteration 77Q (39597.710000 sec): 3 clusters Score: Raw -49439711.205942 + Penalty 6270.760190 = -49433440.445752 nChanged 27 SP:Iteration 78Q (39598.640000 sec): 3 clusters Score: Raw -49439711.919983 + Penalty 6270.760190 = -49433441.159793 nChanged 29 SP:Iteration 79Q (39599.580000 sec): 3 clusters Score: Raw -49439712.584184 + Penalty 6270.760190 = -49433441.823994 nChanged 28 SP:Iteration 80F (39600.820000 sec): 3 clusters Score: Raw -49439713.450678 + Penalty 6270.760190 = -49433442.690488 nChanged 34 SP:Iteration 81Q (39601.760000 sec): 3 clusters Score: Raw -49439714.295908 + Penalty 6270.760190 = -49433443.535718 nChanged 30 SP:Iteration 82Q (39602.690000 sec): 3 clusters Score: Raw -49439715.102460 + Penalty 6270.760190 = -49433444.342269 nChanged 24 SP:Iteration 83Q (39603.630000 sec): 3 clusters Score: Raw -49439715.764561 + Penalty 6270.760190 = -49433445.004371 nChanged 23 SP:Iteration 84Q (39604.560000 sec): 3 clusters Score: Raw -49439716.324392 + Penalty 6270.760190 = -49433445.564202 nChanged 17 SP:Iteration 85Q (39605.490000 sec): 3 clusters Score: Raw -49439716.781161 + Penalty 6270.760190 = -49433446.020971 nChanged 21 SP:Iteration 86Q (39606.430000 sec): 3 clusters Score: Raw -49439717.264290 + Penalty 6270.760190 = -49433446.504100 nChanged 12 SP:Iteration 87Q (39607.360000 sec): 3 clusters Score: Raw -49439717.553459 + Penalty 6270.760190 = -49433446.793269 nChanged 13 SP:Iteration 88Q (39608.290000 sec): 3 clusters Score: Raw -49439717.914772 + Penalty 6270.760190 = -49433447.154582 nChanged 14 SP:Iteration 89Q (39609.220000 sec): 3 clusters Score: Raw -49439718.327732 + Penalty 6270.760190 = -49433447.567542 nChanged 20 SP:Iteration 90Q (39610.150000 sec): 3 clusters Score: Raw -49439718.825258 + Penalty 6270.760190 = -49433448.065067 nChanged 22 SP:Iteration 91Q (39611.090000 sec): 3 clusters Score: Raw -49439719.362337 + Penalty 6270.760190 = -49433448.602147 nChanged 14 SP:Iteration 92Q (39612.020000 sec): 3 clusters Score: Raw -49439719.747605 + Penalty 6270.760190 = -49433448.987415 nChanged 16 SP:Iteration 93Q (39612.950000 sec): 3 clusters Score: Raw -49439720.139099 + Penalty 6270.760190 = -49433449.378909 nChanged 15 SP:Iteration 94Q (39613.890000 sec): 3 clusters Score: Raw -49439720.495452 + Penalty 6270.760190 = -49433449.735262 nChanged 8 SP:Iteration 95Q (39614.820000 sec): 3 clusters Score: Raw -49439720.605678 + Penalty 6270.760190 = -49433449.845488 nChanged 5 SP:Iteration 96Q (39615.750000 sec): 3 clusters Score: Raw -49439720.736265 + Penalty 6270.760190 = -49433449.976075 nChanged 5 SP:Iteration 97Q (39616.680000 sec): 3 clusters Score: Raw -49439720.843979 + Penalty 6270.760190 = -49433450.083789 nChanged 3 SP:Iteration 98Q (39617.620000 sec): 3 clusters Score: Raw -49439720.943064 + Penalty 6270.760190 = -49433450.182874 nChanged 3 SP:Iteration 99Q (39618.550000 sec): 3 clusters Score: Raw -49439720.987150 + Penalty 6270.760190 = -49433450.226960 nChanged 3 SP:Iteration 100F (39619.820000 sec): 3 clusters Score: Raw -49439721.035926 + Penalty 6270.760190 = -49433450.275736 nChanged 3 SP:Iteration 101Q (39620.750000 sec): 3 clusters Score: Raw -49439721.128946 + Penalty 6270.760190 = -49433450.368756 nChanged 4 SP:Iteration 102Q (39621.690000 sec): 3 clusters Score: Raw -49439721.240555 + Penalty 6270.760190 = -49433450.480365 nChanged 5 SP:Iteration 103Q (39622.620000 sec): 3 clusters Score: Raw -49439721.345730 + Penalty 6270.760190 = -49433450.585540 nChanged 5 SP:Iteration 104Q (39623.550000 sec): 3 clusters Score: Raw -49439721.436556 + Penalty 6270.760190 = -49433450.676366 nChanged 3 SP:Iteration 105Q (39624.490000 sec): 3 clusters Score: Raw -49439721.497163 + Penalty 6270.760190 = -49433450.736973 nChanged 4 SP:Iteration 106Q (39625.440000 sec): 3 clusters Score: Raw -49439721.586309 + Penalty 6270.760190 = -49433450.826119 nChanged 3 SP:Iteration 107Q (39626.380000 sec): 3 clusters Score: Raw -49439721.633900 + Penalty 6270.760190 = -49433450.873710 nChanged 6 SP:Iteration 108Q (39627.320000 sec): 3 clusters Score: Raw -49439721.749580 + Penalty 6270.760190 = -49433450.989390 nChanged 2 SP:Iteration 109Q (39628.260000 sec): 3 clusters Score: Raw -49439721.785644 + Penalty 6270.760190 = -49433451.025454 nChanged 1 SP:Iteration 110Q (39629.210000 sec): 3 clusters Score: Raw -49439721.801829 + Penalty 6270.760190 = -49433451.041639 nChanged 2 SP:Iteration 111Q (39630.150000 sec): 3 clusters Score: Raw -49439721.822029 + Penalty 6270.760190 = -49433451.061839 nChanged 0 SP:Iteration 112F (39631.390000 sec): 3 clusters Score: Raw -49439721.822029 + Penalty 6270.760190 = -49433451.061839 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 15 (3356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39631.520000 sec): 2 clusters Score: Raw -551466.211327 + Penalty 2013.389257 = -549452.822070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39631.530000 sec): 3 clusters Score: Raw -550005.243408 + Penalty 4026.778514 = -545978.464894 nChanged 1203 SP:Iteration 1F (39631.540000 sec): 3 clusters Score: Raw -550715.443415 + Penalty 4026.778514 = -546688.664902 nChanged 215 SP:Iteration 2F (39631.560000 sec): 3 clusters Score: Raw -550853.691629 + Penalty 4026.778514 = -546826.913115 nChanged 147 SP:Iteration 3Q (39631.570000 sec): 3 clusters Score: Raw -550947.368707 + Penalty 4026.778514 = -546920.590193 nChanged 112 SP:Iteration 4Q (39631.590000 sec): 3 clusters Score: Raw -551015.306835 + Penalty 4026.778514 = -546988.528322 nChanged 87 SP:Iteration 5Q (39631.600000 sec): 3 clusters Score: Raw -551060.405698 + Penalty 4026.778514 = -547033.627185 nChanged 55 SP:Iteration 6Q (39631.610000 sec): 3 clusters Score: Raw -551086.371815 + Penalty 4026.778514 = -547059.593302 nChanged 40 SP:Iteration 7Q (39631.630000 sec): 3 clusters Score: Raw -551102.280680 + Penalty 4026.778514 = -547075.502167 nChanged 34 SP:Iteration 8Q (39631.640000 sec): 3 clusters Score: Raw -551116.595338 + Penalty 4026.778514 = -547089.816825 nChanged 23 SP:Iteration 9Q (39631.650000 sec): 3 clusters Score: Raw -551125.536443 + Penalty 4026.778514 = -547098.757930 nChanged 17 SP:Iteration 10Q (39631.670000 sec): 3 clusters Score: Raw -551131.645312 + Penalty 4026.778514 = -547104.866799 nChanged 14 SP:Iteration 11Q (39631.680000 sec): 3 clusters Score: Raw -551137.202022 + Penalty 4026.778514 = -547110.423508 nChanged 15 SP:Iteration 12Q (39631.690000 sec): 3 clusters Score: Raw -551143.566732 + Penalty 4026.778514 = -547116.788218 nChanged 14 SP:Iteration 13Q (39631.710000 sec): 3 clusters Score: Raw -551149.386046 + Penalty 4026.778514 = -547122.607532 nChanged 11 SP:Iteration 14Q (39631.720000 sec): 3 clusters Score: Raw -551153.236044 + Penalty 4026.778514 = -547126.457530 nChanged 11 SP:Iteration 15Q (39631.730000 sec): 3 clusters Score: Raw -551157.983083 + Penalty 4026.778514 = -547131.204569 nChanged 12 SP:Iteration 16Q (39631.750000 sec): 3 clusters Score: Raw -551162.970250 + Penalty 4026.778514 = -547136.191736 nChanged 11 SP:Iteration 17Q (39631.760000 sec): 3 clusters Score: Raw -551167.834673 + Penalty 4026.778514 = -547141.056160 nChanged 12 SP:Iteration 18Q (39631.770000 sec): 3 clusters Score: Raw -551172.820751 + Penalty 4026.778514 = -547146.042237 nChanged 10 SP:Iteration 19Q (39631.790000 sec): 3 clusters Score: Raw -551175.803000 + Penalty 4026.778514 = -547149.024487 nChanged 3 SP:Iteration 20F (39631.800000 sec): 3 clusters Score: Raw -551176.335041 + Penalty 4026.778514 = -547149.556527 nChanged 2 SP:Iteration 21Q (39631.810000 sec): 3 clusters Score: Raw -551177.747668 + Penalty 4026.778514 = -547150.969154 nChanged 5 SP:Iteration 22Q (39631.830000 sec): 3 clusters Score: Raw -551179.730807 + Penalty 4026.778514 = -547152.952293 nChanged 5 SP:Iteration 23Q (39631.840000 sec): 3 clusters Score: Raw -551181.268585 + Penalty 4026.778514 = -547154.490071 nChanged 3 SP:Iteration 24Q (39631.850000 sec): 3 clusters Score: Raw -551182.294256 + Penalty 4026.778514 = -547155.515742 nChanged 1 SP:Iteration 25Q (39631.870000 sec): 3 clusters Score: Raw -551182.634149 + Penalty 4026.778514 = -547155.855635 nChanged 1 SP:Iteration 26Q (39631.880000 sec): 3 clusters Score: Raw -551183.124542 + Penalty 4026.778514 = -547156.346028 nChanged 2 SP:Iteration 27Q (39631.890000 sec): 3 clusters Score: Raw -551183.715376 + Penalty 4026.778514 = -547156.936862 nChanged 2 SP:Iteration 28Q (39631.910000 sec): 3 clusters Score: Raw -551184.231383 + Penalty 4026.778514 = -547157.452870 nChanged 2 SP:Iteration 29Q (39631.920000 sec): 3 clusters Score: Raw -551184.880467 + Penalty 4026.778514 = -547158.101954 nChanged 1 SP:Iteration 30Q (39631.930000 sec): 3 clusters Score: Raw -551185.077565 + Penalty 4026.778514 = -547158.299051 nChanged 0 SP:Iteration 31F (39631.950000 sec): 3 clusters Score: Raw -551185.077565 + Penalty 4026.778514 = -547158.299051 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 16 (27964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39632.050000 sec): 2 clusters Score: Raw -4492011.688540 + Penalty 2539.190965 = -4489472.497574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39632.160000 sec): 3 clusters Score: Raw -4475248.346032 + Penalty 5078.381931 = -4470169.964101 nChanged 12488 SP:Iteration 1F (39632.270000 sec): 3 clusters Score: Raw -4482023.986493 + Penalty 5078.381931 = -4476945.604562 nChanged 1400 SP:Iteration 2F (39632.380000 sec): 3 clusters Score: Raw -4482518.947301 + Penalty 5078.381931 = -4477440.565370 nChanged 1390 SP:Iteration 3Q (39632.490000 sec): 3 clusters Score: Raw -4483063.349895 + Penalty 5078.381931 = -4477984.967964 nChanged 1457 SP:Iteration 4F (39632.610000 sec): 3 clusters Score: Raw -4483752.730802 + Penalty 5078.381931 = -4478674.348871 nChanged 1644 SP:Iteration 5F (39632.720000 sec): 3 clusters Score: Raw -4484730.644779 + Penalty 5078.381931 = -4479652.262849 nChanged 1914 SP:Iteration 6F (39632.830000 sec): 3 clusters Score: Raw -4486085.501851 + Penalty 5078.381931 = -4481007.119920 nChanged 1952 SP:Iteration 7F (39632.950000 sec): 3 clusters Score: Raw -4487657.012176 + Penalty 5078.381931 = -4482578.630245 nChanged 1811 SP:Iteration 8F (39633.050000 sec): 3 clusters Score: Raw -4489198.029906 + Penalty 5078.381931 = -4484119.647975 nChanged 1358 SP:Iteration 9Q (39633.170000 sec): 3 clusters Score: Raw -4490345.406494 + Penalty 5078.381931 = -4485267.024563 nChanged 904 SP:Iteration 10Q (39633.270000 sec): 3 clusters Score: Raw -4491111.578184 + Penalty 5078.381931 = -4486033.196253 nChanged 571 SP:Iteration 11Q (39633.380000 sec): 3 clusters Score: Raw -4491606.371064 + Penalty 5078.381931 = -4486527.989133 nChanged 317 SP:Iteration 12Q (39633.480000 sec): 3 clusters Score: Raw -4491902.086795 + Penalty 5078.381931 = -4486823.704865 nChanged 169 SP:Iteration 13Q (39633.570000 sec): 3 clusters Score: Raw -4492056.721284 + Penalty 5078.381931 = -4486978.339353 nChanged 93 SP:Iteration 14Q (39633.660000 sec): 3 clusters Score: Raw -4492151.347740 + Penalty 5078.381931 = -4487072.965810 nChanged 57 SP:Iteration 15Q (39633.750000 sec): 3 clusters Score: Raw -4492210.326875 + Penalty 5078.381931 = -4487131.944944 nChanged 48 SP:Iteration 16Q (39633.830000 sec): 3 clusters Score: Raw -4492262.061765 + Penalty 5078.381931 = -4487183.679834 nChanged 31 SP:Iteration 17Q (39633.920000 sec): 3 clusters Score: Raw -4492298.240568 + Penalty 5078.381931 = -4487219.858638 nChanged 22 SP:Iteration 18Q (39634.000000 sec): 3 clusters Score: Raw -4492322.614191 + Penalty 5078.381931 = -4487244.232260 nChanged 17 SP:Iteration 19Q (39634.080000 sec): 3 clusters Score: Raw -4492340.473172 + Penalty 5078.381931 = -4487262.091242 nChanged 9 SP:Iteration 20F (39634.190000 sec): 3 clusters Score: Raw -4492348.004905 + Penalty 5078.381931 = -4487269.622975 nChanged 6 SP:Iteration 21Q (39634.270000 sec): 3 clusters Score: Raw -4492351.677144 + Penalty 5078.381931 = -4487273.295214 nChanged 3 SP:Iteration 22Q (39634.360000 sec): 3 clusters Score: Raw -4492354.264455 + Penalty 5078.381931 = -4487275.882524 nChanged 1 SP:Iteration 23Q (39634.440000 sec): 3 clusters Score: Raw -4492355.072218 + Penalty 5078.381931 = -4487276.690288 nChanged 3 SP:Iteration 24Q (39634.520000 sec): 3 clusters Score: Raw -4492356.745253 + Penalty 5078.381931 = -4487278.363322 nChanged 2 SP:Iteration 25Q (39634.600000 sec): 3 clusters Score: Raw -4492358.532711 + Penalty 5078.381931 = -4487280.150780 nChanged 3 SP:Iteration 26Q (39634.680000 sec): 3 clusters Score: Raw -4492360.987684 + Penalty 5078.381931 = -4487282.605753 nChanged 3 SP:Iteration 27Q (39634.760000 sec): 3 clusters Score: Raw -4492363.546338 + Penalty 5078.381931 = -4487285.164407 nChanged 2 SP:Iteration 28Q (39634.840000 sec): 3 clusters Score: Raw -4492365.278973 + Penalty 5078.381931 = -4487286.897042 nChanged 2 SP:Iteration 29Q (39634.920000 sec): 3 clusters Score: Raw -4492366.961742 + Penalty 5078.381931 = -4487288.579811 nChanged 1 SP:Iteration 30Q (39635.000000 sec): 3 clusters Score: Raw -4492367.201568 + Penalty 5078.381931 = -4487288.819637 nChanged 0 SP:Iteration 31F (39635.120000 sec): 3 clusters Score: Raw -4492367.201568 + Penalty 5078.381931 = -4487288.819637 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 17 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39635.130000 sec): 2 clusters Score: Raw -17222.246688 + Penalty 1174.577215 = -16047.669473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39635.130000 sec): 3 clusters Score: Raw -17499.594774 + Penalty 2349.154430 = -15150.440343 nChanged 1 SP:Iteration 1Q (39635.130000 sec): 3 clusters Score: Raw -17503.178807 + Penalty 2349.154430 = -15154.024376 nChanged 0 SP:Iteration 2F (39635.130000 sec): 3 clusters Score: Raw -17503.178807 + Penalty 2349.154430 = -15154.024376 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 18 (3870 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39635.150000 sec): 2 clusters Score: Raw -608958.480655 + Penalty 2048.730427 = -606909.750228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39635.160000 sec): 3 clusters Score: Raw -607243.422665 + Penalty 4097.460854 = -603145.961811 nChanged 1403 SP:Iteration 1F (39635.180000 sec): 3 clusters Score: Raw -608116.822380 + Penalty 4097.460854 = -604019.361526 nChanged 291 SP:Iteration 2F (39635.200000 sec): 3 clusters Score: Raw -608321.991276 + Penalty 4097.460854 = -604224.530422 nChanged 209 SP:Iteration 3F (39635.210000 sec): 3 clusters Score: Raw -608480.560699 + Penalty 4097.460854 = -604383.099845 nChanged 175 SP:Iteration 4Q (39635.220000 sec): 3 clusters Score: Raw -608613.045001 + Penalty 4097.460854 = -604515.584147 nChanged 151 SP:Iteration 5Q (39635.240000 sec): 3 clusters Score: Raw -608750.654987 + Penalty 4097.460854 = -604653.194133 nChanged 179 SP:Iteration 6Q (39635.260000 sec): 3 clusters Score: Raw -608937.247596 + Penalty 4097.460854 = -604839.786742 nChanged 176 SP:Iteration 7Q (39635.270000 sec): 3 clusters Score: Raw -609103.414789 + Penalty 4097.460854 = -605005.953935 nChanged 153 SP:Iteration 8Q (39635.290000 sec): 3 clusters Score: Raw -609229.297111 + Penalty 4097.460854 = -605131.836257 nChanged 118 SP:Iteration 9Q (39635.300000 sec): 3 clusters Score: Raw -609308.125961 + Penalty 4097.460854 = -605210.665107 nChanged 111 SP:Iteration 10Q (39635.320000 sec): 3 clusters Score: Raw -609384.073858 + Penalty 4097.460854 = -605286.613004 nChanged 101 SP:Iteration 11Q (39635.330000 sec): 3 clusters Score: Raw -609465.775967 + Penalty 4097.460854 = -605368.315113 nChanged 119 SP:Iteration 12Q (39635.340000 sec): 3 clusters Score: Raw -609551.877497 + Penalty 4097.460854 = -605454.416643 nChanged 81 SP:Iteration 13Q (39635.360000 sec): 3 clusters Score: Raw -609613.813098 + Penalty 4097.460854 = -605516.352244 nChanged 67 SP:Iteration 14Q (39635.380000 sec): 3 clusters Score: Raw -609659.298942 + Penalty 4097.460854 = -605561.838088 nChanged 54 SP:Iteration 15Q (39635.390000 sec): 3 clusters Score: Raw -609691.601606 + Penalty 4097.460854 = -605594.140752 nChanged 40 SP:Iteration 16Q (39635.400000 sec): 3 clusters Score: Raw -609714.536880 + Penalty 4097.460854 = -605617.076026 nChanged 34 SP:Iteration 17Q (39635.420000 sec): 3 clusters Score: Raw -609734.677035 + Penalty 4097.460854 = -605637.216182 nChanged 22 SP:Iteration 18Q (39635.440000 sec): 3 clusters Score: Raw -609745.710873 + Penalty 4097.460854 = -605648.250020 nChanged 14 SP:Iteration 19Q (39635.450000 sec): 3 clusters Score: Raw -609753.827704 + Penalty 4097.460854 = -605656.366850 nChanged 11 SP:Iteration 20F (39635.460000 sec): 3 clusters Score: Raw -609758.825493 + Penalty 4097.460854 = -605661.364639 nChanged 11 SP:Iteration 21Q (39635.480000 sec): 3 clusters Score: Raw -609764.508175 + Penalty 4097.460854 = -605667.047321 nChanged 10 SP:Iteration 22Q (39635.490000 sec): 3 clusters Score: Raw -609770.378614 + Penalty 4097.460854 = -605672.917760 nChanged 11 SP:Iteration 23Q (39635.510000 sec): 3 clusters Score: Raw -609777.755438 + Penalty 4097.460854 = -605680.294584 nChanged 11 SP:Iteration 24Q (39635.520000 sec): 3 clusters Score: Raw -609784.449890 + Penalty 4097.460854 = -605686.989036 nChanged 10 SP:Iteration 25Q (39635.540000 sec): 3 clusters Score: Raw -609789.794103 + Penalty 4097.460854 = -605692.333250 nChanged 6 SP:Iteration 26Q (39635.550000 sec): 3 clusters Score: Raw -609794.052947 + Penalty 4097.460854 = -605696.592093 nChanged 8 SP:Iteration 27Q (39635.570000 sec): 3 clusters Score: Raw -609798.778003 + Penalty 4097.460854 = -605701.317149 nChanged 6 SP:Iteration 28Q (39635.580000 sec): 3 clusters Score: Raw -609802.943902 + Penalty 4097.460854 = -605705.483048 nChanged 7 SP:Iteration 29Q (39635.600000 sec): 3 clusters Score: Raw -609806.860683 + Penalty 4097.460854 = -605709.399829 nChanged 6 SP:Iteration 30Q (39635.610000 sec): 3 clusters Score: Raw -609809.486805 + Penalty 4097.460854 = -605712.025951 nChanged 2 SP:Iteration 31Q (39635.620000 sec): 3 clusters Score: Raw -609810.703811 + Penalty 4097.460854 = -605713.242957 nChanged 3 SP:Iteration 32Q (39635.640000 sec): 3 clusters Score: Raw -609812.575100 + Penalty 4097.460854 = -605715.114246 nChanged 4 SP:Iteration 33Q (39635.650000 sec): 3 clusters Score: Raw -609813.953921 + Penalty 4097.460854 = -605716.493067 nChanged 1 SP:Iteration 34Q (39635.670000 sec): 3 clusters Score: Raw -609814.164405 + Penalty 4097.460854 = -605716.703551 nChanged 0 SP:Iteration 35F (39635.680000 sec): 3 clusters Score: Raw -609814.164405 + Penalty 4097.460854 = -605716.703551 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 19 (524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39635.690000 sec): 2 clusters Score: Raw -77467.681325 + Penalty 1552.849938 = -75914.831387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39635.690000 sec): 3 clusters Score: Raw -77518.393874 + Penalty 3105.699875 = -74412.693998 nChanged 96 SP:Iteration 1F (39635.690000 sec): 3 clusters Score: Raw -77739.239020 + Penalty 3105.699875 = -74633.539145 nChanged 25 SP:Iteration 2Q (39635.690000 sec): 3 clusters Score: Raw -77804.997129 + Penalty 3105.699875 = -74699.297253 nChanged 18 SP:Iteration 3Q (39635.700000 sec): 3 clusters Score: Raw -77902.636397 + Penalty 3105.699875 = -74796.936521 nChanged 17 SP:Iteration 4Q (39635.700000 sec): 3 clusters Score: Raw -78217.866954 + Penalty 3105.699875 = -75112.167079 nChanged 26 SP:Iteration 5Q (39635.700000 sec): 3 clusters Score: Raw -78288.117805 + Penalty 3105.699875 = -75182.417929 nChanged 9 SP:Iteration 6Q (39635.700000 sec): 3 clusters Score: Raw -78324.252918 + Penalty 3105.699875 = -75218.553043 nChanged 7 SP:Iteration 7Q (39635.700000 sec): 3 clusters Score: Raw -78349.699929 + Penalty 3105.699875 = -75244.000053 nChanged 6 SP:Iteration 8Q (39635.700000 sec): 3 clusters Score: Raw -78363.646566 + Penalty 3105.699875 = -75257.946690 nChanged 2 SP:Iteration 9Q (39635.710000 sec): 3 clusters Score: Raw -78365.730015 + Penalty 3105.699875 = -75260.030140 nChanged 2 SP:Iteration 10Q (39635.710000 sec): 3 clusters Score: Raw -78368.453557 + Penalty 3105.699875 = -75262.753682 nChanged 0 SP:Iteration 11F (39635.710000 sec): 3 clusters Score: Raw -78368.453557 + Penalty 3105.699875 = -75262.753682 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 20 (1064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39635.720000 sec): 2 clusters Score: Raw -172774.604278 + Penalty 1728.508086 = -171046.096191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39635.720000 sec): 3 clusters Score: Raw -172514.214071 + Penalty 3457.016172 = -169057.197899 nChanged 270 SP:Iteration 1F (39635.730000 sec): 3 clusters Score: Raw -172822.138629 + Penalty 3457.016172 = -169365.122457 nChanged 77 SP:Iteration 2F (39635.730000 sec): 3 clusters Score: Raw -172919.294958 + Penalty 3457.016172 = -169462.278786 nChanged 31 SP:Iteration 3Q (39635.740000 sec): 3 clusters Score: Raw -172959.832878 + Penalty 3457.016172 = -169502.816705 nChanged 13 SP:Iteration 4Q (39635.740000 sec): 3 clusters Score: Raw -172974.894509 + Penalty 3457.016172 = -169517.878336 nChanged 11 SP:Iteration 5Q (39635.740000 sec): 3 clusters Score: Raw -172989.176814 + Penalty 3457.016172 = -169532.160642 nChanged 8 SP:Iteration 6Q (39635.750000 sec): 3 clusters Score: Raw -172999.665554 + Penalty 3457.016172 = -169542.649382 nChanged 2 SP:Iteration 7Q (39635.750000 sec): 3 clusters Score: Raw -173002.525148 + Penalty 3457.016172 = -169545.508976 nChanged 2 SP:Iteration 8Q (39635.760000 sec): 3 clusters Score: Raw -173003.654667 + Penalty 3457.016172 = -169546.638495 nChanged 0 SP:Iteration 9F (39635.760000 sec): 3 clusters Score: Raw -173003.654667 + Penalty 3457.016172 = -169546.638495 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 21 (11003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39635.800000 sec): 2 clusters Score: Raw -1762376.682433 + Penalty 2307.868964 = -1760068.813469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39635.850000 sec): 3 clusters Score: Raw -1756310.661159 + Penalty 4615.737928 = -1751694.923231 nChanged 4653 SP:Iteration 1F (39635.890000 sec): 3 clusters Score: Raw -1758750.942347 + Penalty 4615.737928 = -1754135.204419 nChanged 738 SP:Iteration 2F (39635.940000 sec): 3 clusters Score: Raw -1759079.146697 + Penalty 4615.737928 = -1754463.408769 nChanged 562 SP:Iteration 3F (39635.980000 sec): 3 clusters Score: Raw -1759335.633931 + Penalty 4615.737928 = -1754719.896003 nChanged 525 SP:Iteration 4Q (39636.020000 sec): 3 clusters Score: Raw -1759586.423912 + Penalty 4615.737928 = -1754970.685984 nChanged 492 SP:Iteration 5Q (39636.060000 sec): 3 clusters Score: Raw -1759856.084267 + Penalty 4615.737928 = -1755240.346339 nChanged 519 SP:Iteration 6Q (39636.110000 sec): 3 clusters Score: Raw -1760152.285988 + Penalty 4615.737928 = -1755536.548060 nChanged 547 SP:Iteration 7Q (39636.150000 sec): 3 clusters Score: Raw -1760474.456583 + Penalty 4615.737928 = -1755858.718655 nChanged 522 SP:Iteration 8Q (39636.200000 sec): 3 clusters Score: Raw -1760785.328057 + Penalty 4615.737928 = -1756169.590130 nChanged 468 SP:Iteration 9Q (39636.240000 sec): 3 clusters Score: Raw -1761076.855032 + Penalty 4615.737928 = -1756461.117104 nChanged 432 SP:Iteration 10Q (39636.280000 sec): 3 clusters Score: Raw -1761350.714523 + Penalty 4615.737928 = -1756734.976595 nChanged 393 SP:Iteration 11Q (39636.320000 sec): 3 clusters Score: Raw -1761572.252863 + Penalty 4615.737928 = -1756956.514935 nChanged 374 SP:Iteration 12Q (39636.370000 sec): 3 clusters Score: Raw -1761746.098910 + Penalty 4615.737928 = -1757130.360982 nChanged 280 SP:Iteration 13Q (39636.410000 sec): 3 clusters Score: Raw -1761869.897671 + Penalty 4615.737928 = -1757254.159743 nChanged 246 SP:Iteration 14Q (39636.450000 sec): 3 clusters Score: Raw -1761945.481616 + Penalty 4615.737928 = -1757329.743688 nChanged 157 SP:Iteration 15Q (39636.500000 sec): 3 clusters Score: Raw -1761991.071998 + Penalty 4615.737928 = -1757375.334070 nChanged 116 SP:Iteration 16Q (39636.540000 sec): 3 clusters Score: Raw -1762025.298709 + Penalty 4615.737928 = -1757409.560781 nChanged 96 SP:Iteration 17Q (39636.580000 sec): 3 clusters Score: Raw -1762052.101445 + Penalty 4615.737928 = -1757436.363517 nChanged 91 SP:Iteration 18Q (39636.620000 sec): 3 clusters Score: Raw -1762073.990477 + Penalty 4615.737928 = -1757458.252549 nChanged 67 SP:Iteration 19Q (39636.670000 sec): 3 clusters Score: Raw -1762087.321645 + Penalty 4615.737928 = -1757471.583717 nChanged 50 SP:Iteration 20F (39636.710000 sec): 3 clusters Score: Raw -1762098.062949 + Penalty 4615.737928 = -1757482.325021 nChanged 55 SP:Iteration 21Q (39636.750000 sec): 3 clusters Score: Raw -1762109.309004 + Penalty 4615.737928 = -1757493.571076 nChanged 39 SP:Iteration 22Q (39636.800000 sec): 3 clusters Score: Raw -1762116.362684 + Penalty 4615.737928 = -1757500.624756 nChanged 29 SP:Iteration 23Q (39636.840000 sec): 3 clusters Score: Raw -1762120.443479 + Penalty 4615.737928 = -1757504.705551 nChanged 23 SP:Iteration 24Q (39636.880000 sec): 3 clusters Score: Raw -1762124.454962 + Penalty 4615.737928 = -1757508.717034 nChanged 20 SP:Iteration 25Q (39636.920000 sec): 3 clusters Score: Raw -1762128.377006 + Penalty 4615.737928 = -1757512.639078 nChanged 23 SP:Iteration 26Q (39636.960000 sec): 3 clusters Score: Raw -1762133.041936 + Penalty 4615.737928 = -1757517.304008 nChanged 24 SP:Iteration 27Q (39637.010000 sec): 3 clusters Score: Raw -1762137.796956 + Penalty 4615.737928 = -1757522.059028 nChanged 12 SP:Iteration 28Q (39637.050000 sec): 3 clusters Score: Raw -1762140.573435 + Penalty 4615.737928 = -1757524.835507 nChanged 24 SP:Iteration 29Q (39637.090000 sec): 3 clusters Score: Raw -1762144.107374 + Penalty 4615.737928 = -1757528.369446 nChanged 11 SP:Iteration 30Q (39637.140000 sec): 3 clusters Score: Raw -1762145.842806 + Penalty 4615.737928 = -1757530.104879 nChanged 13 SP:Iteration 31Q (39637.180000 sec): 3 clusters Score: Raw -1762147.749606 + Penalty 4615.737928 = -1757532.011678 nChanged 6 SP:Iteration 32Q (39637.220000 sec): 3 clusters Score: Raw -1762148.979401 + Penalty 4615.737928 = -1757533.241473 nChanged 5 SP:Iteration 33Q (39637.260000 sec): 3 clusters Score: Raw -1762149.730826 + Penalty 4615.737928 = -1757533.992898 nChanged 9 SP:Iteration 34Q (39637.310000 sec): 3 clusters Score: Raw -1762151.129972 + Penalty 4615.737928 = -1757535.392044 nChanged 12 SP:Iteration 35Q (39637.350000 sec): 3 clusters Score: Raw -1762153.432285 + Penalty 4615.737928 = -1757537.694357 nChanged 16 SP:Iteration 36Q (39637.390000 sec): 3 clusters Score: Raw -1762155.398270 + Penalty 4615.737928 = -1757539.660342 nChanged 14 SP:Iteration 37Q (39637.440000 sec): 3 clusters Score: Raw -1762157.706303 + Penalty 4615.737928 = -1757541.968375 nChanged 16 SP:Iteration 38Q (39637.480000 sec): 3 clusters Score: Raw -1762160.164739 + Penalty 4615.737928 = -1757544.426811 nChanged 20 SP:Iteration 39Q (39637.520000 sec): 3 clusters Score: Raw -1762163.465465 + Penalty 4615.737928 = -1757547.727537 nChanged 18 SP:Iteration 40F (39637.560000 sec): 3 clusters Score: Raw -1762166.721391 + Penalty 4615.737928 = -1757550.983463 nChanged 18 SP:Iteration 41Q (39637.610000 sec): 3 clusters Score: Raw -1762170.023636 + Penalty 4615.737928 = -1757554.285708 nChanged 16 SP:Iteration 42Q (39637.650000 sec): 3 clusters Score: Raw -1762171.992430 + Penalty 4615.737928 = -1757556.254502 nChanged 10 SP:Iteration 43Q (39637.690000 sec): 3 clusters Score: Raw -1762173.226337 + Penalty 4615.737928 = -1757557.488409 nChanged 8 SP:Iteration 44Q (39637.740000 sec): 3 clusters Score: Raw -1762174.017970 + Penalty 4615.737928 = -1757558.280042 nChanged 4 SP:Iteration 45Q (39637.780000 sec): 3 clusters Score: Raw -1762174.376527 + Penalty 4615.737928 = -1757558.638599 nChanged 3 SP:Iteration 46Q (39637.820000 sec): 3 clusters Score: Raw -1762174.707038 + Penalty 4615.737928 = -1757558.969110 nChanged 3 SP:Iteration 47Q (39637.860000 sec): 3 clusters Score: Raw -1762175.045047 + Penalty 4615.737928 = -1757559.307119 nChanged 3 SP:Iteration 48Q (39637.900000 sec): 3 clusters Score: Raw -1762175.413184 + Penalty 4615.737928 = -1757559.675256 nChanged 5 SP:Iteration 49Q (39637.940000 sec): 3 clusters Score: Raw -1762175.947683 + Penalty 4615.737928 = -1757560.209755 nChanged 4 SP:Iteration 50Q (39637.990000 sec): 3 clusters Score: Raw -1762176.369331 + Penalty 4615.737928 = -1757560.631403 nChanged 0 SP:Iteration 51F (39638.030000 sec): 3 clusters Score: Raw -1762176.369331 + Penalty 4615.737928 = -1757560.631403 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 22 (1981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39638.040000 sec): 2 clusters Score: Raw -277082.768201 + Penalty 1882.656548 = -275200.111654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39638.050000 sec): 3 clusters Score: Raw -276376.276185 + Penalty 3765.313095 = -272610.963090 nChanged 634 SP:Iteration 1F (39638.060000 sec): 3 clusters Score: Raw -276913.114651 + Penalty 3765.313095 = -273147.801556 nChanged 178 SP:Iteration 2F (39638.070000 sec): 3 clusters Score: Raw -277121.508106 + Penalty 3765.313095 = -273356.195011 nChanged 114 SP:Iteration 3F (39638.080000 sec): 3 clusters Score: Raw -277266.930556 + Penalty 3765.313095 = -273501.617461 nChanged 100 SP:Iteration 4F (39638.080000 sec): 3 clusters Score: Raw -277377.368977 + Penalty 3765.313095 = -273612.055882 nChanged 71 SP:Iteration 5Q (39638.090000 sec): 3 clusters Score: Raw -277463.058352 + Penalty 3765.313095 = -273697.745257 nChanged 65 SP:Iteration 6Q (39638.100000 sec): 3 clusters Score: Raw -277546.882211 + Penalty 3765.313095 = -273781.569116 nChanged 59 SP:Iteration 7Q (39638.110000 sec): 3 clusters Score: Raw -277601.555562 + Penalty 3765.313095 = -273836.242467 nChanged 51 SP:Iteration 8Q (39638.110000 sec): 3 clusters Score: Raw -277655.721330 + Penalty 3765.313095 = -273890.408234 nChanged 42 SP:Iteration 9Q (39638.120000 sec): 3 clusters Score: Raw -277712.751969 + Penalty 3765.313095 = -273947.438874 nChanged 34 SP:Iteration 10Q (39638.130000 sec): 3 clusters Score: Raw -277747.108211 + Penalty 3765.313095 = -273981.795116 nChanged 35 SP:Iteration 11Q (39638.140000 sec): 3 clusters Score: Raw -277783.072499 + Penalty 3765.313095 = -274017.759404 nChanged 40 SP:Iteration 12Q (39638.140000 sec): 3 clusters Score: Raw -277822.571102 + Penalty 3765.313095 = -274057.258007 nChanged 26 SP:Iteration 13Q (39638.150000 sec): 3 clusters Score: Raw -277855.519900 + Penalty 3765.313095 = -274090.206804 nChanged 30 SP:Iteration 14Q (39638.160000 sec): 3 clusters Score: Raw -277910.090474 + Penalty 3765.313095 = -274144.777379 nChanged 37 SP:Iteration 15Q (39638.160000 sec): 3 clusters Score: Raw -277963.375514 + Penalty 3765.313095 = -274198.062419 nChanged 31 SP:Iteration 16Q (39638.170000 sec): 3 clusters Score: Raw -277989.025301 + Penalty 3765.313095 = -274223.712206 nChanged 25 SP:Iteration 17Q (39638.180000 sec): 3 clusters Score: Raw -278018.539216 + Penalty 3765.313095 = -274253.226121 nChanged 29 SP:Iteration 18Q (39638.180000 sec): 3 clusters Score: Raw -278054.259503 + Penalty 3765.313095 = -274288.946408 nChanged 24 SP:Iteration 19Q (39638.190000 sec): 3 clusters Score: Raw -278085.087244 + Penalty 3765.313095 = -274319.774149 nChanged 20 SP:Iteration 20F (39638.200000 sec): 3 clusters Score: Raw -278109.999180 + Penalty 3765.313095 = -274344.686085 nChanged 16 SP:Iteration 21Q (39638.210000 sec): 3 clusters Score: Raw -278132.270876 + Penalty 3765.313095 = -274366.957780 nChanged 20 SP:Iteration 22Q (39638.220000 sec): 3 clusters Score: Raw -278152.113867 + Penalty 3765.313095 = -274386.800772 nChanged 15 SP:Iteration 23Q (39638.220000 sec): 3 clusters Score: Raw -278168.612402 + Penalty 3765.313095 = -274403.299306 nChanged 17 SP:Iteration 24Q (39638.230000 sec): 3 clusters Score: Raw -278189.713745 + Penalty 3765.313095 = -274424.400650 nChanged 19 SP:Iteration 25Q (39638.240000 sec): 3 clusters Score: Raw -278209.270077 + Penalty 3765.313095 = -274443.956982 nChanged 13 SP:Iteration 26Q (39638.240000 sec): 3 clusters Score: Raw -278219.647576 + Penalty 3765.313095 = -274454.334481 nChanged 15 SP:Iteration 27Q (39638.250000 sec): 3 clusters Score: Raw -278232.847697 + Penalty 3765.313095 = -274467.534602 nChanged 8 SP:Iteration 28Q (39638.260000 sec): 3 clusters Score: Raw -278237.529553 + Penalty 3765.313095 = -274472.216458 nChanged 6 SP:Iteration 29Q (39638.260000 sec): 3 clusters Score: Raw -278242.274216 + Penalty 3765.313095 = -274476.961120 nChanged 8 SP:Iteration 30Q (39638.270000 sec): 3 clusters Score: Raw -278251.263822 + Penalty 3765.313095 = -274485.950727 nChanged 6 SP:Iteration 31Q (39638.280000 sec): 3 clusters Score: Raw -278256.383634 + Penalty 3765.313095 = -274491.070539 nChanged 2 SP:Iteration 32Q (39638.280000 sec): 3 clusters Score: Raw -278257.171485 + Penalty 3765.313095 = -274491.858389 nChanged 1 SP:Iteration 33Q (39638.290000 sec): 3 clusters Score: Raw -278257.507271 + Penalty 3765.313095 = -274492.194176 nChanged 0 SP:Iteration 34F (39638.300000 sec): 3 clusters Score: Raw -278257.507271 + Penalty 3765.313095 = -274492.194176 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 23 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39638.300000 sec): 2 clusters Score: Raw -21396.172877 + Penalty 1329.600457 = -20066.572420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39638.300000 sec): 3 clusters Score: Raw -21793.956101 + Penalty 2659.200914 = -19134.755186 nChanged 46 SP:Iteration 1F (39638.300000 sec): 3 clusters Score: Raw -22198.389003 + Penalty 2659.200914 = -19539.188089 nChanged 17 SP:Iteration 2F (39638.310000 sec): 3 clusters Score: Raw -22633.929491 + Penalty 2659.200914 = -19974.728576 nChanged 5 SP:Iteration 3Q (39638.310000 sec): 3 clusters Score: Raw -22820.743192 + Penalty 2659.200914 = -20161.542278 nChanged 2 SP:Iteration 4Q (39638.310000 sec): 3 clusters Score: Raw -22891.930038 + Penalty 2659.200914 = -20232.729124 nChanged 2 SP:Iteration 5Q (39638.310000 sec): 3 clusters Score: Raw -22913.542959 + Penalty 2659.200914 = -20254.342044 nChanged 1 SP:Iteration 6Q (39638.310000 sec): 3 clusters Score: Raw -22917.776861 + Penalty 2659.200914 = -20258.575947 nChanged 0 SP:Iteration 7F (39638.310000 sec): 3 clusters Score: Raw -22917.776861 + Penalty 2659.200914 = -20258.575947 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 36. Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 24 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39638.320000 sec): 2 clusters Score: Raw -24726.813423 + Penalty 1316.450389 = -23410.363034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39638.320000 sec): 3 clusters Score: Raw -25049.282905 + Penalty 2632.900778 = -22416.382127 nChanged 32 SP:Iteration 1F (39638.320000 sec): 3 clusters Score: Raw -25183.198662 + Penalty 2632.900778 = -22550.297884 nChanged 7 SP:Iteration 2Q (39638.320000 sec): 3 clusters Score: Raw -25252.954069 + Penalty 2632.900778 = -22620.053291 nChanged 2 SP:Iteration 3Q (39638.320000 sec): 3 clusters Score: Raw -25275.851127 + Penalty 2632.900778 = -22642.950349 nChanged 2 SP:Iteration 4Q (39638.320000 sec): 3 clusters Score: Raw -25309.477142 + Penalty 2632.900778 = -22676.576364 nChanged 4 SP:Iteration 5Q (39638.330000 sec): 3 clusters Score: Raw -25341.356477 + Penalty 2632.900778 = -22708.455699 nChanged 1 SP:Iteration 6Q (39638.330000 sec): 3 clusters Score: Raw -25354.920151 + Penalty 2632.900778 = -22722.019373 nChanged 2 SP:Iteration 7Q (39638.330000 sec): 3 clusters Score: Raw -25363.649348 + Penalty 2632.900778 = -22730.748570 nChanged 0 SP:Iteration 8F (39638.330000 sec): 3 clusters Score: Raw -25363.649348 + Penalty 2632.900778 = -22730.748570 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 25 (613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39638.340000 sec): 2 clusters Score: Raw -92957.590366 + Penalty 1591.754504 = -91365.835862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39638.340000 sec): 3 clusters Score: Raw -92992.464864 + Penalty 3183.509008 = -89808.955856 nChanged 150 SP:Iteration 1F (39638.340000 sec): 3 clusters Score: Raw -93256.750448 + Penalty 3183.509008 = -90073.241440 nChanged 38 SP:Iteration 2F (39638.340000 sec): 3 clusters Score: Raw -93340.316010 + Penalty 3183.509008 = -90156.807002 nChanged 17 SP:Iteration 3Q (39638.340000 sec): 3 clusters Score: Raw -93378.868000 + Penalty 3183.509008 = -90195.358992 nChanged 11 SP:Iteration 4Q (39638.350000 sec): 3 clusters Score: Raw -93394.313849 + Penalty 3183.509008 = -90210.804841 nChanged 9 SP:Iteration 5Q (39638.350000 sec): 3 clusters Score: Raw -93410.267693 + Penalty 3183.509008 = -90226.758685 nChanged 9 SP:Iteration 6Q (39638.350000 sec): 3 clusters Score: Raw -93427.828551 + Penalty 3183.509008 = -90244.319543 nChanged 6 SP:Iteration 7Q (39638.360000 sec): 3 clusters Score: Raw -93438.659567 + Penalty 3183.509008 = -90255.150559 nChanged 5 SP:Iteration 8Q (39638.360000 sec): 3 clusters Score: Raw -93448.024081 + Penalty 3183.509008 = -90264.515073 nChanged 4 SP:Iteration 9Q (39638.360000 sec): 3 clusters Score: Raw -93454.480944 + Penalty 3183.509008 = -90270.971936 nChanged 3 SP:Iteration 10Q (39638.360000 sec): 3 clusters Score: Raw -93464.823741 + Penalty 3183.509008 = -90281.314733 nChanged 4 SP:Iteration 11Q (39638.360000 sec): 3 clusters Score: Raw -93472.572945 + Penalty 3183.509008 = -90289.063937 nChanged 5 SP:Iteration 12Q (39638.360000 sec): 3 clusters Score: Raw -93479.310783 + Penalty 3183.509008 = -90295.801775 nChanged 0 SP:Iteration 13F (39638.370000 sec): 3 clusters Score: Raw -93479.310783 + Penalty 3183.509008 = -90295.801775 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 26 (10928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39638.410000 sec): 2 clusters Score: Raw -1760680.663965 + Penalty 2306.172728 = -1758374.491237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39638.460000 sec): 3 clusters Score: Raw -1754672.149420 + Penalty 4612.345457 = -1750059.803963 nChanged 4614 SP:Iteration 1F (39638.500000 sec): 3 clusters Score: Raw -1757220.809759 + Penalty 4612.345457 = -1752608.464303 nChanged 697 SP:Iteration 2F (39638.540000 sec): 3 clusters Score: Raw -1757602.088508 + Penalty 4612.345457 = -1752989.743051 nChanged 576 SP:Iteration 3F (39638.580000 sec): 3 clusters Score: Raw -1757928.422354 + Penalty 4612.345457 = -1753316.076897 nChanged 540 SP:Iteration 4Q (39638.630000 sec): 3 clusters Score: Raw -1758256.080935 + Penalty 4612.345457 = -1753643.735478 nChanged 510 SP:Iteration 5Q (39638.670000 sec): 3 clusters Score: Raw -1758538.364360 + Penalty 4612.345457 = -1753926.018903 nChanged 490 SP:Iteration 6Q (39638.720000 sec): 3 clusters Score: Raw -1758804.609385 + Penalty 4612.345457 = -1754192.263928 nChanged 440 SP:Iteration 7Q (39638.760000 sec): 3 clusters Score: Raw -1759046.580777 + Penalty 4612.345457 = -1754434.235321 nChanged 429 SP:Iteration 8Q (39638.800000 sec): 3 clusters Score: Raw -1759300.208637 + Penalty 4612.345457 = -1754687.863181 nChanged 451 SP:Iteration 9Q (39638.840000 sec): 3 clusters Score: Raw -1759624.554318 + Penalty 4612.345457 = -1755012.208861 nChanged 417 SP:Iteration 10Q (39638.890000 sec): 3 clusters Score: Raw -1759955.078058 + Penalty 4612.345457 = -1755342.732602 nChanged 406 SP:Iteration 11Q (39638.930000 sec): 3 clusters Score: Raw -1760304.812042 + Penalty 4612.345457 = -1755692.466586 nChanged 367 SP:Iteration 12Q (39638.970000 sec): 3 clusters Score: Raw -1760624.475881 + Penalty 4612.345457 = -1756012.130424 nChanged 292 SP:Iteration 13Q (39639.010000 sec): 3 clusters Score: Raw -1760831.276570 + Penalty 4612.345457 = -1756218.931114 nChanged 192 SP:Iteration 14Q (39639.050000 sec): 3 clusters Score: Raw -1760933.034377 + Penalty 4612.345457 = -1756320.688920 nChanged 135 SP:Iteration 15Q (39639.090000 sec): 3 clusters Score: Raw -1760991.944573 + Penalty 4612.345457 = -1756379.599116 nChanged 118 SP:Iteration 16Q (39639.130000 sec): 3 clusters Score: Raw -1761039.453248 + Penalty 4612.345457 = -1756427.107791 nChanged 98 SP:Iteration 17Q (39639.160000 sec): 3 clusters Score: Raw -1761076.040201 + Penalty 4612.345457 = -1756463.694745 nChanged 89 SP:Iteration 18Q (39639.200000 sec): 3 clusters Score: Raw -1761103.326561 + Penalty 4612.345457 = -1756490.981104 nChanged 59 SP:Iteration 19Q (39639.240000 sec): 3 clusters Score: Raw -1761117.680830 + Penalty 4612.345457 = -1756505.335373 nChanged 41 SP:Iteration 20F (39639.280000 sec): 3 clusters Score: Raw -1761128.936319 + Penalty 4612.345457 = -1756516.590862 nChanged 44 SP:Iteration 21Q (39639.320000 sec): 3 clusters Score: Raw -1761141.448102 + Penalty 4612.345457 = -1756529.102645 nChanged 41 SP:Iteration 22Q (39639.360000 sec): 3 clusters Score: Raw -1761152.286181 + Penalty 4612.345457 = -1756539.940724 nChanged 43 SP:Iteration 23Q (39639.390000 sec): 3 clusters Score: Raw -1761163.222265 + Penalty 4612.345457 = -1756550.876808 nChanged 32 SP:Iteration 24Q (39639.430000 sec): 3 clusters Score: Raw -1761172.579882 + Penalty 4612.345457 = -1756560.234426 nChanged 33 SP:Iteration 25Q (39639.460000 sec): 3 clusters Score: Raw -1761180.767272 + Penalty 4612.345457 = -1756568.421815 nChanged 40 SP:Iteration 26Q (39639.500000 sec): 3 clusters Score: Raw -1761190.330929 + Penalty 4612.345457 = -1756577.985472 nChanged 32 SP:Iteration 27Q (39639.540000 sec): 3 clusters Score: Raw -1761198.481919 + Penalty 4612.345457 = -1756586.136462 nChanged 25 SP:Iteration 28Q (39639.580000 sec): 3 clusters Score: Raw -1761204.632635 + Penalty 4612.345457 = -1756592.287178 nChanged 21 SP:Iteration 29Q (39639.610000 sec): 3 clusters Score: Raw -1761209.991016 + Penalty 4612.345457 = -1756597.645560 nChanged 23 SP:Iteration 30Q (39639.650000 sec): 3 clusters Score: Raw -1761215.643822 + Penalty 4612.345457 = -1756603.298366 nChanged 23 SP:Iteration 31Q (39639.680000 sec): 3 clusters Score: Raw -1761220.585107 + Penalty 4612.345457 = -1756608.239650 nChanged 21 SP:Iteration 32Q (39639.720000 sec): 3 clusters Score: Raw -1761225.231869 + Penalty 4612.345457 = -1756612.886413 nChanged 26 SP:Iteration 33Q (39639.760000 sec): 3 clusters Score: Raw -1761233.941912 + Penalty 4612.345457 = -1756621.596456 nChanged 40 SP:Iteration 34Q (39639.790000 sec): 3 clusters Score: Raw -1761248.409799 + Penalty 4612.345457 = -1756636.064342 nChanged 47 SP:Iteration 35Q (39639.830000 sec): 3 clusters Score: Raw -1761263.815111 + Penalty 4612.345457 = -1756651.469654 nChanged 47 SP:Iteration 36Q (39639.870000 sec): 3 clusters Score: Raw -1761279.051007 + Penalty 4612.345457 = -1756666.705551 nChanged 36 SP:Iteration 37Q (39639.900000 sec): 3 clusters Score: Raw -1761289.196499 + Penalty 4612.345457 = -1756676.851043 nChanged 31 SP:Iteration 38Q (39639.940000 sec): 3 clusters Score: Raw -1761296.377674 + Penalty 4612.345457 = -1756684.032218 nChanged 27 SP:Iteration 39Q (39639.970000 sec): 3 clusters Score: Raw -1761304.050929 + Penalty 4612.345457 = -1756691.705472 nChanged 26 SP:Iteration 40F (39640.020000 sec): 3 clusters Score: Raw -1761311.978060 + Penalty 4612.345457 = -1756699.632603 nChanged 29 SP:Iteration 41Q (39640.050000 sec): 3 clusters Score: Raw -1761320.349712 + Penalty 4612.345457 = -1756708.004256 nChanged 24 SP:Iteration 42Q (39640.090000 sec): 3 clusters Score: Raw -1761327.857884 + Penalty 4612.345457 = -1756715.512427 nChanged 26 SP:Iteration 43Q (39640.120000 sec): 3 clusters Score: Raw -1761335.731512 + Penalty 4612.345457 = -1756723.386055 nChanged 22 SP:Iteration 44Q (39640.160000 sec): 3 clusters Score: Raw -1761341.439207 + Penalty 4612.345457 = -1756729.093750 nChanged 18 SP:Iteration 45Q (39640.190000 sec): 3 clusters Score: Raw -1761347.343661 + Penalty 4612.345457 = -1756734.998204 nChanged 20 SP:Iteration 46Q (39640.230000 sec): 3 clusters Score: Raw -1761353.711746 + Penalty 4612.345457 = -1756741.366289 nChanged 24 SP:Iteration 47Q (39640.260000 sec): 3 clusters Score: Raw -1761361.150276 + Penalty 4612.345457 = -1756748.804820 nChanged 22 SP:Iteration 48Q (39640.300000 sec): 3 clusters Score: Raw -1761366.964846 + Penalty 4612.345457 = -1756754.619390 nChanged 15 SP:Iteration 49Q (39640.340000 sec): 3 clusters Score: Raw -1761370.189752 + Penalty 4612.345457 = -1756757.844296 nChanged 11 SP:Iteration 50Q (39640.370000 sec): 3 clusters Score: Raw -1761372.520384 + Penalty 4612.345457 = -1756760.174927 nChanged 10 SP:Iteration 51Q (39640.400000 sec): 3 clusters Score: Raw -1761375.722961 + Penalty 4612.345457 = -1756763.377504 nChanged 9 SP:Iteration 52Q (39640.440000 sec): 3 clusters Score: Raw -1761378.777592 + Penalty 4612.345457 = -1756766.432136 nChanged 9 SP:Iteration 53Q (39640.480000 sec): 3 clusters Score: Raw -1761382.693331 + Penalty 4612.345457 = -1756770.347875 nChanged 12 SP:Iteration 54Q (39640.510000 sec): 3 clusters Score: Raw -1761387.383553 + Penalty 4612.345457 = -1756775.038097 nChanged 15 SP:Iteration 55Q (39640.540000 sec): 3 clusters Score: Raw -1761392.062513 + Penalty 4612.345457 = -1756779.717056 nChanged 17 SP:Iteration 56Q (39640.580000 sec): 3 clusters Score: Raw -1761396.936795 + Penalty 4612.345457 = -1756784.591338 nChanged 10 SP:Iteration 57Q (39640.610000 sec): 3 clusters Score: Raw -1761399.236455 + Penalty 4612.345457 = -1756786.890998 nChanged 5 SP:Iteration 58Q (39640.650000 sec): 3 clusters Score: Raw -1761401.308667 + Penalty 4612.345457 = -1756788.963211 nChanged 7 SP:Iteration 59Q (39640.680000 sec): 3 clusters Score: Raw -1761403.611102 + Penalty 4612.345457 = -1756791.265645 nChanged 6 SP:Iteration 60F (39640.720000 sec): 3 clusters Score: Raw -1761404.762015 + Penalty 4612.345457 = -1756792.416558 nChanged 4 SP:Iteration 61Q (39640.760000 sec): 3 clusters Score: Raw -1761405.977568 + Penalty 4612.345457 = -1756793.632112 nChanged 3 SP:Iteration 62Q (39640.800000 sec): 3 clusters Score: Raw -1761406.739605 + Penalty 4612.345457 = -1756794.394149 nChanged 4 SP:Iteration 63Q (39640.830000 sec): 3 clusters Score: Raw -1761407.480553 + Penalty 4612.345457 = -1756795.135096 nChanged 3 SP:Iteration 64Q (39640.860000 sec): 3 clusters Score: Raw -1761408.148692 + Penalty 4612.345457 = -1756795.803236 nChanged 4 SP:Iteration 65Q (39640.900000 sec): 3 clusters Score: Raw -1761409.393417 + Penalty 4612.345457 = -1756797.047961 nChanged 5 SP:Iteration 66Q (39640.930000 sec): 3 clusters Score: Raw -1761410.704692 + Penalty 4612.345457 = -1756798.359236 nChanged 0 SP:Iteration 67F (39640.980000 sec): 3 clusters Score: Raw -1761410.704692 + Penalty 4612.345457 = -1756798.359236 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 27 (16008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39641.040000 sec): 2 clusters Score: Raw -2476435.722862 + Penalty 2400.849281 = -2474034.873581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39641.100000 sec): 3 clusters Score: Raw -2467329.021588 + Penalty 4801.698563 = -2462527.323026 nChanged 6923 SP:Iteration 1F (39641.160000 sec): 3 clusters Score: Raw -2471123.399794 + Penalty 4801.698563 = -2466321.701232 nChanged 1023 SP:Iteration 2F (39641.220000 sec): 3 clusters Score: Raw -2471643.654235 + Penalty 4801.698563 = -2466841.955672 nChanged 909 SP:Iteration 3F (39641.290000 sec): 3 clusters Score: Raw -2472104.263176 + Penalty 4801.698563 = -2467302.564614 nChanged 824 SP:Iteration 4F (39641.350000 sec): 3 clusters Score: Raw -2472537.247325 + Penalty 4801.698563 = -2467735.548763 nChanged 805 SP:Iteration 5F (39641.410000 sec): 3 clusters Score: Raw -2472961.407418 + Penalty 4801.698563 = -2468159.708855 nChanged 743 SP:Iteration 6Q (39641.480000 sec): 3 clusters Score: Raw -2473333.675688 + Penalty 4801.698563 = -2468531.977125 nChanged 699 SP:Iteration 7Q (39641.540000 sec): 3 clusters Score: Raw -2473645.950430 + Penalty 4801.698563 = -2468844.251867 nChanged 615 SP:Iteration 8Q (39641.600000 sec): 3 clusters Score: Raw -2473897.607897 + Penalty 4801.698563 = -2469095.909335 nChanged 538 SP:Iteration 9Q (39641.660000 sec): 3 clusters Score: Raw -2474098.234188 + Penalty 4801.698563 = -2469296.535626 nChanged 471 SP:Iteration 10Q (39641.720000 sec): 3 clusters Score: Raw -2474256.206522 + Penalty 4801.698563 = -2469454.507959 nChanged 379 SP:Iteration 11Q (39641.790000 sec): 3 clusters Score: Raw -2474367.882561 + Penalty 4801.698563 = -2469566.183999 nChanged 302 SP:Iteration 12Q (39641.850000 sec): 3 clusters Score: Raw -2474453.347360 + Penalty 4801.698563 = -2469651.648797 nChanged 282 SP:Iteration 13Q (39641.910000 sec): 3 clusters Score: Raw -2474526.129874 + Penalty 4801.698563 = -2469724.431311 nChanged 273 SP:Iteration 14Q (39641.980000 sec): 3 clusters Score: Raw -2474593.298677 + Penalty 4801.698563 = -2469791.600114 nChanged 222 SP:Iteration 15Q (39642.040000 sec): 3 clusters Score: Raw -2474644.797983 + Penalty 4801.698563 = -2469843.099421 nChanged 181 SP:Iteration 16Q (39642.100000 sec): 3 clusters Score: Raw -2474686.110698 + Penalty 4801.698563 = -2469884.412135 nChanged 176 SP:Iteration 17Q (39642.160000 sec): 3 clusters Score: Raw -2474719.611138 + Penalty 4801.698563 = -2469917.912576 nChanged 136 SP:Iteration 18Q (39642.230000 sec): 3 clusters Score: Raw -2474746.249118 + Penalty 4801.698563 = -2469944.550555 nChanged 118 SP:Iteration 19Q (39642.290000 sec): 3 clusters Score: Raw -2474767.590006 + Penalty 4801.698563 = -2469965.891443 nChanged 115 SP:Iteration 20F (39642.350000 sec): 3 clusters Score: Raw -2474789.122599 + Penalty 4801.698563 = -2469987.424037 nChanged 105 SP:Iteration 21Q (39642.420000 sec): 3 clusters Score: Raw -2474808.079099 + Penalty 4801.698563 = -2470006.380537 nChanged 111 SP:Iteration 22Q (39642.480000 sec): 3 clusters Score: Raw -2474827.706887 + Penalty 4801.698563 = -2470026.008324 nChanged 92 SP:Iteration 23Q (39642.540000 sec): 3 clusters Score: Raw -2474844.348012 + Penalty 4801.698563 = -2470042.649449 nChanged 91 SP:Iteration 24Q (39642.600000 sec): 3 clusters Score: Raw -2474865.486960 + Penalty 4801.698563 = -2470063.788397 nChanged 121 SP:Iteration 25Q (39642.660000 sec): 3 clusters Score: Raw -2474891.098578 + Penalty 4801.698563 = -2470089.400015 nChanged 129 SP:Iteration 26Q (39642.730000 sec): 3 clusters Score: Raw -2474914.766327 + Penalty 4801.698563 = -2470113.067765 nChanged 120 SP:Iteration 27Q (39642.790000 sec): 3 clusters Score: Raw -2474939.814430 + Penalty 4801.698563 = -2470138.115867 nChanged 129 SP:Iteration 28Q (39642.850000 sec): 3 clusters Score: Raw -2474968.761431 + Penalty 4801.698563 = -2470167.062869 nChanged 143 SP:Iteration 29Q (39642.910000 sec): 3 clusters Score: Raw -2475001.807524 + Penalty 4801.698563 = -2470200.108961 nChanged 165 SP:Iteration 30Q (39642.980000 sec): 3 clusters Score: Raw -2475039.103791 + Penalty 4801.698563 = -2470237.405229 nChanged 157 SP:Iteration 31Q (39643.040000 sec): 3 clusters Score: Raw -2475076.878787 + Penalty 4801.698563 = -2470275.180224 nChanged 153 SP:Iteration 32Q (39643.100000 sec): 3 clusters Score: Raw -2475110.573189 + Penalty 4801.698563 = -2470308.874627 nChanged 170 SP:Iteration 33Q (39643.160000 sec): 3 clusters Score: Raw -2475156.937871 + Penalty 4801.698563 = -2470355.239309 nChanged 197 SP:Iteration 34Q (39643.220000 sec): 3 clusters Score: Raw -2475227.098585 + Penalty 4801.698563 = -2470425.400022 nChanged 234 SP:Iteration 35Q (39643.290000 sec): 3 clusters Score: Raw -2475322.086428 + Penalty 4801.698563 = -2470520.387866 nChanged 278 SP:Iteration 36Q (39643.350000 sec): 3 clusters Score: Raw -2475446.154471 + Penalty 4801.698563 = -2470644.455908 nChanged 324 SP:Iteration 37Q (39643.410000 sec): 3 clusters Score: Raw -2475615.701984 + Penalty 4801.698563 = -2470814.003421 nChanged 331 SP:Iteration 38Q (39643.470000 sec): 3 clusters Score: Raw -2475760.360578 + Penalty 4801.698563 = -2470958.662015 nChanged 319 SP:Iteration 39Q (39643.540000 sec): 3 clusters Score: Raw -2475906.181589 + Penalty 4801.698563 = -2471104.483026 nChanged 344 SP:Iteration 40F (39643.600000 sec): 3 clusters Score: Raw -2476044.786120 + Penalty 4801.698563 = -2471243.087558 nChanged 311 SP:Iteration 41Q (39643.660000 sec): 3 clusters Score: Raw -2476162.410962 + Penalty 4801.698563 = -2471360.712399 nChanged 303 SP:Iteration 42Q (39643.720000 sec): 3 clusters Score: Raw -2476275.448053 + Penalty 4801.698563 = -2471473.749490 nChanged 282 SP:Iteration 43Q (39643.780000 sec): 3 clusters Score: Raw -2476381.440594 + Penalty 4801.698563 = -2471579.742031 nChanged 273 SP:Iteration 44Q (39643.840000 sec): 3 clusters Score: Raw -2476485.748415 + Penalty 4801.698563 = -2471684.049852 nChanged 239 SP:Iteration 45Q (39643.900000 sec): 3 clusters Score: Raw -2476577.943930 + Penalty 4801.698563 = -2471776.245367 nChanged 221 SP:Iteration 46Q (39643.960000 sec): 3 clusters Score: Raw -2476674.576623 + Penalty 4801.698563 = -2471872.878060 nChanged 198 SP:Iteration 47Q (39644.020000 sec): 3 clusters Score: Raw -2476757.504960 + Penalty 4801.698563 = -2471955.806398 nChanged 195 SP:Iteration 48Q (39644.080000 sec): 3 clusters Score: Raw -2476834.455245 + Penalty 4801.698563 = -2472032.756682 nChanged 186 SP:Iteration 49Q (39644.140000 sec): 3 clusters Score: Raw -2476911.062797 + Penalty 4801.698563 = -2472109.364235 nChanged 152 SP:Iteration 50Q (39644.200000 sec): 3 clusters Score: Raw -2476983.861636 + Penalty 4801.698563 = -2472182.163073 nChanged 157 SP:Iteration 51Q (39644.260000 sec): 3 clusters Score: Raw -2477062.353013 + Penalty 4801.698563 = -2472260.654450 nChanged 126 SP:Iteration 52Q (39644.310000 sec): 3 clusters Score: Raw -2477125.525656 + Penalty 4801.698563 = -2472323.827094 nChanged 105 SP:Iteration 53Q (39644.370000 sec): 3 clusters Score: Raw -2477181.966750 + Penalty 4801.698563 = -2472380.268188 nChanged 119 SP:Iteration 54Q (39644.420000 sec): 3 clusters Score: Raw -2477250.247527 + Penalty 4801.698563 = -2472448.548964 nChanged 101 SP:Iteration 55Q (39644.480000 sec): 3 clusters Score: Raw -2477307.272577 + Penalty 4801.698563 = -2472505.574014 nChanged 95 SP:Iteration 56Q (39644.540000 sec): 3 clusters Score: Raw -2477349.269303 + Penalty 4801.698563 = -2472547.570741 nChanged 61 SP:Iteration 57Q (39644.590000 sec): 3 clusters Score: Raw -2477370.642667 + Penalty 4801.698563 = -2472568.944104 nChanged 45 SP:Iteration 58Q (39644.640000 sec): 3 clusters Score: Raw -2477388.275555 + Penalty 4801.698563 = -2472586.576992 nChanged 38 SP:Iteration 59Q (39644.700000 sec): 3 clusters Score: Raw -2477401.867345 + Penalty 4801.698563 = -2472600.168783 nChanged 19 SP:Iteration 60F (39644.760000 sec): 3 clusters Score: Raw -2477408.323032 + Penalty 4801.698563 = -2472606.624469 nChanged 21 SP:Iteration 61Q (39644.820000 sec): 3 clusters Score: Raw -2477414.923495 + Penalty 4801.698563 = -2472613.224932 nChanged 16 SP:Iteration 62Q (39644.870000 sec): 3 clusters Score: Raw -2477420.661314 + Penalty 4801.698563 = -2472618.962751 nChanged 17 SP:Iteration 63Q (39644.920000 sec): 3 clusters Score: Raw -2477426.804610 + Penalty 4801.698563 = -2472625.106048 nChanged 13 SP:Iteration 64Q (39644.980000 sec): 3 clusters Score: Raw -2477431.544314 + Penalty 4801.698563 = -2472629.845752 nChanged 12 SP:Iteration 65Q (39645.030000 sec): 3 clusters Score: Raw -2477436.078595 + Penalty 4801.698563 = -2472634.380032 nChanged 11 SP:Iteration 66Q (39645.090000 sec): 3 clusters Score: Raw -2477439.425493 + Penalty 4801.698563 = -2472637.726931 nChanged 7 SP:Iteration 67Q (39645.140000 sec): 3 clusters Score: Raw -2477442.428856 + Penalty 4801.698563 = -2472640.730293 nChanged 7 SP:Iteration 68Q (39645.190000 sec): 3 clusters Score: Raw -2477444.178844 + Penalty 4801.698563 = -2472642.480281 nChanged 5 SP:Iteration 69Q (39645.250000 sec): 3 clusters Score: Raw -2477445.082321 + Penalty 4801.698563 = -2472643.383759 nChanged 1 SP:Iteration 70Q (39645.300000 sec): 3 clusters Score: Raw -2477445.307918 + Penalty 4801.698563 = -2472643.609355 nChanged 2 SP:Iteration 71Q (39645.360000 sec): 3 clusters Score: Raw -2477445.618838 + Penalty 4801.698563 = -2472643.920275 nChanged 1 SP:Iteration 72Q (39645.410000 sec): 3 clusters Score: Raw -2477445.781279 + Penalty 4801.698563 = -2472644.082716 nChanged 0 SP:Iteration 73F (39645.470000 sec): 3 clusters Score: Raw -2477445.781279 + Penalty 4801.698563 = -2472644.082716 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 28 (399074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39646.870000 sec): 2 clusters Score: Raw -64206545.746749 + Penalty 3198.431731 = -64203347.315018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39648.500000 sec): 3 clusters Score: Raw -63940825.140496 + Penalty 6396.863463 = -63934428.277034 nChanged 194444 SP:Iteration 1F (39650.130000 sec): 3 clusters Score: Raw -64055492.135545 + Penalty 6396.863463 = -64049095.272082 nChanged 8005 SP:Iteration 2Q (39651.790000 sec): 3 clusters Score: Raw -64056549.675625 + Penalty 6396.863463 = -64050152.812163 nChanged 7885 SP:Iteration 3Q (39653.460000 sec): 3 clusters Score: Raw -64057602.946791 + Penalty 6396.863463 = -64051206.083329 nChanged 7925 SP:Iteration 4Q (39655.120000 sec): 3 clusters Score: Raw -64058736.937454 + Penalty 6396.863463 = -64052340.073991 nChanged 8287 SP:Iteration 5Q (39656.780000 sec): 3 clusters Score: Raw -64060064.032823 + Penalty 6396.863463 = -64053667.169361 nChanged 9186 SP:Iteration 6Q (39658.450000 sec): 3 clusters Score: Raw -64061833.113455 + Penalty 6396.863463 = -64055436.249993 nChanged 10724 SP:Iteration 7Q (39660.130000 sec): 3 clusters Score: Raw -64064399.291758 + Penalty 6396.863463 = -64058002.428295 nChanged 13276 SP:Iteration 8Q (39661.790000 sec): 3 clusters Score: Raw -64068451.739897 + Penalty 6396.863463 = -64062054.876434 nChanged 16748 SP:Iteration 9Q (39663.470000 sec): 3 clusters Score: Raw -64074951.905589 + Penalty 6396.863463 = -64068555.042126 nChanged 20570 SP:Iteration 10F (39665.090000 sec): 3 clusters Score: Raw -64084509.932179 + Penalty 6396.863463 = -64078113.068716 nChanged 23549 SP:Iteration 11F (39666.710000 sec): 3 clusters Score: Raw -64096705.071422 + Penalty 6396.863463 = -64090308.207960 nChanged 24341 SP:Iteration 12F (39668.330000 sec): 3 clusters Score: Raw -64109649.812225 + Penalty 6396.863463 = -64103252.948762 nChanged 22741 SP:Iteration 13F (39669.970000 sec): 3 clusters Score: Raw -64121471.668009 + Penalty 6396.863463 = -64115074.804547 nChanged 19857 SP:Iteration 14Q (39671.630000 sec): 3 clusters Score: Raw -64131933.682900 + Penalty 6396.863463 = -64125536.819437 nChanged 17694 SP:Iteration 15Q (39673.280000 sec): 3 clusters Score: Raw -64142540.296588 + Penalty 6396.863463 = -64136143.433125 nChanged 16486 SP:Iteration 16Q (39674.930000 sec): 3 clusters Score: Raw -64153788.816507 + Penalty 6396.863463 = -64147391.953045 nChanged 15150 SP:Iteration 17Q (39676.580000 sec): 3 clusters Score: Raw -64163613.139462 + Penalty 6396.863463 = -64157216.275999 nChanged 12200 SP:Iteration 18Q (39678.200000 sec): 3 clusters Score: Raw -64169863.880155 + Penalty 6396.863463 = -64163467.016692 nChanged 8720 SP:Iteration 19Q (39679.790000 sec): 3 clusters Score: Raw -64173356.485316 + Penalty 6396.863463 = -64166959.621854 nChanged 6611 SP:Iteration 20F (39681.400000 sec): 3 clusters Score: Raw -64175785.509668 + Penalty 6396.863463 = -64169388.646205 nChanged 5792 SP:Iteration 21Q (39682.960000 sec): 3 clusters Score: Raw -64177827.045738 + Penalty 6396.863463 = -64171430.182276 nChanged 5552 SP:Iteration 22Q (39684.500000 sec): 3 clusters Score: Raw -64179740.150058 + Penalty 6396.863463 = -64173343.286595 nChanged 5359 SP:Iteration 23Q (39686.040000 sec): 3 clusters Score: Raw -64181615.348366 + Penalty 6396.863463 = -64175218.484903 nChanged 5324 SP:Iteration 24Q (39687.560000 sec): 3 clusters Score: Raw -64183556.146438 + Penalty 6396.863463 = -64177159.282975 nChanged 5203 SP:Iteration 25Q (39689.050000 sec): 3 clusters Score: Raw -64185552.721378 + Penalty 6396.863463 = -64179155.857915 nChanged 5126 SP:Iteration 26Q (39690.530000 sec): 3 clusters Score: Raw -64187702.147791 + Penalty 6396.863463 = -64181305.284328 nChanged 5034 SP:Iteration 27Q (39692.010000 sec): 3 clusters Score: Raw -64190004.580520 + Penalty 6396.863463 = -64183607.717058 nChanged 4962 SP:Iteration 28Q (39693.450000 sec): 3 clusters Score: Raw -64192455.280252 + Penalty 6396.863463 = -64186058.416790 nChanged 4730 SP:Iteration 29Q (39694.880000 sec): 3 clusters Score: Raw -64194975.476893 + Penalty 6396.863463 = -64188578.613431 nChanged 4481 SP:Iteration 30Q (39696.280000 sec): 3 clusters Score: Raw -64197479.008226 + Penalty 6396.863463 = -64191082.144764 nChanged 4344 SP:Iteration 31Q (39697.670000 sec): 3 clusters Score: Raw -64199906.753010 + Penalty 6396.863463 = -64193509.889548 nChanged 3971 SP:Iteration 32Q (39699.040000 sec): 3 clusters Score: Raw -64201902.034553 + Penalty 6396.863463 = -64195505.171090 nChanged 3347 SP:Iteration 33Q (39700.380000 sec): 3 clusters Score: Raw -64203331.449936 + Penalty 6396.863463 = -64196934.586474 nChanged 2728 SP:Iteration 34Q (39701.720000 sec): 3 clusters Score: Raw -64204236.556707 + Penalty 6396.863463 = -64197839.693245 nChanged 2187 SP:Iteration 35Q (39703.040000 sec): 3 clusters Score: Raw -64204815.959714 + Penalty 6396.863463 = -64198419.096252 nChanged 1789 SP:Iteration 36Q (39704.340000 sec): 3 clusters Score: Raw -64205204.428593 + Penalty 6396.863463 = -64198807.565131 nChanged 1488 SP:Iteration 37Q (39705.650000 sec): 3 clusters Score: Raw -64205459.263749 + Penalty 6396.863463 = -64199062.400286 nChanged 1225 SP:Iteration 38Q (39706.940000 sec): 3 clusters Score: Raw -64205625.567246 + Penalty 6396.863463 = -64199228.703783 nChanged 1085 SP:Iteration 39Q (39708.230000 sec): 3 clusters Score: Raw -64205750.570703 + Penalty 6396.863463 = -64199353.707240 nChanged 909 SP:Iteration 40F (39709.840000 sec): 3 clusters Score: Raw -64205895.514938 + Penalty 6396.863463 = -64199498.651476 nChanged 895 SP:Iteration 41Q (39711.120000 sec): 3 clusters Score: Raw -64205987.823036 + Penalty 6396.863463 = -64199590.959573 nChanged 772 SP:Iteration 42Q (39712.410000 sec): 3 clusters Score: Raw -64206050.896349 + Penalty 6396.863463 = -64199654.032886 nChanged 702 SP:Iteration 43Q (39713.700000 sec): 3 clusters Score: Raw -64206103.207609 + Penalty 6396.863463 = -64199706.344146 nChanged 608 SP:Iteration 44Q (39714.990000 sec): 3 clusters Score: Raw -64206143.681137 + Penalty 6396.863463 = -64199746.817675 nChanged 548 SP:Iteration 45Q (39716.280000 sec): 3 clusters Score: Raw -64206175.439113 + Penalty 6396.863463 = -64199778.575650 nChanged 465 SP:Iteration 46Q (39717.570000 sec): 3 clusters Score: Raw -64206198.965181 + Penalty 6396.863463 = -64199802.101719 nChanged 415 SP:Iteration 47Q (39718.860000 sec): 3 clusters Score: Raw -64206218.852519 + Penalty 6396.863463 = -64199821.989057 nChanged 392 SP:Iteration 48Q (39720.140000 sec): 3 clusters Score: Raw -64206236.642367 + Penalty 6396.863463 = -64199839.778905 nChanged 359 SP:Iteration 49Q (39721.420000 sec): 3 clusters Score: Raw -64206251.282062 + Penalty 6396.863463 = -64199854.418599 nChanged 297 SP:Iteration 50Q (39722.710000 sec): 3 clusters Score: Raw -64206262.906892 + Penalty 6396.863463 = -64199866.043430 nChanged 292 SP:Iteration 51Q (39723.990000 sec): 3 clusters Score: Raw -64206274.238945 + Penalty 6396.863463 = -64199877.375482 nChanged 270 SP:Iteration 52Q (39725.270000 sec): 3 clusters Score: Raw -64206284.332487 + Penalty 6396.863463 = -64199887.469025 nChanged 233 SP:Iteration 53Q (39726.550000 sec): 3 clusters Score: Raw -64206292.069544 + Penalty 6396.863463 = -64199895.206081 nChanged 220 SP:Iteration 54Q (39727.820000 sec): 3 clusters Score: Raw -64206298.828066 + Penalty 6396.863463 = -64199901.964603 nChanged 214 SP:Iteration 55Q (39729.100000 sec): 3 clusters Score: Raw -64206305.571316 + Penalty 6396.863463 = -64199908.707853 nChanged 209 SP:Iteration 56Q (39730.380000 sec): 3 clusters Score: Raw -64206311.578738 + Penalty 6396.863463 = -64199914.715276 nChanged 183 SP:Iteration 57Q (39731.650000 sec): 3 clusters Score: Raw -64206316.027228 + Penalty 6396.863463 = -64199919.163765 nChanged 160 SP:Iteration 58Q (39732.920000 sec): 3 clusters Score: Raw -64206319.994639 + Penalty 6396.863463 = -64199923.131176 nChanged 137 SP:Iteration 59Q (39734.200000 sec): 3 clusters Score: Raw -64206323.353747 + Penalty 6396.863463 = -64199926.490284 nChanged 128 SP:Iteration 60F (39735.800000 sec): 3 clusters Score: Raw -64206326.222353 + Penalty 6396.863463 = -64199929.358890 nChanged 120 SP:Iteration 61Q (39737.080000 sec): 3 clusters Score: Raw -64206328.734972 + Penalty 6396.863463 = -64199931.871510 nChanged 120 SP:Iteration 62Q (39738.350000 sec): 3 clusters Score: Raw -64206331.022987 + Penalty 6396.863463 = -64199934.159525 nChanged 103 SP:Iteration 63Q (39739.620000 sec): 3 clusters Score: Raw -64206332.988183 + Penalty 6396.863463 = -64199936.124720 nChanged 76 SP:Iteration 64Q (39740.890000 sec): 3 clusters Score: Raw -64206334.252636 + Penalty 6396.863463 = -64199937.389174 nChanged 69 SP:Iteration 65Q (39742.170000 sec): 3 clusters Score: Raw -64206335.471125 + Penalty 6396.863463 = -64199938.607663 nChanged 61 SP:Iteration 66Q (39743.440000 sec): 3 clusters Score: Raw -64206336.199947 + Penalty 6396.863463 = -64199939.336484 nChanged 50 SP:Iteration 67Q (39744.720000 sec): 3 clusters Score: Raw -64206336.864627 + Penalty 6396.863463 = -64199940.001164 nChanged 42 SP:Iteration 68Q (39745.980000 sec): 3 clusters Score: Raw -64206337.444136 + Penalty 6396.863463 = -64199940.580673 nChanged 28 SP:Iteration 69Q (39747.260000 sec): 3 clusters Score: Raw -64206337.774299 + Penalty 6396.863463 = -64199940.910836 nChanged 23 SP:Iteration 70Q (39748.520000 sec): 3 clusters Score: Raw -64206338.005618 + Penalty 6396.863463 = -64199941.142156 nChanged 19 SP:Iteration 71Q (39749.800000 sec): 3 clusters Score: Raw -64206338.221000 + Penalty 6396.863463 = -64199941.357537 nChanged 23 SP:Iteration 72Q (39751.070000 sec): 3 clusters Score: Raw -64206338.488346 + Penalty 6396.863463 = -64199941.624884 nChanged 23 SP:Iteration 73Q (39752.340000 sec): 3 clusters Score: Raw -64206338.720666 + Penalty 6396.863463 = -64199941.857204 nChanged 17 SP:Iteration 74Q (39753.610000 sec): 3 clusters Score: Raw -64206338.925439 + Penalty 6396.863463 = -64199942.061977 nChanged 18 SP:Iteration 75Q (39754.890000 sec): 3 clusters Score: Raw -64206339.109266 + Penalty 6396.863463 = -64199942.245803 nChanged 20 SP:Iteration 76Q (39756.160000 sec): 3 clusters Score: Raw -64206339.306816 + Penalty 6396.863463 = -64199942.443353 nChanged 19 SP:Iteration 77Q (39757.430000 sec): 3 clusters Score: Raw -64206339.604199 + Penalty 6396.863463 = -64199942.740737 nChanged 20 SP:Iteration 78Q (39758.710000 sec): 3 clusters Score: Raw -64206339.874863 + Penalty 6396.863463 = -64199943.011400 nChanged 22 SP:Iteration 79Q (39759.980000 sec): 3 clusters Score: Raw -64206340.112625 + Penalty 6396.863463 = -64199943.249163 nChanged 18 SP:Iteration 80F (39761.600000 sec): 3 clusters Score: Raw -64206340.297620 + Penalty 6396.863463 = -64199943.434158 nChanged 14 SP:Iteration 81Q (39762.870000 sec): 3 clusters Score: Raw -64206340.439897 + Penalty 6396.863463 = -64199943.576434 nChanged 9 SP:Iteration 82Q (39764.120000 sec): 3 clusters Score: Raw -64206340.538970 + Penalty 6396.863463 = -64199943.675507 nChanged 6 SP:Iteration 83Q (39765.380000 sec): 3 clusters Score: Raw -64206340.619888 + Penalty 6396.863463 = -64199943.756426 nChanged 9 SP:Iteration 84Q (39766.650000 sec): 3 clusters Score: Raw -64206340.695223 + Penalty 6396.863463 = -64199943.831761 nChanged 6 SP:Iteration 85Q (39767.910000 sec): 3 clusters Score: Raw -64206340.756420 + Penalty 6396.863463 = -64199943.892957 nChanged 4 SP:Iteration 86Q (39769.180000 sec): 3 clusters Score: Raw -64206340.792195 + Penalty 6396.863463 = -64199943.928732 nChanged 4 SP:Iteration 87Q (39770.450000 sec): 3 clusters Score: Raw -64206340.833390 + Penalty 6396.863463 = -64199943.969927 nChanged 6 SP:Iteration 88Q (39771.730000 sec): 3 clusters Score: Raw -64206340.866690 + Penalty 6396.863463 = -64199944.003228 nChanged 7 SP:Iteration 89Q (39773.010000 sec): 3 clusters Score: Raw -64206340.943960 + Penalty 6396.863463 = -64199944.080498 nChanged 12 SP:Iteration 90Q (39774.280000 sec): 3 clusters Score: Raw -64206341.057389 + Penalty 6396.863463 = -64199944.193926 nChanged 7 SP:Iteration 91Q (39775.550000 sec): 3 clusters Score: Raw -64206341.107800 + Penalty 6396.863463 = -64199944.244337 nChanged 3 SP:Iteration 92Q (39776.830000 sec): 3 clusters Score: Raw -64206341.148143 + Penalty 6396.863463 = -64199944.284680 nChanged 5 SP:Iteration 93Q (39778.100000 sec): 3 clusters Score: Raw -64206341.201740 + Penalty 6396.863463 = -64199944.338277 nChanged 5 SP:Iteration 94Q (39779.370000 sec): 3 clusters Score: Raw -64206341.227799 + Penalty 6396.863463 = -64199944.364337 nChanged 1 SP:Iteration 95Q (39780.650000 sec): 3 clusters Score: Raw -64206341.236875 + Penalty 6396.863463 = -64199944.373412 nChanged 2 SP:Iteration 96Q (39781.920000 sec): 3 clusters Score: Raw -64206341.246295 + Penalty 6396.863463 = -64199944.382832 nChanged 0 SP:Iteration 97F (39783.540000 sec): 3 clusters Score: Raw -64206341.246295 + Penalty 6396.863463 = -64199944.382832 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 29 (55158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39783.850000 sec): 2 clusters Score: Raw -8881659.043486 + Penalty 2707.653354 = -8878951.390131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39784.070000 sec): 3 clusters Score: Raw -8847123.417307 + Penalty 5415.306708 = -8841708.110598 nChanged 25741 SP:Iteration 1F (39784.290000 sec): 3 clusters Score: Raw -8861602.209749 + Penalty 5415.306708 = -8856186.903040 nChanged 2291 SP:Iteration 2Q (39784.520000 sec): 3 clusters Score: Raw -8862280.077679 + Penalty 5415.306708 = -8856864.770971 nChanged 2209 SP:Iteration 3Q (39784.740000 sec): 3 clusters Score: Raw -8863004.301709 + Penalty 5415.306708 = -8857588.995001 nChanged 2252 SP:Iteration 4Q (39784.970000 sec): 3 clusters Score: Raw -8863846.719712 + Penalty 5415.306708 = -8858431.413003 nChanged 2380 SP:Iteration 5Q (39785.200000 sec): 3 clusters Score: Raw -8864913.761935 + Penalty 5415.306708 = -8859498.455227 nChanged 2766 SP:Iteration 6F (39785.420000 sec): 3 clusters Score: Raw -8866294.181795 + Penalty 5415.306708 = -8860878.875087 nChanged 3095 SP:Iteration 7F (39785.640000 sec): 3 clusters Score: Raw -8868181.280386 + Penalty 5415.306708 = -8862765.973678 nChanged 3429 SP:Iteration 8F (39785.860000 sec): 3 clusters Score: Raw -8870691.778871 + Penalty 5415.306708 = -8865276.472163 nChanged 3718 SP:Iteration 9F (39786.080000 sec): 3 clusters Score: Raw -8873737.698355 + Penalty 5415.306708 = -8868322.391646 nChanged 3510 SP:Iteration 10F (39786.300000 sec): 3 clusters Score: Raw -8876763.595052 + Penalty 5415.306708 = -8871348.288344 nChanged 2890 SP:Iteration 11F (39786.520000 sec): 3 clusters Score: Raw -8879111.061932 + Penalty 5415.306708 = -8873695.755224 nChanged 2068 SP:Iteration 12Q (39786.730000 sec): 3 clusters Score: Raw -8880553.272829 + Penalty 5415.306708 = -8875137.966120 nChanged 1437 SP:Iteration 13Q (39786.930000 sec): 3 clusters Score: Raw -8881372.026060 + Penalty 5415.306708 = -8875956.719352 nChanged 1005 SP:Iteration 14Q (39787.130000 sec): 3 clusters Score: Raw -8881823.670866 + Penalty 5415.306708 = -8876408.364157 nChanged 714 SP:Iteration 15Q (39787.330000 sec): 3 clusters Score: Raw -8882077.481761 + Penalty 5415.306708 = -8876662.175052 nChanged 533 SP:Iteration 16Q (39787.520000 sec): 3 clusters Score: Raw -8882222.277666 + Penalty 5415.306708 = -8876806.970957 nChanged 392 SP:Iteration 17Q (39787.710000 sec): 3 clusters Score: Raw -8882314.727387 + Penalty 5415.306708 = -8876899.420678 nChanged 296 SP:Iteration 18Q (39787.910000 sec): 3 clusters Score: Raw -8882377.186811 + Penalty 5415.306708 = -8876961.880103 nChanged 246 SP:Iteration 19Q (39788.090000 sec): 3 clusters Score: Raw -8882426.752584 + Penalty 5415.306708 = -8877011.445876 nChanged 230 SP:Iteration 20F (39788.310000 sec): 3 clusters Score: Raw -8882474.628566 + Penalty 5415.306708 = -8877059.321858 nChanged 217 SP:Iteration 21Q (39788.500000 sec): 3 clusters Score: Raw -8882520.196585 + Penalty 5415.306708 = -8877104.889876 nChanged 209 SP:Iteration 22Q (39788.690000 sec): 3 clusters Score: Raw -8882565.645148 + Penalty 5415.306708 = -8877150.338440 nChanged 215 SP:Iteration 23Q (39788.880000 sec): 3 clusters Score: Raw -8882610.565665 + Penalty 5415.306708 = -8877195.258956 nChanged 199 SP:Iteration 24Q (39789.070000 sec): 3 clusters Score: Raw -8882652.376752 + Penalty 5415.306708 = -8877237.070044 nChanged 190 SP:Iteration 25Q (39789.250000 sec): 3 clusters Score: Raw -8882690.801327 + Penalty 5415.306708 = -8877275.494618 nChanged 193 SP:Iteration 26Q (39789.430000 sec): 3 clusters Score: Raw -8882735.093461 + Penalty 5415.306708 = -8877319.786753 nChanged 201 SP:Iteration 27Q (39789.620000 sec): 3 clusters Score: Raw -8882784.028294 + Penalty 5415.306708 = -8877368.721585 nChanged 221 SP:Iteration 28Q (39789.800000 sec): 3 clusters Score: Raw -8882849.330957 + Penalty 5415.306708 = -8877434.024249 nChanged 245 SP:Iteration 29Q (39789.990000 sec): 3 clusters Score: Raw -8882934.673803 + Penalty 5415.306708 = -8877519.367095 nChanged 274 SP:Iteration 30Q (39790.170000 sec): 3 clusters Score: Raw -8883035.721947 + Penalty 5415.306708 = -8877620.415239 nChanged 284 SP:Iteration 31Q (39790.350000 sec): 3 clusters Score: Raw -8883138.370452 + Penalty 5415.306708 = -8877723.063744 nChanged 277 SP:Iteration 32Q (39790.540000 sec): 3 clusters Score: Raw -8883238.207341 + Penalty 5415.306708 = -8877822.900633 nChanged 256 SP:Iteration 33Q (39790.720000 sec): 3 clusters Score: Raw -8883319.764511 + Penalty 5415.306708 = -8877904.457803 nChanged 234 SP:Iteration 34Q (39790.900000 sec): 3 clusters Score: Raw -8883384.245176 + Penalty 5415.306708 = -8877968.938467 nChanged 197 SP:Iteration 35Q (39791.080000 sec): 3 clusters Score: Raw -8883440.519453 + Penalty 5415.306708 = -8878025.212745 nChanged 168 SP:Iteration 36Q (39791.260000 sec): 3 clusters Score: Raw -8883484.914056 + Penalty 5415.306708 = -8878069.607348 nChanged 175 SP:Iteration 37Q (39791.440000 sec): 3 clusters Score: Raw -8883524.775260 + Penalty 5415.306708 = -8878109.468552 nChanged 163 SP:Iteration 38Q (39791.610000 sec): 3 clusters Score: Raw -8883556.588779 + Penalty 5415.306708 = -8878141.282071 nChanged 141 SP:Iteration 39Q (39791.790000 sec): 3 clusters Score: Raw -8883580.726792 + Penalty 5415.306708 = -8878165.420083 nChanged 134 SP:Iteration 40F (39792.010000 sec): 3 clusters Score: Raw -8883599.344331 + Penalty 5415.306708 = -8878184.037623 nChanged 101 SP:Iteration 41Q (39792.190000 sec): 3 clusters Score: Raw -8883612.675564 + Penalty 5415.306708 = -8878197.368855 nChanged 80 SP:Iteration 42Q (39792.370000 sec): 3 clusters Score: Raw -8883623.170611 + Penalty 5415.306708 = -8878207.863903 nChanged 79 SP:Iteration 43Q (39792.550000 sec): 3 clusters Score: Raw -8883635.828202 + Penalty 5415.306708 = -8878220.521494 nChanged 85 SP:Iteration 44Q (39792.730000 sec): 3 clusters Score: Raw -8883647.642022 + Penalty 5415.306708 = -8878232.335313 nChanged 84 SP:Iteration 45Q (39792.900000 sec): 3 clusters Score: Raw -8883657.440507 + Penalty 5415.306708 = -8878242.133799 nChanged 61 SP:Iteration 46Q (39793.070000 sec): 3 clusters Score: Raw -8883665.317514 + Penalty 5415.306708 = -8878250.010806 nChanged 64 SP:Iteration 47Q (39793.250000 sec): 3 clusters Score: Raw -8883672.856756 + Penalty 5415.306708 = -8878257.550048 nChanged 72 SP:Iteration 48Q (39793.430000 sec): 3 clusters Score: Raw -8883680.725977 + Penalty 5415.306708 = -8878265.419269 nChanged 57 SP:Iteration 49Q (39793.610000 sec): 3 clusters Score: Raw -8883686.402337 + Penalty 5415.306708 = -8878271.095629 nChanged 33 SP:Iteration 50Q (39793.780000 sec): 3 clusters Score: Raw -8883689.470995 + Penalty 5415.306708 = -8878274.164286 nChanged 31 SP:Iteration 51Q (39793.960000 sec): 3 clusters Score: Raw -8883692.434436 + Penalty 5415.306708 = -8878277.127727 nChanged 30 SP:Iteration 52Q (39794.130000 sec): 3 clusters Score: Raw -8883695.633968 + Penalty 5415.306708 = -8878280.327259 nChanged 33 SP:Iteration 53Q (39794.310000 sec): 3 clusters Score: Raw -8883698.808723 + Penalty 5415.306708 = -8878283.502015 nChanged 31 SP:Iteration 54Q (39794.480000 sec): 3 clusters Score: Raw -8883702.010430 + Penalty 5415.306708 = -8878286.703722 nChanged 29 SP:Iteration 55Q (39794.660000 sec): 3 clusters Score: Raw -8883704.726587 + Penalty 5415.306708 = -8878289.419879 nChanged 25 SP:Iteration 56Q (39794.830000 sec): 3 clusters Score: Raw -8883707.206052 + Penalty 5415.306708 = -8878291.899343 nChanged 19 SP:Iteration 57Q (39795.010000 sec): 3 clusters Score: Raw -8883708.707335 + Penalty 5415.306708 = -8878293.400626 nChanged 13 SP:Iteration 58Q (39795.180000 sec): 3 clusters Score: Raw -8883709.964330 + Penalty 5415.306708 = -8878294.657621 nChanged 20 SP:Iteration 59Q (39795.350000 sec): 3 clusters Score: Raw -8883711.685919 + Penalty 5415.306708 = -8878296.379211 nChanged 17 SP:Iteration 60F (39795.570000 sec): 3 clusters Score: Raw -8883713.277322 + Penalty 5415.306708 = -8878297.970614 nChanged 13 SP:Iteration 61Q (39795.750000 sec): 3 clusters Score: Raw -8883715.098984 + Penalty 5415.306708 = -8878299.792276 nChanged 15 SP:Iteration 62Q (39795.920000 sec): 3 clusters Score: Raw -8883716.589677 + Penalty 5415.306708 = -8878301.282969 nChanged 15 SP:Iteration 63Q (39796.100000 sec): 3 clusters Score: Raw -8883718.373518 + Penalty 5415.306708 = -8878303.066810 nChanged 22 SP:Iteration 64Q (39796.270000 sec): 3 clusters Score: Raw -8883720.763771 + Penalty 5415.306708 = -8878305.457062 nChanged 16 SP:Iteration 65Q (39796.450000 sec): 3 clusters Score: Raw -8883722.116021 + Penalty 5415.306708 = -8878306.809313 nChanged 23 SP:Iteration 66Q (39796.620000 sec): 3 clusters Score: Raw -8883724.638522 + Penalty 5415.306708 = -8878309.331814 nChanged 16 SP:Iteration 67Q (39796.790000 sec): 3 clusters Score: Raw -8883726.562951 + Penalty 5415.306708 = -8878311.256243 nChanged 17 SP:Iteration 68Q (39796.970000 sec): 3 clusters Score: Raw -8883728.147858 + Penalty 5415.306708 = -8878312.841149 nChanged 19 SP:Iteration 69Q (39797.140000 sec): 3 clusters Score: Raw -8883729.638818 + Penalty 5415.306708 = -8878314.332110 nChanged 15 SP:Iteration 70Q (39797.310000 sec): 3 clusters Score: Raw -8883730.610521 + Penalty 5415.306708 = -8878315.303813 nChanged 11 SP:Iteration 71Q (39797.490000 sec): 3 clusters Score: Raw -8883731.459499 + Penalty 5415.306708 = -8878316.152791 nChanged 6 SP:Iteration 72Q (39797.660000 sec): 3 clusters Score: Raw -8883731.866533 + Penalty 5415.306708 = -8878316.559825 nChanged 5 SP:Iteration 73Q (39797.840000 sec): 3 clusters Score: Raw -8883732.138583 + Penalty 5415.306708 = -8878316.831875 nChanged 6 SP:Iteration 74Q (39798.010000 sec): 3 clusters Score: Raw -8883732.563436 + Penalty 5415.306708 = -8878317.256728 nChanged 6 SP:Iteration 75Q (39798.190000 sec): 3 clusters Score: Raw -8883732.981917 + Penalty 5415.306708 = -8878317.675209 nChanged 8 SP:Iteration 76Q (39798.360000 sec): 3 clusters Score: Raw -8883733.440207 + Penalty 5415.306708 = -8878318.133499 nChanged 7 SP:Iteration 77Q (39798.530000 sec): 3 clusters Score: Raw -8883733.933407 + Penalty 5415.306708 = -8878318.626698 nChanged 5 SP:Iteration 78Q (39798.710000 sec): 3 clusters Score: Raw -8883734.332628 + Penalty 5415.306708 = -8878319.025920 nChanged 3 SP:Iteration 79Q (39798.880000 sec): 3 clusters Score: Raw -8883734.557395 + Penalty 5415.306708 = -8878319.250687 nChanged 4 SP:Iteration 80F (39799.100000 sec): 3 clusters Score: Raw -8883734.934233 + Penalty 5415.306708 = -8878319.627525 nChanged 4 SP:Iteration 81Q (39799.270000 sec): 3 clusters Score: Raw -8883735.092869 + Penalty 5415.306708 = -8878319.786161 nChanged 2 SP:Iteration 82Q (39799.450000 sec): 3 clusters Score: Raw -8883735.296346 + Penalty 5415.306708 = -8878319.989638 nChanged 6 SP:Iteration 83Q (39799.620000 sec): 3 clusters Score: Raw -8883735.766279 + Penalty 5415.306708 = -8878320.459571 nChanged 8 SP:Iteration 84Q (39799.800000 sec): 3 clusters Score: Raw -8883736.501534 + Penalty 5415.306708 = -8878321.194826 nChanged 8 SP:Iteration 85Q (39799.970000 sec): 3 clusters Score: Raw -8883737.525819 + Penalty 5415.306708 = -8878322.219110 nChanged 11 SP:Iteration 86Q (39800.150000 sec): 3 clusters Score: Raw -8883738.443908 + Penalty 5415.306708 = -8878323.137199 nChanged 15 SP:Iteration 87Q (39800.320000 sec): 3 clusters Score: Raw -8883739.876415 + Penalty 5415.306708 = -8878324.569707 nChanged 9 SP:Iteration 88Q (39800.490000 sec): 3 clusters Score: Raw -8883740.599650 + Penalty 5415.306708 = -8878325.292941 nChanged 7 SP:Iteration 89Q (39800.670000 sec): 3 clusters Score: Raw -8883741.266785 + Penalty 5415.306708 = -8878325.960077 nChanged 10 SP:Iteration 90Q (39800.840000 sec): 3 clusters Score: Raw -8883741.954847 + Penalty 5415.306708 = -8878326.648139 nChanged 5 SP:Iteration 91Q (39801.010000 sec): 3 clusters Score: Raw -8883742.312813 + Penalty 5415.306708 = -8878327.006104 nChanged 3 SP:Iteration 92Q (39801.190000 sec): 3 clusters Score: Raw -8883742.641975 + Penalty 5415.306708 = -8878327.335266 nChanged 8 SP:Iteration 93Q (39801.360000 sec): 3 clusters Score: Raw -8883743.349467 + Penalty 5415.306708 = -8878328.042759 nChanged 8 SP:Iteration 94Q (39801.530000 sec): 3 clusters Score: Raw -8883743.860507 + Penalty 5415.306708 = -8878328.553799 nChanged 7 SP:Iteration 95Q (39801.710000 sec): 3 clusters Score: Raw -8883744.294132 + Penalty 5415.306708 = -8878328.987424 nChanged 9 SP:Iteration 96Q (39801.880000 sec): 3 clusters Score: Raw -8883745.088928 + Penalty 5415.306708 = -8878329.782219 nChanged 12 SP:Iteration 97Q (39802.050000 sec): 3 clusters Score: Raw -8883746.194226 + Penalty 5415.306708 = -8878330.887517 nChanged 11 SP:Iteration 98Q (39802.230000 sec): 3 clusters Score: Raw -8883747.092386 + Penalty 5415.306708 = -8878331.785677 nChanged 8 SP:Iteration 99Q (39802.410000 sec): 3 clusters Score: Raw -8883747.668755 + Penalty 5415.306708 = -8878332.362047 nChanged 5 SP:Iteration 100F (39802.620000 sec): 3 clusters Score: Raw -8883748.046982 + Penalty 5415.306708 = -8878332.740274 nChanged 2 SP:Iteration 101Q (39802.790000 sec): 3 clusters Score: Raw -8883748.224018 + Penalty 5415.306708 = -8878332.917310 nChanged 4 SP:Iteration 102Q (39802.970000 sec): 3 clusters Score: Raw -8883748.516038 + Penalty 5415.306708 = -8878333.209330 nChanged 4 SP:Iteration 103Q (39803.150000 sec): 3 clusters Score: Raw -8883748.861460 + Penalty 5415.306708 = -8878333.554752 nChanged 1 SP:Iteration 104Q (39803.320000 sec): 3 clusters Score: Raw -8883748.944851 + Penalty 5415.306708 = -8878333.638143 nChanged 1 SP:Iteration 105Q (39803.500000 sec): 3 clusters Score: Raw -8883748.959337 + Penalty 5415.306708 = -8878333.652629 nChanged 0 SP:Iteration 106F (39803.710000 sec): 3 clusters Score: Raw -8883748.959337 + Penalty 5415.306708 = -8878333.652629 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 30 (14430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39803.780000 sec): 2 clusters Score: Raw -2326903.792129 + Penalty 2375.112034 = -2324528.680096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39803.840000 sec): 3 clusters Score: Raw -2318819.733775 + Penalty 4750.224067 = -2314069.509707 nChanged 6179 SP:Iteration 1F (39803.890000 sec): 3 clusters Score: Raw -2322066.612530 + Penalty 4750.224067 = -2317316.388463 nChanged 826 SP:Iteration 2F (39803.950000 sec): 3 clusters Score: Raw -2322414.290042 + Penalty 4750.224067 = -2317664.065975 nChanged 710 SP:Iteration 3Q (39804.010000 sec): 3 clusters Score: Raw -2322716.414731 + Penalty 4750.224067 = -2317966.190664 nChanged 646 SP:Iteration 4Q (39804.070000 sec): 3 clusters Score: Raw -2323022.927149 + Penalty 4750.224067 = -2318272.703082 nChanged 587 SP:Iteration 5Q (39804.120000 sec): 3 clusters Score: Raw -2323331.655472 + Penalty 4750.224067 = -2318581.431404 nChanged 585 SP:Iteration 6Q (39804.180000 sec): 3 clusters Score: Raw -2323741.418813 + Penalty 4750.224067 = -2318991.194745 nChanged 638 SP:Iteration 7Q (39804.240000 sec): 3 clusters Score: Raw -2324295.405769 + Penalty 4750.224067 = -2319545.181702 nChanged 645 SP:Iteration 8Q (39804.290000 sec): 3 clusters Score: Raw -2324849.600327 + Penalty 4750.224067 = -2320099.376260 nChanged 582 SP:Iteration 9Q (39804.350000 sec): 3 clusters Score: Raw -2325233.006644 + Penalty 4750.224067 = -2320482.782577 nChanged 512 SP:Iteration 10Q (39804.410000 sec): 3 clusters Score: Raw -2325503.312129 + Penalty 4750.224067 = -2320753.088062 nChanged 430 SP:Iteration 11Q (39804.460000 sec): 3 clusters Score: Raw -2325708.924656 + Penalty 4750.224067 = -2320958.700589 nChanged 363 SP:Iteration 12Q (39804.510000 sec): 3 clusters Score: Raw -2325875.186608 + Penalty 4750.224067 = -2321124.962541 nChanged 330 SP:Iteration 13Q (39804.560000 sec): 3 clusters Score: Raw -2326028.034695 + Penalty 4750.224067 = -2321277.810628 nChanged 265 SP:Iteration 14Q (39804.620000 sec): 3 clusters Score: Raw -2326152.260812 + Penalty 4750.224067 = -2321402.036745 nChanged 246 SP:Iteration 15Q (39804.670000 sec): 3 clusters Score: Raw -2326261.045219 + Penalty 4750.224067 = -2321510.821152 nChanged 221 SP:Iteration 16Q (39804.720000 sec): 3 clusters Score: Raw -2326354.900581 + Penalty 4750.224067 = -2321604.676514 nChanged 200 SP:Iteration 17Q (39804.770000 sec): 3 clusters Score: Raw -2326443.771228 + Penalty 4750.224067 = -2321693.547161 nChanged 190 SP:Iteration 18Q (39804.820000 sec): 3 clusters Score: Raw -2326514.920731 + Penalty 4750.224067 = -2321764.696664 nChanged 158 SP:Iteration 19Q (39804.870000 sec): 3 clusters Score: Raw -2326582.211750 + Penalty 4750.224067 = -2321831.987683 nChanged 154 SP:Iteration 20F (39804.930000 sec): 3 clusters Score: Raw -2326645.647196 + Penalty 4750.224067 = -2321895.423128 nChanged 148 SP:Iteration 21Q (39804.980000 sec): 3 clusters Score: Raw -2326708.288913 + Penalty 4750.224067 = -2321958.064845 nChanged 153 SP:Iteration 22Q (39805.030000 sec): 3 clusters Score: Raw -2326778.246075 + Penalty 4750.224067 = -2322028.022008 nChanged 135 SP:Iteration 23Q (39805.080000 sec): 3 clusters Score: Raw -2326839.583517 + Penalty 4750.224067 = -2322089.359449 nChanged 129 SP:Iteration 24Q (39805.130000 sec): 3 clusters Score: Raw -2326887.892323 + Penalty 4750.224067 = -2322137.668256 nChanged 94 SP:Iteration 25Q (39805.180000 sec): 3 clusters Score: Raw -2326921.398780 + Penalty 4750.224067 = -2322171.174713 nChanged 87 SP:Iteration 26Q (39805.230000 sec): 3 clusters Score: Raw -2326954.668276 + Penalty 4750.224067 = -2322204.444208 nChanged 78 SP:Iteration 27Q (39805.270000 sec): 3 clusters Score: Raw -2326982.205819 + Penalty 4750.224067 = -2322231.981752 nChanged 77 SP:Iteration 28Q (39805.320000 sec): 3 clusters Score: Raw -2327008.367727 + Penalty 4750.224067 = -2322258.143660 nChanged 61 SP:Iteration 29Q (39805.370000 sec): 3 clusters Score: Raw -2327028.104567 + Penalty 4750.224067 = -2322277.880500 nChanged 49 SP:Iteration 30Q (39805.420000 sec): 3 clusters Score: Raw -2327044.257240 + Penalty 4750.224067 = -2322294.033172 nChanged 43 SP:Iteration 31Q (39805.470000 sec): 3 clusters Score: Raw -2327055.811118 + Penalty 4750.224067 = -2322305.587051 nChanged 41 SP:Iteration 32Q (39805.510000 sec): 3 clusters Score: Raw -2327067.248299 + Penalty 4750.224067 = -2322317.024232 nChanged 36 SP:Iteration 33Q (39805.560000 sec): 3 clusters Score: Raw -2327080.821619 + Penalty 4750.224067 = -2322330.597552 nChanged 46 SP:Iteration 34Q (39805.610000 sec): 3 clusters Score: Raw -2327099.450668 + Penalty 4750.224067 = -2322349.226601 nChanged 50 SP:Iteration 35Q (39805.650000 sec): 3 clusters Score: Raw -2327122.293582 + Penalty 4750.224067 = -2322372.069514 nChanged 56 SP:Iteration 36Q (39805.700000 sec): 3 clusters Score: Raw -2327141.256800 + Penalty 4750.224067 = -2322391.032733 nChanged 37 SP:Iteration 37Q (39805.750000 sec): 3 clusters Score: Raw -2327153.678505 + Penalty 4750.224067 = -2322403.454438 nChanged 28 SP:Iteration 38Q (39805.790000 sec): 3 clusters Score: Raw -2327163.357387 + Penalty 4750.224067 = -2322413.133319 nChanged 25 SP:Iteration 39Q (39805.840000 sec): 3 clusters Score: Raw -2327173.019479 + Penalty 4750.224067 = -2322422.795412 nChanged 25 SP:Iteration 40F (39805.890000 sec): 3 clusters Score: Raw -2327183.573603 + Penalty 4750.224067 = -2322433.349536 nChanged 25 SP:Iteration 41Q (39805.940000 sec): 3 clusters Score: Raw -2327194.885076 + Penalty 4750.224067 = -2322444.661009 nChanged 27 SP:Iteration 42Q (39805.990000 sec): 3 clusters Score: Raw -2327204.404835 + Penalty 4750.224067 = -2322454.180768 nChanged 32 SP:Iteration 43Q (39806.030000 sec): 3 clusters Score: Raw -2327214.933998 + Penalty 4750.224067 = -2322464.709931 nChanged 27 SP:Iteration 44Q (39806.080000 sec): 3 clusters Score: Raw -2327224.229976 + Penalty 4750.224067 = -2322474.005909 nChanged 24 SP:Iteration 45Q (39806.120000 sec): 3 clusters Score: Raw -2327232.458678 + Penalty 4750.224067 = -2322482.234611 nChanged 23 SP:Iteration 46Q (39806.170000 sec): 3 clusters Score: Raw -2327240.712690 + Penalty 4750.224067 = -2322490.488623 nChanged 33 SP:Iteration 47Q (39806.210000 sec): 3 clusters Score: Raw -2327253.270390 + Penalty 4750.224067 = -2322503.046323 nChanged 38 SP:Iteration 48Q (39806.260000 sec): 3 clusters Score: Raw -2327268.386610 + Penalty 4750.224067 = -2322518.162543 nChanged 33 SP:Iteration 49Q (39806.310000 sec): 3 clusters Score: Raw -2327282.427400 + Penalty 4750.224067 = -2322532.203333 nChanged 29 SP:Iteration 50Q (39806.350000 sec): 3 clusters Score: Raw -2327295.190198 + Penalty 4750.224067 = -2322544.966131 nChanged 29 SP:Iteration 51Q (39806.390000 sec): 3 clusters Score: Raw -2327307.013333 + Penalty 4750.224067 = -2322556.789265 nChanged 28 SP:Iteration 52Q (39806.440000 sec): 3 clusters Score: Raw -2327316.664595 + Penalty 4750.224067 = -2322566.440528 nChanged 18 SP:Iteration 53Q (39806.490000 sec): 3 clusters Score: Raw -2327324.462658 + Penalty 4750.224067 = -2322574.238591 nChanged 18 SP:Iteration 54Q (39806.530000 sec): 3 clusters Score: Raw -2327333.111353 + Penalty 4750.224067 = -2322582.887286 nChanged 19 SP:Iteration 55Q (39806.570000 sec): 3 clusters Score: Raw -2327342.849797 + Penalty 4750.224067 = -2322592.625730 nChanged 18 SP:Iteration 56Q (39806.620000 sec): 3 clusters Score: Raw -2327349.318755 + Penalty 4750.224067 = -2322599.094688 nChanged 15 SP:Iteration 57Q (39806.660000 sec): 3 clusters Score: Raw -2327355.308711 + Penalty 4750.224067 = -2322605.084644 nChanged 13 SP:Iteration 58Q (39806.710000 sec): 3 clusters Score: Raw -2327360.417130 + Penalty 4750.224067 = -2322610.193063 nChanged 12 SP:Iteration 59Q (39806.750000 sec): 3 clusters Score: Raw -2327364.276274 + Penalty 4750.224067 = -2322614.052207 nChanged 11 SP:Iteration 60F (39806.810000 sec): 3 clusters Score: Raw -2327367.642288 + Penalty 4750.224067 = -2322617.418220 nChanged 10 SP:Iteration 61Q (39806.850000 sec): 3 clusters Score: Raw -2327371.996828 + Penalty 4750.224067 = -2322621.772761 nChanged 8 SP:Iteration 62Q (39806.900000 sec): 3 clusters Score: Raw -2327374.000854 + Penalty 4750.224067 = -2322623.776786 nChanged 5 SP:Iteration 63Q (39806.940000 sec): 3 clusters Score: Raw -2327375.726140 + Penalty 4750.224067 = -2322625.502073 nChanged 3 SP:Iteration 64Q (39806.990000 sec): 3 clusters Score: Raw -2327376.391138 + Penalty 4750.224067 = -2322626.167070 nChanged 0 SP:Iteration 65F (39807.040000 sec): 3 clusters Score: Raw -2327376.391138 + Penalty 4750.224067 = -2322626.167070 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 31 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39807.050000 sec): 2 clusters Score: Raw -57510.543620 + Penalty 1465.204569 = -56045.339051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39807.050000 sec): 3 clusters Score: Raw -57563.256381 + Penalty 2930.409137 = -54632.847244 nChanged 46 SP:Iteration 1F (39807.050000 sec): 3 clusters Score: Raw -57672.348795 + Penalty 2930.409137 = -54741.939657 nChanged 16 SP:Iteration 2Q (39807.060000 sec): 3 clusters Score: Raw -57725.718429 + Penalty 2930.409137 = -54795.309292 nChanged 6 SP:Iteration 3Q (39807.060000 sec): 3 clusters Score: Raw -57739.723292 + Penalty 2930.409137 = -54809.314154 nChanged 2 SP:Iteration 4Q (39807.060000 sec): 3 clusters Score: Raw -57749.201132 + Penalty 2930.409137 = -54818.791995 nChanged 2 SP:Iteration 5Q (39807.060000 sec): 3 clusters Score: Raw -57754.152302 + Penalty 2930.409137 = -54823.743165 nChanged 0 SP:Iteration 6F (39807.060000 sec): 3 clusters Score: Raw -57754.152302 + Penalty 2930.409137 = -54823.743165 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 32 (4698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39807.090000 sec): 2 clusters Score: Raw -714121.674573 + Penalty 2096.813257 = -712024.861316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39807.100000 sec): 3 clusters Score: Raw -711837.439703 + Penalty 4193.626514 = -707643.813189 nChanged 1753 SP:Iteration 1F (39807.120000 sec): 3 clusters Score: Raw -712886.900468 + Penalty 4193.626514 = -708693.273954 nChanged 391 SP:Iteration 2F (39807.140000 sec): 3 clusters Score: Raw -713240.907510 + Penalty 4193.626514 = -709047.280996 nChanged 299 SP:Iteration 3F (39807.160000 sec): 3 clusters Score: Raw -713638.502693 + Penalty 4193.626514 = -709444.876179 nChanged 305 SP:Iteration 4F (39807.180000 sec): 3 clusters Score: Raw -714016.766651 + Penalty 4193.626514 = -709823.140137 nChanged 299 SP:Iteration 5F (39807.200000 sec): 3 clusters Score: Raw -714287.485836 + Penalty 4193.626514 = -710093.859322 nChanged 249 SP:Iteration 6F (39807.210000 sec): 3 clusters Score: Raw -714520.094581 + Penalty 4193.626514 = -710326.468067 nChanged 227 SP:Iteration 7Q (39807.230000 sec): 3 clusters Score: Raw -714717.451285 + Penalty 4193.626514 = -710523.824771 nChanged 178 SP:Iteration 8Q (39807.250000 sec): 3 clusters Score: Raw -714873.370874 + Penalty 4193.626514 = -710679.744360 nChanged 129 SP:Iteration 9Q (39807.270000 sec): 3 clusters Score: Raw -714980.098733 + Penalty 4193.626514 = -710786.472219 nChanged 113 SP:Iteration 10Q (39807.290000 sec): 3 clusters Score: Raw -715056.335630 + Penalty 4193.626514 = -710862.709116 nChanged 89 SP:Iteration 11Q (39807.300000 sec): 3 clusters Score: Raw -715119.324909 + Penalty 4193.626514 = -710925.698395 nChanged 73 SP:Iteration 12Q (39807.320000 sec): 3 clusters Score: Raw -715168.021558 + Penalty 4193.626514 = -710974.395044 nChanged 61 SP:Iteration 13Q (39807.340000 sec): 3 clusters Score: Raw -715211.684808 + Penalty 4193.626514 = -711018.058294 nChanged 61 SP:Iteration 14Q (39807.350000 sec): 3 clusters Score: Raw -715240.784061 + Penalty 4193.626514 = -711047.157547 nChanged 46 SP:Iteration 15Q (39807.370000 sec): 3 clusters Score: Raw -715264.032526 + Penalty 4193.626514 = -711070.406012 nChanged 25 SP:Iteration 16Q (39807.390000 sec): 3 clusters Score: Raw -715276.214870 + Penalty 4193.626514 = -711082.588356 nChanged 29 SP:Iteration 17Q (39807.400000 sec): 3 clusters Score: Raw -715291.280457 + Penalty 4193.626514 = -711097.653943 nChanged 30 SP:Iteration 18Q (39807.420000 sec): 3 clusters Score: Raw -715310.791374 + Penalty 4193.626514 = -711117.164860 nChanged 32 SP:Iteration 19Q (39807.430000 sec): 3 clusters Score: Raw -715331.798019 + Penalty 4193.626514 = -711138.171506 nChanged 21 SP:Iteration 20F (39807.450000 sec): 3 clusters Score: Raw -715340.850270 + Penalty 4193.626514 = -711147.223756 nChanged 19 SP:Iteration 21Q (39807.470000 sec): 3 clusters Score: Raw -715348.931564 + Penalty 4193.626514 = -711155.305050 nChanged 17 SP:Iteration 22Q (39807.490000 sec): 3 clusters Score: Raw -715354.977056 + Penalty 4193.626514 = -711161.350543 nChanged 11 SP:Iteration 23Q (39807.500000 sec): 3 clusters Score: Raw -715359.454687 + Penalty 4193.626514 = -711165.828174 nChanged 7 SP:Iteration 24Q (39807.520000 sec): 3 clusters Score: Raw -715362.021964 + Penalty 4193.626514 = -711168.395450 nChanged 6 SP:Iteration 25Q (39807.530000 sec): 3 clusters Score: Raw -715364.065841 + Penalty 4193.626514 = -711170.439327 nChanged 5 SP:Iteration 26Q (39807.550000 sec): 3 clusters Score: Raw -715366.518743 + Penalty 4193.626514 = -711172.892230 nChanged 8 SP:Iteration 27Q (39807.570000 sec): 3 clusters Score: Raw -715369.553446 + Penalty 4193.626514 = -711175.926932 nChanged 7 SP:Iteration 28Q (39807.580000 sec): 3 clusters Score: Raw -715372.139652 + Penalty 4193.626514 = -711178.513138 nChanged 9 SP:Iteration 29Q (39807.600000 sec): 3 clusters Score: Raw -715375.819363 + Penalty 4193.626514 = -711182.192849 nChanged 10 SP:Iteration 30Q (39807.610000 sec): 3 clusters Score: Raw -715379.055927 + Penalty 4193.626514 = -711185.429413 nChanged 9 SP:Iteration 31Q (39807.630000 sec): 3 clusters Score: Raw -715382.553535 + Penalty 4193.626514 = -711188.927021 nChanged 5 SP:Iteration 32Q (39807.650000 sec): 3 clusters Score: Raw -715384.999485 + Penalty 4193.626514 = -711191.372971 nChanged 9 SP:Iteration 33Q (39807.660000 sec): 3 clusters Score: Raw -715387.972925 + Penalty 4193.626514 = -711194.346411 nChanged 5 SP:Iteration 34Q (39807.680000 sec): 3 clusters Score: Raw -715390.349400 + Penalty 4193.626514 = -711196.722886 nChanged 8 SP:Iteration 35Q (39807.690000 sec): 3 clusters Score: Raw -715393.703382 + Penalty 4193.626514 = -711200.076868 nChanged 8 SP:Iteration 36Q (39807.710000 sec): 3 clusters Score: Raw -715396.805239 + Penalty 4193.626514 = -711203.178725 nChanged 5 SP:Iteration 37Q (39807.720000 sec): 3 clusters Score: Raw -715398.920431 + Penalty 4193.626514 = -711205.293917 nChanged 4 SP:Iteration 38Q (39807.740000 sec): 3 clusters Score: Raw -715400.287390 + Penalty 4193.626514 = -711206.660876 nChanged 4 SP:Iteration 39Q (39807.750000 sec): 3 clusters Score: Raw -715401.619594 + Penalty 4193.626514 = -711207.993080 nChanged 4 SP:Iteration 40F (39807.770000 sec): 3 clusters Score: Raw -715403.487681 + Penalty 4193.626514 = -711209.861167 nChanged 8 SP:Iteration 41Q (39807.790000 sec): 3 clusters Score: Raw -715406.613755 + Penalty 4193.626514 = -711212.987241 nChanged 7 SP:Iteration 42Q (39807.800000 sec): 3 clusters Score: Raw -715409.820771 + Penalty 4193.626514 = -711216.194257 nChanged 6 SP:Iteration 43Q (39807.820000 sec): 3 clusters Score: Raw -715411.408871 + Penalty 4193.626514 = -711217.782357 nChanged 2 SP:Iteration 44Q (39807.830000 sec): 3 clusters Score: Raw -715411.868012 + Penalty 4193.626514 = -711218.241498 nChanged 1 SP:Iteration 45Q (39807.850000 sec): 3 clusters Score: Raw -715412.024324 + Penalty 4193.626514 = -711218.397810 nChanged 1 SP:Iteration 46Q (39807.870000 sec): 3 clusters Score: Raw -715412.407521 + Penalty 4193.626514 = -711218.781007 nChanged 2 SP:Iteration 47Q (39807.880000 sec): 3 clusters Score: Raw -715413.143329 + Penalty 4193.626514 = -711219.516815 nChanged 2 SP:Iteration 48Q (39807.900000 sec): 3 clusters Score: Raw -715413.638603 + Penalty 4193.626514 = -711220.012089 nChanged 0 SP:Iteration 49F (39807.910000 sec): 3 clusters Score: Raw -715413.638603 + Penalty 4193.626514 = -711220.012089 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 33 (398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39807.920000 sec): 2 clusters Score: Raw -56601.438893 + Penalty 1484.640097 = -55116.798796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39807.930000 sec): 3 clusters Score: Raw -56750.304831 + Penalty 2969.280195 = -53781.024636 nChanged 71 SP:Iteration 1F (39807.930000 sec): 3 clusters Score: Raw -57010.050363 + Penalty 2969.280195 = -54040.770168 nChanged 28 SP:Iteration 2F (39807.930000 sec): 3 clusters Score: Raw -57132.319281 + Penalty 2969.280195 = -54163.039087 nChanged 23 SP:Iteration 3F (39807.930000 sec): 3 clusters Score: Raw -57234.658356 + Penalty 2969.280195 = -54265.378161 nChanged 22 SP:Iteration 4F (39807.930000 sec): 3 clusters Score: Raw -57338.809291 + Penalty 2969.280195 = -54369.529096 nChanged 11 SP:Iteration 5Q (39807.930000 sec): 3 clusters Score: Raw -57407.430771 + Penalty 2969.280195 = -54438.150576 nChanged 5 SP:Iteration 6Q (39807.930000 sec): 3 clusters Score: Raw -57429.170499 + Penalty 2969.280195 = -54459.890304 nChanged 1 SP:Iteration 7Q (39807.930000 sec): 3 clusters Score: Raw -57433.552711 + Penalty 2969.280195 = -54464.272517 nChanged 1 SP:Iteration 8Q (39807.940000 sec): 3 clusters Score: Raw -57435.735128 + Penalty 2969.280195 = -54466.454933 nChanged 1 SP:Iteration 9Q (39807.940000 sec): 3 clusters Score: Raw -57438.446305 + Penalty 2969.280195 = -54469.166110 nChanged 0 SP:Iteration 10F (39807.940000 sec): 3 clusters Score: Raw -57438.446305 + Penalty 2969.280195 = -54469.166110 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 34 (2564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39807.950000 sec): 2 clusters Score: Raw -387969.853663 + Penalty 1946.632307 = -386023.221356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39807.960000 sec): 3 clusters Score: Raw -386944.986133 + Penalty 3893.264614 = -383051.721519 nChanged 893 SP:Iteration 1F (39807.970000 sec): 3 clusters Score: Raw -387594.487026 + Penalty 3893.264614 = -383701.222412 nChanged 215 SP:Iteration 2F (39807.990000 sec): 3 clusters Score: Raw -387775.843094 + Penalty 3893.264614 = -383882.578481 nChanged 109 SP:Iteration 3Q (39807.990000 sec): 3 clusters Score: Raw -387861.331335 + Penalty 3893.264614 = -383968.066721 nChanged 80 SP:Iteration 4Q (39808.010000 sec): 3 clusters Score: Raw -387929.886607 + Penalty 3893.264614 = -384036.621993 nChanged 63 SP:Iteration 5Q (39808.010000 sec): 3 clusters Score: Raw -387984.519073 + Penalty 3893.264614 = -384091.254459 nChanged 62 SP:Iteration 6Q (39808.030000 sec): 3 clusters Score: Raw -388042.079679 + Penalty 3893.264614 = -384148.815065 nChanged 60 SP:Iteration 7Q (39808.030000 sec): 3 clusters Score: Raw -388090.997145 + Penalty 3893.264614 = -384197.732531 nChanged 40 SP:Iteration 8Q (39808.050000 sec): 3 clusters Score: Raw -388120.043274 + Penalty 3893.264614 = -384226.778661 nChanged 35 SP:Iteration 9Q (39808.050000 sec): 3 clusters Score: Raw -388162.358538 + Penalty 3893.264614 = -384269.093924 nChanged 38 SP:Iteration 10Q (39808.070000 sec): 3 clusters Score: Raw -388219.433753 + Penalty 3893.264614 = -384326.169139 nChanged 49 SP:Iteration 11Q (39808.070000 sec): 3 clusters Score: Raw -388291.321684 + Penalty 3893.264614 = -384398.057070 nChanged 79 SP:Iteration 12Q (39808.090000 sec): 3 clusters Score: Raw -388407.004500 + Penalty 3893.264614 = -384513.739886 nChanged 114 SP:Iteration 13Q (39808.090000 sec): 3 clusters Score: Raw -388579.384263 + Penalty 3893.264614 = -384686.119650 nChanged 143 SP:Iteration 14F (39808.110000 sec): 3 clusters Score: Raw -388889.110684 + Penalty 3893.264614 = -384995.846070 nChanged 162 SP:Iteration 15F (39808.110000 sec): 3 clusters Score: Raw -389236.915102 + Penalty 3893.264614 = -385343.650489 nChanged 140 SP:Iteration 16F (39808.130000 sec): 3 clusters Score: Raw -389465.313543 + Penalty 3893.264614 = -385572.048929 nChanged 90 SP:Iteration 17Q (39808.130000 sec): 3 clusters Score: Raw -389588.373528 + Penalty 3893.264614 = -385695.108914 nChanged 57 SP:Iteration 18Q (39808.140000 sec): 3 clusters Score: Raw -389660.153167 + Penalty 3893.264614 = -385766.888554 nChanged 43 SP:Iteration 19Q (39808.150000 sec): 3 clusters Score: Raw -389717.986463 + Penalty 3893.264614 = -385824.721850 nChanged 28 SP:Iteration 20F (39808.160000 sec): 3 clusters Score: Raw -389742.932803 + Penalty 3893.264614 = -385849.668189 nChanged 13 SP:Iteration 21Q (39808.170000 sec): 3 clusters Score: Raw -389752.168922 + Penalty 3893.264614 = -385858.904308 nChanged 6 SP:Iteration 22Q (39808.180000 sec): 3 clusters Score: Raw -389754.932103 + Penalty 3893.264614 = -385861.667489 nChanged 0 SP:Iteration 23F (39808.190000 sec): 3 clusters Score: Raw -389754.932103 + Penalty 3893.264614 = -385861.667489 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 35 (552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39808.190000 sec): 2 clusters Score: Raw -81124.065719 + Penalty 1565.759915 = -79558.305803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39808.200000 sec): 3 clusters Score: Raw -81104.246543 + Penalty 3131.519831 = -77972.726712 nChanged 112 SP:Iteration 1F (39808.200000 sec): 3 clusters Score: Raw -81304.966315 + Penalty 3131.519831 = -78173.446485 nChanged 31 SP:Iteration 2F (39808.200000 sec): 3 clusters Score: Raw -81365.851960 + Penalty 3131.519831 = -78234.332129 nChanged 8 SP:Iteration 3Q (39808.210000 sec): 3 clusters Score: Raw -81385.491569 + Penalty 3131.519831 = -78253.971739 nChanged 4 SP:Iteration 4Q (39808.210000 sec): 3 clusters Score: Raw -81392.241091 + Penalty 3131.519831 = -78260.721260 nChanged 0 SP:Iteration 5F (39808.210000 sec): 3 clusters Score: Raw -81392.241091 + Penalty 3131.519831 = -78260.721260 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 37 (7017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39808.240000 sec): 2 clusters Score: Raw -1088629.923763 + Penalty 2196.310582 = -1086433.613181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39808.270000 sec): 3 clusters Score: Raw -1085025.751220 + Penalty 4392.621163 = -1080633.130056 nChanged 2846 SP:Iteration 1F (39808.290000 sec): 3 clusters Score: Raw -1086561.067455 + Penalty 4392.621163 = -1082168.446291 nChanged 471 SP:Iteration 2F (39808.320000 sec): 3 clusters Score: Raw -1086808.655211 + Penalty 4392.621163 = -1082416.034047 nChanged 371 SP:Iteration 3F (39808.350000 sec): 3 clusters Score: Raw -1086997.997126 + Penalty 4392.621163 = -1082605.375963 nChanged 288 SP:Iteration 4Q (39808.380000 sec): 3 clusters Score: Raw -1087151.364782 + Penalty 4392.621163 = -1082758.743618 nChanged 277 SP:Iteration 5Q (39808.410000 sec): 3 clusters Score: Raw -1087284.813730 + Penalty 4392.621163 = -1082892.192566 nChanged 252 SP:Iteration 6Q (39808.430000 sec): 3 clusters Score: Raw -1087406.004114 + Penalty 4392.621163 = -1083013.382951 nChanged 210 SP:Iteration 7Q (39808.460000 sec): 3 clusters Score: Raw -1087511.868267 + Penalty 4392.621163 = -1083119.247103 nChanged 202 SP:Iteration 8Q (39808.490000 sec): 3 clusters Score: Raw -1087614.955951 + Penalty 4392.621163 = -1083222.334787 nChanged 181 SP:Iteration 9Q (39808.520000 sec): 3 clusters Score: Raw -1087711.334046 + Penalty 4392.621163 = -1083318.712882 nChanged 204 SP:Iteration 10Q (39808.540000 sec): 3 clusters Score: Raw -1087819.031134 + Penalty 4392.621163 = -1083426.409971 nChanged 185 SP:Iteration 11Q (39808.570000 sec): 3 clusters Score: Raw -1087914.585033 + Penalty 4392.621163 = -1083521.963870 nChanged 170 SP:Iteration 12Q (39808.600000 sec): 3 clusters Score: Raw -1088000.047786 + Penalty 4392.621163 = -1083607.426622 nChanged 173 SP:Iteration 13Q (39808.630000 sec): 3 clusters Score: Raw -1088075.495466 + Penalty 4392.621163 = -1083682.874302 nChanged 131 SP:Iteration 14Q (39808.650000 sec): 3 clusters Score: Raw -1088141.731117 + Penalty 4392.621163 = -1083749.109953 nChanged 149 SP:Iteration 15Q (39808.680000 sec): 3 clusters Score: Raw -1088218.111576 + Penalty 4392.621163 = -1083825.490412 nChanged 153 SP:Iteration 16Q (39808.710000 sec): 3 clusters Score: Raw -1088290.430760 + Penalty 4392.621163 = -1083897.809596 nChanged 135 SP:Iteration 17Q (39808.730000 sec): 3 clusters Score: Raw -1088361.873888 + Penalty 4392.621163 = -1083969.252725 nChanged 137 SP:Iteration 18Q (39808.760000 sec): 3 clusters Score: Raw -1088438.308801 + Penalty 4392.621163 = -1084045.687637 nChanged 123 SP:Iteration 19Q (39808.790000 sec): 3 clusters Score: Raw -1088494.389454 + Penalty 4392.621163 = -1084101.768291 nChanged 125 SP:Iteration 20F (39808.820000 sec): 3 clusters Score: Raw -1088556.643348 + Penalty 4392.621163 = -1084164.022185 nChanged 100 SP:Iteration 21Q (39808.850000 sec): 3 clusters Score: Raw -1088597.364535 + Penalty 4392.621163 = -1084204.743372 nChanged 99 SP:Iteration 22Q (39808.870000 sec): 3 clusters Score: Raw -1088641.464989 + Penalty 4392.621163 = -1084248.843825 nChanged 91 SP:Iteration 23Q (39808.900000 sec): 3 clusters Score: Raw -1088675.288355 + Penalty 4392.621163 = -1084282.667192 nChanged 77 SP:Iteration 24Q (39808.920000 sec): 3 clusters Score: Raw -1088701.281965 + Penalty 4392.621163 = -1084308.660801 nChanged 65 SP:Iteration 25Q (39808.950000 sec): 3 clusters Score: Raw -1088725.525499 + Penalty 4392.621163 = -1084332.904336 nChanged 67 SP:Iteration 26Q (39808.980000 sec): 3 clusters Score: Raw -1088752.567054 + Penalty 4392.621163 = -1084359.945890 nChanged 69 SP:Iteration 27Q (39809.000000 sec): 3 clusters Score: Raw -1088781.001296 + Penalty 4392.621163 = -1084388.380133 nChanged 74 SP:Iteration 28Q (39809.030000 sec): 3 clusters Score: Raw -1088814.520203 + Penalty 4392.621163 = -1084421.899040 nChanged 78 SP:Iteration 29Q (39809.050000 sec): 3 clusters Score: Raw -1088848.133462 + Penalty 4392.621163 = -1084455.512299 nChanged 80 SP:Iteration 30Q (39809.080000 sec): 3 clusters Score: Raw -1088885.216536 + Penalty 4392.621163 = -1084492.595373 nChanged 69 SP:Iteration 31Q (39809.110000 sec): 3 clusters Score: Raw -1088920.856011 + Penalty 4392.621163 = -1084528.234848 nChanged 78 SP:Iteration 32Q (39809.130000 sec): 3 clusters Score: Raw -1088951.291340 + Penalty 4392.621163 = -1084558.670177 nChanged 63 SP:Iteration 33Q (39809.160000 sec): 3 clusters Score: Raw -1088977.863745 + Penalty 4392.621163 = -1084585.242582 nChanged 58 SP:Iteration 34Q (39809.190000 sec): 3 clusters Score: Raw -1089014.039416 + Penalty 4392.621163 = -1084621.418253 nChanged 68 SP:Iteration 35Q (39809.210000 sec): 3 clusters Score: Raw -1089056.690390 + Penalty 4392.621163 = -1084664.069227 nChanged 66 SP:Iteration 36Q (39809.240000 sec): 3 clusters Score: Raw -1089094.951795 + Penalty 4392.621163 = -1084702.330631 nChanged 72 SP:Iteration 37Q (39809.260000 sec): 3 clusters Score: Raw -1089131.199393 + Penalty 4392.621163 = -1084738.578230 nChanged 75 SP:Iteration 38Q (39809.290000 sec): 3 clusters Score: Raw -1089167.330367 + Penalty 4392.621163 = -1084774.709203 nChanged 78 SP:Iteration 39Q (39809.310000 sec): 3 clusters Score: Raw -1089213.832854 + Penalty 4392.621163 = -1084821.211690 nChanged 81 SP:Iteration 40F (39809.340000 sec): 3 clusters Score: Raw -1089257.231356 + Penalty 4392.621163 = -1084864.610192 nChanged 74 SP:Iteration 41Q (39809.370000 sec): 3 clusters Score: Raw -1089295.141217 + Penalty 4392.621163 = -1084902.520054 nChanged 67 SP:Iteration 42Q (39809.390000 sec): 3 clusters Score: Raw -1089332.496284 + Penalty 4392.621163 = -1084939.875120 nChanged 62 SP:Iteration 43Q (39809.410000 sec): 3 clusters Score: Raw -1089368.997604 + Penalty 4392.621163 = -1084976.376440 nChanged 61 SP:Iteration 44Q (39809.440000 sec): 3 clusters Score: Raw -1089404.548451 + Penalty 4392.621163 = -1085011.927287 nChanged 67 SP:Iteration 45Q (39809.470000 sec): 3 clusters Score: Raw -1089438.521400 + Penalty 4392.621163 = -1085045.900236 nChanged 61 SP:Iteration 46Q (39809.490000 sec): 3 clusters Score: Raw -1089462.914018 + Penalty 4392.621163 = -1085070.292855 nChanged 51 SP:Iteration 47Q (39809.510000 sec): 3 clusters Score: Raw -1089482.277163 + Penalty 4392.621163 = -1085089.655999 nChanged 42 SP:Iteration 48Q (39809.540000 sec): 3 clusters Score: Raw -1089498.075155 + Penalty 4392.621163 = -1085105.453991 nChanged 36 SP:Iteration 49Q (39809.570000 sec): 3 clusters Score: Raw -1089508.838772 + Penalty 4392.621163 = -1085116.217608 nChanged 21 SP:Iteration 50Q (39809.590000 sec): 3 clusters Score: Raw -1089515.276990 + Penalty 4392.621163 = -1085122.655827 nChanged 19 SP:Iteration 51Q (39809.610000 sec): 3 clusters Score: Raw -1089519.167476 + Penalty 4392.621163 = -1085126.546312 nChanged 13 SP:Iteration 52Q (39809.640000 sec): 3 clusters Score: Raw -1089522.277930 + Penalty 4392.621163 = -1085129.656766 nChanged 17 SP:Iteration 53Q (39809.660000 sec): 3 clusters Score: Raw -1089525.308133 + Penalty 4392.621163 = -1085132.686969 nChanged 1 SP:Iteration 54Q (39809.690000 sec): 3 clusters Score: Raw -1089525.479997 + Penalty 4392.621163 = -1085132.858834 nChanged 1 SP:Iteration 55Q (39809.710000 sec): 3 clusters Score: Raw -1089525.827538 + Penalty 4392.621163 = -1085133.206375 nChanged 1 SP:Iteration 56Q (39809.740000 sec): 3 clusters Score: Raw -1089525.903174 + Penalty 4392.621163 = -1085133.282011 nChanged 1 SP:Iteration 57Q (39809.760000 sec): 3 clusters Score: Raw -1089526.036838 + Penalty 4392.621163 = -1085133.415674 nChanged 0 SP:Iteration 58F (39809.790000 sec): 3 clusters Score: Raw -1089526.036838 + Penalty 4392.621163 = -1085133.415674 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 38 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39809.800000 sec): 2 clusters Score: Raw -32141.837488 + Penalty 1329.600457 = -30812.237031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39809.800000 sec): 3 clusters Score: Raw -32368.909030 + Penalty 2659.200914 = -29709.708116 nChanged 16 SP:Iteration 1F (39809.800000 sec): 3 clusters Score: Raw -32430.988048 + Penalty 2659.200914 = -29771.787134 nChanged 9 SP:Iteration 2Q (39809.800000 sec): 3 clusters Score: Raw -32472.925584 + Penalty 2659.200914 = -29813.724670 nChanged 3 SP:Iteration 3Q (39809.800000 sec): 3 clusters Score: Raw -32489.128357 + Penalty 2659.200914 = -29829.927443 nChanged 0 SP:Iteration 4F (39809.800000 sec): 3 clusters Score: Raw -32489.128357 + Penalty 2659.200914 = -29829.927443 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 39 (2580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39809.810000 sec): 2 clusters Score: Raw -416106.697056 + Penalty 1948.175080 = -414158.521976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39809.830000 sec): 3 clusters Score: Raw -415024.917159 + Penalty 3896.350160 = -411128.566998 nChanged 846 SP:Iteration 1F (39809.830000 sec): 3 clusters Score: Raw -415571.863768 + Penalty 3896.350160 = -411675.513608 nChanged 207 SP:Iteration 2F (39809.850000 sec): 3 clusters Score: Raw -415726.795079 + Penalty 3896.350160 = -411830.444919 nChanged 102 SP:Iteration 3Q (39809.850000 sec): 3 clusters Score: Raw -415797.889956 + Penalty 3896.350160 = -411901.539796 nChanged 86 SP:Iteration 4Q (39809.870000 sec): 3 clusters Score: Raw -415855.784324 + Penalty 3896.350160 = -411959.434164 nChanged 47 SP:Iteration 5Q (39809.880000 sec): 3 clusters Score: Raw -415889.305985 + Penalty 3896.350160 = -411992.955825 nChanged 47 SP:Iteration 6Q (39809.890000 sec): 3 clusters Score: Raw -415921.915335 + Penalty 3896.350160 = -412025.565175 nChanged 36 SP:Iteration 7Q (39809.900000 sec): 3 clusters Score: Raw -415947.653265 + Penalty 3896.350160 = -412051.303105 nChanged 33 SP:Iteration 8Q (39809.910000 sec): 3 clusters Score: Raw -415971.033193 + Penalty 3896.350160 = -412074.683033 nChanged 29 SP:Iteration 9Q (39809.920000 sec): 3 clusters Score: Raw -415987.849846 + Penalty 3896.350160 = -412091.499686 nChanged 20 SP:Iteration 10Q (39809.930000 sec): 3 clusters Score: Raw -416002.313136 + Penalty 3896.350160 = -412105.962976 nChanged 21 SP:Iteration 11Q (39809.940000 sec): 3 clusters Score: Raw -416018.705873 + Penalty 3896.350160 = -412122.355713 nChanged 21 SP:Iteration 12Q (39809.950000 sec): 3 clusters Score: Raw -416034.308053 + Penalty 3896.350160 = -412137.957893 nChanged 24 SP:Iteration 13Q (39809.960000 sec): 3 clusters Score: Raw -416048.508305 + Penalty 3896.350160 = -412152.158144 nChanged 22 SP:Iteration 14Q (39809.970000 sec): 3 clusters Score: Raw -416057.889459 + Penalty 3896.350160 = -412161.539299 nChanged 16 SP:Iteration 15Q (39809.980000 sec): 3 clusters Score: Raw -416067.323631 + Penalty 3896.350160 = -412170.973470 nChanged 18 SP:Iteration 16Q (39809.990000 sec): 3 clusters Score: Raw -416079.049771 + Penalty 3896.350160 = -412182.699611 nChanged 20 SP:Iteration 17Q (39810.000000 sec): 3 clusters Score: Raw -416098.503163 + Penalty 3896.350160 = -412202.153003 nChanged 25 SP:Iteration 18Q (39810.010000 sec): 3 clusters Score: Raw -416115.783807 + Penalty 3896.350160 = -412219.433647 nChanged 24 SP:Iteration 19Q (39810.020000 sec): 3 clusters Score: Raw -416133.260774 + Penalty 3896.350160 = -412236.910614 nChanged 16 SP:Iteration 20F (39810.030000 sec): 3 clusters Score: Raw -416142.930456 + Penalty 3896.350160 = -412246.580295 nChanged 17 SP:Iteration 21Q (39810.040000 sec): 3 clusters Score: Raw -416150.777285 + Penalty 3896.350160 = -412254.427124 nChanged 9 SP:Iteration 22Q (39810.050000 sec): 3 clusters Score: Raw -416155.948683 + Penalty 3896.350160 = -412259.598522 nChanged 7 SP:Iteration 23Q (39810.060000 sec): 3 clusters Score: Raw -416160.612719 + Penalty 3896.350160 = -412264.262558 nChanged 11 SP:Iteration 24Q (39810.070000 sec): 3 clusters Score: Raw -416167.338757 + Penalty 3896.350160 = -412270.988597 nChanged 9 SP:Iteration 25Q (39810.080000 sec): 3 clusters Score: Raw -416173.000184 + Penalty 3896.350160 = -412276.650024 nChanged 10 SP:Iteration 26Q (39810.090000 sec): 3 clusters Score: Raw -416177.324741 + Penalty 3896.350160 = -412280.974581 nChanged 3 SP:Iteration 27Q (39810.100000 sec): 3 clusters Score: Raw -416179.667709 + Penalty 3896.350160 = -412283.317548 nChanged 3 SP:Iteration 28Q (39810.110000 sec): 3 clusters Score: Raw -416182.392135 + Penalty 3896.350160 = -412286.041975 nChanged 7 SP:Iteration 29Q (39810.120000 sec): 3 clusters Score: Raw -416186.414885 + Penalty 3896.350160 = -412290.064725 nChanged 6 SP:Iteration 30Q (39810.130000 sec): 3 clusters Score: Raw -416190.532428 + Penalty 3896.350160 = -412294.182268 nChanged 2 SP:Iteration 31Q (39810.140000 sec): 3 clusters Score: Raw -416191.291897 + Penalty 3896.350160 = -412294.941737 nChanged 3 SP:Iteration 32Q (39810.150000 sec): 3 clusters Score: Raw -416193.320656 + Penalty 3896.350160 = -412296.970495 nChanged 2 SP:Iteration 33Q (39810.160000 sec): 3 clusters Score: Raw -416194.349721 + Penalty 3896.350160 = -412297.999561 nChanged 3 SP:Iteration 34Q (39810.170000 sec): 3 clusters Score: Raw -416195.519541 + Penalty 3896.350160 = -412299.169380 nChanged 2 SP:Iteration 35Q (39810.180000 sec): 3 clusters Score: Raw -416197.243175 + Penalty 3896.350160 = -412300.893015 nChanged 4 SP:Iteration 36Q (39810.190000 sec): 3 clusters Score: Raw -416198.971857 + Penalty 3896.350160 = -412302.621697 nChanged 2 SP:Iteration 37Q (39810.200000 sec): 3 clusters Score: Raw -416200.847683 + Penalty 3896.350160 = -412304.497523 nChanged 3 SP:Iteration 38Q (39810.210000 sec): 3 clusters Score: Raw -416202.097713 + Penalty 3896.350160 = -412305.747553 nChanged 1 SP:Iteration 39Q (39810.220000 sec): 3 clusters Score: Raw -416202.612126 + Penalty 3896.350160 = -412306.261966 nChanged 1 SP:Iteration 40F (39810.230000 sec): 3 clusters Score: Raw -416203.480881 + Penalty 3896.350160 = -412307.130721 nChanged 2 SP:Iteration 41Q (39810.240000 sec): 3 clusters Score: Raw -416204.833878 + Penalty 3896.350160 = -412308.483718 nChanged 4 SP:Iteration 42Q (39810.250000 sec): 3 clusters Score: Raw -416206.382963 + Penalty 3896.350160 = -412310.032803 nChanged 4 SP:Iteration 43Q (39810.260000 sec): 3 clusters Score: Raw -416208.473706 + Penalty 3896.350160 = -412312.123546 nChanged 3 SP:Iteration 44Q (39810.270000 sec): 3 clusters Score: Raw -416210.618761 + Penalty 3896.350160 = -412314.268601 nChanged 4 SP:Iteration 45Q (39810.290000 sec): 3 clusters Score: Raw -416213.896971 + Penalty 3896.350160 = -412317.546811 nChanged 4 SP:Iteration 46Q (39810.290000 sec): 3 clusters Score: Raw -416216.146562 + Penalty 3896.350160 = -412319.796402 nChanged 3 SP:Iteration 47Q (39810.310000 sec): 3 clusters Score: Raw -416217.700195 + Penalty 3896.350160 = -412321.350035 nChanged 1 SP:Iteration 48Q (39810.320000 sec): 3 clusters Score: Raw -416217.888919 + Penalty 3896.350160 = -412321.538759 nChanged 0 SP:Iteration 49F (39810.330000 sec): 3 clusters Score: Raw -416217.888919 + Penalty 3896.350160 = -412321.538759 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 40 (167367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39810.930000 sec): 2 clusters Score: Raw -27018024.941722 + Penalty 2982.930183 = -27015042.011540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39811.620000 sec): 3 clusters Score: Raw -26908713.537166 + Penalty 5965.860365 = -26902747.676800 nChanged 80218 SP:Iteration 1F (39812.310000 sec): 3 clusters Score: Raw -26955461.828157 + Penalty 5965.860365 = -26949495.967792 nChanged 4899 SP:Iteration 2Q (39813.020000 sec): 3 clusters Score: Raw -26956589.968335 + Penalty 5965.860365 = -26950624.107969 nChanged 5812 SP:Iteration 3Q (39813.730000 sec): 3 clusters Score: Raw -26958327.097841 + Penalty 5965.860365 = -26952361.237475 nChanged 7345 SP:Iteration 4Q (39814.430000 sec): 3 clusters Score: Raw -26961317.234568 + Penalty 5965.860365 = -26955351.374203 nChanged 9641 SP:Iteration 5F (39815.120000 sec): 3 clusters Score: Raw -26966643.692605 + Penalty 5965.860365 = -26960677.832240 nChanged 12494 SP:Iteration 6F (39815.800000 sec): 3 clusters Score: Raw -26975602.000913 + Penalty 5965.860365 = -26969636.140547 nChanged 14479 SP:Iteration 7F (39816.510000 sec): 3 clusters Score: Raw -26988617.742270 + Penalty 5965.860365 = -26982651.881905 nChanged 14090 SP:Iteration 8F (39817.190000 sec): 3 clusters Score: Raw -27002849.726937 + Penalty 5965.860365 = -26996883.866572 nChanged 9487 SP:Iteration 9F (39817.870000 sec): 3 clusters Score: Raw -27012418.941733 + Penalty 5965.860365 = -27006453.081368 nChanged 4296 SP:Iteration 10Q (39818.510000 sec): 3 clusters Score: Raw -27016479.299931 + Penalty 5965.860365 = -27010513.439566 nChanged 1399 SP:Iteration 11Q (39819.060000 sec): 3 clusters Score: Raw -27017765.377533 + Penalty 5965.860365 = -27011799.517167 nChanged 337 SP:Iteration 12Q (39819.570000 sec): 3 clusters Score: Raw -27018110.150718 + Penalty 5965.860365 = -27012144.290352 nChanged 127 SP:Iteration 13Q (39820.050000 sec): 3 clusters Score: Raw -27018257.227130 + Penalty 5965.860365 = -27012291.366765 nChanged 52 SP:Iteration 14Q (39820.530000 sec): 3 clusters Score: Raw -27018327.909913 + Penalty 5965.860365 = -27012362.049548 nChanged 35 SP:Iteration 15Q (39821.000000 sec): 3 clusters Score: Raw -27018366.155296 + Penalty 5965.860365 = -27012400.294931 nChanged 20 SP:Iteration 16Q (39821.470000 sec): 3 clusters Score: Raw -27018394.232622 + Penalty 5965.860365 = -27012428.372257 nChanged 18 SP:Iteration 17Q (39821.940000 sec): 3 clusters Score: Raw -27018414.776566 + Penalty 5965.860365 = -27012448.916201 nChanged 20 SP:Iteration 18Q (39822.410000 sec): 3 clusters Score: Raw -27018437.075500 + Penalty 5965.860365 = -27012471.215134 nChanged 13 SP:Iteration 19Q (39822.890000 sec): 3 clusters Score: Raw -27018455.516717 + Penalty 5965.860365 = -27012489.656351 nChanged 12 SP:Iteration 20F (39823.560000 sec): 3 clusters Score: Raw -27018464.904268 + Penalty 5965.860365 = -27012499.043903 nChanged 7 SP:Iteration 21Q (39824.020000 sec): 3 clusters Score: Raw -27018468.971438 + Penalty 5965.860365 = -27012503.111073 nChanged 8 SP:Iteration 22Q (39824.490000 sec): 3 clusters Score: Raw -27018476.561923 + Penalty 5965.860365 = -27012510.701558 nChanged 10 SP:Iteration 23Q (39824.970000 sec): 3 clusters Score: Raw -27018485.083569 + Penalty 5965.860365 = -27012519.223204 nChanged 5 SP:Iteration 24Q (39825.440000 sec): 3 clusters Score: Raw -27018490.818512 + Penalty 5965.860365 = -27012524.958147 nChanged 5 SP:Iteration 25Q (39825.910000 sec): 3 clusters Score: Raw -27018499.552649 + Penalty 5965.860365 = -27012533.692284 nChanged 10 SP:Iteration 26Q (39826.380000 sec): 3 clusters Score: Raw -27018511.793297 + Penalty 5965.860365 = -27012545.932932 nChanged 8 SP:Iteration 27Q (39826.850000 sec): 3 clusters Score: Raw -27018519.721771 + Penalty 5965.860365 = -27012553.861406 nChanged 4 SP:Iteration 28Q (39827.320000 sec): 3 clusters Score: Raw -27018522.758020 + Penalty 5965.860365 = -27012556.897655 nChanged 4 SP:Iteration 29Q (39827.780000 sec): 3 clusters Score: Raw -27018527.459186 + Penalty 5965.860365 = -27012561.598820 nChanged 3 SP:Iteration 30Q (39828.260000 sec): 3 clusters Score: Raw -27018530.979817 + Penalty 5965.860365 = -27012565.119452 nChanged 1 SP:Iteration 31Q (39828.720000 sec): 3 clusters Score: Raw -27018532.422622 + Penalty 5965.860365 = -27012566.562257 nChanged 2 SP:Iteration 32Q (39829.190000 sec): 3 clusters Score: Raw -27018535.480305 + Penalty 5965.860365 = -27012569.619940 nChanged 3 SP:Iteration 33Q (39829.660000 sec): 3 clusters Score: Raw -27018539.115271 + Penalty 5965.860365 = -27012573.254906 nChanged 5 SP:Iteration 34Q (39830.130000 sec): 3 clusters Score: Raw -27018543.878615 + Penalty 5965.860365 = -27012578.018249 nChanged 2 SP:Iteration 35Q (39830.600000 sec): 3 clusters Score: Raw -27018545.675653 + Penalty 5965.860365 = -27012579.815288 nChanged 4 SP:Iteration 36Q (39831.060000 sec): 3 clusters Score: Raw -27018548.728271 + Penalty 5965.860365 = -27012582.867905 nChanged 4 SP:Iteration 37Q (39831.530000 sec): 3 clusters Score: Raw -27018551.264570 + Penalty 5965.860365 = -27012585.404205 nChanged 0 SP:Iteration 38F (39832.200000 sec): 3 clusters Score: Raw -27018551.264570 + Penalty 5965.860365 = -27012585.404205 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 41 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39832.260000 sec): 2 clusters Score: Raw -19193.646978 + Penalty 1436.667375 = -17756.979604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39832.270000 sec): 3 clusters Score: Raw -19539.323414 + Penalty 2873.334750 = -16665.988664 nChanged 85 SP:Iteration 1F (39832.270000 sec): 3 clusters Score: Raw -20158.441017 + Penalty 2873.334750 = -17285.106268 nChanged 26 SP:Iteration 2F (39832.270000 sec): 3 clusters Score: Raw -20395.935100 + Penalty 2873.334750 = -17522.600350 nChanged 6 SP:Iteration 3Q (39832.270000 sec): 3 clusters Score: Raw -20459.925108 + Penalty 2873.334750 = -17586.590358 nChanged 4 SP:Iteration 4Q (39832.270000 sec): 3 clusters Score: Raw -20485.486330 + Penalty 2873.334750 = -17612.151580 nChanged 3 SP:Iteration 5Q (39832.270000 sec): 3 clusters Score: Raw -20521.535004 + Penalty 2873.334750 = -17648.200254 nChanged 4 SP:Iteration 6Q (39832.280000 sec): 3 clusters Score: Raw -20582.799873 + Penalty 2873.334750 = -17709.465123 nChanged 2 SP:Iteration 7Q (39832.280000 sec): 3 clusters Score: Raw -20607.407279 + Penalty 2873.334750 = -17734.072529 nChanged 1 SP:Iteration 8Q (39832.280000 sec): 3 clusters Score: Raw -20611.616757 + Penalty 2873.334750 = -17738.282007 nChanged 0 SP:Iteration 9F (39832.280000 sec): 3 clusters Score: Raw -20611.616757 + Penalty 2873.334750 = -17738.282007 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 42 (3106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39832.290000 sec): 2 clusters Score: Raw -460838.817452 + Penalty 1994.190569 = -458844.626883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39832.300000 sec): 3 clusters Score: Raw -459581.214406 + Penalty 3988.381138 = -455592.833268 nChanged 1096 SP:Iteration 1F (39832.320000 sec): 3 clusters Score: Raw -460552.840799 + Penalty 3988.381138 = -456564.459661 nChanged 295 SP:Iteration 2F (39832.330000 sec): 3 clusters Score: Raw -460879.504688 + Penalty 3988.381138 = -456891.123550 nChanged 205 SP:Iteration 3F (39832.340000 sec): 3 clusters Score: Raw -461117.863611 + Penalty 3988.381138 = -457129.482473 nChanged 153 SP:Iteration 4Q (39832.360000 sec): 3 clusters Score: Raw -461267.956974 + Penalty 3988.381138 = -457279.575836 nChanged 98 SP:Iteration 5Q (39832.370000 sec): 3 clusters Score: Raw -461371.110950 + Penalty 3988.381138 = -457382.729812 nChanged 89 SP:Iteration 6Q (39832.380000 sec): 3 clusters Score: Raw -461454.979292 + Penalty 3988.381138 = -457466.598154 nChanged 67 SP:Iteration 7Q (39832.390000 sec): 3 clusters Score: Raw -461503.252257 + Penalty 3988.381138 = -457514.871119 nChanged 45 SP:Iteration 8Q (39832.400000 sec): 3 clusters Score: Raw -461533.337096 + Penalty 3988.381138 = -457544.955959 nChanged 33 SP:Iteration 9Q (39832.410000 sec): 3 clusters Score: Raw -461550.205863 + Penalty 3988.381138 = -457561.824725 nChanged 24 SP:Iteration 10Q (39832.420000 sec): 3 clusters Score: Raw -461561.047756 + Penalty 3988.381138 = -457572.666618 nChanged 11 SP:Iteration 11Q (39832.440000 sec): 3 clusters Score: Raw -461567.852250 + Penalty 3988.381138 = -457579.471112 nChanged 11 SP:Iteration 12Q (39832.450000 sec): 3 clusters Score: Raw -461573.440229 + Penalty 3988.381138 = -457585.059091 nChanged 11 SP:Iteration 13Q (39832.460000 sec): 3 clusters Score: Raw -461579.113152 + Penalty 3988.381138 = -457590.732014 nChanged 9 SP:Iteration 14Q (39832.470000 sec): 3 clusters Score: Raw -461585.082096 + Penalty 3988.381138 = -457596.700958 nChanged 13 SP:Iteration 15Q (39832.480000 sec): 3 clusters Score: Raw -461590.780240 + Penalty 3988.381138 = -457602.399102 nChanged 14 SP:Iteration 16Q (39832.500000 sec): 3 clusters Score: Raw -461597.554763 + Penalty 3988.381138 = -457609.173625 nChanged 9 SP:Iteration 17Q (39832.510000 sec): 3 clusters Score: Raw -461601.870350 + Penalty 3988.381138 = -457613.489212 nChanged 7 SP:Iteration 18Q (39832.520000 sec): 3 clusters Score: Raw -461604.835817 + Penalty 3988.381138 = -457616.454679 nChanged 5 SP:Iteration 19Q (39832.530000 sec): 3 clusters Score: Raw -461610.809777 + Penalty 3988.381138 = -457622.428639 nChanged 8 SP:Iteration 20F (39832.540000 sec): 3 clusters Score: Raw -461615.796617 + Penalty 3988.381138 = -457627.415479 nChanged 6 SP:Iteration 21Q (39832.550000 sec): 3 clusters Score: Raw -461617.943259 + Penalty 3988.381138 = -457629.562121 nChanged 4 SP:Iteration 22Q (39832.560000 sec): 3 clusters Score: Raw -461619.222342 + Penalty 3988.381138 = -457630.841204 nChanged 5 SP:Iteration 23Q (39832.580000 sec): 3 clusters Score: Raw -461620.826386 + Penalty 3988.381138 = -457632.445248 nChanged 4 SP:Iteration 24Q (39832.590000 sec): 3 clusters Score: Raw -461622.910396 + Penalty 3988.381138 = -457634.529258 nChanged 9 SP:Iteration 25Q (39832.600000 sec): 3 clusters Score: Raw -461627.686435 + Penalty 3988.381138 = -457639.305297 nChanged 7 SP:Iteration 26Q (39832.610000 sec): 3 clusters Score: Raw -461633.331254 + Penalty 3988.381138 = -457644.950116 nChanged 12 SP:Iteration 27Q (39832.620000 sec): 3 clusters Score: Raw -461639.096134 + Penalty 3988.381138 = -457650.714996 nChanged 14 SP:Iteration 28Q (39832.640000 sec): 3 clusters Score: Raw -461645.287815 + Penalty 3988.381138 = -457656.906677 nChanged 7 SP:Iteration 29Q (39832.650000 sec): 3 clusters Score: Raw -461649.772065 + Penalty 3988.381138 = -457661.390927 nChanged 12 SP:Iteration 30Q (39832.660000 sec): 3 clusters Score: Raw -461654.150036 + Penalty 3988.381138 = -457665.768899 nChanged 10 SP:Iteration 31Q (39832.670000 sec): 3 clusters Score: Raw -461662.671571 + Penalty 3988.381138 = -457674.290433 nChanged 13 SP:Iteration 32Q (39832.680000 sec): 3 clusters Score: Raw -461672.105989 + Penalty 3988.381138 = -457683.724851 nChanged 13 SP:Iteration 33Q (39832.690000 sec): 3 clusters Score: Raw -461677.100299 + Penalty 3988.381138 = -457688.719161 nChanged 6 SP:Iteration 34Q (39832.700000 sec): 3 clusters Score: Raw -461678.934488 + Penalty 3988.381138 = -457690.553351 nChanged 5 SP:Iteration 35Q (39832.720000 sec): 3 clusters Score: Raw -461681.782676 + Penalty 3988.381138 = -457693.401538 nChanged 4 SP:Iteration 36Q (39832.730000 sec): 3 clusters Score: Raw -461683.708612 + Penalty 3988.381138 = -457695.327474 nChanged 2 SP:Iteration 37Q (39832.740000 sec): 3 clusters Score: Raw -461684.495832 + Penalty 3988.381138 = -457696.114694 nChanged 0 SP:Iteration 38F (39832.750000 sec): 3 clusters Score: Raw -461684.495832 + Penalty 3988.381138 = -457696.114694 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 43 (13946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39832.800000 sec): 2 clusters Score: Raw -2241790.350294 + Penalty 2366.651106 = -2239423.699189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39832.860000 sec): 3 clusters Score: Raw -2233990.161256 + Penalty 4733.302212 = -2229256.859044 nChanged 5921 SP:Iteration 1F (39832.920000 sec): 3 clusters Score: Raw -2237181.099757 + Penalty 4733.302212 = -2232447.797545 nChanged 828 SP:Iteration 2F (39832.970000 sec): 3 clusters Score: Raw -2237494.822809 + Penalty 4733.302212 = -2232761.520597 nChanged 652 SP:Iteration 3Q (39833.020000 sec): 3 clusters Score: Raw -2237719.696146 + Penalty 4733.302212 = -2232986.393934 nChanged 489 SP:Iteration 4Q (39833.080000 sec): 3 clusters Score: Raw -2237870.977153 + Penalty 4733.302212 = -2233137.674941 nChanged 382 SP:Iteration 5Q (39833.140000 sec): 3 clusters Score: Raw -2237985.870318 + Penalty 4733.302212 = -2233252.568106 nChanged 336 SP:Iteration 6Q (39833.200000 sec): 3 clusters Score: Raw -2238080.655490 + Penalty 4733.302212 = -2233347.353278 nChanged 277 SP:Iteration 7Q (39833.250000 sec): 3 clusters Score: Raw -2238150.378261 + Penalty 4733.302212 = -2233417.076049 nChanged 285 SP:Iteration 8Q (39833.310000 sec): 3 clusters Score: Raw -2238226.979865 + Penalty 4733.302212 = -2233493.677654 nChanged 279 SP:Iteration 9Q (39833.360000 sec): 3 clusters Score: Raw -2238312.626877 + Penalty 4733.302212 = -2233579.324665 nChanged 286 SP:Iteration 10Q (39833.420000 sec): 3 clusters Score: Raw -2238396.381918 + Penalty 4733.302212 = -2233663.079706 nChanged 278 SP:Iteration 11Q (39833.470000 sec): 3 clusters Score: Raw -2238489.995969 + Penalty 4733.302212 = -2233756.693758 nChanged 303 SP:Iteration 12Q (39833.530000 sec): 3 clusters Score: Raw -2238608.719919 + Penalty 4733.302212 = -2233875.417708 nChanged 338 SP:Iteration 13Q (39833.580000 sec): 3 clusters Score: Raw -2238765.892552 + Penalty 4733.302212 = -2234032.590340 nChanged 371 SP:Iteration 14Q (39833.640000 sec): 3 clusters Score: Raw -2238918.920786 + Penalty 4733.302212 = -2234185.618574 nChanged 365 SP:Iteration 15Q (39833.690000 sec): 3 clusters Score: Raw -2239071.358536 + Penalty 4733.302212 = -2234338.056324 nChanged 365 SP:Iteration 16Q (39833.750000 sec): 3 clusters Score: Raw -2239210.272928 + Penalty 4733.302212 = -2234476.970716 nChanged 361 SP:Iteration 17Q (39833.800000 sec): 3 clusters Score: Raw -2239347.829937 + Penalty 4733.302212 = -2234614.527725 nChanged 343 SP:Iteration 18Q (39833.860000 sec): 3 clusters Score: Raw -2239500.262042 + Penalty 4733.302212 = -2234766.959830 nChanged 354 SP:Iteration 19Q (39833.910000 sec): 3 clusters Score: Raw -2239649.496321 + Penalty 4733.302212 = -2234916.194109 nChanged 353 SP:Iteration 20F (39833.970000 sec): 3 clusters Score: Raw -2239804.983656 + Penalty 4733.302212 = -2235071.681444 nChanged 343 SP:Iteration 21Q (39834.020000 sec): 3 clusters Score: Raw -2239948.620260 + Penalty 4733.302212 = -2235215.318048 nChanged 319 SP:Iteration 22Q (39834.070000 sec): 3 clusters Score: Raw -2240090.212111 + Penalty 4733.302212 = -2235356.909899 nChanged 321 SP:Iteration 23Q (39834.130000 sec): 3 clusters Score: Raw -2240248.572739 + Penalty 4733.302212 = -2235515.270527 nChanged 325 SP:Iteration 24Q (39834.180000 sec): 3 clusters Score: Raw -2240407.793478 + Penalty 4733.302212 = -2235674.491266 nChanged 313 SP:Iteration 25Q (39834.230000 sec): 3 clusters Score: Raw -2240565.793213 + Penalty 4733.302212 = -2235832.491001 nChanged 302 SP:Iteration 26Q (39834.290000 sec): 3 clusters Score: Raw -2240708.785715 + Penalty 4733.302212 = -2235975.483503 nChanged 258 SP:Iteration 27Q (39834.340000 sec): 3 clusters Score: Raw -2240827.585918 + Penalty 4733.302212 = -2236094.283706 nChanged 235 SP:Iteration 28Q (39834.390000 sec): 3 clusters Score: Raw -2240930.667269 + Penalty 4733.302212 = -2236197.365057 nChanged 212 SP:Iteration 29Q (39834.440000 sec): 3 clusters Score: Raw -2241012.869571 + Penalty 4733.302212 = -2236279.567359 nChanged 199 SP:Iteration 30Q (39834.490000 sec): 3 clusters Score: Raw -2241102.477141 + Penalty 4733.302212 = -2236369.174930 nChanged 197 SP:Iteration 31Q (39834.540000 sec): 3 clusters Score: Raw -2241196.232366 + Penalty 4733.302212 = -2236462.930154 nChanged 193 SP:Iteration 32Q (39834.590000 sec): 3 clusters Score: Raw -2241285.011343 + Penalty 4733.302212 = -2236551.709131 nChanged 177 SP:Iteration 33Q (39834.630000 sec): 3 clusters Score: Raw -2241371.570045 + Penalty 4733.302212 = -2236638.267833 nChanged 188 SP:Iteration 34Q (39834.680000 sec): 3 clusters Score: Raw -2241466.256374 + Penalty 4733.302212 = -2236732.954162 nChanged 170 SP:Iteration 35Q (39834.730000 sec): 3 clusters Score: Raw -2241564.090779 + Penalty 4733.302212 = -2236830.788568 nChanged 161 SP:Iteration 36Q (39834.780000 sec): 3 clusters Score: Raw -2241645.887758 + Penalty 4733.302212 = -2236912.585547 nChanged 139 SP:Iteration 37Q (39834.820000 sec): 3 clusters Score: Raw -2241720.088677 + Penalty 4733.302212 = -2236986.786466 nChanged 121 SP:Iteration 38Q (39834.870000 sec): 3 clusters Score: Raw -2241775.492791 + Penalty 4733.302212 = -2237042.190579 nChanged 102 SP:Iteration 39Q (39834.910000 sec): 3 clusters Score: Raw -2241827.535227 + Penalty 4733.302212 = -2237094.233015 nChanged 85 SP:Iteration 40F (39834.970000 sec): 3 clusters Score: Raw -2241873.311311 + Penalty 4733.302212 = -2237140.009099 nChanged 70 SP:Iteration 41Q (39835.010000 sec): 3 clusters Score: Raw -2241912.691073 + Penalty 4733.302212 = -2237179.388861 nChanged 65 SP:Iteration 42Q (39835.060000 sec): 3 clusters Score: Raw -2241949.132975 + Penalty 4733.302212 = -2237215.830763 nChanged 54 SP:Iteration 43Q (39835.100000 sec): 3 clusters Score: Raw -2241973.839942 + Penalty 4733.302212 = -2237240.537730 nChanged 31 SP:Iteration 44Q (39835.140000 sec): 3 clusters Score: Raw -2241990.036317 + Penalty 4733.302212 = -2237256.734106 nChanged 35 SP:Iteration 45Q (39835.190000 sec): 3 clusters Score: Raw -2242009.113763 + Penalty 4733.302212 = -2237275.811551 nChanged 35 SP:Iteration 46Q (39835.230000 sec): 3 clusters Score: Raw -2242028.604421 + Penalty 4733.302212 = -2237295.302209 nChanged 35 SP:Iteration 47Q (39835.270000 sec): 3 clusters Score: Raw -2242047.736891 + Penalty 4733.302212 = -2237314.434680 nChanged 27 SP:Iteration 48Q (39835.310000 sec): 3 clusters Score: Raw -2242060.765777 + Penalty 4733.302212 = -2237327.463565 nChanged 19 SP:Iteration 49Q (39835.360000 sec): 3 clusters Score: Raw -2242070.496607 + Penalty 4733.302212 = -2237337.194395 nChanged 17 SP:Iteration 50Q (39835.400000 sec): 3 clusters Score: Raw -2242077.305176 + Penalty 4733.302212 = -2237344.002964 nChanged 11 SP:Iteration 51Q (39835.440000 sec): 3 clusters Score: Raw -2242080.873774 + Penalty 4733.302212 = -2237347.571562 nChanged 5 SP:Iteration 52Q (39835.490000 sec): 3 clusters Score: Raw -2242082.078057 + Penalty 4733.302212 = -2237348.775845 nChanged 4 SP:Iteration 53Q (39835.530000 sec): 3 clusters Score: Raw -2242083.737404 + Penalty 4733.302212 = -2237350.435192 nChanged 6 SP:Iteration 54Q (39835.570000 sec): 3 clusters Score: Raw -2242086.541264 + Penalty 4733.302212 = -2237353.239052 nChanged 7 SP:Iteration 55Q (39835.610000 sec): 3 clusters Score: Raw -2242090.240507 + Penalty 4733.302212 = -2237356.938295 nChanged 13 SP:Iteration 56Q (39835.650000 sec): 3 clusters Score: Raw -2242096.758013 + Penalty 4733.302212 = -2237363.455801 nChanged 10 SP:Iteration 57Q (39835.700000 sec): 3 clusters Score: Raw -2242102.818469 + Penalty 4733.302212 = -2237369.516257 nChanged 17 SP:Iteration 58Q (39835.740000 sec): 3 clusters Score: Raw -2242111.092586 + Penalty 4733.302212 = -2237377.790375 nChanged 18 SP:Iteration 59Q (39835.780000 sec): 3 clusters Score: Raw -2242119.726568 + Penalty 4733.302212 = -2237386.424356 nChanged 10 SP:Iteration 60F (39835.840000 sec): 3 clusters Score: Raw -2242124.187256 + Penalty 4733.302212 = -2237390.885044 nChanged 11 SP:Iteration 61Q (39835.880000 sec): 3 clusters Score: Raw -2242131.735685 + Penalty 4733.302212 = -2237398.433473 nChanged 15 SP:Iteration 62Q (39835.920000 sec): 3 clusters Score: Raw -2242141.529534 + Penalty 4733.302212 = -2237408.227322 nChanged 15 SP:Iteration 63Q (39835.970000 sec): 3 clusters Score: Raw -2242149.648639 + Penalty 4733.302212 = -2237416.346427 nChanged 11 SP:Iteration 64Q (39836.010000 sec): 3 clusters Score: Raw -2242156.350192 + Penalty 4733.302212 = -2237423.047981 nChanged 7 SP:Iteration 65Q (39836.050000 sec): 3 clusters Score: Raw -2242158.933257 + Penalty 4733.302212 = -2237425.631045 nChanged 5 SP:Iteration 66Q (39836.090000 sec): 3 clusters Score: Raw -2242161.170340 + Penalty 4733.302212 = -2237427.868128 nChanged 3 SP:Iteration 67Q (39836.130000 sec): 3 clusters Score: Raw -2242162.444726 + Penalty 4733.302212 = -2237429.142514 nChanged 4 SP:Iteration 68Q (39836.170000 sec): 3 clusters Score: Raw -2242164.840823 + Penalty 4733.302212 = -2237431.538611 nChanged 2 SP:Iteration 69Q (39836.210000 sec): 3 clusters Score: Raw -2242165.660465 + Penalty 4733.302212 = -2237432.358253 nChanged 2 SP:Iteration 70Q (39836.250000 sec): 3 clusters Score: Raw -2242167.344961 + Penalty 4733.302212 = -2237434.042749 nChanged 5 SP:Iteration 71Q (39836.300000 sec): 3 clusters Score: Raw -2242169.303867 + Penalty 4733.302212 = -2237436.001656 nChanged 1 SP:Iteration 72Q (39836.340000 sec): 3 clusters Score: Raw -2242169.738516 + Penalty 4733.302212 = -2237436.436304 nChanged 0 SP:Iteration 73F (39836.390000 sec): 3 clusters Score: Raw -2242169.738516 + Penalty 4733.302212 = -2237436.436304 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 44 (3454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39836.410000 sec): 2 clusters Score: Raw -534835.006774 + Penalty 2020.527488 = -532814.479286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39836.430000 sec): 3 clusters Score: Raw -533329.222856 + Penalty 4041.054976 = -529288.167879 nChanged 1248 SP:Iteration 1F (39836.440000 sec): 3 clusters Score: Raw -534109.558515 + Penalty 4041.054976 = -530068.503538 nChanged 247 SP:Iteration 2F (39836.450000 sec): 3 clusters Score: Raw -534298.809457 + Penalty 4041.054976 = -530257.754480 nChanged 165 SP:Iteration 3Q (39836.470000 sec): 3 clusters Score: Raw -534414.551691 + Penalty 4041.054976 = -530373.496714 nChanged 128 SP:Iteration 4Q (39836.480000 sec): 3 clusters Score: Raw -534511.646436 + Penalty 4041.054976 = -530470.591459 nChanged 106 SP:Iteration 5Q (39836.490000 sec): 3 clusters Score: Raw -534582.012876 + Penalty 4041.054976 = -530540.957900 nChanged 92 SP:Iteration 6Q (39836.510000 sec): 3 clusters Score: Raw -534644.817327 + Penalty 4041.054976 = -530603.762351 nChanged 85 SP:Iteration 7Q (39836.520000 sec): 3 clusters Score: Raw -534700.141050 + Penalty 4041.054976 = -530659.086074 nChanged 80 SP:Iteration 8Q (39836.530000 sec): 3 clusters Score: Raw -534743.755977 + Penalty 4041.054976 = -530702.701001 nChanged 57 SP:Iteration 9Q (39836.550000 sec): 3 clusters Score: Raw -534770.444782 + Penalty 4041.054976 = -530729.389806 nChanged 45 SP:Iteration 10Q (39836.560000 sec): 3 clusters Score: Raw -534791.205491 + Penalty 4041.054976 = -530750.150514 nChanged 31 SP:Iteration 11Q (39836.580000 sec): 3 clusters Score: Raw -534806.770245 + Penalty 4041.054976 = -530765.715269 nChanged 24 SP:Iteration 12Q (39836.590000 sec): 3 clusters Score: Raw -534822.280364 + Penalty 4041.054976 = -530781.225388 nChanged 32 SP:Iteration 13Q (39836.600000 sec): 3 clusters Score: Raw -534837.830577 + Penalty 4041.054976 = -530796.775600 nChanged 26 SP:Iteration 14Q (39836.620000 sec): 3 clusters Score: Raw -534851.745831 + Penalty 4041.054976 = -530810.690855 nChanged 25 SP:Iteration 15Q (39836.630000 sec): 3 clusters Score: Raw -534865.912013 + Penalty 4041.054976 = -530824.857036 nChanged 22 SP:Iteration 16Q (39836.640000 sec): 3 clusters Score: Raw -534877.729317 + Penalty 4041.054976 = -530836.674341 nChanged 21 SP:Iteration 17Q (39836.660000 sec): 3 clusters Score: Raw -534890.105384 + Penalty 4041.054976 = -530849.050407 nChanged 20 SP:Iteration 18Q (39836.670000 sec): 3 clusters Score: Raw -534900.805003 + Penalty 4041.054976 = -530859.750026 nChanged 16 SP:Iteration 19Q (39836.680000 sec): 3 clusters Score: Raw -534911.269738 + Penalty 4041.054976 = -530870.214762 nChanged 17 SP:Iteration 20F (39836.700000 sec): 3 clusters Score: Raw -534921.455909 + Penalty 4041.054976 = -530880.400933 nChanged 23 SP:Iteration 21Q (39836.710000 sec): 3 clusters Score: Raw -534937.644424 + Penalty 4041.054976 = -530896.589448 nChanged 25 SP:Iteration 22Q (39836.730000 sec): 3 clusters Score: Raw -534959.944979 + Penalty 4041.054976 = -530918.890002 nChanged 39 SP:Iteration 23Q (39836.740000 sec): 3 clusters Score: Raw -534992.881006 + Penalty 4041.054976 = -530951.826029 nChanged 46 SP:Iteration 24Q (39836.750000 sec): 3 clusters Score: Raw -535020.083902 + Penalty 4041.054976 = -530979.028926 nChanged 33 SP:Iteration 25Q (39836.770000 sec): 3 clusters Score: Raw -535041.855391 + Penalty 4041.054976 = -531000.800414 nChanged 36 SP:Iteration 26Q (39836.780000 sec): 3 clusters Score: Raw -535068.512731 + Penalty 4041.054976 = -531027.457755 nChanged 30 SP:Iteration 27Q (39836.790000 sec): 3 clusters Score: Raw -535088.157039 + Penalty 4041.054976 = -531047.102063 nChanged 27 SP:Iteration 28Q (39836.810000 sec): 3 clusters Score: Raw -535102.612471 + Penalty 4041.054976 = -531061.557495 nChanged 28 SP:Iteration 29Q (39836.820000 sec): 3 clusters Score: Raw -535119.310818 + Penalty 4041.054976 = -531078.255842 nChanged 28 SP:Iteration 30Q (39836.830000 sec): 3 clusters Score: Raw -535137.209087 + Penalty 4041.054976 = -531096.154111 nChanged 24 SP:Iteration 31Q (39836.840000 sec): 3 clusters Score: Raw -535154.646023 + Penalty 4041.054976 = -531113.591047 nChanged 25 SP:Iteration 32Q (39836.860000 sec): 3 clusters Score: Raw -535165.583458 + Penalty 4041.054976 = -531124.528482 nChanged 15 SP:Iteration 33Q (39836.870000 sec): 3 clusters Score: Raw -535173.676263 + Penalty 4041.054976 = -531132.621287 nChanged 18 SP:Iteration 34Q (39836.880000 sec): 3 clusters Score: Raw -535183.106272 + Penalty 4041.054976 = -531142.051295 nChanged 16 SP:Iteration 35Q (39836.890000 sec): 3 clusters Score: Raw -535190.986828 + Penalty 4041.054976 = -531149.931851 nChanged 20 SP:Iteration 36Q (39836.910000 sec): 3 clusters Score: Raw -535199.892016 + Penalty 4041.054976 = -531158.837039 nChanged 15 SP:Iteration 37Q (39836.920000 sec): 3 clusters Score: Raw -535210.443203 + Penalty 4041.054976 = -531169.388227 nChanged 12 SP:Iteration 38Q (39836.930000 sec): 3 clusters Score: Raw -535217.268791 + Penalty 4041.054976 = -531176.213815 nChanged 12 SP:Iteration 39Q (39836.940000 sec): 3 clusters Score: Raw -535224.131663 + Penalty 4041.054976 = -531183.076686 nChanged 13 SP:Iteration 40F (39836.960000 sec): 3 clusters Score: Raw -535231.599311 + Penalty 4041.054976 = -531190.544334 nChanged 8 SP:Iteration 41Q (39836.970000 sec): 3 clusters Score: Raw -535234.845131 + Penalty 4041.054976 = -531193.790154 nChanged 7 SP:Iteration 42Q (39836.980000 sec): 3 clusters Score: Raw -535239.808424 + Penalty 4041.054976 = -531198.753448 nChanged 8 SP:Iteration 43Q (39836.990000 sec): 3 clusters Score: Raw -535244.219096 + Penalty 4041.054976 = -531203.164120 nChanged 12 SP:Iteration 44Q (39837.010000 sec): 3 clusters Score: Raw -535252.590633 + Penalty 4041.054976 = -531211.535656 nChanged 11 SP:Iteration 45Q (39837.020000 sec): 3 clusters Score: Raw -535258.226647 + Penalty 4041.054976 = -531217.171670 nChanged 10 SP:Iteration 46Q (39837.030000 sec): 3 clusters Score: Raw -535262.039871 + Penalty 4041.054976 = -531220.984895 nChanged 6 SP:Iteration 47Q (39837.050000 sec): 3 clusters Score: Raw -535264.714899 + Penalty 4041.054976 = -531223.659922 nChanged 5 SP:Iteration 48Q (39837.060000 sec): 3 clusters Score: Raw -535266.920264 + Penalty 4041.054976 = -531225.865288 nChanged 4 SP:Iteration 49Q (39837.070000 sec): 3 clusters Score: Raw -535267.979445 + Penalty 4041.054976 = -531226.924468 nChanged 1 SP:Iteration 50Q (39837.090000 sec): 3 clusters Score: Raw -535268.308980 + Penalty 4041.054976 = -531227.254003 nChanged 2 SP:Iteration 51Q (39837.100000 sec): 3 clusters Score: Raw -535269.566943 + Penalty 4041.054976 = -531228.511966 nChanged 3 SP:Iteration 52Q (39837.110000 sec): 3 clusters Score: Raw -535270.605982 + Penalty 4041.054976 = -531229.551006 nChanged 4 SP:Iteration 53Q (39837.120000 sec): 3 clusters Score: Raw -535272.274168 + Penalty 4041.054976 = -531231.219192 nChanged 6 SP:Iteration 54Q (39837.130000 sec): 3 clusters Score: Raw -535274.953888 + Penalty 4041.054976 = -531233.898911 nChanged 4 SP:Iteration 55Q (39837.150000 sec): 3 clusters Score: Raw -535277.469128 + Penalty 4041.054976 = -531236.414152 nChanged 6 SP:Iteration 56Q (39837.160000 sec): 3 clusters Score: Raw -535279.367911 + Penalty 4041.054976 = -531238.312935 nChanged 5 SP:Iteration 57Q (39837.170000 sec): 3 clusters Score: Raw -535281.828971 + Penalty 4041.054976 = -531240.773995 nChanged 3 SP:Iteration 58Q (39837.190000 sec): 3 clusters Score: Raw -535283.194226 + Penalty 4041.054976 = -531242.139249 nChanged 1 SP:Iteration 59Q (39837.200000 sec): 3 clusters Score: Raw -535283.808092 + Penalty 4041.054976 = -531242.753116 nChanged 2 SP:Iteration 60F (39837.210000 sec): 3 clusters Score: Raw -535284.605371 + Penalty 4041.054976 = -531243.550395 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 45 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39837.220000 sec): 2 clusters Score: Raw -18694.212029 + Penalty 1212.806584 = -17481.405445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39837.220000 sec): 3 clusters Score: Raw -19001.698841 + Penalty 2425.613168 = -16576.085673 nChanged 9 SP:Iteration 1F (39837.220000 sec): 3 clusters Score: Raw -19146.011510 + Penalty 2425.613168 = -16720.398342 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 46 (1610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39837.230000 sec): 2 clusters Score: Raw -241284.109287 + Penalty 1831.229386 = -239452.879901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39837.230000 sec): 3 clusters Score: Raw -240799.843430 + Penalty 3662.458771 = -237137.384659 nChanged 496 SP:Iteration 1F (39837.240000 sec): 3 clusters Score: Raw -241219.445248 + Penalty 3662.458771 = -237556.986477 nChanged 127 SP:Iteration 2F (39837.250000 sec): 3 clusters Score: Raw -241404.121273 + Penalty 3662.458771 = -237741.662502 nChanged 109 SP:Iteration 3F (39837.250000 sec): 3 clusters Score: Raw -241574.475764 + Penalty 3662.458771 = -237912.016992 nChanged 80 SP:Iteration 4Q (39837.260000 sec): 3 clusters Score: Raw -241724.519600 + Penalty 3662.458771 = -238062.060829 nChanged 63 SP:Iteration 5Q (39837.270000 sec): 3 clusters Score: Raw -241835.576804 + Penalty 3662.458771 = -238173.118032 nChanged 63 SP:Iteration 6Q (39837.270000 sec): 3 clusters Score: Raw -241954.605343 + Penalty 3662.458771 = -238292.146572 nChanged 54 SP:Iteration 7Q (39837.280000 sec): 3 clusters Score: Raw -242064.614255 + Penalty 3662.458771 = -238402.155484 nChanged 53 SP:Iteration 8Q (39837.290000 sec): 3 clusters Score: Raw -242192.270400 + Penalty 3662.458771 = -238529.811629 nChanged 45 SP:Iteration 9Q (39837.290000 sec): 3 clusters Score: Raw -242316.146851 + Penalty 3662.458771 = -238653.688080 nChanged 45 SP:Iteration 10Q (39837.300000 sec): 3 clusters Score: Raw -242401.274317 + Penalty 3662.458771 = -238738.815546 nChanged 27 SP:Iteration 11Q (39837.300000 sec): 3 clusters Score: Raw -242438.624348 + Penalty 3662.458771 = -238776.165577 nChanged 16 SP:Iteration 12Q (39837.310000 sec): 3 clusters Score: Raw -242469.958982 + Penalty 3662.458771 = -238807.500211 nChanged 18 SP:Iteration 13Q (39837.310000 sec): 3 clusters Score: Raw -242495.519477 + Penalty 3662.458771 = -238833.060706 nChanged 16 SP:Iteration 14Q (39837.320000 sec): 3 clusters Score: Raw -242509.929205 + Penalty 3662.458771 = -238847.470434 nChanged 9 SP:Iteration 15Q (39837.320000 sec): 3 clusters Score: Raw -242522.002171 + Penalty 3662.458771 = -238859.543399 nChanged 14 SP:Iteration 16Q (39837.330000 sec): 3 clusters Score: Raw -242538.050023 + Penalty 3662.458771 = -238875.591252 nChanged 8 SP:Iteration 17Q (39837.330000 sec): 3 clusters Score: Raw -242547.922180 + Penalty 3662.458771 = -238885.463409 nChanged 12 SP:Iteration 18Q (39837.340000 sec): 3 clusters Score: Raw -242561.082249 + Penalty 3662.458771 = -238898.623478 nChanged 11 SP:Iteration 19Q (39837.350000 sec): 3 clusters Score: Raw -242574.436722 + Penalty 3662.458771 = -238911.977951 nChanged 8 SP:Iteration 20F (39837.350000 sec): 3 clusters Score: Raw -242583.398409 + Penalty 3662.458771 = -238920.939638 nChanged 8 SP:Iteration 21Q (39837.360000 sec): 3 clusters Score: Raw -242602.182782 + Penalty 3662.458771 = -238939.724010 nChanged 5 SP:Iteration 22Q (39837.360000 sec): 3 clusters Score: Raw -242609.087023 + Penalty 3662.458771 = -238946.628252 nChanged 3 SP:Iteration 23Q (39837.370000 sec): 3 clusters Score: Raw -242611.446154 + Penalty 3662.458771 = -238948.987383 nChanged 0 SP:Iteration 24F (39837.370000 sec): 3 clusters Score: Raw -242611.446154 + Penalty 3662.458771 = -238948.987383 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 47 (542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39837.380000 sec): 2 clusters Score: Raw -81697.939149 + Penalty 1561.225968 = -80136.713181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39837.380000 sec): 3 clusters Score: Raw -81662.644353 + Penalty 3122.451937 = -78540.192416 nChanged 94 SP:Iteration 1F (39837.390000 sec): 3 clusters Score: Raw -81834.901908 + Penalty 3122.451937 = -78712.449971 nChanged 25 SP:Iteration 2Q (39837.390000 sec): 3 clusters Score: Raw -81884.851577 + Penalty 3122.451937 = -78762.399640 nChanged 12 SP:Iteration 3Q (39837.390000 sec): 3 clusters Score: Raw -81920.960230 + Penalty 3122.451937 = -78798.508293 nChanged 7 SP:Iteration 4Q (39837.390000 sec): 3 clusters Score: Raw -81931.548224 + Penalty 3122.451937 = -78809.096287 nChanged 3 SP:Iteration 5Q (39837.390000 sec): 3 clusters Score: Raw -81936.544098 + Penalty 3122.451937 = -78814.092161 nChanged 2 SP:Iteration 6Q (39837.390000 sec): 3 clusters Score: Raw -81938.329590 + Penalty 3122.451937 = -78815.877653 nChanged 0 SP:Iteration 7F (39837.400000 sec): 3 clusters Score: Raw -81938.329590 + Penalty 3122.451937 = -78815.877653 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 48 (670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39837.400000 sec): 2 clusters Score: Raw -109523.636023 + Penalty 1613.804873 = -107909.831151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39837.410000 sec): 3 clusters Score: Raw -109463.726243 + Penalty 3227.609745 = -106236.116498 nChanged 135 SP:Iteration 1F (39837.410000 sec): 3 clusters Score: Raw -109673.083920 + Penalty 3227.609745 = -106445.474175 nChanged 39 SP:Iteration 2F (39837.410000 sec): 3 clusters Score: Raw -109732.926138 + Penalty 3227.609745 = -106505.316393 nChanged 17 SP:Iteration 3Q (39837.410000 sec): 3 clusters Score: Raw -109754.039400 + Penalty 3227.609745 = -106526.429654 nChanged 4 SP:Iteration 4Q (39837.420000 sec): 3 clusters Score: Raw -109762.049271 + Penalty 3227.609745 = -106534.439526 nChanged 2 SP:Iteration 5Q (39837.420000 sec): 3 clusters Score: Raw -109765.450856 + Penalty 3227.609745 = -106537.841110 nChanged 2 SP:Iteration 6Q (39837.420000 sec): 3 clusters Score: Raw -109768.213674 + Penalty 3227.609745 = -106540.603928 nChanged 1 SP:Iteration 7Q (39837.430000 sec): 3 clusters Score: Raw -109770.409778 + Penalty 3227.609745 = -106542.800033 nChanged 1 SP:Iteration 8Q (39837.430000 sec): 3 clusters Score: Raw -109771.599482 + Penalty 3227.609745 = -106543.989737 nChanged 0 SP:Iteration 9F (39837.430000 sec): 3 clusters Score: Raw -109771.599482 + Penalty 3227.609745 = -106543.989737 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 49 (471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39837.430000 sec): 2 clusters Score: Raw -69900.279090 + Penalty 1526.404807 = -68373.874283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39837.440000 sec): 3 clusters Score: Raw -69924.024650 + Penalty 3052.809615 = -66871.215035 nChanged 104 SP:Iteration 1F (39837.440000 sec): 3 clusters Score: Raw -70145.389192 + Penalty 3052.809615 = -67092.579577 nChanged 21 SP:Iteration 2Q (39837.440000 sec): 3 clusters Score: Raw -70192.091370 + Penalty 3052.809615 = -67139.281756 nChanged 6 SP:Iteration 3Q (39837.440000 sec): 3 clusters Score: Raw -70205.473438 + Penalty 3052.809615 = -67152.663824 nChanged 3 SP:Iteration 4Q (39837.450000 sec): 3 clusters Score: Raw -70208.689344 + Penalty 3052.809615 = -67155.879729 nChanged 0 SP:Iteration 5F (39837.450000 sec): 3 clusters Score: Raw -70208.689344 + Penalty 3052.809615 = -67155.879729 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 50 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39837.450000 sec): 2 clusters Score: Raw -19718.609462 + Penalty 1310.234525 = -18408.374937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39837.450000 sec): 3 clusters Score: Raw -19989.854049 + Penalty 2620.469049 = -17369.385000 nChanged 35 SP:Iteration 1F (39837.450000 sec): 3 clusters Score: Raw -20215.272490 + Penalty 2620.469049 = -17594.803441 nChanged 9 SP:Iteration 2Q (39837.450000 sec): 3 clusters Score: Raw -20265.101080 + Penalty 2620.469049 = -17644.632031 nChanged 2 SP:Iteration 3Q (39837.450000 sec): 3 clusters Score: Raw -20271.346596 + Penalty 2620.469049 = -17650.877546 nChanged 0 SP:Iteration 4F (39837.460000 sec): 3 clusters Score: Raw -20271.346596 + Penalty 2620.469049 = -17650.877546 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 51 (4252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39837.480000 sec): 2 clusters Score: Raw -664407.647096 + Penalty 2072.075895 = -662335.571201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39837.500000 sec): 3 clusters Score: Raw -662448.979100 + Penalty 4144.151791 = -658304.827310 nChanged 1586 SP:Iteration 1F (39837.520000 sec): 3 clusters Score: Raw -663557.887999 + Penalty 4144.151791 = -659413.736209 nChanged 445 SP:Iteration 2F (39837.530000 sec): 3 clusters Score: Raw -664139.565210 + Penalty 4144.151791 = -659995.413419 nChanged 393 SP:Iteration 3F (39837.550000 sec): 3 clusters Score: Raw -664651.782748 + Penalty 4144.151791 = -660507.630957 nChanged 343 SP:Iteration 4F (39837.570000 sec): 3 clusters Score: Raw -665032.105478 + Penalty 4144.151791 = -660887.953687 nChanged 231 SP:Iteration 5F (39837.580000 sec): 3 clusters Score: Raw -665248.057128 + Penalty 4144.151791 = -661103.905337 nChanged 158 SP:Iteration 6Q (39837.600000 sec): 3 clusters Score: Raw -665385.334454 + Penalty 4144.151791 = -661241.182663 nChanged 123 SP:Iteration 7Q (39837.620000 sec): 3 clusters Score: Raw -665470.798618 + Penalty 4144.151791 = -661326.646827 nChanged 75 SP:Iteration 8Q (39837.630000 sec): 3 clusters Score: Raw -665526.204313 + Penalty 4144.151791 = -661382.052523 nChanged 70 SP:Iteration 9Q (39837.650000 sec): 3 clusters Score: Raw -665567.604529 + Penalty 4144.151791 = -661423.452739 nChanged 43 SP:Iteration 10Q (39837.660000 sec): 3 clusters Score: Raw -665592.856033 + Penalty 4144.151791 = -661448.704242 nChanged 44 SP:Iteration 11Q (39837.680000 sec): 3 clusters Score: Raw -665620.853656 + Penalty 4144.151791 = -661476.701865 nChanged 41 SP:Iteration 12Q (39837.700000 sec): 3 clusters Score: Raw -665644.006124 + Penalty 4144.151791 = -661499.854333 nChanged 40 SP:Iteration 13Q (39837.710000 sec): 3 clusters Score: Raw -665679.330423 + Penalty 4144.151791 = -661535.178632 nChanged 55 SP:Iteration 14Q (39837.730000 sec): 3 clusters Score: Raw -665722.188832 + Penalty 4144.151791 = -661578.037042 nChanged 46 SP:Iteration 15Q (39837.740000 sec): 3 clusters Score: Raw -665766.436810 + Penalty 4144.151791 = -661622.285020 nChanged 46 SP:Iteration 16Q (39837.760000 sec): 3 clusters Score: Raw -665807.450444 + Penalty 4144.151791 = -661663.298654 nChanged 42 SP:Iteration 17Q (39837.780000 sec): 3 clusters Score: Raw -665833.199208 + Penalty 4144.151791 = -661689.047418 nChanged 44 SP:Iteration 18Q (39837.790000 sec): 3 clusters Score: Raw -665859.715465 + Penalty 4144.151791 = -661715.563674 nChanged 33 SP:Iteration 19Q (39837.810000 sec): 3 clusters Score: Raw -665881.242711 + Penalty 4144.151791 = -661737.090920 nChanged 34 SP:Iteration 20F (39837.820000 sec): 3 clusters Score: Raw -665898.298184 + Penalty 4144.151791 = -661754.146393 nChanged 30 SP:Iteration 21Q (39837.840000 sec): 3 clusters Score: Raw -665911.967757 + Penalty 4144.151791 = -661767.815967 nChanged 20 SP:Iteration 22Q (39837.850000 sec): 3 clusters Score: Raw -665921.041750 + Penalty 4144.151791 = -661776.889959 nChanged 18 SP:Iteration 23Q (39837.870000 sec): 3 clusters Score: Raw -665928.493314 + Penalty 4144.151791 = -661784.341524 nChanged 17 SP:Iteration 24Q (39837.880000 sec): 3 clusters Score: Raw -665936.737867 + Penalty 4144.151791 = -661792.586076 nChanged 18 SP:Iteration 25Q (39837.900000 sec): 3 clusters Score: Raw -665945.022841 + Penalty 4144.151791 = -661800.871051 nChanged 22 SP:Iteration 26Q (39837.920000 sec): 3 clusters Score: Raw -665954.881502 + Penalty 4144.151791 = -661810.729711 nChanged 15 SP:Iteration 27Q (39837.930000 sec): 3 clusters Score: Raw -665961.608608 + Penalty 4144.151791 = -661817.456818 nChanged 17 SP:Iteration 28Q (39837.950000 sec): 3 clusters Score: Raw -665970.374385 + Penalty 4144.151791 = -661826.222594 nChanged 16 SP:Iteration 29Q (39837.960000 sec): 3 clusters Score: Raw -665976.143904 + Penalty 4144.151791 = -661831.992114 nChanged 10 SP:Iteration 30Q (39837.980000 sec): 3 clusters Score: Raw -665980.799302 + Penalty 4144.151791 = -661836.647511 nChanged 11 SP:Iteration 31Q (39837.990000 sec): 3 clusters Score: Raw -665985.102884 + Penalty 4144.151791 = -661840.951094 nChanged 11 SP:Iteration 32Q (39838.010000 sec): 3 clusters Score: Raw -665988.874909 + Penalty 4144.151791 = -661844.723119 nChanged 8 SP:Iteration 33Q (39838.020000 sec): 3 clusters Score: Raw -665991.667374 + Penalty 4144.151791 = -661847.515584 nChanged 5 SP:Iteration 34Q (39838.040000 sec): 3 clusters Score: Raw -665993.796603 + Penalty 4144.151791 = -661849.644812 nChanged 3 SP:Iteration 35Q (39838.050000 sec): 3 clusters Score: Raw -665994.867980 + Penalty 4144.151791 = -661850.716190 nChanged 1 SP:Iteration 36Q (39838.070000 sec): 3 clusters Score: Raw -665995.465353 + Penalty 4144.151791 = -661851.313562 nChanged 1 SP:Iteration 37Q (39838.080000 sec): 3 clusters Score: Raw -665995.728024 + Penalty 4144.151791 = -661851.576234 nChanged 0 SP:Iteration 38F (39838.100000 sec): 3 clusters Score: Raw -665995.728024 + Penalty 4144.151791 = -661851.576234 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 52 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39838.100000 sec): 2 clusters Score: Raw -49377.808513 + Penalty 1435.150551 = -47942.657963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39838.110000 sec): 3 clusters Score: Raw -49459.711466 + Penalty 2870.301101 = -46589.410365 nChanged 33 SP:Iteration 1F (39838.110000 sec): 3 clusters Score: Raw -49572.020510 + Penalty 2870.301101 = -46701.719408 nChanged 12 SP:Iteration 2Q (39838.110000 sec): 3 clusters Score: Raw -49634.823004 + Penalty 2870.301101 = -46764.521903 nChanged 3 SP:Iteration 3Q (39838.110000 sec): 3 clusters Score: Raw -49640.939088 + Penalty 2870.301101 = -46770.637986 nChanged 1 SP:Iteration 4Q (39838.110000 sec): 3 clusters Score: Raw -49642.982051 + Penalty 2870.301101 = -46772.680950 nChanged 1 SP:Iteration 5Q (39838.110000 sec): 3 clusters Score: Raw -49651.110636 + Penalty 2870.301101 = -46780.809535 nChanged 2 SP:Iteration 6Q (39838.120000 sec): 3 clusters Score: Raw -49655.778906 + Penalty 2870.301101 = -46785.477805 nChanged 3 SP:Iteration 7Q (39838.120000 sec): 3 clusters Score: Raw -49665.512942 + Penalty 2870.301101 = -46795.211841 nChanged 1 SP:Iteration 8Q (39838.120000 sec): 3 clusters Score: Raw -49666.986920 + Penalty 2870.301101 = -46796.685818 nChanged 0 SP:Iteration 9F (39838.120000 sec): 3 clusters Score: Raw -49666.986920 + Penalty 2870.301101 = -46796.685818 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 53 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39838.120000 sec): 2 clusters Score: Raw -41119.813359 + Penalty 1412.045570 = -39707.767788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39838.120000 sec): 3 clusters Score: Raw -41286.960942 + Penalty 2824.091141 = -38462.869801 nChanged 42 SP:Iteration 1F (39838.130000 sec): 3 clusters Score: Raw -41434.341771 + Penalty 2824.091141 = -38610.250630 nChanged 13 SP:Iteration 2Q (39838.130000 sec): 3 clusters Score: Raw -41481.329017 + Penalty 2824.091141 = -38657.237876 nChanged 16 SP:Iteration 3F (39838.130000 sec): 3 clusters Score: Raw -41543.459765 + Penalty 2824.091141 = -38719.368624 nChanged 11 SP:Iteration 4Q (39838.130000 sec): 3 clusters Score: Raw -41600.324568 + Penalty 2824.091141 = -38776.233427 nChanged 8 SP:Iteration 5Q (39838.130000 sec): 3 clusters Score: Raw -41630.378766 + Penalty 2824.091141 = -38806.287625 nChanged 5 SP:Iteration 6Q (39838.130000 sec): 3 clusters Score: Raw -41640.926141 + Penalty 2824.091141 = -38816.835000 nChanged 1 SP:Iteration 7Q (39838.130000 sec): 3 clusters Score: Raw -41644.937409 + Penalty 2824.091141 = -38820.846268 nChanged 0 SP:Iteration 8F (39838.140000 sec): 3 clusters Score: Raw -41644.937409 + Penalty 2824.091141 = -38820.846268 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 54 (481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39838.140000 sec): 2 clusters Score: Raw -72832.022940 + Penalty 1531.615083 = -71300.407857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39838.140000 sec): 3 clusters Score: Raw -72889.355819 + Penalty 3063.230166 = -69826.125653 nChanged 93 SP:Iteration 1F (39838.140000 sec): 3 clusters Score: Raw -73085.771906 + Penalty 3063.230166 = -70022.541741 nChanged 20 SP:Iteration 2Q (39838.150000 sec): 3 clusters Score: Raw -73166.146342 + Penalty 3063.230166 = -70102.916176 nChanged 6 SP:Iteration 3Q (39838.150000 sec): 3 clusters Score: Raw -73177.770595 + Penalty 3063.230166 = -70114.540429 nChanged 3 SP:Iteration 4Q (39838.150000 sec): 3 clusters Score: Raw -73182.643968 + Penalty 3063.230166 = -70119.413802 nChanged 2 SP:Iteration 5Q (39838.150000 sec): 3 clusters Score: Raw -73187.743248 + Penalty 3063.230166 = -70124.513082 nChanged 5 SP:Iteration 6Q (39838.160000 sec): 3 clusters Score: Raw -73202.135434 + Penalty 3063.230166 = -70138.905268 nChanged 7 SP:Iteration 7Q (39838.160000 sec): 3 clusters Score: Raw -73217.086570 + Penalty 3063.230166 = -70153.856404 nChanged 4 SP:Iteration 8Q (39838.160000 sec): 3 clusters Score: Raw -73221.536145 + Penalty 3063.230166 = -70158.305979 nChanged 1 SP:Iteration 9Q (39838.160000 sec): 3 clusters Score: Raw -73224.404106 + Penalty 3063.230166 = -70161.173940 nChanged 3 SP:Iteration 10Q (39838.160000 sec): 3 clusters Score: Raw -73232.942220 + Penalty 3063.230166 = -70169.712054 nChanged 3 SP:Iteration 11Q (39838.160000 sec): 3 clusters Score: Raw -73239.873378 + Penalty 3063.230166 = -70176.643212 nChanged 0 SP:Iteration 12F (39838.160000 sec): 3 clusters Score: Raw -73239.873378 + Penalty 3063.230166 = -70176.643212 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 55 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39838.170000 sec): 2 clusters Score: Raw -17492.987753 + Penalty 1193.421720 = -16299.566033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39838.170000 sec): 3 clusters Score: Raw -17883.817977 + Penalty 2386.843440 = -15496.974536 nChanged 2 SP:Iteration 1Q (39838.170000 sec): 3 clusters Score: Raw -17901.912991 + Penalty 2386.843440 = -15515.069550 nChanged 0 SP:Iteration 2F (39838.170000 sec): 3 clusters Score: Raw -17901.912991 + Penalty 2386.843440 = -15515.069550 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 56 (4970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39838.200000 sec): 2 clusters Score: Raw -790211.072956 + Penalty 2110.771430 = -788100.301527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39838.220000 sec): 3 clusters Score: Raw -787807.722517 + Penalty 4221.542859 = -783586.179658 nChanged 1907 SP:Iteration 1F (39838.230000 sec): 3 clusters Score: Raw -788920.912293 + Penalty 4221.542859 = -784699.369434 nChanged 358 SP:Iteration 2F (39838.250000 sec): 3 clusters Score: Raw -789125.014957 + Penalty 4221.542859 = -784903.472098 nChanged 267 SP:Iteration 3F (39838.270000 sec): 3 clusters Score: Raw -789270.738727 + Penalty 4221.542859 = -785049.195868 nChanged 216 SP:Iteration 4Q (39838.290000 sec): 3 clusters Score: Raw -789393.620334 + Penalty 4221.542859 = -785172.077475 nChanged 174 SP:Iteration 5Q (39838.310000 sec): 3 clusters Score: Raw -789494.889540 + Penalty 4221.542859 = -785273.346681 nChanged 176 SP:Iteration 6Q (39838.330000 sec): 3 clusters Score: Raw -789615.338453 + Penalty 4221.542859 = -785393.795594 nChanged 196 SP:Iteration 7Q (39838.350000 sec): 3 clusters Score: Raw -789749.920785 + Penalty 4221.542859 = -785528.377926 nChanged 191 SP:Iteration 8Q (39838.370000 sec): 3 clusters Score: Raw -789884.645005 + Penalty 4221.542859 = -785663.102146 nChanged 177 SP:Iteration 9Q (39838.390000 sec): 3 clusters Score: Raw -790011.977587 + Penalty 4221.542859 = -785790.434728 nChanged 168 SP:Iteration 10Q (39838.410000 sec): 3 clusters Score: Raw -790125.423529 + Penalty 4221.542859 = -785903.880670 nChanged 154 SP:Iteration 11Q (39838.430000 sec): 3 clusters Score: Raw -790226.267411 + Penalty 4221.542859 = -786004.724552 nChanged 125 SP:Iteration 12Q (39838.450000 sec): 3 clusters Score: Raw -790307.773728 + Penalty 4221.542859 = -786086.230869 nChanged 105 SP:Iteration 13Q (39838.470000 sec): 3 clusters Score: Raw -790381.522529 + Penalty 4221.542859 = -786159.979670 nChanged 91 SP:Iteration 14Q (39838.490000 sec): 3 clusters Score: Raw -790435.271691 + Penalty 4221.542859 = -786213.728832 nChanged 65 SP:Iteration 15Q (39838.510000 sec): 3 clusters Score: Raw -790473.165910 + Penalty 4221.542859 = -786251.623051 nChanged 44 SP:Iteration 16Q (39838.530000 sec): 3 clusters Score: Raw -790492.738011 + Penalty 4221.542859 = -786271.195152 nChanged 20 SP:Iteration 17Q (39838.550000 sec): 3 clusters Score: Raw -790502.919296 + Penalty 4221.542859 = -786281.376437 nChanged 22 SP:Iteration 18Q (39838.570000 sec): 3 clusters Score: Raw -790516.151869 + Penalty 4221.542859 = -786294.609010 nChanged 23 SP:Iteration 19Q (39838.590000 sec): 3 clusters Score: Raw -790527.766845 + Penalty 4221.542859 = -786306.223986 nChanged 18 SP:Iteration 20F (39838.610000 sec): 3 clusters Score: Raw -790534.830319 + Penalty 4221.542859 = -786313.287460 nChanged 14 SP:Iteration 21Q (39838.620000 sec): 3 clusters Score: Raw -790541.511992 + Penalty 4221.542859 = -786319.969133 nChanged 11 SP:Iteration 22Q (39838.640000 sec): 3 clusters Score: Raw -790546.021457 + Penalty 4221.542859 = -786324.478598 nChanged 13 SP:Iteration 23Q (39838.660000 sec): 3 clusters Score: Raw -790551.591274 + Penalty 4221.542859 = -786330.048415 nChanged 17 SP:Iteration 24Q (39838.680000 sec): 3 clusters Score: Raw -790559.750782 + Penalty 4221.542859 = -786338.207923 nChanged 9 SP:Iteration 25Q (39838.700000 sec): 3 clusters Score: Raw -790562.923316 + Penalty 4221.542859 = -786341.380457 nChanged 5 SP:Iteration 26Q (39838.720000 sec): 3 clusters Score: Raw -790565.392094 + Penalty 4221.542859 = -786343.849235 nChanged 3 SP:Iteration 27Q (39838.740000 sec): 3 clusters Score: Raw -790566.396985 + Penalty 4221.542859 = -786344.854126 nChanged 4 SP:Iteration 28Q (39838.760000 sec): 3 clusters Score: Raw -790568.180662 + Penalty 4221.542859 = -786346.637802 nChanged 6 SP:Iteration 29Q (39838.780000 sec): 3 clusters Score: Raw -790570.303653 + Penalty 4221.542859 = -786348.760794 nChanged 3 SP:Iteration 30Q (39838.800000 sec): 3 clusters Score: Raw -790571.572958 + Penalty 4221.542859 = -786350.030099 nChanged 2 SP:Iteration 31Q (39838.820000 sec): 3 clusters Score: Raw -790573.148508 + Penalty 4221.542859 = -786351.605649 nChanged 6 SP:Iteration 32Q (39838.840000 sec): 3 clusters Score: Raw -790576.630925 + Penalty 4221.542859 = -786355.088066 nChanged 4 SP:Iteration 33Q (39838.860000 sec): 3 clusters Score: Raw -790578.584629 + Penalty 4221.542859 = -786357.041770 nChanged 3 SP:Iteration 34Q (39838.880000 sec): 3 clusters Score: Raw -790581.115724 + Penalty 4221.542859 = -786359.572865 nChanged 6 SP:Iteration 35Q (39838.900000 sec): 3 clusters Score: Raw -790584.282661 + Penalty 4221.542859 = -786362.739802 nChanged 2 SP:Iteration 36Q (39838.920000 sec): 3 clusters Score: Raw -790586.183201 + Penalty 4221.542859 = -786364.640342 nChanged 4 SP:Iteration 37Q (39838.930000 sec): 3 clusters Score: Raw -790588.057031 + Penalty 4221.542859 = -786366.514172 nChanged 3 SP:Iteration 38Q (39838.950000 sec): 3 clusters Score: Raw -790589.361907 + Penalty 4221.542859 = -786367.819048 nChanged 3 SP:Iteration 39Q (39838.970000 sec): 3 clusters Score: Raw -790590.688724 + Penalty 4221.542859 = -786369.145865 nChanged 1 SP:Iteration 40F (39838.990000 sec): 3 clusters Score: Raw -790591.270775 + Penalty 4221.542859 = -786369.727916 nChanged 1 SP:Iteration 41Q (39839.010000 sec): 3 clusters Score: Raw -790591.862794 + Penalty 4221.542859 = -786370.319935 nChanged 1 SP:Iteration 42Q (39839.030000 sec): 3 clusters Score: Raw -790592.320385 + Penalty 4221.542859 = -786370.777526 nChanged 1 SP:Iteration 43Q (39839.050000 sec): 3 clusters Score: Raw -790592.607983 + Penalty 4221.542859 = -786371.065124 nChanged 1 SP:Iteration 44Q (39839.070000 sec): 3 clusters Score: Raw -790592.827000 + Penalty 4221.542859 = -786371.284140 nChanged 0 SP:Iteration 45F (39839.090000 sec): 3 clusters Score: Raw -790592.827000 + Penalty 4221.542859 = -786371.284140 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 57 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39839.090000 sec): 2 clusters Score: Raw -17449.779719 + Penalty 1174.577215 = -16275.202504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39839.100000 sec): 3 clusters Score: Raw -17717.709804 + Penalty 2349.154430 = -15368.555374 nChanged 2 SP:Iteration 1Q (39839.100000 sec): 3 clusters Score: Raw -17728.403618 + Penalty 2349.154430 = -15379.249187 nChanged 0 SP:Iteration 2F (39839.100000 sec): 3 clusters Score: Raw -17728.403618 + Penalty 2349.154430 = -15379.249187 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 58 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39839.100000 sec): 2 clusters Score: Raw -38975.350638 + Penalty 1377.133977 = -37598.216661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39839.100000 sec): 3 clusters Score: Raw -39112.333111 + Penalty 2754.267954 = -36358.065157 nChanged 14 SP:Iteration 1F (39839.100000 sec): 3 clusters Score: Raw -39169.365904 + Penalty 2754.267954 = -36415.097950 nChanged 6 SP:Iteration 2Q (39839.100000 sec): 3 clusters Score: Raw -39200.122446 + Penalty 2754.267954 = -36445.854492 nChanged 2 SP:Iteration 3Q (39839.100000 sec): 3 clusters Score: Raw -39204.380733 + Penalty 2754.267954 = -36450.112778 nChanged 0 SP:Iteration 4F (39839.110000 sec): 3 clusters Score: Raw -39204.380733 + Penalty 2754.267954 = -36450.112778 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 59 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39839.110000 sec): 2 clusters Score: Raw -10269.649956 + Penalty 1060.613198 = -9209.036758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39839.110000 sec): 3 clusters Score: Raw -10861.622934 + Penalty 2121.226395 = -8740.396539 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 60 (2133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39839.120000 sec): 2 clusters Score: Raw -332531.913580 + Penalty 1900.990610 = -330630.922969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39839.130000 sec): 3 clusters Score: Raw -331679.579866 + Penalty 3801.981220 = -327877.598645 nChanged 688 SP:Iteration 1F (39839.140000 sec): 3 clusters Score: Raw -332139.545653 + Penalty 3801.981220 = -328337.564433 nChanged 149 SP:Iteration 2F (39839.150000 sec): 3 clusters Score: Raw -332273.318087 + Penalty 3801.981220 = -328471.336867 nChanged 88 SP:Iteration 3Q (39839.160000 sec): 3 clusters Score: Raw -332348.360055 + Penalty 3801.981220 = -328546.378834 nChanged 58 SP:Iteration 4Q (39839.160000 sec): 3 clusters Score: Raw -332407.073064 + Penalty 3801.981220 = -328605.091844 nChanged 42 SP:Iteration 5Q (39839.170000 sec): 3 clusters Score: Raw -332444.446499 + Penalty 3801.981220 = -328642.465278 nChanged 30 SP:Iteration 6Q (39839.180000 sec): 3 clusters Score: Raw -332470.727371 + Penalty 3801.981220 = -328668.746151 nChanged 28 SP:Iteration 7Q (39839.190000 sec): 3 clusters Score: Raw -332496.736927 + Penalty 3801.981220 = -328694.755707 nChanged 26 SP:Iteration 8Q (39839.200000 sec): 3 clusters Score: Raw -332529.332108 + Penalty 3801.981220 = -328727.350888 nChanged 37 SP:Iteration 9Q (39839.210000 sec): 3 clusters Score: Raw -332557.529668 + Penalty 3801.981220 = -328755.548448 nChanged 32 SP:Iteration 10Q (39839.220000 sec): 3 clusters Score: Raw -332583.450615 + Penalty 3801.981220 = -328781.469394 nChanged 31 SP:Iteration 11Q (39839.220000 sec): 3 clusters Score: Raw -332603.658017 + Penalty 3801.981220 = -328801.676797 nChanged 15 SP:Iteration 12Q (39839.230000 sec): 3 clusters Score: Raw -332614.305964 + Penalty 3801.981220 = -328812.324743 nChanged 12 SP:Iteration 13Q (39839.240000 sec): 3 clusters Score: Raw -332620.760681 + Penalty 3801.981220 = -328818.779461 nChanged 8 SP:Iteration 14Q (39839.250000 sec): 3 clusters Score: Raw -332625.297002 + Penalty 3801.981220 = -328823.315781 nChanged 7 SP:Iteration 15Q (39839.260000 sec): 3 clusters Score: Raw -332631.221436 + Penalty 3801.981220 = -328829.240215 nChanged 9 SP:Iteration 16Q (39839.260000 sec): 3 clusters Score: Raw -332637.067721 + Penalty 3801.981220 = -328835.086501 nChanged 9 SP:Iteration 17Q (39839.270000 sec): 3 clusters Score: Raw -332641.594801 + Penalty 3801.981220 = -328839.613580 nChanged 4 SP:Iteration 18Q (39839.280000 sec): 3 clusters Score: Raw -332645.035308 + Penalty 3801.981220 = -328843.054087 nChanged 3 SP:Iteration 19Q (39839.290000 sec): 3 clusters Score: Raw -332646.382769 + Penalty 3801.981220 = -328844.401549 nChanged 2 SP:Iteration 20F (39839.300000 sec): 3 clusters Score: Raw -332647.974542 + Penalty 3801.981220 = -328845.993322 nChanged 1 SP:Iteration 21Q (39839.310000 sec): 3 clusters Score: Raw -332648.874387 + Penalty 3801.981220 = -328846.893167 nChanged 1 SP:Iteration 22Q (39839.320000 sec): 3 clusters Score: Raw -332650.146995 + Penalty 3801.981220 = -328848.165775 nChanged 3 SP:Iteration 23Q (39839.320000 sec): 3 clusters Score: Raw -332651.662083 + Penalty 3801.981220 = -328849.680863 nChanged 0 SP:Iteration 24F (39839.330000 sec): 3 clusters Score: Raw -332651.662083 + Penalty 3801.981220 = -328849.680863 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 62 (484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39839.340000 sec): 2 clusters Score: Raw -74215.329951 + Penalty 1533.157057 = -72682.172894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39839.340000 sec): 3 clusters Score: Raw -74196.222774 + Penalty 3066.314114 = -71129.908660 nChanged 98 SP:Iteration 1F (39839.340000 sec): 3 clusters Score: Raw -74403.788317 + Penalty 3066.314114 = -71337.474203 nChanged 21 SP:Iteration 2Q (39839.340000 sec): 3 clusters Score: Raw -74452.280687 + Penalty 3066.314114 = -71385.966573 nChanged 13 SP:Iteration 3Q (39839.340000 sec): 3 clusters Score: Raw -74478.019406 + Penalty 3066.314114 = -71411.705293 nChanged 5 SP:Iteration 4Q (39839.350000 sec): 3 clusters Score: Raw -74488.594046 + Penalty 3066.314114 = -71422.279933 nChanged 4 SP:Iteration 5Q (39839.350000 sec): 3 clusters Score: Raw -74497.449206 + Penalty 3066.314114 = -71431.135092 nChanged 2 SP:Iteration 6Q (39839.350000 sec): 3 clusters Score: Raw -74500.095496 + Penalty 3066.314114 = -71433.781383 nChanged 2 SP:Iteration 7Q (39839.350000 sec): 3 clusters Score: Raw -74504.503363 + Penalty 3066.314114 = -71438.189250 nChanged 2 SP:Iteration 8Q (39839.360000 sec): 3 clusters Score: Raw -74508.262076 + Penalty 3066.314114 = -71441.947962 nChanged 2 SP:Iteration 9Q (39839.360000 sec): 3 clusters Score: Raw -74510.559430 + Penalty 3066.314114 = -71444.245317 nChanged 0 SP:Iteration 10F (39839.360000 sec): 3 clusters Score: Raw -74510.559430 + Penalty 3066.314114 = -71444.245317 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 63 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39839.360000 sec): 2 clusters Score: Raw -38192.712981 + Penalty 1368.328318 = -36824.384662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39839.360000 sec): 3 clusters Score: Raw -38345.107522 + Penalty 2736.656637 = -35608.450886 nChanged 21 SP:Iteration 1F (39839.370000 sec): 3 clusters Score: Raw -38423.974318 + Penalty 2736.656637 = -35687.317682 nChanged 3 SP:Iteration 2Q (39839.370000 sec): 3 clusters Score: Raw -38432.704125 + Penalty 2736.656637 = -35696.047488 nChanged 0 SP:Iteration 3F (39839.370000 sec): 3 clusters Score: Raw -38432.704125 + Penalty 2736.656637 = -35696.047488 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 64 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39839.370000 sec): 2 clusters Score: Raw -12532.310178 + Penalty 1417.822870 = -11114.487308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39839.380000 sec): 3 clusters Score: Raw -12729.733338 + Penalty 2835.645740 = -9894.087598 nChanged 70 SP:Iteration 1F (39839.380000 sec): 3 clusters Score: Raw -13118.962992 + Penalty 2835.645740 = -10283.317252 nChanged 29 SP:Iteration 2F (39839.380000 sec): 3 clusters Score: Raw -13422.648389 + Penalty 2835.645740 = -10587.002649 nChanged 14 SP:Iteration 3Q (39839.380000 sec): 3 clusters Score: Raw -13552.548319 + Penalty 2835.645740 = -10716.902579 nChanged 5 SP:Iteration 4Q (39839.380000 sec): 3 clusters Score: Raw -13612.406611 + Penalty 2835.645740 = -10776.760871 nChanged 1 SP:Iteration 5Q (39839.380000 sec): 3 clusters Score: Raw -13627.598794 + Penalty 2835.645740 = -10791.953054 nChanged 1 SP:Iteration 6Q (39839.380000 sec): 3 clusters Score: Raw -13647.164758 + Penalty 2835.645740 = -10811.519018 nChanged 3 SP:Iteration 7Q (39839.380000 sec): 3 clusters Score: Raw -13707.775783 + Penalty 2835.645740 = -10872.130043 nChanged 4 SP:Iteration 8Q (39839.380000 sec): 3 clusters Score: Raw -13794.022638 + Penalty 2835.645740 = -10958.376898 nChanged 2 SP:Iteration 9Q (39839.380000 sec): 3 clusters Score: Raw -13803.636912 + Penalty 2835.645740 = -10967.991172 nChanged 0 SP:Iteration 10F (39839.390000 sec): 3 clusters Score: Raw -13803.636912 + Penalty 2835.645740 = -10967.991172 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 65 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39839.390000 sec): 2 clusters Score: Raw -13329.289203 + Penalty 1176.743168 = -12152.546035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39839.390000 sec): 3 clusters Score: Raw -13957.614645 + Penalty 2353.486336 = -11604.128309 nChanged 9 SP:Iteration 1F (39839.390000 sec): 3 clusters Score: Raw -14072.824085 + Penalty 2353.486336 = -11719.337749 nChanged 6 SP:Iteration 2F (39839.390000 sec): 3 clusters Score: Raw -14148.531921 + Penalty 2353.486336 = -11795.045585 nChanged 2 SP:Iteration 3Q (39839.390000 sec): 3 clusters Score: Raw -14169.136929 + Penalty 2353.486336 = -11815.650593 nChanged 1 SP:Iteration 4Q (39839.390000 sec): 3 clusters Score: Raw -14195.119852 + Penalty 2353.486336 = -11841.633516 nChanged 0 SP:Iteration 5F (39839.400000 sec): 3 clusters Score: Raw -14195.119852 + Penalty 2353.486336 = -11841.633516 nChanged 0 Iteration 365F (39960.190000 sec): 65 clusters Score: Raw -205054132.441002 + Penalty 223478.665577 = -204830653.775425 nChanged 3 Iteration 366F (40081.060000 sec): 65 clusters Score: Raw -205054187.697720 + Penalty 223478.665577 = -204830709.032143 nChanged 0 Writing temp clu file Because OldScore, -204830653.775425, is greater than current (better) Score,-204830709.032143 Compute initial score before splitting: Score: Raw -205054187.697720 + Penalty 223478.665577 = -204830709.032143 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 1 (7912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40081.350000 sec): 2 clusters Score: Raw -1353509.754331 + Penalty 2226.081697 = -1351283.672634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40081.380000 sec): 3 clusters Score: Raw -1349356.314938 + Penalty 4452.163393 = -1344904.151545 nChanged 3207 SP:Iteration 1F (40081.420000 sec): 3 clusters Score: Raw -1351067.268264 + Penalty 4452.163393 = -1346615.104871 nChanged 505 SP:Iteration 2F (40081.450000 sec): 3 clusters Score: Raw -1351305.181059 + Penalty 4452.163393 = -1346853.017666 nChanged 389 SP:Iteration 3Q (40081.480000 sec): 3 clusters Score: Raw -1351476.342657 + Penalty 4452.163393 = -1347024.179264 nChanged 317 SP:Iteration 4Q (40081.520000 sec): 3 clusters Score: Raw -1351618.293646 + Penalty 4452.163393 = -1347166.130253 nChanged 267 SP:Iteration 5Q (40081.550000 sec): 3 clusters Score: Raw -1351734.258506 + Penalty 4452.163393 = -1347282.095112 nChanged 241 SP:Iteration 6Q (40081.580000 sec): 3 clusters Score: Raw -1351835.717266 + Penalty 4452.163393 = -1347383.553873 nChanged 223 SP:Iteration 7Q (40081.620000 sec): 3 clusters Score: Raw -1351921.222209 + Penalty 4452.163393 = -1347469.058815 nChanged 195 SP:Iteration 8Q (40081.650000 sec): 3 clusters Score: Raw -1351991.341856 + Penalty 4452.163393 = -1347539.178463 nChanged 184 SP:Iteration 9Q (40081.680000 sec): 3 clusters Score: Raw -1352069.111287 + Penalty 4452.163393 = -1347616.947894 nChanged 196 SP:Iteration 10Q (40081.720000 sec): 3 clusters Score: Raw -1352157.475341 + Penalty 4452.163393 = -1347705.311948 nChanged 199 SP:Iteration 11Q (40081.750000 sec): 3 clusters Score: Raw -1352253.425201 + Penalty 4452.163393 = -1347801.261807 nChanged 226 SP:Iteration 12Q (40081.780000 sec): 3 clusters Score: Raw -1352389.083742 + Penalty 4452.163393 = -1347936.920349 nChanged 253 SP:Iteration 13Q (40081.820000 sec): 3 clusters Score: Raw -1352544.079924 + Penalty 4452.163393 = -1348091.916531 nChanged 266 SP:Iteration 14Q (40081.850000 sec): 3 clusters Score: Raw -1352729.914107 + Penalty 4452.163393 = -1348277.750714 nChanged 265 SP:Iteration 15Q (40081.880000 sec): 3 clusters Score: Raw -1352913.156140 + Penalty 4452.163393 = -1348460.992746 nChanged 251 SP:Iteration 16Q (40081.920000 sec): 3 clusters Score: Raw -1353083.255705 + Penalty 4452.163393 = -1348631.092312 nChanged 198 SP:Iteration 17Q (40081.950000 sec): 3 clusters Score: Raw -1353232.154775 + Penalty 4452.163393 = -1348779.991382 nChanged 174 SP:Iteration 18Q (40081.980000 sec): 3 clusters Score: Raw -1353361.263716 + Penalty 4452.163393 = -1348909.100322 nChanged 123 SP:Iteration 19Q (40082.010000 sec): 3 clusters Score: Raw -1353444.933737 + Penalty 4452.163393 = -1348992.770344 nChanged 93 SP:Iteration 20F (40082.040000 sec): 3 clusters Score: Raw -1353511.954963 + Penalty 4452.163393 = -1349059.791569 nChanged 79 SP:Iteration 21Q (40082.070000 sec): 3 clusters Score: Raw -1353569.187988 + Penalty 4452.163393 = -1349117.024595 nChanged 57 SP:Iteration 22Q (40082.100000 sec): 3 clusters Score: Raw -1353612.643159 + Penalty 4452.163393 = -1349160.479766 nChanged 45 SP:Iteration 23Q (40082.130000 sec): 3 clusters Score: Raw -1353643.356746 + Penalty 4452.163393 = -1349191.193353 nChanged 38 SP:Iteration 24Q (40082.160000 sec): 3 clusters Score: Raw -1353670.052748 + Penalty 4452.163393 = -1349217.889354 nChanged 22 SP:Iteration 25Q (40082.190000 sec): 3 clusters Score: Raw -1353686.793951 + Penalty 4452.163393 = -1349234.630558 nChanged 26 SP:Iteration 26Q (40082.210000 sec): 3 clusters Score: Raw -1353706.167468 + Penalty 4452.163393 = -1349254.004075 nChanged 23 SP:Iteration 27Q (40082.240000 sec): 3 clusters Score: Raw -1353721.832833 + Penalty 4452.163393 = -1349269.669440 nChanged 14 SP:Iteration 28Q (40082.270000 sec): 3 clusters Score: Raw -1353731.964221 + Penalty 4452.163393 = -1349279.800827 nChanged 11 SP:Iteration 29Q (40082.300000 sec): 3 clusters Score: Raw -1353739.457073 + Penalty 4452.163393 = -1349287.293680 nChanged 8 SP:Iteration 30Q (40082.330000 sec): 3 clusters Score: Raw -1353745.131336 + Penalty 4452.163393 = -1349292.967943 nChanged 4 SP:Iteration 31Q (40082.350000 sec): 3 clusters Score: Raw -1353747.813814 + Penalty 4452.163393 = -1349295.650421 nChanged 4 SP:Iteration 32Q (40082.380000 sec): 3 clusters Score: Raw -1353750.831209 + Penalty 4452.163393 = -1349298.667815 nChanged 5 SP:Iteration 33Q (40082.410000 sec): 3 clusters Score: Raw -1353753.849151 + Penalty 4452.163393 = -1349301.685757 nChanged 4 SP:Iteration 34Q (40082.440000 sec): 3 clusters Score: Raw -1353756.101316 + Penalty 4452.163393 = -1349303.937923 nChanged 1 SP:Iteration 35Q (40082.460000 sec): 3 clusters Score: Raw -1353756.613911 + Penalty 4452.163393 = -1349304.450518 nChanged 1 SP:Iteration 36Q (40082.490000 sec): 3 clusters Score: Raw -1353756.869927 + Penalty 4452.163393 = -1349304.706534 nChanged 0 SP:Iteration 37F (40082.520000 sec): 3 clusters Score: Raw -1353756.869927 + Penalty 4452.163393 = -1349304.706534 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 2 (20825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40082.600000 sec): 2 clusters Score: Raw -3283280.623220 + Penalty 2466.089548 = -3280814.533672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40082.690000 sec): 3 clusters Score: Raw -3271117.441862 + Penalty 4932.179096 = -3266185.262766 nChanged 9198 SP:Iteration 1F (40082.780000 sec): 3 clusters Score: Raw -3276052.907513 + Penalty 4932.179096 = -3271120.728418 nChanged 1161 SP:Iteration 2F (40082.860000 sec): 3 clusters Score: Raw -3276495.479704 + Penalty 4932.179096 = -3271563.300608 nChanged 985 SP:Iteration 3Q (40082.950000 sec): 3 clusters Score: Raw -3276917.765617 + Penalty 4932.179096 = -3271985.586522 nChanged 912 SP:Iteration 4Q (40083.040000 sec): 3 clusters Score: Raw -3277346.859665 + Penalty 4932.179096 = -3272414.680569 nChanged 975 SP:Iteration 5Q (40083.130000 sec): 3 clusters Score: Raw -3277864.742393 + Penalty 4932.179096 = -3272932.563298 nChanged 1019 SP:Iteration 6Q (40083.220000 sec): 3 clusters Score: Raw -3278520.764707 + Penalty 4932.179096 = -3273588.585611 nChanged 1166 SP:Iteration 7F (40083.310000 sec): 3 clusters Score: Raw -3279363.385734 + Penalty 4932.179096 = -3274431.206638 nChanged 1289 SP:Iteration 8F (40083.400000 sec): 3 clusters Score: Raw -3280364.976779 + Penalty 4932.179096 = -3275432.797683 nChanged 1313 SP:Iteration 9F (40083.490000 sec): 3 clusters Score: Raw -3281447.962249 + Penalty 4932.179096 = -3276515.783154 nChanged 1314 SP:Iteration 10F (40083.580000 sec): 3 clusters Score: Raw -3282623.030369 + Penalty 4932.179096 = -3277690.851274 nChanged 1213 SP:Iteration 11F (40083.660000 sec): 3 clusters Score: Raw -3283670.563863 + Penalty 4932.179096 = -3278738.384768 nChanged 985 SP:Iteration 12Q (40083.750000 sec): 3 clusters Score: Raw -3284257.951430 + Penalty 4932.179096 = -3279325.772334 nChanged 655 SP:Iteration 13Q (40083.830000 sec): 3 clusters Score: Raw -3284543.644210 + Penalty 4932.179096 = -3279611.465114 nChanged 483 SP:Iteration 14Q (40083.920000 sec): 3 clusters Score: Raw -3284715.881043 + Penalty 4932.179096 = -3279783.701947 nChanged 301 SP:Iteration 15Q (40084.000000 sec): 3 clusters Score: Raw -3284805.850144 + Penalty 4932.179096 = -3279873.671049 nChanged 220 SP:Iteration 16Q (40084.090000 sec): 3 clusters Score: Raw -3284869.678823 + Penalty 4932.179096 = -3279937.499727 nChanged 159 SP:Iteration 17Q (40084.170000 sec): 3 clusters Score: Raw -3284906.029814 + Penalty 4932.179096 = -3279973.850718 nChanged 149 SP:Iteration 18Q (40084.260000 sec): 3 clusters Score: Raw -3284936.683429 + Penalty 4932.179096 = -3280004.504333 nChanged 134 SP:Iteration 19Q (40084.340000 sec): 3 clusters Score: Raw -3284959.282449 + Penalty 4932.179096 = -3280027.103353 nChanged 113 SP:Iteration 20F (40084.430000 sec): 3 clusters Score: Raw -3284977.839248 + Penalty 4932.179096 = -3280045.660152 nChanged 91 SP:Iteration 21Q (40084.510000 sec): 3 clusters Score: Raw -3284991.053601 + Penalty 4932.179096 = -3280058.874506 nChanged 69 SP:Iteration 22Q (40084.600000 sec): 3 clusters Score: Raw -3284999.927343 + Penalty 4932.179096 = -3280067.748248 nChanged 44 SP:Iteration 23Q (40084.680000 sec): 3 clusters Score: Raw -3285005.498489 + Penalty 4932.179096 = -3280073.319394 nChanged 43 SP:Iteration 24Q (40084.770000 sec): 3 clusters Score: Raw -3285010.236099 + Penalty 4932.179096 = -3280078.057003 nChanged 41 SP:Iteration 25Q (40084.860000 sec): 3 clusters Score: Raw -3285015.462183 + Penalty 4932.179096 = -3280083.283087 nChanged 33 SP:Iteration 26Q (40084.940000 sec): 3 clusters Score: Raw -3285019.614224 + Penalty 4932.179096 = -3280087.435128 nChanged 33 SP:Iteration 27Q (40085.020000 sec): 3 clusters Score: Raw -3285023.068203 + Penalty 4932.179096 = -3280090.889107 nChanged 36 SP:Iteration 28Q (40085.110000 sec): 3 clusters Score: Raw -3285027.234784 + Penalty 4932.179096 = -3280095.055689 nChanged 42 SP:Iteration 29Q (40085.190000 sec): 3 clusters Score: Raw -3285032.783399 + Penalty 4932.179096 = -3280100.604303 nChanged 40 SP:Iteration 30Q (40085.280000 sec): 3 clusters Score: Raw -3285037.739133 + Penalty 4932.179096 = -3280105.560038 nChanged 36 SP:Iteration 31Q (40085.360000 sec): 3 clusters Score: Raw -3285043.580791 + Penalty 4932.179096 = -3280111.401695 nChanged 40 SP:Iteration 32Q (40085.440000 sec): 3 clusters Score: Raw -3285048.797457 + Penalty 4932.179096 = -3280116.618362 nChanged 41 SP:Iteration 33Q (40085.530000 sec): 3 clusters Score: Raw -3285054.016559 + Penalty 4932.179096 = -3280121.837463 nChanged 33 SP:Iteration 34Q (40085.620000 sec): 3 clusters Score: Raw -3285058.382352 + Penalty 4932.179096 = -3280126.203256 nChanged 36 SP:Iteration 35Q (40085.700000 sec): 3 clusters Score: Raw -3285063.823765 + Penalty 4932.179096 = -3280131.644670 nChanged 46 SP:Iteration 36Q (40085.790000 sec): 3 clusters Score: Raw -3285070.434457 + Penalty 4932.179096 = -3280138.255362 nChanged 42 SP:Iteration 37Q (40085.870000 sec): 3 clusters Score: Raw -3285075.598402 + Penalty 4932.179096 = -3280143.419306 nChanged 40 SP:Iteration 38Q (40085.960000 sec): 3 clusters Score: Raw -3285080.817317 + Penalty 4932.179096 = -3280148.638221 nChanged 30 SP:Iteration 39Q (40086.040000 sec): 3 clusters Score: Raw -3285084.325214 + Penalty 4932.179096 = -3280152.146119 nChanged 32 SP:Iteration 40F (40086.130000 sec): 3 clusters Score: Raw -3285088.342304 + Penalty 4932.179096 = -3280156.163208 nChanged 31 SP:Iteration 41Q (40086.220000 sec): 3 clusters Score: Raw -3285092.016788 + Penalty 4932.179096 = -3280159.837693 nChanged 36 SP:Iteration 42Q (40086.300000 sec): 3 clusters Score: Raw -3285095.377651 + Penalty 4932.179096 = -3280163.198556 nChanged 24 SP:Iteration 43Q (40086.390000 sec): 3 clusters Score: Raw -3285098.147800 + Penalty 4932.179096 = -3280165.968705 nChanged 27 SP:Iteration 44Q (40086.470000 sec): 3 clusters Score: Raw -3285101.413340 + Penalty 4932.179096 = -3280169.234244 nChanged 22 SP:Iteration 45Q (40086.560000 sec): 3 clusters Score: Raw -3285103.692917 + Penalty 4932.179096 = -3280171.513821 nChanged 23 SP:Iteration 46Q (40086.640000 sec): 3 clusters Score: Raw -3285106.135414 + Penalty 4932.179096 = -3280173.956318 nChanged 22 SP:Iteration 47Q (40086.730000 sec): 3 clusters Score: Raw -3285108.763098 + Penalty 4932.179096 = -3280176.584003 nChanged 28 SP:Iteration 48Q (40086.810000 sec): 3 clusters Score: Raw -3285112.418363 + Penalty 4932.179096 = -3280180.239267 nChanged 31 SP:Iteration 49Q (40086.900000 sec): 3 clusters Score: Raw -3285116.880984 + Penalty 4932.179096 = -3280184.701888 nChanged 47 SP:Iteration 50Q (40086.980000 sec): 3 clusters Score: Raw -3285123.284711 + Penalty 4932.179096 = -3280191.105615 nChanged 37 SP:Iteration 51Q (40087.070000 sec): 3 clusters Score: Raw -3285127.850016 + Penalty 4932.179096 = -3280195.670920 nChanged 32 SP:Iteration 52Q (40087.160000 sec): 3 clusters Score: Raw -3285131.969947 + Penalty 4932.179096 = -3280199.790852 nChanged 32 SP:Iteration 53Q (40087.240000 sec): 3 clusters Score: Raw -3285136.187338 + Penalty 4932.179096 = -3280204.008242 nChanged 26 SP:Iteration 54Q (40087.320000 sec): 3 clusters Score: Raw -3285139.501732 + Penalty 4932.179096 = -3280207.322636 nChanged 30 SP:Iteration 55Q (40087.410000 sec): 3 clusters Score: Raw -3285142.869134 + Penalty 4932.179096 = -3280210.690039 nChanged 22 SP:Iteration 56Q (40087.500000 sec): 3 clusters Score: Raw -3285145.333653 + Penalty 4932.179096 = -3280213.154558 nChanged 26 SP:Iteration 57Q (40087.580000 sec): 3 clusters Score: Raw -3285148.991968 + Penalty 4932.179096 = -3280216.812873 nChanged 33 SP:Iteration 58Q (40087.670000 sec): 3 clusters Score: Raw -3285153.105559 + Penalty 4932.179096 = -3280220.926463 nChanged 30 SP:Iteration 59Q (40087.750000 sec): 3 clusters Score: Raw -3285157.201030 + Penalty 4932.179096 = -3280225.021935 nChanged 31 SP:Iteration 60F (40087.840000 sec): 3 clusters Score: Raw -3285161.497877 + Penalty 4932.179096 = -3280229.318782 nChanged 30 SP:Iteration 61Q (40087.930000 sec): 3 clusters Score: Raw -3285165.688516 + Penalty 4932.179096 = -3280233.509420 nChanged 35 SP:Iteration 62Q (40088.010000 sec): 3 clusters Score: Raw -3285171.262475 + Penalty 4932.179096 = -3280239.083380 nChanged 44 SP:Iteration 63Q (40088.100000 sec): 3 clusters Score: Raw -3285179.311726 + Penalty 4932.179096 = -3280247.132631 nChanged 45 SP:Iteration 64Q (40088.180000 sec): 3 clusters Score: Raw -3285187.517112 + Penalty 4932.179096 = -3280255.338017 nChanged 56 SP:Iteration 65Q (40088.270000 sec): 3 clusters Score: Raw -3285196.521940 + Penalty 4932.179096 = -3280264.342845 nChanged 52 SP:Iteration 66Q (40088.360000 sec): 3 clusters Score: Raw -3285207.667564 + Penalty 4932.179096 = -3280275.488468 nChanged 60 SP:Iteration 67Q (40088.440000 sec): 3 clusters Score: Raw -3285219.856407 + Penalty 4932.179096 = -3280287.677311 nChanged 51 SP:Iteration 68Q (40088.520000 sec): 3 clusters Score: Raw -3285234.002888 + Penalty 4932.179096 = -3280301.823792 nChanged 76 SP:Iteration 69Q (40088.610000 sec): 3 clusters Score: Raw -3285253.586073 + Penalty 4932.179096 = -3280321.406978 nChanged 96 SP:Iteration 70Q (40088.700000 sec): 3 clusters Score: Raw -3285277.311831 + Penalty 4932.179096 = -3280345.132736 nChanged 98 SP:Iteration 71Q (40088.780000 sec): 3 clusters Score: Raw -3285302.408470 + Penalty 4932.179096 = -3280370.229374 nChanged 94 SP:Iteration 72Q (40088.870000 sec): 3 clusters Score: Raw -3285326.258799 + Penalty 4932.179096 = -3280394.079704 nChanged 92 SP:Iteration 73Q (40088.950000 sec): 3 clusters Score: Raw -3285349.297654 + Penalty 4932.179096 = -3280417.118558 nChanged 80 SP:Iteration 74Q (40089.040000 sec): 3 clusters Score: Raw -3285369.985941 + Penalty 4932.179096 = -3280437.806846 nChanged 89 SP:Iteration 75Q (40089.120000 sec): 3 clusters Score: Raw -3285388.427589 + Penalty 4932.179096 = -3280456.248493 nChanged 62 SP:Iteration 76Q (40089.200000 sec): 3 clusters Score: Raw -3285399.354621 + Penalty 4932.179096 = -3280467.175525 nChanged 63 SP:Iteration 77Q (40089.290000 sec): 3 clusters Score: Raw -3285409.331626 + Penalty 4932.179096 = -3280477.152530 nChanged 49 SP:Iteration 78Q (40089.370000 sec): 3 clusters Score: Raw -3285418.634638 + Penalty 4932.179096 = -3280486.455542 nChanged 32 SP:Iteration 79Q (40089.450000 sec): 3 clusters Score: Raw -3285425.769428 + Penalty 4932.179096 = -3280493.590332 nChanged 35 SP:Iteration 80F (40089.540000 sec): 3 clusters Score: Raw -3285432.884077 + Penalty 4932.179096 = -3280500.704981 nChanged 35 SP:Iteration 81Q (40089.620000 sec): 3 clusters Score: Raw -3285439.674723 + Penalty 4932.179096 = -3280507.495627 nChanged 34 SP:Iteration 82Q (40089.710000 sec): 3 clusters Score: Raw -3285444.321389 + Penalty 4932.179096 = -3280512.142293 nChanged 23 SP:Iteration 83Q (40089.790000 sec): 3 clusters Score: Raw -3285446.964639 + Penalty 4932.179096 = -3280514.785544 nChanged 16 SP:Iteration 84Q (40089.870000 sec): 3 clusters Score: Raw -3285448.718811 + Penalty 4932.179096 = -3280516.539715 nChanged 7 SP:Iteration 85Q (40089.950000 sec): 3 clusters Score: Raw -3285449.505770 + Penalty 4932.179096 = -3280517.326675 nChanged 13 SP:Iteration 86Q (40090.040000 sec): 3 clusters Score: Raw -3285451.528479 + Penalty 4932.179096 = -3280519.349383 nChanged 16 SP:Iteration 87Q (40090.120000 sec): 3 clusters Score: Raw -3285453.088741 + Penalty 4932.179096 = -3280520.909645 nChanged 17 SP:Iteration 88Q (40090.200000 sec): 3 clusters Score: Raw -3285454.560010 + Penalty 4932.179096 = -3280522.380914 nChanged 6 SP:Iteration 89Q (40090.280000 sec): 3 clusters Score: Raw -3285454.853616 + Penalty 4932.179096 = -3280522.674520 nChanged 2 SP:Iteration 90Q (40090.370000 sec): 3 clusters Score: Raw -3285454.997545 + Penalty 4932.179096 = -3280522.818449 nChanged 2 SP:Iteration 91Q (40090.450000 sec): 3 clusters Score: Raw -3285455.186827 + Penalty 4932.179096 = -3280523.007731 nChanged 2 SP:Iteration 92Q (40090.530000 sec): 3 clusters Score: Raw -3285455.330389 + Penalty 4932.179096 = -3280523.151294 nChanged 0 SP:Iteration 93F (40090.620000 sec): 3 clusters Score: Raw -3285455.330389 + Penalty 4932.179096 = -3280523.151294 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 3 (779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40090.630000 sec): 2 clusters Score: Raw -123316.356697 + Penalty 1651.186739 = -121665.169958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40090.640000 sec): 3 clusters Score: Raw -123181.650005 + Penalty 3302.373479 = -119879.276526 nChanged 186 SP:Iteration 1F (40090.640000 sec): 3 clusters Score: Raw -123426.334772 + Penalty 3302.373479 = -120123.961293 nChanged 44 SP:Iteration 2F (40090.640000 sec): 3 clusters Score: Raw -123482.452561 + Penalty 3302.373479 = -120180.079082 nChanged 12 SP:Iteration 3Q (40090.650000 sec): 3 clusters Score: Raw -123502.383521 + Penalty 3302.373479 = -120200.010043 nChanged 8 SP:Iteration 4Q (40090.650000 sec): 3 clusters Score: Raw -123520.122332 + Penalty 3302.373479 = -120217.748853 nChanged 7 SP:Iteration 5Q (40090.650000 sec): 3 clusters Score: Raw -123527.302125 + Penalty 3302.373479 = -120224.928647 nChanged 1 SP:Iteration 6Q (40090.660000 sec): 3 clusters Score: Raw -123527.940295 + Penalty 3302.373479 = -120225.566816 nChanged 0 SP:Iteration 7F (40090.660000 sec): 3 clusters Score: Raw -123527.940295 + Penalty 3302.373479 = -120225.566816 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 4 (6482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40090.690000 sec): 2 clusters Score: Raw -1003750.104775 + Penalty 2176.642527 = -1001573.462247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40090.720000 sec): 3 clusters Score: Raw -1000520.536787 + Penalty 4353.285054 = -996167.251733 nChanged 2557 SP:Iteration 1F (40090.740000 sec): 3 clusters Score: Raw -1001945.072266 + Penalty 4353.285054 = -997591.787211 nChanged 474 SP:Iteration 2F (40090.770000 sec): 3 clusters Score: Raw -1002222.875365 + Penalty 4353.285054 = -997869.590311 nChanged 338 SP:Iteration 3F (40090.800000 sec): 3 clusters Score: Raw -1002418.866483 + Penalty 4353.285054 = -998065.581429 nChanged 268 SP:Iteration 4Q (40090.830000 sec): 3 clusters Score: Raw -1002574.817171 + Penalty 4353.285054 = -998221.532117 nChanged 219 SP:Iteration 5Q (40090.860000 sec): 3 clusters Score: Raw -1002695.999618 + Penalty 4353.285054 = -998342.714564 nChanged 201 SP:Iteration 6Q (40090.880000 sec): 3 clusters Score: Raw -1002810.490530 + Penalty 4353.285054 = -998457.205476 nChanged 193 SP:Iteration 7Q (40090.910000 sec): 3 clusters Score: Raw -1002910.057867 + Penalty 4353.285054 = -998556.772812 nChanged 179 SP:Iteration 8Q (40090.940000 sec): 3 clusters Score: Raw -1003011.372692 + Penalty 4353.285054 = -998658.087638 nChanged 161 SP:Iteration 9Q (40090.970000 sec): 3 clusters Score: Raw -1003118.652467 + Penalty 4353.285054 = -998765.367412 nChanged 179 SP:Iteration 10Q (40090.990000 sec): 3 clusters Score: Raw -1003272.558935 + Penalty 4353.285054 = -998919.273881 nChanged 229 SP:Iteration 11Q (40091.020000 sec): 3 clusters Score: Raw -1003446.635268 + Penalty 4353.285054 = -999093.350214 nChanged 231 SP:Iteration 12Q (40091.050000 sec): 3 clusters Score: Raw -1003580.300057 + Penalty 4353.285054 = -999227.015002 nChanged 214 SP:Iteration 13Q (40091.070000 sec): 3 clusters Score: Raw -1003695.410099 + Penalty 4353.285054 = -999342.125045 nChanged 193 SP:Iteration 14Q (40091.100000 sec): 3 clusters Score: Raw -1003796.958375 + Penalty 4353.285054 = -999443.673321 nChanged 171 SP:Iteration 15Q (40091.130000 sec): 3 clusters Score: Raw -1003884.373049 + Penalty 4353.285054 = -999531.087995 nChanged 157 SP:Iteration 16Q (40091.150000 sec): 3 clusters Score: Raw -1003968.302271 + Penalty 4353.285054 = -999615.017217 nChanged 135 SP:Iteration 17Q (40091.180000 sec): 3 clusters Score: Raw -1004047.515037 + Penalty 4353.285054 = -999694.229983 nChanged 136 SP:Iteration 18Q (40091.200000 sec): 3 clusters Score: Raw -1004122.678980 + Penalty 4353.285054 = -999769.393926 nChanged 138 SP:Iteration 19Q (40091.230000 sec): 3 clusters Score: Raw -1004204.200223 + Penalty 4353.285054 = -999850.915169 nChanged 143 SP:Iteration 20F (40091.260000 sec): 3 clusters Score: Raw -1004294.987328 + Penalty 4353.285054 = -999941.702273 nChanged 144 SP:Iteration 21Q (40091.280000 sec): 3 clusters Score: Raw -1004385.974887 + Penalty 4353.285054 = -1000032.689833 nChanged 129 SP:Iteration 22Q (40091.310000 sec): 3 clusters Score: Raw -1004474.840451 + Penalty 4353.285054 = -1000121.555397 nChanged 136 SP:Iteration 23Q (40091.340000 sec): 3 clusters Score: Raw -1004575.181441 + Penalty 4353.285054 = -1000221.896387 nChanged 110 SP:Iteration 24Q (40091.360000 sec): 3 clusters Score: Raw -1004649.766753 + Penalty 4353.285054 = -1000296.481699 nChanged 84 SP:Iteration 25Q (40091.390000 sec): 3 clusters Score: Raw -1004703.153355 + Penalty 4353.285054 = -1000349.868301 nChanged 83 SP:Iteration 26Q (40091.410000 sec): 3 clusters Score: Raw -1004747.764838 + Penalty 4353.285054 = -1000394.479784 nChanged 71 SP:Iteration 27Q (40091.440000 sec): 3 clusters Score: Raw -1004778.364520 + Penalty 4353.285054 = -1000425.079466 nChanged 56 SP:Iteration 28Q (40091.460000 sec): 3 clusters Score: Raw -1004800.371427 + Penalty 4353.285054 = -1000447.086373 nChanged 29 SP:Iteration 29Q (40091.490000 sec): 3 clusters Score: Raw -1004808.749825 + Penalty 4353.285054 = -1000455.464771 nChanged 16 SP:Iteration 30Q (40091.510000 sec): 3 clusters Score: Raw -1004813.161133 + Penalty 4353.285054 = -1000459.876078 nChanged 11 SP:Iteration 31Q (40091.540000 sec): 3 clusters Score: Raw -1004817.045548 + Penalty 4353.285054 = -1000463.760494 nChanged 17 SP:Iteration 32Q (40091.560000 sec): 3 clusters Score: Raw -1004822.711868 + Penalty 4353.285054 = -1000469.426813 nChanged 15 SP:Iteration 33Q (40091.590000 sec): 3 clusters Score: Raw -1004828.420959 + Penalty 4353.285054 = -1000475.135904 nChanged 22 SP:Iteration 34Q (40091.610000 sec): 3 clusters Score: Raw -1004837.031424 + Penalty 4353.285054 = -1000483.746370 nChanged 16 SP:Iteration 35Q (40091.640000 sec): 3 clusters Score: Raw -1004842.945162 + Penalty 4353.285054 = -1000489.660107 nChanged 17 SP:Iteration 36Q (40091.660000 sec): 3 clusters Score: Raw -1004847.979926 + Penalty 4353.285054 = -1000494.694872 nChanged 11 SP:Iteration 37Q (40091.680000 sec): 3 clusters Score: Raw -1004852.067917 + Penalty 4353.285054 = -1000498.782862 nChanged 16 SP:Iteration 38Q (40091.710000 sec): 3 clusters Score: Raw -1004857.074621 + Penalty 4353.285054 = -1000503.789566 nChanged 10 SP:Iteration 39Q (40091.730000 sec): 3 clusters Score: Raw -1004859.273947 + Penalty 4353.285054 = -1000505.988893 nChanged 6 SP:Iteration 40F (40091.760000 sec): 3 clusters Score: Raw -1004860.515184 + Penalty 4353.285054 = -1000507.230130 nChanged 5 SP:Iteration 41Q (40091.790000 sec): 3 clusters Score: Raw -1004862.090002 + Penalty 4353.285054 = -1000508.804948 nChanged 6 SP:Iteration 42Q (40091.810000 sec): 3 clusters Score: Raw -1004863.774174 + Penalty 4353.285054 = -1000510.489119 nChanged 5 SP:Iteration 43Q (40091.840000 sec): 3 clusters Score: Raw -1004864.944671 + Penalty 4353.285054 = -1000511.659617 nChanged 3 SP:Iteration 44Q (40091.860000 sec): 3 clusters Score: Raw -1004865.559439 + Penalty 4353.285054 = -1000512.274385 nChanged 5 SP:Iteration 45Q (40091.890000 sec): 3 clusters Score: Raw -1004867.638639 + Penalty 4353.285054 = -1000514.353584 nChanged 6 SP:Iteration 46Q (40091.910000 sec): 3 clusters Score: Raw -1004869.150825 + Penalty 4353.285054 = -1000515.865771 nChanged 6 SP:Iteration 47Q (40091.940000 sec): 3 clusters Score: Raw -1004870.569224 + Penalty 4353.285054 = -1000517.284170 nChanged 5 SP:Iteration 48Q (40091.960000 sec): 3 clusters Score: Raw -1004872.601807 + Penalty 4353.285054 = -1000519.316752 nChanged 6 SP:Iteration 49Q (40091.990000 sec): 3 clusters Score: Raw -1004874.087177 + Penalty 4353.285054 = -1000520.802123 nChanged 7 SP:Iteration 50Q (40092.010000 sec): 3 clusters Score: Raw -1004876.127338 + Penalty 4353.285054 = -1000522.842284 nChanged 7 SP:Iteration 51Q (40092.040000 sec): 3 clusters Score: Raw -1004878.832791 + Penalty 4353.285054 = -1000525.547736 nChanged 9 SP:Iteration 52Q (40092.060000 sec): 3 clusters Score: Raw -1004881.380320 + Penalty 4353.285054 = -1000528.095266 nChanged 6 SP:Iteration 53Q (40092.080000 sec): 3 clusters Score: Raw -1004883.547545 + Penalty 4353.285054 = -1000530.262490 nChanged 4 SP:Iteration 54Q (40092.110000 sec): 3 clusters Score: Raw -1004884.465268 + Penalty 4353.285054 = -1000531.180214 nChanged 3 SP:Iteration 55Q (40092.130000 sec): 3 clusters Score: Raw -1004884.906369 + Penalty 4353.285054 = -1000531.621315 nChanged 2 SP:Iteration 56Q (40092.160000 sec): 3 clusters Score: Raw -1004885.166426 + Penalty 4353.285054 = -1000531.881372 nChanged 0 SP:Iteration 57F (40092.180000 sec): 3 clusters Score: Raw -1004885.166426 + Penalty 4353.285054 = -1000531.881372 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 5 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40092.190000 sec): 2 clusters Score: Raw -68493.001124 + Penalty 1493.213791 = -66999.787334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40092.190000 sec): 3 clusters Score: Raw -68674.971362 + Penalty 2986.427581 = -65688.543781 nChanged 73 SP:Iteration 1F (40092.200000 sec): 3 clusters Score: Raw -68910.128278 + Penalty 2986.427581 = -65923.700697 nChanged 19 SP:Iteration 2Q (40092.200000 sec): 3 clusters Score: Raw -68984.505105 + Penalty 2986.427581 = -65998.077524 nChanged 13 SP:Iteration 3Q (40092.200000 sec): 3 clusters Score: Raw -69028.004655 + Penalty 2986.427581 = -66041.577073 nChanged 9 SP:Iteration 4Q (40092.200000 sec): 3 clusters Score: Raw -69073.386381 + Penalty 2986.427581 = -66086.958800 nChanged 1 SP:Iteration 5Q (40092.200000 sec): 3 clusters Score: Raw -69077.458586 + Penalty 2986.427581 = -66091.031004 nChanged 2 SP:Iteration 6Q (40092.200000 sec): 3 clusters Score: Raw -69083.889111 + Penalty 2986.427581 = -66097.461530 nChanged 0 SP:Iteration 7F (40092.200000 sec): 3 clusters Score: Raw -69083.889111 + Penalty 2986.427581 = -66097.461530 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 6 (669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40092.210000 sec): 2 clusters Score: Raw -102947.600234 + Penalty 1613.434447 = -101334.165787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40092.210000 sec): 3 clusters Score: Raw -102884.827869 + Penalty 3226.868894 = -99657.958975 nChanged 131 SP:Iteration 1F (40092.220000 sec): 3 clusters Score: Raw -103091.575127 + Penalty 3226.868894 = -99864.706233 nChanged 35 SP:Iteration 2F (40092.220000 sec): 3 clusters Score: Raw -103177.850829 + Penalty 3226.868894 = -99950.981935 nChanged 25 SP:Iteration 3Q (40092.220000 sec): 3 clusters Score: Raw -103219.806803 + Penalty 3226.868894 = -99992.937909 nChanged 8 SP:Iteration 4Q (40092.220000 sec): 3 clusters Score: Raw -103234.472148 + Penalty 3226.868894 = -100007.603254 nChanged 4 SP:Iteration 5Q (40092.230000 sec): 3 clusters Score: Raw -103242.647287 + Penalty 3226.868894 = -100015.778394 nChanged 1 SP:Iteration 6Q (40092.230000 sec): 3 clusters Score: Raw -103245.115942 + Penalty 3226.868894 = -100018.247048 nChanged 1 SP:Iteration 7Q (40092.230000 sec): 3 clusters Score: Raw -103248.012535 + Penalty 3226.868894 = -100021.143641 nChanged 2 SP:Iteration 8Q (40092.240000 sec): 3 clusters Score: Raw -103251.129352 + Penalty 3226.868894 = -100024.260458 nChanged 0 SP:Iteration 9F (40092.240000 sec): 3 clusters Score: Raw -103251.129352 + Penalty 3226.868894 = -100024.260458 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 7 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40092.240000 sec): 2 clusters Score: Raw -33028.336037 + Penalty 1384.707085 = -31643.628952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40092.240000 sec): 3 clusters Score: Raw -33350.955717 + Penalty 2769.414169 = -30581.541547 nChanged 53 SP:Iteration 1F (40092.250000 sec): 3 clusters Score: Raw -33588.418456 + Penalty 2769.414169 = -30819.004287 nChanged 15 SP:Iteration 2F (40092.250000 sec): 3 clusters Score: Raw -33708.175615 + Penalty 2769.414169 = -30938.761445 nChanged 8 SP:Iteration 3Q (40092.250000 sec): 3 clusters Score: Raw -33776.477707 + Penalty 2769.414169 = -31007.063538 nChanged 2 SP:Iteration 4Q (40092.250000 sec): 3 clusters Score: Raw -33828.950282 + Penalty 2769.414169 = -31059.536113 nChanged 3 SP:Iteration 5Q (40092.250000 sec): 3 clusters Score: Raw -33849.273366 + Penalty 2769.414169 = -31079.859197 nChanged 2 SP:Iteration 6Q (40092.250000 sec): 3 clusters Score: Raw -33979.336566 + Penalty 2769.414169 = -31209.922397 nChanged 5 SP:Iteration 7Q (40092.250000 sec): 3 clusters Score: Raw -34012.130791 + Penalty 2769.414169 = -31242.716621 nChanged 3 SP:Iteration 8Q (40092.260000 sec): 3 clusters Score: Raw -34022.527439 + Penalty 2769.414169 = -31253.113270 nChanged 3 SP:Iteration 9Q (40092.260000 sec): 3 clusters Score: Raw -34028.334190 + Penalty 2769.414169 = -31258.920021 nChanged 4 SP:Iteration 10Q (40092.260000 sec): 3 clusters Score: Raw -34036.620930 + Penalty 2769.414169 = -31267.206761 nChanged 5 SP:Iteration 11Q (40092.260000 sec): 3 clusters Score: Raw -34048.683044 + Penalty 2769.414169 = -31279.268875 nChanged 3 SP:Iteration 12Q (40092.260000 sec): 3 clusters Score: Raw -34057.333700 + Penalty 2769.414169 = -31287.919531 nChanged 3 SP:Iteration 13Q (40092.260000 sec): 3 clusters Score: Raw -34074.441547 + Penalty 2769.414169 = -31305.027377 nChanged 1 SP:Iteration 14Q (40092.260000 sec): 3 clusters Score: Raw -34075.282946 + Penalty 2769.414169 = -31305.868777 nChanged 1 SP:Iteration 15Q (40092.260000 sec): 3 clusters Score: Raw -34078.865686 + Penalty 2769.414169 = -31309.451517 nChanged 1 SP:Iteration 16Q (40092.260000 sec): 3 clusters Score: Raw -34079.644493 + Penalty 2769.414169 = -31310.230323 nChanged 1 SP:Iteration 17Q (40092.260000 sec): 3 clusters Score: Raw -34081.799082 + Penalty 2769.414169 = -31312.384913 nChanged 1 SP:Iteration 18Q (40092.260000 sec): 3 clusters Score: Raw -34084.423432 + Penalty 2769.414169 = -31315.009263 nChanged 0 SP:Iteration 19F (40092.260000 sec): 3 clusters Score: Raw -34086.590771 + Penalty 2769.414169 = -31317.176602 nChanged 2 SP:Iteration 20F (40092.270000 sec): 3 clusters Score: Raw -34092.930106 + Penalty 2769.414169 = -31323.515937 nChanged 1 SP:Iteration 21Q (40092.270000 sec): 3 clusters Score: Raw -34095.458353 + Penalty 2769.414169 = -31326.044184 nChanged 1 SP:Iteration 22Q (40092.270000 sec): 3 clusters Score: Raw -34100.599570 + Penalty 2769.414169 = -31331.185401 nChanged 1 SP:Iteration 23Q (40092.270000 sec): 3 clusters Score: Raw -34102.978999 + Penalty 2769.414169 = -31333.564830 nChanged 0 SP:Iteration 24F (40092.270000 sec): 3 clusters Score: Raw -34102.978999 + Penalty 2769.414169 = -31333.564830 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 8 (33345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40092.410000 sec): 2 clusters Score: Raw -5419362.840383 + Penalty 2582.836453 = -5416780.003930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40092.550000 sec): 3 clusters Score: Raw -5399180.303744 + Penalty 5165.672905 = -5394014.630839 nChanged 15115 SP:Iteration 1F (40092.700000 sec): 3 clusters Score: Raw -5407545.189704 + Penalty 5165.672905 = -5402379.516799 nChanged 1695 SP:Iteration 2F (40092.840000 sec): 3 clusters Score: Raw -5408197.992977 + Penalty 5165.672905 = -5403032.320072 nChanged 1611 SP:Iteration 3Q (40092.990000 sec): 3 clusters Score: Raw -5408901.399759 + Penalty 5165.672905 = -5403735.726854 nChanged 1725 SP:Iteration 4F (40093.140000 sec): 3 clusters Score: Raw -5409737.082296 + Penalty 5165.672905 = -5404571.409391 nChanged 1817 SP:Iteration 5F (40093.280000 sec): 3 clusters Score: Raw -5410636.379762 + Penalty 5165.672905 = -5405470.706857 nChanged 1808 SP:Iteration 6F (40093.420000 sec): 3 clusters Score: Raw -5411587.481311 + Penalty 5165.672905 = -5406421.808406 nChanged 1821 SP:Iteration 7F (40093.570000 sec): 3 clusters Score: Raw -5412609.153602 + Penalty 5165.672905 = -5407443.480697 nChanged 1768 SP:Iteration 8F (40093.710000 sec): 3 clusters Score: Raw -5413681.108345 + Penalty 5165.672905 = -5408515.435439 nChanged 1694 SP:Iteration 9F (40093.860000 sec): 3 clusters Score: Raw -5414781.678811 + Penalty 5165.672905 = -5409616.005906 nChanged 1583 SP:Iteration 10Q (40094.000000 sec): 3 clusters Score: Raw -5415880.776840 + Penalty 5165.672905 = -5410715.103935 nChanged 1394 SP:Iteration 11Q (40094.140000 sec): 3 clusters Score: Raw -5416912.623005 + Penalty 5165.672905 = -5411746.950100 nChanged 1123 SP:Iteration 12Q (40094.280000 sec): 3 clusters Score: Raw -5417827.868495 + Penalty 5165.672905 = -5412662.195590 nChanged 819 SP:Iteration 13Q (40094.410000 sec): 3 clusters Score: Raw -5418536.906497 + Penalty 5165.672905 = -5413371.233592 nChanged 512 SP:Iteration 14Q (40094.530000 sec): 3 clusters Score: Raw -5418995.279947 + Penalty 5165.672905 = -5413829.607042 nChanged 317 SP:Iteration 15Q (40094.650000 sec): 3 clusters Score: Raw -5419297.007473 + Penalty 5165.672905 = -5414131.334568 nChanged 150 SP:Iteration 16Q (40094.760000 sec): 3 clusters Score: Raw -5419441.591644 + Penalty 5165.672905 = -5414275.918739 nChanged 71 SP:Iteration 17Q (40094.870000 sec): 3 clusters Score: Raw -5419525.622351 + Penalty 5165.672905 = -5414359.949446 nChanged 41 SP:Iteration 18Q (40094.970000 sec): 3 clusters Score: Raw -5419572.696073 + Penalty 5165.672905 = -5414407.023168 nChanged 31 SP:Iteration 19Q (40095.080000 sec): 3 clusters Score: Raw -5419603.975557 + Penalty 5165.672905 = -5414438.302652 nChanged 17 SP:Iteration 20F (40095.220000 sec): 3 clusters Score: Raw -5419623.527652 + Penalty 5165.672905 = -5414457.854747 nChanged 12 SP:Iteration 21Q (40095.330000 sec): 3 clusters Score: Raw -5419639.052453 + Penalty 5165.672905 = -5414473.379548 nChanged 8 SP:Iteration 22Q (40095.430000 sec): 3 clusters Score: Raw -5419649.826691 + Penalty 5165.672905 = -5414484.153786 nChanged 7 SP:Iteration 23Q (40095.530000 sec): 3 clusters Score: Raw -5419654.280414 + Penalty 5165.672905 = -5414488.607509 nChanged 5 SP:Iteration 24Q (40095.630000 sec): 3 clusters Score: Raw -5419660.846467 + Penalty 5165.672905 = -5414495.173562 nChanged 7 SP:Iteration 25Q (40095.740000 sec): 3 clusters Score: Raw -5419671.950099 + Penalty 5165.672905 = -5414506.277194 nChanged 5 SP:Iteration 26Q (40095.840000 sec): 3 clusters Score: Raw -5419677.463902 + Penalty 5165.672905 = -5414511.790997 nChanged 3 SP:Iteration 27Q (40095.940000 sec): 3 clusters Score: Raw -5419680.063850 + Penalty 5165.672905 = -5414514.390945 nChanged 5 SP:Iteration 28Q (40096.040000 sec): 3 clusters Score: Raw -5419685.817794 + Penalty 5165.672905 = -5414520.144889 nChanged 4 SP:Iteration 29Q (40096.140000 sec): 3 clusters Score: Raw -5419689.789578 + Penalty 5165.672905 = -5414524.116673 nChanged 3 SP:Iteration 30Q (40096.240000 sec): 3 clusters Score: Raw -5419694.782490 + Penalty 5165.672905 = -5414529.109585 nChanged 4 SP:Iteration 31Q (40096.340000 sec): 3 clusters Score: Raw -5419699.339550 + Penalty 5165.672905 = -5414533.666645 nChanged 4 SP:Iteration 32Q (40096.450000 sec): 3 clusters Score: Raw -5419705.099009 + Penalty 5165.672905 = -5414539.426104 nChanged 2 SP:Iteration 33Q (40096.550000 sec): 3 clusters Score: Raw -5419706.442290 + Penalty 5165.672905 = -5414540.769385 nChanged 0 SP:Iteration 34F (40096.700000 sec): 3 clusters Score: Raw -5419706.442290 + Penalty 5165.672905 = -5414540.769385 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 9 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40096.710000 sec): 2 clusters Score: Raw -83634.675250 + Penalty 1555.673498 = -82079.001753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40096.720000 sec): 3 clusters Score: Raw -83651.210993 + Penalty 3111.346995 = -80539.863998 nChanged 101 SP:Iteration 1F (40096.720000 sec): 3 clusters Score: Raw -83835.339900 + Penalty 3111.346995 = -80723.992904 nChanged 23 SP:Iteration 2Q (40096.720000 sec): 3 clusters Score: Raw -83874.551804 + Penalty 3111.346995 = -80763.204809 nChanged 6 SP:Iteration 3Q (40096.720000 sec): 3 clusters Score: Raw -83886.904320 + Penalty 3111.346995 = -80775.557324 nChanged 7 SP:Iteration 4Q (40096.720000 sec): 3 clusters Score: Raw -83898.001001 + Penalty 3111.346995 = -80786.654006 nChanged 2 SP:Iteration 5Q (40096.730000 sec): 3 clusters Score: Raw -83903.268437 + Penalty 3111.346995 = -80791.921442 nChanged 1 SP:Iteration 6Q (40096.730000 sec): 3 clusters Score: Raw -83907.272055 + Penalty 3111.346995 = -80795.925060 nChanged 1 SP:Iteration 7Q (40096.730000 sec): 3 clusters Score: Raw -83908.205694 + Penalty 3111.346995 = -80796.858699 nChanged 0 SP:Iteration 8F (40096.740000 sec): 3 clusters Score: Raw -83908.205694 + Penalty 3111.346995 = -80796.858699 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 10 (3613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40096.750000 sec): 2 clusters Score: Raw -566870.122080 + Penalty 2031.688845 = -564838.433235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40096.770000 sec): 3 clusters Score: Raw -565227.774051 + Penalty 4063.377691 = -561164.396360 nChanged 1309 SP:Iteration 1F (40096.780000 sec): 3 clusters Score: Raw -565998.022759 + Penalty 4063.377691 = -561934.645069 nChanged 283 SP:Iteration 2F (40096.800000 sec): 3 clusters Score: Raw -566166.703202 + Penalty 4063.377691 = -562103.325511 nChanged 153 SP:Iteration 3Q (40096.810000 sec): 3 clusters Score: Raw -566255.438254 + Penalty 4063.377691 = -562192.060564 nChanged 100 SP:Iteration 4Q (40096.830000 sec): 3 clusters Score: Raw -566302.456615 + Penalty 4063.377691 = -562239.078924 nChanged 75 SP:Iteration 5Q (40096.840000 sec): 3 clusters Score: Raw -566338.327083 + Penalty 4063.377691 = -562274.949393 nChanged 62 SP:Iteration 6Q (40096.860000 sec): 3 clusters Score: Raw -566367.752647 + Penalty 4063.377691 = -562304.374957 nChanged 47 SP:Iteration 7Q (40096.880000 sec): 3 clusters Score: Raw -566385.722106 + Penalty 4063.377691 = -562322.344415 nChanged 44 SP:Iteration 8Q (40096.890000 sec): 3 clusters Score: Raw -566403.843056 + Penalty 4063.377691 = -562340.465365 nChanged 29 SP:Iteration 9Q (40096.900000 sec): 3 clusters Score: Raw -566415.525103 + Penalty 4063.377691 = -562352.147412 nChanged 42 SP:Iteration 10Q (40096.920000 sec): 3 clusters Score: Raw -566434.549858 + Penalty 4063.377691 = -562371.172168 nChanged 33 SP:Iteration 11Q (40096.940000 sec): 3 clusters Score: Raw -566448.607525 + Penalty 4063.377691 = -562385.229835 nChanged 30 SP:Iteration 12Q (40096.950000 sec): 3 clusters Score: Raw -566461.337557 + Penalty 4063.377691 = -562397.959866 nChanged 25 SP:Iteration 13Q (40096.960000 sec): 3 clusters Score: Raw -566473.207894 + Penalty 4063.377691 = -562409.830203 nChanged 23 SP:Iteration 14Q (40096.980000 sec): 3 clusters Score: Raw -566482.271284 + Penalty 4063.377691 = -562418.893594 nChanged 22 SP:Iteration 15Q (40097.000000 sec): 3 clusters Score: Raw -566492.578319 + Penalty 4063.377691 = -562429.200629 nChanged 27 SP:Iteration 16Q (40097.010000 sec): 3 clusters Score: Raw -566505.422388 + Penalty 4063.377691 = -562442.044697 nChanged 15 SP:Iteration 17Q (40097.030000 sec): 3 clusters Score: Raw -566513.570330 + Penalty 4063.377691 = -562450.192639 nChanged 15 SP:Iteration 18Q (40097.040000 sec): 3 clusters Score: Raw -566519.673072 + Penalty 4063.377691 = -562456.295382 nChanged 17 SP:Iteration 19Q (40097.060000 sec): 3 clusters Score: Raw -566525.679390 + Penalty 4063.377691 = -562462.301700 nChanged 14 SP:Iteration 20F (40097.080000 sec): 3 clusters Score: Raw -566531.777430 + Penalty 4063.377691 = -562468.399739 nChanged 18 SP:Iteration 21Q (40097.090000 sec): 3 clusters Score: Raw -566539.319364 + Penalty 4063.377691 = -562475.941673 nChanged 23 SP:Iteration 22Q (40097.110000 sec): 3 clusters Score: Raw -566548.146269 + Penalty 4063.377691 = -562484.768579 nChanged 22 SP:Iteration 23Q (40097.120000 sec): 3 clusters Score: Raw -566556.768356 + Penalty 4063.377691 = -562493.390665 nChanged 16 SP:Iteration 24Q (40097.140000 sec): 3 clusters Score: Raw -566563.535412 + Penalty 4063.377691 = -562500.157721 nChanged 18 SP:Iteration 25Q (40097.150000 sec): 3 clusters Score: Raw -566570.843587 + Penalty 4063.377691 = -562507.465896 nChanged 19 SP:Iteration 26Q (40097.170000 sec): 3 clusters Score: Raw -566579.361712 + Penalty 4063.377691 = -562515.984021 nChanged 16 SP:Iteration 27Q (40097.180000 sec): 3 clusters Score: Raw -566586.379822 + Penalty 4063.377691 = -562523.002131 nChanged 25 SP:Iteration 28Q (40097.200000 sec): 3 clusters Score: Raw -566597.034054 + Penalty 4063.377691 = -562533.656364 nChanged 20 SP:Iteration 29Q (40097.210000 sec): 3 clusters Score: Raw -566605.272804 + Penalty 4063.377691 = -562541.895113 nChanged 19 SP:Iteration 30Q (40097.230000 sec): 3 clusters Score: Raw -566612.123696 + Penalty 4063.377691 = -562548.746005 nChanged 20 SP:Iteration 31Q (40097.240000 sec): 3 clusters Score: Raw -566619.954212 + Penalty 4063.377691 = -562556.576522 nChanged 15 SP:Iteration 32Q (40097.260000 sec): 3 clusters Score: Raw -566625.817902 + Penalty 4063.377691 = -562562.440211 nChanged 15 SP:Iteration 33Q (40097.280000 sec): 3 clusters Score: Raw -566632.733688 + Penalty 4063.377691 = -562569.355997 nChanged 14 SP:Iteration 34Q (40097.290000 sec): 3 clusters Score: Raw -566637.300110 + Penalty 4063.377691 = -562573.922420 nChanged 13 SP:Iteration 35Q (40097.310000 sec): 3 clusters Score: Raw -566642.421807 + Penalty 4063.377691 = -562579.044116 nChanged 13 SP:Iteration 36Q (40097.320000 sec): 3 clusters Score: Raw -566647.291861 + Penalty 4063.377691 = -562583.914171 nChanged 11 SP:Iteration 37Q (40097.340000 sec): 3 clusters Score: Raw -566651.287857 + Penalty 4063.377691 = -562587.910166 nChanged 16 SP:Iteration 38Q (40097.350000 sec): 3 clusters Score: Raw -566657.108073 + Penalty 4063.377691 = -562593.730382 nChanged 15 SP:Iteration 39Q (40097.370000 sec): 3 clusters Score: Raw -566662.665445 + Penalty 4063.377691 = -562599.287754 nChanged 18 SP:Iteration 40F (40097.380000 sec): 3 clusters Score: Raw -566671.007635 + Penalty 4063.377691 = -562607.629944 nChanged 15 SP:Iteration 41Q (40097.400000 sec): 3 clusters Score: Raw -566677.170147 + Penalty 4063.377691 = -562613.792456 nChanged 11 SP:Iteration 42Q (40097.410000 sec): 3 clusters Score: Raw -566681.007970 + Penalty 4063.377691 = -562617.630280 nChanged 11 SP:Iteration 43Q (40097.430000 sec): 3 clusters Score: Raw -566686.217316 + Penalty 4063.377691 = -562622.839625 nChanged 15 SP:Iteration 44Q (40097.440000 sec): 3 clusters Score: Raw -566690.963265 + Penalty 4063.377691 = -562627.585574 nChanged 11 SP:Iteration 45Q (40097.460000 sec): 3 clusters Score: Raw -566694.841119 + Penalty 4063.377691 = -562631.463429 nChanged 6 SP:Iteration 46Q (40097.470000 sec): 3 clusters Score: Raw -566697.545401 + Penalty 4063.377691 = -562634.167710 nChanged 10 SP:Iteration 47Q (40097.490000 sec): 3 clusters Score: Raw -566701.270081 + Penalty 4063.377691 = -562637.892390 nChanged 5 SP:Iteration 48Q (40097.500000 sec): 3 clusters Score: Raw -566702.712724 + Penalty 4063.377691 = -562639.335034 nChanged 2 SP:Iteration 49Q (40097.520000 sec): 3 clusters Score: Raw -566703.339853 + Penalty 4063.377691 = -562639.962163 nChanged 4 SP:Iteration 50Q (40097.540000 sec): 3 clusters Score: Raw -566705.252228 + Penalty 4063.377691 = -562641.874538 nChanged 4 SP:Iteration 51Q (40097.550000 sec): 3 clusters Score: Raw -566706.617583 + Penalty 4063.377691 = -562643.239892 nChanged 3 SP:Iteration 52Q (40097.560000 sec): 3 clusters Score: Raw -566707.325574 + Penalty 4063.377691 = -562643.947884 nChanged 2 SP:Iteration 53Q (40097.580000 sec): 3 clusters Score: Raw -566707.741299 + Penalty 4063.377691 = -562644.363609 nChanged 0 SP:Iteration 54F (40097.600000 sec): 3 clusters Score: Raw -566707.741299 + Penalty 4063.377691 = -562644.363609 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 11 (106805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40098.010000 sec): 2 clusters Score: Raw -16330592.449925 + Penalty 2871.532485 = -16327720.917440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40098.480000 sec): 3 clusters Score: Raw -16262011.899356 + Penalty 5743.064970 = -16256268.834386 nChanged 50563 SP:Iteration 1F (40098.950000 sec): 3 clusters Score: Raw -16291842.008290 + Penalty 5743.064970 = -16286098.943319 nChanged 4197 SP:Iteration 2Q (40099.420000 sec): 3 clusters Score: Raw -16293036.912802 + Penalty 5743.064970 = -16287293.847832 nChanged 4226 SP:Iteration 3Q (40099.890000 sec): 3 clusters Score: Raw -16294333.517210 + Penalty 5743.064970 = -16288590.452240 nChanged 4313 SP:Iteration 4Q (40100.360000 sec): 3 clusters Score: Raw -16295693.099723 + Penalty 5743.064970 = -16289950.034753 nChanged 4348 SP:Iteration 5Q (40100.840000 sec): 3 clusters Score: Raw -16297102.803799 + Penalty 5743.064970 = -16291359.738829 nChanged 4357 SP:Iteration 6Q (40101.320000 sec): 3 clusters Score: Raw -16298595.645037 + Penalty 5743.064970 = -16292852.580067 nChanged 4335 SP:Iteration 7Q (40101.800000 sec): 3 clusters Score: Raw -16300168.507811 + Penalty 5743.064970 = -16294425.442840 nChanged 4385 SP:Iteration 8Q (40102.280000 sec): 3 clusters Score: Raw -16302005.232420 + Penalty 5743.064970 = -16296262.167450 nChanged 4650 SP:Iteration 9Q (40102.760000 sec): 3 clusters Score: Raw -16304274.408138 + Penalty 5743.064970 = -16298531.343167 nChanged 4970 SP:Iteration 10Q (40103.240000 sec): 3 clusters Score: Raw -16307159.734284 + Penalty 5743.064970 = -16301416.669314 nChanged 5294 SP:Iteration 11Q (40103.720000 sec): 3 clusters Score: Raw -16310395.744841 + Penalty 5743.064970 = -16304652.679870 nChanged 5172 SP:Iteration 12Q (40104.180000 sec): 3 clusters Score: Raw -16313279.382905 + Penalty 5743.064970 = -16307536.317935 nChanged 4181 SP:Iteration 13Q (40104.640000 sec): 3 clusters Score: Raw -16315096.639222 + Penalty 5743.064970 = -16309353.574252 nChanged 3143 SP:Iteration 14Q (40105.090000 sec): 3 clusters Score: Raw -16316104.166360 + Penalty 5743.064970 = -16310361.101389 nChanged 2044 SP:Iteration 15Q (40105.540000 sec): 3 clusters Score: Raw -16316594.913120 + Penalty 5743.064970 = -16310851.848149 nChanged 1579 SP:Iteration 16Q (40106.000000 sec): 3 clusters Score: Raw -16316935.336117 + Penalty 5743.064970 = -16311192.271146 nChanged 1309 SP:Iteration 17Q (40106.450000 sec): 3 clusters Score: Raw -16317207.989363 + Penalty 5743.064970 = -16311464.924393 nChanged 1154 SP:Iteration 18Q (40106.890000 sec): 3 clusters Score: Raw -16317447.901512 + Penalty 5743.064970 = -16311704.836542 nChanged 1149 SP:Iteration 19Q (40107.350000 sec): 3 clusters Score: Raw -16317679.076741 + Penalty 5743.064970 = -16311936.011771 nChanged 1145 SP:Iteration 20F (40107.810000 sec): 3 clusters Score: Raw -16317914.460462 + Penalty 5743.064970 = -16312171.395492 nChanged 1121 SP:Iteration 21Q (40108.250000 sec): 3 clusters Score: Raw -16318155.546056 + Penalty 5743.064970 = -16312412.481086 nChanged 1131 SP:Iteration 22Q (40108.700000 sec): 3 clusters Score: Raw -16318403.508023 + Penalty 5743.064970 = -16312660.443053 nChanged 1180 SP:Iteration 23Q (40109.150000 sec): 3 clusters Score: Raw -16318660.775265 + Penalty 5743.064970 = -16312917.710295 nChanged 1185 SP:Iteration 24Q (40109.600000 sec): 3 clusters Score: Raw -16318918.103939 + Penalty 5743.064970 = -16313175.038968 nChanged 1156 SP:Iteration 25Q (40110.040000 sec): 3 clusters Score: Raw -16319170.173044 + Penalty 5743.064970 = -16313427.108073 nChanged 1110 SP:Iteration 26Q (40110.480000 sec): 3 clusters Score: Raw -16319384.153253 + Penalty 5743.064970 = -16313641.088283 nChanged 995 SP:Iteration 27Q (40110.930000 sec): 3 clusters Score: Raw -16319565.694532 + Penalty 5743.064970 = -16313822.629562 nChanged 923 SP:Iteration 28Q (40111.370000 sec): 3 clusters Score: Raw -16319730.388542 + Penalty 5743.064970 = -16313987.323572 nChanged 912 SP:Iteration 29Q (40111.820000 sec): 3 clusters Score: Raw -16319895.673103 + Penalty 5743.064970 = -16314152.608133 nChanged 892 SP:Iteration 30Q (40112.260000 sec): 3 clusters Score: Raw -16320047.918002 + Penalty 5743.064970 = -16314304.853031 nChanged 827 SP:Iteration 31Q (40112.710000 sec): 3 clusters Score: Raw -16320179.418627 + Penalty 5743.064970 = -16314436.353657 nChanged 834 SP:Iteration 32Q (40113.160000 sec): 3 clusters Score: Raw -16320303.286067 + Penalty 5743.064970 = -16314560.221096 nChanged 775 SP:Iteration 33Q (40113.600000 sec): 3 clusters Score: Raw -16320411.905887 + Penalty 5743.064970 = -16314668.840916 nChanged 699 SP:Iteration 34Q (40114.040000 sec): 3 clusters Score: Raw -16320503.815013 + Penalty 5743.064970 = -16314760.750043 nChanged 640 SP:Iteration 35Q (40114.480000 sec): 3 clusters Score: Raw -16320580.351902 + Penalty 5743.064970 = -16314837.286932 nChanged 626 SP:Iteration 36Q (40114.920000 sec): 3 clusters Score: Raw -16320656.048638 + Penalty 5743.064970 = -16314912.983668 nChanged 611 SP:Iteration 37Q (40115.360000 sec): 3 clusters Score: Raw -16320733.932400 + Penalty 5743.064970 = -16314990.867430 nChanged 628 SP:Iteration 38Q (40115.790000 sec): 3 clusters Score: Raw -16320817.693427 + Penalty 5743.064970 = -16315074.628457 nChanged 638 SP:Iteration 39Q (40116.230000 sec): 3 clusters Score: Raw -16320899.152351 + Penalty 5743.064970 = -16315156.087381 nChanged 639 SP:Iteration 40F (40116.690000 sec): 3 clusters Score: Raw -16320978.600254 + Penalty 5743.064970 = -16315235.535283 nChanged 624 SP:Iteration 41Q (40117.130000 sec): 3 clusters Score: Raw -16321061.446002 + Penalty 5743.064970 = -16315318.381032 nChanged 637 SP:Iteration 42Q (40117.570000 sec): 3 clusters Score: Raw -16321146.933936 + Penalty 5743.064970 = -16315403.868965 nChanged 631 SP:Iteration 43Q (40118.010000 sec): 3 clusters Score: Raw -16321225.933919 + Penalty 5743.064970 = -16315482.868949 nChanged 595 SP:Iteration 44Q (40118.460000 sec): 3 clusters Score: Raw -16321298.791563 + Penalty 5743.064970 = -16315555.726593 nChanged 571 SP:Iteration 45Q (40118.890000 sec): 3 clusters Score: Raw -16321370.898945 + Penalty 5743.064970 = -16315627.833975 nChanged 621 SP:Iteration 46Q (40119.340000 sec): 3 clusters Score: Raw -16321447.031009 + Penalty 5743.064970 = -16315703.966039 nChanged 577 SP:Iteration 47Q (40119.780000 sec): 3 clusters Score: Raw -16321516.229231 + Penalty 5743.064970 = -16315773.164260 nChanged 543 SP:Iteration 48Q (40120.220000 sec): 3 clusters Score: Raw -16321575.515062 + Penalty 5743.064970 = -16315832.450092 nChanged 520 SP:Iteration 49Q (40120.670000 sec): 3 clusters Score: Raw -16321630.645166 + Penalty 5743.064970 = -16315887.580196 nChanged 500 SP:Iteration 50Q (40121.100000 sec): 3 clusters Score: Raw -16321681.588665 + Penalty 5743.064970 = -16315938.523695 nChanged 498 SP:Iteration 51Q (40121.540000 sec): 3 clusters Score: Raw -16321736.064615 + Penalty 5743.064970 = -16315992.999645 nChanged 536 SP:Iteration 52Q (40121.970000 sec): 3 clusters Score: Raw -16321800.947190 + Penalty 5743.064970 = -16316057.882220 nChanged 590 SP:Iteration 53Q (40122.400000 sec): 3 clusters Score: Raw -16321873.716915 + Penalty 5743.064970 = -16316130.651944 nChanged 562 SP:Iteration 54Q (40122.830000 sec): 3 clusters Score: Raw -16321939.037300 + Penalty 5743.064970 = -16316195.972330 nChanged 580 SP:Iteration 55Q (40123.270000 sec): 3 clusters Score: Raw -16322006.982134 + Penalty 5743.064970 = -16316263.917164 nChanged 604 SP:Iteration 56Q (40123.690000 sec): 3 clusters Score: Raw -16322082.983456 + Penalty 5743.064970 = -16316339.918486 nChanged 628 SP:Iteration 57Q (40124.130000 sec): 3 clusters Score: Raw -16322161.082992 + Penalty 5743.064970 = -16316418.018022 nChanged 599 SP:Iteration 58Q (40124.570000 sec): 3 clusters Score: Raw -16322235.354905 + Penalty 5743.064970 = -16316492.289934 nChanged 639 SP:Iteration 59Q (40125.010000 sec): 3 clusters Score: Raw -16322315.354103 + Penalty 5743.064970 = -16316572.289132 nChanged 645 SP:Iteration 60F (40125.480000 sec): 3 clusters Score: Raw -16322396.883866 + Penalty 5743.064970 = -16316653.818896 nChanged 673 SP:Iteration 61Q (40125.910000 sec): 3 clusters Score: Raw -16322485.534546 + Penalty 5743.064970 = -16316742.469575 nChanged 639 SP:Iteration 62Q (40126.350000 sec): 3 clusters Score: Raw -16322567.002598 + Penalty 5743.064970 = -16316823.937627 nChanged 655 SP:Iteration 63Q (40126.780000 sec): 3 clusters Score: Raw -16322654.452635 + Penalty 5743.064970 = -16316911.387665 nChanged 714 SP:Iteration 64Q (40127.210000 sec): 3 clusters Score: Raw -16322749.749648 + Penalty 5743.064970 = -16317006.684678 nChanged 677 SP:Iteration 65Q (40127.630000 sec): 3 clusters Score: Raw -16322839.217170 + Penalty 5743.064970 = -16317096.152200 nChanged 699 SP:Iteration 66Q (40128.040000 sec): 3 clusters Score: Raw -16322938.435880 + Penalty 5743.064970 = -16317195.370909 nChanged 741 SP:Iteration 67Q (40128.450000 sec): 3 clusters Score: Raw -16323049.368997 + Penalty 5743.064970 = -16317306.304027 nChanged 750 SP:Iteration 68Q (40128.870000 sec): 3 clusters Score: Raw -16323167.249729 + Penalty 5743.064970 = -16317424.184758 nChanged 786 SP:Iteration 69Q (40129.290000 sec): 3 clusters Score: Raw -16323297.555712 + Penalty 5743.064970 = -16317554.490742 nChanged 820 SP:Iteration 70Q (40129.700000 sec): 3 clusters Score: Raw -16323441.998763 + Penalty 5743.064970 = -16317698.933793 nChanged 892 SP:Iteration 71Q (40130.110000 sec): 3 clusters Score: Raw -16323601.849710 + Penalty 5743.064970 = -16317858.784739 nChanged 884 SP:Iteration 72Q (40130.510000 sec): 3 clusters Score: Raw -16323771.911851 + Penalty 5743.064970 = -16318028.846881 nChanged 920 SP:Iteration 73Q (40130.910000 sec): 3 clusters Score: Raw -16323962.568757 + Penalty 5743.064970 = -16318219.503786 nChanged 960 SP:Iteration 74Q (40131.310000 sec): 3 clusters Score: Raw -16324183.390629 + Penalty 5743.064970 = -16318440.325658 nChanged 1022 SP:Iteration 75Q (40131.700000 sec): 3 clusters Score: Raw -16324442.587363 + Penalty 5743.064970 = -16318699.522393 nChanged 1034 SP:Iteration 76Q (40132.090000 sec): 3 clusters Score: Raw -16324727.628361 + Penalty 5743.064970 = -16318984.563391 nChanged 1120 SP:Iteration 77Q (40132.480000 sec): 3 clusters Score: Raw -16325074.264686 + Penalty 5743.064970 = -16319331.199715 nChanged 1163 SP:Iteration 78Q (40132.870000 sec): 3 clusters Score: Raw -16325457.989909 + Penalty 5743.064970 = -16319714.924939 nChanged 1174 SP:Iteration 79Q (40133.260000 sec): 3 clusters Score: Raw -16325863.349499 + Penalty 5743.064970 = -16320120.284528 nChanged 1154 SP:Iteration 80F (40133.710000 sec): 3 clusters Score: Raw -16326292.938256 + Penalty 5743.064970 = -16320549.873285 nChanged 1132 SP:Iteration 81Q (40134.090000 sec): 3 clusters Score: Raw -16326753.843102 + Penalty 5743.064970 = -16321010.778132 nChanged 1134 SP:Iteration 82Q (40134.460000 sec): 3 clusters Score: Raw -16327247.066300 + Penalty 5743.064970 = -16321504.001330 nChanged 1100 SP:Iteration 83Q (40134.820000 sec): 3 clusters Score: Raw -16327724.260001 + Penalty 5743.064970 = -16321981.195030 nChanged 1040 SP:Iteration 84Q (40135.190000 sec): 3 clusters Score: Raw -16328175.284192 + Penalty 5743.064970 = -16322432.219221 nChanged 978 SP:Iteration 85Q (40135.560000 sec): 3 clusters Score: Raw -16328597.124981 + Penalty 5743.064970 = -16322854.060011 nChanged 874 SP:Iteration 86Q (40135.920000 sec): 3 clusters Score: Raw -16328956.806768 + Penalty 5743.064970 = -16323213.741798 nChanged 766 SP:Iteration 87Q (40136.280000 sec): 3 clusters Score: Raw -16329255.346421 + Penalty 5743.064970 = -16323512.281450 nChanged 681 SP:Iteration 88Q (40136.630000 sec): 3 clusters Score: Raw -16329522.690805 + Penalty 5743.064970 = -16323779.625835 nChanged 604 SP:Iteration 89Q (40136.980000 sec): 3 clusters Score: Raw -16329744.146949 + Penalty 5743.064970 = -16324001.081978 nChanged 513 SP:Iteration 90Q (40137.330000 sec): 3 clusters Score: Raw -16329929.559239 + Penalty 5743.064970 = -16324186.494269 nChanged 443 SP:Iteration 91Q (40137.670000 sec): 3 clusters Score: Raw -16330089.158666 + Penalty 5743.064970 = -16324346.093695 nChanged 396 SP:Iteration 92Q (40138.020000 sec): 3 clusters Score: Raw -16330231.098595 + Penalty 5743.064970 = -16324488.033625 nChanged 360 SP:Iteration 93Q (40138.360000 sec): 3 clusters Score: Raw -16330351.015341 + Penalty 5743.064970 = -16324607.950371 nChanged 325 SP:Iteration 94Q (40138.700000 sec): 3 clusters Score: Raw -16330452.394087 + Penalty 5743.064970 = -16324709.329116 nChanged 266 SP:Iteration 95Q (40139.040000 sec): 3 clusters Score: Raw -16330536.258954 + Penalty 5743.064970 = -16324793.193984 nChanged 282 SP:Iteration 96Q (40139.380000 sec): 3 clusters Score: Raw -16330632.709000 + Penalty 5743.064970 = -16324889.644030 nChanged 254 SP:Iteration 97Q (40139.710000 sec): 3 clusters Score: Raw -16330724.326553 + Penalty 5743.064970 = -16324981.261582 nChanged 231 SP:Iteration 98Q (40140.050000 sec): 3 clusters Score: Raw -16330817.388629 + Penalty 5743.064970 = -16325074.323659 nChanged 223 SP:Iteration 99Q (40140.370000 sec): 3 clusters Score: Raw -16330895.995783 + Penalty 5743.064970 = -16325152.930812 nChanged 186 SP:Iteration 100F (40140.830000 sec): 3 clusters Score: Raw -16330964.249734 + Penalty 5743.064970 = -16325221.184763 nChanged 193 SP:Iteration 101Q (40141.150000 sec): 3 clusters Score: Raw -16331040.753359 + Penalty 5743.064970 = -16325297.688389 nChanged 172 SP:Iteration 102Q (40141.480000 sec): 3 clusters Score: Raw -16331109.091992 + Penalty 5743.064970 = -16325366.027021 nChanged 139 SP:Iteration 103Q (40141.810000 sec): 3 clusters Score: Raw -16331159.432086 + Penalty 5743.064970 = -16325416.367116 nChanged 109 SP:Iteration 104Q (40142.130000 sec): 3 clusters Score: Raw -16331194.430891 + Penalty 5743.064970 = -16325451.365921 nChanged 91 SP:Iteration 105Q (40142.460000 sec): 3 clusters Score: Raw -16331228.633060 + Penalty 5743.064970 = -16325485.568089 nChanged 94 SP:Iteration 106Q (40142.780000 sec): 3 clusters Score: Raw -16331260.820977 + Penalty 5743.064970 = -16325517.756007 nChanged 78 SP:Iteration 107Q (40143.110000 sec): 3 clusters Score: Raw -16331286.401412 + Penalty 5743.064970 = -16325543.336442 nChanged 54 SP:Iteration 108Q (40143.430000 sec): 3 clusters Score: Raw -16331304.467299 + Penalty 5743.064970 = -16325561.402329 nChanged 49 SP:Iteration 109Q (40143.760000 sec): 3 clusters Score: Raw -16331321.607237 + Penalty 5743.064970 = -16325578.542267 nChanged 53 SP:Iteration 110Q (40144.080000 sec): 3 clusters Score: Raw -16331338.684087 + Penalty 5743.064970 = -16325595.619117 nChanged 48 SP:Iteration 111Q (40144.400000 sec): 3 clusters Score: Raw -16331354.281584 + Penalty 5743.064970 = -16325611.216613 nChanged 37 SP:Iteration 112Q (40144.720000 sec): 3 clusters Score: Raw -16331366.406969 + Penalty 5743.064970 = -16325623.341999 nChanged 43 SP:Iteration 113Q (40145.050000 sec): 3 clusters Score: Raw -16331381.649305 + Penalty 5743.064970 = -16325638.584335 nChanged 36 SP:Iteration 114Q (40145.370000 sec): 3 clusters Score: Raw -16331394.344846 + Penalty 5743.064970 = -16325651.279875 nChanged 32 SP:Iteration 115Q (40145.690000 sec): 3 clusters Score: Raw -16331403.496228 + Penalty 5743.064970 = -16325660.431258 nChanged 26 SP:Iteration 116Q (40146.010000 sec): 3 clusters Score: Raw -16331410.352393 + Penalty 5743.064970 = -16325667.287423 nChanged 13 SP:Iteration 117Q (40146.330000 sec): 3 clusters Score: Raw -16331413.515342 + Penalty 5743.064970 = -16325670.450371 nChanged 11 SP:Iteration 118Q (40146.650000 sec): 3 clusters Score: Raw -16331417.117413 + Penalty 5743.064970 = -16325674.052442 nChanged 14 SP:Iteration 119Q (40146.970000 sec): 3 clusters Score: Raw -16331420.368313 + Penalty 5743.064970 = -16325677.303343 nChanged 12 SP:Iteration 120F (40147.430000 sec): 3 clusters Score: Raw -16331422.813885 + Penalty 5743.064970 = -16325679.748914 nChanged 11 SP:Iteration 121Q (40147.740000 sec): 3 clusters Score: Raw -16331426.043430 + Penalty 5743.064970 = -16325682.978459 nChanged 6 SP:Iteration 122Q (40148.070000 sec): 3 clusters Score: Raw -16331427.687383 + Penalty 5743.064970 = -16325684.622412 nChanged 8 SP:Iteration 123Q (40148.380000 sec): 3 clusters Score: Raw -16331430.452667 + Penalty 5743.064970 = -16325687.387697 nChanged 11 SP:Iteration 124Q (40148.700000 sec): 3 clusters Score: Raw -16331433.566672 + Penalty 5743.064970 = -16325690.501702 nChanged 5 SP:Iteration 125Q (40149.020000 sec): 3 clusters Score: Raw -16331434.868598 + Penalty 5743.064970 = -16325691.803628 nChanged 7 SP:Iteration 126Q (40149.340000 sec): 3 clusters Score: Raw -16331436.538994 + Penalty 5743.064970 = -16325693.474024 nChanged 3 SP:Iteration 127Q (40149.660000 sec): 3 clusters Score: Raw -16331437.194202 + Penalty 5743.064970 = -16325694.129232 nChanged 4 SP:Iteration 128Q (40149.980000 sec): 3 clusters Score: Raw -16331438.219832 + Penalty 5743.064970 = -16325695.154862 nChanged 7 SP:Iteration 129Q (40150.300000 sec): 3 clusters Score: Raw -16331440.429988 + Penalty 5743.064970 = -16325697.365018 nChanged 5 SP:Iteration 130Q (40150.620000 sec): 3 clusters Score: Raw -16331441.694675 + Penalty 5743.064970 = -16325698.629705 nChanged 3 SP:Iteration 131Q (40150.940000 sec): 3 clusters Score: Raw -16331442.355469 + Penalty 5743.064970 = -16325699.290499 nChanged 3 SP:Iteration 132Q (40151.260000 sec): 3 clusters Score: Raw -16331443.164929 + Penalty 5743.064970 = -16325700.099959 nChanged 5 SP:Iteration 133Q (40151.580000 sec): 3 clusters Score: Raw -16331444.024362 + Penalty 5743.064970 = -16325700.959392 nChanged 4 SP:Iteration 134Q (40151.900000 sec): 3 clusters Score: Raw -16331445.255705 + Penalty 5743.064970 = -16325702.190735 nChanged 1 SP:Iteration 135Q (40152.220000 sec): 3 clusters Score: Raw -16331445.446671 + Penalty 5743.064970 = -16325702.381700 nChanged 2 SP:Iteration 136Q (40152.550000 sec): 3 clusters Score: Raw -16331446.079588 + Penalty 5743.064970 = -16325703.014617 nChanged 2 SP:Iteration 137Q (40152.870000 sec): 3 clusters Score: Raw -16331446.596271 + Penalty 5743.064970 = -16325703.531300 nChanged 2 SP:Iteration 138Q (40153.180000 sec): 3 clusters Score: Raw -16331446.892145 + Penalty 5743.064970 = -16325703.827174 nChanged 1 SP:Iteration 139Q (40153.500000 sec): 3 clusters Score: Raw -16331447.146106 + Penalty 5743.064970 = -16325704.081135 nChanged 2 SP:Iteration 140F (40153.960000 sec): 3 clusters Score: Raw -16331447.860296 + Penalty 5743.064970 = -16325704.795326 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 12 (1370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40154.000000 sec): 2 clusters Score: Raw -209421.345688 + Penalty 1791.196373 = -207630.149315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40154.010000 sec): 3 clusters Score: Raw -209047.377186 + Penalty 3582.392745 = -205464.984441 nChanged 386 SP:Iteration 1F (40154.020000 sec): 3 clusters Score: Raw -209467.867509 + Penalty 3582.392745 = -205885.474763 nChanged 101 SP:Iteration 2F (40154.020000 sec): 3 clusters Score: Raw -209605.034571 + Penalty 3582.392745 = -206022.641825 nChanged 57 SP:Iteration 3Q (40154.030000 sec): 3 clusters Score: Raw -209697.974496 + Penalty 3582.392745 = -206115.581751 nChanged 59 SP:Iteration 4Q (40154.030000 sec): 3 clusters Score: Raw -209784.048292 + Penalty 3582.392745 = -206201.655546 nChanged 49 SP:Iteration 5Q (40154.040000 sec): 3 clusters Score: Raw -209851.985233 + Penalty 3582.392745 = -206269.592488 nChanged 34 SP:Iteration 6Q (40154.040000 sec): 3 clusters Score: Raw -209896.550287 + Penalty 3582.392745 = -206314.157541 nChanged 25 SP:Iteration 7Q (40154.050000 sec): 3 clusters Score: Raw -209934.713141 + Penalty 3582.392745 = -206352.320395 nChanged 17 SP:Iteration 8Q (40154.060000 sec): 3 clusters Score: Raw -209973.153489 + Penalty 3582.392745 = -206390.760744 nChanged 20 SP:Iteration 9Q (40154.060000 sec): 3 clusters Score: Raw -210017.690014 + Penalty 3582.392745 = -206435.297269 nChanged 22 SP:Iteration 10Q (40154.070000 sec): 3 clusters Score: Raw -210061.391511 + Penalty 3582.392745 = -206478.998766 nChanged 16 SP:Iteration 11Q (40154.070000 sec): 3 clusters Score: Raw -210088.393397 + Penalty 3582.392745 = -206506.000652 nChanged 13 SP:Iteration 12Q (40154.080000 sec): 3 clusters Score: Raw -210109.232048 + Penalty 3582.392745 = -206526.839303 nChanged 13 SP:Iteration 13Q (40154.080000 sec): 3 clusters Score: Raw -210125.194008 + Penalty 3582.392745 = -206542.801263 nChanged 10 SP:Iteration 14Q (40154.090000 sec): 3 clusters Score: Raw -210135.020723 + Penalty 3582.392745 = -206552.627978 nChanged 9 SP:Iteration 15Q (40154.090000 sec): 3 clusters Score: Raw -210139.727381 + Penalty 3582.392745 = -206557.334635 nChanged 2 SP:Iteration 16Q (40154.100000 sec): 3 clusters Score: Raw -210140.539248 + Penalty 3582.392745 = -206558.146503 nChanged 2 SP:Iteration 17Q (40154.100000 sec): 3 clusters Score: Raw -210141.863349 + Penalty 3582.392745 = -206559.470603 nChanged 0 SP:Iteration 18F (40154.110000 sec): 3 clusters Score: Raw -210141.863349 + Penalty 3582.392745 = -206559.470603 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 13 (39423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40154.260000 sec): 2 clusters Score: Raw -6390788.877251 + Penalty 2624.361961 = -6388164.515290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40154.430000 sec): 3 clusters Score: Raw -6366560.836098 + Penalty 5248.723922 = -6361312.112176 nChanged 17986 SP:Iteration 1F (40154.590000 sec): 3 clusters Score: Raw -6376485.846384 + Penalty 5248.723922 = -6371237.122462 nChanged 1707 SP:Iteration 2Q (40154.760000 sec): 3 clusters Score: Raw -6377001.920521 + Penalty 5248.723922 = -6371753.196599 nChanged 1648 SP:Iteration 3Q (40154.930000 sec): 3 clusters Score: Raw -6377512.420430 + Penalty 5248.723922 = -6372263.696508 nChanged 1515 SP:Iteration 4Q (40155.100000 sec): 3 clusters Score: Raw -6378062.071728 + Penalty 5248.723922 = -6372813.347806 nChanged 1611 SP:Iteration 5Q (40155.270000 sec): 3 clusters Score: Raw -6378705.931287 + Penalty 5248.723922 = -6373457.207365 nChanged 1647 SP:Iteration 6Q (40155.440000 sec): 3 clusters Score: Raw -6379456.815683 + Penalty 5248.723922 = -6374208.091761 nChanged 1833 SP:Iteration 7Q (40155.610000 sec): 3 clusters Score: Raw -6380360.969866 + Penalty 5248.723922 = -6375112.245944 nChanged 1989 SP:Iteration 8F (40155.770000 sec): 3 clusters Score: Raw -6381402.346636 + Penalty 5248.723922 = -6376153.622714 nChanged 1973 SP:Iteration 9F (40155.940000 sec): 3 clusters Score: Raw -6382500.290504 + Penalty 5248.723922 = -6377251.566582 nChanged 1999 SP:Iteration 10F (40156.100000 sec): 3 clusters Score: Raw -6383673.556924 + Penalty 5248.723922 = -6378424.833002 nChanged 1866 SP:Iteration 11Q (40156.270000 sec): 3 clusters Score: Raw -6384712.094977 + Penalty 5248.723922 = -6379463.371055 nChanged 1606 SP:Iteration 12Q (40156.440000 sec): 3 clusters Score: Raw -6385512.214282 + Penalty 5248.723922 = -6380263.490360 nChanged 1330 SP:Iteration 13Q (40156.600000 sec): 3 clusters Score: Raw -6386029.225482 + Penalty 5248.723922 = -6380780.501561 nChanged 997 SP:Iteration 14Q (40156.760000 sec): 3 clusters Score: Raw -6386361.602191 + Penalty 5248.723922 = -6381112.878269 nChanged 803 SP:Iteration 15Q (40156.920000 sec): 3 clusters Score: Raw -6386596.330067 + Penalty 5248.723922 = -6381347.606145 nChanged 610 SP:Iteration 16Q (40157.080000 sec): 3 clusters Score: Raw -6386745.096135 + Penalty 5248.723922 = -6381496.372213 nChanged 500 SP:Iteration 17Q (40157.240000 sec): 3 clusters Score: Raw -6386851.151756 + Penalty 5248.723922 = -6381602.427834 nChanged 395 SP:Iteration 18Q (40157.400000 sec): 3 clusters Score: Raw -6386929.570928 + Penalty 5248.723922 = -6381680.847006 nChanged 321 SP:Iteration 19Q (40157.550000 sec): 3 clusters Score: Raw -6386992.069241 + Penalty 5248.723922 = -6381743.345319 nChanged 297 SP:Iteration 20F (40157.720000 sec): 3 clusters Score: Raw -6387049.263814 + Penalty 5248.723922 = -6381800.539892 nChanged 286 SP:Iteration 21Q (40157.870000 sec): 3 clusters Score: Raw -6387097.608377 + Penalty 5248.723922 = -6381848.884455 nChanged 239 SP:Iteration 22Q (40158.030000 sec): 3 clusters Score: Raw -6387136.082463 + Penalty 5248.723922 = -6381887.358541 nChanged 236 SP:Iteration 23Q (40158.180000 sec): 3 clusters Score: Raw -6387173.391617 + Penalty 5248.723922 = -6381924.667695 nChanged 236 SP:Iteration 24Q (40158.340000 sec): 3 clusters Score: Raw -6387211.532542 + Penalty 5248.723922 = -6381962.808620 nChanged 246 SP:Iteration 25Q (40158.490000 sec): 3 clusters Score: Raw -6387254.990814 + Penalty 5248.723922 = -6382006.266892 nChanged 253 SP:Iteration 26Q (40158.640000 sec): 3 clusters Score: Raw -6387301.300401 + Penalty 5248.723922 = -6382052.576479 nChanged 266 SP:Iteration 27Q (40158.790000 sec): 3 clusters Score: Raw -6387352.100038 + Penalty 5248.723922 = -6382103.376116 nChanged 277 SP:Iteration 28Q (40158.950000 sec): 3 clusters Score: Raw -6387407.065609 + Penalty 5248.723922 = -6382158.341687 nChanged 308 SP:Iteration 29Q (40159.100000 sec): 3 clusters Score: Raw -6387473.353771 + Penalty 5248.723922 = -6382224.629849 nChanged 319 SP:Iteration 30Q (40159.250000 sec): 3 clusters Score: Raw -6387547.182212 + Penalty 5248.723922 = -6382298.458290 nChanged 348 SP:Iteration 31Q (40159.400000 sec): 3 clusters Score: Raw -6387639.746909 + Penalty 5248.723922 = -6382391.022987 nChanged 360 SP:Iteration 32Q (40159.550000 sec): 3 clusters Score: Raw -6387746.248491 + Penalty 5248.723922 = -6382497.524569 nChanged 411 SP:Iteration 33Q (40159.700000 sec): 3 clusters Score: Raw -6387891.028488 + Penalty 5248.723922 = -6382642.304566 nChanged 494 SP:Iteration 34Q (40159.850000 sec): 3 clusters Score: Raw -6388089.322904 + Penalty 5248.723922 = -6382840.598982 nChanged 537 SP:Iteration 35Q (40159.990000 sec): 3 clusters Score: Raw -6388319.209270 + Penalty 5248.723922 = -6383070.485348 nChanged 537 SP:Iteration 36Q (40160.140000 sec): 3 clusters Score: Raw -6388621.480928 + Penalty 5248.723922 = -6383372.757006 nChanged 579 SP:Iteration 37Q (40160.280000 sec): 3 clusters Score: Raw -6389013.375112 + Penalty 5248.723922 = -6383764.651190 nChanged 577 SP:Iteration 38Q (40160.420000 sec): 3 clusters Score: Raw -6389407.365828 + Penalty 5248.723922 = -6384158.641906 nChanged 541 SP:Iteration 39Q (40160.560000 sec): 3 clusters Score: Raw -6389740.299689 + Penalty 5248.723922 = -6384491.575767 nChanged 502 SP:Iteration 40F (40160.730000 sec): 3 clusters Score: Raw -6390010.406086 + Penalty 5248.723922 = -6384761.682164 nChanged 470 SP:Iteration 41Q (40160.860000 sec): 3 clusters Score: Raw -6390234.032284 + Penalty 5248.723922 = -6384985.308362 nChanged 381 SP:Iteration 42Q (40161.000000 sec): 3 clusters Score: Raw -6390392.081713 + Penalty 5248.723922 = -6385143.357791 nChanged 353 SP:Iteration 43Q (40161.140000 sec): 3 clusters Score: Raw -6390532.087105 + Penalty 5248.723922 = -6385283.363183 nChanged 288 SP:Iteration 44Q (40161.260000 sec): 3 clusters Score: Raw -6390643.222835 + Penalty 5248.723922 = -6385394.498914 nChanged 263 SP:Iteration 45Q (40161.400000 sec): 3 clusters Score: Raw -6390737.807745 + Penalty 5248.723922 = -6385489.083824 nChanged 250 SP:Iteration 46Q (40161.540000 sec): 3 clusters Score: Raw -6390827.315773 + Penalty 5248.723922 = -6385578.591851 nChanged 238 SP:Iteration 47Q (40161.660000 sec): 3 clusters Score: Raw -6390918.834484 + Penalty 5248.723922 = -6385670.110562 nChanged 204 SP:Iteration 48Q (40161.790000 sec): 3 clusters Score: Raw -6390996.222551 + Penalty 5248.723922 = -6385747.498629 nChanged 193 SP:Iteration 49Q (40161.920000 sec): 3 clusters Score: Raw -6391067.732196 + Penalty 5248.723922 = -6385819.008274 nChanged 195 SP:Iteration 50Q (40162.040000 sec): 3 clusters Score: Raw -6391138.658137 + Penalty 5248.723922 = -6385889.934215 nChanged 176 SP:Iteration 51Q (40162.170000 sec): 3 clusters Score: Raw -6391197.863499 + Penalty 5248.723922 = -6385949.139577 nChanged 132 SP:Iteration 52Q (40162.300000 sec): 3 clusters Score: Raw -6391240.204558 + Penalty 5248.723922 = -6385991.480636 nChanged 115 SP:Iteration 53Q (40162.420000 sec): 3 clusters Score: Raw -6391273.384286 + Penalty 5248.723922 = -6386024.660364 nChanged 88 SP:Iteration 54Q (40162.550000 sec): 3 clusters Score: Raw -6391295.667233 + Penalty 5248.723922 = -6386046.943311 nChanged 74 SP:Iteration 55Q (40162.670000 sec): 3 clusters Score: Raw -6391317.092546 + Penalty 5248.723922 = -6386068.368624 nChanged 62 SP:Iteration 56Q (40162.800000 sec): 3 clusters Score: Raw -6391333.507390 + Penalty 5248.723922 = -6386084.783468 nChanged 57 SP:Iteration 57Q (40162.920000 sec): 3 clusters Score: Raw -6391347.333525 + Penalty 5248.723922 = -6386098.609603 nChanged 46 SP:Iteration 58Q (40163.050000 sec): 3 clusters Score: Raw -6391357.843022 + Penalty 5248.723922 = -6386109.119100 nChanged 38 SP:Iteration 59Q (40163.180000 sec): 3 clusters Score: Raw -6391368.956528 + Penalty 5248.723922 = -6386120.232606 nChanged 35 SP:Iteration 60F (40163.340000 sec): 3 clusters Score: Raw -6391378.052298 + Penalty 5248.723922 = -6386129.328376 nChanged 37 SP:Iteration 61Q (40163.460000 sec): 3 clusters Score: Raw -6391386.963329 + Penalty 5248.723922 = -6386138.239407 nChanged 34 SP:Iteration 62Q (40163.590000 sec): 3 clusters Score: Raw -6391395.480326 + Penalty 5248.723922 = -6386146.756404 nChanged 39 SP:Iteration 63Q (40163.710000 sec): 3 clusters Score: Raw -6391406.423270 + Penalty 5248.723922 = -6386157.699348 nChanged 36 SP:Iteration 64Q (40163.840000 sec): 3 clusters Score: Raw -6391415.665976 + Penalty 5248.723922 = -6386166.942054 nChanged 22 SP:Iteration 65Q (40163.960000 sec): 3 clusters Score: Raw -6391421.986448 + Penalty 5248.723922 = -6386173.262526 nChanged 20 SP:Iteration 66Q (40164.080000 sec): 3 clusters Score: Raw -6391428.263995 + Penalty 5248.723922 = -6386179.540073 nChanged 20 SP:Iteration 67Q (40164.210000 sec): 3 clusters Score: Raw -6391433.185471 + Penalty 5248.723922 = -6386184.461550 nChanged 23 SP:Iteration 68Q (40164.330000 sec): 3 clusters Score: Raw -6391440.080346 + Penalty 5248.723922 = -6386191.356424 nChanged 29 SP:Iteration 69Q (40164.450000 sec): 3 clusters Score: Raw -6391448.724681 + Penalty 5248.723922 = -6386200.000759 nChanged 27 SP:Iteration 70Q (40164.570000 sec): 3 clusters Score: Raw -6391455.638360 + Penalty 5248.723922 = -6386206.914439 nChanged 23 SP:Iteration 71Q (40164.700000 sec): 3 clusters Score: Raw -6391460.645780 + Penalty 5248.723922 = -6386211.921858 nChanged 19 SP:Iteration 72Q (40164.820000 sec): 3 clusters Score: Raw -6391465.485404 + Penalty 5248.723922 = -6386216.761482 nChanged 21 SP:Iteration 73Q (40164.940000 sec): 3 clusters Score: Raw -6391470.206419 + Penalty 5248.723922 = -6386221.482497 nChanged 10 SP:Iteration 74Q (40165.060000 sec): 3 clusters Score: Raw -6391472.526415 + Penalty 5248.723922 = -6386223.802493 nChanged 15 SP:Iteration 75Q (40165.190000 sec): 3 clusters Score: Raw -6391475.762492 + Penalty 5248.723922 = -6386227.038570 nChanged 14 SP:Iteration 76Q (40165.310000 sec): 3 clusters Score: Raw -6391479.023463 + Penalty 5248.723922 = -6386230.299541 nChanged 11 SP:Iteration 77Q (40165.430000 sec): 3 clusters Score: Raw -6391481.865648 + Penalty 5248.723922 = -6386233.141726 nChanged 12 SP:Iteration 78Q (40165.560000 sec): 3 clusters Score: Raw -6391484.221386 + Penalty 5248.723922 = -6386235.497464 nChanged 6 SP:Iteration 79Q (40165.680000 sec): 3 clusters Score: Raw -6391485.753371 + Penalty 5248.723922 = -6386237.029449 nChanged 7 SP:Iteration 80F (40165.840000 sec): 3 clusters Score: Raw -6391487.259537 + Penalty 5248.723922 = -6386238.535615 nChanged 5 SP:Iteration 81Q (40165.970000 sec): 3 clusters Score: Raw -6391488.197577 + Penalty 5248.723922 = -6386239.473655 nChanged 4 SP:Iteration 82Q (40166.090000 sec): 3 clusters Score: Raw -6391488.886299 + Penalty 5248.723922 = -6386240.162377 nChanged 3 SP:Iteration 83Q (40166.210000 sec): 3 clusters Score: Raw -6391489.390988 + Penalty 5248.723922 = -6386240.667066 nChanged 4 SP:Iteration 84Q (40166.340000 sec): 3 clusters Score: Raw -6391490.003258 + Penalty 5248.723922 = -6386241.279336 nChanged 4 SP:Iteration 85Q (40166.460000 sec): 3 clusters Score: Raw -6391490.828338 + Penalty 5248.723922 = -6386242.104416 nChanged 4 SP:Iteration 86Q (40166.580000 sec): 3 clusters Score: Raw -6391491.729752 + Penalty 5248.723922 = -6386243.005830 nChanged 7 SP:Iteration 87Q (40166.710000 sec): 3 clusters Score: Raw -6391494.206832 + Penalty 5248.723922 = -6386245.482910 nChanged 9 SP:Iteration 88Q (40166.830000 sec): 3 clusters Score: Raw -6391495.971971 + Penalty 5248.723922 = -6386247.248049 nChanged 7 SP:Iteration 89Q (40166.950000 sec): 3 clusters Score: Raw -6391497.445355 + Penalty 5248.723922 = -6386248.721433 nChanged 6 SP:Iteration 90Q (40167.070000 sec): 3 clusters Score: Raw -6391498.785330 + Penalty 5248.723922 = -6386250.061408 nChanged 5 SP:Iteration 91Q (40167.190000 sec): 3 clusters Score: Raw -6391500.058202 + Penalty 5248.723922 = -6386251.334280 nChanged 2 SP:Iteration 92Q (40167.310000 sec): 3 clusters Score: Raw -6391500.458987 + Penalty 5248.723922 = -6386251.735065 nChanged 1 SP:Iteration 93Q (40167.440000 sec): 3 clusters Score: Raw -6391501.186271 + Penalty 5248.723922 = -6386252.462349 nChanged 3 SP:Iteration 94Q (40167.560000 sec): 3 clusters Score: Raw -6391502.269916 + Penalty 5248.723922 = -6386253.545994 nChanged 3 SP:Iteration 95Q (40167.680000 sec): 3 clusters Score: Raw -6391503.010510 + Penalty 5248.723922 = -6386254.286588 nChanged 2 SP:Iteration 96Q (40167.800000 sec): 3 clusters Score: Raw -6391503.693578 + Penalty 5248.723922 = -6386254.969656 nChanged 4 SP:Iteration 97Q (40167.920000 sec): 3 clusters Score: Raw -6391504.656334 + Penalty 5248.723922 = -6386255.932412 nChanged 7 SP:Iteration 98Q (40168.040000 sec): 3 clusters Score: Raw -6391506.343831 + Penalty 5248.723922 = -6386257.619909 nChanged 3 SP:Iteration 99Q (40168.160000 sec): 3 clusters Score: Raw -6391506.927829 + Penalty 5248.723922 = -6386258.203907 nChanged 4 SP:Iteration 100F (40168.330000 sec): 3 clusters Score: Raw -6391507.508833 + Penalty 5248.723922 = -6386258.784911 nChanged 2 SP:Iteration 101Q (40168.450000 sec): 3 clusters Score: Raw -6391507.938270 + Penalty 5248.723922 = -6386259.214348 nChanged 1 SP:Iteration 102Q (40168.570000 sec): 3 clusters Score: Raw -6391508.061285 + Penalty 5248.723922 = -6386259.337363 nChanged 0 SP:Iteration 103F (40168.740000 sec): 3 clusters Score: Raw -6391508.061285 + Penalty 5248.723922 = -6386259.337363 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 14 (309484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40169.860000 sec): 2 clusters Score: Raw -49437747.914342 + Penalty 3135.380095 = -49434612.534247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40171.180000 sec): 3 clusters Score: Raw -49232621.444269 + Penalty 6270.760190 = -49226350.684079 nChanged 150057 SP:Iteration 1F (40172.500000 sec): 3 clusters Score: Raw -49321996.893572 + Penalty 6270.760190 = -49315726.133382 nChanged 8536 SP:Iteration 2Q (40173.830000 sec): 3 clusters Score: Raw -49324024.808037 + Penalty 6270.760190 = -49317754.047847 nChanged 9371 SP:Iteration 3Q (40175.170000 sec): 3 clusters Score: Raw -49326656.162510 + Penalty 6270.760190 = -49320385.402320 nChanged 10757 SP:Iteration 4Q (40176.520000 sec): 3 clusters Score: Raw -49330231.241800 + Penalty 6270.760190 = -49323960.481610 nChanged 12357 SP:Iteration 5Q (40177.850000 sec): 3 clusters Score: Raw -49335090.481872 + Penalty 6270.760190 = -49328819.721682 nChanged 14570 SP:Iteration 6Q (40179.170000 sec): 3 clusters Score: Raw -49341820.270606 + Penalty 6270.760190 = -49335549.510416 nChanged 17012 SP:Iteration 7F (40180.460000 sec): 3 clusters Score: Raw -49351115.854317 + Penalty 6270.760190 = -49344845.094127 nChanged 19146 SP:Iteration 8F (40181.760000 sec): 3 clusters Score: Raw -49363235.026575 + Penalty 6270.760190 = -49356964.266385 nChanged 19933 SP:Iteration 9F (40183.060000 sec): 3 clusters Score: Raw -49377019.797659 + Penalty 6270.760190 = -49370749.037469 nChanged 18130 SP:Iteration 10F (40184.360000 sec): 3 clusters Score: Raw -49388861.831182 + Penalty 6270.760190 = -49382591.070992 nChanged 13935 SP:Iteration 11Q (40185.670000 sec): 3 clusters Score: Raw -49395519.088582 + Penalty 6270.760190 = -49389248.328392 nChanged 9102 SP:Iteration 12Q (40186.960000 sec): 3 clusters Score: Raw -49398592.539797 + Penalty 6270.760190 = -49392321.779607 nChanged 6170 SP:Iteration 13Q (40188.230000 sec): 3 clusters Score: Raw -49400438.906463 + Penalty 6270.760190 = -49394168.146273 nChanged 5174 SP:Iteration 14Q (40189.490000 sec): 3 clusters Score: Raw -49401995.481736 + Penalty 6270.760190 = -49395724.721546 nChanged 5068 SP:Iteration 15Q (40190.750000 sec): 3 clusters Score: Raw -49403550.104712 + Penalty 6270.760190 = -49397279.344522 nChanged 5258 SP:Iteration 16Q (40192.000000 sec): 3 clusters Score: Raw -49405208.355084 + Penalty 6270.760190 = -49398937.594894 nChanged 5479 SP:Iteration 17Q (40193.250000 sec): 3 clusters Score: Raw -49406977.715211 + Penalty 6270.760190 = -49400706.955021 nChanged 5531 SP:Iteration 18Q (40194.490000 sec): 3 clusters Score: Raw -49408773.066093 + Penalty 6270.760190 = -49402502.305903 nChanged 5492 SP:Iteration 19Q (40195.710000 sec): 3 clusters Score: Raw -49410586.256647 + Penalty 6270.760190 = -49404315.496457 nChanged 5529 SP:Iteration 20F (40197.010000 sec): 3 clusters Score: Raw -49412470.154849 + Penalty 6270.760190 = -49406199.394659 nChanged 5562 SP:Iteration 21Q (40198.220000 sec): 3 clusters Score: Raw -49414418.556131 + Penalty 6270.760190 = -49408147.795941 nChanged 5514 SP:Iteration 22Q (40199.420000 sec): 3 clusters Score: Raw -49416403.712226 + Penalty 6270.760190 = -49410132.952036 nChanged 5360 SP:Iteration 23Q (40200.600000 sec): 3 clusters Score: Raw -49418332.673780 + Penalty 6270.760190 = -49412061.913590 nChanged 5138 SP:Iteration 24Q (40201.770000 sec): 3 clusters Score: Raw -49420175.579485 + Penalty 6270.760190 = -49413904.819295 nChanged 4835 SP:Iteration 25Q (40202.910000 sec): 3 clusters Score: Raw -49421918.570469 + Penalty 6270.760190 = -49415647.810279 nChanged 4590 SP:Iteration 26Q (40204.040000 sec): 3 clusters Score: Raw -49423558.421709 + Penalty 6270.760190 = -49417287.661519 nChanged 4310 SP:Iteration 27Q (40205.150000 sec): 3 clusters Score: Raw -49425086.449500 + Penalty 6270.760190 = -49418815.689310 nChanged 4050 SP:Iteration 28Q (40206.240000 sec): 3 clusters Score: Raw -49426521.444766 + Penalty 6270.760190 = -49420250.684576 nChanged 3739 SP:Iteration 29Q (40207.310000 sec): 3 clusters Score: Raw -49427820.265562 + Penalty 6270.760190 = -49421549.505372 nChanged 3491 SP:Iteration 30Q (40208.380000 sec): 3 clusters Score: Raw -49429015.926842 + Penalty 6270.760190 = -49422745.166652 nChanged 3154 SP:Iteration 31Q (40209.450000 sec): 3 clusters Score: Raw -49430096.242903 + Penalty 6270.760190 = -49423825.482713 nChanged 2971 SP:Iteration 32Q (40210.480000 sec): 3 clusters Score: Raw -49431095.930874 + Penalty 6270.760190 = -49424825.170684 nChanged 2674 SP:Iteration 33Q (40211.500000 sec): 3 clusters Score: Raw -49431971.848177 + Penalty 6270.760190 = -49425701.087987 nChanged 2406 SP:Iteration 34Q (40212.510000 sec): 3 clusters Score: Raw -49432748.636173 + Penalty 6270.760190 = -49426477.875983 nChanged 2223 SP:Iteration 35Q (40213.500000 sec): 3 clusters Score: Raw -49433465.871345 + Penalty 6270.760190 = -49427195.111155 nChanged 2061 SP:Iteration 36Q (40214.500000 sec): 3 clusters Score: Raw -49434130.685201 + Penalty 6270.760190 = -49427859.925011 nChanged 1862 SP:Iteration 37Q (40215.480000 sec): 3 clusters Score: Raw -49434712.847310 + Penalty 6270.760190 = -49428442.087120 nChanged 1701 SP:Iteration 38Q (40216.460000 sec): 3 clusters Score: Raw -49435232.202630 + Penalty 6270.760190 = -49428961.442440 nChanged 1533 SP:Iteration 39Q (40217.420000 sec): 3 clusters Score: Raw -49435687.839907 + Penalty 6270.760190 = -49429417.079717 nChanged 1393 SP:Iteration 40F (40218.700000 sec): 3 clusters Score: Raw -49436092.126122 + Penalty 6270.760190 = -49429821.365932 nChanged 1229 SP:Iteration 41Q (40219.660000 sec): 3 clusters Score: Raw -49436451.831156 + Penalty 6270.760190 = -49430181.070966 nChanged 1143 SP:Iteration 42Q (40220.610000 sec): 3 clusters Score: Raw -49436788.059557 + Penalty 6270.760190 = -49430517.299367 nChanged 1021 SP:Iteration 43Q (40221.570000 sec): 3 clusters Score: Raw -49437071.756173 + Penalty 6270.760190 = -49430800.995983 nChanged 887 SP:Iteration 44Q (40222.520000 sec): 3 clusters Score: Raw -49437307.905113 + Penalty 6270.760190 = -49431037.144923 nChanged 811 SP:Iteration 45Q (40223.460000 sec): 3 clusters Score: Raw -49437527.467644 + Penalty 6270.760190 = -49431256.707453 nChanged 776 SP:Iteration 46Q (40224.400000 sec): 3 clusters Score: Raw -49437735.149433 + Penalty 6270.760190 = -49431464.389243 nChanged 642 SP:Iteration 47Q (40225.340000 sec): 3 clusters Score: Raw -49437891.270362 + Penalty 6270.760190 = -49431620.510172 nChanged 568 SP:Iteration 48Q (40226.300000 sec): 3 clusters Score: Raw -49438027.579018 + Penalty 6270.760190 = -49431756.818828 nChanged 526 SP:Iteration 49Q (40227.230000 sec): 3 clusters Score: Raw -49438157.481973 + Penalty 6270.760190 = -49431886.721783 nChanged 456 SP:Iteration 50Q (40228.150000 sec): 3 clusters Score: Raw -49438262.959194 + Penalty 6270.760190 = -49431992.199003 nChanged 389 SP:Iteration 51Q (40229.080000 sec): 3 clusters Score: Raw -49438344.885463 + Penalty 6270.760190 = -49432074.125273 nChanged 352 SP:Iteration 52Q (40230.000000 sec): 3 clusters Score: Raw -49438417.787563 + Penalty 6270.760190 = -49432147.027373 nChanged 314 SP:Iteration 53Q (40230.920000 sec): 3 clusters Score: Raw -49438478.666185 + Penalty 6270.760190 = -49432207.905995 nChanged 265 SP:Iteration 54Q (40231.840000 sec): 3 clusters Score: Raw -49438524.506326 + Penalty 6270.760190 = -49432253.746136 nChanged 242 SP:Iteration 55Q (40232.760000 sec): 3 clusters Score: Raw -49438568.891640 + Penalty 6270.760190 = -49432298.131450 nChanged 213 SP:Iteration 56Q (40233.680000 sec): 3 clusters Score: Raw -49438603.108387 + Penalty 6270.760190 = -49432332.348197 nChanged 195 SP:Iteration 57Q (40234.590000 sec): 3 clusters Score: Raw -49438636.713916 + Penalty 6270.760190 = -49432365.953726 nChanged 194 SP:Iteration 58Q (40235.520000 sec): 3 clusters Score: Raw -49438668.153464 + Penalty 6270.760190 = -49432397.393274 nChanged 166 SP:Iteration 59Q (40236.440000 sec): 3 clusters Score: Raw -49438697.869680 + Penalty 6270.760190 = -49432427.109490 nChanged 164 SP:Iteration 60F (40237.730000 sec): 3 clusters Score: Raw -49438726.155901 + Penalty 6270.760190 = -49432455.395711 nChanged 149 SP:Iteration 61Q (40238.640000 sec): 3 clusters Score: Raw -49438751.796576 + Penalty 6270.760190 = -49432481.036386 nChanged 125 SP:Iteration 62Q (40239.550000 sec): 3 clusters Score: Raw -49438772.728030 + Penalty 6270.760190 = -49432501.967840 nChanged 123 SP:Iteration 63Q (40240.470000 sec): 3 clusters Score: Raw -49438793.104862 + Penalty 6270.760190 = -49432522.344672 nChanged 110 SP:Iteration 64Q (40241.400000 sec): 3 clusters Score: Raw -49438809.858881 + Penalty 6270.760190 = -49432539.098691 nChanged 112 SP:Iteration 65Q (40242.310000 sec): 3 clusters Score: Raw -49438830.222306 + Penalty 6270.760190 = -49432559.462116 nChanged 100 SP:Iteration 66Q (40243.220000 sec): 3 clusters Score: Raw -49438847.012064 + Penalty 6270.760190 = -49432576.251874 nChanged 91 SP:Iteration 67Q (40244.130000 sec): 3 clusters Score: Raw -49438861.096608 + Penalty 6270.760190 = -49432590.336418 nChanged 86 SP:Iteration 68Q (40245.060000 sec): 3 clusters Score: Raw -49438875.078832 + Penalty 6270.760190 = -49432604.318642 nChanged 78 SP:Iteration 69Q (40245.980000 sec): 3 clusters Score: Raw -49438884.499215 + Penalty 6270.760190 = -49432613.739025 nChanged 58 SP:Iteration 70Q (40246.880000 sec): 3 clusters Score: Raw -49438892.345271 + Penalty 6270.760190 = -49432621.585081 nChanged 53 SP:Iteration 71Q (40247.790000 sec): 3 clusters Score: Raw -49438900.336708 + Penalty 6270.760190 = -49432629.576518 nChanged 62 SP:Iteration 72Q (40248.700000 sec): 3 clusters Score: Raw -49438908.237037 + Penalty 6270.760190 = -49432637.476847 nChanged 43 SP:Iteration 73Q (40249.600000 sec): 3 clusters Score: Raw -49438913.034708 + Penalty 6270.760190 = -49432642.274518 nChanged 44 SP:Iteration 74Q (40250.510000 sec): 3 clusters Score: Raw -49438918.919712 + Penalty 6270.760190 = -49432648.159522 nChanged 40 SP:Iteration 75Q (40251.420000 sec): 3 clusters Score: Raw -49438924.384618 + Penalty 6270.760190 = -49432653.624428 nChanged 40 SP:Iteration 76Q (40252.320000 sec): 3 clusters Score: Raw -49438928.435508 + Penalty 6270.760190 = -49432657.675318 nChanged 34 SP:Iteration 77Q (40253.230000 sec): 3 clusters Score: Raw -49438932.145253 + Penalty 6270.760190 = -49432661.385063 nChanged 26 SP:Iteration 78Q (40254.140000 sec): 3 clusters Score: Raw -49438935.714581 + Penalty 6270.760190 = -49432664.954391 nChanged 22 SP:Iteration 79Q (40255.060000 sec): 3 clusters Score: Raw -49438938.054752 + Penalty 6270.760190 = -49432667.294562 nChanged 21 SP:Iteration 80F (40256.350000 sec): 3 clusters Score: Raw -49438939.871009 + Penalty 6270.760190 = -49432669.110819 nChanged 19 SP:Iteration 81Q (40257.260000 sec): 3 clusters Score: Raw -49438941.663042 + Penalty 6270.760190 = -49432670.902852 nChanged 16 SP:Iteration 82Q (40258.160000 sec): 3 clusters Score: Raw -49438943.310539 + Penalty 6270.760190 = -49432672.550349 nChanged 17 SP:Iteration 83Q (40259.070000 sec): 3 clusters Score: Raw -49438944.863067 + Penalty 6270.760190 = -49432674.102877 nChanged 18 SP:Iteration 84Q (40259.970000 sec): 3 clusters Score: Raw -49438946.558185 + Penalty 6270.760190 = -49432675.797995 nChanged 16 SP:Iteration 85Q (40260.880000 sec): 3 clusters Score: Raw -49438948.055422 + Penalty 6270.760190 = -49432677.295232 nChanged 17 SP:Iteration 86Q (40261.780000 sec): 3 clusters Score: Raw -49438950.202302 + Penalty 6270.760190 = -49432679.442112 nChanged 18 SP:Iteration 87Q (40262.690000 sec): 3 clusters Score: Raw -49438952.045041 + Penalty 6270.760190 = -49432681.284851 nChanged 18 SP:Iteration 88Q (40263.590000 sec): 3 clusters Score: Raw -49438953.738096 + Penalty 6270.760190 = -49432682.977906 nChanged 9 SP:Iteration 89Q (40264.530000 sec): 3 clusters Score: Raw -49438954.456723 + Penalty 6270.760190 = -49432683.696533 nChanged 4 SP:Iteration 90Q (40265.430000 sec): 3 clusters Score: Raw -49438954.882004 + Penalty 6270.760190 = -49432684.121814 nChanged 3 SP:Iteration 91Q (40266.340000 sec): 3 clusters Score: Raw -49438955.187568 + Penalty 6270.760190 = -49432684.427378 nChanged 3 SP:Iteration 92Q (40267.240000 sec): 3 clusters Score: Raw -49438955.443800 + Penalty 6270.760190 = -49432684.683610 nChanged 3 SP:Iteration 93Q (40268.150000 sec): 3 clusters Score: Raw -49438955.679421 + Penalty 6270.760190 = -49432684.919231 nChanged 5 SP:Iteration 94Q (40269.050000 sec): 3 clusters Score: Raw -49438955.973449 + Penalty 6270.760190 = -49432685.213259 nChanged 3 SP:Iteration 95Q (40269.960000 sec): 3 clusters Score: Raw -49438956.309205 + Penalty 6270.760190 = -49432685.549015 nChanged 3 SP:Iteration 96Q (40270.860000 sec): 3 clusters Score: Raw -49438956.496350 + Penalty 6270.760190 = -49432685.736160 nChanged 2 SP:Iteration 97Q (40271.760000 sec): 3 clusters Score: Raw -49438956.633894 + Penalty 6270.760190 = -49432685.873704 nChanged 2 SP:Iteration 98Q (40272.670000 sec): 3 clusters Score: Raw -49438956.741209 + Penalty 6270.760190 = -49432685.981018 nChanged 1 SP:Iteration 99Q (40273.590000 sec): 3 clusters Score: Raw -49438956.796517 + Penalty 6270.760190 = -49432686.036327 nChanged 2 SP:Iteration 100F (40274.890000 sec): 3 clusters Score: Raw -49438956.951312 + Penalty 6270.760190 = -49432686.191122 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 15 (3356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40275.010000 sec): 2 clusters Score: Raw -551466.211327 + Penalty 2013.389257 = -549452.822070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40275.030000 sec): 3 clusters Score: Raw -550043.836904 + Penalty 4026.778514 = -546017.058390 nChanged 1158 SP:Iteration 1F (40275.040000 sec): 3 clusters Score: Raw -550732.872817 + Penalty 4026.778514 = -546706.094303 nChanged 236 SP:Iteration 2F (40275.050000 sec): 3 clusters Score: Raw -550898.193974 + Penalty 4026.778514 = -546871.415461 nChanged 155 SP:Iteration 3Q (40275.070000 sec): 3 clusters Score: Raw -550988.789106 + Penalty 4026.778514 = -546962.010593 nChanged 84 SP:Iteration 4Q (40275.080000 sec): 3 clusters Score: Raw -551031.687231 + Penalty 4026.778514 = -547004.908718 nChanged 63 SP:Iteration 5Q (40275.100000 sec): 3 clusters Score: Raw -551062.991477 + Penalty 4026.778514 = -547036.212963 nChanged 48 SP:Iteration 6Q (40275.110000 sec): 3 clusters Score: Raw -551089.607217 + Penalty 4026.778514 = -547062.828704 nChanged 36 SP:Iteration 7Q (40275.130000 sec): 3 clusters Score: Raw -551110.827458 + Penalty 4026.778514 = -547084.048945 nChanged 54 SP:Iteration 8Q (40275.140000 sec): 3 clusters Score: Raw -551141.739597 + Penalty 4026.778514 = -547114.961083 nChanged 42 SP:Iteration 9Q (40275.150000 sec): 3 clusters Score: Raw -551165.207192 + Penalty 4026.778514 = -547138.428679 nChanged 35 SP:Iteration 10Q (40275.170000 sec): 3 clusters Score: Raw -551187.184408 + Penalty 4026.778514 = -547160.405895 nChanged 32 SP:Iteration 11Q (40275.180000 sec): 3 clusters Score: Raw -551204.579760 + Penalty 4026.778514 = -547177.801247 nChanged 31 SP:Iteration 12Q (40275.190000 sec): 3 clusters Score: Raw -551221.450551 + Penalty 4026.778514 = -547194.672038 nChanged 27 SP:Iteration 13Q (40275.210000 sec): 3 clusters Score: Raw -551237.099316 + Penalty 4026.778514 = -547210.320803 nChanged 24 SP:Iteration 14Q (40275.220000 sec): 3 clusters Score: Raw -551248.301178 + Penalty 4026.778514 = -547221.522664 nChanged 23 SP:Iteration 15Q (40275.240000 sec): 3 clusters Score: Raw -551259.285636 + Penalty 4026.778514 = -547232.507122 nChanged 25 SP:Iteration 16Q (40275.250000 sec): 3 clusters Score: Raw -551268.621385 + Penalty 4026.778514 = -547241.842872 nChanged 10 SP:Iteration 17Q (40275.270000 sec): 3 clusters Score: Raw -551272.264190 + Penalty 4026.778514 = -547245.485677 nChanged 11 SP:Iteration 18Q (40275.280000 sec): 3 clusters Score: Raw -551276.912043 + Penalty 4026.778514 = -547250.133529 nChanged 14 SP:Iteration 19Q (40275.290000 sec): 3 clusters Score: Raw -551281.884561 + Penalty 4026.778514 = -547255.106048 nChanged 10 SP:Iteration 20F (40275.310000 sec): 3 clusters Score: Raw -551286.000300 + Penalty 4026.778514 = -547259.221787 nChanged 10 SP:Iteration 21Q (40275.320000 sec): 3 clusters Score: Raw -551291.204318 + Penalty 4026.778514 = -547264.425804 nChanged 11 SP:Iteration 22Q (40275.330000 sec): 3 clusters Score: Raw -551297.009499 + Penalty 4026.778514 = -547270.230985 nChanged 11 SP:Iteration 23Q (40275.350000 sec): 3 clusters Score: Raw -551301.758764 + Penalty 4026.778514 = -547274.980250 nChanged 10 SP:Iteration 24Q (40275.360000 sec): 3 clusters Score: Raw -551304.999210 + Penalty 4026.778514 = -547278.220697 nChanged 11 SP:Iteration 25Q (40275.370000 sec): 3 clusters Score: Raw -551308.629438 + Penalty 4026.778514 = -547281.850925 nChanged 6 SP:Iteration 26Q (40275.390000 sec): 3 clusters Score: Raw -551310.376503 + Penalty 4026.778514 = -547283.597990 nChanged 1 SP:Iteration 27Q (40275.400000 sec): 3 clusters Score: Raw -551310.658891 + Penalty 4026.778514 = -547283.880378 nChanged 2 SP:Iteration 28Q (40275.420000 sec): 3 clusters Score: Raw -551311.396360 + Penalty 4026.778514 = -547284.617847 nChanged 2 SP:Iteration 29Q (40275.430000 sec): 3 clusters Score: Raw -551312.391629 + Penalty 4026.778514 = -547285.613115 nChanged 0 SP:Iteration 30F (40275.440000 sec): 3 clusters Score: Raw -551312.391629 + Penalty 4026.778514 = -547285.613115 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 16 (27964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40275.550000 sec): 2 clusters Score: Raw -4492011.688540 + Penalty 2539.190965 = -4489472.497574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40275.670000 sec): 3 clusters Score: Raw -4475234.713594 + Penalty 5078.381931 = -4470156.331663 nChanged 12619 SP:Iteration 1F (40275.780000 sec): 3 clusters Score: Raw -4481973.634142 + Penalty 5078.381931 = -4476895.252212 nChanged 1321 SP:Iteration 2Q (40275.900000 sec): 3 clusters Score: Raw -4482361.471186 + Penalty 5078.381931 = -4477283.089255 nChanged 1103 SP:Iteration 3Q (40276.020000 sec): 3 clusters Score: Raw -4482687.863962 + Penalty 5078.381931 = -4477609.482031 nChanged 970 SP:Iteration 4Q (40276.130000 sec): 3 clusters Score: Raw -4482947.721915 + Penalty 5078.381931 = -4477869.339984 nChanged 860 SP:Iteration 5Q (40276.250000 sec): 3 clusters Score: Raw -4483195.270750 + Penalty 5078.381931 = -4478116.888819 nChanged 935 SP:Iteration 6Q (40276.370000 sec): 3 clusters Score: Raw -4483497.916099 + Penalty 5078.381931 = -4478419.534168 nChanged 1041 SP:Iteration 7Q (40276.480000 sec): 3 clusters Score: Raw -4483911.574518 + Penalty 5078.381931 = -4478833.192587 nChanged 1240 SP:Iteration 8Q (40276.600000 sec): 3 clusters Score: Raw -4484466.790682 + Penalty 5078.381931 = -4479388.408751 nChanged 1471 SP:Iteration 9F (40276.710000 sec): 3 clusters Score: Raw -4485295.657575 + Penalty 5078.381931 = -4480217.275644 nChanged 1775 SP:Iteration 10F (40276.830000 sec): 3 clusters Score: Raw -4486526.724366 + Penalty 5078.381931 = -4481448.342435 nChanged 1917 SP:Iteration 11F (40276.950000 sec): 3 clusters Score: Raw -4488046.652999 + Penalty 5078.381931 = -4482968.271069 nChanged 1730 SP:Iteration 12F (40277.060000 sec): 3 clusters Score: Raw -4489579.058337 + Penalty 5078.381931 = -4484500.676406 nChanged 1308 SP:Iteration 13Q (40277.170000 sec): 3 clusters Score: Raw -4490713.967465 + Penalty 5078.381931 = -4485635.585534 nChanged 758 SP:Iteration 14Q (40277.290000 sec): 3 clusters Score: Raw -4491389.673633 + Penalty 5078.381931 = -4486311.291703 nChanged 415 SP:Iteration 15Q (40277.390000 sec): 3 clusters Score: Raw -4491766.396217 + Penalty 5078.381931 = -4486688.014286 nChanged 210 SP:Iteration 16Q (40277.490000 sec): 3 clusters Score: Raw -4491976.997168 + Penalty 5078.381931 = -4486898.615237 nChanged 114 SP:Iteration 17Q (40277.590000 sec): 3 clusters Score: Raw -4492099.204696 + Penalty 5078.381931 = -4487020.822766 nChanged 64 SP:Iteration 18Q (40277.670000 sec): 3 clusters Score: Raw -4492165.116585 + Penalty 5078.381931 = -4487086.734654 nChanged 31 SP:Iteration 19Q (40277.760000 sec): 3 clusters Score: Raw -4492193.897791 + Penalty 5078.381931 = -4487115.515860 nChanged 14 SP:Iteration 20F (40277.880000 sec): 3 clusters Score: Raw -4492209.733825 + Penalty 5078.381931 = -4487131.351894 nChanged 10 SP:Iteration 21Q (40277.960000 sec): 3 clusters Score: Raw -4492220.837765 + Penalty 5078.381931 = -4487142.455834 nChanged 8 SP:Iteration 22Q (40278.050000 sec): 3 clusters Score: Raw -4492231.675643 + Penalty 5078.381931 = -4487153.293712 nChanged 10 SP:Iteration 23Q (40278.140000 sec): 3 clusters Score: Raw -4492240.558045 + Penalty 5078.381931 = -4487162.176114 nChanged 4 SP:Iteration 24Q (40278.220000 sec): 3 clusters Score: Raw -4492244.159229 + Penalty 5078.381931 = -4487165.777299 nChanged 4 SP:Iteration 25Q (40278.310000 sec): 3 clusters Score: Raw -4492248.985237 + Penalty 5078.381931 = -4487170.603307 nChanged 5 SP:Iteration 26Q (40278.390000 sec): 3 clusters Score: Raw -4492254.280869 + Penalty 5078.381931 = -4487175.898938 nChanged 5 SP:Iteration 27Q (40278.470000 sec): 3 clusters Score: Raw -4492260.102261 + Penalty 5078.381931 = -4487181.720330 nChanged 3 SP:Iteration 28Q (40278.560000 sec): 3 clusters Score: Raw -4492262.388163 + Penalty 5078.381931 = -4487184.006232 nChanged 2 SP:Iteration 29Q (40278.650000 sec): 3 clusters Score: Raw -4492264.532360 + Penalty 5078.381931 = -4487186.150430 nChanged 1 SP:Iteration 30Q (40278.730000 sec): 3 clusters Score: Raw -4492265.440522 + Penalty 5078.381931 = -4487187.058591 nChanged 0 SP:Iteration 31F (40278.840000 sec): 3 clusters Score: Raw -4492265.440522 + Penalty 5078.381931 = -4487187.058591 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 17 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40278.850000 sec): 2 clusters Score: Raw -17222.246688 + Penalty 1174.577215 = -16047.669473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40278.850000 sec): 3 clusters Score: Raw -17529.584087 + Penalty 2349.154430 = -15180.429657 nChanged 2 SP:Iteration 1Q (40278.860000 sec): 3 clusters Score: Raw -17545.906539 + Penalty 2349.154430 = -15196.752108 nChanged 0 SP:Iteration 2F (40278.860000 sec): 3 clusters Score: Raw -17545.906539 + Penalty 2349.154430 = -15196.752108 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 18 (3870 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40278.870000 sec): 2 clusters Score: Raw -608958.480655 + Penalty 2048.730427 = -606909.750228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40278.890000 sec): 3 clusters Score: Raw -607209.816096 + Penalty 4097.460854 = -603112.355242 nChanged 1415 SP:Iteration 1F (40278.910000 sec): 3 clusters Score: Raw -608047.083882 + Penalty 4097.460854 = -603949.623028 nChanged 334 SP:Iteration 2F (40278.930000 sec): 3 clusters Score: Raw -608316.989116 + Penalty 4097.460854 = -604219.528262 nChanged 249 SP:Iteration 3F (40278.940000 sec): 3 clusters Score: Raw -608541.227212 + Penalty 4097.460854 = -604443.766358 nChanged 212 SP:Iteration 4F (40278.960000 sec): 3 clusters Score: Raw -608756.451138 + Penalty 4097.460854 = -604658.990284 nChanged 203 SP:Iteration 5F (40278.970000 sec): 3 clusters Score: Raw -608947.726595 + Penalty 4097.460854 = -604850.265741 nChanged 170 SP:Iteration 6Q (40278.990000 sec): 3 clusters Score: Raw -609089.318700 + Penalty 4097.460854 = -604991.857846 nChanged 139 SP:Iteration 7Q (40279.000000 sec): 3 clusters Score: Raw -609198.144457 + Penalty 4097.460854 = -605100.683603 nChanged 128 SP:Iteration 8Q (40279.020000 sec): 3 clusters Score: Raw -609294.127358 + Penalty 4097.460854 = -605196.666504 nChanged 109 SP:Iteration 9Q (40279.030000 sec): 3 clusters Score: Raw -609381.645288 + Penalty 4097.460854 = -605284.184434 nChanged 97 SP:Iteration 10Q (40279.050000 sec): 3 clusters Score: Raw -609449.463109 + Penalty 4097.460854 = -605352.002255 nChanged 70 SP:Iteration 11Q (40279.070000 sec): 3 clusters Score: Raw -609497.122438 + Penalty 4097.460854 = -605399.661584 nChanged 56 SP:Iteration 12Q (40279.080000 sec): 3 clusters Score: Raw -609533.283155 + Penalty 4097.460854 = -605435.822301 nChanged 51 SP:Iteration 13Q (40279.100000 sec): 3 clusters Score: Raw -609566.177688 + Penalty 4097.460854 = -605468.716834 nChanged 46 SP:Iteration 14Q (40279.110000 sec): 3 clusters Score: Raw -609597.281543 + Penalty 4097.460854 = -605499.820689 nChanged 34 SP:Iteration 15Q (40279.130000 sec): 3 clusters Score: Raw -609620.765656 + Penalty 4097.460854 = -605523.304803 nChanged 37 SP:Iteration 16Q (40279.140000 sec): 3 clusters Score: Raw -609649.531890 + Penalty 4097.460854 = -605552.071036 nChanged 40 SP:Iteration 17Q (40279.160000 sec): 3 clusters Score: Raw -609679.547556 + Penalty 4097.460854 = -605582.086702 nChanged 31 SP:Iteration 18Q (40279.170000 sec): 3 clusters Score: Raw -609698.909718 + Penalty 4097.460854 = -605601.448864 nChanged 26 SP:Iteration 19Q (40279.190000 sec): 3 clusters Score: Raw -609716.740066 + Penalty 4097.460854 = -605619.279212 nChanged 21 SP:Iteration 20F (40279.200000 sec): 3 clusters Score: Raw -609730.667199 + Penalty 4097.460854 = -605633.206345 nChanged 20 SP:Iteration 21Q (40279.220000 sec): 3 clusters Score: Raw -609745.370437 + Penalty 4097.460854 = -605647.909583 nChanged 14 SP:Iteration 22Q (40279.230000 sec): 3 clusters Score: Raw -609753.837343 + Penalty 4097.460854 = -605656.376489 nChanged 7 SP:Iteration 23Q (40279.250000 sec): 3 clusters Score: Raw -609757.488530 + Penalty 4097.460854 = -605660.027676 nChanged 5 SP:Iteration 24Q (40279.270000 sec): 3 clusters Score: Raw -609760.085943 + Penalty 4097.460854 = -605662.625089 nChanged 5 SP:Iteration 25Q (40279.280000 sec): 3 clusters Score: Raw -609762.844657 + Penalty 4097.460854 = -605665.383803 nChanged 9 SP:Iteration 26Q (40279.290000 sec): 3 clusters Score: Raw -609767.152362 + Penalty 4097.460854 = -605669.691508 nChanged 6 SP:Iteration 27Q (40279.310000 sec): 3 clusters Score: Raw -609769.540104 + Penalty 4097.460854 = -605672.079250 nChanged 7 SP:Iteration 28Q (40279.330000 sec): 3 clusters Score: Raw -609773.403272 + Penalty 4097.460854 = -605675.942418 nChanged 6 SP:Iteration 29Q (40279.340000 sec): 3 clusters Score: Raw -609776.047389 + Penalty 4097.460854 = -605678.586535 nChanged 2 SP:Iteration 30Q (40279.350000 sec): 3 clusters Score: Raw -609777.141679 + Penalty 4097.460854 = -605679.680826 nChanged 2 SP:Iteration 31Q (40279.370000 sec): 3 clusters Score: Raw -609777.602576 + Penalty 4097.460854 = -605680.141722 nChanged 1 SP:Iteration 32Q (40279.390000 sec): 3 clusters Score: Raw -609777.960286 + Penalty 4097.460854 = -605680.499432 nChanged 1 SP:Iteration 33Q (40279.400000 sec): 3 clusters Score: Raw -609778.375422 + Penalty 4097.460854 = -605680.914568 nChanged 0 SP:Iteration 34F (40279.410000 sec): 3 clusters Score: Raw -609778.375422 + Penalty 4097.460854 = -605680.914568 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 19 (524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40279.420000 sec): 2 clusters Score: Raw -77467.681325 + Penalty 1552.849938 = -75914.831387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40279.430000 sec): 3 clusters Score: Raw -77485.692875 + Penalty 3105.699875 = -74379.992999 nChanged 88 SP:Iteration 1F (40279.430000 sec): 3 clusters Score: Raw -77678.049868 + Penalty 3105.699875 = -74572.349992 nChanged 35 SP:Iteration 2F (40279.430000 sec): 3 clusters Score: Raw -77836.878183 + Penalty 3105.699875 = -74731.178308 nChanged 14 SP:Iteration 3Q (40279.430000 sec): 3 clusters Score: Raw -78109.173213 + Penalty 3105.699875 = -75003.473337 nChanged 29 SP:Iteration 4F (40279.430000 sec): 3 clusters Score: Raw -78175.070267 + Penalty 3105.699875 = -75069.370392 nChanged 9 SP:Iteration 5Q (40279.430000 sec): 3 clusters Score: Raw -78195.818741 + Penalty 3105.699875 = -75090.118865 nChanged 8 SP:Iteration 6Q (40279.440000 sec): 3 clusters Score: Raw -78215.372499 + Penalty 3105.699875 = -75109.672623 nChanged 10 SP:Iteration 7Q (40279.440000 sec): 3 clusters Score: Raw -78236.489833 + Penalty 3105.699875 = -75130.789958 nChanged 8 SP:Iteration 8Q (40279.440000 sec): 3 clusters Score: Raw -78254.954186 + Penalty 3105.699875 = -75149.254311 nChanged 8 SP:Iteration 9Q (40279.440000 sec): 3 clusters Score: Raw -78277.974762 + Penalty 3105.699875 = -75172.274886 nChanged 8 SP:Iteration 10Q (40279.450000 sec): 3 clusters Score: Raw -78305.230152 + Penalty 3105.699875 = -75199.530277 nChanged 5 SP:Iteration 11Q (40279.450000 sec): 3 clusters Score: Raw -78327.715164 + Penalty 3105.699875 = -75222.015288 nChanged 3 SP:Iteration 12Q (40279.450000 sec): 3 clusters Score: Raw -78343.738536 + Penalty 3105.699875 = -75238.038660 nChanged 6 SP:Iteration 13Q (40279.450000 sec): 3 clusters Score: Raw -78367.216392 + Penalty 3105.699875 = -75261.516516 nChanged 6 SP:Iteration 14Q (40279.450000 sec): 3 clusters Score: Raw -78390.442523 + Penalty 3105.699875 = -75284.742648 nChanged 5 SP:Iteration 15Q (40279.450000 sec): 3 clusters Score: Raw -78408.415611 + Penalty 3105.699875 = -75302.715736 nChanged 2 SP:Iteration 16Q (40279.460000 sec): 3 clusters Score: Raw -78412.502222 + Penalty 3105.699875 = -75306.802346 nChanged 1 SP:Iteration 17Q (40279.460000 sec): 3 clusters Score: Raw -78414.855395 + Penalty 3105.699875 = -75309.155520 nChanged 0 SP:Iteration 18F (40279.460000 sec): 3 clusters Score: Raw -78414.855395 + Penalty 3105.699875 = -75309.155520 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 20 (1064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40279.470000 sec): 2 clusters Score: Raw -172774.604278 + Penalty 1728.508086 = -171046.096191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40279.470000 sec): 3 clusters Score: Raw -172508.587895 + Penalty 3457.016172 = -169051.571723 nChanged 279 SP:Iteration 1F (40279.480000 sec): 3 clusters Score: Raw -172794.311727 + Penalty 3457.016172 = -169337.295555 nChanged 69 SP:Iteration 2F (40279.480000 sec): 3 clusters Score: Raw -172869.865964 + Penalty 3457.016172 = -169412.849792 nChanged 28 SP:Iteration 3Q (40279.490000 sec): 3 clusters Score: Raw -172901.890310 + Penalty 3457.016172 = -169444.874138 nChanged 19 SP:Iteration 4Q (40279.490000 sec): 3 clusters Score: Raw -172921.422128 + Penalty 3457.016172 = -169464.405956 nChanged 9 SP:Iteration 5Q (40279.500000 sec): 3 clusters Score: Raw -172929.092847 + Penalty 3457.016172 = -169472.076674 nChanged 9 SP:Iteration 6Q (40279.500000 sec): 3 clusters Score: Raw -172936.925949 + Penalty 3457.016172 = -169479.909777 nChanged 9 SP:Iteration 7Q (40279.510000 sec): 3 clusters Score: Raw -172948.904451 + Penalty 3457.016172 = -169491.888279 nChanged 13 SP:Iteration 8Q (40279.510000 sec): 3 clusters Score: Raw -172962.532397 + Penalty 3457.016172 = -169505.516225 nChanged 6 SP:Iteration 9Q (40279.510000 sec): 3 clusters Score: Raw -172968.756114 + Penalty 3457.016172 = -169511.739942 nChanged 4 SP:Iteration 10Q (40279.520000 sec): 3 clusters Score: Raw -172970.559182 + Penalty 3457.016172 = -169513.543010 nChanged 1 SP:Iteration 11Q (40279.520000 sec): 3 clusters Score: Raw -172971.094169 + Penalty 3457.016172 = -169514.077997 nChanged 2 SP:Iteration 12Q (40279.530000 sec): 3 clusters Score: Raw -172976.228272 + Penalty 3457.016172 = -169519.212100 nChanged 4 SP:Iteration 13Q (40279.530000 sec): 3 clusters Score: Raw -172981.786478 + Penalty 3457.016172 = -169524.770306 nChanged 4 SP:Iteration 14Q (40279.530000 sec): 3 clusters Score: Raw -172987.462165 + Penalty 3457.016172 = -169530.445993 nChanged 4 SP:Iteration 15Q (40279.540000 sec): 3 clusters Score: Raw -172990.603230 + Penalty 3457.016172 = -169533.587057 nChanged 2 SP:Iteration 16Q (40279.540000 sec): 3 clusters Score: Raw -172992.616054 + Penalty 3457.016172 = -169535.599881 nChanged 1 SP:Iteration 17Q (40279.550000 sec): 3 clusters Score: Raw -172993.277999 + Penalty 3457.016172 = -169536.261827 nChanged 0 SP:Iteration 18F (40279.550000 sec): 3 clusters Score: Raw -172993.277999 + Penalty 3457.016172 = -169536.261827 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 21 (11003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40279.600000 sec): 2 clusters Score: Raw -1762376.682433 + Penalty 2307.868964 = -1760068.813469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40279.640000 sec): 3 clusters Score: Raw -1756403.440210 + Penalty 4615.737928 = -1751787.702282 nChanged 4627 SP:Iteration 1F (40279.690000 sec): 3 clusters Score: Raw -1759001.783058 + Penalty 4615.737928 = -1754386.045130 nChanged 852 SP:Iteration 2F (40279.730000 sec): 3 clusters Score: Raw -1759571.666339 + Penalty 4615.737928 = -1754955.928411 nChanged 788 SP:Iteration 3F (40279.780000 sec): 3 clusters Score: Raw -1760145.150395 + Penalty 4615.737928 = -1755529.412467 nChanged 733 SP:Iteration 4F (40279.830000 sec): 3 clusters Score: Raw -1760687.173855 + Penalty 4615.737928 = -1756071.435927 nChanged 681 SP:Iteration 5F (40279.870000 sec): 3 clusters Score: Raw -1761152.515681 + Penalty 4615.737928 = -1756536.777753 nChanged 556 SP:Iteration 6F (40279.910000 sec): 3 clusters Score: Raw -1761509.700726 + Penalty 4615.737928 = -1756893.962798 nChanged 476 SP:Iteration 7Q (40279.960000 sec): 3 clusters Score: Raw -1761758.796752 + Penalty 4615.737928 = -1757143.058824 nChanged 344 SP:Iteration 8Q (40280.000000 sec): 3 clusters Score: Raw -1761916.290071 + Penalty 4615.737928 = -1757300.552143 nChanged 256 SP:Iteration 9Q (40280.050000 sec): 3 clusters Score: Raw -1762006.280137 + Penalty 4615.737928 = -1757390.542209 nChanged 180 SP:Iteration 10Q (40280.090000 sec): 3 clusters Score: Raw -1762059.511009 + Penalty 4615.737928 = -1757443.773081 nChanged 119 SP:Iteration 11Q (40280.140000 sec): 3 clusters Score: Raw -1762091.821457 + Penalty 4615.737928 = -1757476.083529 nChanged 94 SP:Iteration 12Q (40280.180000 sec): 3 clusters Score: Raw -1762112.093162 + Penalty 4615.737928 = -1757496.355234 nChanged 74 SP:Iteration 13Q (40280.230000 sec): 3 clusters Score: Raw -1762125.825588 + Penalty 4615.737928 = -1757510.087660 nChanged 43 SP:Iteration 14Q (40280.270000 sec): 3 clusters Score: Raw -1762131.878266 + Penalty 4615.737928 = -1757516.140338 nChanged 20 SP:Iteration 15Q (40280.320000 sec): 3 clusters Score: Raw -1762134.985345 + Penalty 4615.737928 = -1757519.247417 nChanged 17 SP:Iteration 16Q (40280.360000 sec): 3 clusters Score: Raw -1762137.478204 + Penalty 4615.737928 = -1757521.740276 nChanged 17 SP:Iteration 17Q (40280.410000 sec): 3 clusters Score: Raw -1762140.028824 + Penalty 4615.737928 = -1757524.290896 nChanged 16 SP:Iteration 18Q (40280.450000 sec): 3 clusters Score: Raw -1762142.230549 + Penalty 4615.737928 = -1757526.492621 nChanged 11 SP:Iteration 19Q (40280.500000 sec): 3 clusters Score: Raw -1762144.209736 + Penalty 4615.737928 = -1757528.471808 nChanged 8 SP:Iteration 20F (40280.540000 sec): 3 clusters Score: Raw -1762145.321011 + Penalty 4615.737928 = -1757529.583083 nChanged 10 SP:Iteration 21Q (40280.590000 sec): 3 clusters Score: Raw -1762146.927491 + Penalty 4615.737928 = -1757531.189563 nChanged 13 SP:Iteration 22Q (40280.630000 sec): 3 clusters Score: Raw -1762149.288078 + Penalty 4615.737928 = -1757533.550150 nChanged 14 SP:Iteration 23Q (40280.680000 sec): 3 clusters Score: Raw -1762150.739266 + Penalty 4615.737928 = -1757535.001338 nChanged 8 SP:Iteration 24Q (40280.720000 sec): 3 clusters Score: Raw -1762151.924831 + Penalty 4615.737928 = -1757536.186903 nChanged 6 SP:Iteration 25Q (40280.770000 sec): 3 clusters Score: Raw -1762152.760872 + Penalty 4615.737928 = -1757537.022944 nChanged 3 SP:Iteration 26Q (40280.810000 sec): 3 clusters Score: Raw -1762153.103638 + Penalty 4615.737928 = -1757537.365710 nChanged 2 SP:Iteration 27Q (40280.850000 sec): 3 clusters Score: Raw -1762153.202193 + Penalty 4615.737928 = -1757537.464265 nChanged 1 SP:Iteration 28Q (40280.900000 sec): 3 clusters Score: Raw -1762153.320483 + Penalty 4615.737928 = -1757537.582555 nChanged 1 SP:Iteration 29Q (40280.950000 sec): 3 clusters Score: Raw -1762153.456549 + Penalty 4615.737928 = -1757537.718621 nChanged 3 SP:Iteration 30Q (40280.990000 sec): 3 clusters Score: Raw -1762153.698318 + Penalty 4615.737928 = -1757537.960390 nChanged 1 SP:Iteration 31Q (40281.030000 sec): 3 clusters Score: Raw -1762153.898699 + Penalty 4615.737928 = -1757538.160771 nChanged 2 SP:Iteration 32Q (40281.080000 sec): 3 clusters Score: Raw -1762154.157216 + Penalty 4615.737928 = -1757538.419288 nChanged 3 SP:Iteration 33Q (40281.120000 sec): 3 clusters Score: Raw -1762154.703023 + Penalty 4615.737928 = -1757538.965095 nChanged 2 SP:Iteration 34Q (40281.170000 sec): 3 clusters Score: Raw -1762155.027536 + Penalty 4615.737928 = -1757539.289608 nChanged 2 SP:Iteration 35Q (40281.210000 sec): 3 clusters Score: Raw -1762155.183564 + Penalty 4615.737928 = -1757539.445636 nChanged 0 SP:Iteration 36F (40281.260000 sec): 3 clusters Score: Raw -1762155.183564 + Penalty 4615.737928 = -1757539.445636 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 22 (1981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40281.270000 sec): 2 clusters Score: Raw -277082.768201 + Penalty 1882.656548 = -275200.111654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40281.280000 sec): 3 clusters Score: Raw -276409.062079 + Penalty 3765.313095 = -272643.748984 nChanged 652 SP:Iteration 1F (40281.290000 sec): 3 clusters Score: Raw -277021.264252 + Penalty 3765.313095 = -273255.951157 nChanged 179 SP:Iteration 2F (40281.290000 sec): 3 clusters Score: Raw -277272.636118 + Penalty 3765.313095 = -273507.323023 nChanged 129 SP:Iteration 3F (40281.300000 sec): 3 clusters Score: Raw -277438.615504 + Penalty 3765.313095 = -273673.302409 nChanged 79 SP:Iteration 4Q (40281.310000 sec): 3 clusters Score: Raw -277533.720853 + Penalty 3765.313095 = -273768.407758 nChanged 63 SP:Iteration 5Q (40281.320000 sec): 3 clusters Score: Raw -277610.964584 + Penalty 3765.313095 = -273845.651489 nChanged 57 SP:Iteration 6Q (40281.330000 sec): 3 clusters Score: Raw -277676.071735 + Penalty 3765.313095 = -273910.758640 nChanged 45 SP:Iteration 7Q (40281.330000 sec): 3 clusters Score: Raw -277726.662147 + Penalty 3765.313095 = -273961.349052 nChanged 36 SP:Iteration 8Q (40281.340000 sec): 3 clusters Score: Raw -277766.799572 + Penalty 3765.313095 = -274001.486477 nChanged 22 SP:Iteration 9Q (40281.350000 sec): 3 clusters Score: Raw -277789.244759 + Penalty 3765.313095 = -274023.931663 nChanged 19 SP:Iteration 10Q (40281.360000 sec): 3 clusters Score: Raw -277805.067917 + Penalty 3765.313095 = -274039.754822 nChanged 15 SP:Iteration 11Q (40281.370000 sec): 3 clusters Score: Raw -277821.749759 + Penalty 3765.313095 = -274056.436664 nChanged 16 SP:Iteration 12Q (40281.370000 sec): 3 clusters Score: Raw -277835.886062 + Penalty 3765.313095 = -274070.572967 nChanged 9 SP:Iteration 13Q (40281.380000 sec): 3 clusters Score: Raw -277842.470710 + Penalty 3765.313095 = -274077.157614 nChanged 9 SP:Iteration 14Q (40281.390000 sec): 3 clusters Score: Raw -277852.600343 + Penalty 3765.313095 = -274087.287247 nChanged 9 SP:Iteration 15Q (40281.400000 sec): 3 clusters Score: Raw -277861.997702 + Penalty 3765.313095 = -274096.684607 nChanged 12 SP:Iteration 16Q (40281.410000 sec): 3 clusters Score: Raw -277874.778078 + Penalty 3765.313095 = -274109.464983 nChanged 10 SP:Iteration 17Q (40281.410000 sec): 3 clusters Score: Raw -277884.451704 + Penalty 3765.313095 = -274119.138609 nChanged 10 SP:Iteration 18Q (40281.420000 sec): 3 clusters Score: Raw -277891.946037 + Penalty 3765.313095 = -274126.632941 nChanged 14 SP:Iteration 19Q (40281.430000 sec): 3 clusters Score: Raw -277907.502662 + Penalty 3765.313095 = -274142.189567 nChanged 17 SP:Iteration 20F (40281.440000 sec): 3 clusters Score: Raw -277922.305091 + Penalty 3765.313095 = -274156.991995 nChanged 12 SP:Iteration 21Q (40281.450000 sec): 3 clusters Score: Raw -277931.362717 + Penalty 3765.313095 = -274166.049622 nChanged 14 SP:Iteration 22Q (40281.450000 sec): 3 clusters Score: Raw -277946.998823 + Penalty 3765.313095 = -274181.685728 nChanged 8 SP:Iteration 23Q (40281.460000 sec): 3 clusters Score: Raw -277953.898013 + Penalty 3765.313095 = -274188.584918 nChanged 7 SP:Iteration 24Q (40281.470000 sec): 3 clusters Score: Raw -277962.292099 + Penalty 3765.313095 = -274196.979004 nChanged 9 SP:Iteration 25Q (40281.470000 sec): 3 clusters Score: Raw -277973.257934 + Penalty 3765.313095 = -274207.944839 nChanged 11 SP:Iteration 26Q (40281.480000 sec): 3 clusters Score: Raw -277981.554117 + Penalty 3765.313095 = -274216.241022 nChanged 6 SP:Iteration 27Q (40281.490000 sec): 3 clusters Score: Raw -277987.228886 + Penalty 3765.313095 = -274221.915791 nChanged 4 SP:Iteration 28Q (40281.490000 sec): 3 clusters Score: Raw -277990.547721 + Penalty 3765.313095 = -274225.234625 nChanged 5 SP:Iteration 29Q (40281.500000 sec): 3 clusters Score: Raw -277994.407377 + Penalty 3765.313095 = -274229.094282 nChanged 3 SP:Iteration 30Q (40281.510000 sec): 3 clusters Score: Raw -277996.679855 + Penalty 3765.313095 = -274231.366760 nChanged 3 SP:Iteration 31Q (40281.520000 sec): 3 clusters Score: Raw -277999.130328 + Penalty 3765.313095 = -274233.817232 nChanged 3 SP:Iteration 32Q (40281.530000 sec): 3 clusters Score: Raw -278001.615077 + Penalty 3765.313095 = -274236.301982 nChanged 7 SP:Iteration 33Q (40281.530000 sec): 3 clusters Score: Raw -278006.445576 + Penalty 3765.313095 = -274241.132480 nChanged 5 SP:Iteration 34Q (40281.540000 sec): 3 clusters Score: Raw -278012.101795 + Penalty 3765.313095 = -274246.788700 nChanged 6 SP:Iteration 35Q (40281.550000 sec): 3 clusters Score: Raw -278016.760044 + Penalty 3765.313095 = -274251.446949 nChanged 7 SP:Iteration 36Q (40281.550000 sec): 3 clusters Score: Raw -278022.676005 + Penalty 3765.313095 = -274257.362909 nChanged 9 SP:Iteration 37Q (40281.560000 sec): 3 clusters Score: Raw -278033.759273 + Penalty 3765.313095 = -274268.446178 nChanged 11 SP:Iteration 38Q (40281.570000 sec): 3 clusters Score: Raw -278044.046382 + Penalty 3765.313095 = -274278.733287 nChanged 10 SP:Iteration 39Q (40281.570000 sec): 3 clusters Score: Raw -278062.154472 + Penalty 3765.313095 = -274296.841377 nChanged 10 SP:Iteration 40F (40281.580000 sec): 3 clusters Score: Raw -278073.956657 + Penalty 3765.313095 = -274308.643561 nChanged 10 SP:Iteration 41Q (40281.590000 sec): 3 clusters Score: Raw -278088.395299 + Penalty 3765.313095 = -274323.082204 nChanged 11 SP:Iteration 42Q (40281.600000 sec): 3 clusters Score: Raw -278106.018582 + Penalty 3765.313095 = -274340.705487 nChanged 14 SP:Iteration 43Q (40281.610000 sec): 3 clusters Score: Raw -278119.283615 + Penalty 3765.313095 = -274353.970519 nChanged 9 SP:Iteration 44Q (40281.610000 sec): 3 clusters Score: Raw -278126.841633 + Penalty 3765.313095 = -274361.528538 nChanged 3 SP:Iteration 45Q (40281.620000 sec): 3 clusters Score: Raw -278130.567241 + Penalty 3765.313095 = -274365.254146 nChanged 5 SP:Iteration 46Q (40281.630000 sec): 3 clusters Score: Raw -278134.774634 + Penalty 3765.313095 = -274369.461538 nChanged 1 SP:Iteration 47Q (40281.630000 sec): 3 clusters Score: Raw -278135.629308 + Penalty 3765.313095 = -274370.316213 nChanged 2 SP:Iteration 48Q (40281.640000 sec): 3 clusters Score: Raw -278139.321489 + Penalty 3765.313095 = -274374.008393 nChanged 3 SP:Iteration 49Q (40281.650000 sec): 3 clusters Score: Raw -278141.648393 + Penalty 3765.313095 = -274376.335298 nChanged 2 SP:Iteration 50Q (40281.650000 sec): 3 clusters Score: Raw -278143.874176 + Penalty 3765.313095 = -274378.561080 nChanged 3 SP:Iteration 51Q (40281.660000 sec): 3 clusters Score: Raw -278146.021849 + Penalty 3765.313095 = -274380.708753 nChanged 4 SP:Iteration 52Q (40281.670000 sec): 3 clusters Score: Raw -278148.935624 + Penalty 3765.313095 = -274383.622528 nChanged 2 SP:Iteration 53Q (40281.680000 sec): 3 clusters Score: Raw -278149.776654 + Penalty 3765.313095 = -274384.463558 nChanged 4 SP:Iteration 54Q (40281.680000 sec): 3 clusters Score: Raw -278152.820895 + Penalty 3765.313095 = -274387.507800 nChanged 3 SP:Iteration 55Q (40281.690000 sec): 3 clusters Score: Raw -278154.763563 + Penalty 3765.313095 = -274389.450468 nChanged 2 SP:Iteration 56Q (40281.700000 sec): 3 clusters Score: Raw -278156.689769 + Penalty 3765.313095 = -274391.376674 nChanged 6 SP:Iteration 57Q (40281.710000 sec): 3 clusters Score: Raw -278161.670365 + Penalty 3765.313095 = -274396.357270 nChanged 1 SP:Iteration 58Q (40281.710000 sec): 3 clusters Score: Raw -278162.641474 + Penalty 3765.313095 = -274397.328379 nChanged 1 SP:Iteration 59Q (40281.720000 sec): 3 clusters Score: Raw -278163.286007 + Penalty 3765.313095 = -274397.972912 nChanged 0 SP:Iteration 60F (40281.730000 sec): 3 clusters Score: Raw -278163.286007 + Penalty 3765.313095 = -274397.972912 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 23 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40281.730000 sec): 2 clusters Score: Raw -8753.712047 + Penalty 1101.777512 = -7651.934535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40281.730000 sec): 3 clusters Score: Raw -9248.151095 + Penalty 2203.555023 = -7044.596072 nChanged 2 SP:Iteration 1Q (40281.730000 sec): 3 clusters Score: Raw -9305.174195 + Penalty 2203.555023 = -7101.619171 nChanged 0 SP:Iteration 2F (40281.730000 sec): 3 clusters Score: Raw -9305.174195 + Penalty 2203.555023 = -7101.619171 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 24 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40281.740000 sec): 2 clusters Score: Raw -24726.813423 + Penalty 1316.450389 = -23410.363034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40281.740000 sec): 3 clusters Score: Raw -25033.010126 + Penalty 2632.900778 = -22400.109348 nChanged 30 SP:Iteration 1F (40281.740000 sec): 3 clusters Score: Raw -25172.416094 + Penalty 2632.900778 = -22539.515316 nChanged 9 SP:Iteration 2Q (40281.740000 sec): 3 clusters Score: Raw -25276.598419 + Penalty 2632.900778 = -22643.697641 nChanged 8 SP:Iteration 3Q (40281.740000 sec): 3 clusters Score: Raw -25415.042444 + Penalty 2632.900778 = -22782.141666 nChanged 7 SP:Iteration 4Q (40281.740000 sec): 3 clusters Score: Raw -25440.906969 + Penalty 2632.900778 = -22808.006191 nChanged 2 SP:Iteration 5Q (40281.740000 sec): 3 clusters Score: Raw -25445.447225 + Penalty 2632.900778 = -22812.546447 nChanged 0 SP:Iteration 6F (40281.750000 sec): 3 clusters Score: Raw -25445.447225 + Penalty 2632.900778 = -22812.546447 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 25 (613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40281.750000 sec): 2 clusters Score: Raw -92957.590366 + Penalty 1591.754504 = -91365.835862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40281.750000 sec): 3 clusters Score: Raw -92911.318825 + Penalty 3183.509008 = -89727.809817 nChanged 135 SP:Iteration 1F (40281.760000 sec): 3 clusters Score: Raw -93197.397299 + Penalty 3183.509008 = -90013.888291 nChanged 46 SP:Iteration 2F (40281.760000 sec): 3 clusters Score: Raw -93287.387814 + Penalty 3183.509008 = -90103.878806 nChanged 24 SP:Iteration 3Q (40281.760000 sec): 3 clusters Score: Raw -93342.404044 + Penalty 3183.509008 = -90158.895036 nChanged 17 SP:Iteration 4Q (40281.770000 sec): 3 clusters Score: Raw -93392.522110 + Penalty 3183.509008 = -90209.013102 nChanged 20 SP:Iteration 5Q (40281.770000 sec): 3 clusters Score: Raw -93433.564460 + Penalty 3183.509008 = -90250.055452 nChanged 19 SP:Iteration 6Q (40281.770000 sec): 3 clusters Score: Raw -93487.384602 + Penalty 3183.509008 = -90303.875594 nChanged 16 SP:Iteration 7Q (40281.770000 sec): 3 clusters Score: Raw -93522.493018 + Penalty 3183.509008 = -90338.984010 nChanged 9 SP:Iteration 8Q (40281.770000 sec): 3 clusters Score: Raw -93548.839752 + Penalty 3183.509008 = -90365.330744 nChanged 8 SP:Iteration 9Q (40281.780000 sec): 3 clusters Score: Raw -93564.025778 + Penalty 3183.509008 = -90380.516770 nChanged 5 SP:Iteration 10Q (40281.780000 sec): 3 clusters Score: Raw -93574.875241 + Penalty 3183.509008 = -90391.366233 nChanged 5 SP:Iteration 11Q (40281.780000 sec): 3 clusters Score: Raw -93591.446850 + Penalty 3183.509008 = -90407.937842 nChanged 7 SP:Iteration 12Q (40281.780000 sec): 3 clusters Score: Raw -93610.018713 + Penalty 3183.509008 = -90426.509705 nChanged 9 SP:Iteration 13Q (40281.790000 sec): 3 clusters Score: Raw -93642.538565 + Penalty 3183.509008 = -90459.029557 nChanged 14 SP:Iteration 14Q (40281.790000 sec): 3 clusters Score: Raw -93679.457563 + Penalty 3183.509008 = -90495.948555 nChanged 11 SP:Iteration 15Q (40281.790000 sec): 3 clusters Score: Raw -93717.973805 + Penalty 3183.509008 = -90534.464797 nChanged 8 SP:Iteration 16Q (40281.790000 sec): 3 clusters Score: Raw -93755.671901 + Penalty 3183.509008 = -90572.162893 nChanged 6 SP:Iteration 17Q (40281.790000 sec): 3 clusters Score: Raw -93790.371360 + Penalty 3183.509008 = -90606.862351 nChanged 7 SP:Iteration 18Q (40281.800000 sec): 3 clusters Score: Raw -93847.819138 + Penalty 3183.509008 = -90664.310130 nChanged 3 SP:Iteration 19Q (40281.800000 sec): 3 clusters Score: Raw -93883.720816 + Penalty 3183.509008 = -90700.211808 nChanged 6 SP:Iteration 20F (40281.800000 sec): 3 clusters Score: Raw -93899.426326 + Penalty 3183.509008 = -90715.917318 nChanged 5 SP:Iteration 21Q (40281.800000 sec): 3 clusters Score: Raw -93909.100015 + Penalty 3183.509008 = -90725.591007 nChanged 0 SP:Iteration 22F (40281.810000 sec): 3 clusters Score: Raw -93909.100015 + Penalty 3183.509008 = -90725.591007 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 26 (10928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40281.850000 sec): 2 clusters Score: Raw -1760680.663965 + Penalty 2306.172728 = -1758374.491237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40281.900000 sec): 3 clusters Score: Raw -1754659.393253 + Penalty 4612.345457 = -1750047.047797 nChanged 4598 SP:Iteration 1F (40281.940000 sec): 3 clusters Score: Raw -1757182.337134 + Penalty 4612.345457 = -1752569.991678 nChanged 709 SP:Iteration 2F (40281.990000 sec): 3 clusters Score: Raw -1757525.564480 + Penalty 4612.345457 = -1752913.219024 nChanged 582 SP:Iteration 3F (40282.030000 sec): 3 clusters Score: Raw -1757826.385958 + Penalty 4612.345457 = -1753214.040501 nChanged 522 SP:Iteration 4Q (40282.080000 sec): 3 clusters Score: Raw -1758088.493918 + Penalty 4612.345457 = -1753476.148462 nChanged 459 SP:Iteration 5Q (40282.120000 sec): 3 clusters Score: Raw -1758353.237443 + Penalty 4612.345457 = -1753740.891986 nChanged 491 SP:Iteration 6Q (40282.170000 sec): 3 clusters Score: Raw -1758638.229560 + Penalty 4612.345457 = -1754025.884104 nChanged 501 SP:Iteration 7Q (40282.210000 sec): 3 clusters Score: Raw -1758969.765386 + Penalty 4612.345457 = -1754357.419930 nChanged 506 SP:Iteration 8Q (40282.260000 sec): 3 clusters Score: Raw -1759342.012836 + Penalty 4612.345457 = -1754729.667379 nChanged 506 SP:Iteration 9Q (40282.300000 sec): 3 clusters Score: Raw -1759758.908853 + Penalty 4612.345457 = -1755146.563397 nChanged 439 SP:Iteration 10Q (40282.350000 sec): 3 clusters Score: Raw -1760147.098786 + Penalty 4612.345457 = -1755534.753329 nChanged 392 SP:Iteration 11Q (40282.390000 sec): 3 clusters Score: Raw -1760549.070128 + Penalty 4612.345457 = -1755936.724671 nChanged 318 SP:Iteration 12Q (40282.430000 sec): 3 clusters Score: Raw -1760907.122286 + Penalty 4612.345457 = -1756294.776829 nChanged 246 SP:Iteration 13Q (40282.470000 sec): 3 clusters Score: Raw -1761151.632789 + Penalty 4612.345457 = -1756539.287332 nChanged 169 SP:Iteration 14Q (40282.510000 sec): 3 clusters Score: Raw -1761272.787386 + Penalty 4612.345457 = -1756660.441929 nChanged 96 SP:Iteration 15Q (40282.550000 sec): 3 clusters Score: Raw -1761326.334920 + Penalty 4612.345457 = -1756713.989464 nChanged 65 SP:Iteration 16Q (40282.590000 sec): 3 clusters Score: Raw -1761358.041737 + Penalty 4612.345457 = -1756745.696280 nChanged 49 SP:Iteration 17Q (40282.620000 sec): 3 clusters Score: Raw -1761377.543621 + Penalty 4612.345457 = -1756765.198165 nChanged 40 SP:Iteration 18Q (40282.660000 sec): 3 clusters Score: Raw -1761392.050812 + Penalty 4612.345457 = -1756779.705355 nChanged 31 SP:Iteration 19Q (40282.700000 sec): 3 clusters Score: Raw -1761402.007104 + Penalty 4612.345457 = -1756789.661647 nChanged 15 SP:Iteration 20F (40282.740000 sec): 3 clusters Score: Raw -1761406.150022 + Penalty 4612.345457 = -1756793.804566 nChanged 14 SP:Iteration 21Q (40282.780000 sec): 3 clusters Score: Raw -1761410.316780 + Penalty 4612.345457 = -1756797.971323 nChanged 13 SP:Iteration 22Q (40282.810000 sec): 3 clusters Score: Raw -1761414.100602 + Penalty 4612.345457 = -1756801.755145 nChanged 11 SP:Iteration 23Q (40282.850000 sec): 3 clusters Score: Raw -1761417.766136 + Penalty 4612.345457 = -1756805.420679 nChanged 13 SP:Iteration 24Q (40282.890000 sec): 3 clusters Score: Raw -1761422.587947 + Penalty 4612.345457 = -1756810.242491 nChanged 13 SP:Iteration 25Q (40282.920000 sec): 3 clusters Score: Raw -1761426.921949 + Penalty 4612.345457 = -1756814.576492 nChanged 16 SP:Iteration 26Q (40282.960000 sec): 3 clusters Score: Raw -1761432.097384 + Penalty 4612.345457 = -1756819.751927 nChanged 10 SP:Iteration 27Q (40283.000000 sec): 3 clusters Score: Raw -1761435.608686 + Penalty 4612.345457 = -1756823.263229 nChanged 10 SP:Iteration 28Q (40283.030000 sec): 3 clusters Score: Raw -1761438.950204 + Penalty 4612.345457 = -1756826.604748 nChanged 6 SP:Iteration 29Q (40283.070000 sec): 3 clusters Score: Raw -1761441.175052 + Penalty 4612.345457 = -1756828.829596 nChanged 9 SP:Iteration 30Q (40283.110000 sec): 3 clusters Score: Raw -1761443.115096 + Penalty 4612.345457 = -1756830.769640 nChanged 3 SP:Iteration 31Q (40283.150000 sec): 3 clusters Score: Raw -1761444.528286 + Penalty 4612.345457 = -1756832.182830 nChanged 3 SP:Iteration 32Q (40283.180000 sec): 3 clusters Score: Raw -1761445.634710 + Penalty 4612.345457 = -1756833.289253 nChanged 4 SP:Iteration 33Q (40283.220000 sec): 3 clusters Score: Raw -1761447.057874 + Penalty 4612.345457 = -1756834.712418 nChanged 5 SP:Iteration 34Q (40283.250000 sec): 3 clusters Score: Raw -1761449.126737 + Penalty 4612.345457 = -1756836.781280 nChanged 9 SP:Iteration 35Q (40283.290000 sec): 3 clusters Score: Raw -1761452.226306 + Penalty 4612.345457 = -1756839.880849 nChanged 8 SP:Iteration 36Q (40283.330000 sec): 3 clusters Score: Raw -1761454.615332 + Penalty 4612.345457 = -1756842.269876 nChanged 3 SP:Iteration 37Q (40283.370000 sec): 3 clusters Score: Raw -1761455.376456 + Penalty 4612.345457 = -1756843.030999 nChanged 1 SP:Iteration 38Q (40283.400000 sec): 3 clusters Score: Raw -1761455.635387 + Penalty 4612.345457 = -1756843.289930 nChanged 1 SP:Iteration 39Q (40283.440000 sec): 3 clusters Score: Raw -1761455.767735 + Penalty 4612.345457 = -1756843.422278 nChanged 0 SP:Iteration 40F (40283.480000 sec): 3 clusters Score: Raw -1761455.767735 + Penalty 4612.345457 = -1756843.422278 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 27 (16008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40283.550000 sec): 2 clusters Score: Raw -2476435.722862 + Penalty 2400.849281 = -2474034.873581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40283.610000 sec): 3 clusters Score: Raw -2467340.597375 + Penalty 4801.698563 = -2462538.898812 nChanged 6940 SP:Iteration 1F (40283.680000 sec): 3 clusters Score: Raw -2471201.555688 + Penalty 4801.698563 = -2466399.857125 nChanged 1037 SP:Iteration 2F (40283.750000 sec): 3 clusters Score: Raw -2471687.590544 + Penalty 4801.698563 = -2466885.891981 nChanged 907 SP:Iteration 3F (40283.810000 sec): 3 clusters Score: Raw -2472075.863490 + Penalty 4801.698563 = -2467274.164928 nChanged 772 SP:Iteration 4Q (40283.880000 sec): 3 clusters Score: Raw -2472403.177737 + Penalty 4801.698563 = -2467601.479174 nChanged 683 SP:Iteration 5Q (40283.950000 sec): 3 clusters Score: Raw -2472706.804237 + Penalty 4801.698563 = -2467905.105674 nChanged 653 SP:Iteration 6Q (40284.010000 sec): 3 clusters Score: Raw -2473010.467050 + Penalty 4801.698563 = -2468208.768488 nChanged 695 SP:Iteration 7Q (40284.080000 sec): 3 clusters Score: Raw -2473357.487565 + Penalty 4801.698563 = -2468555.789002 nChanged 682 SP:Iteration 8Q (40284.140000 sec): 3 clusters Score: Raw -2473734.561568 + Penalty 4801.698563 = -2468932.863005 nChanged 704 SP:Iteration 9Q (40284.210000 sec): 3 clusters Score: Raw -2474184.970916 + Penalty 4801.698563 = -2469383.272353 nChanged 675 SP:Iteration 10Q (40284.270000 sec): 3 clusters Score: Raw -2474638.037914 + Penalty 4801.698563 = -2469836.339352 nChanged 633 SP:Iteration 11Q (40284.340000 sec): 3 clusters Score: Raw -2475041.743114 + Penalty 4801.698563 = -2470240.044552 nChanged 588 SP:Iteration 12Q (40284.410000 sec): 3 clusters Score: Raw -2475411.165900 + Penalty 4801.698563 = -2470609.467338 nChanged 509 SP:Iteration 13Q (40284.470000 sec): 3 clusters Score: Raw -2475715.675246 + Penalty 4801.698563 = -2470913.976684 nChanged 424 SP:Iteration 14Q (40284.530000 sec): 3 clusters Score: Raw -2475971.665172 + Penalty 4801.698563 = -2471169.966610 nChanged 366 SP:Iteration 15Q (40284.600000 sec): 3 clusters Score: Raw -2476186.469594 + Penalty 4801.698563 = -2471384.771031 nChanged 333 SP:Iteration 16Q (40284.660000 sec): 3 clusters Score: Raw -2476378.772859 + Penalty 4801.698563 = -2471577.074296 nChanged 257 SP:Iteration 17Q (40284.720000 sec): 3 clusters Score: Raw -2476518.299797 + Penalty 4801.698563 = -2471716.601235 nChanged 223 SP:Iteration 18Q (40284.780000 sec): 3 clusters Score: Raw -2476634.767462 + Penalty 4801.698563 = -2471833.068899 nChanged 174 SP:Iteration 19Q (40284.840000 sec): 3 clusters Score: Raw -2476731.970307 + Penalty 4801.698563 = -2471930.271744 nChanged 152 SP:Iteration 20F (40284.900000 sec): 3 clusters Score: Raw -2476816.448089 + Penalty 4801.698563 = -2472014.749526 nChanged 121 SP:Iteration 21Q (40284.960000 sec): 3 clusters Score: Raw -2476892.092225 + Penalty 4801.698563 = -2472090.393663 nChanged 103 SP:Iteration 22Q (40285.020000 sec): 3 clusters Score: Raw -2476944.906956 + Penalty 4801.698563 = -2472143.208394 nChanged 76 SP:Iteration 23Q (40285.070000 sec): 3 clusters Score: Raw -2476984.352910 + Penalty 4801.698563 = -2472182.654348 nChanged 59 SP:Iteration 24Q (40285.130000 sec): 3 clusters Score: Raw -2477012.928222 + Penalty 4801.698563 = -2472211.229659 nChanged 40 SP:Iteration 25Q (40285.180000 sec): 3 clusters Score: Raw -2477033.066798 + Penalty 4801.698563 = -2472231.368236 nChanged 33 SP:Iteration 26Q (40285.240000 sec): 3 clusters Score: Raw -2477047.786558 + Penalty 4801.698563 = -2472246.087995 nChanged 25 SP:Iteration 27Q (40285.290000 sec): 3 clusters Score: Raw -2477060.269904 + Penalty 4801.698563 = -2472258.571342 nChanged 22 SP:Iteration 28Q (40285.350000 sec): 3 clusters Score: Raw -2477071.520041 + Penalty 4801.698563 = -2472269.821479 nChanged 13 SP:Iteration 29Q (40285.400000 sec): 3 clusters Score: Raw -2477076.003495 + Penalty 4801.698563 = -2472274.304933 nChanged 13 SP:Iteration 30Q (40285.460000 sec): 3 clusters Score: Raw -2477079.534558 + Penalty 4801.698563 = -2472277.835995 nChanged 11 SP:Iteration 31Q (40285.510000 sec): 3 clusters Score: Raw -2477083.647092 + Penalty 4801.698563 = -2472281.948529 nChanged 5 SP:Iteration 32Q (40285.560000 sec): 3 clusters Score: Raw -2477085.245651 + Penalty 4801.698563 = -2472283.547088 nChanged 6 SP:Iteration 33Q (40285.620000 sec): 3 clusters Score: Raw -2477086.970898 + Penalty 4801.698563 = -2472285.272336 nChanged 1 SP:Iteration 34Q (40285.670000 sec): 3 clusters Score: Raw -2477087.569873 + Penalty 4801.698563 = -2472285.871311 nChanged 1 SP:Iteration 35Q (40285.730000 sec): 3 clusters Score: Raw -2477088.124537 + Penalty 4801.698563 = -2472286.425975 nChanged 2 SP:Iteration 36Q (40285.780000 sec): 3 clusters Score: Raw -2477088.808195 + Penalty 4801.698563 = -2472287.109632 nChanged 1 SP:Iteration 37Q (40285.830000 sec): 3 clusters Score: Raw -2477088.888878 + Penalty 4801.698563 = -2472287.190316 nChanged 0 SP:Iteration 38F (40285.900000 sec): 3 clusters Score: Raw -2477088.888878 + Penalty 4801.698563 = -2472287.190316 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 28 (399074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40287.330000 sec): 2 clusters Score: Raw -64206545.746749 + Penalty 3198.431731 = -64203347.315018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40289.020000 sec): 3 clusters Score: Raw -63940943.340687 + Penalty 6396.863463 = -63934546.477224 nChanged 194359 SP:Iteration 1F (40290.690000 sec): 3 clusters Score: Raw -64057879.348905 + Penalty 6396.863463 = -64051482.485442 nChanged 11559 SP:Iteration 2Q (40292.390000 sec): 3 clusters Score: Raw -64060557.874380 + Penalty 6396.863463 = -64054161.010917 nChanged 13772 SP:Iteration 3Q (40294.120000 sec): 3 clusters Score: Raw -64064416.281500 + Penalty 6396.863463 = -64058019.418037 nChanged 16700 SP:Iteration 4Q (40295.820000 sec): 3 clusters Score: Raw -64070222.195663 + Penalty 6396.863463 = -64063825.332200 nChanged 20357 SP:Iteration 5F (40297.490000 sec): 3 clusters Score: Raw -64078840.388166 + Penalty 6396.863463 = -64072443.524703 nChanged 23941 SP:Iteration 6F (40299.170000 sec): 3 clusters Score: Raw -64090957.337792 + Penalty 6396.863463 = -64084560.474330 nChanged 26373 SP:Iteration 7F (40300.830000 sec): 3 clusters Score: Raw -64106428.202578 + Penalty 6396.863463 = -64100031.339115 nChanged 27189 SP:Iteration 8F (40302.520000 sec): 3 clusters Score: Raw -64124150.245796 + Penalty 6396.863463 = -64117753.382333 nChanged 26138 SP:Iteration 9F (40304.190000 sec): 3 clusters Score: Raw -64142964.797901 + Penalty 6396.863463 = -64136567.934438 nChanged 23732 SP:Iteration 10F (40305.860000 sec): 3 clusters Score: Raw -64161920.459192 + Penalty 6396.863463 = -64155523.595729 nChanged 20270 SP:Iteration 11F (40307.520000 sec): 3 clusters Score: Raw -64179975.552109 + Penalty 6396.863463 = -64173578.688646 nChanged 15149 SP:Iteration 12Q (40309.200000 sec): 3 clusters Score: Raw -64194459.142895 + Penalty 6396.863463 = -64188062.279432 nChanged 8484 SP:Iteration 13Q (40310.810000 sec): 3 clusters Score: Raw -64202570.918616 + Penalty 6396.863463 = -64196174.055153 nChanged 3267 SP:Iteration 14Q (40312.280000 sec): 3 clusters Score: Raw -64205551.305827 + Penalty 6396.863463 = -64199154.442364 nChanged 920 SP:Iteration 15Q (40313.530000 sec): 3 clusters Score: Raw -64206359.011941 + Penalty 6396.863463 = -64199962.148478 nChanged 257 SP:Iteration 16Q (40314.720000 sec): 3 clusters Score: Raw -64206612.714288 + Penalty 6396.863463 = -64200215.850826 nChanged 102 SP:Iteration 17Q (40315.890000 sec): 3 clusters Score: Raw -64206736.844658 + Penalty 6396.863463 = -64200339.981195 nChanged 50 SP:Iteration 18Q (40317.050000 sec): 3 clusters Score: Raw -64206804.387397 + Penalty 6396.863463 = -64200407.523935 nChanged 30 SP:Iteration 19Q (40318.200000 sec): 3 clusters Score: Raw -64206845.945979 + Penalty 6396.863463 = -64200449.082517 nChanged 17 SP:Iteration 20F (40319.850000 sec): 3 clusters Score: Raw -64206869.204710 + Penalty 6396.863463 = -64200472.341248 nChanged 11 SP:Iteration 21Q (40321.010000 sec): 3 clusters Score: Raw -64206880.172207 + Penalty 6396.863463 = -64200483.308744 nChanged 6 SP:Iteration 22Q (40322.180000 sec): 3 clusters Score: Raw -64206888.298413 + Penalty 6396.863463 = -64200491.434950 nChanged 5 SP:Iteration 23Q (40323.330000 sec): 3 clusters Score: Raw -64206894.156567 + Penalty 6396.863463 = -64200497.293104 nChanged 2 SP:Iteration 24Q (40324.480000 sec): 3 clusters Score: Raw -64206895.823988 + Penalty 6396.863463 = -64200498.960526 nChanged 3 SP:Iteration 25Q (40325.630000 sec): 3 clusters Score: Raw -64206899.650962 + Penalty 6396.863463 = -64200502.787499 nChanged 1 SP:Iteration 26Q (40326.780000 sec): 3 clusters Score: Raw -64206900.702009 + Penalty 6396.863463 = -64200503.838546 nChanged 2 SP:Iteration 27Q (40327.930000 sec): 3 clusters Score: Raw -64206901.901286 + Penalty 6396.863463 = -64200505.037823 nChanged 0 SP:Iteration 28F (40329.580000 sec): 3 clusters Score: Raw -64206901.901286 + Penalty 6396.863463 = -64200505.037823 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 29 (55158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40329.890000 sec): 2 clusters Score: Raw -8881659.043486 + Penalty 2707.653354 = -8878951.390131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40330.120000 sec): 3 clusters Score: Raw -8847212.696971 + Penalty 5415.306708 = -8841797.390263 nChanged 25601 SP:Iteration 1F (40330.360000 sec): 3 clusters Score: Raw -8861709.619426 + Penalty 5415.306708 = -8856294.312718 nChanged 2523 SP:Iteration 2Q (40330.590000 sec): 3 clusters Score: Raw -8862600.485065 + Penalty 5415.306708 = -8857185.178356 nChanged 2573 SP:Iteration 3Q (40330.840000 sec): 3 clusters Score: Raw -8863611.788445 + Penalty 5415.306708 = -8858196.481737 nChanged 2666 SP:Iteration 4Q (40331.080000 sec): 3 clusters Score: Raw -8864834.930640 + Penalty 5415.306708 = -8859419.623932 nChanged 2919 SP:Iteration 5F (40331.310000 sec): 3 clusters Score: Raw -8866446.958351 + Penalty 5415.306708 = -8861031.651643 nChanged 3157 SP:Iteration 6F (40331.540000 sec): 3 clusters Score: Raw -8868409.360766 + Penalty 5415.306708 = -8862994.054058 nChanged 3310 SP:Iteration 7F (40331.770000 sec): 3 clusters Score: Raw -8870650.719091 + Penalty 5415.306708 = -8865235.412383 nChanged 3269 SP:Iteration 8F (40332.000000 sec): 3 clusters Score: Raw -8873101.853316 + Penalty 5415.306708 = -8867686.546608 nChanged 3015 SP:Iteration 9F (40332.230000 sec): 3 clusters Score: Raw -8875599.658805 + Penalty 5415.306708 = -8870184.352097 nChanged 2503 SP:Iteration 10Q (40332.440000 sec): 3 clusters Score: Raw -8877767.690599 + Penalty 5415.306708 = -8872352.383890 nChanged 1804 SP:Iteration 11Q (40332.650000 sec): 3 clusters Score: Raw -8879264.010735 + Penalty 5415.306708 = -8873848.704027 nChanged 1172 SP:Iteration 12Q (40332.840000 sec): 3 clusters Score: Raw -8880195.284802 + Penalty 5415.306708 = -8874779.978094 nChanged 793 SP:Iteration 13Q (40333.030000 sec): 3 clusters Score: Raw -8880804.647157 + Penalty 5415.306708 = -8875389.340449 nChanged 502 SP:Iteration 14Q (40333.210000 sec): 3 clusters Score: Raw -8881142.495558 + Penalty 5415.306708 = -8875727.188850 nChanged 344 SP:Iteration 15Q (40333.380000 sec): 3 clusters Score: Raw -8881377.477363 + Penalty 5415.306708 = -8875962.170655 nChanged 243 SP:Iteration 16Q (40333.540000 sec): 3 clusters Score: Raw -8881540.465025 + Penalty 5415.306708 = -8876125.158317 nChanged 182 SP:Iteration 17Q (40333.710000 sec): 3 clusters Score: Raw -8881690.577557 + Penalty 5415.306708 = -8876275.270849 nChanged 161 SP:Iteration 18Q (40333.880000 sec): 3 clusters Score: Raw -8881814.522248 + Penalty 5415.306708 = -8876399.215540 nChanged 133 SP:Iteration 19Q (40334.040000 sec): 3 clusters Score: Raw -8881921.116548 + Penalty 5415.306708 = -8876505.809840 nChanged 104 SP:Iteration 20F (40334.270000 sec): 3 clusters Score: Raw -8881997.788007 + Penalty 5415.306708 = -8876582.481298 nChanged 72 SP:Iteration 21Q (40334.430000 sec): 3 clusters Score: Raw -8882047.275036 + Penalty 5415.306708 = -8876631.968328 nChanged 59 SP:Iteration 22Q (40334.590000 sec): 3 clusters Score: Raw -8882096.028909 + Penalty 5415.306708 = -8876680.722201 nChanged 59 SP:Iteration 23Q (40334.750000 sec): 3 clusters Score: Raw -8882142.504216 + Penalty 5415.306708 = -8876727.197508 nChanged 43 SP:Iteration 24Q (40334.910000 sec): 3 clusters Score: Raw -8882174.133428 + Penalty 5415.306708 = -8876758.826720 nChanged 36 SP:Iteration 25Q (40335.070000 sec): 3 clusters Score: Raw -8882200.980636 + Penalty 5415.306708 = -8876785.673928 nChanged 27 SP:Iteration 26Q (40335.230000 sec): 3 clusters Score: Raw -8882219.292349 + Penalty 5415.306708 = -8876803.985641 nChanged 31 SP:Iteration 27Q (40335.390000 sec): 3 clusters Score: Raw -8882238.015932 + Penalty 5415.306708 = -8876822.709224 nChanged 15 SP:Iteration 28Q (40335.550000 sec): 3 clusters Score: Raw -8882246.852514 + Penalty 5415.306708 = -8876831.545806 nChanged 13 SP:Iteration 29Q (40335.710000 sec): 3 clusters Score: Raw -8882253.499790 + Penalty 5415.306708 = -8876838.193082 nChanged 12 SP:Iteration 30Q (40335.870000 sec): 3 clusters Score: Raw -8882259.989373 + Penalty 5415.306708 = -8876844.682665 nChanged 8 SP:Iteration 31Q (40336.030000 sec): 3 clusters Score: Raw -8882263.998206 + Penalty 5415.306708 = -8876848.691498 nChanged 3 SP:Iteration 32Q (40336.180000 sec): 3 clusters Score: Raw -8882265.499910 + Penalty 5415.306708 = -8876850.193201 nChanged 1 SP:Iteration 33Q (40336.340000 sec): 3 clusters Score: Raw -8882265.747630 + Penalty 5415.306708 = -8876850.440922 nChanged 1 SP:Iteration 34Q (40336.500000 sec): 3 clusters Score: Raw -8882266.063856 + Penalty 5415.306708 = -8876850.757147 nChanged 3 SP:Iteration 35Q (40336.670000 sec): 3 clusters Score: Raw -8882267.151503 + Penalty 5415.306708 = -8876851.844795 nChanged 4 SP:Iteration 36Q (40336.830000 sec): 3 clusters Score: Raw -8882269.798113 + Penalty 5415.306708 = -8876854.491405 nChanged 0 SP:Iteration 37F (40337.060000 sec): 3 clusters Score: Raw -8882269.798113 + Penalty 5415.306708 = -8876854.491405 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 30 (14430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40337.120000 sec): 2 clusters Score: Raw -2326903.792129 + Penalty 2375.112034 = -2324528.680096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40337.180000 sec): 3 clusters Score: Raw -2318733.960476 + Penalty 4750.224067 = -2313983.736409 nChanged 6166 SP:Iteration 1F (40337.240000 sec): 3 clusters Score: Raw -2321875.251523 + Penalty 4750.224067 = -2317125.027456 nChanged 820 SP:Iteration 2F (40337.300000 sec): 3 clusters Score: Raw -2322205.507605 + Penalty 4750.224067 = -2317455.283537 nChanged 690 SP:Iteration 3Q (40337.360000 sec): 3 clusters Score: Raw -2322463.589469 + Penalty 4750.224067 = -2317713.365401 nChanged 585 SP:Iteration 4Q (40337.420000 sec): 3 clusters Score: Raw -2322672.941140 + Penalty 4750.224067 = -2317922.717073 nChanged 529 SP:Iteration 5Q (40337.480000 sec): 3 clusters Score: Raw -2322861.321994 + Penalty 4750.224067 = -2318111.097927 nChanged 467 SP:Iteration 6Q (40337.540000 sec): 3 clusters Score: Raw -2323018.172611 + Penalty 4750.224067 = -2318267.948544 nChanged 437 SP:Iteration 7Q (40337.600000 sec): 3 clusters Score: Raw -2323164.154728 + Penalty 4750.224067 = -2318413.930661 nChanged 411 SP:Iteration 8Q (40337.660000 sec): 3 clusters Score: Raw -2323311.589851 + Penalty 4750.224067 = -2318561.365784 nChanged 416 SP:Iteration 9Q (40337.720000 sec): 3 clusters Score: Raw -2323496.202219 + Penalty 4750.224067 = -2318745.978151 nChanged 498 SP:Iteration 10Q (40337.780000 sec): 3 clusters Score: Raw -2323774.544342 + Penalty 4750.224067 = -2319024.320274 nChanged 601 SP:Iteration 11Q (40337.840000 sec): 3 clusters Score: Raw -2324206.971570 + Penalty 4750.224067 = -2319456.747503 nChanged 705 SP:Iteration 12Q (40337.900000 sec): 3 clusters Score: Raw -2324853.548723 + Penalty 4750.224067 = -2320103.324656 nChanged 829 SP:Iteration 13F (40337.960000 sec): 3 clusters Score: Raw -2325700.789377 + Penalty 4750.224067 = -2320950.565310 nChanged 847 SP:Iteration 14F (40338.020000 sec): 3 clusters Score: Raw -2326400.340228 + Penalty 4750.224067 = -2321650.116161 nChanged 686 SP:Iteration 15Q (40338.080000 sec): 3 clusters Score: Raw -2326870.701031 + Penalty 4750.224067 = -2322120.476964 nChanged 515 SP:Iteration 16Q (40338.130000 sec): 3 clusters Score: Raw -2327204.489853 + Penalty 4750.224067 = -2322454.265786 nChanged 425 SP:Iteration 17Q (40338.180000 sec): 3 clusters Score: Raw -2327480.809368 + Penalty 4750.224067 = -2322730.585301 nChanged 376 SP:Iteration 18Q (40338.240000 sec): 3 clusters Score: Raw -2327734.623698 + Penalty 4750.224067 = -2322984.399631 nChanged 347 SP:Iteration 19Q (40338.300000 sec): 3 clusters Score: Raw -2327979.104252 + Penalty 4750.224067 = -2323228.880185 nChanged 334 SP:Iteration 20F (40338.360000 sec): 3 clusters Score: Raw -2328236.446819 + Penalty 4750.224067 = -2323486.222751 nChanged 303 SP:Iteration 21Q (40338.410000 sec): 3 clusters Score: Raw -2328469.775001 + Penalty 4750.224067 = -2323719.550934 nChanged 262 SP:Iteration 22Q (40338.460000 sec): 3 clusters Score: Raw -2328663.615282 + Penalty 4750.224067 = -2323913.391215 nChanged 194 SP:Iteration 23Q (40338.510000 sec): 3 clusters Score: Raw -2328788.600770 + Penalty 4750.224067 = -2324038.376703 nChanged 145 SP:Iteration 24Q (40338.560000 sec): 3 clusters Score: Raw -2328855.467167 + Penalty 4750.224067 = -2324105.243099 nChanged 101 SP:Iteration 25Q (40338.610000 sec): 3 clusters Score: Raw -2328898.415960 + Penalty 4750.224067 = -2324148.191893 nChanged 97 SP:Iteration 26Q (40338.660000 sec): 3 clusters Score: Raw -2328935.958608 + Penalty 4750.224067 = -2324185.734541 nChanged 74 SP:Iteration 27Q (40338.710000 sec): 3 clusters Score: Raw -2328963.459984 + Penalty 4750.224067 = -2324213.235917 nChanged 55 SP:Iteration 28Q (40338.760000 sec): 3 clusters Score: Raw -2328983.545839 + Penalty 4750.224067 = -2324233.321771 nChanged 46 SP:Iteration 29Q (40338.810000 sec): 3 clusters Score: Raw -2328996.715073 + Penalty 4750.224067 = -2324246.491006 nChanged 32 SP:Iteration 30Q (40338.850000 sec): 3 clusters Score: Raw -2329004.492015 + Penalty 4750.224067 = -2324254.267948 nChanged 27 SP:Iteration 31Q (40338.900000 sec): 3 clusters Score: Raw -2329011.121781 + Penalty 4750.224067 = -2324260.897714 nChanged 24 SP:Iteration 32Q (40338.950000 sec): 3 clusters Score: Raw -2329016.258026 + Penalty 4750.224067 = -2324266.033958 nChanged 17 SP:Iteration 33Q (40338.990000 sec): 3 clusters Score: Raw -2329020.397652 + Penalty 4750.224067 = -2324270.173585 nChanged 13 SP:Iteration 34Q (40339.040000 sec): 3 clusters Score: Raw -2329023.221270 + Penalty 4750.224067 = -2324272.997203 nChanged 10 SP:Iteration 35Q (40339.090000 sec): 3 clusters Score: Raw -2329025.578044 + Penalty 4750.224067 = -2324275.353976 nChanged 13 SP:Iteration 36Q (40339.130000 sec): 3 clusters Score: Raw -2329028.001525 + Penalty 4750.224067 = -2324277.777457 nChanged 10 SP:Iteration 37Q (40339.180000 sec): 3 clusters Score: Raw -2329030.107551 + Penalty 4750.224067 = -2324279.883484 nChanged 11 SP:Iteration 38Q (40339.220000 sec): 3 clusters Score: Raw -2329031.927894 + Penalty 4750.224067 = -2324281.703827 nChanged 9 SP:Iteration 39Q (40339.270000 sec): 3 clusters Score: Raw -2329033.683614 + Penalty 4750.224067 = -2324283.459547 nChanged 4 SP:Iteration 40F (40339.330000 sec): 3 clusters Score: Raw -2329034.366891 + Penalty 4750.224067 = -2324284.142824 nChanged 1 SP:Iteration 41Q (40339.370000 sec): 3 clusters Score: Raw -2329034.432461 + Penalty 4750.224067 = -2324284.208393 nChanged 0 SP:Iteration 42F (40339.430000 sec): 3 clusters Score: Raw -2329034.432461 + Penalty 4750.224067 = -2324284.208393 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 31 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40339.450000 sec): 2 clusters Score: Raw -57510.543620 + Penalty 1465.204569 = -56045.339051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40339.450000 sec): 3 clusters Score: Raw -57618.562455 + Penalty 2930.409137 = -54688.153318 nChanged 35 SP:Iteration 1F (40339.450000 sec): 3 clusters Score: Raw -57699.411568 + Penalty 2930.409137 = -54769.002431 nChanged 7 SP:Iteration 2Q (40339.450000 sec): 3 clusters Score: Raw -57713.578396 + Penalty 2930.409137 = -54783.169259 nChanged 4 SP:Iteration 3Q (40339.450000 sec): 3 clusters Score: Raw -57728.012939 + Penalty 2930.409137 = -54797.603801 nChanged 3 SP:Iteration 4Q (40339.450000 sec): 3 clusters Score: Raw -57741.008760 + Penalty 2930.409137 = -54810.599623 nChanged 0 SP:Iteration 5F (40339.450000 sec): 3 clusters Score: Raw -57741.008760 + Penalty 2930.409137 = -54810.599623 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 32 (4698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40339.480000 sec): 2 clusters Score: Raw -714121.674573 + Penalty 2096.813257 = -712024.861316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40339.500000 sec): 3 clusters Score: Raw -711880.677810 + Penalty 4193.626514 = -707687.051296 nChanged 1791 SP:Iteration 1F (40339.520000 sec): 3 clusters Score: Raw -712933.444308 + Penalty 4193.626514 = -708739.817794 nChanged 338 SP:Iteration 2F (40339.530000 sec): 3 clusters Score: Raw -713169.418558 + Penalty 4193.626514 = -708975.792045 nChanged 265 SP:Iteration 3F (40339.550000 sec): 3 clusters Score: Raw -713410.745849 + Penalty 4193.626514 = -709217.119335 nChanged 237 SP:Iteration 4F (40339.570000 sec): 3 clusters Score: Raw -713673.910655 + Penalty 4193.626514 = -709480.284141 nChanged 234 SP:Iteration 5Q (40339.590000 sec): 3 clusters Score: Raw -713914.421120 + Penalty 4193.626514 = -709720.794606 nChanged 211 SP:Iteration 6Q (40339.610000 sec): 3 clusters Score: Raw -714073.073360 + Penalty 4193.626514 = -709879.446846 nChanged 198 SP:Iteration 7Q (40339.630000 sec): 3 clusters Score: Raw -714259.935752 + Penalty 4193.626514 = -710066.309238 nChanged 201 SP:Iteration 8Q (40339.650000 sec): 3 clusters Score: Raw -714447.010917 + Penalty 4193.626514 = -710253.384403 nChanged 185 SP:Iteration 9Q (40339.670000 sec): 3 clusters Score: Raw -714599.853138 + Penalty 4193.626514 = -710406.226624 nChanged 156 SP:Iteration 10Q (40339.690000 sec): 3 clusters Score: Raw -714734.356793 + Penalty 4193.626514 = -710540.730279 nChanged 136 SP:Iteration 11Q (40339.710000 sec): 3 clusters Score: Raw -714851.485645 + Penalty 4193.626514 = -710657.859131 nChanged 119 SP:Iteration 12Q (40339.730000 sec): 3 clusters Score: Raw -714961.649006 + Penalty 4193.626514 = -710768.022492 nChanged 111 SP:Iteration 13Q (40339.740000 sec): 3 clusters Score: Raw -715059.462346 + Penalty 4193.626514 = -710865.835832 nChanged 96 SP:Iteration 14Q (40339.760000 sec): 3 clusters Score: Raw -715140.184104 + Penalty 4193.626514 = -710946.557590 nChanged 73 SP:Iteration 15Q (40339.780000 sec): 3 clusters Score: Raw -715204.282723 + Penalty 4193.626514 = -711010.656209 nChanged 58 SP:Iteration 16Q (40339.800000 sec): 3 clusters Score: Raw -715242.099900 + Penalty 4193.626514 = -711048.473386 nChanged 35 SP:Iteration 17Q (40339.810000 sec): 3 clusters Score: Raw -715267.537851 + Penalty 4193.626514 = -711073.911337 nChanged 22 SP:Iteration 18Q (40339.830000 sec): 3 clusters Score: Raw -715283.210397 + Penalty 4193.626514 = -711089.583883 nChanged 20 SP:Iteration 19Q (40339.850000 sec): 3 clusters Score: Raw -715296.747084 + Penalty 4193.626514 = -711103.120570 nChanged 15 SP:Iteration 20F (40339.870000 sec): 3 clusters Score: Raw -715304.728891 + Penalty 4193.626514 = -711111.102377 nChanged 16 SP:Iteration 21Q (40339.890000 sec): 3 clusters Score: Raw -715313.779897 + Penalty 4193.626514 = -711120.153384 nChanged 17 SP:Iteration 22Q (40339.900000 sec): 3 clusters Score: Raw -715325.042173 + Penalty 4193.626514 = -711131.415660 nChanged 22 SP:Iteration 23Q (40339.920000 sec): 3 clusters Score: Raw -715339.454828 + Penalty 4193.626514 = -711145.828314 nChanged 19 SP:Iteration 24Q (40339.930000 sec): 3 clusters Score: Raw -715352.942797 + Penalty 4193.626514 = -711159.316284 nChanged 19 SP:Iteration 25Q (40339.950000 sec): 3 clusters Score: Raw -715372.410946 + Penalty 4193.626514 = -711178.784432 nChanged 25 SP:Iteration 26Q (40339.970000 sec): 3 clusters Score: Raw -715393.695571 + Penalty 4193.626514 = -711200.069057 nChanged 27 SP:Iteration 27Q (40339.990000 sec): 3 clusters Score: Raw -715416.393522 + Penalty 4193.626514 = -711222.767008 nChanged 26 SP:Iteration 28Q (40340.000000 sec): 3 clusters Score: Raw -715439.912502 + Penalty 4193.626514 = -711246.285988 nChanged 25 SP:Iteration 29Q (40340.020000 sec): 3 clusters Score: Raw -715458.980250 + Penalty 4193.626514 = -711265.353736 nChanged 25 SP:Iteration 30Q (40340.030000 sec): 3 clusters Score: Raw -715474.308782 + Penalty 4193.626514 = -711280.682268 nChanged 23 SP:Iteration 31Q (40340.050000 sec): 3 clusters Score: Raw -715488.321879 + Penalty 4193.626514 = -711294.695365 nChanged 19 SP:Iteration 32Q (40340.070000 sec): 3 clusters Score: Raw -715496.863787 + Penalty 4193.626514 = -711303.237273 nChanged 11 SP:Iteration 33Q (40340.080000 sec): 3 clusters Score: Raw -715501.362437 + Penalty 4193.626514 = -711307.735923 nChanged 4 SP:Iteration 34Q (40340.100000 sec): 3 clusters Score: Raw -715503.021552 + Penalty 4193.626514 = -711309.395038 nChanged 5 SP:Iteration 35Q (40340.110000 sec): 3 clusters Score: Raw -715504.816293 + Penalty 4193.626514 = -711311.189779 nChanged 2 SP:Iteration 36Q (40340.130000 sec): 3 clusters Score: Raw -715506.611969 + Penalty 4193.626514 = -711312.985455 nChanged 4 SP:Iteration 37Q (40340.150000 sec): 3 clusters Score: Raw -715508.043191 + Penalty 4193.626514 = -711314.416677 nChanged 2 SP:Iteration 38Q (40340.170000 sec): 3 clusters Score: Raw -715508.934288 + Penalty 4193.626514 = -711315.307774 nChanged 0 SP:Iteration 39F (40340.190000 sec): 3 clusters Score: Raw -715508.934288 + Penalty 4193.626514 = -711315.307774 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 33 (398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40340.190000 sec): 2 clusters Score: Raw -56601.438893 + Penalty 1484.640097 = -55116.798796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40340.190000 sec): 3 clusters Score: Raw -56726.771093 + Penalty 2969.280195 = -53757.490898 nChanged 57 SP:Iteration 1F (40340.200000 sec): 3 clusters Score: Raw -56900.911269 + Penalty 2969.280195 = -53931.631074 nChanged 30 SP:Iteration 2F (40340.200000 sec): 3 clusters Score: Raw -57030.829959 + Penalty 2969.280195 = -54061.549764 nChanged 16 SP:Iteration 3Q (40340.200000 sec): 3 clusters Score: Raw -57080.474257 + Penalty 2969.280195 = -54111.194062 nChanged 11 SP:Iteration 4Q (40340.200000 sec): 3 clusters Score: Raw -57110.136439 + Penalty 2969.280195 = -54140.856245 nChanged 5 SP:Iteration 5Q (40340.200000 sec): 3 clusters Score: Raw -57136.843124 + Penalty 2969.280195 = -54167.562929 nChanged 5 SP:Iteration 6Q (40340.210000 sec): 3 clusters Score: Raw -57157.618748 + Penalty 2969.280195 = -54188.338553 nChanged 6 SP:Iteration 7Q (40340.210000 sec): 3 clusters Score: Raw -57172.643455 + Penalty 2969.280195 = -54203.363261 nChanged 5 SP:Iteration 8Q (40340.210000 sec): 3 clusters Score: Raw -57185.219661 + Penalty 2969.280195 = -54215.939466 nChanged 4 SP:Iteration 9Q (40340.210000 sec): 3 clusters Score: Raw -57202.003705 + Penalty 2969.280195 = -54232.723510 nChanged 6 SP:Iteration 10Q (40340.210000 sec): 3 clusters Score: Raw -57229.335182 + Penalty 2969.280195 = -54260.054988 nChanged 6 SP:Iteration 11Q (40340.210000 sec): 3 clusters Score: Raw -57249.022750 + Penalty 2969.280195 = -54279.742555 nChanged 8 SP:Iteration 12Q (40340.210000 sec): 3 clusters Score: Raw -57269.945835 + Penalty 2969.280195 = -54300.665641 nChanged 4 SP:Iteration 13Q (40340.210000 sec): 3 clusters Score: Raw -57283.135090 + Penalty 2969.280195 = -54313.854895 nChanged 3 SP:Iteration 14Q (40340.220000 sec): 3 clusters Score: Raw -57296.391674 + Penalty 2969.280195 = -54327.111480 nChanged 2 SP:Iteration 15Q (40340.220000 sec): 3 clusters Score: Raw -57310.394911 + Penalty 2969.280195 = -54341.114716 nChanged 3 SP:Iteration 16Q (40340.220000 sec): 3 clusters Score: Raw -57322.598049 + Penalty 2969.280195 = -54353.317855 nChanged 2 SP:Iteration 17Q (40340.220000 sec): 3 clusters Score: Raw -57324.419188 + Penalty 2969.280195 = -54355.138994 nChanged 1 SP:Iteration 18Q (40340.220000 sec): 3 clusters Score: Raw -57327.475184 + Penalty 2969.280195 = -54358.194989 nChanged 3 SP:Iteration 19Q (40340.230000 sec): 3 clusters Score: Raw -57330.972086 + Penalty 2969.280195 = -54361.691891 nChanged 1 SP:Iteration 20F (40340.230000 sec): 3 clusters Score: Raw -57331.988984 + Penalty 2969.280195 = -54362.708789 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 34 (2564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40340.240000 sec): 2 clusters Score: Raw -387969.853663 + Penalty 1946.632307 = -386023.221356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40340.250000 sec): 3 clusters Score: Raw -386950.133989 + Penalty 3893.264614 = -383056.869375 nChanged 840 SP:Iteration 1F (40340.260000 sec): 3 clusters Score: Raw -387680.355901 + Penalty 3893.264614 = -383787.091287 nChanged 254 SP:Iteration 2F (40340.270000 sec): 3 clusters Score: Raw -387979.408484 + Penalty 3893.264614 = -384086.143870 nChanged 185 SP:Iteration 3F (40340.290000 sec): 3 clusters Score: Raw -388216.490615 + Penalty 3893.264614 = -384323.226001 nChanged 146 SP:Iteration 4F (40340.290000 sec): 3 clusters Score: Raw -388436.218531 + Penalty 3893.264614 = -384542.953917 nChanged 126 SP:Iteration 5Q (40340.310000 sec): 3 clusters Score: Raw -388610.513708 + Penalty 3893.264614 = -384717.249094 nChanged 107 SP:Iteration 6Q (40340.320000 sec): 3 clusters Score: Raw -388731.552998 + Penalty 3893.264614 = -384838.288384 nChanged 79 SP:Iteration 7Q (40340.330000 sec): 3 clusters Score: Raw -388807.315589 + Penalty 3893.264614 = -384914.050975 nChanged 58 SP:Iteration 8Q (40340.340000 sec): 3 clusters Score: Raw -388862.101826 + Penalty 3893.264614 = -384968.837213 nChanged 45 SP:Iteration 9Q (40340.350000 sec): 3 clusters Score: Raw -388911.008374 + Penalty 3893.264614 = -385017.743760 nChanged 45 SP:Iteration 10Q (40340.360000 sec): 3 clusters Score: Raw -388961.446387 + Penalty 3893.264614 = -385068.181773 nChanged 51 SP:Iteration 11Q (40340.370000 sec): 3 clusters Score: Raw -389034.682740 + Penalty 3893.264614 = -385141.418127 nChanged 52 SP:Iteration 12Q (40340.370000 sec): 3 clusters Score: Raw -389104.496311 + Penalty 3893.264614 = -385211.231697 nChanged 46 SP:Iteration 13Q (40340.390000 sec): 3 clusters Score: Raw -389156.248587 + Penalty 3893.264614 = -385262.983973 nChanged 35 SP:Iteration 14Q (40340.390000 sec): 3 clusters Score: Raw -389188.924302 + Penalty 3893.264614 = -385295.659688 nChanged 28 SP:Iteration 15Q (40340.410000 sec): 3 clusters Score: Raw -389214.137683 + Penalty 3893.264614 = -385320.873069 nChanged 24 SP:Iteration 16Q (40340.410000 sec): 3 clusters Score: Raw -389240.034473 + Penalty 3893.264614 = -385346.769859 nChanged 20 SP:Iteration 17Q (40340.430000 sec): 3 clusters Score: Raw -389254.011281 + Penalty 3893.264614 = -385360.746667 nChanged 18 SP:Iteration 18Q (40340.430000 sec): 3 clusters Score: Raw -389268.412792 + Penalty 3893.264614 = -385375.148178 nChanged 17 SP:Iteration 19Q (40340.440000 sec): 3 clusters Score: Raw -389280.167620 + Penalty 3893.264614 = -385386.903006 nChanged 10 SP:Iteration 20F (40340.450000 sec): 3 clusters Score: Raw -389287.194929 + Penalty 3893.264614 = -385393.930315 nChanged 9 SP:Iteration 21Q (40340.460000 sec): 3 clusters Score: Raw -389292.279023 + Penalty 3893.264614 = -385399.014409 nChanged 10 SP:Iteration 22Q (40340.470000 sec): 3 clusters Score: Raw -389300.302899 + Penalty 3893.264614 = -385407.038285 nChanged 10 SP:Iteration 23Q (40340.480000 sec): 3 clusters Score: Raw -389312.152574 + Penalty 3893.264614 = -385418.887960 nChanged 11 SP:Iteration 24Q (40340.490000 sec): 3 clusters Score: Raw -389321.513291 + Penalty 3893.264614 = -385428.248677 nChanged 9 SP:Iteration 25Q (40340.500000 sec): 3 clusters Score: Raw -389326.165027 + Penalty 3893.264614 = -385432.900414 nChanged 5 SP:Iteration 26Q (40340.510000 sec): 3 clusters Score: Raw -389330.174290 + Penalty 3893.264614 = -385436.909676 nChanged 8 SP:Iteration 27Q (40340.520000 sec): 3 clusters Score: Raw -389335.370858 + Penalty 3893.264614 = -385442.106244 nChanged 7 SP:Iteration 28Q (40340.530000 sec): 3 clusters Score: Raw -389340.152605 + Penalty 3893.264614 = -385446.887992 nChanged 7 SP:Iteration 29Q (40340.540000 sec): 3 clusters Score: Raw -389344.208844 + Penalty 3893.264614 = -385450.944230 nChanged 4 SP:Iteration 30Q (40340.550000 sec): 3 clusters Score: Raw -389345.797273 + Penalty 3893.264614 = -385452.532660 nChanged 1 SP:Iteration 31Q (40340.550000 sec): 3 clusters Score: Raw -389346.043213 + Penalty 3893.264614 = -385452.778599 nChanged 1 SP:Iteration 32Q (40340.570000 sec): 3 clusters Score: Raw -389346.589039 + Penalty 3893.264614 = -385453.324426 nChanged 2 SP:Iteration 33Q (40340.570000 sec): 3 clusters Score: Raw -389348.045241 + Penalty 3893.264614 = -385454.780627 nChanged 5 SP:Iteration 34Q (40340.580000 sec): 3 clusters Score: Raw -389351.352882 + Penalty 3893.264614 = -385458.088268 nChanged 3 SP:Iteration 35Q (40340.590000 sec): 3 clusters Score: Raw -389354.164236 + Penalty 3893.264614 = -385460.899622 nChanged 3 SP:Iteration 36Q (40340.600000 sec): 3 clusters Score: Raw -389355.864943 + Penalty 3893.264614 = -385462.600329 nChanged 1 SP:Iteration 37Q (40340.610000 sec): 3 clusters Score: Raw -389356.028310 + Penalty 3893.264614 = -385462.763697 nChanged 0 SP:Iteration 38F (40340.620000 sec): 3 clusters Score: Raw -389356.028310 + Penalty 3893.264614 = -385462.763697 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 35 (552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40340.630000 sec): 2 clusters Score: Raw -81124.065719 + Penalty 1565.759915 = -79558.305803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40340.630000 sec): 3 clusters Score: Raw -81131.850199 + Penalty 3131.519831 = -78000.330368 nChanged 95 SP:Iteration 1F (40340.630000 sec): 3 clusters Score: Raw -81319.921712 + Penalty 3131.519831 = -78188.401881 nChanged 30 SP:Iteration 2F (40340.630000 sec): 3 clusters Score: Raw -81392.011081 + Penalty 3131.519831 = -78260.491250 nChanged 15 SP:Iteration 3Q (40340.640000 sec): 3 clusters Score: Raw -81448.249721 + Penalty 3131.519831 = -78316.729890 nChanged 8 SP:Iteration 4Q (40340.640000 sec): 3 clusters Score: Raw -81482.447288 + Penalty 3131.519831 = -78350.927457 nChanged 8 SP:Iteration 5Q (40340.640000 sec): 3 clusters Score: Raw -81518.461134 + Penalty 3131.519831 = -78386.941303 nChanged 12 SP:Iteration 6Q (40340.650000 sec): 3 clusters Score: Raw -81572.059118 + Penalty 3131.519831 = -78440.539288 nChanged 10 SP:Iteration 7Q (40340.650000 sec): 3 clusters Score: Raw -81643.731463 + Penalty 3131.519831 = -78512.211632 nChanged 10 SP:Iteration 8Q (40340.650000 sec): 3 clusters Score: Raw -81686.732091 + Penalty 3131.519831 = -78555.212260 nChanged 4 SP:Iteration 9Q (40340.650000 sec): 3 clusters Score: Raw -81693.876354 + Penalty 3131.519831 = -78562.356523 nChanged 3 SP:Iteration 10Q (40340.650000 sec): 3 clusters Score: Raw -81700.935582 + Penalty 3131.519831 = -78569.415751 nChanged 2 SP:Iteration 11Q (40340.650000 sec): 3 clusters Score: Raw -81704.795345 + Penalty 3131.519831 = -78573.275514 nChanged 3 SP:Iteration 12Q (40340.660000 sec): 3 clusters Score: Raw -81713.543613 + Penalty 3131.519831 = -78582.023782 nChanged 3 SP:Iteration 13Q (40340.660000 sec): 3 clusters Score: Raw -81719.863920 + Penalty 3131.519831 = -78588.344089 nChanged 1 SP:Iteration 14Q (40340.660000 sec): 3 clusters Score: Raw -81723.151858 + Penalty 3131.519831 = -78591.632027 nChanged 1 SP:Iteration 15Q (40340.660000 sec): 3 clusters Score: Raw -81727.137897 + Penalty 3131.519831 = -78595.618066 nChanged 3 SP:Iteration 16Q (40340.670000 sec): 3 clusters Score: Raw -81732.529703 + Penalty 3131.519831 = -78601.009872 nChanged 3 SP:Iteration 17Q (40340.670000 sec): 3 clusters Score: Raw -81739.768307 + Penalty 3131.519831 = -78608.248476 nChanged 5 SP:Iteration 18Q (40340.670000 sec): 3 clusters Score: Raw -81755.627418 + Penalty 3131.519831 = -78624.107587 nChanged 4 SP:Iteration 19Q (40340.670000 sec): 3 clusters Score: Raw -81765.585764 + Penalty 3131.519831 = -78634.065933 nChanged 3 SP:Iteration 20F (40340.670000 sec): 3 clusters Score: Raw -81780.919726 + Penalty 3131.519831 = -78649.399895 nChanged 1 SP:Iteration 21Q (40340.670000 sec): 3 clusters Score: Raw -81782.537570 + Penalty 3131.519831 = -78651.017739 nChanged 2 SP:Iteration 22Q (40340.680000 sec): 3 clusters Score: Raw -81789.227186 + Penalty 3131.519831 = -78657.707355 nChanged 4 SP:Iteration 23Q (40340.680000 sec): 3 clusters Score: Raw -81797.595187 + Penalty 3131.519831 = -78666.075356 nChanged 1 SP:Iteration 24Q (40340.680000 sec): 3 clusters Score: Raw -81800.261988 + Penalty 3131.519831 = -78668.742157 nChanged 1 SP:Iteration 25Q (40340.680000 sec): 3 clusters Score: Raw -81800.867624 + Penalty 3131.519831 = -78669.347793 nChanged 0 SP:Iteration 26F (40340.690000 sec): 3 clusters Score: Raw -81800.867624 + Penalty 3131.519831 = -78669.347793 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 36 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40340.690000 sec): 2 clusters Score: Raw -14579.507924 + Penalty 1209.048936 = -13370.458987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40340.690000 sec): 3 clusters Score: Raw -15129.399072 + Penalty 2418.097872 = -12711.301199 nChanged 7 SP:Iteration 1F (40340.690000 sec): 3 clusters Score: Raw -15183.057199 + Penalty 2418.097872 = -12764.959326 nChanged 7 SP:Iteration 2F (40340.690000 sec): 3 clusters Score: Raw -15219.434809 + Penalty 2418.097872 = -12801.336936 nChanged 8 SP:Iteration 3F (40340.690000 sec): 3 clusters Score: Raw -15316.401147 + Penalty 2418.097872 = -12898.303274 nChanged 4 SP:Iteration 4Q (40340.690000 sec): 3 clusters Score: Raw -15405.902197 + Penalty 2418.097872 = -12987.804325 nChanged 1 SP:Iteration 5Q (40340.690000 sec): 3 clusters Score: Raw -15422.780907 + Penalty 2418.097872 = -13004.683034 nChanged 0 SP:Iteration 6F (40340.690000 sec): 3 clusters Score: Raw -15422.780907 + Penalty 2418.097872 = -13004.683034 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 37 (7017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40340.730000 sec): 2 clusters Score: Raw -1088629.923763 + Penalty 2196.310582 = -1086433.613181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40340.760000 sec): 3 clusters Score: Raw -1085046.140999 + Penalty 4392.621163 = -1080653.519835 nChanged 2823 SP:Iteration 1F (40340.790000 sec): 3 clusters Score: Raw -1086646.704616 + Penalty 4392.621163 = -1082254.083453 nChanged 543 SP:Iteration 2F (40340.810000 sec): 3 clusters Score: Raw -1086960.016726 + Penalty 4392.621163 = -1082567.395562 nChanged 393 SP:Iteration 3F (40340.850000 sec): 3 clusters Score: Raw -1087170.660712 + Penalty 4392.621163 = -1082778.039548 nChanged 307 SP:Iteration 4Q (40340.870000 sec): 3 clusters Score: Raw -1087313.621652 + Penalty 4392.621163 = -1082921.000488 nChanged 252 SP:Iteration 5Q (40340.900000 sec): 3 clusters Score: Raw -1087425.193933 + Penalty 4392.621163 = -1083032.572770 nChanged 212 SP:Iteration 6Q (40340.930000 sec): 3 clusters Score: Raw -1087538.299519 + Penalty 4392.621163 = -1083145.678356 nChanged 198 SP:Iteration 7Q (40340.960000 sec): 3 clusters Score: Raw -1087640.415776 + Penalty 4392.621163 = -1083247.794612 nChanged 223 SP:Iteration 8Q (40340.990000 sec): 3 clusters Score: Raw -1087770.883180 + Penalty 4392.621163 = -1083378.262016 nChanged 211 SP:Iteration 9Q (40341.020000 sec): 3 clusters Score: Raw -1087897.253016 + Penalty 4392.621163 = -1083504.631853 nChanged 202 SP:Iteration 10Q (40341.050000 sec): 3 clusters Score: Raw -1088037.718804 + Penalty 4392.621163 = -1083645.097640 nChanged 217 SP:Iteration 11Q (40341.080000 sec): 3 clusters Score: Raw -1088210.399243 + Penalty 4392.621163 = -1083817.778079 nChanged 232 SP:Iteration 12Q (40341.110000 sec): 3 clusters Score: Raw -1088434.402768 + Penalty 4392.621163 = -1084041.781605 nChanged 227 SP:Iteration 13Q (40341.130000 sec): 3 clusters Score: Raw -1088612.887242 + Penalty 4392.621163 = -1084220.266079 nChanged 182 SP:Iteration 14Q (40341.160000 sec): 3 clusters Score: Raw -1088733.864017 + Penalty 4392.621163 = -1084341.242853 nChanged 160 SP:Iteration 15Q (40341.190000 sec): 3 clusters Score: Raw -1088826.131534 + Penalty 4392.621163 = -1084433.510370 nChanged 126 SP:Iteration 16Q (40341.210000 sec): 3 clusters Score: Raw -1088886.301098 + Penalty 4392.621163 = -1084493.679935 nChanged 106 SP:Iteration 17Q (40341.240000 sec): 3 clusters Score: Raw -1088927.688104 + Penalty 4392.621163 = -1084535.066941 nChanged 81 SP:Iteration 18Q (40341.270000 sec): 3 clusters Score: Raw -1088959.033731 + Penalty 4392.621163 = -1084566.412568 nChanged 65 SP:Iteration 19Q (40341.290000 sec): 3 clusters Score: Raw -1088986.438612 + Penalty 4392.621163 = -1084593.817449 nChanged 60 SP:Iteration 20F (40341.330000 sec): 3 clusters Score: Raw -1089012.425986 + Penalty 4392.621163 = -1084619.804823 nChanged 52 SP:Iteration 21Q (40341.350000 sec): 3 clusters Score: Raw -1089035.245581 + Penalty 4392.621163 = -1084642.624417 nChanged 63 SP:Iteration 22Q (40341.380000 sec): 3 clusters Score: Raw -1089057.391205 + Penalty 4392.621163 = -1084664.770042 nChanged 37 SP:Iteration 23Q (40341.410000 sec): 3 clusters Score: Raw -1089068.863003 + Penalty 4392.621163 = -1084676.241840 nChanged 29 SP:Iteration 24Q (40341.430000 sec): 3 clusters Score: Raw -1089079.035576 + Penalty 4392.621163 = -1084686.414412 nChanged 35 SP:Iteration 25Q (40341.460000 sec): 3 clusters Score: Raw -1089092.188292 + Penalty 4392.621163 = -1084699.567128 nChanged 25 SP:Iteration 26Q (40341.490000 sec): 3 clusters Score: Raw -1089101.819928 + Penalty 4392.621163 = -1084709.198765 nChanged 25 SP:Iteration 27Q (40341.510000 sec): 3 clusters Score: Raw -1089109.998554 + Penalty 4392.621163 = -1084717.377390 nChanged 22 SP:Iteration 28Q (40341.540000 sec): 3 clusters Score: Raw -1089115.512326 + Penalty 4392.621163 = -1084722.891163 nChanged 15 SP:Iteration 29Q (40341.560000 sec): 3 clusters Score: Raw -1089118.806955 + Penalty 4392.621163 = -1084726.185792 nChanged 15 SP:Iteration 30Q (40341.590000 sec): 3 clusters Score: Raw -1089121.707940 + Penalty 4392.621163 = -1084729.086776 nChanged 11 SP:Iteration 31Q (40341.610000 sec): 3 clusters Score: Raw -1089124.191550 + Penalty 4392.621163 = -1084731.570387 nChanged 15 SP:Iteration 32Q (40341.640000 sec): 3 clusters Score: Raw -1089127.538225 + Penalty 4392.621163 = -1084734.917062 nChanged 11 SP:Iteration 33Q (40341.670000 sec): 3 clusters Score: Raw -1089130.931598 + Penalty 4392.621163 = -1084738.310435 nChanged 6 SP:Iteration 34Q (40341.690000 sec): 3 clusters Score: Raw -1089133.998680 + Penalty 4392.621163 = -1084741.377517 nChanged 11 SP:Iteration 35Q (40341.720000 sec): 3 clusters Score: Raw -1089137.423112 + Penalty 4392.621163 = -1084744.801948 nChanged 9 SP:Iteration 36Q (40341.740000 sec): 3 clusters Score: Raw -1089139.663744 + Penalty 4392.621163 = -1084747.042580 nChanged 6 SP:Iteration 37Q (40341.770000 sec): 3 clusters Score: Raw -1089141.162219 + Penalty 4392.621163 = -1084748.541055 nChanged 4 SP:Iteration 38Q (40341.790000 sec): 3 clusters Score: Raw -1089142.023815 + Penalty 4392.621163 = -1084749.402651 nChanged 4 SP:Iteration 39Q (40341.820000 sec): 3 clusters Score: Raw -1089142.872836 + Penalty 4392.621163 = -1084750.251672 nChanged 3 SP:Iteration 40F (40341.850000 sec): 3 clusters Score: Raw -1089143.545479 + Penalty 4392.621163 = -1084750.924315 nChanged 2 SP:Iteration 41Q (40341.870000 sec): 3 clusters Score: Raw -1089143.944092 + Penalty 4392.621163 = -1084751.322929 nChanged 2 SP:Iteration 42Q (40341.900000 sec): 3 clusters Score: Raw -1089144.380806 + Penalty 4392.621163 = -1084751.759643 nChanged 2 SP:Iteration 43Q (40341.930000 sec): 3 clusters Score: Raw -1089144.787730 + Penalty 4392.621163 = -1084752.166567 nChanged 0 SP:Iteration 44F (40341.950000 sec): 3 clusters Score: Raw -1089144.787730 + Penalty 4392.621163 = -1084752.166567 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 38 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40341.960000 sec): 2 clusters Score: Raw -32141.837488 + Penalty 1329.600457 = -30812.237031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40341.960000 sec): 3 clusters Score: Raw -32362.539745 + Penalty 2659.200914 = -29703.338831 nChanged 19 SP:Iteration 1F (40341.970000 sec): 3 clusters Score: Raw -32443.922726 + Penalty 2659.200914 = -29784.721812 nChanged 3 SP:Iteration 2Q (40341.970000 sec): 3 clusters Score: Raw -32466.298620 + Penalty 2659.200914 = -29807.097706 nChanged 0 SP:Iteration 3F (40341.970000 sec): 3 clusters Score: Raw -32466.298620 + Penalty 2659.200914 = -29807.097706 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 39 (2580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40341.980000 sec): 2 clusters Score: Raw -416106.697056 + Penalty 1948.175080 = -414158.521976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40341.990000 sec): 3 clusters Score: Raw -415061.246647 + Penalty 3896.350160 = -411164.896487 nChanged 879 SP:Iteration 1F (40342.000000 sec): 3 clusters Score: Raw -415666.034360 + Penalty 3896.350160 = -411769.684200 nChanged 194 SP:Iteration 2F (40342.010000 sec): 3 clusters Score: Raw -415799.622123 + Penalty 3896.350160 = -411903.271963 nChanged 84 SP:Iteration 3Q (40342.020000 sec): 3 clusters Score: Raw -415850.437733 + Penalty 3896.350160 = -411954.087573 nChanged 55 SP:Iteration 4Q (40342.030000 sec): 3 clusters Score: Raw -415885.735426 + Penalty 3896.350160 = -411989.385265 nChanged 43 SP:Iteration 5Q (40342.050000 sec): 3 clusters Score: Raw -415908.967441 + Penalty 3896.350160 = -412012.617281 nChanged 27 SP:Iteration 6Q (40342.050000 sec): 3 clusters Score: Raw -415925.847817 + Penalty 3896.350160 = -412029.497657 nChanged 26 SP:Iteration 7Q (40342.070000 sec): 3 clusters Score: Raw -415942.813031 + Penalty 3896.350160 = -412046.462871 nChanged 21 SP:Iteration 8Q (40342.080000 sec): 3 clusters Score: Raw -415954.356133 + Penalty 3896.350160 = -412058.005973 nChanged 16 SP:Iteration 9Q (40342.090000 sec): 3 clusters Score: Raw -415963.606440 + Penalty 3896.350160 = -412067.256280 nChanged 11 SP:Iteration 10Q (40342.100000 sec): 3 clusters Score: Raw -415968.225527 + Penalty 3896.350160 = -412071.875367 nChanged 8 SP:Iteration 11Q (40342.110000 sec): 3 clusters Score: Raw -415971.433468 + Penalty 3896.350160 = -412075.083308 nChanged 9 SP:Iteration 12Q (40342.120000 sec): 3 clusters Score: Raw -415975.171895 + Penalty 3896.350160 = -412078.821735 nChanged 10 SP:Iteration 13Q (40342.130000 sec): 3 clusters Score: Raw -415980.870812 + Penalty 3896.350160 = -412084.520652 nChanged 14 SP:Iteration 14Q (40342.140000 sec): 3 clusters Score: Raw -415989.176156 + Penalty 3896.350160 = -412092.825995 nChanged 9 SP:Iteration 15Q (40342.150000 sec): 3 clusters Score: Raw -415993.172588 + Penalty 3896.350160 = -412096.822428 nChanged 6 SP:Iteration 16Q (40342.160000 sec): 3 clusters Score: Raw -415996.217081 + Penalty 3896.350160 = -412099.866921 nChanged 8 SP:Iteration 17Q (40342.170000 sec): 3 clusters Score: Raw -416000.440170 + Penalty 3896.350160 = -412104.090009 nChanged 7 SP:Iteration 18Q (40342.180000 sec): 3 clusters Score: Raw -416004.588967 + Penalty 3896.350160 = -412108.238807 nChanged 11 SP:Iteration 19Q (40342.190000 sec): 3 clusters Score: Raw -416008.444786 + Penalty 3896.350160 = -412112.094626 nChanged 6 SP:Iteration 20F (40342.210000 sec): 3 clusters Score: Raw -416010.944420 + Penalty 3896.350160 = -412114.594260 nChanged 3 SP:Iteration 21Q (40342.210000 sec): 3 clusters Score: Raw -416011.976749 + Penalty 3896.350160 = -412115.626589 nChanged 2 SP:Iteration 22Q (40342.230000 sec): 3 clusters Score: Raw -416012.723408 + Penalty 3896.350160 = -412116.373248 nChanged 4 SP:Iteration 23Q (40342.240000 sec): 3 clusters Score: Raw -416014.798024 + Penalty 3896.350160 = -412118.447864 nChanged 2 SP:Iteration 24Q (40342.250000 sec): 3 clusters Score: Raw -416015.841959 + Penalty 3896.350160 = -412119.491798 nChanged 0 SP:Iteration 25F (40342.260000 sec): 3 clusters Score: Raw -416015.841959 + Penalty 3896.350160 = -412119.491798 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 40 (167367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40342.870000 sec): 2 clusters Score: Raw -27018024.941722 + Penalty 2982.930183 = -27015042.011540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40343.570000 sec): 3 clusters Score: Raw -26908725.865899 + Penalty 5965.860365 = -26902760.005533 nChanged 80201 SP:Iteration 1F (40344.280000 sec): 3 clusters Score: Raw -26955357.035386 + Penalty 5965.860365 = -26949391.175020 nChanged 4595 SP:Iteration 2Q (40344.990000 sec): 3 clusters Score: Raw -26956292.166184 + Penalty 5965.860365 = -26950326.305819 nChanged 4865 SP:Iteration 3Q (40345.700000 sec): 3 clusters Score: Raw -26957395.504954 + Penalty 5965.860365 = -26951429.644589 nChanged 5224 SP:Iteration 4Q (40346.410000 sec): 3 clusters Score: Raw -26958723.397323 + Penalty 5965.860365 = -26952757.536958 nChanged 5778 SP:Iteration 5Q (40347.120000 sec): 3 clusters Score: Raw -26960418.982599 + Penalty 5965.860365 = -26954453.122234 nChanged 6450 SP:Iteration 6Q (40347.840000 sec): 3 clusters Score: Raw -26962555.629359 + Penalty 5965.860365 = -26956589.768993 nChanged 7078 SP:Iteration 7Q (40348.550000 sec): 3 clusters Score: Raw -26965102.382451 + Penalty 5965.860365 = -26959136.522086 nChanged 7705 SP:Iteration 8Q (40349.260000 sec): 3 clusters Score: Raw -26968217.417386 + Penalty 5965.860365 = -26962251.557021 nChanged 8230 SP:Iteration 9Q (40349.990000 sec): 3 clusters Score: Raw -26971974.979144 + Penalty 5965.860365 = -26966009.118779 nChanged 8909 SP:Iteration 10F (40350.700000 sec): 3 clusters Score: Raw -26976591.508702 + Penalty 5965.860365 = -26970625.648336 nChanged 9386 SP:Iteration 11F (40351.400000 sec): 3 clusters Score: Raw -26982175.756988 + Penalty 5965.860365 = -26976209.896623 nChanged 9732 SP:Iteration 12F (40352.100000 sec): 3 clusters Score: Raw -26988751.252938 + Penalty 5965.860365 = -26982785.392572 nChanged 9349 SP:Iteration 13F (40352.800000 sec): 3 clusters Score: Raw -26995853.704298 + Penalty 5965.860365 = -26989887.843933 nChanged 8124 SP:Iteration 14Q (40353.490000 sec): 3 clusters Score: Raw -27002564.988597 + Penalty 5965.860365 = -26996599.128232 nChanged 6433 SP:Iteration 15Q (40354.150000 sec): 3 clusters Score: Raw -27008178.853615 + Penalty 5965.860365 = -27002212.993250 nChanged 4368 SP:Iteration 16Q (40354.770000 sec): 3 clusters Score: Raw -27012055.738707 + Penalty 5965.860365 = -27006089.878342 nChanged 2689 SP:Iteration 17Q (40355.330000 sec): 3 clusters Score: Raw -27014379.564776 + Penalty 5965.860365 = -27008413.704411 nChanged 1672 SP:Iteration 18Q (40355.870000 sec): 3 clusters Score: Raw -27015822.642444 + Penalty 5965.860365 = -27009856.782078 nChanged 1108 SP:Iteration 19Q (40356.390000 sec): 3 clusters Score: Raw -27016780.643569 + Penalty 5965.860365 = -27010814.783203 nChanged 747 SP:Iteration 20F (40357.090000 sec): 3 clusters Score: Raw -27017308.378190 + Penalty 5965.860365 = -27011342.517825 nChanged 543 SP:Iteration 21Q (40357.590000 sec): 3 clusters Score: Raw -27017621.049928 + Penalty 5965.860365 = -27011655.189563 nChanged 369 SP:Iteration 22Q (40358.080000 sec): 3 clusters Score: Raw -27017805.130908 + Penalty 5965.860365 = -27011839.270543 nChanged 281 SP:Iteration 23Q (40358.570000 sec): 3 clusters Score: Raw -27017939.945383 + Penalty 5965.860365 = -27011974.085018 nChanged 219 SP:Iteration 24Q (40359.060000 sec): 3 clusters Score: Raw -27018047.216444 + Penalty 5965.860365 = -27012081.356079 nChanged 177 SP:Iteration 25Q (40359.570000 sec): 3 clusters Score: Raw -27018128.985554 + Penalty 5965.860365 = -27012163.125189 nChanged 160 SP:Iteration 26Q (40360.070000 sec): 3 clusters Score: Raw -27018209.062147 + Penalty 5965.860365 = -27012243.201782 nChanged 135 SP:Iteration 27Q (40360.550000 sec): 3 clusters Score: Raw -27018279.915065 + Penalty 5965.860365 = -27012314.054700 nChanged 123 SP:Iteration 28Q (40361.040000 sec): 3 clusters Score: Raw -27018331.516718 + Penalty 5965.860365 = -27012365.656353 nChanged 105 SP:Iteration 29Q (40361.530000 sec): 3 clusters Score: Raw -27018370.068442 + Penalty 5965.860365 = -27012404.208076 nChanged 79 SP:Iteration 30Q (40362.010000 sec): 3 clusters Score: Raw -27018403.765637 + Penalty 5965.860365 = -27012437.905271 nChanged 69 SP:Iteration 31Q (40362.500000 sec): 3 clusters Score: Raw -27018426.923863 + Penalty 5965.860365 = -27012461.063498 nChanged 55 SP:Iteration 32Q (40362.990000 sec): 3 clusters Score: Raw -27018449.487306 + Penalty 5965.860365 = -27012483.626940 nChanged 53 SP:Iteration 33Q (40363.470000 sec): 3 clusters Score: Raw -27018469.748830 + Penalty 5965.860365 = -27012503.888465 nChanged 48 SP:Iteration 34Q (40363.960000 sec): 3 clusters Score: Raw -27018485.346414 + Penalty 5965.860365 = -27012519.486049 nChanged 35 SP:Iteration 35Q (40364.440000 sec): 3 clusters Score: Raw -27018496.387317 + Penalty 5965.860365 = -27012530.526952 nChanged 23 SP:Iteration 36Q (40364.930000 sec): 3 clusters Score: Raw -27018502.714312 + Penalty 5965.860365 = -27012536.853947 nChanged 17 SP:Iteration 37Q (40365.410000 sec): 3 clusters Score: Raw -27018507.747840 + Penalty 5965.860365 = -27012541.887475 nChanged 14 SP:Iteration 38Q (40365.900000 sec): 3 clusters Score: Raw -27018511.907684 + Penalty 5965.860365 = -27012546.047319 nChanged 15 SP:Iteration 39Q (40366.380000 sec): 3 clusters Score: Raw -27018516.670375 + Penalty 5965.860365 = -27012550.810010 nChanged 17 SP:Iteration 40F (40367.080000 sec): 3 clusters Score: Raw -27018522.787839 + Penalty 5965.860365 = -27012556.927473 nChanged 14 SP:Iteration 41Q (40367.560000 sec): 3 clusters Score: Raw -27018527.190177 + Penalty 5965.860365 = -27012561.329811 nChanged 12 SP:Iteration 42Q (40368.050000 sec): 3 clusters Score: Raw -27018529.985758 + Penalty 5965.860365 = -27012564.125392 nChanged 11 SP:Iteration 43Q (40368.540000 sec): 3 clusters Score: Raw -27018532.534859 + Penalty 5965.860365 = -27012566.674493 nChanged 9 SP:Iteration 44Q (40369.040000 sec): 3 clusters Score: Raw -27018534.807658 + Penalty 5965.860365 = -27012568.947292 nChanged 9 SP:Iteration 45Q (40369.530000 sec): 3 clusters Score: Raw -27018537.534925 + Penalty 5965.860365 = -27012571.674560 nChanged 11 SP:Iteration 46Q (40370.020000 sec): 3 clusters Score: Raw -27018541.682612 + Penalty 5965.860365 = -27012575.822246 nChanged 14 SP:Iteration 47Q (40370.500000 sec): 3 clusters Score: Raw -27018544.838619 + Penalty 5965.860365 = -27012578.978254 nChanged 8 SP:Iteration 48Q (40370.990000 sec): 3 clusters Score: Raw -27018547.586015 + Penalty 5965.860365 = -27012581.725650 nChanged 12 SP:Iteration 49Q (40371.470000 sec): 3 clusters Score: Raw -27018552.425968 + Penalty 5965.860365 = -27012586.565603 nChanged 16 SP:Iteration 50Q (40371.960000 sec): 3 clusters Score: Raw -27018559.136361 + Penalty 5965.860365 = -27012593.275995 nChanged 13 SP:Iteration 51Q (40372.440000 sec): 3 clusters Score: Raw -27018564.160128 + Penalty 5965.860365 = -27012598.299763 nChanged 11 SP:Iteration 52Q (40372.920000 sec): 3 clusters Score: Raw -27018567.062051 + Penalty 5965.860365 = -27012601.201686 nChanged 10 SP:Iteration 53Q (40373.410000 sec): 3 clusters Score: Raw -27018569.955078 + Penalty 5965.860365 = -27012604.094713 nChanged 8 SP:Iteration 54Q (40373.890000 sec): 3 clusters Score: Raw -27018572.087507 + Penalty 5965.860365 = -27012606.227142 nChanged 8 SP:Iteration 55Q (40374.380000 sec): 3 clusters Score: Raw -27018574.716684 + Penalty 5965.860365 = -27012608.856318 nChanged 10 SP:Iteration 56Q (40374.860000 sec): 3 clusters Score: Raw -27018577.891107 + Penalty 5965.860365 = -27012612.030742 nChanged 11 SP:Iteration 57Q (40375.340000 sec): 3 clusters Score: Raw -27018581.467155 + Penalty 5965.860365 = -27012615.606790 nChanged 5 SP:Iteration 58Q (40375.820000 sec): 3 clusters Score: Raw -27018582.843131 + Penalty 5965.860365 = -27012616.982765 nChanged 7 SP:Iteration 59Q (40376.310000 sec): 3 clusters Score: Raw -27018584.580780 + Penalty 5965.860365 = -27012618.720415 nChanged 3 SP:Iteration 60F (40377.000000 sec): 3 clusters Score: Raw -27018585.259150 + Penalty 5965.860365 = -27012619.398784 nChanged 1 SP:Iteration 61Q (40377.480000 sec): 3 clusters Score: Raw -27018585.483958 + Penalty 5965.860365 = -27012619.623592 nChanged 1 SP:Iteration 62Q (40377.970000 sec): 3 clusters Score: Raw -27018585.590526 + Penalty 5965.860365 = -27012619.730161 nChanged 0 SP:Iteration 63F (40378.690000 sec): 3 clusters Score: Raw -27018585.590526 + Penalty 5965.860365 = -27012619.730161 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 41 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40378.750000 sec): 2 clusters Score: Raw -19131.308148 + Penalty 1435.910122 = -17695.398026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40378.760000 sec): 3 clusters Score: Raw -19496.569872 + Penalty 2871.820245 = -16624.749627 nChanged 76 SP:Iteration 1F (40378.760000 sec): 3 clusters Score: Raw -19943.254753 + Penalty 2871.820245 = -17071.434508 nChanged 31 SP:Iteration 2F (40378.760000 sec): 3 clusters Score: Raw -20143.535106 + Penalty 2871.820245 = -17271.714861 nChanged 7 SP:Iteration 3Q (40378.760000 sec): 3 clusters Score: Raw -20259.811487 + Penalty 2871.820245 = -17387.991243 nChanged 5 SP:Iteration 4Q (40378.760000 sec): 3 clusters Score: Raw -20324.542202 + Penalty 2871.820245 = -17452.721958 nChanged 7 SP:Iteration 5Q (40378.760000 sec): 3 clusters Score: Raw -20427.011123 + Penalty 2871.820245 = -17555.190878 nChanged 3 SP:Iteration 6Q (40378.770000 sec): 3 clusters Score: Raw -20461.804682 + Penalty 2871.820245 = -17589.984437 nChanged 0 SP:Iteration 7F (40378.770000 sec): 3 clusters Score: Raw -20463.397021 + Penalty 2871.820245 = -17591.576776 nChanged 1 SP:Iteration 8Q (40378.770000 sec): 3 clusters Score: Raw -20479.311845 + Penalty 2871.820245 = -17607.491600 nChanged 1 SP:Iteration 9Q (40378.770000 sec): 3 clusters Score: Raw -20481.604538 + Penalty 2871.820245 = -17609.784293 nChanged 0 SP:Iteration 10F (40378.770000 sec): 3 clusters Score: Raw -20481.604538 + Penalty 2871.820245 = -17609.784293 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 42 (3106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40378.790000 sec): 2 clusters Score: Raw -460838.817452 + Penalty 1994.190569 = -458844.626883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40378.800000 sec): 3 clusters Score: Raw -459561.372057 + Penalty 3988.381138 = -455572.990919 nChanged 1095 SP:Iteration 1F (40378.810000 sec): 3 clusters Score: Raw -460446.982377 + Penalty 3988.381138 = -456458.601239 nChanged 332 SP:Iteration 2F (40378.830000 sec): 3 clusters Score: Raw -460872.087068 + Penalty 3988.381138 = -456883.705930 nChanged 268 SP:Iteration 3F (40378.840000 sec): 3 clusters Score: Raw -461208.930501 + Penalty 3988.381138 = -457220.549363 nChanged 185 SP:Iteration 4F (40378.850000 sec): 3 clusters Score: Raw -461415.109557 + Penalty 3988.381138 = -457426.728420 nChanged 118 SP:Iteration 5Q (40378.870000 sec): 3 clusters Score: Raw -461521.179774 + Penalty 3988.381138 = -457532.798636 nChanged 78 SP:Iteration 6Q (40378.880000 sec): 3 clusters Score: Raw -461577.232866 + Penalty 3988.381138 = -457588.851728 nChanged 58 SP:Iteration 7Q (40378.890000 sec): 3 clusters Score: Raw -461611.564586 + Penalty 3988.381138 = -457623.183448 nChanged 28 SP:Iteration 8Q (40378.900000 sec): 3 clusters Score: Raw -461629.262986 + Penalty 3988.381138 = -457640.881848 nChanged 29 SP:Iteration 9Q (40378.910000 sec): 3 clusters Score: Raw -461645.770455 + Penalty 3988.381138 = -457657.389317 nChanged 30 SP:Iteration 10Q (40378.930000 sec): 3 clusters Score: Raw -461665.393922 + Penalty 3988.381138 = -457677.012784 nChanged 22 SP:Iteration 11Q (40378.940000 sec): 3 clusters Score: Raw -461678.321894 + Penalty 3988.381138 = -457689.940756 nChanged 20 SP:Iteration 12Q (40378.950000 sec): 3 clusters Score: Raw -461692.009843 + Penalty 3988.381138 = -457703.628705 nChanged 22 SP:Iteration 13Q (40378.960000 sec): 3 clusters Score: Raw -461703.444655 + Penalty 3988.381138 = -457715.063517 nChanged 11 SP:Iteration 14Q (40378.970000 sec): 3 clusters Score: Raw -461708.267301 + Penalty 3988.381138 = -457719.886163 nChanged 5 SP:Iteration 15Q (40378.990000 sec): 3 clusters Score: Raw -461710.180853 + Penalty 3988.381138 = -457721.799715 nChanged 4 SP:Iteration 16Q (40379.000000 sec): 3 clusters Score: Raw -461711.084473 + Penalty 3988.381138 = -457722.703335 nChanged 1 SP:Iteration 17Q (40379.010000 sec): 3 clusters Score: Raw -461711.391117 + Penalty 3988.381138 = -457723.009979 nChanged 2 SP:Iteration 18Q (40379.030000 sec): 3 clusters Score: Raw -461713.399238 + Penalty 3988.381138 = -457725.018100 nChanged 4 SP:Iteration 19Q (40379.040000 sec): 3 clusters Score: Raw -461716.293402 + Penalty 3988.381138 = -457727.912265 nChanged 3 SP:Iteration 20F (40379.050000 sec): 3 clusters Score: Raw -461717.057867 + Penalty 3988.381138 = -457728.676729 nChanged 2 SP:Iteration 21Q (40379.060000 sec): 3 clusters Score: Raw -461717.782857 + Penalty 3988.381138 = -457729.401719 nChanged 1 SP:Iteration 22Q (40379.070000 sec): 3 clusters Score: Raw -461718.524739 + Penalty 3988.381138 = -457730.143601 nChanged 1 SP:Iteration 23Q (40379.090000 sec): 3 clusters Score: Raw -461718.925988 + Penalty 3988.381138 = -457730.544850 nChanged 0 SP:Iteration 24F (40379.100000 sec): 3 clusters Score: Raw -461718.925988 + Penalty 3988.381138 = -457730.544850 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 43 (13946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40379.160000 sec): 2 clusters Score: Raw -2241790.350294 + Penalty 2366.651106 = -2239423.699189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40379.210000 sec): 3 clusters Score: Raw -2233964.450199 + Penalty 4733.302212 = -2229231.147987 nChanged 6010 SP:Iteration 1F (40379.270000 sec): 3 clusters Score: Raw -2237334.861620 + Penalty 4733.302212 = -2232601.559408 nChanged 983 SP:Iteration 2F (40379.330000 sec): 3 clusters Score: Raw -2237902.855450 + Penalty 4733.302212 = -2233169.553238 nChanged 907 SP:Iteration 3F (40379.390000 sec): 3 clusters Score: Raw -2238488.159311 + Penalty 4733.302212 = -2233754.857100 nChanged 936 SP:Iteration 4F (40379.440000 sec): 3 clusters Score: Raw -2239139.984755 + Penalty 4733.302212 = -2234406.682543 nChanged 902 SP:Iteration 5F (40379.500000 sec): 3 clusters Score: Raw -2239794.103988 + Penalty 4733.302212 = -2235060.801776 nChanged 838 SP:Iteration 6F (40379.560000 sec): 3 clusters Score: Raw -2240409.212944 + Penalty 4733.302212 = -2235675.910732 nChanged 711 SP:Iteration 7F (40379.610000 sec): 3 clusters Score: Raw -2240922.183491 + Penalty 4733.302212 = -2236188.881279 nChanged 567 SP:Iteration 8Q (40379.670000 sec): 3 clusters Score: Raw -2241314.830264 + Penalty 4733.302212 = -2236581.528052 nChanged 449 SP:Iteration 9Q (40379.730000 sec): 3 clusters Score: Raw -2241579.047930 + Penalty 4733.302212 = -2236845.745718 nChanged 265 SP:Iteration 10Q (40379.790000 sec): 3 clusters Score: Raw -2241723.651458 + Penalty 4733.302212 = -2236990.349246 nChanged 212 SP:Iteration 11Q (40379.840000 sec): 3 clusters Score: Raw -2241845.770241 + Penalty 4733.302212 = -2237112.468029 nChanged 166 SP:Iteration 12Q (40379.900000 sec): 3 clusters Score: Raw -2241937.851924 + Penalty 4733.302212 = -2237204.549712 nChanged 127 SP:Iteration 13Q (40379.950000 sec): 3 clusters Score: Raw -2241998.044757 + Penalty 4733.302212 = -2237264.742545 nChanged 92 SP:Iteration 14Q (40380.010000 sec): 3 clusters Score: Raw -2242047.114926 + Penalty 4733.302212 = -2237313.812714 nChanged 73 SP:Iteration 15Q (40380.070000 sec): 3 clusters Score: Raw -2242087.234720 + Penalty 4733.302212 = -2237353.932508 nChanged 55 SP:Iteration 16Q (40380.120000 sec): 3 clusters Score: Raw -2242119.434513 + Penalty 4733.302212 = -2237386.132301 nChanged 54 SP:Iteration 17Q (40380.170000 sec): 3 clusters Score: Raw -2242149.302863 + Penalty 4733.302212 = -2237416.000651 nChanged 51 SP:Iteration 18Q (40380.230000 sec): 3 clusters Score: Raw -2242183.749703 + Penalty 4733.302212 = -2237450.447491 nChanged 50 SP:Iteration 19Q (40380.280000 sec): 3 clusters Score: Raw -2242210.592134 + Penalty 4733.302212 = -2237477.289922 nChanged 27 SP:Iteration 20F (40380.340000 sec): 3 clusters Score: Raw -2242225.890374 + Penalty 4733.302212 = -2237492.588162 nChanged 18 SP:Iteration 21Q (40380.390000 sec): 3 clusters Score: Raw -2242233.294391 + Penalty 4733.302212 = -2237499.992179 nChanged 14 SP:Iteration 22Q (40380.440000 sec): 3 clusters Score: Raw -2242241.530203 + Penalty 4733.302212 = -2237508.227991 nChanged 14 SP:Iteration 23Q (40380.490000 sec): 3 clusters Score: Raw -2242248.764481 + Penalty 4733.302212 = -2237515.462269 nChanged 17 SP:Iteration 24Q (40380.550000 sec): 3 clusters Score: Raw -2242256.095019 + Penalty 4733.302212 = -2237522.792807 nChanged 12 SP:Iteration 25Q (40380.600000 sec): 3 clusters Score: Raw -2242262.921316 + Penalty 4733.302212 = -2237529.619104 nChanged 6 SP:Iteration 26Q (40380.650000 sec): 3 clusters Score: Raw -2242265.131958 + Penalty 4733.302212 = -2237531.829747 nChanged 5 SP:Iteration 27Q (40380.700000 sec): 3 clusters Score: Raw -2242267.368696 + Penalty 4733.302212 = -2237534.066484 nChanged 7 SP:Iteration 28Q (40380.750000 sec): 3 clusters Score: Raw -2242270.124935 + Penalty 4733.302212 = -2237536.822723 nChanged 5 SP:Iteration 29Q (40380.800000 sec): 3 clusters Score: Raw -2242272.117680 + Penalty 4733.302212 = -2237538.815468 nChanged 3 SP:Iteration 30Q (40380.850000 sec): 3 clusters Score: Raw -2242273.328543 + Penalty 4733.302212 = -2237540.026331 nChanged 2 SP:Iteration 31Q (40380.900000 sec): 3 clusters Score: Raw -2242273.744070 + Penalty 4733.302212 = -2237540.441858 nChanged 1 SP:Iteration 32Q (40380.950000 sec): 3 clusters Score: Raw -2242274.238362 + Penalty 4733.302212 = -2237540.936151 nChanged 2 SP:Iteration 33Q (40381.000000 sec): 3 clusters Score: Raw -2242275.032509 + Penalty 4733.302212 = -2237541.730298 nChanged 2 SP:Iteration 34Q (40381.050000 sec): 3 clusters Score: Raw -2242276.417537 + Penalty 4733.302212 = -2237543.115325 nChanged 4 SP:Iteration 35Q (40381.110000 sec): 3 clusters Score: Raw -2242277.987129 + Penalty 4733.302212 = -2237544.684917 nChanged 3 SP:Iteration 36Q (40381.160000 sec): 3 clusters Score: Raw -2242279.554059 + Penalty 4733.302212 = -2237546.251847 nChanged 2 SP:Iteration 37Q (40381.210000 sec): 3 clusters Score: Raw -2242280.612770 + Penalty 4733.302212 = -2237547.310558 nChanged 1 SP:Iteration 38Q (40381.260000 sec): 3 clusters Score: Raw -2242280.798465 + Penalty 4733.302212 = -2237547.496253 nChanged 0 SP:Iteration 39F (40381.310000 sec): 3 clusters Score: Raw -2242280.798465 + Penalty 4733.302212 = -2237547.496253 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 44 (3454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40381.330000 sec): 2 clusters Score: Raw -534835.006774 + Penalty 2020.527488 = -532814.479286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40381.350000 sec): 3 clusters Score: Raw -533273.560989 + Penalty 4041.054976 = -529232.506013 nChanged 1226 SP:Iteration 1F (40381.360000 sec): 3 clusters Score: Raw -534079.180506 + Penalty 4041.054976 = -530038.125530 nChanged 311 SP:Iteration 2F (40381.380000 sec): 3 clusters Score: Raw -534359.468830 + Penalty 4041.054976 = -530318.413854 nChanged 216 SP:Iteration 3F (40381.390000 sec): 3 clusters Score: Raw -534527.990367 + Penalty 4041.054976 = -530486.935391 nChanged 153 SP:Iteration 4Q (40381.400000 sec): 3 clusters Score: Raw -534640.277909 + Penalty 4041.054976 = -530599.222932 nChanged 135 SP:Iteration 5Q (40381.410000 sec): 3 clusters Score: Raw -534735.709106 + Penalty 4041.054976 = -530694.654130 nChanged 94 SP:Iteration 6Q (40381.430000 sec): 3 clusters Score: Raw -534810.923603 + Penalty 4041.054976 = -530769.868627 nChanged 90 SP:Iteration 7Q (40381.440000 sec): 3 clusters Score: Raw -534891.924774 + Penalty 4041.054976 = -530850.869798 nChanged 92 SP:Iteration 8Q (40381.460000 sec): 3 clusters Score: Raw -534970.175770 + Penalty 4041.054976 = -530929.120794 nChanged 79 SP:Iteration 9Q (40381.470000 sec): 3 clusters Score: Raw -535035.870458 + Penalty 4041.054976 = -530994.815482 nChanged 70 SP:Iteration 10Q (40381.490000 sec): 3 clusters Score: Raw -535092.885664 + Penalty 4041.054976 = -531051.830688 nChanged 56 SP:Iteration 11Q (40381.500000 sec): 3 clusters Score: Raw -535133.705895 + Penalty 4041.054976 = -531092.650919 nChanged 55 SP:Iteration 12Q (40381.510000 sec): 3 clusters Score: Raw -535171.065229 + Penalty 4041.054976 = -531130.010252 nChanged 47 SP:Iteration 13Q (40381.530000 sec): 3 clusters Score: Raw -535202.237570 + Penalty 4041.054976 = -531161.182593 nChanged 39 SP:Iteration 14Q (40381.540000 sec): 3 clusters Score: Raw -535224.425117 + Penalty 4041.054976 = -531183.370141 nChanged 25 SP:Iteration 15Q (40381.550000 sec): 3 clusters Score: Raw -535240.364801 + Penalty 4041.054976 = -531199.309825 nChanged 25 SP:Iteration 16Q (40381.570000 sec): 3 clusters Score: Raw -535252.221976 + Penalty 4041.054976 = -531211.166999 nChanged 16 SP:Iteration 17Q (40381.580000 sec): 3 clusters Score: Raw -535260.408665 + Penalty 4041.054976 = -531219.353689 nChanged 16 SP:Iteration 18Q (40381.590000 sec): 3 clusters Score: Raw -535267.972083 + Penalty 4041.054976 = -531226.917107 nChanged 13 SP:Iteration 19Q (40381.610000 sec): 3 clusters Score: Raw -535274.537423 + Penalty 4041.054976 = -531233.482447 nChanged 14 SP:Iteration 20F (40381.620000 sec): 3 clusters Score: Raw -535281.912789 + Penalty 4041.054976 = -531240.857812 nChanged 9 SP:Iteration 21Q (40381.640000 sec): 3 clusters Score: Raw -535286.499686 + Penalty 4041.054976 = -531245.444710 nChanged 7 SP:Iteration 22Q (40381.650000 sec): 3 clusters Score: Raw -535289.609011 + Penalty 4041.054976 = -531248.554035 nChanged 8 SP:Iteration 23Q (40381.670000 sec): 3 clusters Score: Raw -535293.383120 + Penalty 4041.054976 = -531252.328144 nChanged 9 SP:Iteration 24Q (40381.680000 sec): 3 clusters Score: Raw -535297.242513 + Penalty 4041.054976 = -531256.187537 nChanged 4 SP:Iteration 25Q (40381.690000 sec): 3 clusters Score: Raw -535300.365046 + Penalty 4041.054976 = -531259.310070 nChanged 6 SP:Iteration 26Q (40381.710000 sec): 3 clusters Score: Raw -535304.721263 + Penalty 4041.054976 = -531263.666287 nChanged 4 SP:Iteration 27Q (40381.720000 sec): 3 clusters Score: Raw -535305.747894 + Penalty 4041.054976 = -531264.692917 nChanged 2 SP:Iteration 28Q (40381.730000 sec): 3 clusters Score: Raw -535306.827816 + Penalty 4041.054976 = -531265.772840 nChanged 3 SP:Iteration 29Q (40381.750000 sec): 3 clusters Score: Raw -535308.461629 + Penalty 4041.054976 = -531267.406653 nChanged 6 SP:Iteration 30Q (40381.760000 sec): 3 clusters Score: Raw -535311.936443 + Penalty 4041.054976 = -531270.881467 nChanged 6 SP:Iteration 31Q (40381.770000 sec): 3 clusters Score: Raw -535315.532852 + Penalty 4041.054976 = -531274.477876 nChanged 12 SP:Iteration 32Q (40381.790000 sec): 3 clusters Score: Raw -535321.133679 + Penalty 4041.054976 = -531280.078703 nChanged 11 SP:Iteration 33Q (40381.800000 sec): 3 clusters Score: Raw -535327.045709 + Penalty 4041.054976 = -531285.990733 nChanged 10 SP:Iteration 34Q (40381.810000 sec): 3 clusters Score: Raw -535336.076798 + Penalty 4041.054976 = -531295.021822 nChanged 9 SP:Iteration 35Q (40381.830000 sec): 3 clusters Score: Raw -535342.792151 + Penalty 4041.054976 = -531301.737175 nChanged 13 SP:Iteration 36Q (40381.840000 sec): 3 clusters Score: Raw -535352.322437 + Penalty 4041.054976 = -531311.267460 nChanged 13 SP:Iteration 37Q (40381.850000 sec): 3 clusters Score: Raw -535360.620760 + Penalty 4041.054976 = -531319.565783 nChanged 14 SP:Iteration 38Q (40381.870000 sec): 3 clusters Score: Raw -535371.689988 + Penalty 4041.054976 = -531330.635012 nChanged 15 SP:Iteration 39Q (40381.880000 sec): 3 clusters Score: Raw -535379.163703 + Penalty 4041.054976 = -531338.108727 nChanged 15 SP:Iteration 40F (40381.890000 sec): 3 clusters Score: Raw -535392.462285 + Penalty 4041.054976 = -531351.407309 nChanged 25 SP:Iteration 41Q (40381.910000 sec): 3 clusters Score: Raw -535415.770154 + Penalty 4041.054976 = -531374.715178 nChanged 21 SP:Iteration 42Q (40381.920000 sec): 3 clusters Score: Raw -535429.860234 + Penalty 4041.054976 = -531388.805257 nChanged 23 SP:Iteration 43Q (40381.930000 sec): 3 clusters Score: Raw -535442.478796 + Penalty 4041.054976 = -531401.423820 nChanged 21 SP:Iteration 44Q (40381.950000 sec): 3 clusters Score: Raw -535453.607473 + Penalty 4041.054976 = -531412.552497 nChanged 13 SP:Iteration 45Q (40381.960000 sec): 3 clusters Score: Raw -535458.705444 + Penalty 4041.054976 = -531417.650468 nChanged 10 SP:Iteration 46Q (40381.980000 sec): 3 clusters Score: Raw -535463.023339 + Penalty 4041.054976 = -531421.968363 nChanged 7 SP:Iteration 47Q (40381.990000 sec): 3 clusters Score: Raw -535467.051521 + Penalty 4041.054976 = -531425.996545 nChanged 10 SP:Iteration 48Q (40382.000000 sec): 3 clusters Score: Raw -535472.430508 + Penalty 4041.054976 = -531431.375532 nChanged 10 SP:Iteration 49Q (40382.020000 sec): 3 clusters Score: Raw -535478.692074 + Penalty 4041.054976 = -531437.637098 nChanged 13 SP:Iteration 50Q (40382.030000 sec): 3 clusters Score: Raw -535483.340954 + Penalty 4041.054976 = -531442.285978 nChanged 6 SP:Iteration 51Q (40382.040000 sec): 3 clusters Score: Raw -535485.627658 + Penalty 4041.054976 = -531444.572682 nChanged 7 SP:Iteration 52Q (40382.060000 sec): 3 clusters Score: Raw -535487.774797 + Penalty 4041.054976 = -531446.719821 nChanged 0 SP:Iteration 53F (40382.070000 sec): 3 clusters Score: Raw -535487.774797 + Penalty 4041.054976 = -531446.719821 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 45 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40382.080000 sec): 2 clusters Score: Raw -18694.212029 + Penalty 1212.806584 = -17481.405445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40382.080000 sec): 3 clusters Score: Raw -18973.144272 + Penalty 2425.613168 = -16547.531104 nChanged 9 SP:Iteration 1F (40382.080000 sec): 3 clusters Score: Raw -19060.718031 + Penalty 2425.613168 = -16635.104864 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 46 (1610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40382.090000 sec): 2 clusters Score: Raw -241284.109287 + Penalty 1831.229386 = -239452.879901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40382.090000 sec): 3 clusters Score: Raw -240762.360908 + Penalty 3662.458771 = -237099.902137 nChanged 463 SP:Iteration 1F (40382.100000 sec): 3 clusters Score: Raw -241189.923143 + Penalty 3662.458771 = -237527.464371 nChanged 145 SP:Iteration 2F (40382.110000 sec): 3 clusters Score: Raw -241401.190166 + Penalty 3662.458771 = -237738.731395 nChanged 95 SP:Iteration 3F (40382.110000 sec): 3 clusters Score: Raw -241618.731910 + Penalty 3662.458771 = -237956.273139 nChanged 80 SP:Iteration 4Q (40382.120000 sec): 3 clusters Score: Raw -241780.828274 + Penalty 3662.458771 = -238118.369502 nChanged 63 SP:Iteration 5Q (40382.130000 sec): 3 clusters Score: Raw -241865.942393 + Penalty 3662.458771 = -238203.483622 nChanged 44 SP:Iteration 6Q (40382.130000 sec): 3 clusters Score: Raw -241923.759908 + Penalty 3662.458771 = -238261.301136 nChanged 51 SP:Iteration 7Q (40382.140000 sec): 3 clusters Score: Raw -242012.998614 + Penalty 3662.458771 = -238350.539843 nChanged 53 SP:Iteration 8Q (40382.150000 sec): 3 clusters Score: Raw -242107.044471 + Penalty 3662.458771 = -238444.585700 nChanged 52 SP:Iteration 9Q (40382.150000 sec): 3 clusters Score: Raw -242202.462244 + Penalty 3662.458771 = -238540.003473 nChanged 42 SP:Iteration 10Q (40382.160000 sec): 3 clusters Score: Raw -242282.291271 + Penalty 3662.458771 = -238619.832500 nChanged 30 SP:Iteration 11Q (40382.170000 sec): 3 clusters Score: Raw -242332.981463 + Penalty 3662.458771 = -238670.522692 nChanged 22 SP:Iteration 12Q (40382.170000 sec): 3 clusters Score: Raw -242365.249160 + Penalty 3662.458771 = -238702.790389 nChanged 12 SP:Iteration 13Q (40382.180000 sec): 3 clusters Score: Raw -242379.374241 + Penalty 3662.458771 = -238716.915470 nChanged 6 SP:Iteration 14Q (40382.180000 sec): 3 clusters Score: Raw -242388.179201 + Penalty 3662.458771 = -238725.720430 nChanged 8 SP:Iteration 15Q (40382.190000 sec): 3 clusters Score: Raw -242400.533850 + Penalty 3662.458771 = -238738.075079 nChanged 10 SP:Iteration 16Q (40382.190000 sec): 3 clusters Score: Raw -242415.387916 + Penalty 3662.458771 = -238752.929145 nChanged 7 SP:Iteration 17Q (40382.200000 sec): 3 clusters Score: Raw -242422.145790 + Penalty 3662.458771 = -238759.687019 nChanged 5 SP:Iteration 18Q (40382.210000 sec): 3 clusters Score: Raw -242427.140741 + Penalty 3662.458771 = -238764.681970 nChanged 3 SP:Iteration 19Q (40382.210000 sec): 3 clusters Score: Raw -242430.182016 + Penalty 3662.458771 = -238767.723245 nChanged 2 SP:Iteration 20F (40382.220000 sec): 3 clusters Score: Raw -242431.524184 + Penalty 3662.458771 = -238769.065413 nChanged 3 SP:Iteration 21Q (40382.220000 sec): 3 clusters Score: Raw -242434.647627 + Penalty 3662.458771 = -238772.188856 nChanged 4 SP:Iteration 22Q (40382.230000 sec): 3 clusters Score: Raw -242439.338891 + Penalty 3662.458771 = -238776.880120 nChanged 0 SP:Iteration 23F (40382.230000 sec): 3 clusters Score: Raw -242439.338891 + Penalty 3662.458771 = -238776.880120 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 47 (542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40382.240000 sec): 2 clusters Score: Raw -81697.939149 + Penalty 1561.225968 = -80136.713181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40382.240000 sec): 3 clusters Score: Raw -81685.708774 + Penalty 3122.451937 = -78563.256837 nChanged 93 SP:Iteration 1F (40382.250000 sec): 3 clusters Score: Raw -81844.771082 + Penalty 3122.451937 = -78722.319145 nChanged 24 SP:Iteration 2Q (40382.250000 sec): 3 clusters Score: Raw -81899.726246 + Penalty 3122.451937 = -78777.274309 nChanged 11 SP:Iteration 3Q (40382.250000 sec): 3 clusters Score: Raw -81922.431565 + Penalty 3122.451937 = -78799.979628 nChanged 3 SP:Iteration 4Q (40382.250000 sec): 3 clusters Score: Raw -81928.947352 + Penalty 3122.451937 = -78806.495415 nChanged 1 SP:Iteration 5Q (40382.250000 sec): 3 clusters Score: Raw -81931.370909 + Penalty 3122.451937 = -78808.918972 nChanged 1 SP:Iteration 6Q (40382.260000 sec): 3 clusters Score: Raw -81933.004510 + Penalty 3122.451937 = -78810.552573 nChanged 0 SP:Iteration 7F (40382.260000 sec): 3 clusters Score: Raw -81933.004510 + Penalty 3122.451937 = -78810.552573 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 48 (670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40382.270000 sec): 2 clusters Score: Raw -109523.636023 + Penalty 1613.804873 = -107909.831151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40382.270000 sec): 3 clusters Score: Raw -109440.974104 + Penalty 3227.609745 = -106213.364358 nChanged 149 SP:Iteration 1F (40382.270000 sec): 3 clusters Score: Raw -109691.243332 + Penalty 3227.609745 = -106463.633586 nChanged 29 SP:Iteration 2Q (40382.270000 sec): 3 clusters Score: Raw -109739.350425 + Penalty 3227.609745 = -106511.740680 nChanged 14 SP:Iteration 3Q (40382.280000 sec): 3 clusters Score: Raw -109762.879129 + Penalty 3227.609745 = -106535.269384 nChanged 4 SP:Iteration 4Q (40382.280000 sec): 3 clusters Score: Raw -109773.222842 + Penalty 3227.609745 = -106545.613096 nChanged 2 SP:Iteration 5Q (40382.280000 sec): 3 clusters Score: Raw -109777.256529 + Penalty 3227.609745 = -106549.646784 nChanged 4 SP:Iteration 6Q (40382.290000 sec): 3 clusters Score: Raw -109783.061552 + Penalty 3227.609745 = -106555.451807 nChanged 4 SP:Iteration 7Q (40382.290000 sec): 3 clusters Score: Raw -109790.818250 + Penalty 3227.609745 = -106563.208505 nChanged 0 SP:Iteration 8F (40382.290000 sec): 3 clusters Score: Raw -109790.818250 + Penalty 3227.609745 = -106563.208505 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 49 (471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40382.300000 sec): 2 clusters Score: Raw -69900.279090 + Penalty 1526.404807 = -68373.874283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40382.300000 sec): 3 clusters Score: Raw -69966.904212 + Penalty 3052.809615 = -66914.094598 nChanged 76 SP:Iteration 1F (40382.300000 sec): 3 clusters Score: Raw -70129.325032 + Penalty 3052.809615 = -67076.515417 nChanged 20 SP:Iteration 2Q (40382.300000 sec): 3 clusters Score: Raw -70182.302998 + Penalty 3052.809615 = -67129.493383 nChanged 10 SP:Iteration 3Q (40382.310000 sec): 3 clusters Score: Raw -70211.857479 + Penalty 3052.809615 = -67159.047864 nChanged 9 SP:Iteration 4Q (40382.310000 sec): 3 clusters Score: Raw -70237.828286 + Penalty 3052.809615 = -67185.018671 nChanged 5 SP:Iteration 5Q (40382.310000 sec): 3 clusters Score: Raw -70254.485074 + Penalty 3052.809615 = -67201.675460 nChanged 4 SP:Iteration 6Q (40382.310000 sec): 3 clusters Score: Raw -70268.819855 + Penalty 3052.809615 = -67216.010241 nChanged 2 SP:Iteration 7Q (40382.310000 sec): 3 clusters Score: Raw -70276.077556 + Penalty 3052.809615 = -67223.267941 nChanged 2 SP:Iteration 8Q (40382.310000 sec): 3 clusters Score: Raw -70281.098856 + Penalty 3052.809615 = -67228.289242 nChanged 3 SP:Iteration 9Q (40382.310000 sec): 3 clusters Score: Raw -70296.107117 + Penalty 3052.809615 = -67243.297503 nChanged 4 SP:Iteration 10Q (40382.320000 sec): 3 clusters Score: Raw -70311.828359 + Penalty 3052.809615 = -67259.018745 nChanged 6 SP:Iteration 11Q (40382.320000 sec): 3 clusters Score: Raw -70332.716450 + Penalty 3052.809615 = -67279.906835 nChanged 4 SP:Iteration 12Q (40382.320000 sec): 3 clusters Score: Raw -70342.243191 + Penalty 3052.809615 = -67289.433576 nChanged 2 SP:Iteration 13Q (40382.320000 sec): 3 clusters Score: Raw -70354.815397 + Penalty 3052.809615 = -67302.005782 nChanged 5 SP:Iteration 14Q (40382.330000 sec): 3 clusters Score: Raw -70380.410578 + Penalty 3052.809615 = -67327.600964 nChanged 8 SP:Iteration 15Q (40382.330000 sec): 3 clusters Score: Raw -70409.297738 + Penalty 3052.809615 = -67356.488123 nChanged 7 SP:Iteration 16Q (40382.330000 sec): 3 clusters Score: Raw -70427.454962 + Penalty 3052.809615 = -67374.645347 nChanged 4 SP:Iteration 17Q (40382.330000 sec): 3 clusters Score: Raw -70441.152230 + Penalty 3052.809615 = -67388.342616 nChanged 3 SP:Iteration 18Q (40382.330000 sec): 3 clusters Score: Raw -70449.538075 + Penalty 3052.809615 = -67396.728461 nChanged 3 SP:Iteration 19Q (40382.330000 sec): 3 clusters Score: Raw -70456.111752 + Penalty 3052.809615 = -67403.302137 nChanged 2 SP:Iteration 20F (40382.330000 sec): 3 clusters Score: Raw -70458.456193 + Penalty 3052.809615 = -67405.646578 nChanged 1 SP:Iteration 21Q (40382.340000 sec): 3 clusters Score: Raw -70459.903642 + Penalty 3052.809615 = -67407.094028 nChanged 1 SP:Iteration 22Q (40382.340000 sec): 3 clusters Score: Raw -70462.285454 + Penalty 3052.809615 = -67409.475840 nChanged 2 SP:Iteration 23Q (40382.340000 sec): 3 clusters Score: Raw -70469.654482 + Penalty 3052.809615 = -67416.844868 nChanged 5 SP:Iteration 24Q (40382.340000 sec): 3 clusters Score: Raw -70481.388393 + Penalty 3052.809615 = -67428.578778 nChanged 2 SP:Iteration 25Q (40382.340000 sec): 3 clusters Score: Raw -70488.484194 + Penalty 3052.809615 = -67435.674580 nChanged 1 SP:Iteration 26Q (40382.350000 sec): 3 clusters Score: Raw -70489.343684 + Penalty 3052.809615 = -67436.534070 nChanged 0 SP:Iteration 27F (40382.350000 sec): 3 clusters Score: Raw -70489.343684 + Penalty 3052.809615 = -67436.534070 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 50 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40382.350000 sec): 2 clusters Score: Raw -19718.609462 + Penalty 1310.234525 = -18408.374937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40382.350000 sec): 3 clusters Score: Raw -19972.858330 + Penalty 2620.469049 = -17352.389281 nChanged 30 SP:Iteration 1F (40382.350000 sec): 3 clusters Score: Raw -20148.892704 + Penalty 2620.469049 = -17528.423655 nChanged 11 SP:Iteration 2F (40382.350000 sec): 3 clusters Score: Raw -20249.842941 + Penalty 2620.469049 = -17629.373891 nChanged 7 SP:Iteration 3Q (40382.360000 sec): 3 clusters Score: Raw -20358.159630 + Penalty 2620.469049 = -17737.690581 nChanged 3 SP:Iteration 4Q (40382.360000 sec): 3 clusters Score: Raw -20382.472422 + Penalty 2620.469049 = -17762.003372 nChanged 0 SP:Iteration 5F (40382.360000 sec): 3 clusters Score: Raw -20386.232893 + Penalty 2620.469049 = -17765.763843 nChanged 1 SP:Iteration 6Q (40382.360000 sec): 3 clusters Score: Raw -20400.761500 + Penalty 2620.469049 = -17780.292451 nChanged 1 SP:Iteration 7Q (40382.360000 sec): 3 clusters Score: Raw -20411.838246 + Penalty 2620.469049 = -17791.369197 nChanged 0 SP:Iteration 8F (40382.360000 sec): 3 clusters Score: Raw -20411.838246 + Penalty 2620.469049 = -17791.369197 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 51 (4252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40382.380000 sec): 2 clusters Score: Raw -664407.647096 + Penalty 2072.075895 = -662335.571201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40382.400000 sec): 3 clusters Score: Raw -662445.437887 + Penalty 4144.151791 = -658301.286096 nChanged 1542 SP:Iteration 1F (40382.420000 sec): 3 clusters Score: Raw -663427.081754 + Penalty 4144.151791 = -659282.929963 nChanged 395 SP:Iteration 2F (40382.430000 sec): 3 clusters Score: Raw -663794.491706 + Penalty 4144.151791 = -659650.339916 nChanged 333 SP:Iteration 3F (40382.450000 sec): 3 clusters Score: Raw -664172.582263 + Penalty 4144.151791 = -660028.430472 nChanged 317 SP:Iteration 4F (40382.470000 sec): 3 clusters Score: Raw -664545.087162 + Penalty 4144.151791 = -660400.935371 nChanged 287 SP:Iteration 5F (40382.490000 sec): 3 clusters Score: Raw -664917.664698 + Penalty 4144.151791 = -660773.512907 nChanged 259 SP:Iteration 6F (40382.500000 sec): 3 clusters Score: Raw -665228.561225 + Penalty 4144.151791 = -661084.409435 nChanged 217 SP:Iteration 7F (40382.520000 sec): 3 clusters Score: Raw -665443.716772 + Penalty 4144.151791 = -661299.564981 nChanged 142 SP:Iteration 8Q (40382.540000 sec): 3 clusters Score: Raw -665573.075432 + Penalty 4144.151791 = -661428.923641 nChanged 96 SP:Iteration 9Q (40382.550000 sec): 3 clusters Score: Raw -665639.413552 + Penalty 4144.151791 = -661495.261761 nChanged 63 SP:Iteration 10Q (40382.570000 sec): 3 clusters Score: Raw -665674.414765 + Penalty 4144.151791 = -661530.262975 nChanged 43 SP:Iteration 11Q (40382.590000 sec): 3 clusters Score: Raw -665696.147689 + Penalty 4144.151791 = -661551.995898 nChanged 28 SP:Iteration 12Q (40382.610000 sec): 3 clusters Score: Raw -665708.473537 + Penalty 4144.151791 = -661564.321747 nChanged 19 SP:Iteration 13Q (40382.620000 sec): 3 clusters Score: Raw -665716.576657 + Penalty 4144.151791 = -661572.424866 nChanged 14 SP:Iteration 14Q (40382.640000 sec): 3 clusters Score: Raw -665720.557861 + Penalty 4144.151791 = -661576.406070 nChanged 6 SP:Iteration 15Q (40382.650000 sec): 3 clusters Score: Raw -665722.035052 + Penalty 4144.151791 = -661577.883262 nChanged 2 SP:Iteration 16Q (40382.670000 sec): 3 clusters Score: Raw -665723.436594 + Penalty 4144.151791 = -661579.284803 nChanged 4 SP:Iteration 17Q (40382.690000 sec): 3 clusters Score: Raw -665725.443404 + Penalty 4144.151791 = -661581.291613 nChanged 3 SP:Iteration 18Q (40382.710000 sec): 3 clusters Score: Raw -665726.864883 + Penalty 4144.151791 = -661582.713092 nChanged 5 SP:Iteration 19Q (40382.720000 sec): 3 clusters Score: Raw -665728.919151 + Penalty 4144.151791 = -661584.767361 nChanged 4 SP:Iteration 20F (40382.740000 sec): 3 clusters Score: Raw -665730.408203 + Penalty 4144.151791 = -661586.256412 nChanged 4 SP:Iteration 21Q (40382.760000 sec): 3 clusters Score: Raw -665732.107929 + Penalty 4144.151791 = -661587.956138 nChanged 5 SP:Iteration 22Q (40382.770000 sec): 3 clusters Score: Raw -665734.196474 + Penalty 4144.151791 = -661590.044683 nChanged 7 SP:Iteration 23Q (40382.790000 sec): 3 clusters Score: Raw -665736.153708 + Penalty 4144.151791 = -661592.001917 nChanged 7 SP:Iteration 24Q (40382.810000 sec): 3 clusters Score: Raw -665738.580485 + Penalty 4144.151791 = -661594.428694 nChanged 7 SP:Iteration 25Q (40382.820000 sec): 3 clusters Score: Raw -665741.643776 + Penalty 4144.151791 = -661597.491985 nChanged 7 SP:Iteration 26Q (40382.840000 sec): 3 clusters Score: Raw -665743.618100 + Penalty 4144.151791 = -661599.466309 nChanged 6 SP:Iteration 27Q (40382.860000 sec): 3 clusters Score: Raw -665745.189164 + Penalty 4144.151791 = -661601.037373 nChanged 6 SP:Iteration 28Q (40382.870000 sec): 3 clusters Score: Raw -665747.033485 + Penalty 4144.151791 = -661602.881694 nChanged 3 SP:Iteration 29Q (40382.890000 sec): 3 clusters Score: Raw -665748.164881 + Penalty 4144.151791 = -661604.013090 nChanged 5 SP:Iteration 30Q (40382.910000 sec): 3 clusters Score: Raw -665749.522983 + Penalty 4144.151791 = -661605.371192 nChanged 2 SP:Iteration 31Q (40382.920000 sec): 3 clusters Score: Raw -665749.835175 + Penalty 4144.151791 = -661605.683384 nChanged 1 SP:Iteration 32Q (40382.940000 sec): 3 clusters Score: Raw -665750.287473 + Penalty 4144.151791 = -661606.135683 nChanged 2 SP:Iteration 33Q (40382.960000 sec): 3 clusters Score: Raw -665750.991801 + Penalty 4144.151791 = -661606.840010 nChanged 0 SP:Iteration 34F (40382.970000 sec): 3 clusters Score: Raw -665750.991801 + Penalty 4144.151791 = -661606.840010 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 52 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40382.980000 sec): 2 clusters Score: Raw -49377.808513 + Penalty 1435.150551 = -47942.657963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40382.980000 sec): 3 clusters Score: Raw -49428.700282 + Penalty 2870.301101 = -46558.399181 nChanged 43 SP:Iteration 1F (40382.980000 sec): 3 clusters Score: Raw -49571.957497 + Penalty 2870.301101 = -46701.656396 nChanged 18 SP:Iteration 2F (40382.990000 sec): 3 clusters Score: Raw -49635.265481 + Penalty 2870.301101 = -46764.964380 nChanged 8 SP:Iteration 3Q (40382.990000 sec): 3 clusters Score: Raw -49703.287466 + Penalty 2870.301101 = -46832.986365 nChanged 10 SP:Iteration 4Q (40382.990000 sec): 3 clusters Score: Raw -50023.499484 + Penalty 2870.301101 = -47153.198383 nChanged 15 SP:Iteration 5Q (40382.990000 sec): 3 clusters Score: Raw -50081.035932 + Penalty 2870.301101 = -47210.734831 nChanged 7 SP:Iteration 6Q (40382.990000 sec): 3 clusters Score: Raw -50105.922135 + Penalty 2870.301101 = -47235.621034 nChanged 2 SP:Iteration 7Q (40382.990000 sec): 3 clusters Score: Raw -50111.102468 + Penalty 2870.301101 = -47240.801367 nChanged 0 SP:Iteration 8F (40382.990000 sec): 3 clusters Score: Raw -50111.102468 + Penalty 2870.301101 = -47240.801367 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 53 (296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40383.000000 sec): 2 clusters Score: Raw -41036.273351 + Penalty 1411.209145 = -39625.064206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40383.000000 sec): 3 clusters Score: Raw -41187.956867 + Penalty 2822.418289 = -38365.538578 nChanged 49 SP:Iteration 1F (40383.000000 sec): 3 clusters Score: Raw -41341.861392 + Penalty 2822.418289 = -38519.443103 nChanged 18 SP:Iteration 2F (40383.000000 sec): 3 clusters Score: Raw -41414.187936 + Penalty 2822.418289 = -38591.769646 nChanged 7 SP:Iteration 3Q (40383.010000 sec): 3 clusters Score: Raw -41437.278829 + Penalty 2822.418289 = -38614.860539 nChanged 3 SP:Iteration 4Q (40383.010000 sec): 3 clusters Score: Raw -41455.211546 + Penalty 2822.418289 = -38632.793257 nChanged 2 SP:Iteration 5Q (40383.010000 sec): 3 clusters Score: Raw -41464.642198 + Penalty 2822.418289 = -38642.223908 nChanged 0 SP:Iteration 6F (40383.010000 sec): 3 clusters Score: Raw -41464.642198 + Penalty 2822.418289 = -38642.223908 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 54 (481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40383.010000 sec): 2 clusters Score: Raw -72832.022940 + Penalty 1531.615083 = -71300.407857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40383.010000 sec): 3 clusters Score: Raw -72916.681834 + Penalty 3063.230166 = -69853.451668 nChanged 86 SP:Iteration 1F (40383.020000 sec): 3 clusters Score: Raw -73150.927004 + Penalty 3063.230166 = -70087.696838 nChanged 25 SP:Iteration 2F (40383.020000 sec): 3 clusters Score: Raw -73221.043583 + Penalty 3063.230166 = -70157.813417 nChanged 17 SP:Iteration 3Q (40383.020000 sec): 3 clusters Score: Raw -73266.539129 + Penalty 3063.230166 = -70203.308963 nChanged 10 SP:Iteration 4Q (40383.020000 sec): 3 clusters Score: Raw -73286.391622 + Penalty 3063.230166 = -70223.161456 nChanged 5 SP:Iteration 5Q (40383.030000 sec): 3 clusters Score: Raw -73295.915008 + Penalty 3063.230166 = -70232.684842 nChanged 5 SP:Iteration 6Q (40383.030000 sec): 3 clusters Score: Raw -73312.796372 + Penalty 3063.230166 = -70249.566206 nChanged 7 SP:Iteration 7Q (40383.030000 sec): 3 clusters Score: Raw -73324.549094 + Penalty 3063.230166 = -70261.318928 nChanged 5 SP:Iteration 8Q (40383.030000 sec): 3 clusters Score: Raw -73334.741857 + Penalty 3063.230166 = -70271.511691 nChanged 3 SP:Iteration 9Q (40383.030000 sec): 3 clusters Score: Raw -73338.964885 + Penalty 3063.230166 = -70275.734719 nChanged 1 SP:Iteration 10Q (40383.030000 sec): 3 clusters Score: Raw -73341.017174 + Penalty 3063.230166 = -70277.787008 nChanged 1 SP:Iteration 11Q (40383.040000 sec): 3 clusters Score: Raw -73342.733502 + Penalty 3063.230166 = -70279.503336 nChanged 1 SP:Iteration 12Q (40383.040000 sec): 3 clusters Score: Raw -73345.083627 + Penalty 3063.230166 = -70281.853461 nChanged 1 SP:Iteration 13Q (40383.040000 sec): 3 clusters Score: Raw -73345.401423 + Penalty 3063.230166 = -70282.171257 nChanged 0 SP:Iteration 14F (40383.040000 sec): 3 clusters Score: Raw -73345.401423 + Penalty 3063.230166 = -70282.171257 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 55 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40383.050000 sec): 2 clusters Score: Raw -17492.987753 + Penalty 1193.421720 = -16299.566033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40383.050000 sec): 3 clusters Score: Raw -17802.819745 + Penalty 2386.843440 = -15415.976305 nChanged 5 SP:Iteration 1Q (40383.050000 sec): 3 clusters Score: Raw -17847.531460 + Penalty 2386.843440 = -15460.688020 nChanged 0 SP:Iteration 2F (40383.050000 sec): 3 clusters Score: Raw -17847.531460 + Penalty 2386.843440 = -15460.688020 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 56 (4970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40383.070000 sec): 2 clusters Score: Raw -790211.072956 + Penalty 2110.771430 = -788100.301527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40383.090000 sec): 3 clusters Score: Raw -787817.385837 + Penalty 4221.542859 = -783595.842978 nChanged 1942 SP:Iteration 1F (40383.110000 sec): 3 clusters Score: Raw -788912.374471 + Penalty 4221.542859 = -784690.831612 nChanged 386 SP:Iteration 2F (40383.130000 sec): 3 clusters Score: Raw -789165.232831 + Penalty 4221.542859 = -784943.689972 nChanged 297 SP:Iteration 3F (40383.150000 sec): 3 clusters Score: Raw -789332.932359 + Penalty 4221.542859 = -785111.389500 nChanged 198 SP:Iteration 4Q (40383.170000 sec): 3 clusters Score: Raw -789444.891541 + Penalty 4221.542859 = -785223.348682 nChanged 176 SP:Iteration 5Q (40383.190000 sec): 3 clusters Score: Raw -789544.132176 + Penalty 4221.542859 = -785322.589317 nChanged 168 SP:Iteration 6Q (40383.210000 sec): 3 clusters Score: Raw -789646.295879 + Penalty 4221.542859 = -785424.753020 nChanged 172 SP:Iteration 7Q (40383.230000 sec): 3 clusters Score: Raw -789756.820554 + Penalty 4221.542859 = -785535.277695 nChanged 166 SP:Iteration 8Q (40383.260000 sec): 3 clusters Score: Raw -789861.391031 + Penalty 4221.542859 = -785639.848172 nChanged 165 SP:Iteration 9Q (40383.280000 sec): 3 clusters Score: Raw -789976.232046 + Penalty 4221.542859 = -785754.689187 nChanged 187 SP:Iteration 10Q (40383.300000 sec): 3 clusters Score: Raw -790117.848175 + Penalty 4221.542859 = -785896.305316 nChanged 184 SP:Iteration 11Q (40383.320000 sec): 3 clusters Score: Raw -790249.213818 + Penalty 4221.542859 = -786027.670959 nChanged 161 SP:Iteration 12Q (40383.340000 sec): 3 clusters Score: Raw -790359.645710 + Penalty 4221.542859 = -786138.102851 nChanged 133 SP:Iteration 13Q (40383.360000 sec): 3 clusters Score: Raw -790443.324998 + Penalty 4221.542859 = -786221.782139 nChanged 107 SP:Iteration 14Q (40383.380000 sec): 3 clusters Score: Raw -790504.822619 + Penalty 4221.542859 = -786283.279760 nChanged 71 SP:Iteration 15Q (40383.400000 sec): 3 clusters Score: Raw -790548.664795 + Penalty 4221.542859 = -786327.121935 nChanged 62 SP:Iteration 16Q (40383.420000 sec): 3 clusters Score: Raw -790586.240660 + Penalty 4221.542859 = -786364.697801 nChanged 51 SP:Iteration 17Q (40383.440000 sec): 3 clusters Score: Raw -790611.926953 + Penalty 4221.542859 = -786390.384094 nChanged 31 SP:Iteration 18Q (40383.460000 sec): 3 clusters Score: Raw -790628.878273 + Penalty 4221.542859 = -786407.335414 nChanged 26 SP:Iteration 19Q (40383.480000 sec): 3 clusters Score: Raw -790641.803951 + Penalty 4221.542859 = -786420.261092 nChanged 19 SP:Iteration 20F (40383.500000 sec): 3 clusters Score: Raw -790650.026835 + Penalty 4221.542859 = -786428.483976 nChanged 18 SP:Iteration 21Q (40383.520000 sec): 3 clusters Score: Raw -790657.325929 + Penalty 4221.542859 = -786435.783070 nChanged 15 SP:Iteration 22Q (40383.540000 sec): 3 clusters Score: Raw -790663.323730 + Penalty 4221.542859 = -786441.780871 nChanged 14 SP:Iteration 23Q (40383.560000 sec): 3 clusters Score: Raw -790667.661137 + Penalty 4221.542859 = -786446.118278 nChanged 11 SP:Iteration 24Q (40383.580000 sec): 3 clusters Score: Raw -790673.128654 + Penalty 4221.542859 = -786451.585795 nChanged 11 SP:Iteration 25Q (40383.600000 sec): 3 clusters Score: Raw -790677.528960 + Penalty 4221.542859 = -786455.986101 nChanged 9 SP:Iteration 26Q (40383.620000 sec): 3 clusters Score: Raw -790680.703377 + Penalty 4221.542859 = -786459.160517 nChanged 7 SP:Iteration 27Q (40383.640000 sec): 3 clusters Score: Raw -790682.993537 + Penalty 4221.542859 = -786461.450678 nChanged 8 SP:Iteration 28Q (40383.660000 sec): 3 clusters Score: Raw -790686.318054 + Penalty 4221.542859 = -786464.775195 nChanged 10 SP:Iteration 29Q (40383.680000 sec): 3 clusters Score: Raw -790690.218150 + Penalty 4221.542859 = -786468.675291 nChanged 8 SP:Iteration 30Q (40383.700000 sec): 3 clusters Score: Raw -790693.615678 + Penalty 4221.542859 = -786472.072819 nChanged 8 SP:Iteration 31Q (40383.720000 sec): 3 clusters Score: Raw -790696.352110 + Penalty 4221.542859 = -786474.809251 nChanged 7 SP:Iteration 32Q (40383.740000 sec): 3 clusters Score: Raw -790698.575893 + Penalty 4221.542859 = -786477.033034 nChanged 8 SP:Iteration 33Q (40383.760000 sec): 3 clusters Score: Raw -790701.371977 + Penalty 4221.542859 = -786479.829118 nChanged 7 SP:Iteration 34Q (40383.780000 sec): 3 clusters Score: Raw -790703.875004 + Penalty 4221.542859 = -786482.332145 nChanged 5 SP:Iteration 35Q (40383.800000 sec): 3 clusters Score: Raw -790705.136358 + Penalty 4221.542859 = -786483.593499 nChanged 6 SP:Iteration 36Q (40383.820000 sec): 3 clusters Score: Raw -790707.483447 + Penalty 4221.542859 = -786485.940588 nChanged 4 SP:Iteration 37Q (40383.840000 sec): 3 clusters Score: Raw -790709.101664 + Penalty 4221.542859 = -786487.558805 nChanged 1 SP:Iteration 38Q (40383.860000 sec): 3 clusters Score: Raw -790709.358928 + Penalty 4221.542859 = -786487.816069 nChanged 0 SP:Iteration 39F (40383.880000 sec): 3 clusters Score: Raw -790709.358928 + Penalty 4221.542859 = -786487.816069 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 57 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40383.890000 sec): 2 clusters Score: Raw -17449.779719 + Penalty 1174.577215 = -16275.202504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40383.890000 sec): 3 clusters Score: Raw -17739.501890 + Penalty 2349.154430 = -15390.347460 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 58 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40383.890000 sec): 2 clusters Score: Raw -38975.350638 + Penalty 1377.133977 = -37598.216661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40383.890000 sec): 3 clusters Score: Raw -39146.871081 + Penalty 2754.267954 = -36392.603127 nChanged 24 SP:Iteration 1F (40383.890000 sec): 3 clusters Score: Raw -39235.790219 + Penalty 2754.267954 = -36481.522265 nChanged 6 SP:Iteration 2Q (40383.890000 sec): 3 clusters Score: Raw -39258.525281 + Penalty 2754.267954 = -36504.257327 nChanged 3 SP:Iteration 3Q (40383.900000 sec): 3 clusters Score: Raw -39268.323397 + Penalty 2754.267954 = -36514.055443 nChanged 0 SP:Iteration 4F (40383.900000 sec): 3 clusters Score: Raw -39268.323397 + Penalty 2754.267954 = -36514.055443 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 59 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40383.900000 sec): 2 clusters Score: Raw -10269.649956 + Penalty 1060.613198 = -9209.036758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40383.900000 sec): 3 clusters Score: Raw -10769.792164 + Penalty 2121.226395 = -8648.565769 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 60 (2133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40383.910000 sec): 2 clusters Score: Raw -332531.913580 + Penalty 1900.990610 = -330630.922969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40383.930000 sec): 3 clusters Score: Raw -331697.001210 + Penalty 3801.981220 = -327895.019990 nChanged 689 SP:Iteration 1F (40383.930000 sec): 3 clusters Score: Raw -332218.423900 + Penalty 3801.981220 = -328416.442680 nChanged 179 SP:Iteration 2F (40383.940000 sec): 3 clusters Score: Raw -332411.863272 + Penalty 3801.981220 = -328609.882052 nChanged 110 SP:Iteration 3F (40383.950000 sec): 3 clusters Score: Raw -332529.054016 + Penalty 3801.981220 = -328727.072796 nChanged 83 SP:Iteration 4Q (40383.960000 sec): 3 clusters Score: Raw -332601.549615 + Penalty 3801.981220 = -328799.568394 nChanged 61 SP:Iteration 5Q (40383.970000 sec): 3 clusters Score: Raw -332651.586368 + Penalty 3801.981220 = -328849.605148 nChanged 48 SP:Iteration 6Q (40383.980000 sec): 3 clusters Score: Raw -332683.229528 + Penalty 3801.981220 = -328881.248308 nChanged 30 SP:Iteration 7Q (40383.990000 sec): 3 clusters Score: Raw -332711.167609 + Penalty 3801.981220 = -328909.186388 nChanged 35 SP:Iteration 8Q (40383.990000 sec): 3 clusters Score: Raw -332735.329387 + Penalty 3801.981220 = -328933.348167 nChanged 31 SP:Iteration 9Q (40384.000000 sec): 3 clusters Score: Raw -332760.214753 + Penalty 3801.981220 = -328958.233532 nChanged 20 SP:Iteration 10Q (40384.010000 sec): 3 clusters Score: Raw -332775.493901 + Penalty 3801.981220 = -328973.512680 nChanged 18 SP:Iteration 11Q (40384.020000 sec): 3 clusters Score: Raw -332795.037555 + Penalty 3801.981220 = -328993.056335 nChanged 23 SP:Iteration 12Q (40384.030000 sec): 3 clusters Score: Raw -332818.221397 + Penalty 3801.981220 = -329016.240176 nChanged 26 SP:Iteration 13Q (40384.040000 sec): 3 clusters Score: Raw -332845.013127 + Penalty 3801.981220 = -329043.031906 nChanged 28 SP:Iteration 14Q (40384.050000 sec): 3 clusters Score: Raw -332866.555748 + Penalty 3801.981220 = -329064.574528 nChanged 16 SP:Iteration 15Q (40384.050000 sec): 3 clusters Score: Raw -332881.981466 + Penalty 3801.981220 = -329080.000245 nChanged 20 SP:Iteration 16Q (40384.060000 sec): 3 clusters Score: Raw -332902.738567 + Penalty 3801.981220 = -329100.757346 nChanged 26 SP:Iteration 17Q (40384.070000 sec): 3 clusters Score: Raw -332926.049430 + Penalty 3801.981220 = -329124.068209 nChanged 24 SP:Iteration 18Q (40384.080000 sec): 3 clusters Score: Raw -332943.550797 + Penalty 3801.981220 = -329141.569577 nChanged 19 SP:Iteration 19Q (40384.090000 sec): 3 clusters Score: Raw -332957.974000 + Penalty 3801.981220 = -329155.992780 nChanged 14 SP:Iteration 20F (40384.100000 sec): 3 clusters Score: Raw -332969.468317 + Penalty 3801.981220 = -329167.487096 nChanged 15 SP:Iteration 21Q (40384.110000 sec): 3 clusters Score: Raw -332985.869326 + Penalty 3801.981220 = -329183.888106 nChanged 19 SP:Iteration 22Q (40384.110000 sec): 3 clusters Score: Raw -333001.447872 + Penalty 3801.981220 = -329199.466652 nChanged 10 SP:Iteration 23Q (40384.120000 sec): 3 clusters Score: Raw -333008.670483 + Penalty 3801.981220 = -329206.689262 nChanged 6 SP:Iteration 24Q (40384.130000 sec): 3 clusters Score: Raw -333012.651094 + Penalty 3801.981220 = -329210.669874 nChanged 4 SP:Iteration 25Q (40384.140000 sec): 3 clusters Score: Raw -333015.581685 + Penalty 3801.981220 = -329213.600465 nChanged 1 SP:Iteration 26Q (40384.150000 sec): 3 clusters Score: Raw -333016.467078 + Penalty 3801.981220 = -329214.485858 nChanged 3 SP:Iteration 27Q (40384.150000 sec): 3 clusters Score: Raw -333017.956870 + Penalty 3801.981220 = -329215.975650 nChanged 1 SP:Iteration 28Q (40384.160000 sec): 3 clusters Score: Raw -333019.151525 + Penalty 3801.981220 = -329217.170305 nChanged 0 SP:Iteration 29F (40384.170000 sec): 3 clusters Score: Raw -333019.151525 + Penalty 3801.981220 = -329217.170305 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 62 (484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40384.180000 sec): 2 clusters Score: Raw -74215.329951 + Penalty 1533.157057 = -72682.172894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40384.180000 sec): 3 clusters Score: Raw -74259.807448 + Penalty 3066.314114 = -71193.493334 nChanged 71 SP:Iteration 1F (40384.180000 sec): 3 clusters Score: Raw -74405.784360 + Penalty 3066.314114 = -71339.470247 nChanged 18 SP:Iteration 2Q (40384.180000 sec): 3 clusters Score: Raw -74447.305508 + Penalty 3066.314114 = -71380.991394 nChanged 2 SP:Iteration 3Q (40384.190000 sec): 3 clusters Score: Raw -74453.655911 + Penalty 3066.314114 = -71387.341797 nChanged 3 SP:Iteration 4Q (40384.190000 sec): 3 clusters Score: Raw -74461.481640 + Penalty 3066.314114 = -71395.167527 nChanged 2 SP:Iteration 5Q (40384.190000 sec): 3 clusters Score: Raw -74465.765724 + Penalty 3066.314114 = -71399.451610 nChanged 3 SP:Iteration 6Q (40384.190000 sec): 3 clusters Score: Raw -74471.758114 + Penalty 3066.314114 = -71405.444001 nChanged 1 SP:Iteration 7Q (40384.190000 sec): 3 clusters Score: Raw -74472.763505 + Penalty 3066.314114 = -71406.449392 nChanged 1 SP:Iteration 8Q (40384.190000 sec): 3 clusters Score: Raw -74475.320479 + Penalty 3066.314114 = -71409.006366 nChanged 2 SP:Iteration 9Q (40384.200000 sec): 3 clusters Score: Raw -74483.005217 + Penalty 3066.314114 = -71416.691103 nChanged 1 SP:Iteration 10Q (40384.200000 sec): 3 clusters Score: Raw -74485.413962 + Penalty 3066.314114 = -71419.099848 nChanged 0 SP:Iteration 11F (40384.200000 sec): 3 clusters Score: Raw -74485.413962 + Penalty 3066.314114 = -71419.099848 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 63 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40384.210000 sec): 2 clusters Score: Raw -38192.712981 + Penalty 1368.328318 = -36824.384662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40384.210000 sec): 3 clusters Score: Raw -38372.342502 + Penalty 2736.656637 = -35635.685866 nChanged 14 SP:Iteration 1F (40384.210000 sec): 3 clusters Score: Raw -38439.685327 + Penalty 2736.656637 = -35703.028690 nChanged 5 SP:Iteration 2Q (40384.210000 sec): 3 clusters Score: Raw -38459.928883 + Penalty 2736.656637 = -35723.272246 nChanged 1 SP:Iteration 3Q (40384.210000 sec): 3 clusters Score: Raw -38466.465236 + Penalty 2736.656637 = -35729.808599 nChanged 1 SP:Iteration 4Q (40384.210000 sec): 3 clusters Score: Raw -38471.138577 + Penalty 2736.656637 = -35734.481941 nChanged 1 SP:Iteration 5Q (40384.210000 sec): 3 clusters Score: Raw -38473.188186 + Penalty 2736.656637 = -35736.531549 nChanged 1 SP:Iteration 6Q (40384.210000 sec): 3 clusters Score: Raw -38479.210641 + Penalty 2736.656637 = -35742.554005 nChanged 2 SP:Iteration 7Q (40384.210000 sec): 3 clusters Score: Raw -38490.569660 + Penalty 2736.656637 = -35753.913024 nChanged 1 SP:Iteration 8Q (40384.220000 sec): 3 clusters Score: Raw -38494.693877 + Penalty 2736.656637 = -35758.037240 nChanged 0 SP:Iteration 9F (40384.220000 sec): 3 clusters Score: Raw -38494.693877 + Penalty 2736.656637 = -35758.037240 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 64 (303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40384.220000 sec): 2 clusters Score: Raw -12481.074579 + Penalty 1417.005736 = -11064.068843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40384.230000 sec): 3 clusters Score: Raw -12792.454110 + Penalty 2834.011472 = -9958.442638 nChanged 61 SP:Iteration 1F (40384.230000 sec): 3 clusters Score: Raw -13170.109731 + Penalty 2834.011472 = -10336.098259 nChanged 21 SP:Iteration 2F (40384.230000 sec): 3 clusters Score: Raw -13331.401138 + Penalty 2834.011472 = -10497.389666 nChanged 9 SP:Iteration 3Q (40384.230000 sec): 3 clusters Score: Raw -13467.545810 + Penalty 2834.011472 = -10633.534338 nChanged 6 SP:Iteration 4Q (40384.230000 sec): 3 clusters Score: Raw -13487.350960 + Penalty 2834.011472 = -10653.339488 nChanged 2 SP:Iteration 5Q (40384.230000 sec): 3 clusters Score: Raw -13498.866608 + Penalty 2834.011472 = -10664.855137 nChanged 2 SP:Iteration 6Q (40384.230000 sec): 3 clusters Score: Raw -13504.154558 + Penalty 2834.011472 = -10670.143086 nChanged 0 SP:Iteration 7F (40384.230000 sec): 3 clusters Score: Raw -13504.154558 + Penalty 2834.011472 = -10670.143086 nChanged 0 Memory request: 0.00 GB would take us to total of 9.92 GB. Trying to split cluster 65 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40384.240000 sec): 2 clusters Score: Raw -13329.289203 + Penalty 1176.743168 = -12152.546035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40384.240000 sec): 3 clusters Score: Raw -13842.703396 + Penalty 2353.486336 = -11489.217060 nChanged 5 SP:Iteration 1Q (40384.240000 sec): 3 clusters Score: Raw -13899.461126 + Penalty 2353.486336 = -11545.974790 nChanged 2 SP:Iteration 2Q (40384.240000 sec): 3 clusters Score: Raw -13916.703116 + Penalty 2353.486336 = -11563.216780 nChanged 0 SP:Iteration 3F (40384.240000 sec): 3 clusters Score: Raw -13916.703116 + Penalty 2353.486336 = -11563.216780 nChanged 0 ------ Evaluating fit on full set of 3908522 points ------ Score: Raw -615061505.190593 + Penalty 240915.847945 = -614820589.342648 Time taken for this iteration:16795.100000 seconds. 21->65 Clusters: Score -614820589.342648, best is -614821528.435784 Main iterations: 0 (time per iteration =inf ms) Total iterations: 56096 (time per iteration =735.282368 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 3782346552000.000000 (time per metric unit =10.904976ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 113470396560000.000000 (time per metric unit=363.499212ps) That took 41246.399742 seconds.